cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4rvzcg
title: Occurrence Download

description: A dataset containing 187019 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-105.37231 20.85414,-104.79474 20.85414,-104.79474 21.37336,-105.37231 21.37336,-105.37231 20.85414))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Aves, Mammalia, Amphibia, Squamata, Testudines, Crocodylia)"
 ]
}

 The dataset includes 187019 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049992-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppn364
title: Occurrence Download

description: A dataset containing 1317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Glossoloma ichthyoderma"
 ]
}

 The dataset includes 1317 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050065-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jg4xgx
title: Occurrence Download

description: A dataset containing 205760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Austria",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Testudines, Amphibia)"
 ]
}

 The dataset includes 205760 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050014-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3y8c3f
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.32074 3.81427,-76.30762 3.81427,-76.30762 3.82111,-76.32074 3.82111,-76.32074 3.81427))",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050071-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sak79t
title: Occurrence Download

description: A dataset containing 701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus leucostachys",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 701 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050069-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vszqe
title: Occurrence Download

description: A dataset containing 16488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Australia)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1917",
 "Year is less than or equal to 1917"
 ]
}

 The dataset includes 16488 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050038-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17093962
title: Inputs and Outputs for Blender Algorithm

description: This zip file contains the processed inputs and outputs for Dechow et al., 2025. To be submitted to Water Resource Research. Within this zip file, there are three more zip files labeled:

WY13_LRC_out.tar.gz | WY16_LRC_out.tar.gz | WY17_LRC_out.tar.gzThe file structure inside each gzip is identical. Each contains folders Pix1 - Pix3612. Within each folder is the corresponding input and output text files. Text files are labled with the name of the variable, and contain 366x1 or 365x1 lines of daily data. For WY13 and WY16, the daily data spans timeframe Oct 1 2012/15 to Sept 30 2013/16. For WY17, the data spans Sept 3 2016 to Sept 2 2017.

Also included is a csv file BlenderGridData.csv. It contains four columns of length 3612: Lat, Lon, iMap, jMap. Lat and Lon contain the Lat/Lon values for each of the 3612 pixels. Columns iMap and jMap contain the ij values of the array that is constructed from the Lat/Lon values. The resulting grid is 90x114. These were written for use in MATLAB, so element values start at 1. Sample code to construct the grid from this data is available at

https://github.com/dechowjack/Blender/blob/main/BlenderGridSampleCode.txt
DOI: 10.5281/zenodo.17093963
title: Inputs and Outputs for Blender Algorithm

description: This zip file contains the processed inputs and outputs for Dechow et al., 2025. To be submitted to Water Resource Research. Within this zip file, there are three more zip files labeled:

WY13_LRC_out.tar.gz | WY16_LRC_out.tar.gz | WY17_LRC_out.tar.gzThe file structure inside each gzip is identical. Each contains folders Pix1 - Pix3612. Within each folder is the corresponding input and output text files. Text files are labled with the name of the variable, and contain 366x1 or 365x1 lines of daily data. For WY13 and WY16, the daily data spans timeframe Oct 1 2012/15 to Sept 30 2013/16. For WY17, the data spans Sept 3 2016 to Sept 2 2017.

Also included is a csv file BlenderGridData.csv. It contains four columns of length 3612: Lat, Lon, iMap, jMap. Lat and Lon contain the Lat/Lon values for each of the 3612 pixels. Columns iMap and jMap contain the ij values of the array that is constructed from the Lat/Lon values. The resulting grid is 90x114. These were written for use in MATLAB, so element values start at 1. Sample code to construct the grid from this data is available at

https://github.com/dechowjack/Blender/blob/main/BlenderGridSampleCode.txt
DOI: 10.15468/dl.aj7m59
title: Occurrence Download

description: A dataset containing 29587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Country is Mexico",
 "Geometry POLYGON((-109.11603 21.67884,-109.04028 37.4336,-124.28925 33.79427,-125.70397 33.41916,-109.11603 21.67884))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corvus corax"
 ]
}

