cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17341544
title: MODIS Land surface temperature and auxiliary data for the training of a guided super-resolution algorithm

description: Training dataset for land surface temperature guided super-resolution

 

This datset contains the training, validation and evaluation sets for training a guided super-resolution alogirthm in order to downscale AVHRR data to the spatial resolution of the MODIS LST dataset.

The dataset is splited in three distinct folders:

 



Train

Val

Eval


All data were extracted from the ESA CCI Climate toolbox (https://climate.esa.int/en/data/toolbox/) and saved as separate GeoTiff files. The LST data were extracted from the ESA LST CCI products 'MODIS-AQUA' and 'IRCDR'.

In addition auxiliary data such as land cover, digital elevation model and vegetation height data used as a guide for the guided super-resolution are provided. The following datasets were used to create the guide:



The Copernicus digital elevation model (DEM) GLO-90, upscaled to 0.01° spatial resolution (https://doi.org/10.5270/ESA-c5d3d65).

ESA CCI Land Cover for the year 2005 (https://www.esa-landcover-cci.org). The spatial resolution of the original data was upscaled to 0.01° to match the MODIS LST dataset. This upscaling was achieved by selecting the most frequent land cover class within each upscaled pixel, ensuring consistency with the original land cover distribution.

A high-resolution canopy height model (https://langnico.github.io/globalcanopyheight/).


All data has been aligned to match the extact MODIS gridded product at 1km spatial resolution.

More information can be found in the dedicated paper (Preprint).

 

Credit:

 

To use this data please cite this dataset and the respective journal publication:

 

Dupuis, S., Metzger, N., Schindler, K., Göttsche, F., & Wunderle, S. (2025). Four decades of circumpolar super-resolved satellite land surface temperature data. arXiv. https://doi.org/10.48550/arXiv.2511.17134

 

@article{Dupuis2025,
  author       = {Sonia Dupuis and Nando Metzger and Konrad Schindler and Frank Göttsche and Stefan Wunderle},
  title        = {Four decades of circumpolar super-resolved satellite land surface temperature data},
  year         = {2025},
  eprint       = {arXiv:2511.17134},
  archivePrefix= {arXiv},
  primaryClass = {cs.LG},
  doi          = {10.48550/arXiv.2511.17134}
}
DOI: 10.5281/zenodo.17341543
title: MODIS Land surface temperature and auxiliary data for the training of a guided super-resolution algorithm

description: Training dataset for land surface temperature guided super-resolution

 

This datset contains the training, validation and evaluation sets for training a guided super-resolution alogirthm in order to downscale AVHRR data to the spatial resolution of the MODIS LST dataset.

The dataset is splited in three distinct folders:

 



Train

Val

Eval


All data were extracted from the ESA CCI Climate toolbox (https://climate.esa.int/en/data/toolbox/) and saved as separate GeoTiff files. The LST data were extracted from the ESA LST CCI products 'MODIS-AQUA' and 'IRCDR'.

In addition auxiliary data such as land cover, digital elevation model and vegetation height data used as a guide for the guided super-resolution are provided. The following datasets were used to create the guide:



The Copernicus digital elevation model (DEM) GLO-90, upscaled to 0.01° spatial resolution (https://doi.org/10.5270/ESA-c5d3d65).

ESA CCI Land Cover for the year 2005 (https://www.esa-landcover-cci.org). The spatial resolution of the original data was upscaled to 0.01° to match the MODIS LST dataset. This upscaling was achieved by selecting the most frequent land cover class within each upscaled pixel, ensuring consistency with the original land cover distribution.

A high-resolution canopy height model (https://langnico.github.io/globalcanopyheight/).


All data has been aligned to match the extact MODIS gridded product at 1km spatial resolution.

More information can be found in the dedicated paper (Preprint).

