cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14010256
title: Kaskawulsh River headwaters: reference model ensemble-mean outputs

description: This dataset contains outputs from the distributed mass-balance model originally developed by Young et al. (2021) and adapted by Robinson et al. (2024). Model outputs span 1980–2022 and include 13 different mass balance and runoff variables for the Kaskawulsh River headwaters, a highly-glacierized catchment in Southwest Yukon. 

These are the outputs for the “reference model”, a 100-simulation ensemble tailored to the catchment with site-specific observations of accumulation, the debris-ablation relationship, the geodetic mass balance, and transient snowlines. For more details, see:

Robinson, K. M., Flowers, G. E., & Rounce, D. R. (2024). Sensitivity of modelled mass balance and runoff to representations of debris and accumulation on the Kaskawulsh Glacier, Yukon, Canada.

Robinson, K. (2024). Reconstructing a multi-decadal runoff record for a highly-glacierized catchment in Yukon, Canada. MSc Thesis. https://summit.sfu.ca/item/38185

Output variables (all in units of m w.e.)  include:





Mass balance




Glacier ice melt




Snowmelt




Superimposed ice melt




Refreezing 




Net snow melt (total snowmelt minus refreezing)




Accumulation 




Rainfall




Refrozen rainfall




Rain runoff (rainfall minus refrozen rain)




Superimposed-ice layer thickness (‘SI’)




Snow depth




Potential retention mass (‘Ptau’)



Three types of output files are included in this dataset:





The raw netcdf file outputs from the model (NETCDF_FILES)






2 files per year per variable (the ensemble mean and ensemble standard deviation) (see Robinson et al. 2024)




File dimensions are t,x,y, = (365 days, 230 gridcells x 329 grid cells). Grid Cells are 200m x 200m. 




Units are m w.e. day-1, except for the variables snow depth, superimposed ice, and potential retention mass, which have units of m w.e. and reflect the total depth/thickness on each day.





Distributed outputs ({variable}_distributed)






1 text file per year per variable..




Each file contains the distributed  annual total for a given variable (units = m w.e. a-1).




Annual totals are summed over the hydrological year (Oct 1-Sept 30). (e.g. accumulation_distributed_2000.txt is the total accumulation summed over Oct 1 2000 to Sept 30 2001). 




File dimensions are x,y = 230 gridcells x 329 grid cells.





Glacier-wide mean timeseries (timeseries_1979-2022)






Files are labeled by: REF_MODEL_{variable}_{domain}_{years}.txt 




Variables are averaged over:






Catchment-wide (domain = ‘krh’)




Kaskawulsh Glacier only (domain = ‘kw’)




All glacierized areas (domain = ‘allgl’)





File dimensions are 43 x 366 (year x DOY). NaN replaces the Feb 29th value on a non-leap year. Each row spans one hydrological year (Oct 1-Sept 30).




Units are (m w.e. day-1), except for the variables snow depth, superimposed ice, and potential retention mass, which have units of m w.e. and reflect the total depth/thickness on each day.
DOI: 10.5281/zenodo.14010257
title: Kaskawulsh River headwaters: reference model ensemble-mean outputs

description: This dataset contains outputs from the distributed mass-balance model originally developed by Young et al. (2021) and adapted by Robinson et al. (2024). Model outputs span 1980–2022 and include 13 different mass balance and runoff variables for the Kaskawulsh River headwaters, a highly-glacierized catchment in Southwest Yukon. 

These are the outputs for the “reference model”, a 100-simulation ensemble tailored to the catchment with site-specific observations of accumulation, the debris-ablation relationship, the geodetic mass balance, and transient snowlines. For more details, see:

Robinson, K. M., Flowers, G. E., & Rounce, D. R. (2024). Sensitivity of modelled mass balance and runoff to representations of debris and accumulation on the Kaskawulsh Glacier, Yukon, Canada.

