cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.11583/dtu.20237415
title: Firn Retention (ESA POLAR+ 4D Greenland Experimental Dataset)

description: Total melt water retention in the firn (1958-2019). It is estimated either directly from the MAR RCM output, or by forcing the DTU firn model with the climate from the RCMs. Reference of these MAR simulations: Tedesco, M. and Fettweis, X.: Unprecedented atmospheric conditions (1948–2019) drive the 2019 exceptional melting season over the Greenland ice sheet , The Cryosphere, 14, 1209–1223, https://doi.org/10.5194/tc-14-1209-2020, 2020. Currently we provide two datasets in this experimental dataset:<br> 1. The native model firn storage from MAR<br> MARv3.11 includes a description of water retention in the firn based on the MAR snow model (CROCUS) which simulates a fixed number of snow, ice, or firn layers of variable thickness, and transfers mass and energy between them. The model densifies the snow/firn layers as a function of the weight of the overlying mass, and through liquid water retention. Penetrating meltwater is retained in the firn by a fraction of the pore space (irreducible water saturation) and refreezing. Here, the irreducible water saturation is set to 10%, and the density at which pores are assumed to close off thereby eliminating liquid water retention is set to 900 kg/m3.<br> 2. Offline DTU firn-model firn storage<br> In provisioning the test dataset for the Watson basin (CTS1) it was noted that the density at which pores are assumed to close off thereby eliminating liquid water retention (MAR: 900 kg/m3) is highly influential on the meltwater storage. Further, parameter studies within the DTU firn model have shown that it is more likely the pore close off is lower than the native 900 kg/m3. Hence, the DTU firn model provides a secondary estimate for meltwater storage in the firn assuming a percolation pore close off of 830 kg/m3.<br> Both datasets are provided as summed estimates for the snow/firn covered part of five drainage basins at monthly temporal resolution; NEGIS, Northern Lakes, Southern Lakes, Store, and Watson. Please read the README_Firn.txt in the zip file. Information for the DTU firn model can be found in Simonsen, S., Stenseng, L., Ađalgeirsdóttir, G., Fausto, R., Hvidberg, C., & Lucas-Picher, P. (2013). Assessing a multilayered dynamic firn-compaction model for Greenland with ASIRAS radar measurements. <em>Journal of Glaciology,</em> <em>59</em>(215), 545-558. https://doi.org/10.3189/2013JoG12J158
DOI: 10.11583/dtu.20237415.v1
title: Firn Retention (ESA POLAR+ 4D Greenland Experimental Dataset)

description: Total melt water retention in the firn (1958-2019). It is estimated either directly from the MAR RCM output, or by forcing the DTU firn model with the climate from the RCMs. Reference of these MAR simulations: Tedesco, M. and Fettweis, X.: Unprecedented atmospheric conditions (1948–2019) drive the 2019 exceptional melting season over the Greenland ice sheet , The Cryosphere, 14, 1209–1223, https://doi.org/10.5194/tc-14-1209-2020, 2020. Currently we provide two datasets in this experimental dataset:<br> 1. The native model firn storage from MAR<br> MARv3.11 includes a description of water retention in the firn based on the MAR snow model (CROCUS) which simulates a fixed number of snow, ice, or firn layers of variable thickness, and transfers mass and energy between them. The model densifies the snow/firn layers as a function of the weight of the overlying mass, and through liquid water retention. Penetrating meltwater is retained in the firn by a fraction of the pore space (irreducible water saturation) and refreezing. Here, the irreducible water saturation is set to 10%, and the density at which pores are assumed to close off thereby eliminating liquid water retention is set to 900 kg/m3.<br> 2. Offline DTU firn-model firn storage<br> In provisioning the test dataset for the Watson basin (CTS1) it was noted that the density at which pores are assumed to close off thereby eliminating liquid water retention (MAR: 900 kg/m3) is highly influential on the meltwater storage. Further, parameter studies within the DTU firn model have shown that it is more likely the pore close off is lower than the native 900 kg/m3. Hence, the DTU firn model provides a secondary estimate for meltwater storage in the firn assuming a percolation pore close off of 830 kg/m3.<br> Both datasets are provided as summed estimates for the snow/firn covered part of five drainage basins at monthly temporal resolution; NEGIS, Northern Lakes, Southern Lakes, Store, and Watson. Please read the README_Firn.txt in the zip file. Information for the DTU firn model can be found in Simonsen, S., Stenseng, L., Ađalgeirsdóttir, G., Fausto, R., Hvidberg, C., & Lucas-Picher, P. (2013). Assessing a multilayered dynamic firn-compaction model for Greenland with ASIRAS radar measurements. <em>Journal of Glaciology,</em> <em>59</em>(215), 545-558. https://doi.org/10.3189/2013JoG12J158
DOI: 10.11583/dtu.20237361
title: Basal Melt (ESA POLAR+ 4D Greenland Experimental Dataset)

