cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10084446
title: MME/CRPS models trained with clean data for JAMES paper "Machine-learned uncertainty quantification is not magic"

description: This tar file contains all 100 trained models in the MME/CRPS ensemble from Experiment 1 (i.e., those trained with clean data, not with lightly perturbed data).  To pare the ensemble down to 50 models, we randomly select 50.  To read one of the models into Python, you can use the method neural_net.read_model in the ml4rt library.
DOI: 10.5281/zenodo.10083490
title: The Curated Courier: Digital Text Corpora from the UNESCO Courier (1948–2020)

description: Founded in 1948 as the official magazine of the United Nations Educational, Scientific and Cultural Organization, The UNESCO Courier represents an extraordinary resource for research on global themes in the humanities. The complete archive of the magazine is available in PDF form through UNESCO. These files make it possible for users anywhere to read individual issues, but it does not allow for full-text searching, much less any of the computational text analysis methods that have recently made important advances in humanities research.
The Curated Courier 1.0 is a package of digital text corpora, text analysis tools, and supplementary materials that makes the complete archive of The UNESCO Courier from 1948 to 2020 machine-readable, accessible, and reusable for digital text analysis. 
Here on Zenodo we publish two Courier corpora. The first corpus (curated_courier_article_corpus) consists of the texts of all articles published in the English-language edition of The UNESCO Courier between 1948 and 2020. For this corpus we have extracted and reconstructed the complete text of all articles, for example by pulling together non-contiguous pages where necessary and by removing non-article text (masthead, photo captions, letters to the editor, and so on). We have linked each article to a comprehensive curated metadata index, included in the download (document_index.csv).
The second corpus (curated_issues) compiles the complete text of all Courier issues (English-language edition), 1948-2020. To prepare this corpus we extracted text from the PDFs that UNESCO has made available, used multiple modes of OCR, and rendered each issue as a simple text file. Our test of the OCR quality finds an average error rate of 0.7 %, which should be considered good quality.
Working data from the process can be found in our GitHub repository "tagged Courier." The products, text analysis tools, and additional documentation are in the repository "Curated Courier."
The text of The UNESCO Courier is available in Open Access under the Attribution-ShareAlike 3.0 IGO (CC-BY-SA 3.0 IGO) license, in the context of UNESCO's open access publications policy. This dataset is published under the most recent version of the same license: Attribution-ShareAlike 4.0 International (CC BY-SA 4.0 Deed).
These datasets was developed as part of the research project "International Ideas at UNESCO: Digital Approaches to Global Conceptual History" (INIDUN), led by Benjamin G. Martin at Uppsala University and funded by a grant from the Swedish Research Council (Vetenskapsrådet), 2020-2024. For more information, see: https://inidun.github.io, as well as the project repository on GitHub, which includes documentation and files related to the curating process.
DOI: 10.5281/zenodo.10083489
title: The Curated Courier: Digital Text Corpora from the UNESCO Courier (1948–2020)

description: Founded in 1948 as the official magazine of the United Nations Educational, Scientific and Cultural Organization, The UNESCO Courier represents an extraordinary resource for research on global themes in the humanities. The complete archive of the magazine is available in PDF form through UNESCO. These files make it possible for users anywhere to read individual issues, but it does not allow for full-text searching, much less any of the computational text analysis methods that have recently made important advances in humanities research.
The Curated Courier 1.0 is a package of digital text corpora, text analysis tools, and supplementary materials that makes the complete archive of The UNESCO Courier from 1948 to 2020 machine-readable, accessible, and reusable for digital text analysis. 
Here on Zenodo we publish two Courier corpora. The first corpus (curated_courier_article_corpus) consists of the texts of all articles published in the English-language edition of The UNESCO Courier between 1948 and 2020. For this corpus we have extracted and reconstructed the complete text of all articles, for example by pulling together non-contiguous pages where necessary and by removing non-article text (masthead, photo captions, letters to the editor, and so on). We have linked each article to a comprehensive curated metadata index, included in the download (document_index.csv).
The second corpus (curated_issues) compiles the complete text of all Courier issues (English-language edition), 1948-2020. To prepare this corpus we extracted text from the PDFs that UNESCO has made available, used multiple modes of OCR, and rendered each issue as a simple text file. Our test of the OCR quality finds an average error rate of 0.7 %, which should be considered good quality.
Working data from the process can be found in our GitHub repository "tagged Courier." The products, text analysis tools, and additional documentation are in the repository "Curated Courier."
The text of The UNESCO Courier is available in Open Access under the Attribution-ShareAlike 3.0 IGO (CC-BY-SA 3.0 IGO) license, in the context of UNESCO's open access publications policy. This dataset is published under the most recent version of the same license: Attribution-ShareAlike 4.0 International (CC BY-SA 4.0 Deed).
These datasets was developed as part of the research project "International Ideas at UNESCO: Digital Approaches to Global Conceptual History" (INIDUN), led by Benjamin G. Martin at Uppsala University and funded by a grant from the Swedish Research Council (Vetenskapsrådet), 2020-2024. For more information, see: https://inidun.github.io, as well as the project repository on GitHub, which includes documentation and files related to the curating process.
DOI: 10.5517/ccdc.csd.cc2fbhz8
title: CCDC 2244430: Experimental Crystal Structure Determination

