cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14945165
title: Proton2Carbon dataset: pairs of proton and carbon ion pencil beams images obtained using a scintillation detector

description: The Proton2Carbon dataset contains 547,224 pairs of proton and carbon ion pencil beams images obtained using a scintillation detector. Each image represents a pulled back pencil beam that crossed an object located between the source and the detector at a given location in the imaging field of view. All details related to image acquisition can be found at https://doi.org/10.1002/mp.17645.

Each of the 547,224 images is a (W, H) = (608, 96) pixels .png image containing a (pulled back) pencil beam, with various levels of range mixing. The camera pixel size is approximately 0.41 mm; each image covers a physical field of view of approximately 250x40 mm2. While the scintillator acquires raw images of size (608, 488), each image was cropped to a 4 cm region around the centre of the pencil beam in the height dimension to reduce the size of the images and network.

For users interested in image reconstruction, we provide the coordinate of the crop for each image in the cropped_coordinates.csv file such that the full (608, 488) images can be recreated. To recreate the full image, assuming that cropped_image is the (608, 96) image, one can do

full_image = np.zeros((608, 488))

full_image[yi:yf, xi:xf] = cropped_image

Where xi, xf, yi, yf are tabulated in the .csv file.

The dataset contains 12 zipped folders, one for each of the 12 scans introduced in section 1. The data structure is:

./<scan_number>/<ion_species>/<camera_view>_image_#.png

Where <scan_number>  {scan_1, …, scan_12} and correspond to the 12 geometries introduced in section 1, <ion_species>  {protons, carbon}, <camera_view>  {lateral, top}, and # represents the number of the image, ranging from 1 to 22,801 for each combination of scan, ion species and camera view. The matching proton and carbon ion images will have the same filename except the <ion_species>.
DOI: 10.17632/3yrcvyk3dv.1
title: Undergraduate Admission and Graduation Dataset from a Colombian Public University: Trends in Equity, Retention, and Academic Performance

description: This dataset provides detailed records on undergraduate admissions and graduations from a public university in Colombia, covering students admitted from 2016 to 2024 and those who graduated in 2023 and 2024. It includes key variables such as enrollment numbers, tuition fees, time-to-degree completion, and special admission categories for vulnerable populations, including victims of armed conflict, Indigenous students, and Afro-Colombian communities.

The data enable researchers to analyze gender disparities in higher education, assess retention and dropout risks, and explore academic trajectories across different programs. Additionally, by comparing admission and graduation trends, the dataset supports investigations into shifts in academic demand and the effectiveness of special enrollment pathways.

This dataset serves as a valuable resource for studying equity, retention, and academic performance in Colombian higher education.
DOI: 10.17632/5ygtbmb2c8.1
title: The More, The Better? How Function Repertoire Affects Customers’ Sentiment on AI-enabled Driving Systems

description: The research team crawled user posts from two automotive forums, conducted text analysis and variable calculations, and obtained a dataset that is used exclusively for the paper “The More, The Better? How Function Repertoire Affects Customers’ Sentiment on AI-enabled Driving Systems.”
DOI: 10.15468/dl.5mwqnj
title: Occurrence Download

description: A dataset containing 1248135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is El Salvador",
 "Geometry POLYGON((-107.64723 5.24421,-71.35277 5.24421,-71.35277 19.75579,-107.64723 19.75579,-107.64723 5.24421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1248135 records from 402 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000906-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8uv8r
title: Occurrence Download

description: A dataset containing 1999890 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Frankenia pulverulenta, Bertya mollissima, Drosera browniana, Drosera occidentalis, Drosera pauciflora, Drosera subhirtella, Galium boreale, Galium catalinense, Galium glaucum, Psychotria daphnoides, Hypoxis obtusa, Muilla transmontana, Ornithogalum dalmaticum, Lathyrus tremolsianus, Lathyrus nissolia, Lathyrus linifolius, Mezoneuron scortechinii, Nonea micrantha, Orobanche teucrii, Orobanche sanguinea, Orobanche cyrnea, Terminalia platyptera, Thunbergia dregeana, Galium multiflorum, Aubrieta olympica, Galium viciosorum, Galium cankiriense, Ornithogalum inclusum, Ornithogalum adseptentrionesvergentulum, Ornithogalum armeniacum, Ornithogalum pascheanum, Rytidosperma duttonianum, Scholtzia brevistylis, Romanzoffia sitchensis, Triumfetta ramosa, Triumfetta fissurata, Veronica sobolifera, Hypoxis membranacea, Alepidea delicatula, Pemphis acidula, Leysera tenella, Lathyrus cirpicii, Galium floribundum, Galium minutulum, Galium papilliferum, Galium radulifolium, Galium serpenticum, Galium stepparum, Olax retusa, Trichosanthes pilosa, Urena armitiana, Veronica polifolia, Veronica bastardii, Frankenia pauciflora, Frankenia plicata, Frankenia serpyllifolia, Frankenia uncinata, Xanthosia atkinsoniana, Drosera micrantha, Drosera rotundifolia, Drosera spatulata, Galium angustifolium, Galium aparine, Galium czerepanovii, Galium degenii, Lamium hybridum, Psychotria horizontalis, Scholtzia parviflora, Hypoxis oblonga, Muhlenbergia longiglumis, Ornithogalum richtersveldense, Lathyrus sulphureus, Lathyrus nevadensis, Lathyrus lomanus, Nonea intermedia, Orobanche nowackiana, Orobanche longibracteata, Orobanche hypertomentosa, Orobanche, Terminalia volucris, Veronica ceratocarpa, Veronica opaca, Galium divaricatum, Ornithogalum chetikianum, Erythrina longipes, Drosera, Claoxylon australe, Ornithogalum pamphylicum, Ornithogalum sorgerae, Drosera badgingarra, Scholtzia chapmanii, Lathyrus lanszwertii, Veronica urticifolia, Triumfetta incana, Tetratheca harperi, Tetratheca efoliata, Tetratheca aphylla, Tetratheca affinis, Triumfetta triandra, Hypoxis flanaganii)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 1999890 records from 4901 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053499-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xs5ra
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 22 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101543-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.i3pkg3
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bactrocera melastomatos Drew & Hancock, 1994"
 ]
}

