cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30674465
title: Dynamics of deleterious mutation and selection at seven nuclear genes during barley domestication and de-domestication

description: Understanding how barley domestication affects deleterious mutations is crucial for breeding and germplasm conservation. This study analyzed seven single-copy nuclear genes (Alcohol dehydrogenase 2 (ADH2), Alcohol dehydrogenase 3 (ADH3), Dehydrin9 (DHN9), Glyceraldehyde-3-phosphate dehydrogenase (GAPDH), Phosphoenolpyruvate carboxylase (PEPC), Photoperiod response gene (PPD-H1), and Granule-bound starch synthase (WAXY)) in 179 wild, 185 domesticated, and 21 de-domesticated barley accessions. Results showed that wild barley has the highest genetic diversity and the most private haplotypes. Deleterious SNPs were identified, with fewer in domesticated and de-domesticated groups compared to wild. Deleterious mutation load decreased from wild to domesticated barley as nucleotide diversity decreased (R = 0.78; p &lt; 0.05), suggesting that domestication bottlenecks may purge these mutations. In wild barley, Nonsynonymous-to-synonymous substitution rate (dN/dS) ratios were ~1 or &gt;1, indicating neutral or weak positive selection. These findings highlight how domestication shapes deleterious mutation patterns and provide insights for breeding and germplasm management.
DOI: 10.6084/m9.figshare.30674465.v1
title: Dynamics of deleterious mutation and selection at seven nuclear genes during barley domestication and de-domestication

description: Understanding how barley domestication affects deleterious mutations is crucial for breeding and germplasm conservation. This study analyzed seven single-copy nuclear genes (Alcohol dehydrogenase 2 (ADH2), Alcohol dehydrogenase 3 (ADH3), Dehydrin9 (DHN9), Glyceraldehyde-3-phosphate dehydrogenase (GAPDH), Phosphoenolpyruvate carboxylase (PEPC), Photoperiod response gene (PPD-H1), and Granule-bound starch synthase (WAXY)) in 179 wild, 185 domesticated, and 21 de-domesticated barley accessions. Results showed that wild barley has the highest genetic diversity and the most private haplotypes. Deleterious SNPs were identified, with fewer in domesticated and de-domesticated groups compared to wild. Deleterious mutation load decreased from wild to domesticated barley as nucleotide diversity decreased (R = 0.78; p &lt; 0.05), suggesting that domestication bottlenecks may purge these mutations. In wild barley, Nonsynonymous-to-synonymous substitution rate (dN/dS) ratios were ~1 or &gt;1, indicating neutral or weak positive selection. These findings highlight how domestication shapes deleterious mutation patterns and provide insights for breeding and germplasm management.
DOI: 10.15468/dl.hpjpfp
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medeolaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001871-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17244927
title: DARS2 Mesh Files for Finite Volume Ocean and Sea Ice Model (FESOM2)

description: This repository contains the DARS2 mesh files for the Finite Volume Ocean and Sea Ice Model (FESOM2, https://github.com/FESOM/fesom2). 

In addition to the mesh files (*.out) a mesh diagnostic file (fesom.mesh.diag.nc) and a mesh visualization file (mesh.vtk) for displaying the mesh with ParaView are added to the repository.

 

Global mesh files - without land masses removed - and in polarstereographic projection are stored in mesh_global.zip.
DOI: 10.5281/zenodo.17245182
title: DARS2 Mesh Files for Finite Volume Ocean and Sea Ice Model (FESOM2)

description: This repository contains the DARS2 mesh files for the Finite Volume Ocean and Sea Ice Model (FESOM2, https://github.com/FESOM/fesom2). 

In addition to the mesh files (*.out) a mesh diagnostic file (fesom.mesh.diag.nc) and a mesh visualization file (mesh.vtk) for displaying the mesh with ParaView are added to the repository.

 

Global mesh files - without land masses removed - and in polarstereographic projection are stored in mesh_global.zip.
DOI: 10.5281/zenodo.17668802
title: State Crisis Theory Roman Republic

description: The State Crisis Theory Roman Republic dataset systematically collates long run demographic, economic, environmental, institutional, internal and external conflict, and social complexity data for the entirety of the Roman Republic (509 BCE-14 CE). The dataset is structured as a time series with up to annual resolution.
DOI: 10.15468/dl.dp43qc
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taphridium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 167 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001873-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17668541
title: What Is the Role of Giant Endosomal Sorting Complexes Required for Transport (ESCRT) Structures in T Cell Activation?

description: What Is the Role of Giant Endosomal Sorting Complexes Required for Transport (ESCRT) Structures in T Cell Activation?

