cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18112976
title: friendshoring-in-trade-DSAP2025 Raw Data Repository

description: Contents & Sources/Citations:



AgreementScores.csv: https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/LEJUQZ



Bailey, Michael A., Anton Strezhnev, and Erik Voeten. 2017. Estimating dynamic state preferences from united nations voting data. Journal of Conflict Resolution 61 (2): 430-56.

Fjelstul, Joshua, Simon Hug, and Christopher Kilby. "Decision-making in the United Nations General Assembly: A comprehensive database of resolution-related decisions." The Review of International Organizations (2025): 1-18.



cow2iso.csv: https://github.com/leops95/cow2iso/tree/master



Created by Léo Picard, a PhD Candidate in Economics at the University of Basel.



cultural_distance_PSW2024.csv: https://www.geopoliticaldistance.org/home



Bruno Pellegrino, Enrico Spolaore, Romain Wacziarg, Barriers to Global Capital Allocation, The Quarterly Journal of Economics, Volume 140, Issue 4, November 2025, Pages 3067–3131, https://doi.org/10.1093/qje/qjaf031



geodist_PSW24.dta: https://www.geopoliticaldistance.org/home



Bruno Pellegrino, Enrico Spolaore, Romain Wacziarg, Barriers to Global Capital Allocation, The Quarterly Journal of Economics, Volume 140, Issue 4, November 2025, Pages 3067–3131, https://doi.org/10.1093/qje/qjaf031



imf_trade_volume(2010-2021).csv: https://data.imf.org/en/datasets/IMF.STA:IMTS



International Monetary Fund. 2025. International Trade in Goods by Partner Country (IMTS) [Data set]. IMF Data. Accessed December 30, 2025. https://data.imf.org/en/datasets/IMF.STA:IMTS



linguistic_distance_PSW2024.csv: https://www.geopoliticaldistance.org/home



Bruno Pellegrino, Enrico Spolaore, Romain Wacziarg, Barriers to Global Capital Allocation, The Quarterly Journal of Economics, Volume 140, Issue 4, November 2025, Pages 3067–3131, https://doi.org/10.1093/qje/qjaf031



religious_distance_PSW2024.dta: https://www.geopoliticaldistance.org/home



Bruno Pellegrino, Enrico Spolaore, Romain Wacziarg, Barriers to Global Capital Allocation, The Quarterly Journal of Economics, Volume 140, Issue 4, November 2025, Pages 3067–3131, https://doi.org/10.1093/qje/qjaf031
DOI: 10.34740/kaggle/dsv/14379275
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.15468/dl.y2uwqy
title: Occurrence Download

description: A dataset containing 1092 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (Chinese Taipei, China)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Huperzia",
 "Year 1970-2025"
 ]
}

 The dataset includes 1092 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071601-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18137922
title: Memmingen, Elefanten-Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.18137921
title: Memmingen, Elefanten-Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.18097911
title: [ILSVRC] Data for "Exploring specialization and sensitivity of convolutional neural networks in the context of simultaneous image augmentations"

description: This repository contains data collected under the following study:P.Kharyuk, S.Matveev, I.Oseledets. Exploring specialization and sensitivity of convolutional neural networks in the context of simultaneous image augmentations, arXiv:2503.03283.

Corresponding source code repository: https://github.com/kharyuk/activation_sa

Places365-based part: 10.5281/zenodo.18098133

 

0_models.7z: copy of the CNN models used in the research (reference: https://docs.pytorch.org/vision/main/models.html)

1_sensitivity_values.7z: sensitivity values (Sobol indices, Shapley values) computed for the first experimental series. In addition, logs and npz-files containing the sampled parameters were packed. To be used within the jupyter notebooks, all .hdf5 files should be placed into the 'results' directory of the source code repository.

2_guided_masking_predictions.7z: these files include the top-5 class predictions and corresponding classifying layer's outputs computed for the second experimental series. Every .hdf5 file should be placed into the 'results' directory of the source code repository. Logs and pkl files with sampling parameters are also included in the archive.

3_single_channelled_segments.7z: sensitivity values (Sobol indices, Shapley values) computed for the third experimental series (for the standalone segments). As for the previous experimental series, logs and npz-files tracing the sampled parameters are provided within the archive. Every .hdf5 file should be placed into the 'results/single_units' directory of the source code repository.

