cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11379148
title: Daily Edge of Each Polynya in Antarctic (DEEP-AA)

description: The dataset of Daily Edge of Each Polynya in Antarctic (DEEP-AA) maps the area of each polynya daily. It uses a polynya tracking and identification method proposed by Lin et al., and effectively records the daily areas of both frequent and infrequent polynyas in wintertime (April to October). The DEEP-AA spans from 2003 to 2022 (2011.09.01-2012.07.31 missed). 

It should be noticed that ONLY the dataset of  SIC60_6.25km_20d.zip is recommended, and the other ones used only in sensitive anaylsis were NOT parameter tuned. Be careful to use sets other than SIC60_6.25km_20d.zip.

Contents in DEEP-AA



DEEP-AA



Subsets (*.zip)



Daily maps (DEEP_*.nc)

OverviewMap.mat

Input.txt






Subsets

Multiple subsets (*.zip) under various parameter settings are provided here. Among them, SIC60_6.25km_20d.zip is recommended. Its spatial resolution is 6.25 km (polar stereographic grid, EPSG code 3412) and the temporal resolution is 1 day. This subset is built based on sea ice concentration data from the University of Bremen (https://doi.org/10.1594/PANGAEA.919778, and https://doi.org/10.1594/PANGAEA.898400), combined with ERA5 2m air temperature (https://doi.org/10.24381/cds.adbb2d47), Circum-Antarctic landfast sea ice extent, 2000-2018 - version 2.2 (https://doi.org/doi:10.26179/5d267d1ceb60c), and U.S. National Ice Center Arctic and Antarctic Sea Ice Concentration and Climatologies in Gridded Format, Version 1 (https://doi.org/10.7265/46cc-3952).

The other subsets are the results of simple parameter modification (1 or 2 parameters) based on the setting of SIC60_6.25km_20d.zip. You can get detailed parameter settings in the Input.txt in every subset.

Files of each subset

Daily maps (DEEP_*.nc)

DEEP-AA provides a NetCDF file daily containing a polynya map for that day. We give each polynya a 9-bit unique ID that does not change over time, and in the daily maps, the area of each polynya is masked by its ID. The last bit of the ID also represents the attributes of the polynya: the even number indicates coastal polynya, odd number indicates open-ocean polynya.

In addition, the other open water, open sea, lands, etc. are also recorded in the maps. See details in the following table:




Value
Meanings


>0, even number
coastal polynya ID mask


>0, odd number
open-ocean polynya ID mask


-100
mask of landfast ice


-2
open sea


-1
the other open waters (not polynyas)


NaN or -999
mask of lands




 

OverviewMap.mat

An overview map of all polynyas identified. It maps all the Antarctic polynyas in that subset by their ID masks. You can run the MATLAB script PolynyaIDsFinder_Guide.m to view it and inquire about polynyas' IDs easily.

Input.txt

It records the parameters used to create the subset.
DOI: 10.5281/zenodo.13358042
title: Daily Edge of Each Polynya in Antarctic (DEEP-AA)

description: The dataset of Daily Edge of Each Polynya in Antarctic (DEEP-AA) maps the area of each polynya daily. It uses a polynya tracking and identification method proposed by Lin et al., and effectively records the daily areas of both frequent and infrequent polynyas in wintertime (April to October). The DEEP-AA spans from 2003 to 2022 (2011.09.01-2012.07.31 missed). 

It should be noticed that ONLY the dataset of  SIC60_6.25km_20d.zip is recommended, and the other ones used only in sensitive anaylsis were NOT parameter tuned. Be careful to use sets other than SIC60_6.25km_20d.zip.

You can get the codfe to create the dataset from the Github release.

A description of the dataset has been published: Lin, Y. et al. A dataset of the daily edge of each polynya in the Antarctic. Sci. Data 11, 1006 (2024).

