cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17895775
title: Structure-Constrained Geomaterial CT Segmentation Dataset (Salt rock & Glacial till)

description: This dataset accompanies the paper:

"Structure-Constrained Semi-Supervised Segmentation of Complex Geomaterial CT Images"

It contains 2D CT slices and pixel-wise segmentation masks for two geomaterials:salt rock and glacial till. The dataset is organized into several subsets for each material,including 100 high-quality 200×200 slices with ground-truth (raw100, raw100_GT),their augmented counterparts (raw100_aug, raw100_GT_aug), 50 consecutive slices(raw50, raw50_GT), and evaluation subsets with larger field of view(saltrock: 1200×1200, glacialtill: 800×400).

Directory overview (inside the ZIP):

- saltrock/  - raw100/           - 100 high-quality 200×200 CT slices.  - raw100_GT/        - 100 corresponding segmentation masks.  - raw100_aug/       - 100 augmented CT slices (noise, flips, scaling).  - raw100_GT_aug/    - 100 corresponding augmented masks.  - 3Draw50/            - 50 consecutive 200×200 CT slices.  - 3Draw50_GT/         - 50 corresponding masks.  - eval10/           - 10 evaluation CT slices (1200×1200).  - eval10_GT/        - 10 corresponding masks.

- glacialtill/  - raw100/           - 100 high-quality 200×200 CT slices.  - raw100_GT/        - 100 corresponding segmentation masks.  - raw100_aug/       - 100 augmented CT slices.  - raw100_GT_aug/    - 100 corresponding augmented masks.  - 3Draw50/            - 50 consecutive 200×200 CT slices.  - 3Draw50_GT/         - 50 corresponding masks.  - eval10/           - 10 evaluation CT slices (800×400).  - eval10_GT/        - 10 corresponding masks.

The dataset is intended for supervised and semi-supervised segmentation ofcomplex geomaterial CT images and for reproducing the experiments reported in the paper.
DOI: 10.15468/dl.8kzakf
title: Occurrence Download

description: A dataset containing 52269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.89858 45.91521,7.63732 45.91521,7.63732 48.71369,1.89858 48.71369,1.89858 45.91521))",
 "HasGeospatialIssue is false",
 "TaxonKey is Grus grus"
 ]
}

 The dataset includes 52269 records from 360 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046614-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/4b39da65-2eef-4e05-8583-25f8850cf932
title: Dataset underlying the publication: "MoGAAAP: A modular Snakemake workflow for automated genome assembly and annotation with quality assessment"

description: Supplementary data belonging to "MoGAAAP: A modular Snakemake workflow for automated genome assembly and annotation with quality assessment". For demonstrating the applicability of the MoGAAAP workflow to different eukaryotic species, we ran it for <em>L. serriola</em>, <em>A. thaliana</em>, grapevine and human example datasets. For reproducibility, we provide a README with the details on the input files of the pipeline runs and the HTML reports that were produced by the pipeline.
DOI: 10.4121/4b39da65-2eef-4e05-8583-25f8850cf932.v3
title: Dataset underlying the publication: "MoGAAAP: A modular Snakemake workflow for automated genome assembly and annotation with quality assessment"

description: Supplementary data belonging to "MoGAAAP: A modular Snakemake workflow for automated genome assembly and annotation with quality assessment". For demonstrating the applicability of the MoGAAAP workflow to different eukaryotic species, we ran it for <em>L. serriola</em>, <em>A. thaliana</em>, grapevine and human example datasets. For reproducibility, we provide a README with the details on the input files of the pipeline runs and the HTML reports that were produced by the pipeline.
DOI: 10.20351/29sg20251028
title: INGRAVITAS-1 Cruise, R/V Sarmiento de Gamboa 

description: Oceanographic data acquired during the INGRAVITAS-1 Cruise (29SG20251028) on board the Research Vessel Sarmiento de Gamboa in 2025.
DOI: 10.6084/m9.figshare.30847133
title: Dataset for the paper ‘An improved method of Mars landing site evaluation using spatial heterogeneity-based TOPSIS’.

description: Dataset for the paper ‘An improved method of Mars landing site evaluation using spatial heterogeneity-based TOPSIS’.
DOI: 10.6084/m9.figshare.30847133.v2
title: Dataset for the paper ‘An improved method of Mars landing site evaluation using spatial heterogeneity-based TOPSIS’.

description: Dataset for the paper ‘An improved method of Mars landing site evaluation using spatial heterogeneity-based TOPSIS’.
DOI: 10.6084/m9.figshare.30847133.v1
title: Data and results of Mars landing suitability

description: Dataset for the paper ‘An improved method of Mars landing site evaluation using spatial heterogeneity-based TOPSIS’.
DOI: 10.15468/dl.95mxmb
title: Occurrence Download

description: A dataset containing 2997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Prunus persica"
 ]
}

