cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18323226
title: Preserving Chakma Identity in Tripura: Language, Rituals, Artistry, and the Role of  Traditional Medicine in Enhancing Mental and Physical Health

description: The Chakma community in Tripura, India, faces a dynamic cultural landscape shaped by historical, social, and political factors. The Chakma community in Tripura boasts a vibrant cultural legacy, marked by its unique language, customs, artistic expressions and traditional healing practices. This paper explores the efforts and challenges in preserving Chakma identity through the lens of language, religion, and social dynamics. Language stands as a cornerstone of Chakma cultural identity in Tripura. The Chakma language, belonging to the Tibeto-Burman family, not only serves as a means of communication but also embodies historical narratives, traditional knowledge, and community cohesion. Despite challenges such as linguistic marginalization and the dominance of majority languages, initiatives to promote Chakma language education and literacy play pivotal roles in its preservation. Religion constitutes another vital aspect of Chakma identity, primarily influenced by Theravada Buddhism. Rituals and ceremonies associated with Buddhism, alongside syncretic elements of Hinduism and animistic beliefs, underscore the diverse spiritual practices within the community. These rituals not only reinforce cultural continuity but also serve as markers of communal identity amidst evolving socioreligious landscapes. Social dynamics among the Chakma in Tripura are characterized by a blend of traditional structures and modern influences. The community traditionally adheres to patriarchal social norms, with extended families playing crucial roles in decision-making and social cohesion. However, societal changes, urbanization, and educational advancements are reshaping familial and community structures, influencing cultural practices and values. Efforts to preserve Chakma identity in Tripura face multifaceted challenges. Historical displacements, assimilation pressures, and socio-political complexities pose threats to cultural continuity and intergenerational transmission of traditions. Nevertheless, community-driven initiatives, advocacy for cultural rights, and educational reforms aimed at preserving Chakma language and heritage are pivotal in sustaining cultural resilience. The preservation of Chakma identity in Tripura hinges upon the interplay of language revitalization, religious practices, and adaptive social dynamics. Amidst challenges, these elements foster resilience and continuity, reinforcing the cultural vibrancy of the Chakma community in Tripura. This paper explores how traditional medicine contributes to overall wellness, providing a comprehensive approach that harmoniously blends physical, emotional and spiritual care to promote holistic health. The paper also analyses the cultural representation and shared meanings within the Chakma community of Tripura, emphasizing key aspects such as language, religion, rituals and social structure.
DOI: 10.15468/dl.7mfz59
title: Occurrence Download

description: A dataset containing 1636 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptocarya hypospodia"
 ]
}

 The dataset includes 1636 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001911-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10519203
title: Two-dimensional gradients in magnetic properties created with direct-write laser annealing

description: Open Access Data to "Two-dimensional gradients in magnetic properties created with direct-write laser annealing", published in Nature Communications 16, 10979 (2025). https://doi.org/10.1038/s41467-025-65921-7
DOI: 10.5281/zenodo.10519202
title: Two-dimensional gradients in magnetic properties created with direct-write laser annealing

description: Open Access Data to "Two-dimensional gradients in magnetic properties created with direct-write laser annealing", published in Nature Communications 16, 10979 (2025). https://doi.org/10.1038/s41467-025-65921-7
DOI: 10.15468/dl.k5a4n4
title: Occurrence Download

description: A dataset containing 3775301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae, Undaria pinnatifida, Lindavia intermedia)",
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 0",
 "DecimalLongitude is greater than or equal to -180",
 "DecimalLatitude is greater than or equal to -90",
 {
 "not" : {
 "or" : [
 "Issue is Zero coordinate",
 "Issue is Coordinate out of range",
 "Issue is Country coordinate mismatch"
 ]
 }
 }
 ]
}

 The dataset includes 3775301 records from 310 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001850-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18323544
title: Sonchus oleraceus var. asper L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18323545
title: Sonchus oleraceus var. asper L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.15468/dl.e23b4q
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((118.255 5.521146, 118.184412 5.515575, 118.115567 5.499001, 118.050161 5.471832, 117.989809 5.434739, 117.935999 5.388636, 117.890055 5.334661, 117.853108 5.274144, 117.826067 5.208578, 117.809593 5.139578, 117.804091 5.068843, 117.80969 4.998116, 117.826251 4.929137, 117.853362 4.863605, 117.890353 4.803131, 117.936312 4.749204, 117.990108 4.703149, 118.050415 4.666098, 118.115751 4.638963, 118.184509 4.622411, 118.255 4.616848, 118.325491 4.622411, 118.394249 4.638963, 118.459585 4.666098, 118.519892 4.703149, 118.573688 4.749204, 118.619647 4.803131, 118.656638 4.863605, 118.683749 4.929137, 118.70031 4.998116, 118.705909 5.068843, 118.700407 5.139578, 118.683933 5.208578, 118.656892 5.274144, 118.619945 5.334661, 118.574001 5.388636, 118.520191 5.434739, 118.459839 5.471832, 118.394433 5.499001, 118.325588 5.515575, 118.255 5.521146))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 393 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001913-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yt3b3c
title: Occurrence Download

