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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rosa rubiginosa Webb"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044060-241126133413365/datasets/export for details.
DOI: 10.60656/b3460d9d88d14fe6
title: Custom collection of categorize, categorize (Voodoo), classification, classification (Voodoo), Doppler lidar, and 12 other products from Kenttärova between 12 Sep and 15 Dec 2022
DOI: 10.15468/dl.7qfncg
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rorippa austriaca x sylvestris"
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044061-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxerab
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microichthys coccoi Rüppell, 1852",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 "CoordinateUncertaintyInMeters is less than or equal to 10000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044063-241126133413365/datasets/export for details.
DOI: 10.17632/8zwnyppw3b.1
title: The Impact of Outward FDI on Domestic Investment: An Institutional Arbitrage Perspective

description: The data used in this study are derived from the China Stock Market & Accounting Research (CSMAR) database and the Orbis database. CSMAR provides firm-level financial and governance data, including domestic investment, R&D expenditure, total assets, and leverage ratios. Orbis offers detailed information on foreign affiliates, including ownership structures, industry classifications, and geographic locations. Additional country-level data, such as institutional quality measures, are sourced from the Worldwide Governance Indicators (WGI), International Country Risk Guide (ICRG), and World Bank Development Indicators (WDI).
Due to proprietary restrictions, access to the CSMAR and Orbis datasets is limited to licensed users. Researchers interested in replicating the study can access these databases through institutional subscriptions. Detailed variable definitions and data preparation steps are available in Appendix A.1 to ensure transparency. Requests for supplementary materials, such as code files and analytical outputs, can be directed to the corresponding author.
DOI: 10.17632/zprj4h8hwv.1
title: Hermit crabs, Nancite

description: Excel spreadsheet with 4 sheets.
Raw data for the search to locate all hermit crabs and determine the nature of their shell.
Length, species and notes on damage for all shells used by hermit crabs found in the search.
Raw data for all natural and artificial shells found in 20 searches of 10*5 m quadrats along the strandline
Raw data for the shell choice trials.
DOI: 10.15468/dl.psn2j5
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rosa rubiginosa Britton & N.E.Br."
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044066-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twc9ts
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rorippa austriaca × sylvestris"
 ]
}

 The dataset includes 73 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044067-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7wfk8
title: Occurrence Download

description: A dataset containing 6797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is DEU",
 "OccurrenceStatus is Present",
 "TaxonKey is Ophrys apifera Huds."
 ]
}

 The dataset includes 6797 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044065-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jvkbvjdbzb.1
title: Immune-mediated tumor control in the 5TGM1 transfer model of multiple myeloma

description: Cellranger output files and .RDS integrated datasets of single-cell RNA sequencing of bone marrow immune cells sorted from steady state and tumor-bearing C57Bl/6JOlaHsd and C57Bl/KaLwRijHsd mice. Tumor-bearing mice were sacrificed 21 days after injection of 5TGM1 murine myeloma cell line. Tumor-bearing C57Bl/6JOlaHsd presented with restrained bone marrow myeloma, while C57Bl/KaLwRijHsd had an unrestrained bone marrow myeloma.
DOI: 10.17632/jvkbvjdbzb.2
title: Immune-mediated tumor control in the 5TGM1 transfer model of multiple myeloma

description: Single cell mRNA sequencing was used to investigate alterations in the immune microenvironment during multiple myeloma. In the 5TGM1 murine myeloma model, scRNAseq was performed on bone marrow immune cells sorted from steady state and tumor-bearing C57Bl/6JOlaHsd and C57Bl/KaLwRijHsd mice. Tumor-bearing mice were sacrificed 21 days after injection of 5TGM1 cells. Tumor-bearing C57Bl/6JOlaHsd presented with stable bone marrow myeloma, while C57Bl/KaLwRijHsd had progressive bone marrow myeloma. Next, scRNAseq was performed on bone marrow cells from relapsing myeloma patients and non-tumor controls. Compared to non-tumor controls, we observe an expansion of IFN-responsive NK cells in both tumor-bearing mice and in relapsing myeloma patients.
DOI: 10.17632/syvvkgk73f.1
title: firefighters' organizational identification on their willingness to risk their lives

