cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8ntch3
title: Occurrence Download

description: A dataset containing 1349856 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 one of (Asperula hoskingii, Satyrium situsanguinum, Ipomoea quamoclit, Myosotis soleirolii, Hieracium osormortianum, Ruta graveolens, Salvia cilicica, Ipomoea alba, Isatis cochlearis, Cotoneaster luristanicus, Rosa bigeneris, Rosa californica, Calytrix insperata, Hieracium adenolegionense, Hieracium christianbernardii, Hieracium fabregatii, Antennaria umbrinella, Argyroderma delaetii, Cassia eremophila, Pentzia peduncularis, Hieracium incisiceps, Leucanthemopsis pallida, Hieracium pii-fontii, Calytrix breviseta, Calytrix duplistipulata, Calytrix tetragona, Salvia bracteata, Salvia candidissima, Salvia smyrnaea, Salvia tomentosa, Satureja hortensis, Satyrium ligulatum, Satyrium pulchrum, Agave americana, Arundo micrantha, Avena strigosa, Triraphis ramosissima, Ipomoea suaveolens, Asperula anatolica, Hieracium pellense, Polycarpaea arida, Lachnaea burchellii, Hieracium pseudoscardicum, Hieracium segureum, Hieracium semipallescens, Hieracium rapunculoides, Rosa marginata, Mexerion mexicanum, Hieracium cardoanum, Ophioglossum pusillum, Leptospermum sphaerocarpum, Salvia dianthera, Salvia hierosolymitana, Salvia hispanica, Salvia huberi, Salvia microstegia, Salvia pratensis, Salvia ringens, Agave rhodacantha, Agave utahensis, Hieracium lividum, Lopezia gracilis, Verbena menthifolia, Cistus populifolius, Cistus revolii, Conocarpus erectus, Cremolobus chilensis, Ipomoea intrapilosa, Rosa semiglabra, Hieracium laevigodentatum, Hieracium neomalyi, Hieracium pedemontanum, Hieracium cynanchoides, Hieracium rauzense, Hieracium stirovacense, Hieracium crocatum, Hypochaeris radicata, Arabis collina, Discaria nitida, Pentzia pinnatisecta, Rosa perthensis, Hieracium spectandum, Hieracium cabrillanense, Faucaria nemorosa, Kohautia ramosissima, Pterostylis bicolor, Pterostylis calceolus, Pterostylis roensis, Verbena canescens, Sisyrinchium convallium, Sisyrinchium halophilum, Sisyrinchium gratissimum, Pterostylis echinulata, Pterostylis voigtii, Myosotis lazica, Tilia cordata, Salvia cyanescens, Arabis subdecumbens, Sorbus scopulina)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 1349856 records from 3904 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020674-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/4er-g3f-g8f
title: Cerastium glomeratum Thuill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jer-83m-ex0
title: Carduus defloratus subsp. summanus (Pollini) Arcang.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ndf-6zf-mrd
title: Neslia paniculata (L.) Desv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/49q-db9-wws
title: Helleborus niger L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/b3g-1sm-fav
title: Schismus barbatus (L.) Thell.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x2v-922-0yv
title: Hieracium niveobarbatum Arv.-Touv. ex Gottschl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kg8-14m-2bg
title: Pilosella rothiana (Wallr.) F. W. Schultz & Sch. Bip.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/taz-wf3-x4h
title: Lamium galeobdolon subsp. galeobdolon

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m6w-vfa-r3z
title: Berberis julianae C. K. Schneid.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nhz-jfs-tjq
title: Daucus pumilus (L.) Hoffmanns. & Link

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d3w-a05-fnj
title: Fumaria bastardii Boreau

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k6e-5b1-5gj
title: Oxybasis rubra (L.) S. Fuentes, Uotila & Borsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h8x-0my-14a
title: Bupleurum stellatum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/np8-k1r-wtj
title: Hypochaeris glabra L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.83u3sp
title: Occurrence Download

description: A dataset containing 14675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Empidonax traillii)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 14675 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069877-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/jps-fcy-68a
title: Hieracium valdepilosum subsp. subsinuatum (Nägeli & Peter) Zahn

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k9x-990-1gf
title: Cerastium glomeratum Thuill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5ax-lbb-cs3
title: Plantago afra L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zmd-68d-pv1
title: Pilosella piloselloides subsp. parciflocca (Nägeli & Peter) Gottschl. & Schuhw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0y5-k1q-0xd
title: Fumaria schleicheri Soy.-Will.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kwv-69z-elw
title: Viola kitaibeliana Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vrc-b83-cgn
title: Hypochaeris glabra L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8fc-se8-aa4
title: Osyris lanceolata Steud. & Hochst. ex A. DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fde-q09-p8b
title: Molineriella laevis (Brot.) Rouy

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5rl-y7j-fld
title: Leersia oryzoides (L.) Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jpg-eqc-00h
title: Senecio sarracenicus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7y8-g89-rr4
title: Erigeron sumatrensis Retz.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ec2-2cz-f44
title: Hieracium flagellare Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.nqtyme
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agave angustifolia",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069879-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/l21-v8l-yyw
title: Berula erecta (Huds.) Coville

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t54-9bp-1dz
title: Xanthium orientale var. saccharatum (Wallr.) M. Hassl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/py7-5wv-ph7
title: Valantia muralis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zvv-ag4-5gv
title: Gypsophila repens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/56s-sp9-9t2
title: Carex pallescens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mfa-f6b-m2e
title: Corynephorus canescens (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d4d-qz8-3w2
title: Carex hirta L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k8m-lz7-mfj
title: Ornithogalum orthophyllum subsp. kochii (Parl.) Zahar.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/76p-6wk-gda
title: Woodsiaceae (A. Gray) Herter