description: A dataset containing 775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neophylax ussuriensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 775 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001914-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17863/cam.124661
title: Research Data supporting ''Unveiling the Role of Guanidinium for Enhanced Charge Extraction in Inverted Perovskite Solar Cells''

description: All data were collected using in-lab instruments and analyzed by the authors. Details of the measurement and analysis methods are provided in the Experimental Section of the manuscript. A ZIP folder containing the data for the main figures is included. All data are provided in .xlsx format and labeled according to the corresponding figure names. The files can be opened in Excel, and all columns are clearly labeled with headings that correspond to the figure’s X and Y axis labels. The data can be easily used to reproduce the figures and analysis results in the manuscript using Excel, Python, Origin, or any other data plotting or processing software.
DOI: 10.15468/dl.wmg7af
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.885 1.223183, 100.814721 1.217616, 100.746174 1.201049, 100.681046 1.173893, 100.620942 1.136815, 100.567342 1.090728, 100.521566 1.036769, 100.484741 0.976266, 100.457773 0.91071, 100.441325 0.841713, 100.435802 0.770976, 100.441339 0.70024, 100.4578 0.631247, 100.484779 0.5656949999999999, 100.521611 0.505199, 100.567389 0.451247, 100.620987 0.405168, 100.681084 0.368097, 100.746202 0.340945, 100.814736 0.324382, 100.885 0.318816, 100.955264 0.324382, 101.023798 0.340945, 101.088916 0.368097, 101.149013 0.405168, 101.202611 0.451247, 101.248389 0.505199, 101.285221 0.5656949999999999, 101.3122 0.631247, 101.328661 0.70024, 101.334198 0.770976, 101.328675 0.841713, 101.312227 0.91071, 101.285259 0.976266, 101.248434 1.036769, 101.202658 1.090728, 101.149058 1.136815, 101.088954 1.173893, 101.023826 1.201049, 100.955279 1.217616, 100.885 1.223183))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001915-260120142942310/datasets/export for details.
DOI: 10.15468/93ypma
title: Scydmaenus Latreille of Australia: Revision of species in subgenera Choleropsis Franz, Kingius Franz, Mascarensia Franz, Parallomicrus Franz, Scottiscydmaenus Franz, and description of Ascydmaenus subgen. n. (Coleoptera, Staphylinidae, Scydmaeninae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Jałoszyński, Paweł (2023): Scydmaenus Latreille of Australia: Revision of species in subgenera Choleropsis Franz, Kingius Franz, Mascarensia Franz, Parallomicrus Franz, Scottiscydmaenus Franz, and description of Ascydmaenus subgen. n. (Coleoptera, Staphylinidae, Scydmaeninae). Zootaxa 5371 (1): 1-75, DOI: 10.11646/zootaxa.5371.1.1, URL: https://mapress.com/zt/article/download/zootaxa.5371.1.1/52271AbstractAustralian species of Scydmaenus Latreille in subgenera Choleropsis Franz, Kingius Franz, Mascarensia Franz, Parallomicrus Franz, and Scottiscydmaenus Franz are revised, and Ascydmaenus subgen. n. is described. The type species of Choleropsis was found to be Heterognathus geniculatus King, misidentified as H. gracilis King; H. geniculatus is selected as the type species of Choleropsis, and H. gracilis is placed in Scydmaenus (incertae sedis). Scydmaenus princeps (King) (previously in Cholerus), S. beechmonti Franz (previously in Cholerus), and S. kurandae Franz (previously in Scydmaenus s. str.) are transferred to Scydmaenus (Choleropsis). Scydmaenus gracilis sensu Franz and S. princeps sensu Franz were found to be, in fact, misidentified specimens of S. geniculatus (King). The following species are redescribed or described as new: Scydmaenus (Choleropsis) geniculatus, S. (Choleropsis) princeps, S. (Choleropsis) beechmonti, S. (Choleropsis) kurandae, S. (Choleropsis) curviclavatus sp. n., S. (Choleropsis) kroombitanus sp. n., S. (Mascarensia) australiensis Franz, S. (Kingius) carinatus (King), S. (Kingius) formicarum Franz, S. (Parallomicrus) inflatitibia Franz, S. (Parallomicrus) myrmecobius Csiki, S. (Scottiscydmaenus) clarkianus Franz, S. (Scottiscydmaenus) optatus Sharp, S. (Scottiscydmaenus) swanensis Franz, S. (Scottiscydmaenus) brachyponerophilus sp. n., S. (Ascydmaenus) subglabratus sp. n., and S. (Ascydmaenus) haigensis sp. n. Two Australian species previously placed in Scydmaenus are transferred to Euconnus Thomson, resulting in Euconnus (Tetramelus) armitagei (King) comb. n., and Euconnus (incertae sedis) macleayii (King) comb. n. Two new synonyms were found: Scydmaenus marwillumbali Franz syn. n. is placed as a junior synonym of S. princeps (King), and Scydmaenus scottides Newton syn. n. (= S. scotti Franz) is placed as a junior synonym of S. optatus Sharp. Lectotypes are designated for Heterognathus gracilis King, H. geniculatus King, H. princeps King, Scydmaenus carinatus Sharp, Heterognathus myrmecophilus Lea, Scydmaenus optatus Sharp, and Scydmaenus swanensis Franz. Some misidentified specimens are excluded from the type series of Heterognathus princeps, Scydmaenus clarkianus, and S. swanensis.
DOI: 10.5281/zenodo.18322867
title: Trichilia elegans A.Juss. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18322868
title: Trichilia elegans A.Juss. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18323558
title: Stipa spegazzinii Arechav. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18323559
title: Stipa spegazzinii Arechav. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.15468/dl.xd9gpj
title: Occurrence Download