Raw Data
DOI: 10.15468/dl.hvk7dj
title: Occurrence Download

description: A dataset containing 13968 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is All herbarium specimens of grasses from Madagascar and the surrounding islands: family Poaceae, sector AFM"
 ]
}

 The dataset includes 13968 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001875-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17668540
title: What Is the Role of Giant Endosomal Sorting Complexes Required for Transport (ESCRT) Structures in T Cell Activation?

description: What Is the Role of Giant Endosomal Sorting Complexes Required for Transport (ESCRT) Structures in T Cell Activation?

Raw Data
DOI: 10.5281/zenodo.17327846
title: Dataset on contrail occurrence inside cirrus clouds over Northern Midlatitudes and Southeast Asian Subtropics

description: The dataset contains the analysis of contrail occurrence in cirrus clouds over Northern Midlatitudes and Southeast Asian Subtropics for the period 2014 to 2021.

The data refer to the figures published by Petzold et al. in Nature Communications, manuscript no. NCOMMS-25-28008A.

The manuscript has been published by Nature Communications on 03 November 2025 and is accessible through https://www.nature.com/articles/s41467-025-65532-2.
DOI: 10.5281/zenodo.17327847
title: Dataset on contrail occurrence inside cirrus clouds over Northern Midlatitudes and Southeast Asian Subtropics

description: The dataset contains the analysis of contrail occurrence in cirrus clouds over Northern Midlatitudes and Southeast Asian Subtropics for the period 2014 to 2021.

The data refer to the figures published by Petzold et al. in Nature Communications, manuscript no. NCOMMS-25-28008A.

The manuscript has been published by Nature Communications on 03 November 2025 and is accessible through https://www.nature.com/articles/s41467-025-65532-2.
DOI: 10.5281/zenodo.17647990
title: [Dataset] Color Preserving CMOS-SPAD Fusion for Multi-Frame HDR

description: This page contains the datasets proposed in paper "Color Preserving CMOS-SPAD Fusion for Multi-Frame HDR", published at WACV 2026. 

 

Mobile-HDR+ contains simulated SPAD data, created from the original Mobile-HDR dataset [1].

The original Mobile-HDR dataset can be downloaded from here: https://github.com/shuaizhengliu/Joint-HDRDN

 

MIW+ contains multiple LDR exposures and ground truth raw CMOS frames, as well as simulated SPAD data. MIW+ is based on the "Dataset of Multi-Illumination Images in the Wild" [2]. 

 

References:

[1] Liu, Shuaizheng, et al. "Joint hdr denoising and fusion: A real-world mobile hdr image dataset." Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2023.

[2] Murmann, Lukas, et al. "A dataset of multi-illumination images in the wild." Proceedings of the IEEE/CVF International Conference on Computer Vision. 2019.
DOI: 10.5281/zenodo.17647991
title: [Dataset] Color Preserving CMOS-SPAD Fusion for Multi-Frame HDR

description: This page contains the datasets proposed in paper "Color Preserving CMOS-SPAD Fusion for Multi-Frame HDR", published at WACV 2026. 

 

Mobile-HDR+ contains simulated SPAD data, created from the original Mobile-HDR dataset [1].

The original Mobile-HDR dataset can be downloaded from here: https://github.com/shuaizhengliu/Joint-HDRDN

 

MIW+ contains multiple LDR exposures and ground truth raw CMOS frames, as well as simulated SPAD data. MIW+ is based on the "Dataset of Multi-Illumination Images in the Wild" [2]. 

 

References:

[1] Liu, Shuaizheng, et al. "Joint hdr denoising and fusion: A real-world mobile hdr image dataset." Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2023.

[2] Murmann, Lukas, et al. "A dataset of multi-illumination images in the wild." Proceedings of the IEEE/CVF International Conference on Computer Vision. 2019.
DOI: 10.15468/dl.fe7n7p
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paphiopedilum hirsutissimum"
 ]
}

 The dataset includes 171 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001876-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5mkru8
title: Occurrence Download

description: A dataset containing 92713 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DFO Monthly GRDI Survey eDNA metabarcoding (COI) in the Bay of Fundy 2019-2021"
 ]
}

