cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.y8vzo5
title: Occurrence Download

description: A dataset containing 4267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia saligna (Labill.) H.L.Wendl.",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 4267 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010727-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2h3vzm
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kaempferia harmandiana Gagnep."
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034311-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cszvcg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago arabica (L.) Huds.",
 "HasCoordinate is true",
 "Country is Iceland",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133781-240321170329656/datasets/export for details.
DOI: 10.15468/dl.d9h7dg
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mongolia",
 "TaxonKey is Artemisia rutifolia Stephan ex Spreng."
 ]
}

 The dataset includes 32 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120032-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkj4y8
title: Occurrence Download

description: A dataset containing 2803 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helix aspersa O.F.Müller, 1774"
 ]
}

 The dataset includes 2803 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133780-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zsv87b
title: Occurrence Download

description: A dataset containing 4702 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aegiphila verticillata Vell."
 ]
}

 The dataset includes 4702 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034391-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uw6462
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Italy)",
 "Year is greater than or equal to 1900",
 "TaxonKey is Xylella fastidiosa Wells et al., 1987",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347988-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oqtb6f
title: Occurrence Download

description: A dataset containing 17599 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thysanoessa macrura G.O.Sars, 1883"
 ]
}

 The dataset includes 17599 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010727-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.242j84
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kaempferia siamensis Sirirugsa"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034393-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3w7lr
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Typhlomyrmex major Santschi, 1923"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010727-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6kkqk
title: Occurrence Download

description: A dataset containing 477850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000000.0",
 "Country is Finland",
 "DatasetKey is Kastikka Floristic Archives (Kastikka Ark)",
 "GadmGid is FIN",
 "OccurrenceStatus is Present",
 "PublishingOrg is 04fd2e13-6881-4e5c-9dd1-8fdd9ab993c1",
 "TaxonKey is Poaceae",
 "Year 1970-2021"
 ]
}

 The dataset includes 477850 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347989-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37fnpw
title: Occurrence Download

description: A dataset containing 58908 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iris foetidissima L."
 ]
}

 The dataset includes 58908 records from 824 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034387-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jtjxex
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus sacame Trel."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138490-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrntah
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acaena argentea Ruiz & Pav.",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 37 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010730-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7j3dq
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kaempferia parviflora Wall. ex Baker"
 ]
}

 The dataset includes 51 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034362-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4s79e
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Elevation 2500.0-9999.0m",
 "TaxonKey is Halenia elata Wedd.",
 "Year 1980-2020"
 ]
}

 The dataset includes 71 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112252-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aff5rn
title: Occurrence Download

description: A dataset containing 2620 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mephitis macroura Lichtenstein, 1832"
 ]
}

 The dataset includes 2620 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010730-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y47hah
title: Occurrence Download

description: A dataset containing 297 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kaempferia galanga L."
 ]
}

 The dataset includes 297 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034286-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8we4f
title: Occurrence Download

description: A dataset containing 5395 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acinonyx jubatus (Schreber, 1775)"
 ]
}

 The dataset includes 5395 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0129215-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6buub7
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-67.44177 18.62334,-67.34509 17.5791,-64.51501 17.50368,-64.48865 18.02262,-64.78748 18.13124,-64.83142 18.67331,-67.44177 18.62334))",
 "HasCoordinate is true",
 "TaxonKey is Cyrilla racemiflora L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010730-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drkk4m
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jasminum syringifolium Wall. ex G.Don"
 ]
}

 The dataset includes 44 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034370-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jx58kg
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dianthidium platyurum Cockerell, 1923"
 ]
}

 The dataset includes 92 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000187-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrkftx
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Psilocybe caerulescens Murrill"
 ]
}

 The dataset includes 61 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010730-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbdxy7
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kaempferia pascuorum Insis."
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034366-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4jn8w
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Specimen"
 ]
 },
 "Country is Mexico",
 "HasCoordinate is false",
 "TaxonKey is Cyathea bicrenata Liebm."
 ]
}

 The dataset includes 78 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093447-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oiwsbh
title: Occurrence Download

description: A dataset containing 3824171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Country derived from coordinates",
 "Issue is Coordinate reprojected",
 "Issue is Country coordinate mismatch",
 "Issue is Coordinate uncertainty meters invalid"
 ]
 },
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 3824171 records from 243 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010731-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmf0td
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Humulus L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "DatasetKey is Herbarium, Botanical Museum, University of Oulu, Finland (OULU)"
 ]
}

 The dataset includes 251 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017759-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qu4xr
title: Occurrence Download

description: A dataset containing 1311 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A geographic distribution database of the cassava whitefly complex (Hemiptera, Aleyrodidae) and their associated parasitoids and hyperparasitoids (Hymenoptera)"
 ]
}

 The dataset includes 1311 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017759-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rqntc2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemilophia sessilifolia Al-Shehbaz, Arai & H.Ohba",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0320163-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.755ree
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypericum umbraculoides N.Robson"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0166462-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwdgqz
title: Occurrence Download

description: A dataset containing 2155 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 Chaetura martinica (Hermann, 1783)"
 ]
}

 The dataset includes 2155 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050848-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o96q37
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linopherus canariensis Langerhans, 1881",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017760-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15605292
title: Inputs Folder

description: Inputs for "Hybrid Grid-Renewable Strategies for Green Steel Production Under Energy Market Uncertainty".

