cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16036183
title: AFFINE Dataset CSMT

description: Organizzazione dei dati

Sotto la cartella principale si trovano un file positions.csv e 3 sottocartelle: rgb, dense, e sparse. Il dataset è stato generato camminando all'interno di uno spazio chiuso e ogni <positionID> corrisponde a una posa unica lungo la traiettoria di questo movimento. Il dataset contiene un totale di 1.097 pose uniche.

root
├── rgb
│  ├── <positionID>.jpg
|  └── ...
├── dense
│  ├── <positionID>.png
|  └── ...
├── sparse
│  ├── <positionID>.png
|  └── ...
└── positions.csv

positions.csv



Formato: ASCII.

Righe: 1 gruppo di immagini rgb e depth.

Colonne:



Filename: Nome del file senza estensione.

Timestamps: UNIX timestamp (secondi).

X,Y,Z: Posizione della camera. Coordinate cartesiane (metri).

Qw,Qx,Qy,Qz: Rotazione della camera. Quaternione.




Depth images (cartelle sparse e dense)



Risoluzione: 3840×1920

Formato: 16-bit grayscale PNG

Bianco → 16 metri

Nero → 0 metri, punto filtrato o geometria assente.


Camera images (cartella rgb)

Immagini panoramiche equirettangolari acquisite con una telecamera a colori a 360° con risoluzione 3840×1920.
DOI: 10.5281/zenodo.16036184
title: AFFINE Dataset CSMT

description: Organizzazione dei dati

Sotto la cartella principale si trovano un file positions.csv e 3 sottocartelle: rgb, dense, e sparse. Il dataset è stato generato camminando all'interno di uno spazio chiuso e ogni <positionID> corrisponde a una posa unica lungo la traiettoria di questo movimento. Il dataset contiene un totale di 1.097 pose uniche.

root
├── rgb
│  ├── <positionID>.jpg
|  └── ...
├── dense
│  ├── <positionID>.png
|  └── ...
├── sparse
│  ├── <positionID>.png
|  └── ...
└── positions.csv

positions.csv



Formato: ASCII.

Righe: 1 gruppo di immagini rgb e depth.

Colonne:



Filename: Nome del file senza estensione.

Timestamps: UNIX timestamp (secondi).

X,Y,Z: Posizione della camera. Coordinate cartesiane (metri).

Qw,Qx,Qy,Qz: Rotazione della camera. Quaternione.




Depth images (cartelle sparse e dense)



Risoluzione: 3840×1920

Formato: 16-bit grayscale PNG

Bianco → 16 metri

Nero → 0 metri, punto filtrato o geometria assente.


Camera images (cartella rgb)

Immagini panoramiche equirettangolari acquisite con una telecamera a colori a 360° con risoluzione 3840×1920.
DOI: 10.15468/dl.6jxvmz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Varanus panoptes)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021046-250717081556266/datasets/export for details.
DOI: 10.15468/dl.e9u4nb
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Felis catus",
 "Country is Jamaica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 34 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021048-250717081556266/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.29608436
title: Data and Code for ‘Patterns and Drivers of Fish Trophic Trajectories over Time’

description: This dataset contains fish community composition, trophic structure metrics, and associated environmental variables collected from 15 gravel pit lakes in France sampled 5 times between 2012 and 2022. The data were used to evaluate temporal dynamics in fish trophic structure and identify ecological drivers of food web trajectories. Included files provide raw and aggregated species-level biomass data, stable isotope–based trophic indices, and community-level metrics such as CWTP and RDA outputs. All R code used for analysis and main figures is also included. The code is reusable for ecological studies focusing on food web dynamics and community trajectories in multiple ecosystems.<i>This dataset and code are provided in support of the manuscript “Patterns and drivers of fish trophic trajectories over time”, accepted for publication in</i> <i>Ecology</i> <i>(manuscript ID: ECY25-0407.R1).</i>
DOI: 10.6084/m9.figshare.29608436.v2
title: Data and Code for ‘Patterns and Drivers of Fish Trophic Trajectories over Time’

