cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5522/04/30060709.v1
title: FTIR Data Mars Sublimation Experiments

description: When the 2028 ESA/NASA Rosalind Franklin Rover mission arrives at Mars it will drill up to 2m into its surface and retrieve geological samples for analysis. It is crucial to understand the changes that will occur to these rocks, and any organic molecules contained within them, when they are exposed to the sub-zero, low pressure Martian environment. This study explored the sublimation effects on gypsum and Mars-soil simulants that are known to be good at preserving organic molecules and biosignatures of life, as well as a &gt;120 year old microbial mat from Antarctica. Results showed that after exposure to the Martian environment for up to 72 hours, gypsum and the clay-rich Mars soil simulant called SOPHIA, showed minimal water loss via sublimation and would be good mineral protectors for biosignatures. The Antarctic microbial mat survived the cold and low pressure environment, with the loss of water actually amplifying the spectral visibility of the organic molecules present. This study highlights that perhaps the Martian environment is not as bad for astrobiology as once thought and may actually aid the spectral detection of biosignatures.
DOI: 10.5281/zenodo.15464505
title: Data on the cytotoxicity of surfactants used to increase the dispersion of micro- and nanoplastics

description: This dataset therefore describes the cytotoxic effects of five surfactants, including four synthetic and one bio-surfactant, using two human cell lines (mimicking ingestion and inhalation exposure pathways). Data was gathered using cytotoxicity assays (MTT, NR, SRB) using two human cell lines, Caco-2 and Beas-2B. Absorbance was measured using a spectrometer and subsequently corrected for background absorbance and transformed to an absorbance relative to the untreated cells. The data aids in the selection of proper surfactants and urges the need for adequate solvent controls which could account for potential unknown effects of unreported surfactants in commercially available plastics.
DOI: 10.15468/dl.gm8rwb
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Deightoniella",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026544-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvyauj
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex crispus",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 27 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026545-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxnt5q
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acerodon macklotii",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026546-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqwuay
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-48.59725 -20.10491,-47.39042 -20.10491,-47.39042 -18.80617,-48.59725 -18.80617,-48.59725 -20.10491))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cyperaceae"
 ]
}

 The dataset includes 262 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026547-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7937/kja4-1z76
title: Annotations for Vincristine, Dactinomycin, and Doxorubicin With or Without Radiation Therapy or Observation Only in Treating Younger Patients Who Are Undergoing Surgery for Newly Diagnosed Stage I, II, or III Wilms' Tumor (AREN0532-Tumor-Annotations)
title: AREN0532-Tumor-Annotations

description: This dataset contains image annotations derived from the NCI Clinical Trial "Vincristine, Dactinomycin, and Doxorubicin With or Without Radiation Therapy or Observation Only in Treating Younger Patients Who Are Undergoing Surgery for Newly Diagnosed Stage I, Stage II, or Stage III Wilms' Tumor (AREN0532)”.  The key objective of this project is to generate a large and highly curated imaging dataset of pediatric Wilms tumor patients with annotations suitable for cancer researchers and AI developers.

Annotation Protocol
For each patient, every DICOM Study and DICOM Series was reviewed to identify and annotate the clinically relevant time points and sequences. Segmentations, Seed Points, and Negative Findings Assessments are included.
DOI: 10.15468/dl.7uyhy2
title: Occurrence Download

description: A dataset containing 778 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dendrostoma",
 "HasCoordinate is true"
 ]
}

 The dataset includes 778 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026548-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.22224.37121
title: 00-User guide for MCDM tools-2025
DOI: 10.15468/dl.9f2fy7
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salmo trutta",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 55 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026549-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q8ab6z
title: Occurrence Download

description: A dataset containing 514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coendou prehensilis",
 "Year 1975-2025"
 ]
}

 The dataset includes 514 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026551-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hspyb
title: Occurrence Download

description: A dataset containing 8042 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acinonyx jubatus",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 8042 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026550-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2x5gm
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026552-251120083545085/datasets/export for details.
DOI: 10.15468/dl.f62y6f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salsola australis",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026553-251120083545085/datasets/export for details.
DOI: 10.15468/dl.gg3heu
title: Occurrence Download

description: A dataset containing 359779 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Aponogeton distachyos, Arthurdendyus triangulatus, Cabomba caroliniana, Callosciurus finlaysonii, Cherax destructor, Corvus splendens, Crassula helmsii, Elodea densa, Eriocheir sinensis, Erythranthe guttata, Faxonius immunis, Faxonius juvenilis, Faxonius rusticus, Faxonius virilis, Gambusia affinis, Heracleum mantegazzianum, Heracleum persicum, Heracleum pubescens, Houttuynia cordata, , Impatiens glandulifera, Koenigia polystachya, Lagarosiphon major, Lepomis gibbosus, Limnoperna fortunei, Ludwigia grandiflora, Ludwigia peploides, Lysichiton americanus, Morone americana, Muntiacus reevesi, Myriophyllum aquaticum, Myriophyllum heterophyllum, Pacifastacus leniusculus, Petasites japonicus, Pontederia cordata, Procambarus acutus, Procambarus clarkii, Procambarus virginalis, Pseudorasbora parva, Pycnonotus cafer, Saururus cernuus, Sciurus carolinensis, Sciurus niger, Solenopsis invicta, Solenopsis richteri, Threskiornis aethiopicus, Vespa velutina, Zizania latifolia)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 359779 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026499-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svj5rw
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diachora",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026554-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tygatx
title: Occurrence Download