 

Credit:

 

To use this data please cite this dataset and the respective journal publication:

 

Dupuis, S., Metzger, N., Schindler, K., Göttsche, F., & Wunderle, S. (2025). Four decades of circumpolar super-resolved satellite land surface temperature data. arXiv. https://doi.org/10.48550/arXiv.2511.17134

 

@article{Dupuis2025,
  author       = {Sonia Dupuis and Nando Metzger and Konrad Schindler and Frank Göttsche and Stefan Wunderle},
  title        = {Four decades of circumpolar super-resolved satellite land surface temperature data},
  year         = {2025},
  eprint       = {arXiv:2511.17134},
  archivePrefix= {arXiv},
  primaryClass = {cs.LG},
  doi          = {10.48550/arXiv.2511.17134}
}
DOI: 10.5683/sp3/jyih2p
title: Provincial Symmetric Input-Output Tables, Level L97, 2014-2021 [Canada]
title: Tableaux symétriques d'entrées-sorties provinciaux, Niveau L97, 2014-2021 [Canada]

description: &lt;b&gt;Provincial Symmetric Input-Output Tables (15-211-XCB)&lt;/b&gt;&lt;/br&gt;

&lt;p&gt;The Industry Accounts Division of Statistics Canada publishes annual supply and use provincial input-output (I-O) tables. While these provincial rectangular, industry by commodity closely reflect actual economic transactions, certain analytical and modeling purposes, however, require symmetric industry-by-industry provincial I-O tables. The symmetric industry by industry provincial table shows the inter-industry transactions, that is, all purchases of an industry from all other industries including expenditures on imports and inventory withdrawals as well as all expenditures on primary inputs. Similarly, the provincial symmetric final demand table shows all purchases by a final demand category from all other industries, including expenditures on imports and inventory withdrawals as well as all expenditures on indirect taxes.&lt;/p&gt;

&lt;p&gt;These tables are available at the Detail level and at the Link-1997, Link-1961 and Summary aggregations. Explanation on the methodology used is provided to the user by contacting the Industry Accounts Division of Statistics Canada.&lt;/p&gt;

&lt;p&gt;&lt;b&gt;This dataset contains tables at the Link-1997 Level (L97)&lt;/b&gt;&lt;/p&gt;
description: The title of this series was changed from Provincial Symmetric Input-Output Tables: Aggregation Level S to Provincial Symmetric Input-Output Tables on April 1st, 2019.
description: Input-Output Tables
DOI: 10.5683/sp3/k2uoes
title: Halogenated Flame Retardants in Canadian Municipal Wastewater Treatment Systems
title: Substances ignifuges halogénées dans les systèmes de traitement des eaux usées des municipalités canadiennes

description: This data set contains concentrations of halogenated flame retardants in wastewater Influent (INF), Effluent (EFF), Landfill Leachate (LCH), Biosolids (BIOS) and Sludge (SLG) sampled from various Wastewater Treatment Plants (WWTP's) and Landfills across Canada.
description: Les données présentent les concentrations de substances ignifuges halogénées (SIH) dans l’influent (INF), l’effluent (EFF) et/ou le lixiviat de décharge (LCH) d’échantillons prélevés dans des usines de traitement des eaux usées (UTEUs) et des décharges au Canada.
description: Chemicals Management Plan Wastewater Monitoring Program
description: This dataset is part of the Chemicals Management Plan Wastewater Monitoring Program, initiated by the Government of Canada in 2009 to support the Chemicals Management Plan which is available at https://www.canada.ca/en/health-canada/services/chemical-substances/chemicals-management-plan.html.
description: Updated general metadata fields, uploaded README.md file and original CSV files from data source.
DOI: 10.15468/dl.2wkyd3
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Zygoclistron superbum"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054054-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.abprj2
title: Occurrence Download

description: A dataset containing 8466 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyaena hyaena"
 ]
}

 The dataset includes 8466 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054053-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/5mjyd
title: MLA Research Training Institute (RTI), 2018 and 2019: Participant Research Confidence and Program Effectiveness

description: This project accompanies a paper submitted to the Journal of the Medical Library Association.
DOI: 10.15468/dl.bwy96p
title: Occurrence Download

description: A dataset containing 3972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus)"
 ]
}

 The dataset includes 3972 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054055-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4va89
title: Occurrence Download

description: A dataset containing 3972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus)"
 ]
}

 The dataset includes 3972 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054057-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxf4c7
title: Occurrence Download

description: A dataset containing 3972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus)"
 ]
}

 The dataset includes 3972 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054059-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3frdk
title: Occurrence Download

description: A dataset containing 3972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus)"
 ]
}

 The dataset includes 3972 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054060-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17944577
title: SimSHADOW Artifact: Toward Live Noise Fingerprinting in Quantum Software Engineering (arXiv version)
DOI: 10.15468/dl.7dwfsh
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.65697 36.06315,-5.65278 36.06315,-5.65278 36.06677,-5.65697 36.06677,-5.65697 36.06315))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 38 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054061-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c23pev
title: Occurrence Download

description: A dataset containing 354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Dinoponera quadriceps"
 ]
}

