cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/e231555
title: Replication data for: Within-Industry Specialization and Global Market Power

description: Export price levels exhibit tremendous cross-national and spatial variation, even within narrowly defined industries. Standard theories attribute this variation to within-industry quality specialization. This paper argues that a significant portion of the export price variation is driven by rich and remote economies specializing in high-market power segments of industries. I also argue that this particular pattern of specialization (i) accounts for 30 percent of the overall gains from trade, and (ii) explains more than 37 percent of the observed cross-national income inequality.
DOI: 10.3886/e231555v1
title: Replication data for: Within-Industry Specialization and Global Market Power

description: Export price levels exhibit tremendous cross-national and spatial variation, even within narrowly defined industries. Standard theories attribute this variation to within-industry quality specialization. This paper argues that a significant portion of the export price variation is driven by rich and remote economies specializing in high-market power segments of industries. I also argue that this particular pattern of specialization (i) accounts for 30 percent of the overall gains from trade, and (ii) explains more than 37 percent of the observed cross-national income inequality.
DOI: 10.3886/e231556
title: Replication data for: Trust the Police? Self-Selection of Motivated Agents into the German Police Force

description: We conduct experimental games with police applicants in Germany to investigate whether intrinsically motivated agents self-select into this type of public service. Our focus is on trustworthiness and the willingness to enforce norms of cooperation as key dimensions of intrinsic motivation in the police context. We find that police applicants are more trustworthy than non-applicants, i.e., they return higher shares as second-movers in a trust game. Furthermore, they invest more in rewards and punishment when they can enforce cooperation as a third party. Our results provide clear evidence for self-selection of motivated agents into the German police force, documenting an important mechanism that influences the match between jobs and agents in public service.
DOI: 10.3886/e231556v1
title: Replication data for: Trust the Police? Self-Selection of Motivated Agents into the German Police Force

description: We conduct experimental games with police applicants in Germany to investigate whether intrinsically motivated agents self-select into this type of public service. Our focus is on trustworthiness and the willingness to enforce norms of cooperation as key dimensions of intrinsic motivation in the police context. We find that police applicants are more trustworthy than non-applicants, i.e., they return higher shares as second-movers in a trust game. Furthermore, they invest more in rewards and punishment when they can enforce cooperation as a third party. Our results provide clear evidence for self-selection of motivated agents into the German police force, documenting an important mechanism that influences the match between jobs and agents in public service.
DOI: 10.3886/e231557
title: Replication data for: When Demand Increases Cause Shakeouts

description: Standard models that guide competition policy imply that demand increases should lead to more, not fewer firms. However, Sutton's (1991) model shows that demand increases instead can lead to shakeouts if non-price competition takes the form of fixed investments. We investigate this effect in the 1960s–1980s hotel and motel industry, where quality competition arose through investments in swimming pools. We show that demand increases associated with highway openings led to fewer firms, particularly in warm places. We do not find this effect in other industries that serve travelers, gasoline retailing, and restaurants, where quality competition does not involve fixed investments.
DOI: 10.3886/e231557v1
title: Replication data for: When Demand Increases Cause Shakeouts

description: Standard models that guide competition policy imply that demand increases should lead to more, not fewer firms. However, Sutton's (1991) model shows that demand increases instead can lead to shakeouts if non-price competition takes the form of fixed investments. We investigate this effect in the 1960s–1980s hotel and motel industry, where quality competition arose through investments in swimming pools. We show that demand increases associated with highway openings led to fewer firms, particularly in warm places. We do not find this effect in other industries that serve travelers, gasoline retailing, and restaurants, where quality competition does not involve fixed investments.
DOI: 10.15468/dl.rvfreu
title: Occurrence Download

description: A dataset containing 4492 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-77.21412 0.97429,-77.12535 0.97429,-77.12535 1.04584,-77.21412 1.04584,-77.21412 0.97429))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4492 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014639-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4ud6k
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Geometry POLYGON((-97.05388 19.37666,-96.94133 19.37666,-96.94133 19.4626,-97.05388 19.4626,-97.05388 19.37666))",
 "OccurrenceStatus is Present",
 "TaxonKey is Peromyscus mexicanus (Saussure, 1860)"
 ]
}

 The dataset includes 35 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014640-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqe3mm
title: Occurrence Download

description: A dataset containing 2596 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "TaxonKey is Vespula vulgaris (Linnaeus, 1758)"
 ]
}

