cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14177465
title: Optical imaging and single-cell RNA sequencing  reveal individual heterogeneity in pancreatic cells that supports global function

description: Our study investigated the heterogeneity in glucose-induced excitability within islet cells, providing a cellular basis for their roles in glucose-responsive hormone secretion. To comprehensively map glucose-induced excitability profiles, we developed SHIMMER, a high-throughput, multimodal data acquisition platform that integrates electrical signals, Ca2+ fluxes, and single-cell sequencing data. By quantifying the non-stationary electrical and calcium signal dynamics, we formulated a machine learning-based electro-calcium model that shows how variations in membrane conductance and Ca2+ clearance contribute to increased heterogeneity in cytosolic Ca2+ accumulation. Using SHIMMER for single-cell sequencing on representative cells, we identified several genes that associated with electro-calcium characteristics, and found a potential marker for a highly excitable cell subpopulation. These findings indicate that islet cells tend to exhibit a large heterogeneity in glucose-induced excitability, being essential for their normal functioning.

This dataset include all processed data we mentioned in our paper, the code were uploaded on https://github.com/CullinanLi/heterogeneity-in-pancreatic-islet-cells, with the same folder name, if we missed anything, please feel free to contact the lead contact.
DOI: 10.15468/dl.qnaga9
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is naturgucker",
 "Month is March",
 "TaxonKey is Talpa europaea Linnaeus, 1758",
 "Year is 2024"
 ]
}

 The dataset includes 26 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019355-241107131044228/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.27824568
title: Supplementary materials

description: Development of a SNP genotyping array for oat and mapping of genes related to nitrogen use efficiency in oat seedlings_supplementary materials
DOI: 10.6084/m9.figshare.27824568.v1
title: Supplementary materials

description: Development of a SNP genotyping array for oat and mapping of genes related to nitrogen use efficiency in oat seedlings_supplementary materials
DOI: 10.57967/hf/3515
title: Diffuse_Map_Surfaces
DOI: 10.15468/dl.gpd5ms
title: Occurrence Download

description: A dataset containing 692 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Grus leucogeranus Pallas, 1773",
 "Year 2019-2024"
 ]
}

 The dataset includes 692 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019356-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/a6333b17-bab2-476f-a636-61244b5c6f9e
title: Code and data underlying the thesis "Evidence-Based Expert Judgment in Flood Risk"

description: This repository contains and describes the data and code base used to generate and support the results of the dissertation "Evidence-Based Expert Judgment in Flood Risk" by Guus Rongen (2024). This thesis investigates the use of structured expert judgment in flood risk assessments through four studies. An overview of the studies, the supporting software, and the license is shown in the README file. Furthermore, separate README files are added to the subdirectories, to describe details on the code and data related to each of the topics.
DOI: 10.4121/a6333b17-bab2-476f-a636-61244b5c6f9e.v2
title: Code and data underlying the thesis "Evidence-Based Expert Judgment in Flood Risk"

description: This repository contains and describes the data and code base used to generate and support the results of the dissertation "Evidence-Based Expert Judgment in Flood Risk" by Guus Rongen (2024). This thesis investigates the use of structured expert judgment in flood risk assessments through four studies. An overview of the studies, the supporting software, and the license is shown in the README file. Furthermore, separate README files are added to the subdirectories, to describe details on the code and data related to each of the topics.
DOI: 10.15468/dl.sg9m44
title: Occurrence Download

description: A dataset containing 546 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ducula pickeringii (Cassin, 1855)"
 ]
}

 The dataset includes 546 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019357-241107131044228/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.27613695
title: Pharmacotherapeutic strategies for the management of erectile dysfunction in patients with diabetes and pre-diabetes

description: Erectile dysfunction (ED) is a neglected complication in patients with pre-diabetes or diabetes mellitus (DM). A summary and review of the role of standard ED treatment and the contribution of lifestyle modification and hypoglycemic drugs. Oral phosphodiesterase type 5 inhibitors (PDE5i) represent the first-line therapy even in patients with DM. Testosterone replacement therapy (TRT) is mandatory in all hypogonadal (total testosterone &lt; 12 nmol/l) subjects. Alprostadil and/or combined approaches can be considered when PED5i with or without TRT fail. The glycometabolic optimization through lifestyle modification and the use of hypoglycemic drugs represents a crucial step, even for ED treatment. Considering the strong association between ED and forthcoming cardiovascular diseases, the selection of glucagon-like peptide type 1 analogues or sodium glucose cotransporter-2 inhibitors seems to represent the best option due to their long-term effect on chronic complication prevention. Metformin can be considered a possible alternative in less complicated subjects. Penile prostheses (PP) can be offered when all other options are not effective, but the patients should be informed that poor glycometabolic control can increase the risk of PP infection
DOI: 10.6084/m9.figshare.27613695.v1
title: Pharmacotherapeutic strategies for the management of erectile dysfunction in patients with diabetes and pre-diabetes