Robinson, K. (2024). Reconstructing a multi-decadal runoff record for a highly-glacierized catchment in Yukon, Canada. MSc Thesis. https://summit.sfu.ca/item/38185

Output variables (all in units of m w.e.)  include:





Mass balance




Glacier ice melt




Snowmelt




Superimposed ice melt




Refreezing 




Net snow melt (total snowmelt minus refreezing)




Accumulation 




Rainfall




Refrozen rainfall




Rain runoff (rainfall minus refrozen rain)




Superimposed-ice layer thickness (‘SI’)




Snow depth




Potential retention mass (‘Ptau’)



Three types of output files are included in this dataset:





The raw netcdf file outputs from the model (NETCDF_FILES)






2 files per year per variable (the ensemble mean and ensemble standard deviation) (see Robinson et al. 2024)




File dimensions are t,x,y, = (365 days, 230 gridcells x 329 grid cells). Grid Cells are 200m x 200m. 




Units are m w.e. day-1, except for the variables snow depth, superimposed ice, and potential retention mass, which have units of m w.e. and reflect the total depth/thickness on each day.





Distributed outputs ({variable}_distributed)






1 text file per year per variable..




Each file contains the distributed  annual total for a given variable (units = m w.e. a-1).




Annual totals are summed over the hydrological year (Oct 1-Sept 30). (e.g. accumulation_distributed_2000.txt is the total accumulation summed over Oct 1 2000 to Sept 30 2001). 




File dimensions are x,y = 230 gridcells x 329 grid cells.





Glacier-wide mean timeseries (timeseries_1979-2022)






Files are labeled by: REF_MODEL_{variable}_{domain}_{years}.txt 




Variables are averaged over:






Catchment-wide (domain = ‘krh’)




Kaskawulsh Glacier only (domain = ‘kw’)




All glacierized areas (domain = ‘allgl’)





File dimensions are 43 x 366 (year x DOY). NaN replaces the Feb 29th value on a non-leap year. Each row spans one hydrological year (Oct 1-Sept 30).




Units are (m w.e. day-1), except for the variables snow depth, superimposed ice, and potential retention mass, which have units of m w.e. and reflect the total depth/thickness on each day.
DOI: 10.15468/dl.stgpwe
title: Occurrence Download

description: A dataset containing 226417119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta"
 ]
}

 The dataset includes 226417119 records from 21375 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011507-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkdaos
title: Occurrence Download

description: A dataset containing 5481472 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is National Herbarium of Victoria (MEL) AVH data"
 ]
}

 The dataset includes 5481472 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008784-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxmw3x
title: Occurrence Download

description: A dataset containing 38133749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Norway",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 38133749 records from 1351 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0220644-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqvdpz
title: Occurrence Download

description: A dataset containing 202823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ploceus capensis (Linnaeus, 1766)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 202823 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002839-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ro9xcv
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.178003 23.786081,-99.193104 23.705807,-99.139554 23.697072,-99.101448 23.718480,-99.096654 23.751170,-99.112511 23.772613,-99.178003 23.786081))",
 "HasCoordinate is true",
 "TaxonKey is Vachellia rigidula (Benth.) Seigler & Ebinger",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000299-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2axkrt
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paracheilinus carpenteri Randall & Lubbock, 1981"
 ]
}

 The dataset includes 177 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230148-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nnqcef
title: Occurrence Download

description: A dataset listing the 10708 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-17.57812 13.41099,-0.35156 19.64259,10.89844 23.07973,22.32422 23.56399,27.94922 31.2034,32.51953 32.10119,35.68359 34.01624,40.95703 32.69487,43.94531 29.84064,48.51562 29.993,53.26172 27.21556,56.25 26.27371,62.22656 25.16517,68.26971 28.18857,71.01563 29.53523,75.05859 31.2034,78.92578 31.80289,81.38672 29.993,84.90234 27.52776,89.29688 27.37177,95.625 30.44867,101.77734 31.95216,116.71875 34.59704,117.24609 30.90222,119.88281 29.84064,121.64063 31.80289,120.76172 35.88905,124.98047 33.13755,127.61719 29.68805,141.32813 34.74161,146.95313 43.96119,161.54297 51.83578,189.14062 62.18601,193.35937 63.54855,188.78906 68.00757,176.48437 73.27735,152.75391 75.32003,104.94141 81.22827,62.40234 82.56339,31.64062 81.84876,6.32812 80.44493,2.28516 78.0983,-11.95312 69.96044,-28.82812 66.23146,-34.27734 45.8288,-30.58594 13.41099,-25.83984 8.75479,-17.57812 13.41099))",
 "HasCoordinate is true",
 "TaxonKey is Actinopterygii",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 10708 records were derived from 949 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016334-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ck5jvq
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Chlorothraupis frenata von Berlepsch, 1907"
 ]
}

