cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fsw3mg
title: Occurrence Download

description: A dataset containing 9133784 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rodentia"
 ]
}

 The dataset includes 9133784 records from 6073 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018919-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.az5nfm
title: Occurrence Download

description: A dataset containing 41475 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "TaxonKey is Arundo donax L."
 ]
}

 The dataset includes 41475 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018352-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.te5hjt
title: Occurrence Download

description: A dataset containing 5133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-190.03745 18.6937,-161.87749 18.6937,-161.87749 34.61242,-190.03745 34.61242,-190.03745 18.6937))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 5133 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018353-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13147787
title: Astronomical Image Classification Dataset

description: Dataset for the work published in SPIE Sensors and Imaging 2023:

Keenan A. A. Chatar, Ezra Fielding, Kei Sano, and Kentaro Kitamura "Data downlink prioritization using image classification on-board a 6U CubeSat", Proc. SPIE 12729, Sensors, Systems, and Next-Generation Satellites XXVII, 127290K (19 October 2023); https://doi.org/10.1117/12.2684047
DOI: 10.5281/zenodo.13147786
title: Astronomical Image Classification Dataset

description: Dataset for the work published in SPIE Sensors and Imaging 2023:

Keenan A. A. Chatar, Ezra Fielding, Kei Sano, and Kentaro Kitamura "Data downlink prioritization using image classification on-board a 6U CubeSat", Proc. SPIE 12729, Sensors, Systems, and Next-Generation Satellites XXVII, 127290K (19 October 2023); https://doi.org/10.1117/12.2684047
DOI: 10.15468/dl.q4u2w9
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis crucifer (Boulenger, 1899)"
 ]
}

 The dataset includes 148 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018354-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13941891
title: Amharic visual question answering on Ethiopian tourism

description: Visual Question Answering (VQA) is a Vision-to-Text (V2T) task that integrates visual features of images with natural language questions to generate meaningful responses. Most existing research has focused on English, leaving a significant gap for other languages, including Amharic. Tourism, a major global industry, relies heavily on interactions where visitors seek information about natural, historical, cultural, and religious sites. Ethiopia is a remarkable tourist destination, home to unique sites such as the Rock-hewn churches of Lalibela and the Castles of Gondar, as well as natural phenomena like Simien National Park and Lake Tana. Most visitors are local, creating an urgent need for a VQA model that can deliver accurate, culturally relevant information in Amharic. Unfortunately, no such model currently exists to assist tourists at these heritage sites. This research addresses this gap by developing an Amharic Visual Question Answering model specifically tailored for Ethiopian tourism. A new Amharic VQA dataset was created using 2,200 diverse images from Ethiopian tourist sites paired with 6,600 questions in Amharic, covering natural landmarks, historical sites, and religious celebrations. Our dataset is collected from various sources, including the UNICCO website, the Amhara Tourism office, and online platforms such as Facebook, Free pixel, and Instagram. Each image is complemented by three corresponding questions formulated by three individual experts and answered by ten candidates. The questions, answers, and images are linked through annotations and fed into the model. We used ResNet-50 for feature extraction and Bidirectional Gated Recurrent Unit (BiGRU) with attention mechanisms, achieving a testing accuracy of 54.98%, demonstrating the model's effectiveness in answering questions about Ethiopian heritage. We will expand this research using external knowledge to gat answer and description beyond image and custom object detection
DOI: 10.5281/zenodo.13941892
title: Amharic visual question answering on Ethiopian tourism

description: Visual Question Answering (VQA) is a Vision-to-Text (V2T) task that integrates visual features of images with natural language questions to generate meaningful responses. Most existing research has focused on English, leaving a significant gap for other languages, including Amharic. Tourism, a major global industry, relies heavily on interactions where visitors seek information about natural, historical, cultural, and religious sites. Ethiopia is a remarkable tourist destination, home to unique sites such as the Rock-hewn churches of Lalibela and the Castles of Gondar, as well as natural phenomena like Simien National Park and Lake Tana. Most visitors are local, creating an urgent need for a VQA model that can deliver accurate, culturally relevant information in Amharic. Unfortunately, no such model currently exists to assist tourists at these heritage sites. This research addresses this gap by developing an Amharic Visual Question Answering model specifically tailored for Ethiopian tourism. A new Amharic VQA dataset was created using 2,200 diverse images from Ethiopian tourist sites paired with 6,600 questions in Amharic, covering natural landmarks, historical sites, and religious celebrations. Our dataset is collected from various sources, including the UNICCO website, the Amhara Tourism office, and online platforms such as Facebook, Free pixel, and Instagram. Each image is complemented by three corresponding questions formulated by three individual experts and answered by ten candidates. The questions, answers, and images are linked through annotations and fed into the model. We used ResNet-50 for feature extraction and Bidirectional Gated Recurrent Unit (BiGRU) with attention mechanisms, achieving a testing accuracy of 54.98%, demonstrating the model's effectiveness in answering questions about Ethiopian heritage. We will expand this research using external knowledge to gat answer and description beyond image and custom object detection
DOI: 10.15468/dl.r6jeuf
title: Occurrence Download

