cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.34810/data2642
title: MuChoMusic dataset

description: &lt;h2&gt;MuChoMusic: Evaluating Music Understanding in Multimodal Audio-Language Models&lt;/h2&gt;
&lt;p&gt;MuChoMusic is a benchmark designed to evaluate music understanding in multimodal language models focused on audio. It includes 1,187 multiple-choice questions validated by human annotators, based on 644 music tracks from two publicly available music datasets. These questions cover a wide variety of genres and assess knowledge and reasoning across several musical concepts and their cultural and functional contexts. The benchmark provides a holistic evaluation of five open-source models, revealing challenges such as over-reliance on the language modality and highlighting the need for better multimodal integration.&lt;/p&gt;
&lt;h3&gt;Note on Audio Files&lt;/h3&gt;
&lt;p&gt;This dataset comes without audio files. The audio files can be downloaded from two datasets: &lt;a href="https://doi.org/10.5281/zenodo.10072001" target="_new" rel="noreferrer"&gt;SongDescriberDataset (SDD)&lt;/a&gt; and &lt;a href="https://www.kaggle.com/datasets/googleai/musiccaps" target="_new" rel="noreferrer"&gt;MusicCaps&lt;/a&gt;. Please see the &lt;a href="https://github.com/mulab-mir/muchomusic" target="_new" rel="noreferrer"&gt;code repository&lt;/a&gt; for more information on how to download the audio.&lt;/p&gt;
&lt;h3&gt;Citation&lt;/h3&gt;
&lt;p&gt;If you use this dataset, please cite our &lt;a href="https://arxiv.org/abs/2408.01337" target="_blank" rel="noopener"&gt;paper&lt;/a&gt;:&lt;/p&gt;
&lt;pre&gt;&lt;code&gt;@inproceedings{weck2024muchomusic,
 title={MuChoMusic: Evaluating Music Understanding in Multimodal Audio-Language Models},
 author={Weck, Benno and Manco, Ilaria and Benetos, Emmanouil and Quinton, Elio and Fazekas, György and Bogdanov, Dmitry},
 booktitle = {Proceedings of the 25th International Society for Music Information Retrieval Conference (ISMIR)},
 year={2024}
}&lt;/code&gt;&lt;/pre&gt;

Weck B, Manco I, Benetos E, Quinton E, Fazekas G, Bogdanov D. MuChoMusic: Evaluating Music Understanding in Multimodal Audio-Language Models. In: Kaneshiro B, Mysore G, Nieto O, Donahue C, Huang CZA, Lee JH, McFee B, McCallum M, editors. Proceedings of the 25th International Society for Music Information Retrieval Conference (ISMIR2024); 2024 November 10-14; San Francisco, USA.
DOI: 10.15468/dl.p5rcrd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-50 -60,-40 -60,-40 -50,-50 -50,-50 -60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013865-251009101135966/datasets/export for details.
DOI: 10.15468/dl.qwzyx2
title: Occurrence Download

description: A dataset containing 472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sophora davidii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 472 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013868-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ec7wft
title: Occurrence Download

description: A dataset containing 9757 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fraxinus americana)",
 "StateProvince is one of (Alabama, Arkansas, Connecticut, Delaware, District of Columbia, Florida, Georgia, Illinois, Indiana, Iowa, Kansas, Kentucky, Louisiana, Maine, Maryland, Massachusetts, Mexico Northeast, Michigan, Minnesota, Mississippi, Missouri, Nebraska, New Brunswick, New Hampshire, New Jersey, New York, North Carolina, Nova Scotia, Ohio, Oklahoma, Ontario, Pennsylvania, Prince Edward I., Quebec, Rhode I., South Carolina, Tennessee, Texas, Vermont, Virginia, West Virginia, Wisconsin)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 9757 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013863-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rkes9e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-60 -60,-50 -60,-50 -50,-60 -50,-60 -60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013867-251009101135966/datasets/export for details.
DOI: 10.15468/dl.fhr7hp
title: Occurrence Download

description: A dataset containing 5990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((27.99056 70.07722,27.64768 70.07722,27.43338 69.9233,27.09051 69.91595,26.61905 69.95271,26.27618 69.70888,26.01902 69.67913,25.69758 68.8909,28.29057 68.87545,28.8906 69.02171,28.80488 69.19746,29.38349 69.43965,29.14776 69.6568,28.48344 69.78307,28.37629 69.87912,27.99056 70.07722))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ascomycota"
 ]
}

 The dataset includes 5990 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013866-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14866629
title: Dataset - Canales et al. (2024) Temporal dynamics and extreme events in solar, wind, and wave energy complementarity: Insights from the Polish Exclusive Economic Zone

description: Supplementary materials to the research article titled: Temporal dynamics and extreme events in solar, wind, and wave energy complementarity: Insights from the Polish Exclusive Economic Zone (DOI: 10.1016/j.energy.2024.132268)

Authors: Fausto A. Canales, Patryk Sapiega, Egidijus Kasiulis, Erik Jonasson, Irina Temiz, and Jakub Jurasz

Journal: Energy

Publisher: Elsevier

Year: 2024

Volume: 305

Article number: 132268

Contains:



Excel files with time series and most relevant calculations

Main figures and data maps


Acknowledgments:

J. Jurasz: The results reported here build on the work conducted as part of project no. 2022/47/B/ST8/01113, funded by the National Science Centre (Narodowe Centrum Nauki), titled: Method to quantify the energy droughts of renewable sources based on historical and climate change projections data.

