cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/171-cl5-184
title: Rapakivi granite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/e7a-lb1-7td
title: Rapakivi granite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tr5-4mg-slk
title: Acritarcha

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1cr-adf-b13
title: Quartz porphyry

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2y8-mhv-z2s
title: Pyrite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f23-65v-0ec
title: Quartz porphyry

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w5g-q7a-va6
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/59l-9gg-dng
title: Quartz porphyry

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/z31-n9m-g3a
title: Quartz porphyry

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lxe-sbm-83e
title: Quartz porphyry

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s2h-rtv-1vt
title: Rapakivi granite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/peq-7ez-wlp
title: Rapakivi granite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mjr-7jn-g25
title: Rapakivi granite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w9k-8v1-srh
title: Rapakivi granite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1n4-k8y-v1w
title: Rapakivi granite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n98-dnk-gtz
title: Rapakivi granite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5r2-0vk-t2h
title: Rapakivi granite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/aj5-hqg-cqc
title: †Ungula ingrica (Eichwald, 1829)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rzw-m8q-8vj
title: Amber

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zwz-zgb-rr8
title: Quartz porphyry

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1kz-pgz-26s
title: Amber

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kfr-8dt-7b5
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8yj-c56-yfk
title: Amber

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gfl-nxs-nsh
title: Amber

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xle-2sg-htt
title: Amber

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/z6c-fjy-pr4
title: Amber

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/m0t-zpd-y8c
title: †Ungula ingrica (Eichwald, 1829)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/t1y-bb6-js2
title: Amber

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y6l-8ja-mc6
title: Amber

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ygn-j92-bq2
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hwf-x7w-bh3
title: Biotite gneiss

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yy5-ekt-sr2
title: Quartz porphyry

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/g02-txg-x99
title: Quartzite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nf7-9e8-799
title: †Obolus apollinis Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9na-3a2-gd8
title: Amber

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/b6d-adn-vjw
title: Quartz porphyry

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pyy-mkh-lh8
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rk6-0j8-4vz
title: Quartz porphyry

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/brj-wsb-zxn
title: Homostius sulcatus Kutorga, 1837

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q6l-zfw-eag
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xbl-5m5-zmd
title: †Ungula ingrica (Eichwald, 1829)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p5h-sc1-q0n
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qkp-rp0-68r
title: Homostius sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s61-lty-2w4
title: Goniosphaeridium sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/x6r-yks-ce8
title: Acritarcha

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/176-6la-ng6
title: Heterostius ingens Asmuss, 1856

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/h0r-xll-eyq
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.a5e3q2
title: Occurrence Download

description: A dataset containing 23890 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anchoa lyolepis (Evermann & Marsh, 1900)"
 ]
}

 The dataset includes 23890 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008799-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25810/8196-e820.84
title: United Kingdom Newspaper Coverage of Climate Change or Global Warming, 2000-2025 - February 2025

description: The Media and Climate Change Observatory Data monitors 127 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.15468/dl.apx3q7
title: Occurrence Download

description: A dataset containing 1072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gryllus assimilis (Fabricius, 1775)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1072 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008803-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7aue3j
title: Occurrence Download

description: A dataset containing 8768 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BEL.2_1",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Quercus ilex L., Viola tricolor subsp. curtisii (E.Forst.) Syme, Viola tricolor L.)"
 ]
}

 The dataset includes 8768 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008806-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mh6w3
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección especímenes del herbario amazónico del Ecuador (ECUAMZ)"
 ]
}