description: A dataset containing 12059 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Geometry POLYGON((-166.8996 -57.64341,192.7355 -57.64341,192.7355 74.96974,-166.8996 74.96974,-166.8996 -57.64341))",
 "TaxonKey is Brassica tournefortii Gouan"
 ]
}

 The dataset includes 12059 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018355-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8cttn
title: Occurrence Download

description: A dataset containing 696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Saimiri cassiquiarensis (Lesson, 1840)",
 "Year 2010-2024"
 ]
}

 The dataset includes 696 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018356-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yknxp8
title: Occurrence Download

description: A dataset containing 516 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 Quedius scitus (Gravenhorst, 1806)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 516 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018357-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13026/nmdc-na68
title: MedDec: Medical Decisions for Discharge Summaries in the MIMIC-III Database

description: Medical decisions directly impact individuals' health and well-being.
Extracting decision spans from clinical notes plays a crucial role in
understanding medical decision-making processes. The MedDec dataset includes
expert-annotated decisions of ten types, including defining problems, setting
treatment goals, making drug-related decisions, performing therapeutic
procedures, giving advice and precautions, and deferment decisions, spanning
across eleven diverse patient phenotypes such as heart disease, lung disease,
cancer, psychiatric disorders, and chronic pain, from 451 expert-annotated
discharge summaries in the MIMIC-III database, where annotators identified
decision spans within each discharge summary, noting character start and end
positions alongside the decision type. The dataset enables the task of medical
decision extraction, aiming to jointly extract and classify different types of
medical decisions within clinical notes. This dataset also provides insights
into medical decisions across diverse demographics, including gender, race,
and English proficiency, sourced from the MIMIC-III database
DOI: 10.13026/nqnw-7d62
title: MedDec: Medical Decisions for Discharge Summaries in the MIMIC-III Database

description: Medical decisions directly impact individuals' health and well-being.
Extracting decision spans from clinical notes plays a crucial role in
understanding medical decision-making processes. The MedDec dataset includes
expert-annotated decisions of ten types, including defining problems, setting
treatment goals, making drug-related decisions, performing therapeutic
procedures, giving advice and precautions, and deferment decisions, spanning
across eleven diverse patient phenotypes such as heart disease, lung disease,
cancer, psychiatric disorders, and chronic pain, from 451 expert-annotated
discharge summaries in the MIMIC-III database, where annotators identified
decision spans within each discharge summary, noting character start and end
positions alongside the decision type. The dataset enables the task of medical
decision extraction, aiming to jointly extract and classify different types of
medical decisions within clinical notes. This dataset also provides insights
into medical decisions across diverse demographics, including gender, race,
and English proficiency, sourced from the MIMIC-III database
DOI: 10.15468/dl.93g9ah
title: Occurrence Download

description: A dataset containing 3484 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 Quedius xanthopus Erichson, 1839",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 3484 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018360-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjkzuy
title: Occurrence Download

description: A dataset containing 7831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Orchidaceae"
 ]
}

 The dataset includes 7831 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018358-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fj4dhp
title: Occurrence Download

description: A dataset containing 9026 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Cerdocyon thous (Linnaeus, 1766)",
 "Year 2010-2024"
 ]
}

 The dataset includes 9026 records from 237 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018361-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7944/p92d26li
title: Land cover and other geospatial layers created for the paper: Evaluating population connectivity and targeting conservation action for an endangered cat.

description: Dispersal of animals among populations helps to increase genetic variability and population viability. The endangered ocelot (Leopardus pardalis) in south Texas persists in two small populations separated by 30 km and cutoff from populations in northeastern Mexico. Despite the relatively short distance separating the two south Texas populations, movement between them has been limited, leading researchers to believe landscape connectivity is poor in the region. We developed habitat suitability maps using remote sensing and GPS-collared ocelots and ran connectivity analyses to assess current habitat linkages, important areas for conservation, and areas where connectivity could be improved through habitat restoration. First, we developed a resource selection function using random forest models and GPS data from ten ocelots collared at Laguna Atascosa National Wildlife Refuge combined with spatial layers derived from LiDAR and remotely sensed imagery. We then used these results as the basis for a cost surface layer. Using this layer, we examined habitat connectivity using least-cost and circuit theory methods. We evaluated linkages by cost of movement, identified areas important for maintaining existing connectivity, and ranked areas where restoration would have the greatest benefit to connectivity. We found that core habitats within the two populations were relatively well connected but connectivity between the two populations was poor. By identifying areas currently important for connectivity and areas with the greatest benefit to ocelots if restored, these results will help inform land acquisition and restoration planning to improve ocelot conservation in south Texas.
DOI: 10.15468/dl.rdyhwb
title: Occurrence Download