F. A. Canales: These results derive from work supported by the Polish National Agency for Academic Exchange (NAWA) under the Ulam NAWA Programme [Agreement no. BPN/ULM/2022/1/00092/U/00001].
DOI: 10.5281/zenodo.14866630
title: Dataset - Canales et al. (2024) Temporal dynamics and extreme events in solar, wind, and wave energy complementarity: Insights from the Polish Exclusive Economic Zone

description: Supplementary materials to the research article titled: Temporal dynamics and extreme events in solar, wind, and wave energy complementarity: Insights from the Polish Exclusive Economic Zone (DOI: 10.1016/j.energy.2024.132268)

Authors: Fausto A. Canales, Patryk Sapiega, Egidijus Kasiulis, Erik Jonasson, Irina Temiz, and Jakub Jurasz

Journal: Energy

Publisher: Elsevier

Year: 2024

Volume: 305

Article number: 132268

Contains:



Excel files with time series and most relevant calculations

Main figures and data maps


Acknowledgments:

J. Jurasz: The results reported here build on the work conducted as part of project no. 2022/47/B/ST8/01113, funded by the National Science Centre (Narodowe Centrum Nauki), titled: Method to quantify the energy droughts of renewable sources based on historical and climate change projections data.

F. A. Canales: These results derive from work supported by the Polish National Agency for Academic Exchange (NAWA) under the Ulam NAWA Programme [Agreement no. BPN/ULM/2022/1/00092/U/00001].
DOI: 10.34810/data2643
title: Software for Song Describer

description: Song Describer is a data collection platform for annotating music with textual descriptions.
description: This is a copy of the GitHub repository at the following commit: https://github.com/ilaria-manco/song-describer/commit/892850d92bbce8ac74442ba4390ec2ff88e89921
DOI: 10.15468/dl.235s6r
title: Occurrence Download

description: A dataset listing the 66854 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((160.47478 -28.94862,193.97113 -28.94862,193.97113 -5.85879,160.47478 -5.85879,160.47478 -28.94862))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 66854 records were derived from 1041 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013841-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqd22x
title: Occurrence Download

description: A dataset containing 57298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cephalopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-10 50,0 50,0 60,-10 60,-10 50))"
 ]
}

 The dataset includes 57298 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013845-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ue64mp
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-70 -60,-60 -60,-60 -50,-70 -50,-70 -60))"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013869-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data2644
title: Software for MuChoMusic

description: MuChoMusic is a benchmark for evaluating music understanding in multimodal audio-language models.
description: This is a copy of the GitHub repository at the following commit: https://github.com/mulab-mir/muchomusic/tree/d3c9a423d006c545b86472c0c1cfacce7058cfc5
DOI: 10.5281/zenodo.17341651
title: Use of VR for sport rehabilitation: interview data

description: Interview data collected 6th Mar. 2020.
DOI: 10.5281/zenodo.17341650
title: Use of VR for sport rehabilitation: interview data

description: Interview data collected 6th Mar. 2020.
DOI: 10.57745/ug9noi
title: Raw data - Silva-Sousa et al. (2025).xlsx

description: :unav
DOI: 10.57745/gnas2m
title: Raw data - Silva-Sousa et al. (2025).xlsx

description: Raw data - Torulaspora delbrueckii -
DOI: 10.57745/ey4qga
title: Raw data - Silva-Sousa et al. (2025).xlsx

description: Raw data - Torulaspora delbrueckii
DOI: 10.5281/zenodo.17333240
title: Psychological time estimation and depression

description: The effect of mild depression on time estimation and production was investigated. Participants made both magnitudeestimation and magnitude production judgments for five time intervals (specified in seconds) from 3 sec to 65 sec. Theparameters of the best fitting psychophysical function (power law exponent, intercept, and threshold) were determinedindividually for each participant in every condition. There were no significant effects of mood (high BDI, low BDI) orjudgment (estimation, production) on the mean exponent, n=.98, 95% confidence interval (.96–1.04) or on the threshold.However, the intercept showed a ‘depressive realism’ effect, where high BDI participants had a smaller deviation fromaccuracy and a smaller difference between estimation and judgment than low BDI participants. Accuracy bias was assessedusing three measures of accuracy: difference, defined as psychological time minus physical time, ratio, defined aspsychological time divided by physical time, and a new logarithmic accuracy measure defined as ln (ratio). The ln (ratio)measure was shown to have approximately normal residuals when subjected to a mixed ANOVA with mood as a betweengroups explanatory factor and judgment and time category as repeated measures explanatory factors. The residuals of theother two accuracy measures flagrantly violated normality. The mixed ANOVAs of accuracy also showed a strong depressiverealism effect, just like the intercepts of the psychophysical functions. There was also a strong negative correlation betweenestimation and production judgments. Taken together these findings support a clock model of time estimation, combinedwith additional cognitive mechanisms to account for the depressive realism effect. The findings also suggest strongmethodological recommendations.Citation: Kornbrot DE, Msetfi RM, Grimwood MJ (2013)