 The dataset includes 29587 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050070-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15869926
title: Data for main text figures - In situ engineering hexagonal boron nitride in van der Waals heterostructures with selective SF6 etching

description: Data includes AFM, Raman, and Transport measurements of graphene heterostructures before and after etching with SF6. Abstract: Van der Waals heterostructures are at the forefront in materials heterostructure engineering, offering the ultimate control in layer selectivity and capability to combine virtually any material. Hexagonal-boron nitride, the most commonly used dielectric material, has proven indispensable in this field, allowing the encapsulation of active 2D materials preserving their exceptional electronic quality. However, not all device applications require full encapsulation but rather require open surfaces, or even selective patterning of hBN layers. Here, we report on a procedure to engineer top hBN layers within van der Waals heterostructures while preserving the underlying active 2D layers. Using a soft selective SF6 etching combined with a series of pre and post-etching treatments, we demonstrate that pristine surfaces can be exposed with atomic flatness while preserving the active layers’ electronic quality. We benchmark our technique using graphene/hBN Hall bar devices. Using Raman spectroscopy combined with quantum transport, we show high quality can be preserved in etched regions by demonstrating low temperature carrier mobilities > 200,000 cm2/Vs, ballistic transport probed through magnetic focusing, and intrinsic room temperature phonon-limited mobilities. Atomic force microscopy brooming and O2 plasma cleaning are identified as key pre-etching steps to obtaining pristine open surfaces while preserving electronic quality. The technique provides a clean method for opening windows into mesoscopic van der Waals devices that can be used for local probe experiments, patterning top hBN in-situ, and exposing 2D layers to their environment for sensing applications.
DOI: 10.5281/zenodo.15869927
title: Data for main text figures - In situ engineering hexagonal boron nitride in van der Waals heterostructures with selective SF6 etching

description: Data includes AFM, Raman, and Transport measurements of graphene heterostructures before and after etching with SF6. Abstract: Van der Waals heterostructures are at the forefront in materials heterostructure engineering, offering the ultimate control in layer selectivity and capability to combine virtually any material. Hexagonal-boron nitride, the most commonly used dielectric material, has proven indispensable in this field, allowing the encapsulation of active 2D materials preserving their exceptional electronic quality. However, not all device applications require full encapsulation but rather require open surfaces, or even selective patterning of hBN layers. Here, we report on a procedure to engineer top hBN layers within van der Waals heterostructures while preserving the underlying active 2D layers. Using a soft selective SF6 etching combined with a series of pre and post-etching treatments, we demonstrate that pristine surfaces can be exposed with atomic flatness while preserving the active layers’ electronic quality. We benchmark our technique using graphene/hBN Hall bar devices. Using Raman spectroscopy combined with quantum transport, we show high quality can be preserved in etched regions by demonstrating low temperature carrier mobilities > 200,000 cm2/Vs, ballistic transport probed through magnetic focusing, and intrinsic room temperature phonon-limited mobilities. Atomic force microscopy brooming and O2 plasma cleaning are identified as key pre-etching steps to obtaining pristine open surfaces while preserving electronic quality. The technique provides a clean method for opening windows into mesoscopic van der Waals devices that can be used for local probe experiments, patterning top hBN in-situ, and exposing 2D layers to their environment for sensing applications.
DOI: 10.15468/dl.mnxd83
title: Occurrence Download

description: A dataset containing 724 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Glossoloma tetragonum"
 ]
}

 The dataset includes 724 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050074-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwdq3k
title: Occurrence Download

description: A dataset containing 194388 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is LBBG_ADULT - Lesser black-backed gulls (Larus fuscus, Laridae) breeding in Belgium"
 ]
}

 The dataset includes 194388 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050045-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azqcqr
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.32074 3.81427,-76.30762 3.81427,-76.30762 3.82111,-76.32074 3.82111,-76.32074 3.81427))",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050075-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9xk6c
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanochromis mossambiquensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050076-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6a3985
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus loganobaccus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 148 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050077-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2cn5xc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus loganobaccus",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050080-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15139/s3/p4bbpq
title: Data Management and Sharing Plan for: Innovative Network on the Science and Practice of Implementation, Research and Engagement Center (INSPIRE)

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.15468/dl.vxtkfr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus loganobaccus",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050078-250827131500795/datasets/export for details.
DOI: 10.5281/zenodo.17091922
title: Dataset for Sequence-to-sequence deep learning for improved lead detection during polar night using ICESat-2 data

description: This is sample data for Sequence-to-sequence deep learning for lead detection using ICESat-2 data during polar night.

 

-Koo_sequence_sample.npy: ready-to-train sequence data for Koo dataset.

-Liu_sequence_sample.npy: ready-to-train sequence data for Liu dataset.

