cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57745/yj5ydi
title: crosstalk.min.css
DOI: 10.57745/flkdvg
title: plotly-htmlwidgets.css
DOI: 10.57745/wp1cae
title: typedarray.min.js
DOI: 10.57745/1lcs09
title: 002_IFNL_Recovery_scRNAseq_20230801_WT_KO_Merge01_normExpressionByCondition.tsv
DOI: 10.57745/1emgq1
title: clusteringBarplot_byCategory_Sample.html
DOI: 10.57745/gvm9fc
title: clusteringBarplot_byCategory_PriorIdentity.html
DOI: 10.57745/oftbxx
title: 002_IFNL_Recovery_scRNAseq_20230801_WT_KO_Merge01_normExpressionByClusterAndCondition.tsv
DOI: 10.57745/pfgn86
title: .DS_Store
DOI: 10.57745/ysnnz0
title: 002_IFNL_Recovery_scRNAseq_20230801_WT_KO_Merge01_seuratObject_final.RDS
DOI: 10.57745/onqro6
title: 002_IFNL_Recovery_scRNAseq_20230801_WT_KO_Merge01_cellsCoordinates_tsne.tsv
DOI: 10.57745/hieltt
title: 002_IFNL_Recovery_scRNAseq_20230801_WT_KO_Merge01_MarkerGenes.tsv
DOI: 10.57745/8osmv7
title: 002_IFNL_Recovery_scRNAseq_20230801_WT_KO_Merge01_cellsCoordinates_umap.tsv
DOI: 10.57745/gcqrt5
title: 002_IFNL_Recovery_scRNAseq_20230801_WT_KO_Merge01_normExpressionByCluster.tsv
DOI: 10.57745/wk3b4t
title: 002_IFNL_Recovery_scRNAseq_20230801_WT_KO_Merge01_cellsClusterIdentity.tsv
DOI: 10.57745/el8kdd
title: 002_IFNL_Recovery_scRNAseq_20230801_WT_KO_Merge01_clustersColor.tab
DOI: 10.15468/dl.nygxw6
title: Occurrence Download

description: A dataset containing 2569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Halyomorpha halys (Stål, 1855)"
 ]
}

 The dataset includes 2569 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003192-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/i4rtoj
title: clusteringBarplot_byCategory_Condition.html
DOI: 10.57745/ld1hur
title: 002_IFNL_Recovery_scRNAseq_20230801_WT_KO_Merge01_sessionImage_final.RDATA
DOI: 10.57745/xh4phc
title: 002_IFNL_Recovery_scRNAseq_20230801_WT_KO_Merge01_normExpressionByClusterAndSample.tsv
DOI: 10.57745/majxfm
title: plotly.js
DOI: 10.57745/ucxalf
title: .DS_Store
DOI: 10.57745/oebwng
title: jquery-AUTHORS.txt
DOI: 10.57745/idctqd
title: jquery.min.js
DOI: 10.57745/firjjs
title: jquery.min.map
DOI: 10.57745/bhah82
title: jquery.js
DOI: 10.57745/slby35
title: plotly-latest.min.js
DOI: 10.57745/dsa76x
title: htmlwidgets.js
DOI: 10.57745/vhyb68
title: crosstalk.js
DOI: 10.15468/dl.bzhmzq
title: Occurrence Download

description: A dataset containing 2608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((120.94943 -42.10660,174.05057 -42.10660,174.05057 -20.89340,120.94943 -20.89340,120.94943 -42.10660))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bossiaea buxifolia A.Cunn."
 ]
}

 The dataset includes 2608 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005972-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3hftu
title: Occurrence Download

description: A dataset containing 548 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bambusa multiplex (Lour.) Raeusch. ex Schult.f.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 548 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005973-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wka6bh
title: Occurrence Download

description: A dataset containing 4022 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elymus hispidus (Opiz) Melderis"
 ]
}

 The dataset includes 4022 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005965-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uny3pk
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is one of (South Africa, Congo, Democratic Republic of the)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tomichia W.H.Benson, 1851"
 ]
}

 The dataset includes 179 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005966-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6us6eh
title: Occurrence Download

description: A dataset containing 710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Sweden, Netherlands)",
 "TaxonKey is Grus grus (Linnaeus, 1758)",
 "Year 1975-1975"
 ]
}

