cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15715891
title: Mars Dust Activity Database for Mars South Pole

description: The Mars Dust Activity Database for the South Pole includes storm boundaries for every instance from the Mars Color Imager (MARCI) for the period of Ls=255–280° in MY 30 centered around 90°S.  A single tar file contains two folders, the "MDADbstormMY30.csv" file, a Jupyter notebook "MDAD_Bstorm.ipynb", and two figures that are generated by the notebook for the paper Campbell+2025.

The csv folder contains  395 *.csv files, each of which corresponds to a single dust storm instance on a single MARCI swath.  The csv files are named with the following convention:  SWATH#_LSS#_MEM_ZZZb.csv, where SWATH# is the swath number, ranging 021717–022214 and LSS is the areocentric longitude of the swath.  The last seven characters are the member ID for the storm instance, with ZZZ ranging 200–329 and "MEM" the subphase on which the member starts.  For storms that have merged, only the member ID with the smallest ZZZ is included in the file name, and the character "b" is only included in the file name for splitting storms.  Each *.csv file consists of a two column matrix.  Column 1 is cartesian x coordinate in the frame of the png files, and column 2 is the y coordinate, with (0,0) at the bottom left corner of the png images.  Each x, y point is a pixel on the boundary of the storm instance.

MDADbstormMY30.csv is a table with each row identifying specific properties of each of the individual dust storm instances in a single swath. The format of an entry is: Mars Year, Mission subphase, swath number, Ls, Centroid longitude, Centroid latitude, Area (square km), Member ID, Maximum latitude, Minimum latitude, Confidence interval, Missing data. Each entry has a member ID that can be carried across sols if the motion of the dust storm is feasible. The member ID has the format: SUB_XXX, where “SUB” is the Mission subphase containing the storm, and “XXX” is a number from 001 to 133. Different members can merge into a single member, noted in the member ID with a “+”. The ID of the combining member that is numerically smallest is always listed first in the combined ID. Conversely, a single member can split into multiple members, noted at the end of the member ID with a “b” or “c”. A confidence level of 50,75,100 is assigned to each dust storm to describe the accuracy of boundaries, with 50 being the least confident. A confidence level of 100 means that the entire perimeter of the dust storm is distinct. Any storm suffering from missing data is labeled with a “yes” under the “missing data” column.

MDAD_Bstorm.ipynb demonstrates how the read the files from the dataset and recreate two of the figures (provided as figure13.png and figure 15.png) from Campbell+2025.
DOI: 10.5281/zenodo.15715892
title: Mars Dust Activity Database for Mars South Pole

description: The Mars Dust Activity Database for the South Pole includes storm boundaries for every instance from the Mars Color Imager (MARCI) for the period of Ls=255–280° in MY 30 centered around 90°S.  A single tar file contains two folders, the "MDADbstormMY30.csv" file, a Jupyter notebook "MDAD_Bstorm.ipynb", and two figures that are generated by the notebook for the paper Campbell+2025.

The csv folder contains  395 *.csv files, each of which corresponds to a single dust storm instance on a single MARCI swath.  The csv files are named with the following convention:  SWATH#_LSS#_MEM_ZZZb.csv, where SWATH# is the swath number, ranging 021717–022214 and LSS is the areocentric longitude of the swath.  The last seven characters are the member ID for the storm instance, with ZZZ ranging 200–329 and "MEM" the subphase on which the member starts.  For storms that have merged, only the member ID with the smallest ZZZ is included in the file name, and the character "b" is only included in the file name for splitting storms.  Each *.csv file consists of a two column matrix.  Column 1 is cartesian x coordinate in the frame of the png files, and column 2 is the y coordinate, with (0,0) at the bottom left corner of the png images.  Each x, y point is a pixel on the boundary of the storm instance.

MDADbstormMY30.csv is a table with each row identifying specific properties of each of the individual dust storm instances in a single swath. The format of an entry is: Mars Year, Mission subphase, swath number, Ls, Centroid longitude, Centroid latitude, Area (square km), Member ID, Maximum latitude, Minimum latitude, Confidence interval, Missing data. Each entry has a member ID that can be carried across sols if the motion of the dust storm is feasible. The member ID has the format: SUB_XXX, where “SUB” is the Mission subphase containing the storm, and “XXX” is a number from 001 to 133. Different members can merge into a single member, noted in the member ID with a “+”. The ID of the combining member that is numerically smallest is always listed first in the combined ID. Conversely, a single member can split into multiple members, noted at the end of the member ID with a “b” or “c”. A confidence level of 50,75,100 is assigned to each dust storm to describe the accuracy of boundaries, with 50 being the least confident. A confidence level of 100 means that the entire perimeter of the dust storm is distinct. Any storm suffering from missing data is labeled with a “yes” under the “missing data” column.

MDAD_Bstorm.ipynb demonstrates how the read the files from the dataset and recreate two of the figures (provided as figure13.png and figure 15.png) from Campbell+2025.
DOI: 10.15468/dl.5bgdbg
title: Occurrence Download

description: A dataset containing 410 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Caledonia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Didymocheton rufescens (Vieill. ex Pancher & Sebert) Harms"
 ]
}