 The dataset includes 2997 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046635-251120083545085/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/14105706
title: LUFlow Network Intrusion Detection Data Set
DOI: 10.5281/zenodo.17896228
title: The Ambivalent Impact of International Financial Institutions on National Sovereignty and Inequality: The Case of Morocco's National Human Development Initiative (INDH)

description: This paper examines the impact of International Financial Institutions (IFIs), particularly the World Bank and IMF, on developing nations' economic, political and social landscapes, using Morocco's National Initiative for Human Development (INDH) as a case study. The research evaluates the effectiveness of IFI interventions in poverty reduction while critically analyzing unintended consequences including corruption, erosion of state sovereignty, and socioeconomic inequalities.

Through the INDH case (2005-present), we observe both achievements and limitations of IFI-supported development models. While the program contributed to reducing Morocco's poverty rate from 15.3% to 4.8% (2001-2014) and reached over 4.6 million beneficiaries, its top-down implementation and microcredit dependency reveal systemic flaws. The study highlights how IFI conditionalities often prioritize donor agendas over local needs, creating parallel governance structures that bypass national institutions.

The paper identifies three major critique areas: First, IFIs' historical support for corrupt regimes demonstrates institutional complicity in governance failures. Second, loan conditions frequently undermine fiscal and monetary sovereignty. Third, despite GDP growth, IFI policies have exacerbated inequalities - evidenced by Oxfam's finding that 26 individuals now hold wealth equal to 3.8 billion people.

These findings suggest IFIs must reform their approach to genuinely support equitable development. Key recommendations include aligning aid with recipient countries' specific needs rather than donor priorities, increasing transparency in loan agreements, strengthening local governance participation, and implementing targeted measures to address gender disparities and informal economies. The study concludes that without fundamental operational changes, IFIs risk perpetuating the very inequalities they purport to solve.
DOI: 10.5281/zenodo.17896229
title: The Ambivalent Impact of International Financial Institutions on National Sovereignty and Inequality: The Case of Morocco's National Human Development Initiative (INDH)

description: This paper examines the impact of International Financial Institutions (IFIs), particularly the World Bank and IMF, on developing nations' economic, political and social landscapes, using Morocco's National Initiative for Human Development (INDH) as a case study. The research evaluates the effectiveness of IFI interventions in poverty reduction while critically analyzing unintended consequences including corruption, erosion of state sovereignty, and socioeconomic inequalities.

Through the INDH case (2005-present), we observe both achievements and limitations of IFI-supported development models. While the program contributed to reducing Morocco's poverty rate from 15.3% to 4.8% (2001-2014) and reached over 4.6 million beneficiaries, its top-down implementation and microcredit dependency reveal systemic flaws. The study highlights how IFI conditionalities often prioritize donor agendas over local needs, creating parallel governance structures that bypass national institutions.

The paper identifies three major critique areas: First, IFIs' historical support for corrupt regimes demonstrates institutional complicity in governance failures. Second, loan conditions frequently undermine fiscal and monetary sovereignty. Third, despite GDP growth, IFI policies have exacerbated inequalities - evidenced by Oxfam's finding that 26 individuals now hold wealth equal to 3.8 billion people.

These findings suggest IFIs must reform their approach to genuinely support equitable development. Key recommendations include aligning aid with recipient countries' specific needs rather than donor priorities, increasing transparency in loan agreements, strengthening local governance participation, and implementing targeted measures to address gender disparities and informal economies. The study concludes that without fundamental operational changes, IFIs risk perpetuating the very inequalities they purport to solve.
DOI: 10.15468/dl.esbh6q
title: Occurrence Download

description: A dataset containing 747808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Eremophila alpestris)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1951",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to July",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 747808 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046617-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2p55dg
title: CCDC 2477625: Experimental Crystal Structure Determination

description: Related Article: Laureen Busson, Oussama Fayafrou, Elise Lognon, Nicolas Casaretto, Carine Duhayon, Sophie Bourcier, Jean-Baptiste Sortais, Corinne Gosmini, Olivier Baslé, Antonio Monari, Yves Canac, Audrey Auffrant|2025|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c03589
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.28879733
title: 3D-GloBFP: the first global three-dimensional building footprint dataset (PART Ⅰ, grid ID: 0-400)

description: The 3D Global Building Footprints (3D-GloBFP) dataset is the first global-scale building height dataset at the individual building footprint level for the year 2020, generated through the integration of multisource Earth Observation (EO) data and the extreme gradient boosting (XGBoost) model. The reliability and accuracy of 3D-GloBFP have been validated across 33 subregions, achieving R² values ranging from 0.66 to 0.96 and root-mean-square errors (RMSEs) between 1.9 m and 14.6 m. The dataset is divided into spatial grid-based tiles, each stored as an individual ShapeFile (.shp) containing estimated building heights (in meters) in attribute tables. See world_grid.shp and readme.txt at https://doi.org/10.5281/zenodo.11319912 for grid partitioning and naming details.
DOI: 10.6084/m9.figshare.28879733.v5
title: 3D-GloBFP: the first global three-dimensional building footprint dataset (PART Ⅰ, grid ID: 0-400)