 The dataset includes 710 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005967-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7yu65
title: Occurrence Download

description: A dataset listing the 9326 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.15621 53.46221,6.04848 53.43572,6.00632 53.28057,6.3014 53.22453,6.42787 53.3687,6.39508 53.48173,6.15621 53.46221))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 9326 records were derived from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005967-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trb5s2
title: Occurrence Download

description: A dataset containing 7943 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera leo (Linnaeus, 1758)",
 "Year 2015-2025"
 ]
}

 The dataset includes 7943 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005968-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewn37y
title: Occurrence Download

description: A dataset containing 992 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((130.83723 -42.75579,167.16277 -42.75579,167.16277 -28.24421,130.83723 -28.24421,130.83723 -42.75579))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aciphylla simplicifolia F.Muell. ex Benth."
 ]
}

 The dataset includes 992 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005976-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3daywz
title: Occurrence Download

description: A dataset containing 25089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio quadridentatus Labill."
 ]
}

 The dataset includes 25089 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005970-250227182400228/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.28539527
title: PRO_FINAL.xlsx

description: Datasheet for invertebrate hatching assay experiment.
DOI: 10.15468/dl.3b7bbp
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bambusa textilis McClure)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 65 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005977-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5y6bt
title: Occurrence Download

description: A dataset containing 3801 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vespa orientalis Linnaeus, 1761"
 ]
}

 The dataset includes 3801 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005978-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdcbwh
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is one of (South Africa, Congo, Democratic Republic of the)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tomichia W.H.Benson, 1851"
 ]
}

 The dataset includes 179 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005971-250227182400228/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.28539842
title: Checklist for Qualitative Research

description: The checklist for the qualitative research contains the title, abstract, problem formulation, research question, qualitative research paradigm, researcher characteristics, context, sampling strategy, ethical issues, data collection, data collection methods, instruments or technologies, units of study, data processing, data analysis, research design, synthesis, links to empirical data, integration of existing works, limitations, conflict of interest and the funding details.
DOI: 10.15468/dl.kzjdc3
title: Occurrence Download

description: A dataset containing 563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "Country is United States of America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "OccurrenceStatus is Present",
 "TaxonKey is Setophaga cerulea (A.Wilson, 1810)",
 "Year 1995-1995"
 ]
}

 The dataset includes 563 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005979-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqshp8
title: Occurrence Download

description: A dataset containing 431 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Euphorbia portulacoides L."
 ]
}

 The dataset includes 431 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005972-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nyy3bx
title: Occurrence Download

description: A dataset containing 1883 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((127.83723 -40.75579,164.16277 -40.75579,164.16277 -26.24421,127.83723 -26.24421,127.83723 -40.75579))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pultenaea procumbens A.Cunn."
 ]
}

 The dataset includes 1883 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005973-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49z9e3
title: Occurrence Download

description: A dataset containing 8751 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "TaxonKey is Salvia L."
 ]
}

 The dataset includes 8751 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005974-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjzpmf
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bambusa tuldoides Munro)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 190 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005982-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxmehv
title: Occurrence Download

description: A dataset listing the 6835 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((6.11908 53.46016,5.96141 53.2936,6.25704 53.2091,6.40813 53.34266,6.40156 53.48166,6.11908 53.46016))",
 "HasGeospatialIssue is false",
 "Year 2015-2025"
 ]
}

 The dataset's 6835 records were derived from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005975-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.czatm9
title: Occurrence Download

description: A dataset containing 347 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vespa soror Buysson, 1905"
 ]
}

 The dataset includes 347 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005975-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpt6bp
title: Occurrence Download

description: A dataset containing 11782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((93.43893 -49.79899,192.56107 -49.79899,192.56107 -10.20101,93.43893 -10.20101,93.43893 -49.79899))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ajuga australis R.Br."
 ]
}

 The dataset includes 11782 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005984-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pwcxh
title: Occurrence Download

description: A dataset containing 4435 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Galium hypocarpium (L.) Endl. ex Griseb."
 ]
}

 The dataset includes 4435 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005983-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qa5np8
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithocarpus turbinatus (Stapf) Forman"
 ]
}