description: A dataset containing 1857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aristotelia chilensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1857 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026555-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17775186
title: FWISD: The Flood and Waterfront Infrastructure Segmentation Dataset and model performance evaluations

description: The Flood and Waterfront Infrastructure Segmentation Dataset (FWISD) is constructed for post-disaster assessment, specifically focusing on the impact of Hurricane Francine (September 2024). This dataset utilizes high-resolution UAV imagery to enable precise semantic segmentation of floodwaters, infrastructure damage, and environmental elements. The dataset contains images with a resolution of 1024 x 1024 pixels, sourced from NOAA UAV Imagery, totaling approximately 4.36 GB.

The data collection centers on Hurricane Francine during the 2024 Atlantic hurricane season. On September 11, 2024, a Category 2 hurricane struck the southern Louisiana coast, causing widespread flooding and infrastructure threats. This study utilized UAV imagery released by the U.S. National Oceanic and Atmospheric Administration (NOAA) collected between September 16 and 17, 2024, covering multiple severely affected areas in southern Louisiana.

To construct a high-quality segmentation dataset, 12 target categories were defined, including natural environmental elements, man-made infrastructure, and disaster-specific elements. The pixel values represent the following classes: 0#Background, 1#Natural Water, 2#Tree, 3#Road-Passable, 4#Road-Flooded, 5#Building-Intact, 6#Building-Damaged, 7#Waterfront Structure-Intact, 8#Waterfront Structure-Damaged, 9#Vehicle-Land, 10#Vehicle-Water, and 11#Floodwater.

We designed a standardized pipeline to ensure pixel-level labeling accuracy using LabelMe software. A multi-round iterative quality control mechanism was implemented, including standardization, iterative review, and final inspection to ensure sharp boundaries and accurate class assignments. The dataset follows a standard semantic segmentation directory structure where images and masks are matched by filenames.
DOI: 10.5281/zenodo.17775187
title: FWISD: The Flood and Waterfront Infrastructure Segmentation Dataset and model performance evaluations

description: The Flood and Waterfront Infrastructure Segmentation Dataset (FWISD) is constructed for post-disaster assessment, specifically focusing on the impact of Hurricane Francine (September 2024). This dataset utilizes high-resolution UAV imagery to enable precise semantic segmentation of floodwaters, infrastructure damage, and environmental elements. The dataset contains images with a resolution of 1024 x 1024 pixels, sourced from NOAA UAV Imagery, totaling approximately 4.36 GB.

The data collection centers on Hurricane Francine during the 2024 Atlantic hurricane season. On September 11, 2024, a Category 2 hurricane struck the southern Louisiana coast, causing widespread flooding and infrastructure threats. This study utilized UAV imagery released by the U.S. National Oceanic and Atmospheric Administration (NOAA) collected between September 16 and 17, 2024, covering multiple severely affected areas in southern Louisiana.

To construct a high-quality segmentation dataset, 12 target categories were defined, including natural environmental elements, man-made infrastructure, and disaster-specific elements. The pixel values represent the following classes: 0#Background, 1#Natural Water, 2#Tree, 3#Road-Passable, 4#Road-Flooded, 5#Building-Intact, 6#Building-Damaged, 7#Waterfront Structure-Intact, 8#Waterfront Structure-Damaged, 9#Vehicle-Land, 10#Vehicle-Water, and 11#Floodwater.

We designed a standardized pipeline to ensure pixel-level labeling accuracy using LabelMe software. A multi-round iterative quality control mechanism was implemented, including standardization, iterative review, and final inspection to ensure sharp boundaries and accurate class assignments. The dataset follows a standard semantic segmentation directory structure where images and masks are matched by filenames.
DOI: 10.15468/dl.t4tfra
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salsola tragus",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026556-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qeap2j
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026557-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ksczhu
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 37 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026559-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wakmwq
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Addax nasomaculatus",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 209 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026558-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7u338h
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus namaycush",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026560-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jymn5y
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sulcispora",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026561-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13980624
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.sa5pmx
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aegialomys galapagoensis",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 134 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026564-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5ap4d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvia aethiopis",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026562-251120083545085/datasets/export for details.
DOI: 10.15468/dl.x65vu9
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026563-251120083545085/datasets/export for details.
DOI: 10.15468/dl.kv9hxw
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvinia molesta",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026565-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85j24g
title: Occurrence Download

description: A dataset containing 1928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arbutus arizonica"
 ]
}

 The dataset includes 1928 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026566-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6w8jw2
title: Occurrence Download

description: A dataset containing 708 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Graminopassalora",
 "HasCoordinate is true"
 ]
}

 The dataset includes 708 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026567-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.