cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4qhz9x
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes (Mart.) Solms",
 "Country is Spain",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 124 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003905-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9ndtq
title: Occurrence Download

description: A dataset containing 1433 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Equus zebra Linnaeus, 1758"
 ]
}

 The dataset includes 1433 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003906-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/z9ch-wk24
title: JWST TRGB calibrators

description: These are the eight JWST TRGB targets used to calibrate the HST Surface Brightness Fluctuation (SBF) distance scale (Jensen et al. 2025)
DOI: 10.15468/dl.2qsffj
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habromys delicatulus Carleton, Sánchez & Urbano Vidales, 2002"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003907-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wwrd59md8n.1
title: An IoT-Integrated Portable Device for Sustainable Hydroponic Cultivation

description: A novel device named SmartHydroKit is proposed and implemented in three different hydroponic setups while cultivating different herbaceous medicinal plants. The novelty of the SmartHydroKit lies in its portable, user-friendly, cost-effective, scalable, and energy-efficient design specifically tailored for real-time monitoring of hydroponic cultivation. Unlike traditional soil-based sensors, it continuously monitors key agronomic variables (temperature, humidity, pH, EC, and TDS) using an integrated ESP 32 microcontroller, ensuring optimized resource use, reduced labor, and sustainable plant growth. This device monitors the environmental and agronomic conditions in any hydroponic system, regardless of crop type. Its portability is ensured by a 3-series battery and battery management system (BMS) which enables its usability even in case of power outages and remote locations. The built-in Wi-Fi and Bluetooth connectivity of the device increases its versatility in multiple IoT devices. The kit integrates pH, EC, TDS, DHT11 temperature, and humidity sensors with an ESP32 microcontroller and a ThingSpeak cloud platform for the real-time monitoring of the hydroponic environment. The SmartHydroKit updates all the real-time sensor data in the CSV sheet after every 30 seconds. This data can be accessed and monitored through the ThingSpeak IoT platform when the user logs in to the platform through any end device. The entire setup is wireless and simple to use, contributing to more scalable hydroponic cultivation practices.

(The design files will include the figures of the manuscript)
DOI: 10.17632/33vx2pbv8z.1
title: Clinical response and safety of upadacitinib for alopecia areata: A retrospective study

description: Supplemental Figure 1 detailing the change of SALT score during the treatment. Supplemental Table 1 detailing characteristics of patients with alopecia areata treated with oral upadacitinib. Supplemental Table 2 detailing evaluation of AA severity, clinical improvement, and treatment response during upadacitinib administration.
DOI: 10.5281/zenodo.14902132
title: AMPERE Summary Plot Movies (2010-Nov)

description: 2010-Nov AMPERE summary plot movies. See included zenodo_summary_plot_movie_description document for details.
DOI: 10.5281/zenodo.14902133
title: AMPERE Summary Plot Movies (2010-Nov)

description: 2010-Nov AMPERE summary plot movies. See included zenodo_summary_plot_movie_description document for details.
DOI: 10.5281/zenodo.14869907
title: Digital Diplomatic Editions and Images of 'Flos unde Blankeflos'

description: This repository contains the digital diplomatic editions and image data for four medieval manuscripts of the Middle Low German Flos unde Blankeflos. The transcriptions were created using Transkribus, a platform for automated handwritten text recognition (HTR), and are provided in both ALTO XML and PAGE XML formats. Each manuscript folder contains:



ALTO XML files (for machine-readable text layout)

PAGE XML files (for detailed page layout analysis)

Digital manuscript images

Metadata files (metadata.xml and mets.xml)


Manuscripts included:



Berlin, SPK, Fragm. 2 (A)

Berlin, SPK, Ms. Germ 8° 186 (B)

Stockholm, KB, Vu 73 (S)

Wolfenbüttel, HAB, Cod. 1203 Helmst. (W)


Each manuscript's data is organized in separate folders for easy access and reference.