description: Related Article: Juan Liu, Yi-Ying Du, Yu-Shi He, Yan Liang, Shang-Zhong Liu, Yi-Yi Li, Yi-Ming Cao|2023|Chemical Science|14|12152|doi:10.1039/D3SC03899H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2fbzzr
title: CCDC 2244895: Experimental Crystal Structure Determination

description: Related Article: Tian-Tian Zhao, Xu-Gang Zhang, Wen-Bo He, Peng-Fei Xu|2023|Green Chemistry|25|8539|doi:10.1039/D3GC02955G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2fc01w
title: CCDC 2244897: Experimental Crystal Structure Determination

description: Related Article: Tian-Tian Zhao, Xu-Gang Zhang, Wen-Bo He, Peng-Fei Xu|2023|Green Chemistry|25|8539|doi:10.1039/D3GC02955G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.23611818.v3
title: Data for: Evolution of rarity and phylogeny determine above- and belowground biomass in plant-plant interactions

description: <br>Dataset was initially utilized in Senior et al. 2013 (https://doi.org/10.1371/journal.pone.0060088); data from this paper were recategorized through the addition of rarity levels and reanalyzed to address untested hypotheses and provide new results unrelated to Senior et al. 2013. Both datasets provide information regarding the above- and beloground biomass of 25 species of Tasmanian <i>Eucalyptus</i> grown in community mixtures in a common garden varying in phylogenetic relatedness and rarity. The dataset titled “Eucalyptus Community Full” contains the full dataset used in the analyses and the dataset titled “Eucalyptus Community No Monocultures” contains the data for all plant-plant interactions with the omission of monocultures. The full dataset is used to test the hypotheses: 1) Above- and belowground plant biomass is related to the phylogenetic relatedness of interacting species; 2) Above- and belowground plant biomass is related to the rarity level of interacting plant species. The no monoculture dataset is used to perform t-tests on the standardized interaction strengths of species biomass in mixtures to test for non-additive responses in plant-plant interactions. In both datasets, a rarity level of 8 is used to represent common species in analyses.
DOI: 10.6084/m9.figshare.23611818.v4
title: Data for: Evolution of rarity and phylogeny determine above- and belowground biomass in plant-plant interactions

description: <br>Dataset was initially utilized in Senior et al. 2013 (https://doi.org/10.1371/journal.pone.0060088); data from this paper were recategorized through the addition of rarity levels and reanalyzed using continuous phylogenetic distances to address untested hypotheses and provide new results unrelated to Senior et al. 2013. Both datasets provide information regarding the above- and beloground biomass of 25 species of Tasmanian <i>Eucalyptus</i> grown in community mixtures in a common garden varying in phylogenetic relatedness and rarity. The dataset titled “Euc_full” contains the full dataset used in the analyses and the dataset titled “Euc_no_mono” contains the data for all plant-plant interactions with the omission of monocultures. The full dataset is used to test the hypotheses: 1) Above- and belowground plant biomass is related to the phylogenetic relatedness of interacting species; 2) Above- and belowground plant biomass is related to the rarity level of interacting plant species. The no monoculture dataset is used to perform t-tests on the standardized interaction strengths of species biomass in mixtures to test for non-additive responses in plant-plant interactions. In both datasets, a rarity level of 8 is used to represent common species in analyses.
DOI: 10.5281/zenodo.10084403
title: MME-only models trained with lightly perturbed data for JAMES paper "Machine-learned uncertainty quantification is not magic"