4_test_references.7z: examples of testing scripts output (core computations with a limited number of samples and checkpoints). Not related to the article course.

 

The unpacking procedure for archives 1-3 is automated by the bash script located in tools/unpack_results.sh of the GitHub repository.
DOI: 10.5281/zenodo.10499818
title: [ILSVRC] Data for "Exploring specialization and sensitivity of convolutional neural networks in the context of simultaneous image augmentations"

description: This repository contains data collected under the following study:P.Kharyuk, S.Matveev, I.Oseledets. Exploring specialization and sensitivity of convolutional neural networks in the context of simultaneous image augmentations, arXiv:2503.03283.

Corresponding source code repository: https://github.com/kharyuk/activation_sa

Places365-based part: 10.5281/zenodo.18098133

 

0_models.7z: copy of the CNN models used in the research (reference: https://docs.pytorch.org/vision/main/models.html)

1_sensitivity_values.7z: sensitivity values (Sobol indices, Shapley values) computed for the first experimental series. In addition, logs and npz-files containing the sampled parameters were packed. To be used within the jupyter notebooks, all .hdf5 files should be placed into the 'results' directory of the source code repository.

2_guided_masking_predictions.7z: these files include the top-5 class predictions and corresponding classifying layer's outputs computed for the second experimental series. Every .hdf5 file should be placed into the 'results' directory of the source code repository. Logs and pkl files with sampling parameters are also included in the archive.

3_single_channelled_segments.7z: sensitivity values (Sobol indices, Shapley values) computed for the third experimental series (for the standalone segments). As for the previous experimental series, logs and npz-files tracing the sampled parameters are provided within the archive. Every .hdf5 file should be placed into the 'results/single_units' directory of the source code repository.

4_test_references.7z: examples of testing scripts output (core computations with a limited number of samples and checkpoints). Not related to the article course.

 

The unpacking procedure for archives 1-3 is automated by the bash script located in tools/unpack_results.sh of the GitHub repository.
DOI: 10.34740/kaggle/dsv/14379311
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.60712/si-id410661.3
title: StrainInfo SI-ID 410661.3

description: StrainInfo dataset 410661 about a strain of Henriciella algicola. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410662.2
title: StrainInfo SI-ID 410662.2

description: StrainInfo dataset 410662 about a strain of Kroppenstedtia eburnea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410663.2
title: StrainInfo SI-ID 410663.2

description: StrainInfo dataset 410663 about a strain of Bergeyella zoohelcum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410664.2
title: StrainInfo SI-ID 410664.2

description: StrainInfo dataset 410664 about a strain of a not identified species. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410665.3
title: StrainInfo SI-ID 410665.3

description: StrainInfo dataset 410665 about a strain of Winogradskyella helgolandensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410666.2
title: StrainInfo SI-ID 410666.2

description: StrainInfo dataset 410666 about a strain of Ancylobacter sonchi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410667.2
title: StrainInfo SI-ID 410667.2

description: StrainInfo dataset 410667 about a strain of Stachybotrys chartarum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410668.2
title: StrainInfo SI-ID 410668.2

description: StrainInfo dataset 410668 about a strain of Clostridium tertium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410669.2
title: StrainInfo SI-ID 410669.2

description: StrainInfo dataset 410669 about a strain of Gabonibacter massiliensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410670.2
title: StrainInfo SI-ID 410670.2

description: StrainInfo dataset 410670 about a strain of Actinotignum schaalii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410671.2
title: StrainInfo SI-ID 410671.2

description: StrainInfo dataset 410671 about a strain of Finegoldia magna. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410672.2
title: StrainInfo SI-ID 410672.2

description: StrainInfo dataset 410672 about a strain of Fusobacterium nucleatum subsp. polymorphum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.15468/dl.9qrv4x
title: Occurrence Download

description: A dataset containing 26309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Daucus glochidiatus (Labill.) Fisch., C.A.Mey. & Avé-Lall."
 ]
}

