cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/18zj-2f33
title: "Renewable Integrated Line Failure Dataset for IEEE39 Bus System"

description: "Grid stability faces dual threats from climate-intensified disasters and low-inertia renewables. This study unveils a comprehensive dataset from a custom IEEE 39-bus testbench powered by Synchronous Generators (SGs) and Inverter-based Resources (IBRs), capturing realistic dynamics under faults at every line and diverse locations. Starting with an all-SG configuration, we progressively replace SGs with current-controlled IBRs to mirror modern inertia challenges. Data generation systematically varies key SG\/IBR parameters - voltage phasor, current phasor, rotor angle (\u03b4), speed (\u03c9) - across wide operating ranges, producing high-fidelity time-series for dynamic studies, inertia and damping estimation, and critical clearing time (CCT) prediction. This reveals how gains (Ki and Kd) tuning bolsters fault resilience. Leveraging the dataset, we develop Feature Training for precise CCT forecasting and physics-informed neural networks (PINNs) to derive energy functions for transient stability analysis. This granular resource enables ML-driven assessments, high-renewable-grid planning, and real-time controls. Models and data are publicly available to advance reproducible research."
DOI: 10.15468/dl.2zypyf
title: Occurrence Download

description: A dataset containing 295161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , Cerastium glomeratum, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , Stellaria cupaniana, , Stellaria ruderalis, , Canobolas nobilis, , Cerastium minutulum, Cerastium membranaceum, Cerastium sibiricum, Cerastium minutulum, Cerastium mauritianum, Cerastium membranaceum, , , , , , , , , , , , , , , , , , Cerastium ovale, Cerastium pseudoviscosum, Cerastium hirsutum, Cerastium alpinum, Alsine trivialis, , , , , , , , , , , , Cerastium mutabile, Stellaria trivialis, Cerastium viscosum, Cerastium consanguineum, Cerastium arenosum, Cerastium mauritianum, , Cerastium apetalum, Cerastium vulgatum, , Cerastium sylvaticum, , , , , , , , , , , , , , , , , , , , , , , Cerastium sylvaticum, Cerastium tenellum, , , , , , , , , , , , , , , , , Cerastium simense, , , , , , , , Cerastium fulvum, , Cerastium sibiricum, , , Stellaria vulgata, , , , , , , , , , , , , , , , , , , , Cerastium brachycarpum, , , , , Stellaria glomerata, Cerastium villosum, Cerastium rotundifolium, Myosotis vulgaris, , , , , , , , , , , , , , , , , , , , Cerastium stevenii, Cerastium tomentosum, Cerastium viscosoides, , Cerastium triviale, , , Cerastium constantinopolitanum, , , , , , , , , , , , , , , , , , , , , , , , , , , , Cerastium caespitosum, , Cerastium pumilum, , , , , , , , , , , , , , , , , , , Alsine glomerata, Cerastium viscosioides, , , , Cerastium tenellum, , Cerastium acutatum, , , , , , , , , , , , , , , , , )",
 "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"
 ]
}

 The dataset includes 295161 records from 2312 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004227-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyy26a
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010294-251009101135966/datasets/export for details.
DOI: 10.15468/dl.mj88kp
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Edwardsiella lineata",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010295-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17360632
title: Automated Rhinoceros Detection in Satellite Imagery using Deep Learning Dataset

description: This repository contains a dataset of satellite images for white rhino (Ceratotherium simum simum) detection. The dataset was released in “Automated Rhinoceros Detection in Satellite Imagery using Deep Learning” Scientific Reports. The dataset consists of 512x512 sub-images extracted from World-View-3 satellite images (c) Maxar Technology acquired between 2015 and 2022 in a rhino farm in South Africa. Each sub-image is manually labelled with bounding boxes around individual rhinos. – Real_Labels.zip

The repository also contains synthetic labels generated with Blend library – SyntheticLabel.zip. 

Both types of labels are stored in text files with the same name as the corresponding image files and have the following format: label  xmin ymin width height. Label is 0 for all detections as only one class ‘rhino’ is present. xmin, ymin, width, height are relative to the image width and height, i.e. to know the pixel coordinates one needs to multiply them by image width or height: e.g., xmin_pixel = xmin * image_width, ymin_pixel = ymin * image_height.

Textures.zip contains the set of background images extracted from the original TIF files. These textures were used as environmental backdrops in the generation of synthetic data.

blend_scene.blend11 is the accompanying Blender project file. It includes the full procedural setup for synthetic image creation, specifically:





Random placement of rhino models within each scene,




Randomized background selection from the provided textures, and




Rendering scripts for generating the final synthetic imagery.



Together, these files document both the source textures and the reproducible Blender workflow used to generate the synthetic dataset.

The elephant data can be found here.

