cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/e105721
title: Survey of Direct-to-Consumer Genetics Testing Customers and Third-party Interpretation Tools

description: Direct-to-consumer (DTC) genetic testing customers were recruited from various social media venues (see README.html for details) and surveyed about their access and use of their raw genetic data in third-party interpretation tools.
description: web-based survey~~
description: Convenience sample
DOI: 10.3886/e105721v3-22085
title: Survey of Direct-to-Consumer Genetics Testing Customers and Third-party Interpretation Tools

description: Direct-to-consumer (DTC) genetic testing customers were recruited from various social media venues (see README.html for details) and surveyed about their access and use of their raw genetic data in third-party interpretation tools.
description: web-based survey~~
description: Convenience sample
DOI: 10.17632/byxt34g25h.1
title: Water intensity benchmarks for sustainable retail stores

description: The table present retrieved data of the highest revenue retailers for the research paper entitled "Water Intensity benchmarks for sustainable retail stores", according to the variables: "Water Intensity (WI)", “Company”, “Country of origin”, ”Dominant operational category”, ”Store typology”, ”Number of countries of operation”, “Retail revenue”, “Number of stores”, ”Average store sales area”, ”Total store sales area”, “Water intensity”, ”Average number of workers per store”, “Total number of workers” and “Revenue per store sales area”. Based on this data, a WI benchmark was performed, identifying average, minimum and maximum values for each food and non-food retail sub-type, and outliers were identified with the interquartile range and removed so as to reduce error in each category. A linear regression analysis was also performed in retail sub-types that had data from three or more retailers, in order to estimate the relationship between WI as a dependent variable and other independent variables. R-squared values (R²) were calculated for each independent variable, those scoring higher than 0.7 were considered to have a strong effect size on the prediction of WI.
DOI: 10.17632/gnygmhvv8d.2
title: Water intensity benchmarks for sustainable retail stores - CSR Reports

description: The data refers to the highest revenue retailers’ CSR reports in which water intensity (WI) information used for the research paper "Water intensity benchmarks for sustainable retail stores" can be found.
DOI: 10.15468/8icj2p
title: A new species of the genus Gonatodes (Squamata: Sauria: Sphaerodactylidae) from the western flank of the Cordillera Oriental in Colombia, with description of its hemipenial morphology

description: This dataset contains the digitized treatments in Plazi based on the original journal article Meneses-Pelayo, Elson, Ramírez, Juan P. (2020): A new species of the genus Gonatodes (Squamata: Sauria: Sphaerodactylidae) from the western flank of the Cordillera Oriental in Colombia, with description of its hemipenial morphology. Zootaxa 4729 (2): 207-227, DOI: https://doi.org/10.11646/zootaxa.4729.2.4
DOI: 10.7910/dvn/mcrsvd/2aylfh
title: Teacher training data_CLEAN_2017-01-07.tab

description: EXCEL
DOI: 10.7910/dvn/mcrsvd/6wpjbc
title: 0_Make_Tables.do

description: STATA
DOI: 10.7910/dvn/mcrsvd/eupkow
title: 1_Pupil_Data.tab

description: STATA
DOI: 10.7910/dvn/mcrsvd/fftxi3
title: 2_Classroom_Observation_Instrument.pdf

description: PDF
DOI: 10.7910/dvn/mcrsvd/i2hwde
title: Wild bootstrap template.tab

description: EXCEL
DOI: 10.7910/dvn/mcrsvd/lv1atv
title: Balance Template.xls

description: EXCEL
DOI: 10.7910/dvn/mcrsvd/pcs4kt
title: 6_Machine_Learning_Data.tab

description: STATA
DOI: 10.7910/dvn/mcrsvd/pd06sq
title: 2_Classroom_Obs_Analysis.do

description: STATA
DOI: 10.17632/cv6cyfgmcd.2
title: Geospatial Datasets for Assessing Vulnerability of Bangladesh to Climate Change and Extremes
DOI: 10.17632/wsh9c9xxg8.1
title: Career Interest Trends in the Information Technology Era of High School Students in the City of Surabaya, Indonesia

description: Dataset about career interest trends from high school students in the city of Surabaya. This survey was carried out to determine the career interests most preferred by high school students in 2019. The analysis technique used was descriptive, to find out the most preferred career interests and also to determine differences in career interests between male and female students.
DOI: 10.17632/wsh9c9xxg8.2
title: Career Interest Trends in the Information Technology Era of High School Students in the City of Surabaya, Indonesia

description: Dataset about career interest trends from high school students in the city of Surabaya. This survey was carried out to determine the career interests most preferred by high school students in 2019. The analysis technique used was descriptive, to find out the most preferred career interests and also to determine differences in career interests between male and female students.
DOI: 10.17632/wsh9c9xxg8.3
title: Career Interest Trends in the Information Technology Era of High School Students in the City of Surabaya, Indonesia