Contents in DEEP-AA



DEEP-AA



Subsets (*.zip)



Daily maps (DEEP_*.nc)

OverviewMap.mat

Input.txt






Subsets

Multiple subsets (*.zip) under various parameter settings are provided here. Among them, SIC60_6.25km_20d.zip is recommended. Its spatial resolution is 6.25 km (polar stereographic grid, EPSG code 3412) and the temporal resolution is 1 day. This subset is built based on sea ice concentration data from the University of Bremen (https://doi.org/10.1594/PANGAEA.919778, and https://doi.org/10.1594/PANGAEA.898400), combined with ERA5 2m air temperature (https://doi.org/10.24381/cds.adbb2d47), Circum-Antarctic landfast sea ice extent, 2000-2018 - version 2.2 (https://doi.org/doi:10.26179/5d267d1ceb60c), and U.S. National Ice Center Arctic and Antarctic Sea Ice Concentration and Climatologies in Gridded Format, Version 1 (https://doi.org/10.7265/46cc-3952).

The other subsets are the results of simple parameter modification (1 or 2 parameters) based on the setting of SIC60_6.25km_20d.zip. You can get detailed parameter settings in the Input.txt in every subset.

Files of each subset

Daily maps (DEEP_*.nc)

DEEP-AA provides a NetCDF file daily containing a polynya map for that day. We give each polynya a 9-bit unique ID that does not change over time, and in the daily maps, the area of each polynya is masked by its ID. The last bit of the ID also represents the attributes of the polynya: the even number indicates coastal polynya, odd number indicates open-ocean polynya.

In addition, the other open water, open sea, lands, etc. are also recorded in the maps. See details in the following table:




Value
Meanings


>0, even number
coastal polynya ID mask


>0, odd number
open-ocean polynya ID mask


-100
mask of landfast ice


-2
open sea


-1
the other open waters (not polynyas)


NaN or -999
mask of lands




 

OverviewMap.mat

An overview map of all polynyas identified. It maps all the Antarctic polynyas in that subset by their ID masks. You can run the MATLAB script PolynyaIDsFinder_Guide.m to view it and inquire about polynyas' IDs easily.

Input.txt

It records the parameters used to create the subset.
DOI: 10.15151/esrf-es-1776323816
title: The Iberian cryoEM community BAG (II)

description: The Iberian cryoEM BAG is a large consortium (~40 groups) composed of Portuguese and Spanish laboratories working in biologically relevant problems including disease related metabolic enzymes, antibiotic resistance, DNA replication and DNA maintenance, protein synthesis, virus structure and its replication/transcription mechanisms, and macromolecular complexes involved in the control of key cellular processes like protein folding and degradation. For these research groups electron cryomicroscopy is a fundamental tool and access to ESRF facilities is essential to achieve their objectives.
DOI: 10.15468/dl.j3br4f
title: Occurrence Download

description: A dataset containing 749 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vespa basalis Smith, 1852"
 ]
}

 The dataset includes 749 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029732-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/9476222
title: ⏳ endoflife.date database (duckdb)
DOI: 10.15468/dl.2rnc6m
title: Occurrence Download

description: A dataset containing 4431 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropsophus ebraccatus (Cope, 1874)"
 ]
}

 The dataset includes 4431 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029734-240906103802322/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.24715380
title: Neural space-time model for dynamic scene recovery in multi-shot computational imaging systems

description: Datasets associated to the manuscript "Neural space-time model for dynamic multi-shot imaging"
DOI: 10.6084/m9.figshare.24715380.v1
title: Neural space-time model for dynamic scene recovery in multi-shot computational imaging systems

description: Datasets associated to the manuscript "Neural space-time model for dynamic multi-shot imaging"
DOI: 10.15468/dl.j22cr5
title: Occurrence Download

description: A dataset containing 1134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropsophus elegans (Wied-Neuwied, 1824)"
 ]
}