description: Raw data of firefighters' organizational identification on their willingness to risk their lives
DOI: 10.15468/dl.knrw48
title: Occurrence Download

description: A dataset containing 27332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Camarhynchus parvulus (Gould, 1837), Diglossa brunneiventris Lafresnaye, 1846)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27332 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044064-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/p992nhb8ss.1
title: Dataset for Transient Stability Assessment of IEEE 39-Bus System

description: This dataset contains 50 features and was generated through 12,852 time-domain simulations performed on the IEEE New England 39 bus system test case using DIgSILENT PowerFactory and Python automation. The simulations span diverse operating conditions by varying the generation/load profile from 80% to 120% in 5% increments. For each condition, three-phase short-circuit faults were applied at seven distinct locations (0%, 10%, 20%, 50%, 80%, 90%, 100%) along all transmission lines, with fault clearing times ranging from 0.1s to 0.3s.

Key features captured for each of the 10 generators (G02 is the reference machine) include:

P in MW - Active Power
ut in p.u. - Terminal Voltage
ie in p.u. - Excitation Current
xspeed in p.u. - Rotor Speed
firel in deg - Rotor Angle (relative to G02)

Simulations lasted 10 seconds to ensure accurate transient stability assessment. Post-fault data was sampled every 0.01s from fault clearance up to 0.6s afterward, labeling the stability state as 1 (stable) or 0 (unstable). The dataset generation process took 5,840 seconds. The dataset exhibits a class imbalance, with 42% of cases belonging to the unstable class. All simulation data were exported to .csv files and subsequently unified into a single pickle file (tsa_data.pkl).

Helper scripts are provided:

dataset_loader.py: Includes the load_tsa_data function to load the dataset.
usage.py: Demonstrates how to use the loader module.

This dataset serves as a comprehensive foundation for machine learning applications in transient stability assessment (TSA), offering insights into system behavior under dynamic conditions.
DOI: 10.15468/dl.zqncpj
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microlipophrys adriaticus (Steindachner & Kolombatovic, 1883)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 "CoordinateUncertaintyInMeters is less than or equal to 10000"
 ]
}

 The dataset includes 89 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044069-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2d4h9
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedychridium rossicum Gussakovskij, 1948"
 ]
}

 The dataset includes 49 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044070-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/v2f3-a27t
title: Measurement of Sulphur_dioxide at Penausende

description: Measurement of Sulphur_dioxide at Penausende
DOI: 10.48597/yszf-kfx5
title: Measurement of Sulphur_dioxide at Noia

description: Measurement of Sulphur_dioxide at Noia
DOI: 10.48597/3es5-gs2x
title: Measurement of Sulphur_dioxide at Niembro

description: Measurement of Sulphur_dioxide at Niembro
DOI: 10.48597/s9sd-w46f
title: Measurement of Sulphur_dioxide at Doñana

description: Measurement of Sulphur_dioxide at Doñana
DOI: 10.48597/jghy-frd4
title: Measurement of Sulphur_dioxide at Víznar

description: Measurement of Sulphur_dioxide at Víznar
DOI: 10.48597/pe28-3swj
title: Measurement of Sulphur_dioxide at Mahón

description: Measurement of Sulphur_dioxide at Mahón
DOI: 10.48597/ekd2-6e7v
title: Measurement of Sulphur_dioxide at Campisabalos

description: Measurement of Sulphur_dioxide at Campisabalos
DOI: 10.48597/53dm-xvb2
title: Measurement of Sulphur_dioxide at Zarra

description: Measurement of Sulphur_dioxide at Zarra
DOI: 10.48597/c3zh-rn7k
title: Measurement of Sulphur_dioxide at San Pablo de los Montes

description: Measurement of Sulphur_dioxide at San Pablo de los Montes
DOI: 10.48597/ve5r-y3rz
title: Measurement of Sulphur_dioxide at O Saviñao

description: Measurement of Sulphur_dioxide at O Saviñao
DOI: 10.48597/nq6x-7wbk
title: Measurement of Sulphur_dioxide at Els Torms

description: Measurement of Sulphur_dioxide at Els Torms
DOI: 10.48597/hgwm-2pt7
title: Measurement of Sulphur_dioxide at Cabo de Creus

description: Measurement of Sulphur_dioxide at Cabo de Creus
DOI: 10.48597/fus7-sqph
title: Measurement of Sulphur_dioxide at Barcarrota

description: Measurement of Sulphur_dioxide at Barcarrota
DOI: 10.15468/dl.9cpg7a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rosa rubiginosa Coss."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044071-241126133413365/datasets/export for details.
DOI: 10.15468/dl.2gd9x8
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rorippa amphibia x austriaca"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044073-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2ghaf
title: Occurrence Download

description: A dataset containing 1507 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mullus barbatus Linnaeus, 1758",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 "CoordinateUncertaintyInMeters is less than or equal to 10000"
 ]
}