description: Dataset about career interest trends from high school students in the city of Surabaya. This survey was carried out to determine the career interests most preferred by high school students in 2019. The analysis technique used was descriptive, to find out the most preferred career interests and also to determine differences in career interests between male and female students.
DOI: 10.5281/zenodo.3632524
title: Supplementary Information to: Increasing the spatial resolution of cloud property retrievals from Meteosat SEVIRI by use of its high–resolution visible channel: Evaluation of candidate approaches with MODIS observations

description: This repository contains the Python programmes and datasets used for the research described in the following paper:<br> https://doi.org/10.5194/amt-2019-334 It has been prepared as supplementary information to the final paper.<br> <br> Note that the actual Cloud Property Retrieval (CPP) which would be<br> required for full reproducability of the results cannot be made<br> available by the authors, that the code included here is based on Python2, and that<br> paths to the dataset have to be adapted in the code.<br> <br> The repository consists of three separate parts/directories:<br> <br> * method: Python routines for generating the cloud property retrieval<br> input based on the Meteosat and MODIS data<br> <br> * analysis: Python routines for analysing the different experiments<br> from the CPP outputs, producing the figures and calculating the<br> comparison statistics<br> <br> * datasets: the various input and output datasets used for the<br> analyses of the paper
DOI: 10.5281/zenodo.3632525
title: Supplementary Information to: Increasing the spatial resolution of cloud property retrievals from Meteosat SEVIRI by use of its high–resolution visible channel: Evaluation of candidate approaches with MODIS observations

description: This repository contains the Python programmes and datasets used for the research described in the following paper:<br> https://doi.org/10.5194/amt-2019-334 It has been prepared as supplementary information to the final paper.<br> <br> Note that the actual Cloud Property Retrieval (CPP) which would be<br> required for full reproducability of the results cannot be made<br> available by the authors, that the code included here is based on Python2, and that<br> paths to the dataset have to be adapted in the code.<br> <br> The repository consists of three separate parts/directories:<br> <br> * method: Python routines for generating the cloud property retrieval<br> input based on the Meteosat and MODIS data<br> <br> * analysis: Python routines for analysing the different experiments<br> from the CPP outputs, producing the figures and calculating the<br> comparison statistics<br> <br> * datasets: the various input and output datasets used for the<br> analyses of the paper
DOI: 10.7910/dvn/mcrsvd/3ccyuv
title: 1d_Writing_Test_Directions.pdf

description: PDF
DOI: 10.7910/dvn/mcrsvd/7gfub7
title: 1a_EGRA_Toolkit.pdf

description: PDF
DOI: 10.7910/dvn/mcrsvd/e2vpvr
title: 1b_EGRA_Exam_Protocol.pdf

description: PDF
DOI: 10.7910/dvn/mcrsvd/hxnh4x
title: 1_Pupil_Data_all.tab

description: STATA
DOI: 10.7910/dvn/mcrsvd/jrkhzt
title: 7_Arancibia_Analysis.do

description: STATA
DOI: 10.7910/dvn/mcrsvd/lhpz7v
title: 1_Pupil_Data_Analysis.do

description: STATA
DOI: 10.7910/dvn/mcrsvd/mig9nl
title: 5_Mediation_Analysis.do

description: STATA
DOI: 10.7910/dvn/mcrsvd/sgvcuu
title: 4_Student_Balance_and_Attrition.do

description: STATA
DOI: 10.15468/p3apxw
title: Two more new Hemiphyllodactylus Bleeker, 1860 (Squamata: Gekkonidae) from Tamil Nadu, India

description: This dataset contains the digitized treatments in Plazi based on the original journal article Agarwal, Ishan, Pal, Saunak, Khandekar, Akshay (2020): Two more new Hemiphyllodactylus Bleeker, 1860 (Squamata: Gekkonidae) from Tamil Nadu, India. Zootaxa 4729 (2): 249-265, DOI: https://doi.org/10.11646/zootaxa.4729.2.6
DOI: 10.17632/wsh9c9xxg8.4
title: Career Interest Trends in the Information Technology Era of High School Students in the City of Surabaya, Indonesia

description: Dataset about career interest trends from high school students in the city of Surabaya. This survey was carried out to determine the career interests most preferred by high school students in 2019. The analysis technique used was descriptive, to find out the most preferred career interests and also to determine differences in career interests between male and female students.
DOI: 10.17632/wsh9c9xxg8.5
title: Career Interest Trends in the Information Technology Era of High School Students in the City of Surabaya, Indonesia

