cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14600501
title: Daily gridded Arctic snow depth dataset over sea ice from AMSR2, CryoSat-2 and ICESat-2 (2012–2023), Version 1

description: Overview











This data set provides daily estimates of snow depth over pan-Arctic sea ice covering the freezing seasons from 2012 to 2023, using Advanced Microwave Scanning Radiometer 2 (AMSR2) data. An improved seasonal algorithm was developed for AMSR2 snow depth retrieval, based on calibrated altimetric snow depths retrieved from CryoSat-2 and ICESat-2 measurements. 

 

Filename: YYYY-MM-dd [Year-Month-Day]

Parameter(s):  Snow detph (cm) /  Snow detph uncertainty (cm)

Platform(s):  GCOM-W satellite, CryoSat-2, ICESat-2

Sensor(s): The Advanced Microwave Scanning Radiometer 2 (AMSR2), the Synthetic Aperture Interferometric Radar Altimeter (SIRAL),  and the Advanced Topographic Laser Altimeter System (ATLAS)

Data Format(s): NetCDF

Temporal Coverage: 1 October 2012 to 30 April 2023

Temporal Resolution: 1 day

Spatial Resolution: 25 km × 25 km



Spatial Reference System(s): NSIDC Sea Ice Polar Stereographic North (EPSG:3411)


Spatial Coverage:  N:90 S:0 E:180 W:-180

 

The dataset consists of files for each day of the study period, along with the corresponding snow depth maps and uncertainty maps. Note: Snow depths were only retained for results with sea ice concentration above 50 % to ensure data quality.

 

If you have any questions please contact: Yizhou.os@sjtu.edu.cn, thanks!

 



Yi zhou, Xianwei Wang, and Chentong Zhang are with School of Oceanography, Shanghai Jiao Tong University, Shanghai 200030, China, and also with Key Laboratory of Polar Ecosystem and Climate Change (Shanghai Jiao Tong University), Ministry of Education, Shanghai, China.

 

Ruibo Lei is with Key Laboratory for Polar Science, Ministry of Natural Resources, Polar Research Institute of China, Shanghai, China.

 

Yu Zhang is with College of Oceanography and Ecological Science, Shanghai Ocean University, Shanghai 201306, China, and also with Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai 519082, China.
DOI: 10.15468/dl.etze9j
title: Occurrence Download

description: A dataset containing 4802 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "DatasetKey is AntWeb",
 "Geometry POLYGON((49.52133 -14.67936,49.99454 -14.57085,49.91919 -14.13984,49.52736 -14.2815,49.52133 -14.67936))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4802 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000463-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhd7vn
title: Occurrence Download

description: A dataset containing 3757 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus (Cope, 1867))"
 ]
}

 The dataset includes 3757 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000466-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w92s3k
title: Occurrence Download

description: A dataset containing 922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (April, May, June, July)",
 "OccurrenceStatus is Present",
 "TaxonKey is Lagopus muta (Montin, 1781)",
 "Year 2000-2025"
 ]
}

 The dataset includes 922 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000467-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8s9qtr
title: Occurrence Download

description: A dataset containing 123745 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mammal Collection"
 ]
}

 The dataset includes 123745 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000447-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cn2evj
title: Occurrence Download

description: A dataset containing 24590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tangara cyanocephala (P.L.S.Müller, 1776)"
 ]
}

 The dataset includes 24590 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000469-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q8ekwu
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Taxon occurrence data for the FungalRoot database",
 "TaxonKey is Acacia Mill."
 ]
}

 The dataset includes 259 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000468-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e194683
title: Data and Codes for: Public Liquidity and Financial Crises

description: This paper studies the equilibrium effect of public liquidity on financial crises. Banks borrow from households via insured deposits and partially runnable debt, and suffer endogenous funding withdrawals from households in crises. Holding public liquidity alleviates banks' liquidity problems. In equilibrium, a larger public liquidity supply reduces crisis severity and expands bank lending, but it crowds bank deposits and increases bank vulnerability to real shocks. The model quantitatively explains 40% of Treasury liquidity premium variations. Counterfactual analyses reveal that QE1 significantly improves output, 20 times larger than QE3. However, QE policies raise bank fragility against non-financial shocks such as COVID-19.
description: Response Rates: Not an experiment
description: Multiple finance and macroeconomic time series in the dataset.
description: Certain data are private and need access to Bloomberg terminal or WRDS database.  Data access requirements are stated in the ReadMe file.
DOI: 10.15468/dl.23x38q
title: Occurrence Download

description: A dataset containing 1667992 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "DatasetKey is one of (EOD – eBird Observation Dataset, ECNASAP - East Coast North America Strategic Assessment, iNaturalist Research-grade Observations)",
 "IucnRedListCategory is one of (VU, EN, CR)"
 ]
}

 The dataset includes 1667992 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000432-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eq3ym9
title: Occurrence Download

description: A dataset containing 2196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((28.35369 -5.62170,163.59428 -5.62170,163.59428 48.45137,28.35369 48.45137,28.35369 -5.62170))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bactrocera correcta (Bezzi, 1916)"
 ]
}