 The dataset includes 92713 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001868-251120083545085/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.30664973
title: Modeling data for the microphysical structure of thunderstorms in the horizontal development of lightning

description: The modeling data is for the manuscript "microphysical structure of thunderstorms in the horizontal development of lightning".
DOI: 10.6084/m9.figshare.30664973.v1
title: Modeling data for the microphysical structure of thunderstorms in the horizontal development of lightning

description: The modeling data is for the manuscript "microphysical structure of thunderstorms in the horizontal development of lightning".
DOI: 10.34740/kaggle/dsv/13814397
title: Health Workforce Shortage Areas
DOI: 10.34808/7bzm-6t50
title: Geotechnical properties of natural brown clay

description: This dataset contains lab geotechnical investigation of natural brown clay. The soil was provided by manufacturer in form of powder. The dataset includes physical test data (specific gravity, water content, and total density), index properties (liquid limit, plastic limit, and shrinkage limit) and mechanical test data (consolidated undrained triaxial compression test, constant rate of strain test, and drained ring shear test results).
DOI: 10.5281/zenodo.17668235
title: MOSEI Processed Dataset - Multimodal Features

description: Processed MOSEI dataset with multiple modalities.

**Files:**
- VisualFacet42.csd
- Labels.csd
- COVAREP.csd
- TimestampedWordVectors.csd

**Usage:**
```python
from mmsdk import mmdatasdk
recipe = {'Labels': 'DOWNLOAD_URL'}
dataset = mmdatasdk.mmdataset(recipe)
```

Original: CMU-MOSEI (Zadeh et al., 2018)
SDK: CMU-MultimodalSDK
DOI: 10.5281/zenodo.17668236
title: MOSEI Processed Dataset - Multimodal Features

description: Processed MOSEI dataset with multiple modalities.

**Files:**
- VisualFacet42.csd
- Labels.csd
- COVAREP.csd
- TimestampedWordVectors.csd

**Usage:**
```python
from mmsdk import mmdatasdk
recipe = {'Labels': 'DOWNLOAD_URL'}
dataset = mmdatasdk.mmdataset(recipe)
```

Original: CMU-MOSEI (Zadeh et al., 2018)
SDK: CMU-MultimodalSDK
DOI: 10.15468/dl.hsnw9e
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Buerenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 84 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001877-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aj2hev
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001878-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfehb8
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is one of (Dialium pobeguinii, Dactyladenia smeathmannii)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 36 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001879-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjc4jx
title: Occurrence Download

description: A dataset containing 49528 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neovison vison"
 ]
}

 The dataset includes 49528 records from 289 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001880-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17668845
title: The Role of Emerging Technologies and Sustainable Digital Marketing in Shaping Customer Experience in Indonesia
DOI: 10.5281/zenodo.17668846
title: The Role of Emerging Technologies and Sustainable Digital Marketing in Shaping Customer Experience in Indonesia
DOI: 10.15468/dl.ch6gwd
title: Occurrence Download

description: A dataset containing 919 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phymatotrichopsis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 919 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001881-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17668858
title: State Crisis Theory Roman Republic

description: The State Crisis Theory Roman Republic dataset systematically collates long run demographic, economic, environmental, institutional, internal and external conflict, and social complexity data for the entirety of the Roman Republic (509 BCE-14 CE). The dataset is structured as a time series with up to annual resolution.
DOI: 10.34894/jahqmo
title: Data dialogues scripts and materials (in Dutch) Kansrijke Start- Making Big Data Meaningful

description: This document contains the full scripts, facilitator guides, and workshop materials used to conduct the data dialogues within the project Making Big Data meaningful for a Promising Start (“Betekenisvol Datagebruik voor een Kansrijke Start”). The materials include detailed protocols for sessions with parents, healthcare professionals, and policymakers, both in-person and online. Each script outlines the session structure, facilitation instructions, example questions, and the use of interactive components such as the “Big Data Game.” The document also includes presentation slides, questionnaires, and supporting materials (e.g., whiteboard templates and card sets) used to explore participants’ perspectives on the ethical and meaningful use of administrative data to support child development.
description: If a commercial party wants to express interest in this dataset, they can contact the dataset owner.
DOI: 10.5281/zenodo.14734707
title: Multiterminal Josephson junctions with tunable topological properties

description: Since the discovery of the Andreev reflection process at normal-metal/superconductor junctions and the corresponding Andreev bound states in superconductor/normal-metal/superconductor junctions, various multiterminal Josephson junctions have been studied to explore many exotic phases of quantum matter, where the formation of Andreev bound states in the normal region account for dissipationless supercurrent and play a central role in determining exotic properties. Recently, an intriguing aspect of the multiterminal Josephson junctions has been proposed to study the topological properties, wherein the Andreev bound states acquire topological characteristics upon tuning the phase differences of superconducting terminals. In this work, we investigate topologically non-trivial phases in four-terminal Josephson junctions based on square and graphene lattices. Additionally, we apply a gating potential that smoothly drives the Andreev bound states from a topologically non-trivial state to a topologically trivial state. Furthermore, we observe that the gating potential in our setup produces the similar physics of the topological Andreev bound states of the double (single) quantum-dot multiterminal Josephson junctions when the gating potential is small (large) compared to the superconducting energy gap.
DOI: 10.5281/zenodo.14734706
title: Multiterminal Josephson junctions with tunable topological properties