 The dataset includes 26309 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005087-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id410673.2
title: StrainInfo SI-ID 410673.2

description: StrainInfo dataset 410673 about a strain of Candida albicans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410674.2
title: StrainInfo SI-ID 410674.2

description: StrainInfo dataset 410674 about a strain of Actinotignum schaalii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410675.2
title: StrainInfo SI-ID 410675.2

description: StrainInfo dataset 410675 about a strain of Granulicatella adiacens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410676.2
title: StrainInfo SI-ID 410676.2

description: StrainInfo dataset 410676 about a strain of Hungatella hathewayi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410677.2
title: StrainInfo SI-ID 410677.2

description: StrainInfo dataset 410677 about a strain of Pseudomonas aeruginosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410678.2
title: StrainInfo SI-ID 410678.2

description: StrainInfo dataset 410678 about a strain of Bordetella bronchiseptica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410679.2
title: StrainInfo SI-ID 410679.2

description: StrainInfo dataset 410679 about a strain of Granulicatella adiacens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410680.2
title: StrainInfo SI-ID 410680.2

description: StrainInfo dataset 410680 about a strain of Corynebacterium macginleyi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410681.2
title: StrainInfo SI-ID 410681.2

description: StrainInfo dataset 410681 about a strain of Neorhizobium huautlense. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410682.2
title: StrainInfo SI-ID 410682.2

description: StrainInfo dataset 410682 about a strain of Enterobacter asburiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410683.2
title: StrainInfo SI-ID 410683.2

description: StrainInfo dataset 410683 about a strain of Escherichia coli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410684.2
title: StrainInfo SI-ID 410684.2

description: StrainInfo dataset 410684 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410685.2
title: StrainInfo SI-ID 410685.2

description: StrainInfo dataset 410685 about a strain of Veillonella parvula. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410686.2
title: StrainInfo SI-ID 410686.2

description: StrainInfo dataset 410686 about a strain of a not identified species. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410687.2
title: StrainInfo SI-ID 410687.2

description: StrainInfo dataset 410687 about a strain of Kingella kingae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410688.3
title: StrainInfo SI-ID 410688.3

description: StrainInfo dataset 410688 about a strain of Campylobacter ornithocola. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410689.2
title: StrainInfo SI-ID 410689.2

description: StrainInfo dataset 410689 about a strain of Elizabethkingia ursingii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410690.2
title: StrainInfo SI-ID 410690.2

description: StrainInfo dataset 410690 about a strain of Paraburkholderia ferrariae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410691.2
title: StrainInfo SI-ID 410691.2

description: StrainInfo dataset 410691 about a strain of Tissierella praeacuta. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410692.2
title: StrainInfo SI-ID 410692.2

description: StrainInfo dataset 410692 about a strain of Abiotrophia defectiva. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410693.2
title: StrainInfo SI-ID 410693.2

description: StrainInfo dataset 410693 about a strain of Bacillus subtilis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.15468/dl.uez5m9
title: Occurrence Download

description: A dataset containing 44184 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myosotis alpestris F.W.Schmidt"
 ]
}

 The dataset includes 44184 records from 337 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005097-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id410694.2
title: StrainInfo SI-ID 410694.2

description: StrainInfo dataset 410694 about a strain of Ureibacillus chungkukjangi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410695.2
title: StrainInfo SI-ID 410695.2

description: StrainInfo dataset 410695 about a strain of Staphylococcus epidermidis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410696.2
title: StrainInfo SI-ID 410696.2

description: StrainInfo dataset 410696 about a strain of Bradyrhizobium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410697.2
title: StrainInfo SI-ID 410697.2

description: StrainInfo dataset 410697 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410698.2
title: StrainInfo SI-ID 410698.2

description: StrainInfo dataset 410698 about a strain of Lutibacter aestuarii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410699.2
title: StrainInfo SI-ID 410699.2

description: StrainInfo dataset 410699 about a strain of Pseudomonas sivasensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410700.2
title: StrainInfo SI-ID 410700.2

description: StrainInfo dataset 410700 about a strain of Campylobacter ureolyticus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410701.2
title: StrainInfo SI-ID 410701.2

description: StrainInfo dataset 410701 about a strain of Arcanobacterium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410702.2
title: StrainInfo SI-ID 410702.2

description: StrainInfo dataset 410702 about a strain of Corynebacterium pseudogenitalium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410703.2
title: StrainInfo SI-ID 410703.2

description: StrainInfo dataset 410703 about a strain of Streptococcus pyogenes. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410704.2
title: StrainInfo SI-ID 410704.2

description: StrainInfo dataset 410704 about a strain of Enterococcus gallinarum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id410705.2
title: StrainInfo SI-ID 410705.2

description: StrainInfo dataset 410705 about a strain of Corynebacterium amycolatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.