description: This dataset contains fish community composition, trophic structure metrics, and associated environmental variables collected from 15 gravel pit lakes in France sampled 5 times between 2012 and 2022. The data were used to evaluate temporal dynamics in fish trophic structure and identify ecological drivers of food web trajectories. Included files provide raw and aggregated species-level biomass data, stable isotope–based trophic indices, and community-level metrics such as CWTP and RDA outputs. All R code used for analysis and main figures is also included. The code is reusable for ecological studies focusing on food web dynamics and community trajectories in multiple ecosystems.<i>This dataset and code are provided in support of the manuscript “Patterns and drivers of fish trophic trajectories over time”, accepted for publication in</i> <i>Ecology</i> <i>(manuscript ID: ECY25-0407.R1).</i>
DOI: 10.6084/m9.figshare.29608436.v1
title: <i>Patterns and drivers of fish trophic trajectories over time – data and code</i>

description: This dataset contains fish community composition, trophic structure metrics, and associated environmental variables collected from 15 gravel pit lakes in France sampled 5 times between 2012 and 2022. The data were used to evaluate temporal dynamics in fish trophic structure and identify ecological drivers of food web trajectories. Included files provide raw and aggregated species-level biomass data, stable isotope–based trophic indices, and community-level metrics such as CWTP and RDA outputs. All R code used for analysis and main figures is also included. The code is reusable for ecological studies focusing on food web dynamics and community trajectories in multiple ecosystems.<i>This dataset and code are provided in support of the manuscript “Patterns and drivers of fish trophic trajectories over time”, accepted for publication in</i> <i>Ecology</i> <i>(manuscript ID: ECY25-0407.R1).</i>
DOI: 10.15468/dl.gdtaac
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021049-250717081556266/datasets/export for details.
DOI: 10.15468/dl.6npysn
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tagetes minuta",
 "Country is Angola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021052-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fvjtn
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tagetes minuta",
 "Country is Botswana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021054-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qt4h7d
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tagetes minuta",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021053-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15570243
title: Raster models for paper "Is Complexity the Answer to the Continuum vs. Discontinuum Question in Rock Engineering?" by G. Erharter and D. Elmo

description: The dataset contains rastered representations of the synthetic rock mass models of the dataset "parametric discontinuity dataset 1 - PDD1" that was created by Erharter (2024).

The dataset is part of a paper called "Is Complexity the Answer to the Continuum vs. Discontinuum Question in Rock Engineering?" by G. Erharter and D. Elmo. The code that was used for the study and to create this dataset can be found under this Github repository https://github.com/geograz/Parametric_Rockmass_Studies.

The rasters are binary with 0 indicating “no discontinuity” and 1 indicating “discontinuity” and are available in resolutions of 0.25-, 0.2-, 0.15-, 0.1- and 0.05 m voxel (i.e., 3D volume-pixel) edge length. The naming convention of the individual rasters is



<sample_id>_<resolution>.pkl.gz


where sample_id refers to the ID of the synthetic rock mass sample in PDD1 and resolution to the respective raster resolution. For example, "100186499261_0.1.pkl.gz" is the 10cm resolution raster version of sample 100186499261 in PDD1.



Erharter, Georg H. (2024): Rock Mass Structure Characterization Considering Finite and Folded Discontinuities: A Parametric Study. In Rock Mech Rock Engng. DOI: 10.1007/s00603-024-03787-9.



Erharter, Georg H.; Elmo, Davide (2025): Is Complexity the Answer to the Continuum vs. Discontinuum Question in Rock Engineering? In Rock Mech Rock Engng. DOI: 10.1007/s00603-025-04777-1.
DOI: 10.5281/zenodo.15570244
title: Raster models for paper "Is Complexity the Answer to the Continuum vs. Discontinuum Question in Rock Engineering?" by G. Erharter and D. Elmo

description: The dataset contains rastered representations of the synthetic rock mass models of the dataset "parametric discontinuity dataset 1 - PDD1" that was created by Erharter (2024).

The dataset is part of a paper called "Is Complexity the Answer to the Continuum vs. Discontinuum Question in Rock Engineering?" by G. Erharter and D. Elmo. The code that was used for the study and to create this dataset can be found under this Github repository https://github.com/geograz/Parametric_Rockmass_Studies.