 The dataset includes 1134 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029735-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13836761
title: Pesticide impacts on insect pollinators: current knowledge and future research challenges. ARIMA analysis

description: FAOSTAT sourced Data on crop production, area and productivity
DOI: 10.5281/zenodo.13836762
title: Pesticide impacts on insect pollinators: current knowledge and future research challenges. ARIMA analysis

description: FAOSTAT sourced Data on crop production, area and productivity
DOI: 10.15468/dl.47t7hr
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropsophus elianeae (Napoli & Caramaschi, 2000)"
 ]
}

 The dataset includes 228 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029738-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13830757
title: Towards a cashless society - Examining the Impact of Digital Infrastructure on mPayment Transactions (A Cross-Region Analysis).xlsx

description: Data collected and processed as part of the ODDEA (Overcoming Digital Divide Between Europe and Southeast Asia) EU research project (Project ID: HORIZON MSCA-SE 101086381).
DOI: 10.5281/zenodo.13830758
title: Towards a cashless society - Examining the Impact of Digital Infrastructure on mPayment Transactions (A Cross-Region Analysis).xlsx

description: Data collected and processed as part of the ODDEA (Overcoming Digital Divide Between Europe and Southeast Asia) EU research project (Project ID: HORIZON MSCA-SE 101086381).
DOI: 10.15468/dl.6tp36f
title: Occurrence Download

description: A dataset containing 5487 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Catalpa speciosa (Warder ex Barney) Warder ex Engelm."
 ]
}

 The dataset includes 5487 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029737-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4z5ahj
title: Occurrence Download

description: A dataset containing 543 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Magnolia schiedeana Schltdl."
 ]
}

 The dataset includes 543 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029739-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/wj95v7
title: Vascular Plants of Ulyanovsk Region (Rakov et al., 2014): accepted names

description: A list of the tracheophyte names accepted in "Vascular Plants of Ulyanovsk Region" (Rakov et al., 2014). The dataset was compiled as a first step towards further processing of the modern checklist for Ulyanovsk Oblast, Russia.
Stable archival version (not edited, not curated).
The dataset includes 1,760 accepted, i.e. numbered, species names.
Several minor orthographic errors in either scientific names or their authors were corrected manually. Some names were not automatically cross-linked with the GBIF backbone.
DOI: 10.7916/d86m3721
title: Barbara Hammer: Catalog of Works and Images

description: Barbara Hammer is a visual artist primarily working in film and video. Her work reveals and celebrates marginalized peoples whose stories have not been told. Her cinema is multi-leveled and engages an audience viscerally and intellectually with the goal of activating them to make social change. She has been honored with 5 retrospectives in the last 3 years: The Museum of Modern Art in New York City, Tate Modern in London, Jeu de Paume in Paris, the Toronto International Film Festival and Kunsthalle Oslo in Norway. Her book Hammer! Making Movies Out of Sex and Life was published in 2010 by The Feminist Press at The City University of New York. Her first NYC exhibition of her drawings and paintings from 1969-71 was held at Company Gallery (9/13-10/11/2016).

Types of work include: films, photographs, installations, performances
DOI: 10.15468/dl.p5h9rj
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropsophus giesleri (Mertens, 1950)"
 ]
}

 The dataset includes 107 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029740-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qryp3n
title: Occurrence Download

description: A dataset containing 1179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Catalpa ovata G.Don"
 ]
}