 The dataset includes 30 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005120-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y5aju6
title: Occurrence Download

description: A dataset containing 124499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Corispermum nitidum Kit. ex Schult., Cornucopiae cucullatum L., Cornus alba L., Cornus mas L., Cornus sanguinea L., Cornus sanguinea subsp. australis (C.A.Mey.) Jáv., Cornus sanguinea subsp. hungarica (Kárpáti) Soó, Cornus sanguinea subsp. sanguinea, Cornus sericea L., Cornus suecica L.)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 124499 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069148-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hnz8k4
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is one of (Burundi, Congo, Democratic Republic of the, Rwanda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Disakisperma obtusiflorum (Hochst.) P.M.Peterson & N.Snow"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008679-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzez3z
title: Occurrence Download

description: A dataset containing 714246 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calluna vulgaris (L.) Hull"
 ]
}

 The dataset includes 714246 records from 700 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128113-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yvnqr
title: Occurrence Download

description: A dataset containing 264 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dipodomys merriami quintinensis Huey, 1951"
 ]
}

 The dataset includes 264 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069175-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgvwku
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aeolosomatidae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than 2000"
 ]
}

 The dataset includes 24 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133081-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l9mwsw
title: Occurrence Download

description: A dataset containing 3320 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bassariscus astutus (Lichtenstein, 1830)"
 ]
}

 The dataset includes 3320 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004039-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbcu4f
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trigonella stellata Forssk.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009084-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bccrg8
title: Occurrence Download

description: A dataset containing 4285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Oncorhynchus masou (Brevoort, 1856)"
 ]
}

 The dataset includes 4285 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130871-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o6zvvm
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleocharis brasiliensis Boeckeler"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010796-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9sg3v
title: Occurrence Download

description: A dataset containing 2541 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Munida quadrispina J.E.Benedict, 1902"
 ]
}

 The dataset includes 2541 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009097-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27ggnx
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisyrinchium coalitum Ravenna"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0349102-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5q5bzn
title: Occurrence Download

description: A dataset containing 1353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 11.6427664121374",
 "DecimalLongitude is less than 11.6458259653218",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1353 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013003-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3s1nwi
title: Occurrence Download

description: A dataset containing 2143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ursus maritimus Phipps, 1774",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2143 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010812-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9gfr8
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisyrinchium decumbens Ravenna"
 ]
}

 The dataset includes 76 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0349113-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fs724d
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum strictisiliquum N.Busch"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042316-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pz4eix
title: Occurrence Download

description: A dataset containing 581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ursus arctos horribilis Ord, 1815",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 581 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010800-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kx3h8x
title: Occurrence Download

description: A dataset containing 22406 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Desmognathus ochrophaeus Cope, 1859"
 ]
}

 The dataset includes 22406 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0349114-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rs6wc2
title: Occurrence Download

description: A dataset containing 3349 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 Ploceus castanops Shelley, 1888"
 ]
}

 The dataset includes 3349 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052574-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yop5hq
title: Occurrence Download

description: A dataset containing 13762 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrolimus Germar, 1812"
 ]
}

 The dataset includes 13762 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010822-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqfpfv
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudochazara amalthea"
 ]
}

 The dataset includes 43 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135753-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jq3pf
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amyrea remotiflora Radcl.-Sm."
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009098-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfkv9u
title: Occurrence Download

description: A dataset containing 749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vulpes vulpes fulvus (Desmarest, 1820)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 749 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010818-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yf3b3g
title: Occurrence Download

description: A dataset containing 534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Myzaphis rosarum (Kaltenbach, 1843))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 534 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042669-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3gsh2
title: Occurrence Download

description: A dataset containing 1052506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-74.2551801599999948 40.4994217799999987, -74.2551801599999948 40.5247675199999975, -74.2551801599999948 40.5516041899999991, -74.2551801599999948 40.5873864100000006, -74.2551801599999948 40.6291323399999982, -74.2551801599999948 40.6485143800000017, -74.2283256099999988 40.6485143800000017, -74.1955020999999988 40.6485143800000017, -74.1507427699999937 40.6485143800000017, -74.1298550900000066 40.6485143800000017, -74.0985235600000038 40.6485143800000017, -74.0567492299999941 40.6485143800000017, -74.0567492299999941 40.6261504900000006, -74.0567492299999941 40.5963319700000014, -74.0567492299999941 40.5680043699999970, -74.0567492299999941 40.5441495600000010, -74.0567492299999941 40.5173128899999995, -74.0567492299999941 40.4994217799999987, -74.0880797100000024 40.4994217799999987, -74.1134433299999955 40.4994217799999987, -74.1537267300000025 40.4994217799999987, -74.1746144199999975 40.4994217799999987, -74.2044539700000030 40.4994217799999987, -74.2253416500000043 40.4994217799999987, -74.2551801599999948 40.4994217799999987))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 1052506 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118863-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwhgfc
title: Occurrence Download

description: A dataset containing 10 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 Werneria tandyi (Amiet, 1972)"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020719-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.