The repository also includes a PDF with a synoptic edition that presents all textual witnesses in a semi-diplomatic representation. This digital collection serves as a companion to the print edition published by Schwabe Verlag (2025, ISBN: 978-3-7574-0063-7):



Bastert, B., & Bruijn, E. de (Eds.). (2025). Flos unde Blankeflos: Edition, Übersetzung, Kommentar: mit einem Anhang zum “Trierer Floyris” und zu “Flors inde Blanzeflors.” Schwabe Verlag.
DOI: 10.5281/zenodo.14869908
title: Digital Diplomatic Editions and Images of 'Flos unde Blankeflos'

description: This repository contains the digital diplomatic editions and image data for four medieval manuscripts of the Middle Low German Flos unde Blankeflos. The transcriptions were created using Transkribus, a platform for automated handwritten text recognition (HTR), and are provided in both ALTO XML and PAGE XML formats. Each manuscript folder contains:



ALTO XML files (for machine-readable text layout)

PAGE XML files (for detailed page layout analysis)

Digital manuscript images

Metadata files (metadata.xml and mets.xml)


Manuscripts included:



Berlin, SPK, Fragm. 2 (A)

Berlin, SPK, Ms. Germ 8° 186 (B)

Stockholm, KB, Vu 73 (S)

Wolfenbüttel, HAB, Cod. 1203 Helmst. (W)


Each manuscript's data is organized in separate folders for easy access and reference.

The repository also includes a PDF with a synoptic edition that presents all textual witnesses in a semi-diplomatic representation. This digital collection serves as a companion to the print edition published by Schwabe Verlag (2025, ISBN: 978-3-7574-0063-7):



Bastert, B., & Bruijn, E. de (Eds.). (2025). Flos unde Blankeflos: Edition, Übersetzung, Kommentar: mit einem Anhang zum “Trierer Floyris” und zu “Flors inde Blanzeflors.” Schwabe Verlag.
DOI: 10.15468/dl.mpxrp2
title: Occurrence Download

description: A dataset containing 403840 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation)",
 "Country is Mexico",
 "IucnRedListCategory is one of (NT, VU, EN, CR)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 403840 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003892-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/49br6wh8f9
title: Deficient of glycosylation site in the Envelop protein attenuated Zika virus replication in mosquito cells

description: western blotting
DOI: 10.17632/49br6wh8f9.1
title: Deficient of glycosylation site in the Envelop protein attenuated Zika virus replication in mosquito cells

description: western blotting
DOI: 10.15468/dl.y8cdxd
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes (Mart.) Solms",
 "Country is Spain",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 124 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003908-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7eru4
title: Occurrence Download

description: A dataset containing 2937 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinus oocarpa Schiede ex Schltdl."
 ]
}

 The dataset includes 2937 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003909-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10817115
title: Geoclaw inputs and processed outputs used in building tsunami ML surrogates for nearshore and onshore approximation

description: This dataset contains some input files needed for GeoClaw tsunami simulation and post-processed outputs used for training the nearshore and onshore surrogates discussed in the article - Advancing nearshore and onshore tsunami hazard approximation with machine learning surrogates available as preprint (https://doi.org/10.5194/nhess-2024-72) and project repo - https://github.com/naveenragur/tsunami-surrogates

The GeoClaw simulation requires the following files: 

geoclaw_dtopo_files.tar.gz: input bathymetry and topography elevation in asc format from multiple sources of datasets.

dtopo_his.tar.gz: tsunami displacement(dtopo) input files in tt3 format for historic earthquake scenarios.

dtopo_typeA.tar.gz: tsunami displacement(dtopo) input files in tt3 format for DOE type A earthquake scenarios.

dtopo_typeB.tar.gz: tsunami displacement(dtopo) input files in tt3 format for DOE type A earthquake scenarios.