description: A dataset containing 394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "TaxonKey is Brucea javanica"
 ]
}

 The dataset includes 394 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001916-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8c2gm4
title: Occurrence Download

description: A dataset containing 1650 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "TaxonKey is Bruguiera gymnorhiza"
 ]
}

 The dataset includes 1650 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001918-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15796500
title: Stretched exponential magnetic relaxation dynamics in artificial square ice revealed through x-ray photon correlation spectroscopy [dataset]

description: Data supporting "Stretched exponential magnetic relaxation dynamics in artificial square ice revealed through x-ray photon correlation spectroscopy" published in Phys. Rev. B 112, 184407 (2025) https://doi.org/10.1103/jyf8-4g92

Raw data (100 GB, full chip background subtracted, npy format) available at https://discovery.psi.ch/publishedDatasets/10.16907%2F20de0a65-2568-45a0-a158-3b23cbeb70a3

 

Full citation:

V. Scagnoli, S. H. Skjærvø, J. R. Massey, O. Sendetskyi, N. Leo, C. Mazzoli, L. J. Heyderman & P. Derlet

Stretched exponential magnetic relaxation dynamics in artificial square ice revealed through x-ray photon correlation spectroscopy

Phys. Rev. B 112, 184407 (2025) https://doi.org/10.1103/jyf8-4g92
DOI: 10.5281/zenodo.15796499
title: Stretched exponential magnetic relaxation dynamics in artificial square ice revealed through x-ray photon correlation spectroscopy [dataset]

description: Data supporting "Stretched exponential magnetic relaxation dynamics in artificial square ice revealed through x-ray photon correlation spectroscopy" published in Phys. Rev. B 112, 184407 (2025) https://doi.org/10.1103/jyf8-4g92

Raw data (100 GB, full chip background subtracted, npy format) available at https://discovery.psi.ch/publishedDatasets/10.16907%2F20de0a65-2568-45a0-a158-3b23cbeb70a3

 

Full citation:

V. Scagnoli, S. H. Skjærvø, J. R. Massey, O. Sendetskyi, N. Leo, C. Mazzoli, L. J. Heyderman & P. Derlet

Stretched exponential magnetic relaxation dynamics in artificial square ice revealed through x-ray photon correlation spectroscopy