 The dataset includes 2596 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014641-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ypqjz
title: Occurrence Download

description: A dataset containing 655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-53.32438 -26.79509,-53.32359 -26.83052,-53.30715 -26.87842,-53.30304 -26.88631,-53.28735 -26.91105,-53.28259 -26.91734,-53.24619 -26.95366,-53.20023 -26.9799,-53.1481 -26.99412,-53.1366 -26.99577,-53.07681 -26.99633,-53.06163 -26.99231,-53.05621 -26.99333,-53.04796 -26.99383,-52.9892 -26.9896,-52.95393 -26.9772,-52.9122 -26.96559,-52.86055 -26.93272,-52.82288 -26.8871,-52.82223 -26.88598,-52.80431 -26.8712,-52.77236 -26.81671,-52.76984 -26.80972,-52.76011 -26.75673,-52.76818 -26.70352,-52.78829 -26.66454,-52.79276 -26.65501,-52.7943 -26.65271,-52.84627 -26.60124,-52.91598 -26.57121,-52.92332 -26.56951,-52.94363 -26.56475,-52.98988 -26.56183,-53.03787 -26.55275,-53.09696 -26.55749,-53.10236 -26.55866,-53.12689 -26.56058,-53.18681 -26.57382,-53.23945 -26.60278,-53.27984 -26.64474,-53.30417 -26.69573,-53.30566 -26.70952,-53.31516 -26.72526,-53.3265 -26.78128,-53.32438 -26.79509))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 655 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025579-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dara4j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Culex annulitarsis)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025582-250811113504898/datasets/export for details.
DOI: 10.15468/dl.bghfj8
title: Occurrence Download

description: A dataset containing 5034 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malva parviflora",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5034 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025581-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2ae8u
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpheus panamensis"
 ]
}

 The dataset includes 160 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025583-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfxgdw
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Gabon, Congo, Democratic Republic of the, Angola)",
 "TaxonKey is Dalbergia gilbertii Cronquist"
 ]
}

 The dataset includes 33 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014659-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8v6vq
title: Occurrence Download

description: A dataset containing 5977 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mylochromis sphaerodon, Mylochromis anaphyrmus, Mylochromis obtusus, Mylochromis formosus, Mylochromis melanonotus, Sciaenochromis ahli, Mylochromis gracilis, Mylochromis spilostichus, Buccochromis nototaenia, Buccochromis lepturus, Buccochromis rhoadesii, Buccochromis heterotaenia, Buccochromis atritaeniatus, Buccochromis oculatus, Buccochromis spectabilis, Champsochromis caeruleus, Champsochromis spilorhynchus, Lichnochromis acuticeps, Tramitichromis brevis, Tramitichromis variabilis, Tramitichromis lituris, Tramitichromis trilineatus, Tramitichromis intermedius, Taeniolethrinops laticeps, Taeniolethrinops furcicauda, Taeniolethrinops cyrtonotus, Aristochromis christyi, Caprichromis orthognathus, Caprichromis liemi, Diplotaxodon argenteus, Diplotaxodon ecclesi, Diplotaxodon greenwoodi, Docimodus johnstoni, Docimodus evelynae, Corematodus shiranus, Corematodus taeniatus, Fossorochromis rostratus, Eclectochromis ornatus, Eclectochromis lobochilus, Nimbochromis livingstonii, Nimbochromis linni, Nimbochromis polystigma, Nimbochromis venustus, Nimbochromis fuscotaeniatus, Nyassachromis prostoma, Nyassachromis boadzulu, Copadichromis pleurostigma, Copadichromis pleurostigmoides, Copadichromis likomae, Copadichromis quadrimaculatus, Copadichromis nkatae, Copadichromis chrysonotus, Copadichromis trimaculatus, Copadichromis cyaneus, Mchenga eucinostomus, Mchenga flavimanus, Mchenga inornata, Copadichromis mloto, Copadichromis virginalis, Rhamphochromis longiceps, Rhamphochromis macrophthalmus, Rhamphochromis lucius, Rhamphochromis woodi, Rhamphochromis ferox, Placidochromis phenochilus, Rhamphochromis esox, Placidochromis polli, Lethrinops stridei, Taeniolethrinops praeorbitalis, Copadichromis jacksoni, Copadichromis borleyi, Clarias liocephalus, Clarias longior, Clarias dhonti, Clarias engelseni, Clarias hilli, Heterobranchus bidorsalis, Heterobranchus longifilis, Heterobranchus boulengeri, Heterobranchus isopterus, Bryconaethiops quinquesquamae, Cynotilapia afra, Cynotilapia axelrodi, Labeotropheus fuelleborni, Labeotropheus trewavasae, Labidochromis caeruleus, Labidochromis chisumulae, Labidochromis flavigulis, Labidochromis freibergi, Labidochromis gigas, Labidochromis heterodon, Labidochromis ianthinus, Labidochromis lividus, Labidochromis maculicauda, Labidochromis mbenjii, Labidochromis mylodon, Labidochromis pallidus, Labidochromis shiranus, Labidochromis strigatus, Labidochromis vellicans)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5977 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001601-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15394208
title: Datasets for "UniSim: A Unified Simulator for Time-Coarsened Dynamics of Biomolecules"