Kornbrot, D. E. //Msetfi. (2013). Time Perception and Depressive Realism: Judgment Type, Psychophysical Functions and Bias. PLoS ONE, 8(8), e71585. https://doi.org/10.1371/journal.pone.0071585
DOI: 10.5281/zenodo.17333241
title: Psychological time estimation and depression

description: The effect of mild depression on time estimation and production was investigated. Participants made both magnitudeestimation and magnitude production judgments for five time intervals (specified in seconds) from 3 sec to 65 sec. Theparameters of the best fitting psychophysical function (power law exponent, intercept, and threshold) were determinedindividually for each participant in every condition. There were no significant effects of mood (high BDI, low BDI) orjudgment (estimation, production) on the mean exponent, n=.98, 95% confidence interval (.96–1.04) or on the threshold.However, the intercept showed a ‘depressive realism’ effect, where high BDI participants had a smaller deviation fromaccuracy and a smaller difference between estimation and judgment than low BDI participants. Accuracy bias was assessedusing three measures of accuracy: difference, defined as psychological time minus physical time, ratio, defined aspsychological time divided by physical time, and a new logarithmic accuracy measure defined as ln (ratio). The ln (ratio)measure was shown to have approximately normal residuals when subjected to a mixed ANOVA with mood as a betweengroups explanatory factor and judgment and time category as repeated measures explanatory factors. The residuals of theother two accuracy measures flagrantly violated normality. The mixed ANOVAs of accuracy also showed a strong depressiverealism effect, just like the intercepts of the psychophysical functions. There was also a strong negative correlation betweenestimation and production judgments. Taken together these findings support a clock model of time estimation, combinedwith additional cognitive mechanisms to account for the depressive realism effect. The findings also suggest strongmethodological recommendations.Citation: Kornbrot DE, Msetfi RM, Grimwood MJ (2013)

Kornbrot, D. E. //Msetfi. (2013). Time Perception and Depressive Realism: Judgment Type, Psychophysical Functions and Bias. PLoS ONE, 8(8), e71585. https://doi.org/10.1371/journal.pone.0071585
DOI: 10.15468/dl.nhwx6j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cephalopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((40 50,50 50,50 60,40 60,40 50))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013871-251009101135966/datasets/export for details.
DOI: 10.5281/zenodo.17340939
title: Microbial Data on Cascading Hydrology–Nutrient–Bacteria Responses to Alpine Wetland Degradation: Field Evidence from the Zoige Wetland
DOI: 10.5281/zenodo.17340940
title: Microbial Data on Cascading Hydrology–Nutrient–Bacteria Responses to Alpine Wetland Degradation: Field Evidence from the Zoige Wetland
DOI: 10.15468/dl.2jawhx
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cephalopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((50 50,60 50,60 60,50 60,50 50))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013872-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hy4n7t
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013873-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.navqmx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-80 -60,-70 -60,-70 -50,-80 -50,-80 -60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013874-251009101135966/datasets/export for details.
DOI: 10.5281/zenodo.15696574
title: Supplementary Data for "TempSnap-Trace: A Temporal Snapshot-Based Framework for Haplotype Network Tracing"
DOI: 10.15468/dl.b5qn2j
title: Occurrence Download

description: A dataset containing 1671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fraxinus anomala)",
 "StateProvince is one of (Arizona, California, Colorado, Nevada, New Mexico, Utah, Wyoming)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 1671 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013875-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xzbun
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-90 -60,-80 -60,-80 -50,-90 -50,-90 -60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013876-251009101135966/datasets/export for details.
DOI: 10.15468/dl.bvb9a3
title: Occurrence Download

description: A dataset containing 286769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Erysimum"
 ]
}

 The dataset includes 286769 records from 1411 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013734-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w76qkn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Stellaria media glaberrima, Stellaria media glaberrima, Stellaria media hirsutiuscula, Stellaria media intermedia, Stellaria media malachioides, Stellaria media maxima, Stellaria media pachyphylla, Stellaria media petiolata, Stellaria media platysepala, Stellaria media platysepala)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003365-250717081556266/datasets/export for details.
DOI: 10.15468/dl.7wug2w
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynara scolymus",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003367-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ud2gqr
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynara scolymus",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 55 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003366-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/en0-5jb-423
title: Rumex alpinus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.8z93ga
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynara scolymus",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003368-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hb9myx
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Batrachoseps aridus)"
 ]
}

 The dataset includes 41 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003370-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.