The rasters are binary with 0 indicating “no discontinuity” and 1 indicating “discontinuity” and are available in resolutions of 0.25-, 0.2-, 0.15-, 0.1- and 0.05 m voxel (i.e., 3D volume-pixel) edge length. The naming convention of the individual rasters is



<sample_id>_<resolution>.pkl.gz


where sample_id refers to the ID of the synthetic rock mass sample in PDD1 and resolution to the respective raster resolution. For example, "100186499261_0.1.pkl.gz" is the 10cm resolution raster version of sample 100186499261 in PDD1.



Erharter, Georg H. (2024): Rock Mass Structure Characterization Considering Finite and Folded Discontinuities: A Parametric Study. In Rock Mech Rock Engng. DOI: 10.1007/s00603-024-03787-9.



Erharter, Georg H.; Elmo, Davide (2025): Is Complexity the Answer to the Continuum vs. Discontinuum Question in Rock Engineering? In Rock Mech Rock Engng. DOI: 10.1007/s00603-025-04777-1.
DOI: 10.15468/dl.avujuw
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus cuneifolius",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 164 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021056-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msq7pm
title: Occurrence Download

description: A dataset containing 847499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1970-1990"
 ]
}

 The dataset includes 847499 records from 292 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021024-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4r6fm
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021055-250717081556266/datasets/export for details.
DOI: 10.15468/dl.nb54ff
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Manayunkia caspica",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021057-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdejxc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Varanus panoptes)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021059-250717081556266/datasets/export for details.
DOI: 10.15468/dl.fcu5nu
title: Occurrence Download

description: A dataset containing 107398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Lauraceae, Cinnamomum bejolghota)",
 "Year 1950-2025"
 ]
}

 The dataset includes 107398 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021040-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7vkde
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dysosma tsayuensis"
 ]
}

 The dataset includes 22 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021060-250717081556266/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/12532013
title: e-IPO Indonesia Data - Investment
DOI: 10.15468/dl.8rp524
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Varanus panoptes)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021061-250717081556266/datasets/export for details.
DOI: 10.15468/dl.5b4eev
title: Occurrence Download

description: A dataset containing 2374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Varanus panoptes)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 2374 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021063-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwvpzj
title: Occurrence Download

description: A dataset listing the 14528 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset's 14528 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021051-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uj8t6p
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021066-250717081556266/datasets/export for details.
DOI: 10.15468/dl.7w9sks
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021067-250717081556266/datasets/export for details.
DOI: 10.17864/1947.001442
title: Outputs related to the factors affecting chiropractic student performance

description: This dataset contains quantitative and qualitative data in relation to chiropractic students from the UK. Data was collected between 2021 and 2022. 

Four related datasets are presented. The first is quantitative and qualitative data from a national survey of chiropractic students exploring the reasons they chose to study chiropractic. This includes demographic information about participants and narratives relating to their decision to study chiropractic. 

The second dataset is quantitative data from the student record system for participants from a single cohort of final year chiropractic students in the UK. This data provides demographic information as well as information related to academic achievement over their previous years of study.

The third dataset contains qualitative and quantitative data from a survey of final year students from one chiropractic course in the UK. This includes data relating to participant self-perceived motivation to study, time spent in private study, participation in social clubs, working with others, interactions with staff and students and their previous education experiences. 

The final dataset contains interview transcripts from participants, purposively selected using the data obtained from the student record system and final year participant surveys. These participants were asked about their motivation, study habits, social clubs and previous educational experiences as well as the factors which they felt affected their performance. Data is fully anonymised with pseudonyms used in place of actual names, personal information altered and locations changed.
DOI: 10.15468/dl.z8tubr
title: Occurrence Download

description: A dataset containing 133858 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melilotus officinalis"
 ]
}

 The dataset includes 133858 records from 1319 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020964-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/lh0hqy
title: Replication Data for: Assessing electoral coordination: A quasi-experimental design of changes in district magnitude over time

description: Dataset, dofile and article
DOI: 10.15468/dl.us9nce
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Nepal",
 "TaxonKey is Ochotona roylii",
 "Year 1995-2025"
 ]
}

 The dataset includes 54 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002857-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0be-p1s-9qy
title: Coronilla vaginalis Lam.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/phv-p6l-55n
title: Notoseris henryi (Dunn) C. Shih

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3kq-kz4-p4a
title: Parietaria judaica L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yg0-bt9-wen
title: Fumaria vaillantii Loisel.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/2b1-gkl-83l
title: Pyrus turcomanica Maleev

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.