description: The 3D Global Building Footprints (3D-GloBFP) dataset is the first global-scale building height dataset at the individual building footprint level for the year 2020, generated through the integration of multisource Earth Observation (EO) data and the extreme gradient boosting (XGBoost) model. The reliability and accuracy of 3D-GloBFP have been validated across 33 subregions, achieving R² values ranging from 0.66 to 0.96 and root-mean-square errors (RMSEs) between 1.9 m and 14.6 m. The dataset is divided into spatial grid-based tiles, each stored as an individual ShapeFile (.shp) containing estimated building heights (in meters) in attribute tables. See world_grid.shp and readme.txt at https://doi.org/10.5281/zenodo.11319912 for grid partitioning and naming details.
DOI: 10.6084/m9.figshare.28879733.v4
title: 3D-GloBFP: the first global three-dimensional building footprint dataset (PART Ⅰ, grid ID: 0-400)

description: The 3D Global Building Footprints (3D-GloBFP) dataset is the first global-scale building height dataset at the individual building footprint level for the year 2020, generated through the integration of multisource Earth Observation (EO) data and the extreme gradient boosting (XGBoost) model. The reliability and accuracy of 3D-GloBFP have been validated across 33 subregions, achieving R² values ranging from 0.66 to 0.96 and root-mean-square errors (RMSEs) between 1.9 m and 14.6 m. The dataset is divided into spatial grid-based tiles, each stored as an individual ShapeFile (.shp) containing estimated building heights (in meters) in attribute tables. See world_grid.shp and readme.txt at https://doi.org/10.5281/zenodo.11319912 for grid partitioning and naming details.
DOI: 10.5281/zenodo.17892796
title: Datasets for Anthropogenic fingerprints in global synchronization networks of high aerosol pollution events

description: Code and analysis dataset for "Anthropogenic fingerprints in global synchronization networks of high aerosol pollution events"
DOI: 10.5281/zenodo.17892795
title: Datasets for Anthropogenic fingerprints in global synchronization networks of high aerosol pollution events

description: Code and analysis dataset for "Anthropogenic fingerprints in global synchronization networks of high aerosol pollution events"
DOI: 10.57760/sciencedb.psych.00912
title: Biceps Muscle Fatigue SEMG Signal
title: 肱二头肌肌肉疲劳SEMG信号

description: SEMG signal of biceps muscle fatigue Collect SEMG signals of the biceps and triceps muscles from 30 subjects, induce biceps fatigue using equal length contraction and isotonic contraction methods, with intensities of 20%, 40%, 60%, and 80% × MVC/1RM. The fatigue task is to continue with equal length/isotonic contraction until unable to persist. Data 1~30 represent 30 subjects, static represents isometric contraction, dynamic represents isotonic contraction, intensity 20~80 represents four intensities, columns 1~8 represent AEMG IEMG RMS MPF MF FD DET% MSE during biceps fatigue, and columns 9~16 represent AEMG IEMG RMS MPF MF FD DET% MSE during triceps fatigue. 
description: SEMG signal of biceps muscle fatigue Collect SEMG signals of the biceps and triceps muscles from 30 subjects, induce biceps fatigue using equal length contraction and isotonic contraction methods, with intensities of 20%, 40%, 60%, and 80% × MVC/1RM. The fatigue task is to continue with equal length/isotonic contraction until unable to persist. Data 1~30 represent 30 subjects, static represents isometric contraction, dynamic represents isotonic contraction, intensity 20~80 represents four intensities, columns 1~8 represent AEMG IEMG RMS MPF MF FD DET% MSE during biceps fatigue, and columns 9~16 represent AEMG IEMG RMS MPF MF FD DET% MSE during triceps fatigue.
DOI: 10.5281/zenodo.17895774
title: Data for "Lattice vacancy migration barriers in  Fe-Ni alloys, and why Ni atoms diffuse slowly: An ab initio study"

description: Dataset associated with "Lattice vacancy migration barriers in  Fe-Ni alloys, and why Ni atoms diffuse slowly: An ab initio study". Version 2 contains additional data relating to calculation of vacancy formation energies (enthalpies).
DOI: 10.5281/zenodo.15857159
title: Data for "Lattice vacancy migration barriers in  Fe-Ni alloys, and why Ni atoms diffuse slowly: An ab initio study"