 The dataset includes 410 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063681-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/snr3-rj68
title: "SI-CCBTD Dataset and Source Code for LCCD-Net"

description: "This dataset provides the SI-CCBTD (Synthetic Industrial Cigarette Capsule Bubble and Tail Defect) dataset and LCCD-Net source code for cigarette capsule defect detection research. The SI-CCBTD dataset contains 2,000 synthetic images with 10,152 annotated defect instances across two categories: bubbles and tails. Images are provided in 640\u00d7640 resolution with annotations in COCO format, organized into training\/validation\/test sets.The accompanying LCCD-Net source code implements a lightweight detection network designed for industrial deployment, featuring novel components for efficient cigarette capsule complex defect detection. This dataset serves as a benchmark for developing defect detection algorithms in industrial quality control applications, addressing challenges in real-time processing and defect detection in manufacturing environments."
DOI: 10.5281/zenodo.15717171
title: Dataset for NXmpes demonstration

description: Dataset for the generation of Nexus files using the Nomad Nexus parser
DOI: 10.5281/zenodo.5913598
title: Dataset for NXmpes demonstration

description: Dataset for the generation of Nexus files using the Nomad Nexus parser
DOI: 10.15468/dl.t5vdrz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euglena Ehrenberg, 1830",
 "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 ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063682-250525065834625/datasets/export for details.
DOI: 10.15468/dl.qa2axk
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Notamblyscirtes simius (W.H.Edwards, 1881), Amblyscirtes simius Edwards, 1881, Mastor simius (Edwards, 1881))"
 ]
}

 The dataset includes 193 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063684-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g7cavs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euglena Ehrenberg, 1830",
 "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 ((25.5395 -28.5786,20.509 -28.5786,20.509 -32.9007,25.5395 -32.9007,25.5395 -28.5786))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063685-250525065834625/datasets/export for details.
DOI: 10.15468/dl.77r8bp
title: Occurrence Download

description: A dataset containing 1040 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Hesperia pahaska Leussler, 1938, Hesperia pahaska martini MacNeill, 1964, Hesperia pahaska pahaska, Hesperia pahaska williamsi Lindsey, 1940, Hesperia williamsi Lindsey, 1940)"
 ]
}

 The dataset includes 1040 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063686-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ced8e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euglena Ehrenberg, 1830",
 "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 ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063687-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15085548
title: Development and Evaluation of the Game LEAGUE OF QUALITY: ISO/IEC 25000 in an Educational Context

description: This paper presents an experience report on the development and evaluation of the educational game LEAGUE OF QUALITY: ISO/IEC 25000, designed to teach software product quality concepts from ISO/IEC 25000 to students in Information Technology programs at Brazilian University.  The goal is to introduce diversity into the course and enhance students' skills and knowledge. The game development followed four phases: pre-production, pilot testing, production, and finalization. As a result, we present the game and its rules, as well as students' and professors' perceptions of the advantages and disadvantages of using the game in the classroom. Our findings reveal that most students felt that the concepts covered in the game could be applied in their professional practice as software developers in the industry. Additionally, the game dynamics allowed them to understand software product quality concepts in a clear, accessible, and engaging way. Students also reported feeling motivated, describing the game as a great user experience that contributed to their learning. The learning gain was higher for students with little prior knowledge of the subject and lower for those who were already familiar with the concepts. Professors also observed increased motivation, greater student engagement, and improved learning outcomes.
DOI: 10.15468/dl.pmzqyb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euglena Ehrenberg, 1830",
 "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 ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063689-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29378483
title: Albedo

description: This file is related to climate change using Albedo.
DOI: 10.6084/m9.figshare.29378483.v1
title: Albedo

description: This file is related to climate change using Albedo.
DOI: 10.15468/dl.w9tz8t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euglena Ehrenberg, 1830",
 "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 ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063690-250525065834625/datasets/export for details.
DOI: 10.15468/dl.6fzgg8
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helicoblepharum daltoniaceum (Hampe) Broth."
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063691-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.un9qw8
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidopilum frondosum Mitt."
 ]
}

 The dataset includes 9 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063692-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8p23y
title: Occurrence Download

description: A dataset containing 1302762 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trifolium repens L."
 ]
}

 The dataset includes 1302762 records from 3685 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063683-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wvdus
title: Occurrence Download

description: A dataset containing 107984 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-243.268 37.90658,-241.78706 37.90658,-241.78706 39.66833,-243.268 39.66833,-243.268 37.90658))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 107984 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014760-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhunso
title: Occurrence Download

description: A dataset containing 462 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa benthamii J.F.Macbr."
 ]
}

 The dataset includes 462 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005051-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y94hsy
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astrocaryum aculeatissimum (Schott) Burret"
 ]
}

 The dataset includes 215 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250589-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6p2ab
title: Occurrence Download

description: A dataset containing 21336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dipsacus laciniatus L., Dipsacus pilosus L., Dipsacus sativus (L.) Honck., Dipsacus strigosus Willd., Diptychocarpus strictus (Fisch. ex M.Bieb.) Trautv., Disphyma crassifolium (L.) L.Bolus, Thapsia tenuifolia Lag., Dittrichia graveolens (L.) Greuter, Dittrichia viscosa (L.) Greuter, Dittrichia viscosa subsp. viscosa)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 21336 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069323-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrut2y
title: Occurrence Download

description: A dataset containing 5506882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5506882 records from 1179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004105-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4jrbxo
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphydryas gillettii (W.Barnes, 1897)"
 ]
}

 The dataset includes 294 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005053-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ct06u
title: Occurrence Download

description: A dataset containing 724 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Sterculia apetala (Jacq.) H.Karst.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 724 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003644-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.abtxch
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elleanthus roseus Schltr."
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156327-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1tkhnp
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bursera citronella Mc Vaugh & Rzed."
 ]
}

 The dataset includes 141 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005065-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5ckdy
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Angraecum litorale Schltr."
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009164-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shmf6r
title: Occurrence Download

description: A dataset containing 2886 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gunnera tinctoria (Molina) Mirb."
 ]
}

 The dataset includes 2886 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249529-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.