cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15770067
title: Constraining Time-lapse Geophysical Responses with Reactive Transport Modeling: An Approach to Monitor H2S Mineral Storage

description: Data presented in Constraining Time-lapse Geophysical Responses with Reactive Transport Modeling: An Approach to Monitor H2S Mineral Storage, published in Geophysical Journal International.

The Nesjavellir_VES.zip folder contains the historical vertical electrical sounding measurement data and approximate coordinates in .txt format. Data includes the AB and MN electrode spacing (m), injected current (mA), measured voltage (mV), calculated apparent resistivity (Ohm*m), correction factor (unitless), and the corrected apparent resistivity (product of the calculated apparent resistivity and correction factor; Ohm*m).

The Nesjavellir_DCIP_Data.zip folder contain the surface DCIP data collected along Lines 1-7 in 2020 and 2021 and a DCIP_README.txt file detailing the files contained in the folder. Each survey line has a folder containing the .db database project files for use in the Terrameter LS Toolbox, .M33 file containing the EEMverter inversion misfit measure, inversion settings, and inversion configuration, .qui formatted (EEMverter) full waveform DCIP data and electrode coordinates, .quo formatted (EEMverter) forward response, .vtk formatted forward response and data misfit pseudosections, and .vtk inversion model mesh results for the 2020 and 2021 surveys. DCIP lines were collected with the ES10-64C Electrode Selector (es10) or in a roll-along approach (roll), denoted in the .qui filename.
DOI: 10.15468/dl.yswg9d
title: Occurrence Download

description: A dataset containing 2765 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stellaria apetala"
 ]
}

 The dataset includes 2765 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013501-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fybx6h
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex acetosella",
 "Country is Falkland Islands (Malvinas)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 54 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013504-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72cbtg
title: Occurrence Download

description: A dataset containing 10603 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygonum convolvulus"
 ]
}

 The dataset includes 10603 records from 359 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013502-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdhsxq
title: Occurrence Download

description: A dataset containing 20397 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex acetosella",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20397 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013503-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18256236
title: Symphony pre-built single-cell reference atlases

description: Pre-built Symphony reference objects that can be downloaded and used to map new query datasets.

The Symphony algorithm is used to perform reference mapping to these atlases. 



Preprint: https://www.biorxiv.org/content/10.1101/2020.11.18.389189v2

Usage: https://github.com/immunogenomics/symphony


References available for download:



10x PBMCs Atlas (pbmcs_10x_reference.rds)

Pancreatic Islet Cells Atlas (pancreas_plate-based_reference.rds)

Fetal Liver Hematopoiesis Atlas (fetal_liver_reference_3p.rds)

Healthy Fetal Kidney Atlas (kidney_healthy_fetal_reference.rds)

T cell CITE-seq atlas (tbru_ref.rds)

Cross-tissue Fibroblast Atlas (see here)

Cross-tissue Inflammatory Immune Atlas (here)

Tabula Muris Senis (FACS) Atlas (TMS_facs_reference.rds)


To read in a reference into R, one may simply execute: reference = readRDS('path/to/reference_name.rds')

Note: To be able to map query datasets into the reference UMAP coordinates, you must also download the corresponding 'uwot_model' file and set the reference$save_uwot_path.

 

--

Updated 1/15/2026: It was brought to our attention that the Fibroblast Atlas link in previously published versions was no longer active. We have now reuploaded the Fibroblast Atlas .rds object.
DOI: 10.5281/zenodo.4602301
title: Symphony pre-built single-cell reference atlases

description: Pre-built Symphony reference objects that can be downloaded and used to map new query datasets.

The Symphony algorithm is used to perform reference mapping to these atlases. 



Preprint: https://www.biorxiv.org/content/10.1101/2020.11.18.389189v2

Usage: https://github.com/immunogenomics/symphony


References available for download:



10x PBMCs Atlas (pbmcs_10x_reference.rds)

Pancreatic Islet Cells Atlas (pancreas_plate-based_reference.rds)

Fetal Liver Hematopoiesis Atlas (fetal_liver_reference_3p.rds)

Healthy Fetal Kidney Atlas (kidney_healthy_fetal_reference.rds)

T cell CITE-seq atlas (tbru_ref.rds)

Cross-tissue Fibroblast Atlas (see here)

Cross-tissue Inflammatory Immune Atlas (here)

Tabula Muris Senis (FACS) Atlas (TMS_facs_reference.rds)


To read in a reference into R, one may simply execute: reference = readRDS('path/to/reference_name.rds')

Note: To be able to map query datasets into the reference UMAP coordinates, you must also download the corresponding 'uwot_model' file and set the reference$save_uwot_path.

