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

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Haplorchis pumilio (Looss, 1896) Looss, 1899"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225164-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7a22z
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Lampetra fluviatilis (Linnaeus, 1758)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0220744-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hsmfh9
title: Occurrence Download

description: A dataset containing 568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Adiantum abscissum Schrad."
 ]
}

 The dataset includes 568 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258068-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrw62e
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is Pteronura brasiliensis Zimmermann, 1780"
 ]
}

 The dataset includes 136 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050268-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g92zfn
title: Occurrence Download

description: A dataset containing 6053 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus alba L."
 ]
}

 The dataset includes 6053 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012460-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xp9qst
title: Occurrence Download

description: A dataset containing 7709 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prunus lusitanica L."
 ]
}

 The dataset includes 7709 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269153-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pwaxy
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-92.58179 21.0845,-93.26294 20.73557,-93.63647 19.10365,-91.5271 18.25022,-90.49438 20.09721,-92.58179 21.0845))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eretmochelys imbricata (Linnaeus, 1766)"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261989-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ebh20
title: Occurrence Download

description: A dataset containing 2434 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Orcinus orca (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2434 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012461-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3uhsc
title: Occurrence Download

description: A dataset containing 901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picea likiangensis (Franch.) E.Pritz.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 901 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037707-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e26jdb
title: Occurrence Download

description: A dataset containing 62251 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callipepla squamata (Vigors, 1830)"
 ]
}

 The dataset includes 62251 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261980-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/8dskxw
title: msXL_322v_15_02.jpg
DOI: 10.25346/s6eecgix/btm1t6
title: msXL_322v_15_01.jpg
DOI: 10.25346/s6eecgix/nsqkrn
title: msXL_322v_0_ring.jpg
DOI: 10.25346/s6eecgix/poxezh
title: msXL_322v.jpg
DOI: 10.25346/s6eecgix/fplyok
title: LEGGIMI_IT.txt
DOI: 10.48324/dandi.001188/0.251010.2006
title: A combinatorial neural code for long-term motor memory.

description: Data from "A combinatorial neural code for long-term motor memory." Jae-Hyun Kim, Kayvon Daie, Nuo Li. Nature 2024

Longitudinal calcium imaging of anterior lateral motor cortex in the mouse across multiple tasks, in which mice learned to perform directional licking in different task contexts. 

This work was funded by the Pew Scholars Program, NIH NS112312, NS113110, NS131229, NS132025, McKnight Foundation, and Simons Collaboration on the Global Brain.
DOI: 10.25346/s6eecgix/rhiaxe
title: msXL_334v_10_61.jpg
DOI: 10.25346/s6eecgix/u7ahlw
title: msXL_334v_10_60.jpg
DOI: 10.25346/s6eecgix/44ukuw
title: msXL_334v_10_59.jpg
DOI: 10.25346/s6eecgix/4ttln2
title: msXL_334v_10_58.jpg
DOI: 10.25346/s6eecgix/ktpvtu
title: msXL_334v_10_57.jpg
DOI: 10.25346/s6eecgix/a15dii
title: msXL_334v_10_56.jpg
DOI: 10.25346/s6eecgix/nl8ed7
title: msXL_334v_10_55.jpg
DOI: 10.25346/s6eecgix/wibchp
title: msXL_334v_10_54.jpg
DOI: 10.25346/s6eecgix/khvyx6
title: msXL_334v_10_53.jpg
DOI: 10.25346/s6eecgix/mbavqj
title: msXL_334v_10_52.jpg
DOI: 10.25346/s6eecgix/axvkl5
title: msXL_334v_10_51.jpg
DOI: 10.25346/s6eecgix/snaerq
title: msXL_334v_10_50.jpg
DOI: 10.25346/s6eecgix/n9qspu
title: msXL_334v_0_ring.jpg
DOI: 10.25346/s6eecgix/i2lqhd
title: msXL_334v.jpg
DOI: 10.25346/s6eecgix/d9uhbx
title: msXL_334r_65_49.tif
DOI: 10.25346/s6eecgix/bmj2qp
title: msXL_334r_65_48.tif
DOI: 10.15468/dl.2sp5kh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (172716319, 205000275, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, 210217004, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, 212261328, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, 209345855, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, 158194986, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, 211756468, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, 210653615, Rhinochimaeridae, 205824791, 197283909, 209565913, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, Rhinochimaeridae, RHINOCHIMAERIDAE, Rhinochimaeridae Garman, 1901, Rhinochimaeridae Garman, 1901, Rhinochimaeridae Garman, 1901, 161387315, Rhinochimaeridae Garman, 1901, Rhinochimaeridae Garman, 1901, Rhinochimaeridae Garman, 1901, Rhinochimaeridae Goode & Bean, 1895, Rhinchochimaeridae, Rhinchochimaeridae)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((109.5 20.15,117.25 20.15,117.25 24,109.5 24,109.5 20.15))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053769-241126133413365/datasets/export for details.
DOI: 10.15468/dl.z5umfw
title: Occurrence Download

description: A dataset containing 4167312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2013-2025"
 ]
}