 The dataset includes 1507 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044072-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxu4yr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rosa rubiginosa M.Bieb."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044074-241126133413365/datasets/export for details.
DOI: 10.48597/ftnr-ze4q
title: Measurement of Sulphur_dioxide at San Pablo de los Montes

description: Measurement of Sulphur_dioxide at San Pablo de los Montes
DOI: 10.48597/5gfv-8j48
title: Measurement of Sulphur_dioxide at Niembro

description: Measurement of Sulphur_dioxide at Niembro
DOI: 10.48597/62aj-puqq
title: Measurement of Sulphur_dioxide at Víznar

description: Measurement of Sulphur_dioxide at Víznar
DOI: 10.48597/aegh-pvj2
title: Measurement of Sulphur_dioxide at Campisabalos

description: Measurement of Sulphur_dioxide at Campisabalos
DOI: 10.48597/2ap7-un5p
title: Measurement of Sulphur_dioxide at Penausende

description: Measurement of Sulphur_dioxide at Penausende
DOI: 10.48597/byqt-zb75
title: Measurement of Sulphur_dioxide at Zarra

description: Measurement of Sulphur_dioxide at Zarra
DOI: 10.48597/r84w-zyvm
title: Measurement of Sulphur_dioxide at O Saviñao

description: Measurement of Sulphur_dioxide at O Saviñao
DOI: 10.48597/rawn-nnj7
title: Measurement of Sulphur_dioxide at Els Torms

description: Measurement of Sulphur_dioxide at Els Torms
DOI: 10.48597/tjmr-etkb
title: Measurement of Sulphur_dioxide at Cabo de Creus

description: Measurement of Sulphur_dioxide at Cabo de Creus
DOI: 10.48597/u6ju-edue
title: Measurement of Sulphur_dioxide at Barcarrota

description: Measurement of Sulphur_dioxide at Barcarrota
DOI: 10.48597/59v6-npp8
title: Measurement of Sulphur_dioxide at Noia

description: Measurement of Sulphur_dioxide at Noia
DOI: 10.48597/5zjx-4ynr
title: Measurement of Sulphur_dioxide at Doñana

description: Measurement of Sulphur_dioxide at Doñana
DOI: 10.48597/9xqb-5h45
title: Measurement of Sulphur_dioxide at Mahón

description: Measurement of Sulphur_dioxide at Mahón
DOI: 10.6084/m9.figshare.28070426
title: Simulation Code

description: Casein microparticles produced from casein micelles by depletion flocculation and filmdrying under pH-neutral ambient conditions are spherically round and have a spongelikemicrostructure. Heat treatment at T = 50 °C and 80 °C creates new physical orcovalent bonds between the caseins, which influence the expansion and stabilitybehaviour under gastric conditions. For both thermally stabilised and untreatedmicroparticles, we observe similar complex changes in overall size in opticallytransparent swelling cells after replacement of the medium by simulated gastric fluid.Control experiments show that pepsin becomes active later in the process and causesa final exponential decrease in particle area to a stable final value through proteolyticdegradation. The previous more or less pronounced expansion, the subsequentshrinking process and the renewed swelling can be attributed to structural changes inthe casein phase due to the acidification of the particles. Accompanying the changes inoverall size, we resolved microstructural details using confocal fluorescencemicroscopy. Before treatment with simulated gastric fluid, particles heat-treated at 80°C show a broadened tubular microstructure at the surface and a depletion of thecasein phase in the centre, in contrast to the other preparations. After 2 hours ofgastric acid treatment, the tubular microstructure on the surface of all particlepreparations is retained despite drastic shrinkage. Due to accelerated enzymaticdegradation, we now observe a depletion of casein in the interior of the untreatedparticles, whereas a homogeneously distributed casein phase is observed in thethermally stabilised samples.
DOI: 10.6084/m9.figshare.28070426.v1
title: Simulation Code

