cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/g3ymg66kr8.3
title: Modeling Holocene Glacial Isostatic Adjustment Stresses and decompression melting in Iceland Using Non-Linear Rheology

description: Abaqus® & COMSOL® model files, postprocessing and figure generation scripts, model misfit results, geodetic profiles extracted from Drouin & Sigmundsson’s 2019 InSAR near-vertical velocity field,
DOI: 10.15468/dl.ktkxky
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.69225161391963 38.899635892064005, -6.693065196620999 38.90215571303284, -6.6944923616501635 38.90450308984747, -6.696478318243004 38.90658778346709, -6.698946771914065 38.90832964238836, -6.701802852639655 38.909661688593204, -6.704936761983648 38.91053269747007, -6.708227998809279 38.910909171651, -6.711550000238498 38.91077663210272, -6.714775017959718 38.910140176275426, -6.717779040574055 38.909024281596814, -6.720446570827093 38.90747186195624, -6.722675072380158 38.90554261387466, -6.724378913973317 38.90331071662756, -6.725492658838592 38.90086197558442, -6.725973573160771 38.89829051945686, -6.725803258139928 38.895695179185324, -6.724988344488047 38.893175688199925, -6.723560224583898 38.890828850338316, -6.721573834562665 38.88874482259066, -6.719105534895379 38.88700365508727, -6.716250172160094 38.885672220584155, -6.7131174354854215 38.88480165056683, -6.709827647479855 38.88442537559078, -6.706507150451701 38.88455784436223, -6.703283463681081 38.88519397020605, -6.700280395941695 38.886309325931606, -6.697613299116918 38.8878610797002, -6.695384643559926 38.8897896363639, -6.6936800839763775 38.89202092190929, -6.692565166441815 38.89446922409295, -6.692082803299699 38.89704048101562, -6.69225161391963 38.899635892064005))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 49 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005737-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/w659rhr75s.2
title: Hereditary Multiple Exostoses X-ray Images

description: This dataset contains a curated collection of X-ray images from pediatric and adolescent patients diagnosed with Hereditary Multiple Exostoses (HME) and healthy controls (class 'normal'). Images were collected from the Department of Orthopedics, Bechir Hamza Hospital for Children, Tunis, Tunisia, following ethical guidelines. All images were anonymized and obtained during routine radiographic examinations.
DOI: 10.15468/dl.wshxb2
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bupleurum chinense",
 "Year 1950-2025"
 ]
}

 The dataset includes 34 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005738-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/bvjt8bd2rg
title: Complete phylogenetic tree of the DHAR gene family

description: Phylogenetic tree of dehydroascorbate reductase sequences
DOI: 10.17632/bvjt8bd2rg.1
title: Complete phylogenetic tree of the DHAR gene family

description: Phylogenetic tree of dehydroascorbate reductase sequences
DOI: 10.17632/sv66hbm297
title: Dataset in municipal strategies for food waste collection in Portugal

description: The dataset provides an updated overview of the separate collection of organic kitchen waste, primarily food waste, across Portugal’s 308 municipalities. Data was gathered via a structured questionnaire sent to all municipalities and through a systematic search of secondary official sources, mainly municipal websites and reports.

The collected data includes (i) the waste collection methods used by municipalities, (ii) the sectors targeted by separate collection, (iii) the type of collection in single-family, multi-family, or mixed areas, along with access to waste containers, whether free or controlled, (iv) the date when separate collection was introduced, (v) any changes to regular collection caused by separate collection, (vi) capture rates, (vii) operational and investment costs, (viii) the presence of economic incentive mechanisms, and (ix) the number of residents and establishments served by the separate collection.
DOI: 10.17632/sv66hbm297.2
title: Dataset in municipal strategies for food waste collection in Portugal

description: The dataset provides an updated overview of the separate collection of organic kitchen waste, primarily food waste, across Portugal’s 308 municipalities. Data was gathered via a structured questionnaire sent to all municipalities and through a systematic search of secondary official sources, mainly municipal websites and reports.