 

--

Updated 1/15/2026: It was brought to our attention that the Fibroblast Atlas link in previously published versions was no longer active. We have now reuploaded the Fibroblast Atlas .rds object.
DOI: 10.57760/sciencedb.j00289.00021
title: Research on the impact mechanism of data elements on the level of enterprise risk-taking
title: 数据要素对企业风险承担水平的影响机制研究

description: In the era of the digital economy, the strategic value of data elements is becoming increasingly prominent, but the intrinsic mechanism by which they influence corporate risk-taking behavior remains unclear. Based on the dynamic capabilities theory, this paper constructs the core logical chain of “data elements—dynamic capabilities—level of risk-taking” and empirically examines the impact mechanism of corporate data elements on the level of risk-taking using a sample of Chinese A-share listed companies from 2008 to 2022. The study finds that corporate data elements can significantly promote an increase in the level of risk-taking, and this conclusion remains robust even after addressing endogeneity issues using instrumental variables and propensity score matching methods. Mechanism analysis shows that data elements improve the level of risk-taking by enhancing an enterprise’s adaptability, absorptive capacity, and resource reconfiguration capability. Heterogeneity analysis indicates that the effect of data elements on enhancing the level of risk-taking is more pronounced in firms with high perceived uncertainty and those in competitive industries. This paper innovatively applies dynamic capability theory to the study of data elements’ economic consequences. It reveals the micro-mechanisms that convert data elements into corporate risk-taking advantages, offering policy insights for better data element governance and enhanced risk-taking among firms.
description: In the era of the digital economy, the strategic value of data elements is becoming increasingly prominent, but the intrinsic mechanism by which they influence corporate risk-taking behavior remains unclear. Based on the dynamic capabilities theory, this paper constructs the core logical chain of “data elements—dynamic capabilities—level of risk-taking” and empirically examines the impact mechanism of corporate data elements on the level of risk-taking using a sample of Chinese A-share listed companies from 2008 to 2022. The study finds that corporate data elements can significantly promote an increase in the level of risk-taking, and this conclusion remains robust even after addressing endogeneity issues using instrumental variables and propensity score matching methods. Mechanism analysis shows that data elements improve the level of risk-taking by enhancing an enterprise’s adaptability, absorptive capacity, and resource reconfiguration capability. Heterogeneity analysis indicates that the effect of data elements on enhancing the level of risk-taking is more pronounced in firms with high perceived uncertainty and those in competitive industries. This paper innovatively applies dynamic capability theory to the study of data elements’ economic consequences. It reveals the micro-mechanisms that convert data elements into corporate risk-taking advantages, offering policy insights for better data element governance and enhanced risk-taking among firms.
DOI: 10.15468/dl.6bwwe2
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygonum criopolitanum"
 ]
}

 The dataset includes 302 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013506-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxfeu8
title: Occurrence Download

description: A dataset containing 1413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sabella spallanzanii",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1413 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013507-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bm3jx
title: Occurrence Download

description: A dataset containing 7494 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sabella spallanzanii",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7494 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013508-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7sqv8
title: Occurrence Download

description: A dataset containing 366 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stellaria dichotoma"
 ]
}

 The dataset includes 366 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013509-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2um9y4
title: Occurrence Download

description: A dataset containing 60390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ephedra"
 ]
}

 The dataset includes 60390 records from 682 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013446-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txpt3d
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Casearia graveolens"
 ]
}

 The dataset includes 42 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013510-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.35655
title: Study on the developmental characteristics and niche reconstruction of spermatogenic cells in cattle-yak and yak
title: 犏牛和牦牛生精细胞的发育特征及其生态位重构研究

description: The appendix table in the study on the developmental characteristics and ecological niche reconstruction of spermatogenic cells in yaks and yaks 
description: The appendix table in the study on the developmental characteristics and ecological niche reconstruction of spermatogenic cells in yaks and yaks
DOI: 10.57760/sciencedb.16689
title: motives on pursing a master's degree of undergraduate students
title: 本科生读研动机

description: This data is about a survey of undergraduate students' motivations for pursuing graduate studies at an elite university in China. We collected 410 undergraduate students with different motivations for pursuing graduate studies, and also focused on their demographic variables, internal competition behavior, parental expectations, academic burnout, and other variables. 
description: This data is about a survey of undergraduate students' motivations for pursuing graduate studies at an elite university in China. We collected 410 undergraduate students with different motivations for pursuing graduate studies, and also focused on their demographic variables, internal competition behavior, parental expectations, academic burnout, and other variables.
DOI: 10.6084/m9.figshare.31077418
title: Consistent estimates of gross output at district level in India using Night-time light 1992-2023 by Heena S. Gaude, Goa Business School, Goa University, Orcid: https://orcid.org/0000-0003-1264-4439, heena@unigoa.ac.in and Pranab Mukhopadhyay, Goa Business School, Goa University

description: India's rapid economic growth has brought significant changes to its socioeconomic landscape; however, these changes are unevenly distributed, resulting in regional disparities. However, due to gaps in conventional data on economic activity at high frequency, measuring regional disparities at the subnational level remains a challenge. This study proposes Night-time Light (NTL) data as a proxy for measuring economic growth and predicting gross domestic product (GDP) at substate levels (gross district domestic product, GDDP). This framework would help researchers to predict subnational economic activity at high frequency.
DOI: 10.6084/m9.figshare.31077418.v1
title: Consistent estimates of gross output at district level in India using Night-time light 1992-2023 by Heena S. Gaude, Goa Business School, Goa University, Orcid: https://orcid.org/0000-0003-1264-4439, heena@unigoa.ac.in and Pranab Mukhopadhyay, Goa Business School, Goa University