description: Monthly basal melt discharge (2001-2019) at the five selected drainage basins on the Greenland ice sheet; NEGIS, Northern Lakes, Southern Lakes, Store, and Watson. This is based on solid and liquid discharge estimates for each marine-terminating glacier, thus assessing the seasonal and annual export of freshwater from the land ice to the fjords. For each study site, a *.csv is available containing the total (sum of the components due to geothermal heating, frictional heating and surface water heating) monthly basal discharge rates. Please read the README_BasalMelt.txt in the zip file and references Karlsson, Nanna B, 2021, "Greenland Ice Sheet Basal Melt", https://doi.org/10.22008/FK2/PLNUEO , GEUS Dataverse, V1, Karlsson, N.B., Solgaard, A.M., Mankoff, K.D. et al. A first constraint on basal melt-water production of the Greenland ice sheet. Nature Communications 12, 3461 (2021). <sub>https://doi.org/10.1038/s41467-021-23739-z</sub>
DOI: 10.11583/dtu.20237361.v1
title: Basal Melt (ESA POLAR+ 4D Greenland Experimental Dataset)

description: Monthly basal melt discharge (2001-2019) at the five selected drainage basins on the Greenland ice sheet; NEGIS, Northern Lakes, Southern Lakes, Store, and Watson. This is based on solid and liquid discharge estimates for each marine-terminating glacier, thus assessing the seasonal and annual export of freshwater from the land ice to the fjords. For each study site, a *.csv is available containing the total (sum of the components due to geothermal heating, frictional heating and surface water heating) monthly basal discharge rates. Please read the README_BasalMelt.txt in the zip file and references Karlsson, Nanna B, 2021, "Greenland Ice Sheet Basal Melt", https://doi.org/10.22008/FK2/PLNUEO , GEUS Dataverse, V1, Karlsson, N.B., Solgaard, A.M., Mankoff, K.D. et al. A first constraint on basal melt-water production of the Greenland ice sheet. Nature Communications 12, 3461 (2021). <sub>https://doi.org/10.1038/s41467-021-23739-z</sub>
DOI: 10.17633/rd.brunel.21427995
title: Trials we cannot trust: investigating their impact on systematic reviews and clinical guidelines in spinal pain dataset

description: Data underpinning the analysis of the impact of index trials of published systematic reviews and meta-analysis. These data relate to the following paper published in the Journal of Pain: https://doi.org/10.1016/j.jpain.2023.07.003
DOI: 10.15468/dl.kkh2h5
title: Occurrence Download

description: A dataset containing 332 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lagarosiphon muscoides Harv."
 ]
}

 The dataset includes 332 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041624-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8jn48
title: Occurrence Download

description: A dataset containing 7688 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alnus hirsuta (Spach) Rupr."
 ]
}

 The dataset includes 7688 records from 199 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041625-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3a66wr
title: Occurrence Download

description: A dataset containing 380 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Garrulax canorus (Linnaeus, 1758)",
 "Year 1000-2024"
 ]
}

 The dataset includes 380 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041626-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4jshyu
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leontodon hochstetteri M.Moura & Silva"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041627-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ww49pz
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lathyrus basalticus Rech.f."
 ]
}

 The dataset includes 41 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041628-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3bvhc2
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lagarosiphon rubellus Ridl."
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041629-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ad95s6
title: Occurrence Download

description: A dataset containing 6343 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leontodon hyoseroides Welw. ex Rchb."
 ]
}