The collected data includes (i) the waste collection methods used by municipalities, (ii) the sectors targeted by separate collection, (iii) the type of collection in single-family, multi-family, or mixed areas, along with access to waste containers, whether free or controlled, (iv) the date when separate collection was introduced, (v) any changes to regular collection caused by separate collection, (vi) capture rates, (vii) operational and investment costs, (viii) the presence of economic incentive mechanisms, and (ix) the number of residents and establishments served by the separate collection.
DOI: 10.17632/gt36vmf3b8.1
title: Cross-border M&A experience accumulation and enterprise innovation: Evidence from China

description: The Replication Folder provides the data and codes to replicate the results in our paper. Please use the do file named "code. do" in the "replication package" and perform the following codes in Stata to reproduce the results of Tables 2-11.
DOI: 10.15468/dl.ddxnv9
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-7.086708244784828 38.80603792236191, -7.0875376091815205 38.808553612373416, -7.088978389337479 38.81089436354867, -7.090975270382104 38.81297019121817, -7.093451537054977 38.8147012844927, -7.096312018204497 38.81602107913656, -7.099446745619764 38.81687882157766, -7.102735186368752 38.81724152460956, -7.106050885033972 38.817095238825324, -7.109266335889288 38.81644559035113, -7.112257895866724 38.815317563959795, -7.114910547529625 38.813754540003856, -7.1171223272697315 38.81181662262113, -7.118808247315124 38.80957832417864, -7.119903560280757 38.807125695821085, -7.120366241035029 38.80455301530762, -7.1201785914739375 38.80195916022244, -7.119347908091977 38.79944380650531, -7.1179061886084884 38.797103598641975, -7.115908890898176 38.79502843858771, -7.113432793655068 38.79329803559331, -7.110573042236646 38.791978848805556, -7.107439493758882 38.79112153925597, -7.104152501671257 38.79075902824723, -7.100838300845656 38.790905235952394, -7.097624168975691 38.79155454813222, -7.09463354832575 38.792682031211555, -7.091981313328406 38.7942443875523, -7.089769364158389 38.796181614654905, -7.088082714381814 38.798419305241325, -7.0869862224787115 38.80087150070733, -7.086522093063214 38.803443989197696, -7.086708244784828 38.80603792236191))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005739-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/ysmwh6
title: Fluorescence and absorbance of dissolved organic matter in the South Atlantic Ocean

description: This dataset contains the UV-visible absorbance and fluorescence data measured in 0.3um filtered waters collected in the South Atlantic Ocean.
DOI: 10.4121/967d82a8-eba4-4582-af36-495272de8d1a
title: Data pretaining to Chapter 2 of the PhD dissertation: "Resource-efficient Gaze Estimation"

description: This dataset accompanies the paper "Resource-efficient Gaze Estimation via Frequency-domain Multi-task Contrastive Learning" (Chapter 2 of the PhD dissertation). This research proposes a resource-efficient framework for gaze representation learning to improve data efficiency and computational efficiency. We introduce the frequency-domain gaze estimation, which exploits the feature extraction capability and the spectral compaction property of discrete cosine transform to substantially reduce the computational cost of gaze estimation systems for both calibration and inference. Moreover, to overcome the data labeling hurdle, we design a contrastive learning-based framework for unsupervised gaze representation learning. This dataset contains codes to reproduce the results.
DOI: 10.4121/967d82a8-eba4-4582-af36-495272de8d1a.v1
title: Data pretaining to Chapter 2 of the PhD dissertation: "Resource-efficient Gaze Estimation"

description: This dataset accompanies the paper "Resource-efficient Gaze Estimation via Frequency-domain Multi-task Contrastive Learning" (Chapter 2 of the PhD dissertation). This research proposes a resource-efficient framework for gaze representation learning to improve data efficiency and computational efficiency. We introduce the frequency-domain gaze estimation, which exploits the feature extraction capability and the spectral compaction property of discrete cosine transform to substantially reduce the computational cost of gaze estimation systems for both calibration and inference. Moreover, to overcome the data labeling hurdle, we design a contrastive learning-based framework for unsupervised gaze representation learning. This dataset contains codes to reproduce the results.
DOI: 10.17632/cfsrwkcgfv
title: Mesozoic-Cenozoic tectonic evolution of the southern South China Sea constrained from in situ U-Pb geochronology and strontium isotope stratigraphy of syn-tectonic calcite veins

description: The supporting information offers technical details on several aspects of the study. Text S1 outlines the analytical methods used for acquiring calcite U-Pb age and composition data. Figures S1 to S5 illustrate the concepts discussed in Text S1 and the main text. Tables S1 to S7 present the analytical results referenced in Text S1 and the main text.
DOI: 10.17632/cfsrwkcgfv.1
title: Mesozoic-Cenozoic tectonic evolution of the southern South China Sea constrained from in situ U-Pb geochronology and strontium isotope stratigraphy of syn-tectonic calcite veins