 The dataset includes 2196 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000472-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7a4cu
title: Occurrence Download

description: A dataset containing 2501 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Triclaria malachitacea (Spix, 1824)"
 ]
}

 The dataset includes 2501 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000473-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypc4j5
title: Occurrence Download

description: A dataset listing the 108 species recorded in GBIF matching the query:
{
 "or" : [
 "Geometry POLYGON((-5.11367 33.92728,-5.01239 33.92728,-5.01239 33.97701,-5.11367 33.97701,-5.11367 33.92728))",
 "Geometry POLYGON((-5.02518 33.9677,-5.02487 33.96616,-5.01907 33.9592,-5.01447 33.96801,-5.01309 33.98283,-5.01447 33.99137,-5.02284 33.99137,-5.02427 33.98647,-5.02529 33.98338,-5.02527 33.97578,-5.02568 33.9692,-5.02518 33.9677))"
 ]
}

 The dataset's 108 records were derived from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000450-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7jbmb
title: Occurrence Download

description: A dataset containing 43106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tangara seledon (P.L.S.Müller, 1776)"
 ]
}

 The dataset includes 43106 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000471-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tutthy
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tryngites subruficollis (Vieillot, 1819)"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000476-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqj27u
title: Occurrence Download

description: A dataset containing 603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aegolius harrisii (Cassin, 1849)"
 ]
}

 The dataset includes 603 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000477-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exaec9
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Morocco",
 "Geometry POLYGON((-42.79189 10.27208,20.79189 10.27208,20.79189 35.72792,-42.79189 35.72792,-42.79189 10.27208))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Telescopus tripolitanus (Werner, 1909)"
 ]
}

 The dataset includes 25 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000478-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uz7ctx
title: Occurrence Download

description: A dataset containing 1237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichophaga tapetzella (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1237 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000479-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e221747
title: Annual Homelessness Assessment Report to Congress - reports and data for 2017-2024

description: The Annual Homelessness Assessment Report (AHAR) is a HUD report to the U.S. Congress that provides nationwide estimates of homelessness, including information about the demographic characteristics of homeless persons, service use patterns, and the capacity to house homeless persons. The report is based on Homeless Management Information Systems (HMIS) data about persons who experience homelessness during a 12-month period, point-in-time counts of people experiencing homelessness on one day in January, and data about the inventory of shelter and housing available in a community.<br><br><br>
DOI: 10.3886/e221747v1
title: Annual Homelessness Assessment Report to Congress - reports and data for 2017-2024

description: The Annual Homelessness Assessment Report (AHAR) is a HUD report to the U.S. Congress that provides nationwide estimates of homelessness, including information about the demographic characteristics of homeless persons, service use patterns, and the capacity to house homeless persons. The report is based on Homeless Management Information Systems (HMIS) data about persons who experience homelessness during a 12-month period, point-in-time counts of people experiencing homelessness on one day in January, and data about the inventory of shelter and housing available in a community.<br><br><br>
DOI: 10.15468/dl.nasvgn
title: Occurrence Download

description: A dataset containing 6078 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crocodylus moreletii (Duméril & Bibron, 1851)"
 ]
}

 The dataset includes 6078 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000480-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10777657
title: NeuroVoz: a Castillian Spanish corpus of parkinsonian speech

description: The NeuroVoz dataset emerges as a pioneering resource in the field of computational linguistics and biomedical research, specifically designed to enhance the diagnosis and understanding of Parkinson's Disease (PD) through speech analysis. This dataset is distinguished as the first of its kind to be made publicly available in Castilian Spanish, addressing a critical gap in the availability of linguistic and dialectical diversity within PD research.

Compiled from a cohort of 108 participants, including 53 individuals diagnosed with PD and 55 healthy controls, the NeuroVoz dataset offers a rich compilation of speech recordings. All PD participants were recorded under medication (ON state), ensuring consistency and reliability in the speech samples collected. The dataset is meticulously curated to include a variety of speech tasks—ranging from sustained vowel phonations and diadochokinetic (DDK) tests to 16 structured listen-and-repeat utterances and spontaneous monologues. The inclusion of both manually transcribed listen-and-repeat tasks and Whisper-automated transcriptions for monologues underscores our commitment to data accuracy and usability.

Encompassing 2,903 audio files, the NeuroVoz dataset provides an extensive repository, averaging 26.88+- 3.35 recordings per participant, making it an invaluable asset for researchers seeking to explore the nuances of PD-affected speech. The dataset's structure and composition facilitate a multifaceted analysis of speech impairments associated with PD, offering insights into phonatory, articulatory, and prosodic changes.

In contributing to the body of knowledge with the NeuroVoz dataset, we invite the scientific community to engage with this dataset, explore the specific speech characteristics of PD in Castilian Spanish speakers, and advance the field of PD diagnosis through innovative speech analysis techniques.