 The dataset includes 6343 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041631-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ez3ntr
title: Occurrence Download

description: A dataset containing 3666 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lathyrus bauhini P.A.Genty"
 ]
}

 The dataset includes 3666 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041632-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sd59fa
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "Issue" : [
 "is one of (The taxon concept ID was not found in the checklist, Taxon match aggregate)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041634-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg3nub
title: Occurrence Download

description: A dataset containing 320 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Marine algal (seaweed) flora of Formigas Islets, Azores"
 ]
}

 The dataset includes 320 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041633-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uyddqn
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lagarosiphon steudneri Casp."
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041635-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ye575
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lathyrus belinensis Maxted & Goyder"
 ]
}

 The dataset includes 31 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041636-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gh587d
title: Occurrence Download

description: A dataset containing 6195 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leontodon incanus (L.) Schrank"
 ]
}

 The dataset includes 6195 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041638-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxnen4
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lagarosiphon verticillifolius Oberm."
 ]
}

 The dataset includes 50 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041639-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25500/edata.bham.00000721
title: Research data supporting ”Insight into PM2.5 sources by applying Positive Matrix factorization (PMF) at an urban and rural site of Beijing”
DOI: 10.15468/dl.sj9dxb
title: Occurrence Download

description: A dataset containing 30694 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Hirundo rustica Linnaeus, 1758",
 "Year 1000-2024"
 ]
}

 The dataset includes 30694 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041637-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2snhjd
title: Occurrence Download

description: A dataset containing 408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((23.23382 41.47989,28.04205 41.47989,28.04205 43.40233,23.23382 43.40233,23.23382 41.47989))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hippolais olivetorum (Strickland, 1837)",
 "Year 2014-2023"
 ]
}

 The dataset includes 408 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041640-240321170329656/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.25448056
title: Flory-Huggins interaction parameter calculated by COSMO-RS simulation

description: Dataset of the Flory-Huggins interaction parameter calculated by COSMO-RS method in the paper titled "Multitask Machine Learning to Predict Polymer–Solvent Miscibility Using Flory–Huggins Interaction Parameters"; <i>Macromolecules</i> 2023, 56, 14, 5446–5456; https://doi.org/10.1021/acs.macromol.2c02600.UPDATE on 2024.03.27. This data can be used in the script distributed at https://github.com/yoshida-lab/MTL_ChiParameter
DOI: 10.5281/zenodo.10851911
title: DiffFace - part2
DOI: 10.5281/zenodo.10851912
title: DiffFace
DOI: 10.5281/zenodo.10865008
title: DiffFace
DOI: 10.5281/zenodo.10865065
title: DiffFace - part2
DOI: 10.15468/dl.9jnyq7
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lathyrus binatus Pancic"
 ]
}

 The dataset includes 10 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041641-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10865299
title: DiffFace - part1
DOI: 10.5281/zenodo.10865300
title: DiffFace - part1
DOI: 10.17031/6603e50f546a2
title: CPR data for ACTNOW

description: The archive contains 9 files:
1.	“Polyg_ACTNOW.kml”: Polygon in format *.kml representing the selected area (used to extract the CPR data).
2.	“MapDataExtract_ACTNOW_02102023.png”: Map in format *.png representing the polygon used for extraction with CPR data superimposed.
3.	“CPR_DataPCI_ACTNOW_02102023.csv”: *.csv containing PCI counts
4.	“CPR_DataEyecount_ACTNOW_02102023.csv”: *.csv containing Eyecount counts
5.	“CPR_DataTraverse_ACTNOW_02102023.csv” : *.csv containing Traverse counts
6.	“CPR_DataPhytoplankton_ACTNOW_02102023.csv”: *.csv containing Phytoplankton counts
7.	“CPR_ListEyecount_ACTNOW_02102023.csv”: *.csv containing Eyecount taxa list
8.	“CPR_ListTraverse_ACTNOW_02102023.csv” ”: *.csv containing Traverse taxa list
9.	“CPR_ListPhytoplankton_ACTNOW_02102023.csv” ”: *.csv containing Phytoplankton taxa list