Phys. Rev. B 112, 184407 (2025) https://doi.org/10.1103/jyf8-4g92
DOI: 10.34740/kaggle/dsv/14567558
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.trhqn6
title: Occurrence Download

description: A dataset containing 446 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.502 5.527146, 100.431412 5.521575, 100.362565 5.505001, 100.297159 5.477832, 100.236807 5.440739, 100.182996 5.394636, 100.137051 5.340661, 100.100104 5.280144, 100.073063 5.214578, 100.056589 5.145577, 100.051087 5.074843, 100.056686 5.004115, 100.073247 4.935137, 100.100358 4.869605, 100.13735 4.809131, 100.18331 4.755204, 100.237105 4.709149, 100.297413 4.672098, 100.36275 4.644963, 100.431509 4.628411, 100.502 4.622848, 100.572491 4.628411, 100.64125 4.644963, 100.706587 4.672098, 100.766895 4.709149, 100.82069 4.755204, 100.86665 4.809131, 100.903642 4.869605, 100.930753 4.935137, 100.947314 5.004115, 100.952913 5.074843, 100.947411 5.145577, 100.930937 5.214578, 100.903896 5.280144, 100.866949 5.340661, 100.821004 5.394636, 100.767193 5.440739, 100.706841 5.477832, 100.641435 5.505001, 100.572588 5.521575, 100.502 5.527146))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 446 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001919-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tu4e7s
title: Occurrence Download

description: A dataset containing 2098 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhyacophila nigrocephala",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2098 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001920-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16940499
title: Data from: Mapping Wind Potential Areas in Bavaria, Germany

description: Geodata to reproduce the evaluation results presented in the paper Mapping Wind Potential Areas in Bavaria, Germany.

See the repository and the paper for further information.

See the list of used data sources for the original data sources. Most of the data sources used are based on the supplementary materials of Risch et al.: See the section on Onshore wind potential (referring to Section 2.3 in the paper) and especially Table S4 for Bavaria (in short: BY) on pages 12-13.

Note that the data is uploaded to reproduce the results and remain under the original licenses.
DOI: 10.5281/zenodo.14935007
title: Data from: Mapping Wind Potential Areas in Bavaria, Germany

description: Geodata to reproduce the evaluation results presented in the paper Mapping Wind Potential Areas in Bavaria, Germany.

See the repository and the paper for further information.

See the list of used data sources for the original data sources. Most of the data sources used are based on the supplementary materials of Risch et al.: See the section on Onshore wind potential (referring to Section 2.3 in the paper) and especially Table S4 for Bavaria (in short: BY) on pages 12-13.

Note that the data is uploaded to reproduce the results and remain under the original licenses.
DOI: 10.5281/zenodo.18266001
title: Dataset for "Interpolation-Driven Machine Learning Approaches for Plume Shine Dose Estimation: A Comparison of XGBoost, Random Forest, and TabNet"

description: This Zenodo record contains the datasets, trained machine learning models, and supporting preprocessing artifacts used in the study on surrogate modeling of plume shine dose for radiological consequence assessment.

The repository includes preprocessed discrete datasets, interpolated continuous datasets, and trained models developed to predict plume shine dose as a function of downwind distance, release height, radionuclide identity, and atmospheric stability category. Interpolation was performed along the downwind distance dimension using shape-preserving methods to enhance spatial resolution while maintaining physical monotonicity of dose attenuation.

Contents

Trained machine learning models





xgboost_model_final_ep100_dep30.json: Trained XGBoost regression model




random_forest_final_ep100_dep15.pkl: Trained Random Forest regression model




tabnet_final.pkl: Trained TabNet deep learning model



Preprocessing and encoding artifacts





scaler.pkl: Feature scaling object used during model training




label_encoders.pkl: Label encoders for categorical variables (radionuclide and stability category)



Datasets





filtered_distance_2000_height_200_train_99.csv: Original discrete training dataset




filtered_distance_2000_height_200_test_1.csv: Independent test dataset (real, non-interpolated)




finer_interpolated_data_filtered_distance_2000_height_200_train_99.csv: Distance-wise interpolated training dataset




finer_interpolated_data_filtered_distance_2000_height_200_train_9975.csv: Interpolated dataset with additional augmentation




finer_interpolated_data_filtered_distance_2000_height_200_test_0025.csv: Held-out validation dataset



Notes





Interpolated datasets were generated using physically consistent one-dimensional interpolation along the downwind distance axis, performed separately for each radionuclide–release height–stability category combination.




The independent test dataset contains only original (non-interpolated) samples and was not used during model training.




The trained models and preprocessing objects are provided to ensure full reproducibility of the reported results.