 The dataset includes 45 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005976-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hc7cpc
title: Occurrence Download

description: A dataset containing 3121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bambusa vulgaris Schrad. ex J.C.Wendl.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 3121 records from 189 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005977-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fghtyq
title: Occurrence Download

description: A dataset listing the 45 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mission LAVIA 2024 : traveling study of West African bats"
 ]
}

 The dataset's 45 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005980-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5258/soton/d3108
title: Dataset supporting the publication "Pollen image manipulation using latent space"

description: Dataset supporting the publication "Pollen image manipulation using latent space" published in Frontiers in Plant Science

This dataset contains:

Figure 1. Block diagram concept of the study

Figure 2. Schematic of the StyleGAN neural network (formed of the mapping and synthesis networks) for generating images, and of then the use of a CNN for subsequent classification of the generated images.

Figure 3. Diagram of StyleGAN with 3 networks (Left) The mapping network transforms a random input into a style signal, controlling various aspects of image generation. (Middle) The synthesis (generator) network uses the information (A) from the mapping network to generate images from low to high resolution. It also incorporates random noise (B) to introduce variations and fine details. (Right) The discriminator network compares real and generated images, updating the weights of all networks through adversarial training to enhance performance.

Figure 4. Graph showing the accuracy of training and validation progress during training of the CNN.

Figure 5. Schematic of methodology of projecting an image into latent space, by generating random z vector, generating an image then comparing that image with the projected to obtain the suitable vector in latent space. The vector is then manipulated via adding or subtracting a vector before the synthesis network generates a new image.

Figure 6 Histogram of distribution of taxa in training dataset and generated dataset (as predicted by CNN).

Figure 7. Generated images of pollen grains created through latent w-space vector manipulation, showing the addition of a ‘size’ vector (-100%, -50%, 0%, +50%, +100%) added in the horizontal direction and a ‘spike’ vector (-100%, -50%, 0%, +50%, +100%) in the vertical direction, to generated images of (a) Knightia and (b) Coriaria. Each generated image also shows the predicted pollen taxa and predicted confidence, as well as the pollen size in pixels. Labelling is omitted from of images without any visible grains.

Figure 8. Generated images of pollen grains created through latent w-space vector manipulation, showing the addition of a ‘size’ vector (-100%, -50%, 0%, +50%, +100%) added in the horizontal direction and a ‘round’ vector (-100%, -50%, 0%, +50%, +100%) in the vertical direction, to generated images of (a) Metrosideros and (b) Disphyma. Each generated image also shows the predicted pollen taxa and predicted confidence, as well as the circularity of the pollen grain. Labelling is omitted from of images without any visible grains.

Figure 9. Generated images of pollen grains created through latent w-space vector manipulation, showing the interpolation of projected images between (a) Knightia and Kunzea (b) Brachyglottis repanda and Citrus. Each generated image also shows the predicted pollen taxa and predicted confidence.
DOI: 10.6084/m9.figshare.28539641
title: SPECIES ACCUM.xlsx

description: Species accumulation data for invertebrate hatching assays from three temporary freshwater habitats in Western Cape, South Africa.
DOI: 10.6084/m9.figshare.28539641.v1
title: SPECIES ACCUM.xlsx

description: Species accumulation data for invertebrate hatching assays from three temporary freshwater habitats in Western Cape, South Africa.
DOI: 10.15468/dl.dbtrq6
title: Occurrence Download

description: A dataset containing 11586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leptorhynchos squamatus (Labill.) Less."
 ]
}

 The dataset includes 11586 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005985-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5x77ec
title: Occurrence Download

description: A dataset containing 25254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hydrocotyle ranunculoides L.fil."
 ]
}

 The dataset includes 25254 records from 343 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005986-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc11bjkg
title: CCDC 963435: Experimental Crystal Structure Determination

description: Related Article: W. Chen,  F. N. Rein,  B. L. Scott and R. C. Rocha|2013|Acta Crystallogr.,Sect.E:Struct.Rep.Online|69|m510|doi:10.1107/S1600536813022940
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: 10.13140/rg.2.2.19384.46083
title: EAM potential for Palladium in a wide range of compressions and temperatures
DOI: 10.15468/dl.mn6vzn
title: Occurrence Download

description: A dataset containing 5196 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mesoplodon bidens"
 ]
}

 The dataset includes 5196 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049457-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.