 The dataset includes 85 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002838-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q2kds5
title: Occurrence Download

description: A dataset containing 406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.49304 4.33619,-0.60225 4.33619,3.3728 6.41602,3.82874 11.22803,3.04321 12.37061,-3.85071 11.30493,-3.49304 7.22698,-3.49304 4.33619))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Achatinidae"
 ]
}

 The dataset includes 406 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0220660-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgegpu
title: Occurrence Download

description: A dataset containing 4313 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diospyros kaki L.f."
 ]
}

 The dataset includes 4313 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000300-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4q79v5
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crepis sibthorpiana Boiss. & Heldr.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080054-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6axtww
title: Occurrence Download

description: A dataset containing 1800694 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phocidae"
 ]
}

 The dataset includes 1800694 records from 316 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239526-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hiqvs5
title: Occurrence Download

description: A dataset containing 10990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-93.63693 18.19109,-93.62595 17.67368,-93.12836 17.65798,-93.16452 18.20152,-93.37143 18.18587,-93.63693 18.19109))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10990 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000294-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ey6mz
title: Occurrence Download

description: A dataset containing 505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crocus angustifolius Weston",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 505 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080095-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjyh6c
title: Occurrence Download

description: A dataset containing 79210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 79210 records from 342 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0220669-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.izy1df
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.178003 23.786081,-99.193104 23.705807,-99.139554 23.697072,-99.101448 23.718480,-99.096654 23.751170,-99.112511 23.772613,-99.178003 23.786081))",
 "HasCoordinate is true",
 "TaxonKey is Senegalia greggii (A.Gray) Britton & Rose",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000298-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pb6bau
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crepis sonchifolia (M.Bieb.) C.A.Mey.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080056-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ufb8k
title: Occurrence Download

description: A dataset containing 843 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bauhinia brevipes Vogel"
 ]
}

 The dataset includes 843 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000301-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbsjru
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyperus ventricosus R.Br."
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154553-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pk6d5h
title: Occurrence Download

description: A dataset containing 1505 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scaphirhynchus albus (Forbes & Richardson, 1905)"
 ]
}

 The dataset includes 1505 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0325016-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmhx6n
title: Occurrence Download

description: A dataset containing 1702665 species occurrences available in GBIF matching the query:
{
 "StateProvince" : [
 "is Jalisco"
 ]
}

 The dataset includes 1702665 records from 1031 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016874-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tw4cch
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Zostera noltii Hornem.",
 "Year 1990-2021"
 ]
}

 The dataset includes 419 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249190-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ye8ft
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea subnigra R.Knuth"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155623-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wg8tn9
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is ITA.13.6_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Lopinga achine (Scopoli, 1763)"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070984-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqxpg9
title: Occurrence Download

description: A dataset containing 6989 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Lycalopex sechurae (Thomas, 1900)"
 ]
}

 The dataset includes 6989 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002148-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ma9r27
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atelopus podocarpus Coloma, Duellman, Almendáriz, Ron, Terán-Valdez & Guayasamin, 2010"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249192-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8zqrc
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuphea fluviatilis S.A.Graham"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155625-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h85avq
title: Occurrence Download

description: A dataset containing 16583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Silene nicaeensis All., Silene nivalis (Kit.) Rohrb., Silene noctiflora L., Silene nocturna L., Silene nodulosa Viv., Silene notarisii Ces., Silene nutans L., Silene nutans subsp. dubia (Herbich) Zapal., Silene nutans subsp. insubrica (Gaudin) Soldano, Silene nutans subsp. nutans)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 16583 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070981-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ujj6u
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Platalina genovensium Thomas, 1928",
 "TaxonKey is Bothrops pictus (Tschudi, 1845)"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 55 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002133-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.