 The dataset includes 216 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008809-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cre9x3
title: Occurrence Download

description: A dataset containing 349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON Z ((-43.90703775712196 -20.4513837556082 0, -43.90655529892138 -20.45037581313547 0, -43.90531108588257 -20.44982746543039 0, -43.90348395288933 -20.44943890007432 0, -43.90258718469948 -20.44881568262577 0, -43.90156410730184 -20.44904507725388 0, -43.90082879068237 -20.44885217454026 0, -43.90065497354491 -20.44820719159029 0, -43.90023230569153 -20.44801218842216 0, -43.89864255894938 -20.44916378203942 0, -43.8978085120435 -20.45043534983066 0, -43.89649077349318 -20.44990922966463 0, -43.8928747987223 -20.45101744980591 0, -43.89258666228864 -20.45057240866578 0, -43.89206703990698 -20.45075546287805 0, -43.89097376934983 -20.44933637792139 0, -43.88970473840373 -20.44928076026639 0, -43.88878659812571 -20.44883529059128 0, -43.88739510465737 -20.44925797087074 0, -43.88692399510956 -20.44902599673072 0, -43.88650832391196 -20.44907292869232 0, -43.88571546158784 -20.44969205831543 0, -43.8852826400863 -20.44952435775571 0, -43.88538516287025 -20.44862591471652 0, -43.88503700621175 -20.44830361166791 0, -43.88432431132196 -20.44827971029525 0, -43.88395514669591 -20.44765137808771 0, -43.88357552534458 -20.44733092998453 0, -43.88313357935488 -20.44732529414278 0, -43.88161017178088 -20.44549344029193 0, -43.8810591747464 -20.44349770786319 0, -43.88187969459066 -20.43826292437154 0, -43.88532105500035 -20.43505032953208 0, -43.88884207606655 -20.43397646443736 0, -43.89004484060253 -20.43287316577119 0, -43.89213406876303 -20.43347147302259 0, -43.89277983393396 -20.43446490009246 0, -43.89350217925706 -20.43449340478662 0, -43.8946413710181 -20.43526918772549 0, -43.8968039587777 -20.43531811037342 0, -43.89757354472253 -20.43504568294423 0, -43.89813017552823 -20.43458894195664 0, -43.89829231373091 -20.43359058646112 0, -43.90093417508769 -20.43402203434524 0, -43.90155541349507 -20.43483025454147 0, -43.90245746704667 -20.4358643857972 0, -43.90322634875938 -20.43656423356742 0, -43.90354384696187 -20.43746601157648 0, -43.90332665871279 -20.43859631804588 0, -43.9037517657247 -20.43993261672309 0, -43.90521234706807 -20.44171506175935 0, -43.90591061507143 -20.44217239809661 0, -43.90677946103005 -20.44220197515219 0, -43.90840020456289 -20.44132907600698 0, -43.90835316602386 -20.44482531046611 0, -43.90923253503062 -20.44707340331948 0, -43.91152241910112 -20.44940096982026 0, -43.91148588774474 -20.4514503024215 0, -43.90703775712196 -20.4513837556082 0))",
 "HasGeospatialIssue is False"
 ]
}

 The dataset includes 349 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008810-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v25mbk
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-86.22248 39.48934,-85.9959 39.48934,-85.9959 39.70757,-86.22248 39.70757,-86.22248 39.48934))",
 "HasGeospatialIssue is false",
 "TaxonKey is Symphyotrichum Nees"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008811-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15023210
title: SmartStake SMB, air temperature, snow depth measurements at Argentière Glacier between 2019 and 2021

description: Files Description:

==================================ss_2019-21.smb:==================================

Contains 30-min sampled values of recorded Surface Mass Balance (SMB) at the SmartStake device.

Column 1 = DateTimeColumn 2 = SMB (m)

================================SafranTemp1959-2022.dat:================================

Contains daily records of air temperature.

Column 1 = DateColumn 2 = Temperature (degree)

================================SnowheightArg.xlsx:================================

Contains pit measurements at the ablation zone of the glacier (2400 m a.s.l).