description: Casein microparticles produced from casein micelles by depletion flocculation and filmdrying under pH-neutral ambient conditions are spherically round and have a spongelikemicrostructure. Heat treatment at T = 50 °C and 80 °C creates new physical orcovalent bonds between the caseins, which influence the expansion and stabilitybehaviour under gastric conditions. For both thermally stabilised and untreatedmicroparticles, we observe similar complex changes in overall size in opticallytransparent swelling cells after replacement of the medium by simulated gastric fluid.Control experiments show that pepsin becomes active later in the process and causesa final exponential decrease in particle area to a stable final value through proteolyticdegradation. The previous more or less pronounced expansion, the subsequentshrinking process and the renewed swelling can be attributed to structural changes inthe casein phase due to the acidification of the particles. Accompanying the changes inoverall size, we resolved microstructural details using confocal fluorescencemicroscopy. Before treatment with simulated gastric fluid, particles heat-treated at 80°C show a broadened tubular microstructure at the surface and a depletion of thecasein phase in the centre, in contrast to the other preparations. After 2 hours ofgastric acid treatment, the tubular microstructure on the surface of all particlepreparations is retained despite drastic shrinkage. Due to accelerated enzymaticdegradation, we now observe a depletion of casein in the interior of the untreatedparticles, whereas a homogeneously distributed casein phase is observed in thethermally stabilised samples.
DOI: 10.6084/m9.figshare.28070426.v2
title: Simulation Code

description: Casein microparticles produced from casein micelles by depletion flocculation and filmdrying under pH-neutral ambient conditions are spherically round and have a spongelikemicrostructure. Heat treatment at T = 50 °C and 80 °C creates new physical orcovalent bonds between the caseins, which influence the expansion and stabilitybehaviour under gastric conditions. For both thermally stabilised and untreatedmicroparticles, we observe similar complex changes in overall size in opticallytransparent swelling cells after replacement of the medium by simulated gastric fluid.Control experiments show that pepsin becomes active later in the process and causesa final exponential decrease in particle area to a stable final value through proteolyticdegradation. The previous more or less pronounced expansion, the subsequentshrinking process and the renewed swelling can be attributed to structural changes inthe casein phase due to the acidification of the particles. Accompanying the changes inoverall size, we resolved microstructural details using confocal fluorescencemicroscopy. Before treatment with simulated gastric fluid, particles heat-treated at 80°C show a broadened tubular microstructure at the surface and a depletion of thecasein phase in the centre, in contrast to the other preparations. After 2 hours ofgastric acid treatment, the tubular microstructure on the surface of all particlepreparations is retained despite drastic shrinkage. Due to accelerated enzymaticdegradation, we now observe a depletion of casein in the interior of the untreatedparticles, whereas a homogeneously distributed casein phase is observed in thethermally stabilised samples.
DOI: 10.48597/mjgk-uc44
title: Measurement of Sulphur_dioxide at San Pablo de los Montes

description: Measurement of Sulphur_dioxide at San Pablo de los Montes
DOI: 10.15468/dl.hweu7a
title: Occurrence Download

description: A dataset containing 2749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Muraena helena Linnaeus, 1758",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 "CoordinateUncertaintyInMeters is less than or equal to 10000"
 ]
}

 The dataset includes 2749 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044076-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybb6mp
title: Occurrence Download

description: A dataset containing 11924 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia auriculiformis A.Cunn. ex Benth."
 ]
}

 The dataset includes 11924 records from 253 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044075-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7efavy
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rosa mollis × rubiginosa"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044077-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfqg96
title: Occurrence Download

description: A dataset containing 1205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mustelus asterias Cloquet, 1819",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 "CoordinateUncertaintyInMeters is less than or equal to 10000"
 ]
}

 The dataset includes 1205 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044079-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b27mje
title: Occurrence Download

description: A dataset containing 433 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia auriculiformis A.Cunn."
 ]
}

 The dataset includes 433 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044080-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ua6bd
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rosa rubiginosa × vosagiaca agg."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044081-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.