description: Erectile dysfunction (ED) is a neglected complication in patients with pre-diabetes or diabetes mellitus (DM). A summary and review of the role of standard ED treatment and the contribution of lifestyle modification and hypoglycemic drugs. Oral phosphodiesterase type 5 inhibitors (PDE5i) represent the first-line therapy even in patients with DM. Testosterone replacement therapy (TRT) is mandatory in all hypogonadal (total testosterone &lt; 12 nmol/l) subjects. Alprostadil and/or combined approaches can be considered when PED5i with or without TRT fail. The glycometabolic optimization through lifestyle modification and the use of hypoglycemic drugs represents a crucial step, even for ED treatment. Considering the strong association between ED and forthcoming cardiovascular diseases, the selection of glucagon-like peptide type 1 analogues or sodium glucose cotransporter-2 inhibitors seems to represent the best option due to their long-term effect on chronic complication prevention. Metformin can be considered a possible alternative in less complicated subjects. Penile prostheses (PP) can be offered when all other options are not effective, but the patients should be informed that poor glycometabolic control can increase the risk of PP infection
DOI: 10.6084/m9.figshare.27824622
title: Movie Classification Minimal

description: <pre>The data in this tutorial comes from a <i>*multi-label*</i> classification bot that categorizes movies into genres based on their names and short descriptions. For this use case, we have an evaluation set containing movies released before 2021 with their associated genres selected by movie critics.<br><br>This tutorial is a subset of the [full demo](https://llmdocs.deepchecks.com/docs/classification-demo-movie) which will focus on root cause analysis of a single version using the Deepchecks platform.</pre>
DOI: 10.6084/m9.figshare.27824616
title: Generating Soil Texture data for Land Surface Model Based on Ensemble Machine Learning

description: Data for Generating Soil Texture data for Land Surface Model Based on Ensemble Machine Learning
DOI: 10.6084/m9.figshare.27824616.v1
title: Generating Soil Texture data for Land Surface Model Based on Ensemble Machine Learning

description: Data for Generating Soil Texture data for Land Surface Model Based on Ensemble Machine Learning
DOI: 10.15468/dl.4zj4eb
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lynx lynx (Linnaeus, 1758), Mustela sibirica Pallas, 1773, Arctictis binturong (Raffles, 1821), Arctonyx collaris F.G.Cuvier, 1825, Viverra zibetha Linnaeus, 1758, Mustela kathiah Hodgson, 1835, Mustela nivalis Linnaeus, 1766, Prionodon pardicolor Hodgson, 1842, Canis lupus Linnaeus, 1758, Paguma larvata (C.E.H.Smith, 1827), Mustela altaica Pallas, 1811, Martes foina (Erxleben, 1777), Felis silvestris Schreber, 1777, Vormela peregusna (Güldenstädt, 1770), Melogale moschata (Gray, 1831), Helarctos malayanus (Raffles, 1822), Ursus arctos Linnaeus, 1758, Felis bieti Milne-Edwards, 1892, Mustela erminea Linnaeus, 1758, Viverricula indica (É.Geoffroy Saint-Hilaire, 1803), Uncia uncia (Schreber, 1775), Panthera tigris (Linnaeus, 1758), Prionailurus bengalensis (Kerr, 1792), Neofelis nebulosa (Griffith, 1821), Vulpes vulpes (Linnaeus, 1758), Arctonyx albogularis (Blyth, 1853), Panthera pardus (Linnaeus, 1758), Catopuma temminckii (Vigors & Horsfield, 1827), Herpestes javanicus (É.Geoffroy Saint-Hilaire, 1818), Herpestes urva (Hodgson, 1836), Canis aureus Linnaeus, 1758, Herpestes javanicus (É.Geoffroy Saint-Hilaire, 1818), Mustela eversmanii Lesson, 1827, Mustela nivalis Linnaeus, 1766, Melursus ursinus (Shaw, 1791), Pardofelis marmorata (Martin, 1837), Chrotogale owstoni Thomas, 1912, Vulpes ferrilata Hodgson, 1842, Ursus thibetanus G, Arctogalidia trivirgata (Gray, 1832), Martes flavigula (Boddaert, 1785), Meles leucurus (Hodgson, 1847), Mustela strigidorsa Gray, 1853, Gulo gulo (Linnaeus, 1758), Felis manul Pallas, 1776, Vulpes corsac (Linnaeus, 1768), Melogale personata I.Geoffroy Saint-Hilaire, 1831, Ailuropoda melanoleuca (David, 1869), Cuon alpinus (Pallas, 1811), Ailurus fulgens F.G.Cuvier, 1825, Nyctereutes procyonoides (Gray, 1834), Felis chaus Schreber, 1777, Viverra megaspila Blyth, 1862, Paradoxurus hermaphroditus (Pallas, 1777), Martes zibellina (Linnaeus, 1758))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2000",
 "Country is one of (China, Chinese Taipei)",
 "Geometry POLYGON((73 4,135 4,135 53,73 53,73 4))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019359-241107131044228/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.27823185
title: Original data for article: Gaseous organic mutagens exhibit distinct genotoxicity compared to their liquid forms