description: This tar file contains all 100 trained models in the MME-only ensemble from Experiment 2 (i.e., those trained with lightly perturbed data).  To read one of the models into Python, you can use the method neural_net.read_model in the ml4rt library.
DOI: 10.5281/zenodo.10084404
title: MME-only models trained with lightly perturbed data for JAMES paper "Machine-learned uncertainty quantification is not magic"

description: This tar file contains all 100 trained models in the MME-only ensemble from Experiment 2 (i.e., those trained with lightly perturbed data).  To read one of the models into Python, you can use the method neural_net.read_model in the ml4rt library.
DOI: 10.5066/p9q3b4sk
title: Geologic map of the Tycho Quadrangle of the Moon

description: The Tycho quadrangle is centrally located in the southern half of the earthside hemisphere of the Moon. The area is characterized by a high density of craters, the largest of which – Stofler – is about 140 km in diameter. The northern and eastern parts if the quadrangle are dominated by plains (pIp, Ip) and hilly terra (IpIt) units of regional extent, and the western part by the crater Tycho and its ejecta blanket. Structural features probably associated with the Imbrium basin to the north and Orientale and Humorum basins to the northwest are present, although blanketing units related to these basins are not recognized.
DOI: 10.6084/m9.figshare.24058620
title: The effect of herbivory on pollinators: an updated literature search

description: Data from Moreira et al. 2019 and Haas and Lortie 2020 as well as an update of the literature. using search terms from both papers. For the update, a Web of Science search was conducted in May 2023 with the search terms “(Plant OR tree OR shrub) AND (herbivore OR herbivores OR herbivorous) AND (flower OR floral OR nectar OR inflorescence OR pollinator OR pollination),” (from Moreira et al. 2019) and “(herbivor* AND pollinat*) OR floriv* OR (foliv* AND pollinat*) OR (herbivor* AND flower*”) OR (foliv* AND flower),” from Haas and Lortie (2020). To meet inclusion criteria, studies had to (1) include data on pollinators and/or floral traits (of animal-pollinated plant species) in response to damage, and (2) include either raw data in a table, supplementary material, or published in a third party website (e.g. Dryad) or reported treatment level means with some measurement of variability (i.e. standard deviation, standard error, or variance) as well as sample sizes. Data on the tissue damaged (flowers, leaves, roots, stems, or mixed), the type of damage (natural or simulated) and the response variable (floral, pollinator, or reproductive) are included.
DOI: 10.5066/p9yutboc
title: Geologic map of the Colombo Quadrangle of the Moon

description: Relative ages of structures and geologic units have been determined from intersection and apparent overlap relations and from morphologic freshness reflecting degree of preservation. The fivefold crater-age sequence is based on the classification of Shoemaker and Hackman (1962), and corresponds broadly to a modified classification of Pohn and Offield (1970) and Offield (1971). Rock units in the quadrangle are provisionally correlated with time-stratigraphic units first described in and near the Imbrium basin (Shoemaker, 1962 a, b; Shoemaker and Hackman, 1962, Shoemaker and others, 1963) and subsequently recognized elsewhere on the near side of the Moon (McCauley, 1967; Wilhelms, 1970; Wilhelms and McCauley, 1971).
DOI: 10.5281/zenodo.10084393
title: MME-only models trained with clean data for JAMES paper "Machine-learned uncertainty quantification is not magic"

description: This tar file contains all 100 trained models in the MME-only ensemble from Experiment 1 (i.e., those trained with clean data, not with lightly perturbed data).  To read one of the models into Python, you can use the method neural_net.read_model in the ml4rt library.
DOI: 10.5281/zenodo.10084394
title: MME-only models trained with clean data for JAMES paper "Machine-learned uncertainty quantification is not magic"