 The dataset includes 1179 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029741-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13831343
title: Assessing Digital Infrastructure in Internet Use: A Comparative Study of Southeast Asia and Balkan Region

description: Data used for assessing digital infrastructure in internet use - comnparison of South East Asia and Balkan Region. Data on mobile cellular, fixed broadband, GDP, Key global ICT indicators. Data collected and processed as part of the ODDEA (Overcoming Digital Divide Between Europe and Southeast Asia) EU research project (Project ID: HORIZON MSCA-SE 101086381).
DOI: 10.5281/zenodo.13831344
title: Assessing Digital Infrastructure in Internet Use: A Comparative Study of Southeast Asia and Balkan Region

description: Data used for assessing digital infrastructure in internet use - comnparison of South East Asia and Balkan Region. Data on mobile cellular, fixed broadband, GDP, Key global ICT indicators. Data collected and processed as part of the ODDEA (Overcoming Digital Divide Between Europe and Southeast Asia) EU research project (Project ID: HORIZON MSCA-SE 101086381).
DOI: 10.15468/dl.r55nau
title: Occurrence Download

description: A dataset containing 488 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Dermaptera"
 ]
}

 The dataset includes 488 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029742-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tch8ub
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropsophus gryllatus (Duellman, 1973)"
 ]
}

 The dataset includes 52 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029743-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56yzus
title: Occurrence Download

description: A dataset containing 19357 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anguis colchica (Nordmann, 1840)"
 ]
}

 The dataset includes 19357 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029744-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b34qr7
title: Occurrence Download

description: A dataset containing 1643 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhacophorus taipeianus Liang & Wang, 1978"
 ]
}

 The dataset includes 1643 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029746-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhepvk
title: Occurrence Download

description: A dataset containing 108171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picoides pubescens (Linnaeus, 1766)",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 1999",
 "Year is less than or equal to 2020",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False",
 "DecimalLatitude is greater than or equal to 27",
 "DecimalLatitude is less than or equal to 41",
 "DecimalLongitude is greater than or equal to -91",
 "DecimalLongitude is less than or equal to -75"
 ]
}

 The dataset includes 108171 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009841-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.344hsv
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Sceloporus stejnegeri Smith, 1942"
 ]
}

 The dataset includes 67 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278997-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8s93k2
title: Occurrence Download

description: A dataset containing 543 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus davidiana (Carrière) Franch.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 543 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124659-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbi88q
title: Occurrence Download

description: A dataset containing 11045 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-77.2998 0.17578,-73.34473 0.17578,-73.34473 10.83331,-77.2998 10.83331,-77.2998 0.17578))",
 "HasCoordinate is true",
 "TaxonKey is Lauraceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11045 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015981-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tu38sj
title: Occurrence Download

description: A dataset containing 2044 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Martynia annua L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2044 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013981-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0dwgcz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"3870328","matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false},{"type":"equals","key":"BASIS_OF_RECORD","value":"HUMANOBSERVATION","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009860-200221144449610/datasets/export for details.
DOI: 10.15468/dl.9rb8sc
title: Occurrence Download

description: A dataset containing 496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus sibirica L.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 496 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124695-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgut8h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"3864297","matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false},{"type":"equals","key":"BASIS_OF_RECORD","value":"HUMANOBSERVATION","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009854-200221144449610/datasets/export for details.
DOI: 10.15468/dl.exptsk
title: Occurrence Download

description: A dataset containing 7693 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nestor notabilis Gould, 1856"
 ]
}

 The dataset includes 7693 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0422991-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fcwy9
title: Occurrence Download

description: A dataset containing 25316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus persica (L.) Stokes",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25316 records from 426 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124682-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jo71za
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Italy",
 "HasCoordinate is true",
 "TaxonKey is Cupressus sempervirens L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 75 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002443-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esqqzr
title: Occurrence Download

description: A dataset containing 3070 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.68632 9.72204,-75.68752 9.71835,-75.69078 9.71106,-75.69344 9.70479,-75.68554 9.70505,-75.68288 9.70179,-75.67482 9.7011,-75.66898 9.70239,-75.66692 9.70702,-75.65842 9.70831,-75.65499 9.70977,-75.65533 9.71475,-75.65499 9.71869,-75.65456 9.72093,-75.66237 9.72127,-75.66915 9.72178,-75.6725 9.7223,-75.67936 9.72093,-75.68331 9.7211,-75.68632 9.72204))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3070 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0281986-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.