description: <b>Original data for article: Gaseous organic mutagens exhibit distinct genotoxicity compared to their liquid forms</b><b>Dataset S1.</b> <b>Includ</b><b>ing</b><b> the PDB files both before and after </b><b>m</b><b>olecular-protein binding.</b> The PDB files of <i>a</i><i>da</i>, <i>FtsZ&GTP</i>, <i>recA</i>, and <i>uvrA&ATP</i> protein obtained from RCSB PROTEIN DATA BANK; The PDB files of DES and its potential hydrolysate binding with <i>recA</i>, and <i>uvrA&ATP</i>; and the PDB files of<b> </b>TBHP and its potential hydrolysate binding with<i> a</i><i>da</i> and <i>FtsZ&GTP</i>.<b>Dataset S2. All GIF files associated with the quantum chemistry calculations in this study, which can be directly run on Gaussian 16W, are included. </b>Optimization and Energy calculation of DES and TBH in liquid and gaseous phases; Transition states of the potential products formed during the natural hydrolysis of DES and TBHP in water; Excited state calculation files for DES and TBHP in both gaseous and liquid phases.<b>Dataset S3.</b> <b>Raw data files for chemical characterization</b><b>.</b> Raw files of laser flash photolysis; Raw files of the H-detected heteronuclear multiple bond correlation (HMBC) spectrums.<b>Dataset S4.</b> <b>Raw data related to the genotoxicity testing.</b> Genotoxicity data of different gene pathways; Modified CA model data; Gene pathways comparison; Statistics data of inhibition ratio; Upset data.<b>Dataset S5. Raw data related the chemical experiment</b><b>s. </b>Raw data of adsorption experiments; Raw data of hydrolysis kinetics experiments; Raw data of ROS experiments.
DOI: 10.6084/m9.figshare.27823185.v1
title: Original data for article: Gaseous organic mutagens exhibit distinct genotoxicity compared to their liquid forms

description: <b>Original data for article: Gaseous organic mutagens exhibit distinct genotoxicity compared to their liquid forms</b><b>Dataset S1.</b> <b>Includ</b><b>ing</b><b> the PDB files both before and after </b><b>m</b><b>olecular-protein binding.</b> The PDB files of <i>a</i><i>da</i>, <i>FtsZ&GTP</i>, <i>recA</i>, and <i>uvrA&ATP</i> protein obtained from RCSB PROTEIN DATA BANK; The PDB files of DES and its potential hydrolysate binding with <i>recA</i>, and <i>uvrA&ATP</i>; and the PDB files of<b> </b>TBHP and its potential hydrolysate binding with<i> a</i><i>da</i> and <i>FtsZ&GTP</i>.<b>Dataset S2. All GIF files associated with the quantum chemistry calculations in this study, which can be directly run on Gaussian 16W, are included. </b>Optimization and Energy calculation of DES and TBH in liquid and gaseous phases; Transition states of the potential products formed during the natural hydrolysis of DES and TBHP in water; Excited state calculation files for DES and TBHP in both gaseous and liquid phases.<b>Dataset S3.</b> <b>Raw data files for chemical characterization</b><b>.</b> Raw files of laser flash photolysis; Raw files of the H-detected heteronuclear multiple bond correlation (HMBC) spectrums.<b>Dataset S4.</b> <b>Raw data related to the genotoxicity testing.</b> Genotoxicity data of different gene pathways; Modified CA model data; Gene pathways comparison; Statistics data of inhibition ratio; Upset data.<b>Dataset S5. Raw data related the chemical experiment</b><b>s. </b>Raw data of adsorption experiments; Raw data of hydrolysis kinetics experiments; Raw data of ROS experiments.
DOI: 10.15468/dl.brj5s9
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bubalus mindorensis Heude, 1888"
 ]
}

 The dataset includes 77 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019360-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2smxe5
title: Occurrence Download

description: A dataset containing 522907 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epilobium hirsutum L."
 ]
}

 The dataset includes 522907 records from 2367 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019353-241107131044228/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.28778297
title: Dong et al., Science, 2025

description: T. Dong, Z. Zeng <i>et al.</i>, <i>Code and data for </i>“<i>Record-breaking 2023 Marine Heatwaves</i>” figshare. (2025).
DOI: 10.15468/dl.yq598r
title: Occurrence Download

description: A dataset containing 574 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chelonoidis chilensis (Gray, 1870)"
 ]
}