description: The supporting information offers technical details on several aspects of the study. Text S1 outlines the analytical methods used for acquiring calcite U-Pb age and composition data. Figures S1 to S5 illustrate the concepts discussed in Text S1 and the main text. Tables S1 to S7 present the analytical results referenced in Text S1 and the main text.
DOI: 10.6084/m9.figshare.30694721
title: EI Barriers

description: This is the raw data for the research findings around EI barriers.
DOI: 10.6084/m9.figshare.30694721.v1
title: EI Barriers

description: This is the raw data for the research findings around EI barriers.
DOI: 10.15468/dl.mh62hg
title: Occurrence Download

description: A dataset containing 508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "TaxonKey is Cinnamomum burmanni"
 ]
}

 The dataset includes 508 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005740-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ywj5jtthsk
title: Main information and Observed hydrological characteristic data of all the 58 study sites

description: Main information and Observed hydrological characteristic data of all the 58 study sites
DOI: 10.17632/ywj5jtthsk.1
title: Main information and Observed hydrological characteristic data of all the 58 study sites

description: Main information and Observed hydrological characteristic data of all the 58 study sites
DOI: 10.17632/cd6jjsxz44
title: X-Ray Imaging Dataset for Detecting Fractured vs. Non-Fractured Bones

description: This study uses a curated dataset of human bone X-ray images collected from two hospital laboratories, consisting of two classes: fractured and non-fractured bones. The dataset contains 420 original images (130 fractured and 290 non-fractured), with variations in size and resolution. All samples were carefully labeled and clinically verified by Dr. Mohammad Saiful Malek, MBBS, BCS (Health), Consultant and Surgeon at the UHC, Fulbaria Government Health Hospital, Mymensingh, Bangladesh, ensuring reliable annotations for research.

To improve model robustness and generalization, data augmentation was applied only due to the limited number of samples. Using the Albumentations library, images were resized to 512×512 pixels and transformed using horizontal and vertical flips, brightness–contrast adjustments, rotations, and affine shearing. Each original sample produced six augmented versions, expanding the dataset from 420 images to 2520 images (780 fractured and 1740 non-fractured). After augmentation, combining spatial enhancement methods were additionally applied to further improve structural clarity and feature representation. This combined strategy increased data variability, balanced the dataset, and significantly enhanced the performance of the proposed model.

The dataset is organized into the following class folders:
- Fractured
- Non-Fractured

Original images:
- Fractured (130) 
- Non-Fractured (290)
DOI: 10.17632/cd6jjsxz44.3
title: X-Ray Imaging Dataset for Detecting Fractured vs. Non-Fractured Bones

description: This study uses a curated dataset of human bone X-ray images collected from two hospital laboratories, consisting of two classes: fractured and non-fractured bones. The dataset contains 420 original images (130 fractured and 290 non-fractured), with variations in size and resolution. All samples were carefully labeled and clinically verified by Dr. Mohammad Saiful Malek, MBBS, BCS (Health), Consultant and Surgeon at the UHC, Fulbaria Government Health Hospital, Mymensingh, Bangladesh, ensuring reliable annotations for research.

To improve model robustness and generalization, data augmentation was applied only due to the limited number of samples. Using the Albumentations library, images were resized to 512×512 pixels and transformed using horizontal and vertical flips, brightness–contrast adjustments, rotations, and affine shearing. Each original sample produced six augmented versions, expanding the dataset from 420 images to 2520 images (780 fractured and 1740 non-fractured). After augmentation, combining spatial enhancement methods were additionally applied to further improve structural clarity and feature representation. This combined strategy increased data variability, balanced the dataset, and significantly enhanced the performance of the proposed model.