description: Dataset associated with "Lattice vacancy migration barriers in  Fe-Ni alloys, and why Ni atoms diffuse slowly: An ab initio study". Version 2 contains additional data relating to calculation of vacancy formation energies (enthalpies).
DOI: 10.15468/875abh
title: Review of Dragon Millipedes (Diplopoda, Polydesmida, Paradoxosomatidae) in the Fauna of Vietnam, with Descriptions of Three New Species

description: This dataset contains the digitized treatments in Plazi based on the original journal article Nguyen, Anh D., Nguyen, Manh-Ha, Nguyen, Thu-Anh T., Phung, Hong-Luong T. (2019): Review of Dragon Millipedes (Diplopoda, Polydesmida, Paradoxosomatidae) in the Fauna of Vietnam, with Descriptions of Three New Species. Zoological Studies 58 (14): 1-14, DOI: 10.6620/ZS.2019.58-14, URL: http://dx.doi.org/10.5281/zenodo.12821136The genus Hylomus Cook & Loomis, 1924 is reviewed from Vietnam, with 13 recorded species. Of these, three are described as new, H. songoku sp. nov. from Xuan Son National Park, H. namek sp. nov. from Cuc Phuong National Park, and H. saiyans sp. nov. from Vinh Phuc and Ha Giang Provinces. The new species, H. songoku sp. nov., is distinguished by gonopod solenophore with rounded lobuliform lamina medialis, and well-developed lamina lateralis with a densely setose area; tip of gonopod tuberculiform. H. namek sp. nov. is separated from its congeners by its gonopod femorite being short, parallel-sided, slightly constricted at the middle; tip of gonopod rounded; and lastly, H. saiyans sp. nov. is diagnosable by its gonopod femorite being long and enlarged distally, postfemoral region short, tip bilobuled. The relationship among Hylomus species from Vietnam was analyzed using a fragment of the 16S rRNA mitochondrial gene. The analysis supports the monophyly of the genus Hylomus. It is recommended that more Hylomus species be added in the analysis to better clarify the phylogenetic relationships in the genus.
DOI: 10.11588/duerer.online.693a89107ce9f
title: Brustbild eines Orientalen, https://d-nb.info/gnd/1186985348
DOI: 10.5281/zenodo.17659156
title: Flying sofa conferences in Ukraine: dataset (2024)

description: The presented dataset contains generalized information on the activities of the Ukrainian online platforms that organized remote and correspondence scientific conferences with the features of “flying sofa” formats in 2024. The data covers 18 providers and contains detailed characteristics of each conference, including the number of submitted abstracts, language distribution of materials, the share of authors from Ukraine and those with foreign affiliations, a list of affiliation countries, the cost of organizational contributions, and the estimated income of organizers. For each platform, the number of conferences in the sample, their thematic focus, type of conduct, formal participation parameters (deadlines, ECTS credits, payment terms), and other structural features are also recorded. The dataset enables us to recreate a picture of the functioning of the “online conferences” segment, which does not actually involve scientific interaction but is used by authors to fulfill the formal requirements of publication activity. A total of 44,103 abstracts from authors in Ukraine were recorded, which represents 95% of all materials in the database (46,408). In addition, the data enable us to assess the economic dimension of the phenomenon: the minimum revenues of providers and the costs incurred by Ukrainian authors for each conference platform have been calculated. The dataset can be used to analyze the structure of pseudoscientific events, model risks to academic integrity, develop indicators for identifying suspicious conferences, and justify changes in the system of evaluating scientific activity.
DOI: 10.5281/zenodo.17659157
title: Flying sofa conferences in Ukraine: dataset (2024)

description: The presented dataset contains generalized information on the activities of the Ukrainian online platforms that organized remote and correspondence scientific conferences with the features of “flying sofa” formats in 2024. The data covers 18 providers and contains detailed characteristics of each conference, including the number of submitted abstracts, language distribution of materials, the share of authors from Ukraine and those with foreign affiliations, a list of affiliation countries, the cost of organizational contributions, and the estimated income of organizers. For each platform, the number of conferences in the sample, their thematic focus, type of conduct, formal participation parameters (deadlines, ECTS credits, payment terms), and other structural features are also recorded. The dataset enables us to recreate a picture of the functioning of the “online conferences” segment, which does not actually involve scientific interaction but is used by authors to fulfill the formal requirements of publication activity. A total of 44,103 abstracts from authors in Ukraine were recorded, which represents 95% of all materials in the database (46,408). In addition, the data enable us to assess the economic dimension of the phenomenon: the minimum revenues of providers and the costs incurred by Ukrainian authors for each conference platform have been calculated. The dataset can be used to analyze the structure of pseudoscientific events, model risks to academic integrity, develop indicators for identifying suspicious conferences, and justify changes in the system of evaluating scientific activity.