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r32-9dg-716
title: Helictotrichon parlatorei (J.Woods) Pilg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3ga-hty-j8p
title: Erechtites hieraciifolius (L.) Raf. ex DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e8f-h1z-3tm
title: Linum austriacum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bqp-240-7dt
title: Viola canina subsp. montana (L.) Hartm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gjj-kq1-pwp
title: Jacobaea erratica (Bertol.) Fourr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jq1-tx8-g99
title: Rorippa palustris (L.) Besser

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nnd-rqd-8ew
title: Geranium pratense L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mj7-fxg-4ts
title: Hieracium tephrodermum subsp. tephrodermum

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wze-089-elr
title: Polypodium interjectum Shivas

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9c1-2eb-gv4
title: Ranunculus bulbosus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9t2-r63-x85
title: Pastinaca sativa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1hs-jbw-ytv
title: Lecanora

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fw1-c7n-jyt
title: Hieracium piloselloides Vill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hmr-y4p-cfr
title: Herniaria glabra L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tyg-d3v-caz
title: Filago pyramidata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.16585402
title: Supplemental Evaluation Datasets

description: Overview

This dataset was designed to provide a framework and set of evaluations for assessing the performance of geospatial models and datasets on real-world, data-limited applications. It is comprised of fifteen individual evaluations derived from ten publicly-available data sources. These datasets were selected and processed to represent archetypal classification, regression, and change detection use cases.

See the README in the top-level of the dataset for details on file and data structures.

License and Disclaimer

Copyright 2025 Google LLC All software is licensed under the Apache License, Version 2.0 (Apache 2.0); you may not use this file except in compliance with the Apache 2.0 license. You may obtain a copy of the Apache 2.0 license at: https://www.apache.org/licenses/LICENSE-2.0

All other materials, except as set out below, are licensed under the Creative Commons Attribution 4.0 International License (CC-BY). You may obtain a copy of the CC-BY license at: https://creativecommons.org/licenses/by/4.0/legalcode.



iNaturalist is licensed under a Creative Commons Attribution Non-Commercial 4.0 License (CC-BY-NC). You may obtain a copy of the CC-BY-NC license at https://creativecommons.org/licenses/by-nc/4.0/deed.en.

Canadian AAFC Annual Crop Inventory from the Canadian AAFC (Agriculture and Agri-Food Canada) is licensed under the Open Government Licence Canada. You may obtain a copy of the licence at https://open.canada.ca/en/open-government-licence-canada.


Attribution for all datasets listed in the ‘Overview’ section above is set out in their respective README files.

Unless required by applicable law or agreed to in writing, all software and materials distributed here under the Apache 2.0 or CC-BY licenses are distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the licenses for the specific language governing permissions and limitations under those licenses.

This is not an official Google product.
DOI: 10.15468/dl.5x2yyy
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ageratum conyzoides",
 "Country is Burkina Faso",
 "HasCoordinate is true"
 ]
}

 The dataset includes 86 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069880-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/pm7-wgk-777
title: Centaurea sarandinakiae N. B. Illar.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.6084/m9.figshare.28266230.v1
title: Supplementary tables used in this study.

description: Table S1. ImageStream raw data used in Fig. 1. Table S2. DESeq2 results of RLRb high versus RLRb low immunostaining shown in Fig. 1F. Table S3. GSEA results shown in Fig. 1G. Table S4. DESeq2 results of mCherry positive versus mCherry negative sorted cells. Used in Fig. 3 H-j. Table S5. GSEA results shown in Fig. 3J. Table S6. UMI fraction per metacell. Used for Fig. 5B. Table S7. Differential expression analysis of poly(I:C) versus NaCl treated embryos using MAST on scRNAseq data. Table S8. Marker genes reported by Cole et al. (48) Table S9. Cell cluster markers identified in this study. Used in fig. S6. Table S10. MAST differential expression for cluster 1 and GSEA results. Table S11. WGCNA analysis for identifying gene modules (fig. S7) Table S12. ORA results for GS17 (brown) gene module. Table S13. ORA results for GS16 (lightcyan) gene module. Table S14. ORA results for GS14 (red) gene module. Table S15. ORA results for GS15 (purple) gene module. Table S16. Marker genes identified in sub-clusters 0-3. Used in Fig. 6. Table S17. ORA results for sub-cluster 0. Table S18. ORA results for sub-cluster 1. Table S19. ORA results for sub-cluster 2. Table S20. ORA results for sub-cluster 3. Table S21. Orthofinder output used for orthogroups identification in Fig. 7. Table S22. Shared single orthogroups and their gene expression used for correlation analysis in Fig. 7D Table S23. Shared genes with adjusted p value &lt; 0.05 used for correlation analysis in Fig. 7E. Table S24. Genes that were shared between cluster in the non-injected control and the immune cluster in adult Nematostella identified by Cole et al. (48). Table S25. Dictionary for converting NVE gene models, NV2, and the gene models used in this study and their associated annotations.
DOI: 10.15156/bio/sh1391010.10fu
title: SH1391010.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1391015.10fu
title: SH1391015.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1391016.10fu
title: SH1391016.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1391017.10fu
title: SH1391017.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1391018.10fu
title: SH1391018.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1391021.10fu
title: SH1391021.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.