 The dataset includes 354 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054062-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4j8yec
title: Occurrence Download

description: A dataset containing 3972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus)"
 ]
}

 The dataset includes 3972 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054063-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9v4rx
title: Occurrence Download

description: A dataset containing 2103137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA, CAN, GRL, ISL, PRT, ESP, AND, FRA, BEL, NLD, GBR, IRL, CHE, DEU, ITA, SVN, HRV, BIH, MNE, ALB, GRC, MKD, XKO, SRB, BGR, ROU, MDA, HUN, SVK, AUT, CZE, POL, LTU, BLR, UKR, LVA, EST, FIN, SWE, NOR, DNK, ALA, MLT, SJM)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Saturniidae, Anthelidae, Apatelodidae, Bombycidae, Brahmaeidae, Carthaeidae, Endromidae, Eupterotidae, Phiditiidae, Sphingidae)",
 "Year 1925-2025"
 ]
}

 The dataset includes 2103137 records from 2739 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054050-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xd8qn7
title: Occurrence Download

description: A dataset containing 1577965 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is WildNet - Queensland Wildlife Data"
 ]
}

 The dataset includes 1577965 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055216-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjgzwc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tilloidea notata (Klug, 1842)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0312651-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pp6r7g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amorpha juglandis Smith, 1797",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Poland",
 "Country is Poland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0385524-210914110416597/datasets/export for details.
DOI: 10.15468/dl.rt682u
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba oreibata J.F.Macbr. & Payson"
 ]
}

 The dataset includes 95 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062000-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swy67k
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((78.27705197226274 21.549439440816034,80.86681144364417 21.549439440816034,80.86681144364417 24.139198912197468,78.27705197226274 24.139198912197468,78.27705197226274 21.549439440816034))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nardostachys jatamansi (D.Don) DC."
 ]
}

 The dataset includes 33 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0200006-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjssgn
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceropegia schinziata Bruyns"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099614-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqr5mn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coleotechnites australis (Freeman, 1963)",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Switzerland",
 "Country is Switzerland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0396181-210914110416597/datasets/export for details.
DOI: 10.15468/dl.5u8tw9
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba ruaxes Payson & H.St.John"
 ]
}

 The dataset includes 182 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062066-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zq3r2q
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceropegia sandersoniana Bruyns"
 ]
}

 The dataset includes 31 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099613-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dput24
title: Occurrence Download

description: A dataset containing 1872604 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Circus aeruginosus (Linnaeus, 1758))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 1872604 records from 715 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236801-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hql4j
title: Occurrence Download

description: A dataset containing 61959 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Echimyidae",
 "TaxonKey is Erethizontidae",
 "TaxonKey is Dasyproctidae",
 "TaxonKey is Dinomyidae",
 "TaxonKey is Caviidae"
 ]
}

 The dataset includes 61959 records from 324 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003985-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xj7mtb
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceropegia schizoglossoides (Schltr.) Bruyns"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099615-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gse7tx
title: Occurrence Download

description: A dataset containing 382 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Occurrence evidence"
 ]
 },
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Larvivora brunnea Hodgson, 1837",
 "Year 1972-2022"
 ]
}

 The dataset includes 382 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0291632-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p687z3
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Senegal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Daniellia oliveri (Rolfe) Hutch. & Dalziel"
 ]
}

 The dataset includes 205 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031740-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6c8kp9
title: Occurrence Download

description: A dataset containing 57888 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia dealbata Link"
 ]
}

 The dataset includes 57888 records from 380 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099641-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85r6t2
title: Occurrence Download

description: A dataset containing 964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abarema abbottii (Rose & Leonard) Barneby & J.W.Grimes, Abarema acreana (J.F.Macbr.) L.Rico, Abarema adenophora (Ducke) Barneby & J.W.Grimes, Abarema alexandri (Urb.) Barneby & J.W.Grimes, Abarema asplenifolia (Griseb.) Barneby & J.W.Grimes, Abarema auriculata (Benth.) Barneby & J.W.Grimes, Abarema barbouriana (Standl.) Barneby & J.W.Grimes, Abarema barnebyana Iganci & M.P.Lima, Abarema brachystachya (DC.) Barneby & J.W.Grimes, Abarema callejasii Barneby & J.W.Grimes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 964 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0291652-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.