 How to cite:

I. Duporge, X. Lin, A. Palnitkar, A. Suresh, O. Isupova, D. Rubenstein, and J. Y. Aloimonos. 2025. Automated Rhinoceros Detection in Satellite Imagery using Deep Learning. Scientific Reports.”
DOI: 10.15156/bio/sh1801075.10fu
title: SH1801075.10FU

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: 10.15468/dl.ua28br
title: Occurrence Download

description: A dataset containing 2996 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sapajus nigritus"
 ]
}

 The dataset includes 2996 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006525-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1801114.10fu
title: SH1801114.10FU

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: 10.34740/kaggle/dsv/12630619
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.16632034
title: ACEM 10178 - supplementary data
DOI: 10.5281/zenodo.16632035
title: ACEM 10178 - supplementary data
DOI: 10.15468/dl.su8edx
title: Occurrence Download

description: A dataset containing 1320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Lycalopex fulvipes"
 ]
}

 The dataset includes 1320 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079234-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vte9du
title: Occurrence Download

description: A dataset containing 3178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amytornis textilis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 3178 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079235-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ub9w4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Justicia adhatoda",
 "Country is Algeria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079236-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/8z1-pfn-nns
title: †Productus Sowerby, 1814

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/abs-d2f-h6z
title: Teschenites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/017-tw9-1hp
title: Olcostephanus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/te5-sny-npd
title: †Globorotalia menardii (d'Orbigny in Parker, Jones & Brady, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hl7-lbe-yb2
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l1f-w7e-7qk
title: Teschenites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9t6-20l-e8s
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/49w-cxb-qth
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hdz-rvf-myp
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x96-q8j-nrr
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5lw-vdh-s4r
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e0f-0p0-46w
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/63r-lg5-ej7
title: †Neocomites peregrinus (Rawson & Kemper, 1978)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xrp-yyt-vs3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/crm-jjn-10r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rsh-23t-mjk
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ed7-ek9-zn8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wz0-2c5-lcr
title: Arvicolinae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/09m-xpc-31t
title: †Neocomites peregrinus (Rawson & Kemper, 1978)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rd9-11v-qqa
title: †Orthis Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7nt-s9s-x3d
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ew5-t74-y9f
title: Xenaspis Osten Sacken, 1881

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sqb-tad-my3
title: Teschenites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x9j-new-6x0
title: Valanginites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p79-pyz-5e9
title: Nonionellina labradorica (Dawson, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wwa-m0p-11q
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w8e-eb6-aew
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3c7-7vc-7j8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m37-94r-60b
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/50y-vkf-r0q
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xb7-7gw-339
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9pw-0pk-cnf
title: Capra hircus aegagrus Erxleben, 1777

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m0z-9q3-ajv
title: Arvicolinae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rwx-kqj-lfr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6fx-ser-txw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w5b-qdn-rxv
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j5b-2je-dns
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mn7-2q0-ftx
title: Arvicolinae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g6p-3ns-w70
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nw8-06n-str
title: Paradoxostoma Fischer, 1855

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c21-wmz-xee
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jxc-19f-2gv
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lcz-qyt-s76
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lfq-6sr-np1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zxr-fdn-lky
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/atp-thm-qfz
title: Sus scrofa Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kzw-rzt-twx
title: †Atrypa Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.53h8uu
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020824-250811113504898/datasets/export for details.
DOI: 10.15468/dl.zdpjg4
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron bonariensis",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 59 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020823-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/6mx-j7e-kcm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f0r-z8c-5ar
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lx3-wkg-mbb
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.34740/kaggle/dsv/8731440
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.15468/dl.hqmhhz
title: Occurrence Download

description: A dataset containing 401235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erigeron canadensis L.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 401235 records from 2503 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081562-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110620596
title: Persepolis Fortification Anepigraphic Tablet 0167.205, PFAnep 0167.205

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0167.205, PFUT 0167-205 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impression PFUTS 0250 on obverse. ❧ [Physical Object Note:] Chip on right edge; cracks on left edge; chip and crack on reverse; crack on upper edge.
DOI: 10.25549/inscriptifact-ouc110621049
title: Persepolis Fortification Anepigraphic Tablet 0742.199, PFAnep 0742.199

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0742.199, PFUT 0742-199 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse and upper edge. ❧ [Physical Object Note:] Small chips and cracks on all edges. One corner of left edge slightly broken. Come abrasion on reverse.
DOI: 10.25549/inscriptifact-ouc110620595
title: Persepolis Fortification Anepigraphic Tablet 0167.204, PFAnep 0167.204

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0167.204, PFUT 0167-204 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse. ❧ [Physical Object Note:] Crack running from obverse to flat edge; damage at top of obverse; damage and cracks on reverse.
DOI: 10.25549/inscriptifact-ouc110621042
title: Persepolis Fortification Anepigraphic Tablet 0241.201, PFAnep 0241.201

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0241.201, PFUT 0241-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse and upper edge. ❧ [Physical Object Note:] Some damage on upper left corner of obverse, and bottom left corner of reverse.