 The dataset includes 4167312 records from 1488 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053763-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sccrev
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chimaeridae, 205918550, 204766133, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, 209454543, Chimaeridae, 205336629, Chimaeridae, 172716383, 208592689, 211756474, 209345857, Chimaeridae, 212265668, Chimaeridae, 197290298, 205824794, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, 206022742, Chimaeridae, 212271703, Chimaeridae, 209341002, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, 209565910, Chimaeridae, 205327645, Chimaeridae, 205982957, Chimaeridae, 206090769, Chimaeridae, Chimaeridae, 210655821, 212109370, 210653623, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, 205000277, 211028006, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, 205900426, 212261552, Chimaeridae, 158194840, Chimaeridae, 206090154, 204736983, Chimaeridae, Chimaeridae, 212359664, 204357322, 209667365, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, 212261326, 205988124, Chimaeridae, Chimaeridae, Chimaeridae, CHIMAERIDAE, Chimaeridae, Chimaeridae, 209432115, 157073446, Chimaeridae, Chimaeridae, 210217001, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae, Chimaeridae Bonaparte, 1831, Chimaeridae Bonaparte, 1831, Chimaeridae Bonaparte, 1831, Chimaeridae Bonaparte, 1831, Chimaeridae Bonaparte, 1831, Chimaeridae Rafinesque, 1815, Chimaeridae Rafinesque, 1815, Chimaeridae Rafinesque 1815, 161387343, Chimaeridae Rafinesque, 1815, Chimaeridae Rafinesque, 1815, Chimaeridae Bonaparte, 1831, Chimaeridae de Blainville, 1816)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((109.5 20.15,117.25 20.15,117.25 24,109.5 24,109.5 20.15))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053770-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6vs4gp
title: Occurrence Download

description: A dataset containing 265 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cymbaria borysthenica Pall. ex Schltdl."
 ]
}

 The dataset includes 265 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053771-241126133413365/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.28099811
title: Intense Enrichment of REEs and Their Occurrences in Bauxite Overlying Paleokarstic Surface

description: These tables primarily encompass the mineral abundance, major and trace element compositions, as well as the trace element concentrations of various minerals in three typical karstic bauxite deposits within the North China Craton.
DOI: 10.6084/m9.figshare.28099811.v1
title: Intense Enrichment of REEs and Their Occurrences in Bauxite Overlying Paleokarstic Surface

description: These tables primarily encompass the mineral abundance, major and trace element compositions, as well as the trace element concentrations of various minerals in three typical karstic bauxite deposits within the North China Craton.
DOI: 10.25345/c5jw8705s
title: MassIVE MSV000096751 - psilocybin production in E. coli
title: comparative proteomics on psilocybin-producing E. coli during log and stationary phase growth.
DOI: 10.15468/dl.5m56mc
title: Occurrence Download

description: A dataset containing 6305 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acanthospermum hispidum DC."
 ]
}

 The dataset includes 6305 records from 352 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053772-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8m6e9
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aplocheilus panchax",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062338-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34683/sr1823
title: StoneRounds Case: SR1823
title: Pattern Dystrophy

description: StoneRounds Case SR1823 was diagnosed with Pattern Dystrophy likely caused by mutations in the gene: PRPH2.
DOI: 10.5281/zenodo.15911877
title: SimForest: RGBD Instance Segmentation Dataset

description: SimForest is a synthetic dataset generated using the AGRARSENSE forestry simulation environment developed in Unreal Engine 5. The dataset is formatted in COCO-style and includes aligned RGB and depth images, along with instance segmentation annotations. It is designed for training and evaluating models in scene understanding, semantic segmentation, RGB-D perception, and multimodal fusion, particularly in complex, natural forest environments.

The dataset contains 5,000 high-resolution images at 3840×2160 pixels, captured with a virtual camera configured with a 90° field of view. The data covers all four seasons and a variety of cloudiness levels and daytime lighting conditions. Sun positions were dynamically simulated to correspond to the real-world solar angles of a geo-located forest area near Umeå, Sweden, adding realism and temporal diversity for tasks involving outdoor perception and environment modeling.

SimForest includes 11 annotated classes, carefully selected to represent key elements in Nordic forest environments:



Terrain – Ground surface such as soil, forest floor, and trails

Foliage – Leafy vegetation and bushes.

Birch, Pine, Spruce – Trees (including trunk, branches, and leaves), segmented by species

Birch_Trunk, Pine_Trunk, Spruce_Trunk – Tree trunks, separated by species

Sky – Sky and atmospheric background

Rock – Static natural obstacles such as boulders, stones, and rocky terrain features

Snow – Snow-covered terrain surface in winter scenarios


In addition to visual and segmentation data, the dataset includes comprehensive metadata to support advanced perception and simulation research:



Camera Metadata: Intrinsic parameters and full 6-DoF pose

Object Metadata: Per-instance location, orientation, and physical dimensions

Terrain Depth: A terrain depth map for each image, offering elevation information relative to the camera frame

Weather Conditions:



Season (Winter, Spring, Summer, Autumn)

Time of day (hour)

Month (affecting sun angle)

Cloudiness, represented as a floating-point value between 0 (completely clear) and 1 (fully overcast)




This dataset is particularly valuable for researchers working on sensor fusion, context-aware perception, domain adaptation, seasonal variation handling, and sim-to-real transfer learning in forestry and outdoor robotics. 

Dataset extraction

The dataset is compressed using 7-Zip and split into multiple volumes due to size limitations. A separate archive, SimForest_Metadata.7z, contains only the metadata. To extract the dataset download all SimForest.7z.00x files and place them in the same directory. Extract/open SimForest.7z.001. This will automatically join and unpack all volumes. 

Supplementary material

Supplementary scripts for converting the SimForest dataset to YOLO format, and for training and validation of YOLO detection and segmentation models are available in a public GitHub repository: https://github.com/RISE-Dependable-Transport-Systems/SimForest-YOLO-Toolkit
DOI: 10.15468/dl.vfswz8
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004996-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvve6f
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007558-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jddsfw
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005019-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/2502
title: LUMA
DOI: 10.57967/hf/2490
title: LUMA
DOI: 10.15468/dl.x32ub1
title: Occurrence Download

description: A dataset containing 1690897966 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1690897966 records from 19123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017460-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1192946.10fu
title: SH1192946.10FU

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/sh1192948.10fu
title: SH1192948.10FU

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/sh1192951.10fu
title: SH1192951.10FU

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.