cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5066/p1so5xxb
title: Water temperature, air temperature, and sensor depth data from select locations in the Big Soos Creek basin, WA from April 2023 to June 2024

description: These data were collected as part of a larger project to support Total Maximum Daily Load (TMDL) modeling in the Big Soos Creek basin. Water temperature, air temperature and sensor depth were collected from four sites in the Big Soos Creek basin; LITTLE SOOS CREEK BELOW LAKE YOUNGS NEAR KENT, WA (USGS site ID 12109400), JENKINS CREEK AT 188TH AVE SE NEAR KENT, WA (USGS site ID 12110300), COVINGTON CR ABV SE 328TH PL NR BLACK DIAMOND, WA (USGS site ID 12111800), and SOOSETTE CREEK AT SE 288TH ST NEAR KENT, WA (USGS site ID 12112400). Data was collected at 15-minute intervals from April 2023 until June 2024 using Hobo U20L-04 sensors that simultaneously measured temperature and pressure. Sensor depth was used as a surrogate for water depth and represents the depth of water above the sensor location in the water column. All data were analyzed and approved following USGS continuous data processing procedures.

Note: Any use of trade, firm, or product names is for descriptive purposes only and does not imply endorsement by the U.S. Government
DOI: 10.15468/dl.ad8nt2
title: Occurrence Download

description: A dataset containing 1272 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-93.55429 30.90653,-93.83207 29.71442,-90.70269 28.89616,-89.81057 29.10217,-89.10229 28.79747,-89.03286 29.31734,-89.31076 29.5815,-89.11183 29.93501,-89.21828 30.22137,-89.55384 30.20937,-89.81752 31.00066,-93.55429 30.90653))",
 "HasGeospatialIssue is false",
 "TaxonKey is Marchantiophyta"
 ]
}

 The dataset includes 1272 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003858-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvesz7
title: Occurrence Download

description: A dataset containing 374671 records in GBIF matching the query:
SELECT
 "year",
 GBIF_MGRSCode(10000, decimalLatitude, decimalLongitude,
 COALESCE(coordinateUncertaintyInMeters, 1000)) AS mgrsCode,
 speciesKey,
 species,
 family,
 COUNT(*) AS n,
 MIN(COALESCE(coordinateUncertaintyInMeters, 1000)) AS minCoordinateUncertaintyInMeters,
 IF(ISNULL(family), NULL, SUM(COUNT(*)) OVER (PARTITION BY family)) AS familyCount
 FROM
 occurrence
 WHERE
 occurrenceStatus = 'PRESENT'
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND level1gid = 'BEL.2_1'
 AND "year" &gt;= 2007
 AND "year" &lt;= 2022
 AND speciesKey IS NOT NULL
 AND decimalLatitude IS NOT NULL
 AND decimalLongitude IS NOT NULL
 AND class = 'Aves'
 AND collectionCode != 'ABV'
 GROUP BY
 "year",
 mgrsCode,
 speciesKey,
 family,
 species
 ORDER BY
 "year" ASC,
 mgrsCode ASC,
 speciesKey ASC

 The dataset's 374671 records were derived from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003849-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6y9qkz
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-33.18075 35.65169,-23.36956 35.65169,-23.36956 41.15285,-33.18075 41.15285,-33.18075 35.65169))",
 "TaxonKey is Ammi seubertianum (H.C.Watson) Trel.",
 "Year 1975-2025"
 ]
}

 The dataset includes 185 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003859-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcbatz
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psorotichia lutophila Arnold, 1891"
 ]
}

 The dataset includes 25 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003860-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/f7ns0s0z
title: Connecting River Systems Restoration Assessment Dikes

description: This dataset is the output of a python script/ArcGIS model that identifes dikes as having a difference in elevation above a certain threshold. If the elevation difference was below a certain threshold the area was not considered a dike; however, if the difference in elevation between two points was significantly high then the area was marked as a dike. Areas continuous with eachother were considered part of the same dike. Post processing occured. Users examined the data output, comparing the proposed dike locations to aerial imagery, flowline data, and the DEM. Dikes that appeared to be false positives were deleted from the data set.
DOI: 10.15468/dl.mh7g9k
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aspurz-Garde (W Pyrenees) Permanent Plots"
 ]
}

 The dataset includes 191 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003861-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7db6rh
title: Occurrence Download

description: A dataset containing 545 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eulophia alta (L.) Fawc. & Rendle"
 ]
}