description: This tar file contains all 100 trained models in the MME-only ensemble from Experiment 1 (i.e., those trained with clean data, not with lightly perturbed data).  To read one of the models into Python, you can use the method neural_net.read_model in the ml4rt library.
DOI: 10.25345/c5xk85166
title: MassIVE MSV000093338 - Methanolic extracts from Dendrobatid frogs from Capurgana
title: Methanolic extracts from Colombian dendrobatids, raw data and additional
DOI: 10.5281/zenodo.10085989
title: Codified Random Sample (Identifying Empathy in Developer Responses)
DOI: 10.5281/zenodo.10085990
title: Codified Random Sample (Identifying Empathy in Developer Responses)
DOI: 10.5066/p9sbhsu0
title: Geologic map of the Fracastorius Quadrangle of the Moon

description: The multi-ringed Nectaris basin (Hartmann and Kuiper, 1962) dominates the Fracastorius quadrangle. The basin is 840 km across as measured from the outermost ring and lies athwart four quadrangles. Fracastorius, the southeastern quadrangle, straddles the three rings of the basin (fig. 1). In this quadrangle most pre-Imbrian structures and many depositions were formed by the Nectaris impact. Furthermore, the emplacement of many younger deposits was controlled by basin structures and locally by probable multi-ring structures related to the Fecunditatis basin centered northeast of the quadrangle. Other geologic features in the area include diverse mantling deposits and both primary impact craters and secondary impact craters produced by ejecta from distant impacts.
DOI: 10.6069/uwlswd.4a8z-tq62
title: All: type of date or publication status
title: MARC21 008/06 values for all materials expressed using RDF

description: Indicates type of date given. Or, for continuing resources, indicates publication status.
DOI: 10.25921/sw1h-g843
title: AFSC Hybrid Millidecade Spectra
DOI: 10.18739/a2q814t7m
title: Pandemic Preparedness in Remote Rural Fishing Communities, Alaska and elsewhere, 2020-2021

description: These data were collected through three online Qualtrics surveys in 2020 and 2021. Data are provided in STATA format and linked at the respondent level across three surveys (i.e. panel data). Surveys were conducted in the Bristol Bay region of Alaska and targeted fisheries participants and local residents for participation. Related data include individual and household demographics, and health information. Also included is information from several questions asking subjects how they perceive the COVID-19-related risks and the relative importance they place on local mitigation policies. Information from a lottery question, used to determine subject earnings, is also included and is based on an experiment used in Charness and Genicot (2009). The dataset contains 1,867 observations and 258 variables and represents information from 903 subjects. Alfred Allen provided extensive assistance in creating the merged data file.
DOI: 10.34740/kaggle/dsv/6923817
title: video streaming application
DOI: 10.6069/uwlswd.gq3z-mv97
title: Books: illustrations
title: MARC21 008/18-21 values for books expressed using RDF

description: Indicates the presence of types of illustrations in the item.
DOI: 10.6069/uwlswd.x4ce-sd21
title: Books: biography
title: MARC21 008/34 values for books expressed using RDF

description: Indicates whether or not an item contains biographical material, and if so, what the biographical characteristics are.
DOI: 10.5066/p9infkag
title: Geologic map of the Censorinus region of the Moon
DOI: 10.6069/uwlswd.f447-ax91
title: Books: literary form
title: MARC21 008/33 values for books expressed using RDF

description: Indicates the literary form of an item.
DOI: 10.5066/p9zx8vou
title: Geologic map of the Aristoteles Quadrangle of the Moon

description: The Aristoteles quadrangle, located on the northeastern periphery of the Imbrium basin on the near side of the Moon, consist of four physiographic provinces: a northern mountainous belt, chiefly of lineated crater rims and other lineated terra; a middle-northern belt covered by mare material of Mare Frigoris; and a southern belt composed of mountainous material of diverse characteristics. The crater Aristoteles and its ejecta blanket dominate the southwestern part of the quadrangle, and ejecta from the crater Hercules (outside the quadrangle) covers a small part of the southeastern corner. Other prominent craters are Democritus, C. Mayer, Gartner, and Kane. Two probable centers of tectonism and volcanism are present in the southern mountainous belt.
DOI: 10.6069/uwlswd.3d5s-zx23
title: Computer: form of item
title: MARC21 008/23 values for computer files expressed using RDF