description: Since the discovery of the Andreev reflection process at normal-metal/superconductor junctions and the corresponding Andreev bound states in superconductor/normal-metal/superconductor junctions, various multiterminal Josephson junctions have been studied to explore many exotic phases of quantum matter, where the formation of Andreev bound states in the normal region account for dissipationless supercurrent and play a central role in determining exotic properties. Recently, an intriguing aspect of the multiterminal Josephson junctions has been proposed to study the topological properties, wherein the Andreev bound states acquire topological characteristics upon tuning the phase differences of superconducting terminals. In this work, we investigate topologically non-trivial phases in four-terminal Josephson junctions based on square and graphene lattices. Additionally, we apply a gating potential that smoothly drives the Andreev bound states from a topologically non-trivial state to a topologically trivial state. Furthermore, we observe that the gating potential in our setup produces the similar physics of the topological Andreev bound states of the double (single) quantum-dot multiterminal Josephson junctions when the gating potential is small (large) compared to the superconducting energy gap.
DOI: 10.15468/dl.424ks9
title: Occurrence Download

description: A dataset containing 58176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Specimen, Fossil, Living Specimen, Occurrence evidence)",
 "Country is one of (France, Guadeloupe, Martinique, Saint Martin (French part), Saint Barthélemy, Saint Pierre and Miquelon, French Guiana, French Southern Territories, Mayotte, Réunion, French Polynesia, New Caledonia, Wallis and Futuna)",
 "GadmGid is FRA.11.8_1",
 "Geometry POLYGON((3.66931 43.7399,3.80954 43.7399,3.80954 43.84824,3.66931 43.84824,3.66931 43.7399))",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Plantae, Chordata, Arthropoda)",
 "Year 2020-2025"
 ]
}

 The dataset includes 58176 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001867-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6g58n
title: Occurrence Download

description: A dataset containing 4496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caloscypha",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4496 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001884-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17668956
title: State Crisis Theory Roman Republic

description: The State Crisis Theory Roman Republic dataset systematically collates long run demographic, economic, environmental, institutional, internal and external conflict, and social complexity data for the entirety of the Roman Republic (509 BCE-14 CE). The dataset is structured as a time series with up to annual resolution.
DOI: 10.57841/casdc.0005934
title: 氨合成催化剂设计与反应动力学研究数据集
DOI: 10.15468/dl.n6gd2a
title: Occurrence Download

description: A dataset containing 30649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Leucanthemum vulgare",
 "Year 2020-2025"
 ]
}

 The dataset includes 30649 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001888-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs9ew6
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyropyxis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 55 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001889-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14630580
title: 30m resolution monthly burned area data for Canada of 2023

description: Canadian burned area product (2023) was produced based on Landsat and Sentinel data. The product was projected in a Geographic (Lat/Long) projection at 0.00025° (approximately 30 meter) resolution, with the WGS84 horizontal datum and the EGM96 vertical datum, consisting of 5° x 5° tiles.

contacts: zhangzhaoming@aircas.ac.cn/zhangzm@radi.ac.cn

Please cite this paper: Zhaoming Zhang, Baoye Qi, Shunguo Huang, et al. Burned area detection and estimation of fire carbon emissions in Canada in 2023 using Landsat 8/9 and Sentinel 2 data. Remote Sensing Letters, 2025, 16(8):902-916.
DOI: 10.5281/zenodo.14630579
title: 30m resolution monthly burned area data for Canada of 2023

description: Canadian burned area product (2023) was produced based on Landsat and Sentinel data. The product was projected in a Geographic (Lat/Long) projection at 0.00025° (approximately 30 meter) resolution, with the WGS84 horizontal datum and the EGM96 vertical datum, consisting of 5° x 5° tiles.

contacts: zhangzhaoming@aircas.ac.cn/zhangzm@radi.ac.cn

Please cite this paper: Zhaoming Zhang, Baoye Qi, Shunguo Huang, et al. Burned area detection and estimation of fire carbon emissions in Canada in 2023 using Landsat 8/9 and Sentinel 2 data. Remote Sensing Letters, 2025, 16(8):902-916.