 The dataset includes 545 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003862-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p92w7vz8
title: Saginaw Bay Restoration Assessment: Degree Flowlines

description: The U.S. Geological Survey (USGS) created geospatial datasets of potential culvert locations along with flowlines connected toLake Huron as part of the Saginaw Bay Restoration Assessment (SBRA). The Degree Flowlines and Culverts datasets represent the flowline network and culverts in the SBRA study area. Both datasets will be served in the Great Lakes Wetlands Restoration Area mapping application [https://glcwra.wim.usgs.gov/]. The map-based user interface can be used by stakeholders to find potential areas for successful wetlands restoration. Each flowline was assigned a connectivity score describing its level of connectedness to Lake Huron. Low numbers represent fewer disconnections, such as culverts or road crossings, between the reach and the water body requiring no flow network modification to restore the area. For more information, see the full data release documentation and the GLCWRA webpage: https://glcwra.wim.usgs.gov/.
DOI: 10.6084/m9.figshare.28660154.v1
title: Data and code for the T<sub>upp</sub> calculation and Unified model evaluation

description: Seasonal dormancy in extratropical trees is a critical adaptation that synchronizes growth with favourable climatic conditions. Traditionally, the effective chilling temperatures (ECT) required for dormancy release have been assumed to be fixed, ranging between 0–10 °C, based largely on studies in cold climates. However, whether the ECT range varies across diverse climatic regions remains unclear, limiting our ability to predict tree responses to climate change.Here, we quantify ECT variation using controlled experiments on 14 species and long-term phenological observations of 65 species across a ~3000-km latitudinal gradient in China. Our experimental results show that the upper ECT threshold increases by 0.27 °C per decreasing degree of latitude, indicating an expansion of the ECT range towards higher temperatures in warmer climates. Our modelling analysis of long-term records supports this trend, showing a comparable increase of 0.18 °C per decreasing degree of latitude.These findings provide the first empirical evidence of latitudinal variation in ECT, offering novel insights into the evolutionary adaptations in shaping tree seasonal growth across diverse climates, challenging the traditional view of a fixed 0–10 °C threshold. Ultimately, incorporating this adaptive variation into vegetation models and management strategies is crucial for improving predictions of forest phenology, productivity, and resilience under climate warming.
DOI: 10.5517/ccdc.csd.cc2mqk97
title: CCDC 2434749: Experimental Crystal Structure Determination

description: Related Article: Wen Gu|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.57967/hf/4912
title: RWKV-Thinking-problem-classify-v1
DOI: 10.57967/hf/5000
title: RWKV-Thinking-problem-classify-v1
DOI: 10.5281/zenodo.15095122
title: MITgcm model output for "A Topography-Aware Eddy Parameterization Improves Warm Water Transport Across the Cape Darnley Continental Slope"

description: This record contains model output from simulations performed for the study "A Topography-Aware Eddy Parameterization Improves Warm Water Transport Across the Cape Darnley Continental Slope".

It contains:



model output data at 2-km resolution

model output data at 8-km resolution 

model output for different simulations at 16-km resolution (no GM/Redi, constant GM/Redi=600m^2/s, topography-aware GM/Redi)

files containing root mean square errors for a range of GM/Redi parameters (the full dataset is too large to deposit here)


Documentation for the MITgcm model can be found at https://mitgcm.readthedocs.io/en/latest/.

Input files to reproduce the model runs are stored under https://doi.org/10.5281/zenodo.15090171.
DOI: 10.5281/zenodo.15095123
title: MITgcm model output for "A Topography-Aware Eddy Parameterization Improves Warm Water Transport Across the Cape Darnley Continental Slope"

description: This record contains model output from simulations performed for the study "A Topography-Aware Eddy Parameterization Improves Warm Water Transport Across the Cape Darnley Continental Slope".

It contains:



model output data at 2-km resolution

model output data at 8-km resolution 

model output for different simulations at 16-km resolution (no GM/Redi, constant GM/Redi=600m^2/s, topography-aware GM/Redi)

files containing root mean square errors for a range of GM/Redi parameters (the full dataset is too large to deposit here)


Documentation for the MITgcm model can be found at https://mitgcm.readthedocs.io/en/latest/.