description: Specifies the form of material for the computer file.
DOI: 10.6069/uwlswd.mkjn-bp10
title: Computer: type of computer file
title: MARC21 008/26 values for computer files expressed using RDF

description: Indicates the type of computer file described in the bibliographic record.
DOI: 10.6069/uwlswd.ypcx-6882
title: Continuing: entry convention
title: MARC21 008/34 values for continuing resources expressed using RDF

description: Indicates whether the item was cataloged according to successive entry, latest entry, or integrated entry cataloging conventions.
DOI: 10.6069/uwlswd.ggnh-4s58
title: Continuing: frequency
title: MARC21 008/18 values for continuing resources expressed using RDF

description: Indicates the frequency of an item. In the case of integrating resources, updates to an item.
DOI: 10.6069/uwlswd.jfr5-z647
title: Continuing: nature of entire work
title: MARC21 008/24 values for continuing resources expressed using RDF

description: Indicates the nature of an item if it consists entirely of a certain type of material.
DOI: 10.6069/uwlswd.084w-3778
title: Continuing: original alphabet or script of title
title: MARC21 008/33 values for continuing resources expressed using RDF

description: Indicates the original alphabet or script of the language of the title on the source item upon which the key title is based.
DOI: 10.6069/uwlswd.npns-e903
title: Continuing: regularity
title: MARC21 008/19 values for continuing resources expressed using RDF

description: Indicates the intended regularity of an item.
DOI: 10.34740/kaggle/dsv/6923906
title: Student Performance Dataset
DOI: 10.6069/uwlswd.62zz-1534
title: Continuing: type of continuing resource
title: MARC21 008/21 values for continuing resources expressed using RDF

description: Indicates the type of continuing resource.
DOI: 10.6069/uwlswd.4jrs-m847
title: Maps: projection
title: MARC21 008/22-23 values for maps expressed using RDF

description: Indicates the projection used in producing the item.
DOI: 10.6069/uwlswd.1c2x-cj09
title: Maps: relief
title: MARC21 008/18-21 values for maps expressed using RDF

description: Indicate the relief type specified on the item.
DOI: 10.6069/uwlswd.rw25-p125
title: Maps: special format characteristics
title: MARC21 008/33-34 values for maps expressed using RDF

description: Indicates the special format characteristics of the map.
DOI: 10.6084/m9.figshare.24530401
title: Database of starch grains recovered from Yanawilka lithic artifacts

description: Database of starch grains recovered from stone tools at Yanawilka, a Late Horizon site in the village of Pomacocha, Ayacucho, Peru.
DOI: 10.6084/m9.figshare.24530401.v1
title: Database of starch grains recovered from Yanawilka lithic artifacts

description: Database of starch grains recovered from stone tools at Yanawilka, a Late Horizon site in the village of Pomacocha, Ayacucho, Peru.
DOI: 10.6069/uwlswd.vw5v-gh79
title: Maps: type of cartographic material
title: MARC21 008/25 values for maps expressed using RDF

description: Indicates the type of cartographic item described.
DOI: 10.6069/uwlswd.nt0v-d633
title: Music: accompanying matter
title: MARC21 008/24-29 values for music expressed using RDF

description: Indicates the contents of program notes and other accompanying material for sound recording, music manuscripts, or notated music.
DOI: 10.6069/uwlswd.8rpj-ek77
title: Music: form of composition
title: MARC21 008/18-19 values for music expressed using RDF

description: Indicates the form of composition.
description: Is based on the terminology in the work itself. Also includes musical genres (e.g., Ragtime music).
DOI: 10.6069/uwlswd.06xx-6744
title: Music: format of music
title: MARC21 008/20 values for music expressed using RDF

description: Indicates the format of a musical composition (e.g., piano-conductor score).
DOI: 10.6069/uwlswd.23tq-5e25
title: Music: literary text of sound recordings
title: MARC21 008/30-31 values for music expressed using RDF

description: Indicates the type of literary text contained in a nonmusical sound recording.
DOI: 10.6069/uwlswd.ywjs-vr46
title: Music: music parts
title: MARC21 008/21 values for music expressed using RDF

description: Indicates whether the item being cataloged is, or contains parts.
description: Is not used to indicate that parts may exist elsewhere.