description: Yu Ziyang, Huang Wenbing and Liu Yang. (2025). Part of datasets for "UniSim: A Unified Simulator for Time-Coarsened Dynamics of Biomolecules" published in ICML 2025, including train/valid sets of PepMD & PDB, as well as all test sets used in the paper.

If you plan to use the datasets we have released for training or evaluation, please ensure to properly cite the original source of these datasets:

PDB



Berman, H. M., Westbrook, J., Feng, Z., Gilliland, G., Bhat, T. N., Weissig, H., ... & Bourne, P. E. (2000). The protein data bank. Nucleic acids research, 28(1), 235-242.


ATLAS



Vander Meersche, Y., Cretin, G., Gheeraert, A., Gelly, J. C., & Galochkina, T. (2024). ATLAS: protein flexibility description from atomistic molecular dynamics simulations. Nucleic acids research, 52(D1), D384-D392.


PepMD



Yu, Z., Huang, W., & Liu, Y. (2024). Force-guided bridge matching for full-atom time-coarsened dynamics of peptides. arXiv preprint arXiv:2408.15126.

Yu, Z., Huang, W., & Liu, Y. (2025). UniSim: A Unified Simulator for Time-Coarsened Dynamics of Biomolecules. In Forty-second International Conference on Machine Learning.


MD22



Chmiela, S., Vassilev-Galindo, V., Unke, O. T., Kabylda, A., Sauceda, H. E., Tkatchenko, A., & Müller, K. R. (2023). Accurate global machine learning force fields for molecules with hundreds of atoms. Science Advances, 9(2), eadf0873.
DOI: 10.5281/zenodo.15401903
title: Datasets for "UniSim: A Unified Simulator for Time-Coarsened Dynamics of Biomolecules"

description: Yu Ziyang, Huang Wenbing and Liu Yang. (2025). Part of datasets for "UniSim: A Unified Simulator for Time-Coarsened Dynamics of Biomolecules" published in ICML 2025, including train/valid sets of PepMD & PDB, as well as all test sets used in the paper.

If you plan to use the datasets we have released for training or evaluation, please ensure to properly cite the original source of these datasets:

PDB



Berman, H. M., Westbrook, J., Feng, Z., Gilliland, G., Bhat, T. N., Weissig, H., ... & Bourne, P. E. (2000). The protein data bank. Nucleic acids research, 28(1), 235-242.


ATLAS



Vander Meersche, Y., Cretin, G., Gheeraert, A., Gelly, J. C., & Galochkina, T. (2024). ATLAS: protein flexibility description from atomistic molecular dynamics simulations. Nucleic acids research, 52(D1), D384-D392.


PepMD



Yu, Z., Huang, W., & Liu, Y. (2024). Force-guided bridge matching for full-atom time-coarsened dynamics of peptides. arXiv preprint arXiv:2408.15126.

Yu, Z., Huang, W., & Liu, Y. (2025). UniSim: A Unified Simulator for Time-Coarsened Dynamics of Biomolecules. In Forty-second International Conference on Machine Learning.


MD22



Chmiela, S., Vassilev-Galindo, V., Unke, O. T., Kabylda, A., Sauceda, H. E., Tkatchenko, A., & Müller, K. R. (2023). Accurate global machine learning force fields for molecules with hundreds of atoms. Science Advances, 9(2), eadf0873.
DOI: 10.15468/dl.n79cnr
title: Occurrence Download

description: A dataset containing 3928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Noccaea perfoliata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 3928 records from 233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001602-260129131611470/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/14673863
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18427332
title: Multiple warming does not alter the regulation of DOM by soil layers in a subtropical primary forest
DOI: 10.6084/m9.figshare.31204474
title: <b>Understanding the Concept of Function and its Illusions by Watching Publicly Available Instructional Videos</b>