Input files to reproduce the model runs are stored under https://doi.org/10.5281/zenodo.15090171.
DOI: 10.5281/zenodo.15089547
title: Concurrent superimposed ice formation and meltwater runoff on Greenland's ice slabs

description: Please see the README.md file for further information.
DOI: 10.5281/zenodo.15089548
title: Concurrent superimposed ice formation and meltwater runoff on Greenland's ice slabs

description: Please see the README.md file for further information.
DOI: 10.15468/dl.nydjhx
title: Occurrence Download

description: A dataset containing 23240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lepus americanus Erxleben, 1777"
 ]
}

 The dataset includes 23240 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003863-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15095847
title: Broadband near-ultraviolet dual comb spectroscopy
DOI: 10.5281/zenodo.15095848
title: Broadband near-ultraviolet dual comb spectroscopy
DOI: 10.15468/dl.47rdcv
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Laterallus xenopterus Conover, 1934"
 ]
}

 The dataset includes 299 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003864-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgkpq6
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psorotichia lutophila Arnold, 1891"
 ]
}

 The dataset includes 25 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003865-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/f7d798k3
title: Saginaw Bay Restoration Assessment Degree Flowlines

description: This represents the flowline network in Saginaw Bay Restoration Assessment (SBRA). It is attributed with the number of disconnections between the reach and the connecting river system. These data will help identify the condition of hydrologic separation between potential restoration areas and the connecting river system. Low numbers represent fewer disconnections such as culverts between the reach and the rivers requiring no flow network modification to restore the area.
DOI: 10.5519/qd.8tyirbcr
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (5982745 records)
DOI: 10.15468/dl.rpa77m
title: Occurrence Download

description: A dataset containing 1654 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eulophia maculata (Lindl.) Rchb.f."
 ]
}

 The dataset includes 1654 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003866-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2supuw
title: Occurrence Download

description: A dataset containing 1256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-32.59936 35.51625,-22.75927 35.51625,-22.75927 41.09351,-32.59936 41.09351,-32.59936 35.51625))",
 "TaxonKey is Ammi trifoliatum (H.C.Watson) Trel.",
 "Year 1975-2025"
 ]
}

 The dataset includes 1256 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003867-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15095419
title: Ultra-resolution photochemical sensing
DOI: 10.5281/zenodo.15095420
title: Ultra-resolution photochemical sensing
DOI: 10.15468/dl.rtu6sv
title: Occurrence Download

description: A dataset containing 753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Leopardus tigrinus (Schreber, 1775)"
 ]
}

 The dataset includes 753 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003869-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/f78k7766
title: Saginaw Bay Restoration Assessment Dikes

description: This dataset is the output of a python script/ArcGIS model that identifies dikes as having a difference in elevation above a certain threshold. If the elevation difference was below a certain threshold the area was not considered a dike; however, if the difference in elevation between two points was significantly high then the area was marked as a dike. Areas continuous with eachother were considered part of the same dike. Post processing occurred. Users examined the data output, comparing the proposed dike locations to aerial imagery, flowline data, and the DEM. Dikes that appeared to be false positives were deleted from the data set.
DOI: 10.5066/p94zvux6
title: Saginaw Bay Restoration Assessment: Dikes

description: This dataset represenst the location of dikes within the Saginaw Bay Restoration Assessment (SBRA) study area. An ArcGIS model identified dikes as having a difference in elevation and slope above a certain threshold. If the elevation difference was below a certain threshold, the area was not considered a dike. However, if the difference in elevation between two points was significantly high, then the area was marked as a dike. Areas contiguous with each other were considered part of the same dike. Data underwent quality control (QC) procedures in which Subject Matter Experts and those familiar with the study area examined the data output, comparing the proposed dike locations to aerial imagery, flowline data, and the Digital Elevation Model (DEM). Dikes that appeared to be false positives were deleted from the dataset. For more information, see the full data release documentation and the GLCWRA webpage: https://glcwra.wim.usgs.gov/.
DOI: 10.5066/p13leckc
title: An enhanced national-scale urban tree canopy cover dataset for the United States Data Release (2025)

