cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18238620
title: Acalypha multicaulis var. tenuispica Pax & K.Hoffm. 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 16:41
DOI: 10.15468/dl.nmc8dt
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vicia amoena",
 "Year 1970-2000"
 ]
}

 The dataset includes 162 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007843-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18238622
title: Acalypha nitschkeana Pax & K.Hoffm. 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 16:41
DOI: 10.5281/zenodo.18238621
title: Acalypha nitschkeana Pax & K.Hoffm. 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 16:41
DOI: 10.15468/dl.6acvkw
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.11.115_1","matchCase":false},{"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 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007844-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17105136
title: Calorimeter Shower Dataset and Diffusion Model Checkpoints for Gradient-Based Detector Optimization

description: This dataset accompanies the paper “Differentiable Surrogate for Detector Simulation and Design with Diffusion Models”, available at arXiv:2601.07859 (https://doi.org/10.48550/arXiv.2601.07859).

This dataset contains preprocessed photon shower simulation data generated from Geant4-based calorimeter simulations, used for training and evaluating conditional diffusion models in gradient-based detector optimization. Each event represents the energy deposition profile of an electromagnetic shower under varying calorimeter configurations.

The raw ROOT files were converted into normalized 2D histograms using Python with the uproot, numpy, matplotlib, and h5py libraries. For each event, two histograms represent the energy-deposition maps in orthogonal planes:





images_xz: Energy deposition in the x–z plane.




images_yz: Energy deposition in the y–z plane.



Each histogram contains 100×100 bins, normalized per event.

Labels and conditioning variables:





labels_energy: Incident photon energies mapped as {1, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100 GeV}.




labels_xy: Transverse cell size (granularity) of the calorimeter: {1, 2, 3, 4, 5 cm}.




labels_z: Longitudinal cell depth: {4, 5, 8, 10, 15 cm}.




labels_material: Absorber material type (PbF₂).



File organization:





total_photon_shower: Dataset used for diffusion model pre-training (100k events).




post_total_photon_shower: Reduced dataset for LoRA fine-tuning (10k events).



Generation details:





Binning: 100×100 per 2D histogram.




Automatic range scaling depending on detector geometry.



Purpose:Designed for developing and benchmarking conditional diffusion models for calorimeter shower generation, surrogate modeling, and differentiable optimization of detector design parameters (e.g. geometry, segmentation, material).

Format:HDF5 (.h5), fully compatible with Python’s h5py, numpy, and pandas.
DOI: 10.5281/zenodo.17105137
title: Calorimeter Shower Dataset and Diffusion Model Checkpoints for Gradient-Based Detector Optimization

description: This dataset accompanies the paper “Differentiable Surrogate for Detector Simulation and Design with Diffusion Models”, available at arXiv:2601.07859 (https://doi.org/10.48550/arXiv.2601.07859).

This dataset contains preprocessed photon shower simulation data generated from Geant4-based calorimeter simulations, used for training and evaluating conditional diffusion models in gradient-based detector optimization. Each event represents the energy deposition profile of an electromagnetic shower under varying calorimeter configurations.

The raw ROOT files were converted into normalized 2D histograms using Python with the uproot, numpy, matplotlib, and h5py libraries. For each event, two histograms represent the energy-deposition maps in orthogonal planes:





images_xz: Energy deposition in the x–z plane.




images_yz: Energy deposition in the y–z plane.



Each histogram contains 100×100 bins, normalized per event.

Labels and conditioning variables:





labels_energy: Incident photon energies mapped as {1, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100 GeV}.




labels_xy: Transverse cell size (granularity) of the calorimeter: {1, 2, 3, 4, 5 cm}.




labels_z: Longitudinal cell depth: {4, 5, 8, 10, 15 cm}.




labels_material: Absorber material type (PbF₂).



File organization:





total_photon_shower: Dataset used for diffusion model pre-training (100k events).




post_total_photon_shower: Reduced dataset for LoRA fine-tuning (10k events).



Generation details:





Binning: 100×100 per 2D histogram.




Automatic range scaling depending on detector geometry.



Purpose:Designed for developing and benchmarking conditional diffusion models for calorimeter shower generation, surrogate modeling, and differentiable optimization of detector design parameters (e.g. geometry, segmentation, material).

Format:HDF5 (.h5), fully compatible with Python’s h5py, numpy, and pandas.
DOI: 10.15468/dl.4xqny8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.11.116_1","matchCase":false},{"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/0007846-260108223611665/datasets/export for details.
DOI: 10.15468/dl.aprwv7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solenodon arredondoi"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007847-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18238638
title: Acalypha plicata Müll.Arg. 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 16:41
DOI: 10.5281/zenodo.18238637
title: Acalypha plicata Müll.Arg. 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 16:41
DOI: 10.15468/dl.2fcq4x
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.11.117_1","matchCase":false},{"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 33 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007848-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18238641
title: Acalypha senilis Baill. 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 16:41
DOI: 10.5281/zenodo.18238642
title: Acalypha senilis Baill. 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 16:41
DOI: 10.15468/dl.ve26pt
title: Occurrence Download

description: A dataset containing 413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vicia cracca",
 "Year 1970-2000"
 ]
}