Note:
1.	Each “data” file has the taxa ID used as headings and taxa are organised in the same order as described in the associated “list” files. E.g., in CPR_DataEyecount_ACTNOW_02102023.csv, the first taxa is ID 40 corresponding to the first taxa in CPR_ListEyecount_ACTNOW_02102023.csv.
2.	In each “list” file, there is a column called DRI for Date of Routine Analysis. Prior to this date, a taxa was not looked for by our analysists. Data associated to this taxa will contain  missing values (i.e., NaN) for samples taken before the DRI.
3.	In each “data” file, presence are coded with a very small number (i.e., 10-10). It is down to the user to keep them, remove them  or set them to any other value (e.g., 0).
4.	Only well identified taxa were retained.
5.	Some taxa may appear as species but also be part of groups.
DOI: 10.15468/dl.b7bqvs
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leontodon intermedius Huter et al."
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041643-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7ntcb
title: Occurrence Download

description: A dataset containing 14106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Anthus hodgsoni Richmond, 1907",
 "Year 1000-2024"
 ]
}

 The dataset includes 14106 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041642-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qq2cqh
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lagenandra bogneri de Wit"
 ]
}

 The dataset includes 24 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041644-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10885890
title: Bioactive compounds from Crataegus Oxycantha Protects myocardium against important proteins of atherosclerosis.  An in-depth analysis using molecular simulation studies

description: We are submitting this data as a raw file for the submission of our manuscript to the peer reviwed journals.
DOI: 10.5281/zenodo.10885891
title: Bioactive compounds from Crataegus Oxycantha Protects myocardium against important proteins of atherosclerosis.  An in-depth analysis using molecular simulation studies

description: We are submitting this data as a raw file for the submission of our manuscript to the peer reviwed journals.
DOI: 10.15468/dl.qzqghg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "Issue" : [
 "is The taxon concept ID was not found in the checklist"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041645-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.24378/exe.5086
title: Unidirectional multipulse helicity-independent all-optical switching in [Ni/Pt] based synthetic ferrimagnets (dataset)

description: This is the dataset used for the Sait et al. (2024) article "Unidirectional multipulse helicity-independent all-optical switching in [Ni/Pt] based synthetic ferrimagnets" published in Physical Review B.
description: This dataset contains all raw data and the steps to process it to the format it to produce the images found in the publication (both the main text and supplementary information) which has been accepted in PRB under the title 'Unidirectional multipulse helicity-independent all-optical switching in [Ni/Pt] based synthetic ferrimagnets'. Processing of the data is performed by running the Python files within each folder and requires the use of 'gnuplot', 'imagej' and 'latex' softwares in order to run correctly.
DOI: 10.15468/dl.h5gaq2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lathyrus bitlisicus Pesmen & Güner"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041646-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17876/rave/dr.6/fields/20120816_1712m68
title: RAVE Field 20120816_1712m68

description: A field from the RAVE survey
DOI: 10.17876/rave/dr.6/fields/20120816_2006m25
title: RAVE Field 20120816_2006m25

description: A field from the RAVE survey
DOI: 10.17876/rave/dr.6/fields/20120816_2248m10
title: RAVE Field 20120816_2248m10

description: A field from the RAVE survey
DOI: 10.17876/rave/dr.6/fields/20120817_0138m48
title: RAVE Field 20120817_0138m48

description: A field from the RAVE survey
DOI: 10.17876/rave/dr.6/fields/20120817_1726m56
title: RAVE Field 20120817_1726m56

description: A field from the RAVE survey
DOI: 10.17876/rave/dr.6/fields/20120817_1812m55
title: RAVE Field 20120817_1812m55

description: A field from the RAVE survey
DOI: 10.17876/rave/dr.6/fields/20120819_1712m68
title: RAVE Field 20120819_1712m68

description: A field from the RAVE survey
DOI: 10.17876/rave/dr.6/fields/20120819_2256m20
title: RAVE Field 20120819_2256m20

description: A field from the RAVE survey
DOI: 10.17876/rave/dr.6/fields/20120820_0332m09
title: RAVE Field 20120820_0332m09

description: A field from the RAVE survey
DOI: 10.17876/rave/dr.6/fields/20120820_1738m64
title: RAVE Field 20120820_1738m64

description: A field from the RAVE survey
DOI: 10.17876/rave/dr.6/fields/20120820_1905m47
title: RAVE Field 20120820_1905m47

description: A field from the RAVE survey