description: Moderate-resolution (30 m) national map products have limited capacity to represent fine-scale, heterogeneous urban forms and processes, yet systematic improvements from incorporating higher resolution predictor data remain rare. In this study, we applied random forest models to high-resolution land cover data for 71 U.S. urban areas, moderate-resolution National Land Cover Database (NLCD) Tree Canopy Cover (TCC), and additional explanatory climatic and structural data to develop an enhanced U.S.-scale urban TCC dataset. With an overall R2 of 0.747, our model estimated TCC within 3% for 62 urban areas and added 13.4% more city-level TCC on average, compared to the native NLCD TCC product. Multiple cross-validations indicated model stability suitable for building a national-scale TCC dataset (median R2 of 0.752, 0.675, and 0.743 for 1,000-fold cross validation, urban area leave-one-out cross validation, and cross validation by Census block group median year built, respectively). Additionally, our model code can be used to improve moderate-resolution TCC in other parts of the world where high-resolution land cover data have limited spatiotemporal availability.
DOI: 10.15468/dl.c4dnqf
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-73.08389 8.73073,-73.08722 8.7262,-73.11557 8.64011,-73.1158 8.54951,-73.0879 8.46328,-73.03461 8.38985,-73.03333 8.38856,-72.95989 8.33511,-72.87346 8.30685,-72.84468 8.30676,-72.76728 8.26983,-72.67331 8.25855,-72.58068 8.27792,-72.52493 8.29947,-72.45523 8.3381,-72.39868 8.39412,-72.39338 8.40105,-72.35376 8.47146,-72.33518 8.55002,-72.33421 8.56062,-72.33798 8.64041,-72.36352 8.71614,-72.39121 8.75636,-72.41009 8.83861,-72.4274 8.87877,-72.43023 8.89581,-72.43592 8.91354,-72.48249 9.00197,-72.49322 9.01582,-72.50598 9.03119,-72.51862 9.04538,-72.61413 9.11609,-72.63545 9.12592,-72.74398 9.15242,-72.85457 9.13634,-72.88635 9.12522,-72.99944 9.05293,-73.01595 9.03589,-73.05987 8.97717,-73.08757 8.90939,-73.08933 8.90279,-73.09903 8.8327,-73.09135 8.76237,-73.08389 8.73073)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Smilacaceae, Sapindaceae, Pteridaceae, Polypodiaceae, Fabaceae, Cucurbitaceae, Cactaceae, Bignoniaceae, Araceae, Orchidaceae, Bromeliaceae)",
 "Year 1980-2025"
 ]
}

 The dataset includes 138 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003872-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5gqqe
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-123.3651217403063 41.763193832565776, -123.36851257056271 41.76255188484953, -123.3716708578875 41.761426888258185, -123.37447517101926 41.75986210694991, -123.37681771457646 41.75791771308869, -123.37860847571086 41.75566846859861, -123.37977868175174 41.753200846020285, -123.38028343619754 41.75060970003967, -123.38010343280915 41.747994618420414, -123.37924568365013 41.745456093156925, -123.37774323521165 41.743091659254254, -123.37565388572348 41.74099214942186, -123.37305795487983 41.73923820816785, -123.37005519307323 41.7378971985327, -123.36676094953737 41.737020619443506, -123.3633017464254 41.7366421320137, -123.35981042786078 41.73677626981924, -123.35642106867327 41.737417882128646, -123.35326383636725 41.73854233121749, -123.35046000158702 41.74010643627989, -123.34811728688952 41.742050128104204, -123.34632573117754 41.74429875164501, -123.34515422808906 41.74676592889568, -123.34464787158934 41.74935687296728, -123.34482621181579 41.75197202683504, -123.34568248990597 41.75451088750532, -123.34718388332563 41.75687586891045, -123.34927275446213 41.75897605498872, -123.35186885644589 41.76073069827968, -123.35487241283 41.76207232886408, -123.35816795341347 41.76294935328101, -123.36162875857947 41.76332804261982, -123.3651217403063 41.763193832565776))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 48 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003873-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15080599
title: Explainable AI for LSTMs in Regional Hydrology - test_DATASET

description: This is data published by paper:

An Explainable AI Approach for Interpreting Regionally Optimized Deep Neural Networks in Hydrological Prediction

F. Hosseini a , C. Prieto a , C. Álvarez a

a Instituto de Hidráulica Ambiental de la Universidad de Cantabria, Santander, Spain

 

Cite: Hosseini, Farzad and Prieto Sierra, Cristina and Álvarez Díaz, Cesar, An Explainable Ai Approach for Interpreting Regionally Optimized Deep Neural Networks in Hydrological Prediction. Available at SSRN: https://ssrn.com/abstract=5195507 or http://dx.doi.org/10.2139/ssrn.5195507
DOI: 10.5281/zenodo.15080600
title: Explainable AI for LSTMs in Regional Hydrology - test_DATASET

description: This is data published by paper:

An Explainable AI Approach for Interpreting Regionally Optimized Deep Neural Networks in Hydrological Prediction

F. Hosseini a , C. Prieto a , C. Álvarez a

a Instituto de Hidráulica Ambiental de la Universidad de Cantabria, Santander, Spain

 

Cite: Hosseini, Farzad and Prieto Sierra, Cristina and Álvarez Díaz, Cesar, An Explainable Ai Approach for Interpreting Regionally Optimized Deep Neural Networks in Hydrological Prediction. Available at SSRN: https://ssrn.com/abstract=5195507 or http://dx.doi.org/10.2139/ssrn.5195507