Coordinates of the sites (balise) are given in NTF (Paris) / Lambert zone II

Column 1 = site and two last digits of the yearColumn 2 = day

Column 3 = monthColumn 4 = year

Column 5 = snow depth (m)Column 6 = snow density (g cm^-3)
DOI: 10.5281/zenodo.15023211
title: SmartStake SMB, air temperature, snow depth measurements at Argentière Glacier between 2019 and 2021

description: Files Description:

==================================ss_2019-21.smb:==================================

Contains 30-min sampled values of recorded Surface Mass Balance (SMB) at the SmartStake device.

Column 1 = DateTimeColumn 2 = SMB (m)

================================SafranTemp1959-2022.dat:================================

Contains daily records of air temperature.

Column 1 = DateColumn 2 = Temperature (degree)

================================SnowheightArg.xlsx:================================

Contains pit measurements at the ablation zone of the glacier (2400 m a.s.l).

Coordinates of the sites (balise) are given in NTF (Paris) / Lambert zone II

Column 1 = site and two last digits of the yearColumn 2 = day

Column 3 = monthColumn 4 = year

Column 5 = snow depth (m)Column 6 = snow density (g cm^-3)
DOI: 10.5281/zenodo.15025674
title: Test data
DOI: 10.5281/zenodo.15025675
title: Test data
DOI: 10.5281/zenodo.15025643
title: Data for: "Model-free estimation of completeness, uncertainties, and outliers in atomistic machine learning using information theory"

description: # Data for: Model-free estimation of completeness, uncertainties, and outliers in atomistic machine learning using information theory

This dataset contains the raw data to reproduce the paper:

D. Schwalbe-Koda, S. Hamel, B. Sadigh, F. Zhou, V. Lordi. "Model-free estimation of completeness, uncertainties, and outliers in atomistic machine learning using information theory". arXiv:2404.12367 (2024). DOI: [10.48550/arXiv.2404.12367](https://doi.org/10.48550/arXiv.2404.12367)

The raw data in `2025-quests-data.tar.gz` contains all the raw data to reproduce the paper.The tarfile is sorted by section of the paper (01 through 05) and supplementary information (A01 through A11).
Its structure is the following:

```
    data/
    ├── 02-Aluminum
    ├── 02-GAP20
    ├── 02-rMD17
    ├── 04-TM23
    ├── 05-Cu
    ├── 05-Ta
    ├── A08-Denoiser
    ├── A11-Cu
    ├── A11-QTB
    └── A11-Sn
```
The tarfile contains files of the following formats:- CSV files containing tables with the data for the analysis- JSON files containing structured data for the analysis- logfiles from LAMMPS simulations- Extended XYZ files containing the results of MD trajectories or materials structure data

### Citing

If you use QUESTS or its data/examples in a publication, please cite the following paper:

```bibtex
@article{schwalbekoda2024information,
    title = {Model-free quantification of completeness, uncertainties, and outliers in atomistic machine learning using information theory},
    author = {Schwalbe-Koda, Daniel and Hamel, Sebastien and Sadigh, Babak and Zhou, Fei and Lordi, Vincenzo},
    year = {2024},
    journal = {arXiv:2404.12367},
    url = {https://arxiv.org/abs/2404.12367},
    doi = {10.48550/arXiv.2404.12367},
}
```
DOI: 10.5281/zenodo.15025644
title: Data for: "Model-free estimation of completeness, uncertainties, and outliers in atomistic machine learning using information theory"

description: # Data for: Model-free estimation of completeness, uncertainties, and outliers in atomistic machine learning using information theory

This dataset contains the raw data to reproduce the paper:

D. Schwalbe-Koda, S. Hamel, B. Sadigh, F. Zhou, V. Lordi. "Model-free estimation of completeness, uncertainties, and outliers in atomistic machine learning using information theory". arXiv:2404.12367 (2024). DOI: [10.48550/arXiv.2404.12367](https://doi.org/10.48550/arXiv.2404.12367)