Contains all input data sheets for running OptiPlant and the input data for determining the variable costs for the DRI-EAF unit ops
DOI: 10.5281/zenodo.15605293
title: Inputs Folder

description: Inputs for "Hybrid Grid-Renewable Strategies for Green Steel Production Under Energy Market Uncertainty".

Contains all input data sheets for running OptiPlant and the input data for determining the variable costs for the DRI-EAF unit ops
DOI: 10.14459/2024mp1743016
title: AI integration and organization structures

description: Survey dataset collected from 330 large and medium-sized organizations. Constructs cover measures of AI integration into organizational processes, as well as organizational characteristics and structural determinants
DOI: 10.15468/dl.cjtubp
title: Occurrence Download

description: A dataset listing the 10633 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Animalia"
 ]
}

 The dataset's 10633 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029770-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jr2tt6
title: Occurrence Download

description: A dataset containing 9003 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Verbena brasiliensis Vell.)"
 ]
}

 The dataset includes 9003 records from 268 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029907-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34760/664da46f8da18
title: Lifelines
DOI: 10.5281/zenodo.11235392
title: Breast Cancer Nuclei images for DL Training + ZeroCostDL4Mic StarDist Model

description: Training dataset:Paired microscopy images (fluorescence) and corresponding masks

Microscopy data type: Fluorescence microscopy and masks obtained via manual correction of automatic segmentation with pre-trained StarDist model (see https://github.com/qupath/models/tree/main/stardist) 

Cells were imaged using a 20x objective with a 1x camera adapter was used in conjunction with a pco.edge 4.2 4MP camera on Pannoramic SCAN 150 scanner.

Cell type: FFPE tissue sections were sliced from all cancer-containing paraffin blocks

File format: .tif (8-bit for fluorescence and 16-bit for the masks)

 

StarDist Model:The StarDist model was generated using the ZeroCostDL4Mic platform (Chamier et al., 2021). This custom StarDist model was trained for 100 epochs using 80 manually annotated paired images (image dimensions: (257, 257)) with a batch size of 2, an augmentation factor of 10 and a mae loss function. The StarDist “Versatile fluorescent nuclei” model was used as a training starting point. Key python packages used include TensorFlow (v 2.2.0), Keras (v 1.1.2), CSBdeep (v 0.7.2), NumPy (v 1.21.6), Cuda (v 11..1.105). The training was accelerated using a Tesla P100GPU.The model weights can be used in the ZeroCostDL4Mic StarDist 2D notebook or in the StarDist Fiji plugin. a QuPath-compatible model is also provided.
DOI: 10.5281/zenodo.11235393
title: Breast Cancer Nuclei images for DL Training + ZeroCostDL4Mic StarDist Model

description: Training dataset:Paired microscopy images (fluorescence) and corresponding masks

Microscopy data type: Fluorescence microscopy and masks obtained via manual correction of automatic segmentation with pre-trained StarDist model (see https://github.com/qupath/models/tree/main/stardist) 

Cells were imaged using a 20x objective with a 1x camera adapter was used in conjunction with a pco.edge 4.2 4MP camera on Pannoramic SCAN 150 scanner.

Cell type: FFPE tissue sections were sliced from all cancer-containing paraffin blocks

File format: .tif (8-bit for fluorescence and 16-bit for the masks)

 

StarDist Model:The StarDist model was generated using the ZeroCostDL4Mic platform (Chamier et al., 2021). This custom StarDist model was trained for 100 epochs using 80 manually annotated paired images (image dimensions: (257, 257)) with a batch size of 2, an augmentation factor of 10 and a mae loss function. The StarDist “Versatile fluorescent nuclei” model was used as a training starting point. Key python packages used include TensorFlow (v 2.2.0), Keras (v 1.1.2), CSBdeep (v 0.7.2), NumPy (v 1.21.6), Cuda (v 11..1.105). The training was accelerated using a Tesla P100GPU.The model weights can be used in the ZeroCostDL4Mic StarDist 2D notebook or in the StarDist Fiji plugin. a QuPath-compatible model is also provided.
DOI: 10.15468/dl.hmnyr7
title: Occurrence Download

description: A dataset containing 408990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Africa",
 "TaxonKey is Mollusca"
 ]
}

 The dataset includes 408990 records from 189 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029707-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvazz4
title: Occurrence Download

description: A dataset containing 12124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Bidens connata Muhl. ex Willd.)"
 ]
}

 The dataset includes 12124 records from 280 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029908-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a2mhya
title: Occurrence Download

description: A dataset containing 76771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((39.41715 15.59992,45.41719 15.59992,45.41719 19.3355,39.41715 19.3355,39.41715 15.59992))",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 76771 records from 221 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029801-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.