description: Instructional videos are increasingly used in education, and studies have shown that especially mathematical content can be learned through the use of these videos. However, there is a research gap in conceptual understanding of mathematical content from publicly available instructional videos. Thus, we investigated the influence of these videos on understanding of the concept of function, belief in this understanding, and their possible discrepancy: the illusion of understanding.
DOI: 10.6084/m9.figshare.31204474.v1
title: <b>Understanding the Concept of Function and its Illusions by Watching Publicly Available Instructional Videos</b>

description: Instructional videos are increasingly used in education, and studies have shown that especially mathematical content can be learned through the use of these videos. However, there is a research gap in conceptual understanding of mathematical content from publicly available instructional videos. Thus, we investigated the influence of these videos on understanding of the concept of function, belief in this understanding, and their possible discrepancy: the illusion of understanding.
DOI: 10.5281/zenodo.18427306
title: Aeolian dynamics during the barchan–parabolic dune transition: Field observations and modeling results from the Mu Us dune field, northern China

description: This dataset includes field observation data, numerical modeling results, and terrain data from a barchan–parabolic transitional dune in the Mu Us Dune Field, northern China. It provides high-resolution measurements of wind flow, sand transport, and grain-size distribution across various profiles of the transitional dune. Additionally, terrain data from the broader dune field is included, covering both barchan–parabolic and barchan (barchanoid) dunes, offering a broader perspective on dune field dynamics. The field  data are stored in xlsx or csv formats, while the numerical model includes parameter configuration files in txt or grd formats and simulation results in nc format.
DOI: 10.15468/dl.4febtx
title: Occurrence Download

description: A dataset containing 78508 records in GBIF matching the query:
SELECT
 '464' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 46.479780028101516
 AND decimalLatitude &lt;= 51.21395264452012
 AND decimalLongitude &gt;= -100.2215702458641
 AND decimalLongitude &lt;= -88.12157328514692
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 78508 records were derived from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001588-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgsjkz
title: Occurrence Download

description: A dataset containing 286676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tilia cordata",
 "BasisOfRecord is one of (Human Observation)"
 ]
}

 The dataset includes 286676 records from 1107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001575-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9j9hzy
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Noccaea umbellata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001605-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18428429
title: NAZAR ESHONQUL HIKOYALARIDA INSON TAQDIRINING BADIIY TALQINI

description: Mazkur maqolada zamonaviy o‘zbek adabiyotining yetuk vakili Nazar Eshonqul hikoyalarida inson taqdirining badiiy talqini masalasi tahlil qilinadi. Tadqiqotda yozuvchining hikoyalari asosida inson ruhiyati, ichki ziddiyatlar, yolg‘izlik, begonalashuv va hayotiy tanlov muammolari syujet-kompozitsion hamda ramziy-falsafiy jihatdan o‘rganiladi. Shuningdek, Nazar Eshonqul nasrining o‘ziga xos badiiy-estetik xususiyatlari va uning jahon adabiyoti an’analari bilan mushtarak jihatlari ochib beriladi. Maqola natijalari zamonaviy o‘zbek nasrida inson taqdirini talqin qilishning yangi badiiy imkoniyatlarini yoritishga xizmat qiladi.
DOI: 10.5281/zenodo.18428430
title: NAZAR ESHONQUL HIKOYALARIDA INSON TAQDIRINING BADIIY TALQINI

description: Mazkur maqolada zamonaviy o‘zbek adabiyotining yetuk vakili Nazar Eshonqul hikoyalarida inson taqdirining badiiy talqini masalasi tahlil qilinadi. Tadqiqotda yozuvchining hikoyalari asosida inson ruhiyati, ichki ziddiyatlar, yolg‘izlik, begonalashuv va hayotiy tanlov muammolari syujet-kompozitsion hamda ramziy-falsafiy jihatdan o‘rganiladi. Shuningdek, Nazar Eshonqul nasrining o‘ziga xos badiiy-estetik xususiyatlari va uning jahon adabiyoti an’analari bilan mushtarak jihatlari ochib beriladi. Maqola natijalari zamonaviy o‘zbek nasrida inson taqdirini talqin qilishning yangi badiiy imkoniyatlarini yoritishga xizmat qiladi.
DOI: 10.15468/dl.m63dmx
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sigmodontomys aphrastus"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001606-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18428409
title: Team data
DOI: 10.5281/zenodo.18428410
title: Team data