The raw data in `2025-quests-data.tar.gz` contains all the raw data to reproduce the paper.The tarfile is sorted by section of the paper (01 through 05) and supplementary information (A01 through A11).
Its structure is the following:

```
    data/
    ├── 02-Aluminum
    ├── 02-GAP20
    ├── 02-rMD17
    ├── 04-TM23
    ├── 05-Cu
    ├── 05-Ta
    ├── A08-Denoiser
    ├── A11-Cu
    ├── A11-QTB
    └── A11-Sn
```
The tarfile contains files of the following formats:- CSV files containing tables with the data for the analysis- JSON files containing structured data for the analysis- logfiles from LAMMPS simulations- Extended XYZ files containing the results of MD trajectories or materials structure data

### Citing

If you use QUESTS or its data/examples in a publication, please cite the following paper:

```bibtex
@article{schwalbekoda2024information,
    title = {Model-free quantification of completeness, uncertainties, and outliers in atomistic machine learning using information theory},
    author = {Schwalbe-Koda, Daniel and Hamel, Sebastien and Sadigh, Babak and Zhou, Fei and Lordi, Vincenzo},
    year = {2024},
    journal = {arXiv:2404.12367},
    url = {https://arxiv.org/abs/2404.12367},
    doi = {10.48550/arXiv.2404.12367},
}
```
DOI: 10.48804/ifvcsj
title: Replication Data for: Subsynovial connective tissue thickness is associated with disease status and severity in carpal tunnel syndrome

description: This structured dataset consists of data on sonographically measured subsynovial connective tissue thickness in subjects with and without carpal tunnel syndrome. With this dataset, we analyzed the association between subsynovial connective tissue thickness with the presence or absence of carpal tunnel syndrome, as well as with its severity. The collected data is part of the research and manuscript "Subsynovial connective tissue thickness is associated with disease status and severity in carpal tunnel syndrome".
DOI: 10.15468/dl.a3gxvz
title: Occurrence Download

description: A dataset containing 6331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Fossil",
 "Country is Portugal",
 "Geometry POLYGON((-9.69742 37.04019,-6.09907 37.04019,-6.09907 42.01883,-9.69742 42.01883,-9.69742 37.04019))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6331 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008812-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55ymrj
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyperaspis senegalensis hottentotta Mulsant, 1850",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008814-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14984421
title: Data and code used in the submission "Evaluating gross primary production (GPP) trends due to changes in greenness from the satellite data driven FluxSat product"

description: This page contains the scripts and necessary data files used in the analysis of and to produce the figures in the initial submission of the paper "Evaluating gross primary production (GPP) trends due to changes in greenness from the satellite data driven FluxSat product" submitted to the Journal of Geophysical Research: Biogeosciences. There are six .nc files on this page. Two of the .nc files contain the eddy covariance (EC) data from the FluxNET2015 and Ameriflux beta Oneflux data releases. Two of the .nc files contain collocated GPP for two published versions of FluxSat (FS v2.0 and v2.2). Two of the .nc files contain collocated GPP for the two experimental versions of FluxSat (FS MS and FS LS) used in the analysis in Main of the paper.
DOI: 10.5281/zenodo.14984422
title: Data and code used in the submission "Evaluating gross primary production (GPP) trends due to changes in greenness from the satellite data driven FluxSat product"

description: This page contains the scripts and necessary data files used in the analysis of and to produce the figures in the initial submission of the paper "Evaluating gross primary production (GPP) trends due to changes in greenness from the satellite data driven FluxSat product" submitted to the Journal of Geophysical Research: Biogeosciences. There are six .nc files on this page. Two of the .nc files contain the eddy covariance (EC) data from the FluxNET2015 and Ameriflux beta Oneflux data releases. Two of the .nc files contain collocated GPP for two published versions of FluxSat (FS v2.0 and v2.2). Two of the .nc files contain collocated GPP for the two experimental versions of FluxSat (FS MS and FS LS) used in the analysis in Main of the paper.