 The dataset includes 413 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007850-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18238648
title: Acalypha tracheliifolia Pax & K.Hoffm. 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 16:41
DOI: 10.5281/zenodo.18238649
title: Acalypha tracheliifolia Pax & K.Hoffm. 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 16:41
DOI: 10.5281/zenodo.18238652
title: Acalypha variabilis Klotzsch ex Baill. 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 16:41
DOI: 10.5281/zenodo.18238653
title: Acalypha variabilis Klotzsch ex Baill. 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 16:41
DOI: 10.5281/zenodo.18238640
title: Helical instability of non-isothermal liquid jets
DOI: 10.5281/zenodo.18238639
title: Helical instability of non-isothermal liquid jets
DOI: 10.5281/zenodo.18238656
title: Acalypha villosa Jacq. 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 16:41
DOI: 10.5281/zenodo.18238657
title: Acalypha villosa Jacq. 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 16:41
DOI: 10.15468/dl.68b8kn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.11.118_1","matchCase":false},{"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/0007851-260108223611665/datasets/export for details.
DOI: 10.15468/dl.mscwvx
title: Occurrence Download

description: A dataset containing 25232167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25232167 records from 947 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007823-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31062454
title: <b>Chromosome-level genome assembly of the Chuanan short-legged toad (</b><b>Megophrys</b><b> chuannanensis)</b>

description: Date set of <b>Chromosome-level genome assembly of the Chuanan short-legged toad (</b><b>Megophrys</b><b> chuannanensis)</b>
DOI: 10.6084/m9.figshare.31062454.v1
title: <b>Chromosome-level genome assembly of the Chuanan short-legged toad (</b><b>Megophrys</b><b> chuannanensis)</b>

description: Date set of <b>Chromosome-level genome assembly of the Chuanan short-legged toad (</b><b>Megophrys</b><b> chuannanensis)</b>
DOI: 10.5683/sp3/flcrta
title: Replication Data for: Emotion Recognition in Adolescents with Gender Dysphoria

description: Replication Data for: Emotion Recognition in Adolescents with Gender Dysphoria
DOI: 10.34740/kaggle/dsv/14491459
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.4u5q82
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.11.119_1","matchCase":false},{"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 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007852-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18238672
title: Acalypha villosa var. trichopoda Müll.Arg. 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 16:41
DOI: 10.5281/zenodo.18238671
title: Acalypha villosa var. trichopoda Müll.Arg. 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 16:41
DOI: 10.15468/dl.4hs6fx
title: Occurrence Download

description: A dataset containing 148482 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((20 -50,180 -50,180 30,20 30,20 -50))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cetacea",
 "Year 2000-2025"
 ]
}

 The dataset includes 148482 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007833-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18238675
title: Acanthaceae 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 16:41
DOI: 10.5281/zenodo.18238676
title: Acanthaceae 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 16:41
DOI: 10.15468/dl.xd2h3g
title: Occurrence Download

description: A dataset containing 248 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Silene venosa"
 ]
}

 The dataset includes 248 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007853-260108223611665/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.cc2nj5yb
title: CCDC 2458422: Experimental Crystal Structure Determination

description: Related Article: Qi Zhang, Haitao Li, Zhenwei Guo, Hongguang Chen, Fang Guo|2025|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c02919
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: 10.5517/ccdc.csd.cc2pgh8y
title: CCDC 2486580: Experimental Crystal Structure Determination

description: Related Article: Toshiya M. Fukunaga, Kiyofumi Takaba, Satoshi Yoshida, Saori Maki-Yonekura, Koji Yonekura, Hiroyuki Isobe|2025|Chemical Science|16|19594|doi:10.1039/d5sc06999h
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: 10.5517/ccdc.csd.cc2pnmgg
title: CCDC 2492476: Experimental Crystal Structure Determination

description: Related Article: Subham Kumar Mahato, Vikash Kushwaha, Jan K. Zaręba, Ramamoorthy Boomishankar|2025|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c03925
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: 10.15468/dl.ur57vc
title: Occurrence Download

description: A dataset containing 1592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Rugulopteryx okamurae"
 ]
}

 The dataset includes 1592 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028907-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4bkku
title: Occurrence Download

description: A dataset containing 4995326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Machine Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia",
 "Year 1900-2025"
 ]
}

 The dataset includes 4995326 records from 475 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000372-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcns46
title: Occurrence Download

description: A dataset containing 2013 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((51.97383 11.94575,54.54083 11.94575,54.54083 12.78679,51.97383 12.78679,51.97383 11.94575))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta",
 "Year 1000-2025"
 ]
}

 The dataset includes 2013 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002848-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epj8cu
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Myanmar",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Channa panaw Musikasinthorn, 1998"
 ]
}

 The dataset includes 23 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002849-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15447937
title: PROHIS

description: PROHIS
DOI: 10.5281/zenodo.15447938
title: PROHIS

description: PROHIS