 The dataset includes 574 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019618-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/q5a2-y586
title: E-document processing response times

description: This dataset presents the results of load testing conducted on an electronic document (e-document) processing system, focusing on system performance under varying fault tolerance conditions. The dataset comprises four columns of response time measurements, all recorded in milliseconds (ms). These include: (1) response times with checkpointing in a crash-free scenario, (2) response times without checkpointing in a crash-free scenario, (3) response times without checkpointing in a crash scenario, and (4) response times with checkpointing in a crash scenario. The data is intended to support analysis and evaluation of the impact of checkpointing and system crashes on response time performance, providing valuable insights for the development of reliable and efficient e-document processing systems.
DOI: 10.15468/dl.mv8q5z
title: Occurrence Download

description: A dataset containing 4333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Citrus trifoliata L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 4333 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008808-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ve8yt
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Strobilanthes kunthianus"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032630-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38vtaa
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032631-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yh3hx
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Venturia inaequalis",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 103 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032632-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8kgj4s
title: Occurrence Download

description: A dataset containing 2887417584 species occurrences available in GBIF matching the query:
{
 "Year" : [
 "2005-2025"
 ]
}

 The dataset includes 2887417584 records from 55554 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032461-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14848854
title: Location-specific renewable profiles and Power-to-X parameters

description: Read Me - Data Description

Tool: PtX Now (https://github.com/ulicious/ptx_now)

Publication: A Multi-Method Approach for the Analysis of Stand-alone Power-to-X Production Dynamics - Quantifying the Trade-off Between Emission and Cost Reduction 

Lead author: Uwe Langenmayr (uwe.langenmayr@kit.edu)

case_studies_locations.rar:Content: Location specific renewable profiles for chosen locations of case studiesType: .rar file containing .xlsx Description: For the five chosen locations in the case studies, one excel file exists containing the representative profiles for solar PV and wind generation of this location plus the weighting of the cluster

all_locations.rar:Content: Location specific renewable profiles for all locationsType: .rar file containing .xlsx filesDescription: For each location, a excel file exists containing the representative profiles for solar PV and wind generation of this location plus the weighting of the clusterComment: Does not necessarily cover all countries (some too small for ERA grid

case_studies_parameters:Content: Techno-economic-ecological parameters for hydrogen, methanol and Fischer-Tropsch crude case studiesType: .yaml (read with open source code)Description: Techno-economic-ecological parameters for hydrogen, methanol and Fischer-Tropsch crude case studies
DOI: 10.5281/zenodo.14848855
title: Location-specific renewable profiles and Power-to-X parameters

description: Read Me - Data Description

Tool: PtX Now (https://github.com/ulicious/ptx_now)

Publication: A Multi-Method Approach for the Analysis of Stand-alone Power-to-X Production Dynamics - Quantifying the Trade-off Between Emission and Cost Reduction 

Lead author: Uwe Langenmayr (uwe.langenmayr@kit.edu)

case_studies_locations.rar:Content: Location specific renewable profiles for chosen locations of case studiesType: .rar file containing .xlsx Description: For the five chosen locations in the case studies, one excel file exists containing the representative profiles for solar PV and wind generation of this location plus the weighting of the cluster

all_locations.rar:Content: Location specific renewable profiles for all locationsType: .rar file containing .xlsx filesDescription: For each location, a excel file exists containing the representative profiles for solar PV and wind generation of this location plus the weighting of the clusterComment: Does not necessarily cover all countries (some too small for ERA grid

case_studies_parameters:Content: Techno-economic-ecological parameters for hydrogen, methanol and Fischer-Tropsch crude case studiesType: .yaml (read with open source code)Description: Techno-economic-ecological parameters for hydrogen, methanol and Fischer-Tropsch crude case studies
DOI: 10.17632/3dkyxxzn48
title: Bus data and code

description: The unit time operating cost of the bus: is 540 yuan per hour; the unit time cost of bus passengers is 22 yuan per hour; α=0.6, β=0.4; population size: Sn=100; the maximum number of iterations Gn=200. The ratio of IC card-swiping passengers to total bus passengers is 1:2; the crossover probability constants k1=0.5, k2=0.9; the mutation probability constants k3=0.01，k4=0.05. The termination condition is the maximum number of iterations Gnmax=200, the minimum departure interval of two consecutive buses is 5 minutes, and the maximum departure interval of two consecutive buses is 20 minutes.  The bus data is calculated by combining the IC card swiping data and bus GPS data for 5 days from August 27, 2018, to August 31, 2018. The Qingdao ZhenQing Bus Group give our IC card data and bus GPS data with one months.