The machine learning training and testing requires:

procesed_tsunami_data.tar: the post-processed outputs for the three test location i.e. (1) the waveforms( time series recorded for the water level at the offshore and the nearshore gauge locations and (2) the maximum inundation depth recorded at the fixed grids onshore.

tsunami-surrogates-nhess-2024-72.tar.gz : Model code, scripts and notebooks used in the study
DOI: 10.5281/zenodo.10817116
title: Geoclaw inputs and processed outputs used in building tsunami ML surrogates for nearshore and onshore approximation

description: This dataset contains some input files needed for GeoClaw tsunami simulation and post-processed outputs used for training the nearshore and onshore surrogates discussed in the article - Advancing nearshore and onshore tsunami hazard approximation with machine learning surrogates available as preprint (https://doi.org/10.5194/nhess-2024-72) and project repo - https://github.com/naveenragur/tsunami-surrogates

The GeoClaw simulation requires the following files: 

geoclaw_dtopo_files.tar.gz: input bathymetry and topography elevation in asc format from multiple sources of datasets.

dtopo_his.tar.gz: tsunami displacement(dtopo) input files in tt3 format for historic earthquake scenarios.

dtopo_typeA.tar.gz: tsunami displacement(dtopo) input files in tt3 format for DOE type A earthquake scenarios.

dtopo_typeB.tar.gz: tsunami displacement(dtopo) input files in tt3 format for DOE type A earthquake scenarios.

The machine learning training and testing requires:

procesed_tsunami_data.tar: the post-processed outputs for the three test location i.e. (1) the waveforms( time series recorded for the water level at the offshore and the nearshore gauge locations and (2) the maximum inundation depth recorded at the fixed grids onshore.
DOI: 10.5281/zenodo.14902165
title: Geoclaw inputs and processed outputs used in building tsunami ML surrogates for nearshore and onshore approximation

description: This dataset contains some input files needed for GeoClaw tsunami simulation and post-processed outputs used for training the nearshore and onshore surrogates discussed in the article - Advancing nearshore and onshore tsunami hazard approximation with machine learning surrogates available as preprint (https://doi.org/10.5194/nhess-2024-72) and project repo - https://github.com/naveenragur/tsunami-surrogates

The GeoClaw simulation requires the following files: 

geoclaw_dtopo_files.tar.gz: input bathymetry and topography elevation in asc format from multiple sources of datasets.

dtopo_his.tar.gz: tsunami displacement(dtopo) input files in tt3 format for historic earthquake scenarios.

dtopo_typeA.tar.gz: tsunami displacement(dtopo) input files in tt3 format for DOE type A earthquake scenarios.

dtopo_typeB.tar.gz: tsunami displacement(dtopo) input files in tt3 format for DOE type A earthquake scenarios.

The machine learning training and testing requires:

procesed_tsunami_data.tar: the post-processed outputs for the three test location i.e. (1) the waveforms( time series recorded for the water level at the offshore and the nearshore gauge locations and (2) the maximum inundation depth recorded at the fixed grids onshore.

tsunami-surrogates-nhess-2024-72.tar.gz : Model code, scripts and notebooks used in the study
DOI: 10.7303/syn31488783
title: Human Trisome Project Mass cytometry (CyTOF)
DOI: 10.5281/zenodo.14873036
title: Perfusion-mechanics coupling of the hippocampus
DOI: 10.5281/zenodo.14873037
title: Perfusion-mechanics coupling of the hippocampus
DOI: 10.7303/syn35991637
title: IGF1 deficiency integrates stunted growth and neurodegeneration in Down syndrome
DOI: 10.7303/syn46670173.1
title: Interferon receptor gene dosage determines diverse hallmarks of Down syndrome
DOI: 10.6073/pasta/9e7f65ba0186e7fc0a942176db97f5ed
title: Aboveground biomass at control and fertilized plots in a Spartina patens-dominated salt marsh, Rowley River, Plum Island Ecosystem LTER, MA (2000-2024).

description: Aboveground biomass is determined destructively at control and fertilized sites approximately monthly during the growing season at a Spartina patens salt marsh on the Rowley River within the Plum Island Ecosystems (PIE) LTER site.
DOI: 10.7303/syn35991637.1
title: IGF1 deficiency integrates stunted growth and neurodegeneration in Down syndrome
DOI: 10.7303/syn35993837
title: Human Trisome Project Plasma Neurodegeneration biomarkers (SIMOA)
DOI: 10.7303/syn31481952.6
title: The Human Trisome Project - a pan-omics natural history study of Down syndrome
DOI: 10.7303/syn31475487
title: Human Trisome Project Plasma inflammatory markers (Multiplex Immunoassay)
DOI: 10.15468/dl.z83h25
title: Occurrence Download