description: A dataset containing 1807 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 Nudobius lentus (Gravenhorst, 1806)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 1807 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018362-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v52bks
title: Occurrence Download

description: A dataset containing 1580 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 {
 "or" : [
 "StateProvince ~la guajira",
 "StateProvince is la guajira",
 "StateProvince is la guajira department",
 "StateProvince is la guajira dept.",
 "StateProvince is la guajira ?",
 "StateProvince is la guajira dept",
 "StateProvince is la guajira province"
 ]
 },
 "GadmGid is one of (COL.19.13_2)"
 ]
 }
 ]
}

 The dataset includes 1580 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018363-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vr8eex
title: Occurrence Download

description: A dataset containing 153 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 Astenus pulchellus (Heer, 1839)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 153 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018364-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.medygz
title: Occurrence Download

description: A dataset containing 457 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 Lithocharis nigriceps Kraatz, 1859",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 457 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018365-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xr69ym
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis cryophilius (Lynch, 1979)"
 ]
}

 The dataset includes 333 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018366-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2thrh
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA.13_1, USA.48_1, USA.38_1)",
 "TaxonKey is Picoides albolarvatus (Cassin, 1850)"
 ]
}

 The dataset includes 193 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018367-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q8jmx9
title: Occurrence Download

description: A dataset containing 1651 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diaphorina citri Kuwayama, 1908"
 ]
}

 The dataset includes 1651 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018368-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ch3zp
title: Occurrence Download

description: A dataset containing 1911 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 Stenus clavicornis (Scopoli, 1763)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 1911 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018369-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwa5je
title: Occurrence Download

description: A dataset containing 5934935 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "GadmGid is USA.6_1",
 "Geometry POLYGON((-107.3337 36.7964,-101.62691 36.7964,-101.62691 41.27202,-107.3337 41.27202,-107.3337 36.7964))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Dendroica petechia (Linnaeus, 1766), Gallinago delicata (Ord, 1825), Contopus sordidulus P.L.Sclater, 1859, Sturnella neglecta Audubon, 1844, Tyrannus verticalis Say, 1823, Bartramia longicauda (Bechstein, 1812), Tachycineta bicolor (Vieillot, 1808), Callipepla squamata (Vigors, 1830), Passerculus sandwichensis (J.F.Gmelin, 1789), Salpinctes obsoletus (Say, 1822), Phasianus colchicus Linnaeus, 1758, Agelaius phoeniceus (Linnaeus, 1766), Stelgidopteryx serripennis (Audubon, 1838), Anas acuta Linnaeus, 1758, Colaptes auratus (Linnaeus, 1758), Zenaida macroura (Linnaeus, 1758), Anas platyrhynchos Linnaeus, 1758, Numenius americanus Bechstein, 1812, Lanius ludovicianus Linnaeus, 1766, Chondestes grammacus (Say, 1822), Calamospiza melanocorys Stejneger, 1885, Charadrius vociferus Linnaeus, 1758, Passer domesticus (Linnaeus, 1758), Eremophila alpestris (Linnaeus, 1758), Anas carolinensis J.F.Gmelin, 1789, Ammodramus savannarum (J.F.Gmelin, 1789), Spizella pusilla (A.Wilson, 1810), Sturnus vulgaris Linnaeus, 1758, Tyrannus tyrannus (Linnaeus, 1758), Chordeiles minor (J.R.Forster, 1771), Petrochelidon pyrrhonota (Vieillot, 1817), Spizella passerina (Bechstein, 1798), Calcarius ornatus (J.K.Townsend, 1837), Peucaea cassinii (Woodhouse, 1852), Icterus bullockii (Swainson, 1827), Molothrus ater (Boddaert, 1783), Euphagus cyanocephalus (Wagler, 1829), Hirundo rustica Linnaeus, 1758, Turdus migratorius Linnaeus, 1766, Falco sparverius Linnaeus, 1758)",
 "Year 1990-2024"
 ]
}

 The dataset includes 5934935 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018349-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ha7px
title: Occurrence Download

description: A dataset containing 13606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Dasypus novemcinctus Linnaeus, 1758",
 "Year 2010-2024"
 ]
}

 The dataset includes 13606 records from 260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018371-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.