description: India's rapid economic growth has brought significant changes to its socioeconomic landscape; however, these changes are unevenly distributed, resulting in regional disparities. However, due to gaps in conventional data on economic activity at high frequency, measuring regional disparities at the subnational level remains a challenge. This study proposes Night-time Light (NTL) data as a proxy for measuring economic growth and predicting gross domestic product (GDP) at substate levels (gross district domestic product, GDDP). This framework would help researchers to predict subnational economic activity at high frequency.
DOI: 10.57760/sciencedb.35636
title: Study on the Distribution Characteristics of Rubidium and Cesium Elements and Their Associated Relationship with Lithium, Boron and Potassium in Brine of the Dabxun Salt Lake, Qaidam Basin
title: 柴达木盆地达布逊盐湖卤水中铷铯分布特征及与锂硼钾伴生关系研究

description: Elemental content analysis and H-O isotope testing were conducted on 8 lake surface brines and 11 intergranular brines in the Dabson section of the Cha'erhan Salt Lake, and the data was obtained 
description: Elemental content analysis and H-O isotope testing were conducted on 8 lake surface brines and 11 intergranular brines in the Dabson section of the Cha'erhan Salt Lake, and the data was obtained
DOI: 10.15468/dl.a97b84
title: Occurrence Download

description: A dataset containing 468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salmo salar",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 468 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013512-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyg82u
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salmo salar",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 50 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013515-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vb7q3
title: Occurrence Download

description: A dataset containing 2957 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygonum cuspidatum"
 ]
}

 The dataset includes 2957 records from 190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013513-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7h97d
title: Occurrence Download

description: A dataset containing 332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eurya kueichowensis"
 ]
}

 The dataset includes 332 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013516-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5q795
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Flacourtia indica",
 "Year 1970-2000"
 ]
}

 The dataset includes 33 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013517-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.788537
title: Global Lithological Map Database v1.0 (gridded to 0.5° spatial resolution)

description: Lithology describes the geochemical, mineralogical, and physical properties of rocks. It plays a key role in many processes at the Earth surface, especially the fluxes of matter to soils, ecosystems, rivers, and oceans. Understanding these processes at the global scale requires a high resolution description of lithology. A new high resolution global lithological map (GLiM) was assembled from existing regional geological maps translated into lithological information with the help of regional literature. The GLiM represents the rock types of the Earth surface using 1,235,400 polygons. The lithological classification consists of three levels. The first level contains 16 lithological classes comparable to previously applied definitions in global lithological maps. The additional two levels contain 12 and 14 subclasses, respectively, which describe more specific rock attributes. According to the GLiM, the Earth is covered by 64 % sediments (a third of which is carbonates), 13 % metamorphics, 7 % plutonics, and 6 % volcanics, and 10% are covered by water or ice. The high resolution of the GLiM allows observation of regional lithological distributions which often vary from the global average. The GLiM enables regional analysis of Earth surface processes at global scales.
description: Supplement to: Hartmann, Jens; Moosdorf, Nils (2012): The new global lithological map database GLiM: A representation of rock properties at the Earth surface. Geochemistry, Geophysics, Geosystems, 13, Q12004
DOI: 10.1594/pangaea.968800
title: High-resolution measurements of essential climate variables in the North Sea from the autonomous surface vehicle HALOBATES during RV Heincke cruise HE609

description: The autonomous surface vehicle HALOBATES measured Essential Climate Variables (ECV), such as sea surface temperature (SST) and salinity (SSS), during the RV Heincke cruise HE609 in the German Bight. HALOBATES captured the SST and SSS at seven depths with a high vertical resolution of about 10 cm, from the near-surface layer (NSL) (between 30 and 100 cm) and the sea surface microlayer (SML) (upper millimeter). Conductivity, temperature, and depth (CTD) sensors measured temperature and conductivity (for salinity calculation) via a flow-through system on HALOBATES. Additional temperature sensors were mounted on the catamaran to contact the water at six depths in the NSL directly. Salinity was corrected with discrete samples, and biases between the sensors were removed. Two data loggers with several weather stations on HALOBATES captured important weather variables during operation time. HALOBATES was operated between 05 October 2022 and 23 October 2022.
description: Quality Flag: Name - Implication0: Unknown - No information on data quality1: Good data - Certainly good data point2: Probably good data - Likely good data3: Questionable data - Data point needs extra attention4: Bad Data - Do not use
DOI: 10.1594/pangaea.979964
title: Basic and other measurements of radiation at station Budapest (2024-10)
DOI: 10.1594/pangaea.979965
title: Basic and other measurements of radiation at station Budapest (2024-11)
DOI: 10.1594/pangaea.979966
title: Radiosonde measurements from station Budapest (2024-12)
DOI: 10.1594/pangaea.979967
title: Basic and other measurements of radiation at station Budapest (2024-12)
DOI: 10.1594/pangaea.979968
title: Radiosonde measurements from station Budapest (2024-10)
DOI: 10.1594/pangaea.979969
title: Radiosonde measurements from station Budapest (2024-11)