description: A dataset containing 11375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elaeagnus angustifolia L.",
 "Country is France",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 11375 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003910-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7303/syn31488780
title: Human Trisome Project Whole blood transcriptome (RNA-seq)
DOI: 10.7303/syn31488781
title: Human Trisome Project Plasma proteomics (SOMAscan)
DOI: 10.7303/syn31488782
title: Human Trisome Project Plasma metabolomics (LCMS)
DOI: 10.7303/syn35991637.2
title: IGF1 deficiency integrates stunted growth and neurodegeneration in Down syndrome
DOI: 10.7303/syn31481952.8
title: Multidimensional definition of the interferonopathy of Down syndrome and its response to JAK inhibition.
DOI: 10.7303/syn31481952.7
title: The Human Trisome Project - a pan-omics natural history study of Down syndrome
DOI: 10.18150/ugiu0j
title: Role of Minor Phase Morphology on Mechanical and Shape-Memory Properties of Polylactide/Bio-Polyamide Nanocomposite

description: The deposited data contain results obtained from measurements: SEM, DSC, DMA, 2D-SAXS, and tensile tests.The attached data are provided in the form of text and Excel files as well as source files typical for the respective software used.The attached data were obtained using the following instruments: Instron-5582 (Universal Testing Machine, HighWycombe, UK) at a strain rate of 5%/min according to ISO 527-2; Q800 DMA (TA Instruments, New Castle, DE, USA) to measure the thermomechanical characteristics of rectangular samples (24 × 10 × 0.75 mm³) at a heating rate of 2°C/min; The melting and non-isothermal crystallization of samples were examined by employing an indium-calibrated differential scanning calorimeter DSC Q20 (TA Instruments, New Castle, DE, USA); The morphology of cryogenic fractures recorded with JEOL JSM-5500 LV (Scanning Electron Microscope, Tokyo, Japan), In Situ 2D Small-Angle X-ray Scattering (SAXS), was facilitated by employing a home-assembled in situ SAXS apparatus, where a Linkam MicroTester, TST350 (Tadwarth, UK), was connected to a GeniX Cu-LD (Xenocs SAXS Instrument, Sassenage, France).
DOI: 10.7303/syn46670173.2
title: Interferon receptor locus dosage determines diverse hallmarks of Down syndrome
DOI: 10.7303/syn46670173
title: Triplication of the interferon receptor locus contributes to hallmarks of Down syndrome in a mouse model
DOI: 10.7303/syn53185135
title: JAK inhibition for Down syndrome Immune Disorder
DOI: 10.7303/syn31481952.5
title: Personalized multi-omics definition of the interferonopathy of Down syndrome via the Human Trisome Project
DOI: 10.6073/pasta/f847e38444ab34dcd3baa8d6c7e3c81f
title: Porewater nutrient concentrations from control plots and fertilized plots at Spartina alterniflora, S.patens and Typha sp. marshes, Plum Island Ecosystem LTER, MA (1999-2024).

description: Porewater samples from five marsh locations in the Plum Island Ecosystems (PIE) LTER site were collected and analyzed for salinity as well as ammonium, phosphate, sulfide and chloride concentrations. Three sites (a Typha-dominated brackish marsh, a Spartina alterniflora-dominated salt marsh, and a S. patens-dominated salt marsh) are part of a long term study, and include fertilized and non-fertilized sample plots. Two additional, non-fertilized marsh sites, are located on Nelson Island, near Stackyard Road within the Parker River National Wildlife Refuge.
DOI: 10.17632/zkzghjvpn2.1
title: Dataset of Personal Protective Equipment (PPE)