 

If you use this dataset, please cite both this Zenodo and the arXiv preprint:



arXiv preprint: J. Mendes-Laureano, J. A. Gómez-García, A. Guerrero-López,E. Luque-Buzo, J. D. Arias-Londoño, F. J. Grandas-Pérez, and J. I. Godino-Llorente, “Neurovoz: a castillian spanish corpus of parkinsonian speech,” arXiv preprint arXiv:2403.02371 (2024).



Link: https://arxiv.org/abs/2403.02371



Zenodo dataset: Mendes-Laureano, J., Gómez-García, J. A., Guerrero-López, A., Luque-Buzo, E., Arias-Londoño, J. D., Grandas-Pérez, F. J., & Godino Llorente, J. I. (2024). NeuroVoz: a Castillian Spanish corpus of parkinsonian speech (1.0.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.10777657
DOI: 10.5281/zenodo.12517368
title: NeuroVoz: a Castillian Spanish corpus of parkinsonian speech

description: The NeuroVoz dataset emerges as a pioneering resource in the field of computational linguistics and biomedical research, specifically designed to enhance the diagnosis and understanding of Parkinson's Disease (PD) through speech analysis. This dataset is distinguished as the first of its kind to be made publicly available in Castilian Spanish, addressing a critical gap in the availability of linguistic and dialectical diversity within PD research.

Compiled from a cohort of 112 participants, including 54 individuals diagnosed with PD and 58 healthy controls, the NeuroVoz dataset offers a rich compilation of speech recordings. All PD participants were recorded under medication (ON state), ensuring consistency and reliability in the speech samples collected. The dataset is meticulously curated to include a variety of speech tasks—ranging from sustained vowel phonations and diadochokinetic (DDK) tests to 16 structured listen-and-repeat utterances and spontaneous monologues. The inclusion of both manually transcribed listen-and-repeat tasks and Whisper-automated transcriptions for monologues underscores our commitment to data accuracy and usability.

Encompassing 2,977 audio files, the NeuroVoz dataset provides an extensive repository, averaging 26.88 +- 3.35 recordings per participant, making it an invaluable asset for researchers seeking to explore the nuances of PD-affected speech. The dataset's structure and composition facilitate a multifaceted analysis of speech impairments associated with PD, offering insights into phonatory, articulatory, and prosodic changes.

In contributing to the body of knowledge with the NeuroVoz dataset, we invite the scientific community to engage with this dataset, explore the specific speech characteristics of PD in Castilian Spanish speakers, and advance the field of PD diagnosis through innovative speech analysis techniques.

 

If you use this dataset, please cite both this Zenodo and the arXiv preprint:



arXiv preprint: J. Mendes-Laureano, J. A. Gómez-García, A. Guerrero-López,E. Luque-Buzo, J. D. Arias-Londoño, F. J. Grandas-Pérez, and J. I. Godino-Llorente, “Neurovoz: a castillian spanish corpus of parkinsonian speech,” arXiv preprint arXiv:2403.02371 (2024).



Link: https://arxiv.org/abs/2403.02371



Zenodo dataset: Mendes-Laureano, J., Gómez-García, J. A., Guerrero-López, A., Luque-Buzo, E., Arias-Londoño, J. D., Grandas-Pérez, F. J., & Godino Llorente, J. I. (2024). NeuroVoz: a Castillian Spanish corpus of parkinsonian speech (1.0.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.10777657
DOI: 10.15468/dl.yrp2r5
title: Occurrence Download

description: A dataset containing 4154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arremon semitorquatus Swainson, 1838"
 ]
}

 The dataset includes 4154 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000481-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfgys6
title: Occurrence Download

description: A dataset containing 7945 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bradypus variegatus Schinz, 1825"
 ]
}

 The dataset includes 7945 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000482-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btjgn7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Betula platyphylla Sukaczev)",
 "DecimalLongitude is one of (115, 135)",
 "DecimalLatitude is one of (38, 53)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000484-250310093411724/datasets/export for details.
DOI: 10.15468/dl.8aqmh7
title: Occurrence Download

description: A dataset containing 874 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Specimen, Living Specimen, Occurrence evidence)",
 "Country is Colombia",
 "TaxonKey is Rodriguezia Ruiz & Pav."
 ]
}

 The dataset includes 874 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000485-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/l6w1qu
title: Raw Reads

description: This dataset contain the raw reads of genome re-sequencing of the phenotyping lines established by the DrosEU Consortium.
DOI: 10.15468/dl.54vn7h
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dactylopius coccus Costa, 1829",
 "Year 2020-2025"
 ]
}

 The dataset includes 158 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000487-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykxjum
title: Occurrence Download

description: A dataset containing 2600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "DatasetKey is one of (NMNH Extant Specimen Records (USNM, US), Royal Botanic Gardens, Kew - Herbarium Specimens)",
 "TaxonKey is Chrysophyllum L."
 ]
}

 The dataset includes 2600 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000491-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.audz64
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Larix gmelinii (Rupr.) Kuzen.)",
 "DecimalLongitude is one of (115, 135)",
 "DecimalLatitude is one of (38, 53)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000492-250310093411724/datasets/export for details.