 

The original annotated labels in the Koo dataset are from Koo et al. (2023).

https://www.sciencedirect.com/science/article/abs/pii/S0034425723002778

 

The original annotated labels in the Liu dataset are from Koo et al. (2025).

https://www.sciencedirect.com/science/article/abs/pii/S0034425725000112
DOI: 10.15468/dl.6byj7a
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-106.20472 23.19477,-106.18766 23.19477,-106.18766 23.20502,-106.20472 23.20502,-106.20472 23.19477))",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050081-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzk93s
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Goeppertia donnell-smithii"
 ]
}

 The dataset includes 215 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050084-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnu44h
title: Occurrence Download

description: A dataset containing 303890 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is LBBG_JUVENILE - Juvenile lesser black-backed gulls (Larus fuscus, Laridae) and herring gulls (Larus argentatus, Laridae) hatched in Zeebrugge (Belgium)"
 ]
}

 The dataset includes 303890 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050050-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7br6ay
title: Occurrence Download

description: A dataset containing 15013 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Colaptes auratus",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 15013 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050083-250827131500795/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.30011308.v7
title: Towards a justice oriented writing assessment. Studies 5 and 6 GRANT ID XXXXXXXX.

description: Writing assessment sum students scores data from studies 5 and 6, from the study "Towards a justice oriented writing assessment GRANT ID XXXXXXXX" are included in the present repository. These data table are shared with the purposes of aiding results reproducibility.
DOI: 10.15468/dl.kn75w8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus loganobaccus",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050087-250827131500795/datasets/export for details.
DOI: 10.15468/dl.8d6j2m
title: Occurrence Download

description: A dataset containing 13348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Material citation, Specimen, Fossil, Living Specimen, Occurrence evidence)",
 "Country is Honduras",
 "DatasetKey is one of (University of Florida Lepidoptery, Entomology Division, Yale Peabody Museum, NMNH Material Samples (USNM), NMNH Extant Specimen Records (USNM, US), International Barcode of Life project (iBOL), Insect specimens of Kashihara City Museum of Insect, Auckland Museum Entomology Collection, C.P. Gillette Museum of Arthropod Diversity, INSDC Host Organism Sequences)",
 "TaxonKey is Lepidoptera"
 ]
}

 The dataset includes 13348 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050086-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pvu23
title: Occurrence Download

description: A dataset containing 42737 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is MH_ANTWERPEN - Western marsh harriers (Circus aeruginosus, Accipitridae) breeding near Antwerp (Belgium)"
 ]
}

 The dataset includes 42737 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050085-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qq22q
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus loganobaccus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 82 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050088-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkhsvu
title: Occurrence Download

description: A dataset containing 381249 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Uraria sinensis, Urceola linearicarpa, Urceola micrantha, Urceola tournieri, Urena lobata, Urena repanda, Urochloa panicoides, Urochloa reptans, Urochloa setigera, Urtica ardens, Urtica dioica afghanica, Urtica dioica dioica, Urtica hyperborea, Urtica laetevirens cyanescens, Urtica laetevirens laetevirens, Urtica mairei, Urtica parviflora, Urtica triangularis triangularis, Urtica urens, Utricularia aurea, Utricularia australis, Utricularia bifida, Utricularia brachiata, Utricularia caerulea, Utricularia christopheri, Utricularia furcellata, Utricularia gibba, Utricularia hirta, Utricularia kumaonensis, Utricularia minor, Utricularia minutissima, Utricularia multicaulis, Utricularia scandens, Utricularia stellaris, Utricularia striatula, Utricularia uliginosa, Uvaria concava, Uvaria dioeca, Uvaria hamiltonii, Uvaria macropoda, Vaccaria hispanica, Vaccinium chaetothrix, Vaccinium delavayi, Vaccinium dendrocharis, Vaccinium duclouxii, Vaccinium dunalianum, Vaccinium dunalianum dunalianum, Vaccinium dunalianum urophyllum, Vaccinium fragile fragile)"
 ]
}

 The dataset includes 381249 records from 2206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049994-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive7103.20240510.9
title: Methanosarcina mazei (Barker 1936) Mah and Kuhn 1984

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7104.20240510.9
title: Methanosarcina mazei (Barker 1936) Mah and Kuhn 1984

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7105.20240510.9
title: Methanosarcina mazei (Barker 1936) Mah and Kuhn 1984

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7106.20240916.9.1
title: Methanosarcina mazei (Barker 1936) Mah and Kuhn 1984

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7107.20240916.9.1
title: Methanosarcina mazei (Barker 1936) Mah and Kuhn 1984

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7108.20240916.9.1
title: Methanosarcina sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.