description: Designed for industrial safety applications, this dataset provides high-quality, well-annotated data focusing on the detection of Personal Protective Equipment (PPE) and is particularly suitable for the training and application of computer vision models. The dataset contains 3,212 images of 640×640 pixels and focuses on the detection of PPE, such as the wearing of helmets and reflective undershirts. The data comes from a variety of sources, including public platforms such as GitHub, Kaggle, Roboflow, and Google Images, as well as real-life photographs from different scenarios, to ensure that the data is diverse and can be adapted to a variety of scenarios and applications.
The dataset is labeled and categorized according to the official YOLO specification, and the data can be directly applied to mainstream object detection frameworks such as YOLOv8 and YOLOv11, making it an important resource for researchers, developers, and practitioners. This dataset can be used to improve industrial safety monitoring systems and enhance construction site safety.
DOI: 10.17632/zkzghjvpn2.2
title: Dataset of Personal Protective Equipment (PPE)

description: Designed for industrial safety applications, this dataset provides high-quality, well-annotated data focusing on the detection of Personal Protective Equipment (PPE) and is particularly suitable for the training and application of computer vision models. The dataset contains 3,212 images of 640×640 pixels and focuses on the detection of PPE, such as the wearing of helmets and reflective undershirts. The data comes from a variety of sources, including public platforms such as GitHub, Kaggle, Roboflow, and Google Images, as well as real-life photographs from different scenarios, to ensure that the data is diverse and can be adapted to a variety of scenarios and applications.
The dataset is labeled and categorized according to the official YOLO specification, and the data can be directly applied to mainstream object detection frameworks such as YOLOv8 and YOLOv11, making it an important resource for researchers, developers, and practitioners. This dataset can be used to improve industrial safety monitoring systems and enhance construction site safety.
DOI: 10.17632/5sjfp2334f.1
title: Dataset: Questionnaire-based survey of coffee consumption in Japan

description: The data were generated from a survey on coffee consumption in Japan, and were collected from three regions: Kyoto Prefecture, Osaka Prefecture, and Tokyo. The data includes variables that represent the scale of coffee consumption, such as purchase frequency, quantity, and expenditure. Additionally, it contains variables related to eating habits, which are considered determinants of coffee consumption. Furthermore, different forms of coffee purchases, including beans, powder, and liquid, are accounted for, and respondents reported their consumption for each category. The available data files are three: (i) a codebook that maps the variables’ names and values to the questionnaire’s questions and answers; (ii) raw data of the collected survey translated into English; and (iii) a grand total table (GT table) for each questionnaire item. The simple aggregate results of this survey are immediately available in the GT table.
DOI: 10.17632/5sjfp2334f.2
title: Dataset: Questionnaire-based survey of coffee consumption in Japan

description: The data were generated from a survey on coffee consumption in Japan, and were collected from three regions: Kyoto Prefecture, Osaka Prefecture, and Tokyo. The data includes variables that represent the scale of coffee consumption, such as purchase frequency, quantity, and expenditure. Additionally, it contains variables related to eating habits, which are considered determinants of coffee consumption. Furthermore, different forms of coffee purchases, including beans, powder, and liquid, are accounted for, and respondents reported their consumption for each category. The available data files are three: (i) a codebook that maps the variables’ names and values to the questionnaire’s questions and answers; (ii) raw data of the collected survey translated into English; and (iii) a grand total table (GT table) for each questionnaire item. The simple aggregate results of this survey are immediately available in the GT table.
DOI: 10.6073/pasta/702e951a162bf121da9050860e40bb30
title: Change in marsh surface elevation measured with a Surface Elevation Table (SET) at control and fertilized plots at Spartina alterniflora, S.patens and Typha sp. marshes, Plum Island Ecosystems LTER, MA.

description: A Surface Elevation Table (SET) is used to measure changes in the elevation of the marsh surface at three long term marsh control and fertilization experimental research sites. The sites include one Typha-dominated brackish marsh, one Spartina alterniflora-dominated salt marsh, and one S. patens-dominated salt marsh. Sites are located on the Rowley and upper Parker Rivers in the Plum Island Ecosystems (PIE) LTER.
DOI: 10.17632/5f9ys9p79k.1
title: Data for: Association between pollutants and major infectious diseases in Singapore

description: Alddfdfddfd
DOI: 10.17632/5f9ys9p79k.2
title: Data for: Association between pollutants and major infectious diseases in Singapore

description: All results of this study are based on the datasets here.