The dataset is organized into the following class folders:
- Fractured
- Non-Fractured

Original images:
- Fractured (130) 
- Non-Fractured (290)
DOI: 10.15468/dl.p6rvdc
title: Occurrence Download

description: A dataset containing 170122 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zanthoxylum"
 ]
}

 The dataset includes 170122 records from 1441 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005651-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/5f896d7d1eb19649ee2ff9fca7166160
title: Infilled daily precipitation data for C1 chart recorder, 1952 - ongoing.

description: Precipitation data have been collected at the C1 climate station
 (3022 m asl) almost continuously from 1952 to the present. C1 is on
 locally level terrain on the southeastern flank of Niwot Ridge, 9.7
 km east of the Continental Divide. Surrounding vegetation is
 closed-canopy subalpine conifer forest. Through 1964, precipitation
 was recorded using an unshielded U.S. Weather Bureau standard
 totalizing gauge, with observations manually recorded on an
 approximately weekly basis. The gauge was located in an open area
 with sparse tree cover adjacent to the forest proper. Starting in
 late 1961, daily precipitation has been recorded using a Belfort
 Universal weighing-bucket gauge with chart recorder in an 8-m
 diameter clearing in the forest; the forest provides natural
 shielding for the gauge. The two records were assessed for an impact
 of this station change on record homogeneity and merged (see
 Methods). Missing daily data were infilled and multiday records were
 parsed to dailies (see Methods).
DOI: 10.5281/zenodo.15474338
title: Explicación entrelazamiento cuantico

description: Explicación entrelazamiento cuantico
DOI: 10.5281/zenodo.15474339
title: Explicación entrelazamiento cuantico

description: Explicación entrelazamiento cuantico
DOI: 10.6084/m9.figshare.29993815.v3
title: Dataset

description: This dataset accompanies a study investigating cross-language generalization of the deictic verbs “come/go” in three Chinese–Japanese bilingual boys aged 4–6 years with developmental delay and potential autism spectrum disorder. A prompt-fading procedure was used to teach coordination of upper-body movements and verbal responses.The dataset consists of two sheets:<b>Test</b>: Pre- and post-test results for each participant. Variables include the number of correct responses, the number of upper-body movements based on actual directions, and the average length of movements (in mm).<b>Intervention</b>: Block-by-block intervention data. Variables include the number of correct responses and the number of upper-body movements based on actual directions.
DOI: 10.15468/dl.yr8wtw
title: Occurrence Download

description: A dataset containing 9127 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Turgenia latifolia"
 ]
}

 The dataset includes 9127 records from 313 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049489-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3c6btg
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049491-250811113504898/datasets/export for details.
DOI: 10.15468/dl.fdb73c
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera periclymenum",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049492-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhjdgr
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago sativa",
 "Country is Pakistan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 231 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024770-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6wz4k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago sativa",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024771-250811113504898/datasets/export for details.
DOI: 10.5281/zenodo.15558567
title: Open FLS Acoustic Vision

description: Coming soon...

 

This dataset contains high-resolution 2D acoustic images captured using Forward-Looking Sonar (ARIS EXPLORER 3000) in a controlled water tank environment. The dataset features a variety of commonly encountered man-made structures and placement objects observed from underwater perspectives. It is intended for use in research areas such as underwater perception, sonar image analysis, acoustic SLAM, and machine learning-based sonar scene understanding.
DOI: 10.5281/zenodo.15558568
title: Open FLS Acoustic Vision

description: Coming soon...

 

This dataset contains high-resolution 2D acoustic images captured using Forward-Looking Sonar (ARIS EXPLORER 3000) in a controlled water tank environment. The dataset features a variety of commonly encountered man-made structures and placement objects observed from underwater perspectives. It is intended for use in research areas such as underwater perception, sonar image analysis, acoustic SLAM, and machine learning-based sonar scene understanding.
DOI: 10.15468/dl.64y87k
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bathytroctes microlepis Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((-10.6036 29.6447,-11.635 28.8496,-9.0352 28.8496,-9.0352 33.4562,-9.6631 32.8696,-9.7766 32.3158,-10.3241 31.5424,-10.3942 30.6542,-10.1716 30.2225,-10.6036 29.6447))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010713-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/d8z-44j-zvl
title: Crucibulum scutellatum (W. Wood, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0x6-m1p-ynp
title: Nassarius herosae H. H. Kool, 2005

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x7j-jqr-y1e
title: Nassarius dekkeri H. H. Kool, 2001

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yyb-mbs-wy8
title: Albinaria contaminata artaensis (O. Boettger, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ck-cdf-y7s
title: Acanthochitona fascicularis (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lre-pwz-q9n
title: Trochozonites Pfeffer, 1883

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3xl-xp4-8me
title: Subulona E. von Martens, 1889

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nfn-gw5-d2j
title: Afropunctum F. Haas, 1934

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.