description: Dataset about career interest trends from high school students in the city of Surabaya. This survey was carried out to determine the career interests most preferred by high school students in 2019. The analysis technique used was descriptive, to find out the most preferred career interests and also to determine differences in career interests between male and female students.
DOI: 10.17632/wsh9c9xxg8.6
title: Career Interest Trends in the Information Technology Era of High School Students in the City of Surabaya, Indonesia

description: Dataset about career interest trends from high school students in the city of Surabaya. This survey was carried out to determine the career interests most preferred by high school students in 2019. The analysis technique used was descriptive, to find out the most preferred career interests and also to determine differences in career interests between male and female students.
DOI: 10.5281/zenodo.3631568
title: DeepLabCut network for pupillometry analysis (Privitera et al. 2020)

description: Network trained for Privitera et al. 2020. Used for the analysis of pupillometry video files using an infrared camera and anesthetized mice
DOI: 10.5281/zenodo.3631569
title: DeepLabCut network for pupillometry analysis (Privitera et al. 2020)

description: Network trained for Privitera et al. 2020. Used for the analysis of pupillometry video files using an infrared camera and anesthetized mice
DOI: 10.7910/dvn/mcrsvd/3emmvf
title: 1e_Writing_Test_Scoring_Rules.pdf

description: PDF
DOI: 10.7910/dvn/mcrsvd/aw5xrf
title: 6_Machine_Learning.do

description: STATA
DOI: 10.7910/dvn/mcrsvd/cpu147
title: blank_template.tab

description: EXCEL
DOI: 10.7910/dvn/mcrsvd/fxwwsn
title: 3_Compute_q_values.do

description: STATA
DOI: 10.7910/dvn/mcrsvd/ghvz5d
title: 2_Classroom_Obs_Data.tab

description: STATA
DOI: 10.7910/dvn/mcrsvd/onl9ae
title: readme.txt

description: README
DOI: 10.7910/dvn/mcrsvd/umn8pp
title: 5_Mediation_Analysis_Data.tab

description: STATA
DOI: 10.7910/dvn/mcrsvd/z645ga
title: 1c_EGRA_Stimuli.pdf

description: PDF
DOI: 10.25405/data.ncl.11770638
title: Open Access Figure Dataset - Reliable inkjet printing of chondrocytes and MSCs using reservoir agitation - V1.xlsx

description: Data underpinning paper "Reliable inkjet printing of chondrocytes and MSCs using reservoir agitation"<br> <br>
DOI: 10.25405/data.ncl.11770638.v1
title: Open Access Figure Dataset - Reliable inkjet printing of chondrocytes and MSCs using reservoir agitation - V1.xlsx

description: Data underpinning paper "Reliable inkjet printing of chondrocytes and MSCs using reservoir agitation"<br> <br>
DOI: 10.15468/s95xcd
title: A deeply divergent lineage of Walkerana (Anura: Ranixalidae) from the Western Ghats of Peninsular India

description: This dataset contains the digitized treatments in Plazi based on the original journal article Dinesh, K. P., Vijayakumar, S. P., Ramesh, Vijay, Jayarajan, Aditi, Chandramouli, S. R., Shanker, Kartik (2020): A deeply divergent lineage of Walkerana (Anura: Ranixalidae) from the Western Ghats of Peninsular India. Zootaxa 4729 (2): 266-276, DOI: https://doi.org/10.11646/zootaxa.4729.2.7
DOI: 10.5281/zenodo.3632500
title: Characterizing the groundwater flow pathways and recharge sources of a desert inter-dune aquifer system by geophysical approaches and multiple isotopes (B, H and O)

description: Major cations and anions, and H, O, and B isotope data of South Sumujaran Lake of Badain Jaran Desert, China
DOI: 10.5281/zenodo.3632501
title: Characterizing the groundwater flow pathways and recharge sources of a desert inter-dune aquifer system by geophysical approaches and multiple isotopes (B, H and O)

description: Major cations and anions, and H, O, and B isotope data of South Sumujaran Lake of Badain Jaran Desert, China
DOI: 10.5281/zenodo.3632945
title: Mapping Manuscript Migrations Knowledge Graph

description: The Mapping Manuscript Migrations (MMM) project transformed three separate datasets into a unified knowledge graph. The source databases include <em>Schoenberg Database of Manuscripts</em> from the Schoenberg Institute for Manuscript Studies, <em>Bibale database</em> from the Institute for Research and History of Texts, and <em>Medieval Manuscripts Catalogue</em> from the Bodleian Libraries. To test and demonstrate its usefulness, the MMM Knowledge Graph is in use in the MMM Semantic Portal, explained in more detail in the project page.
DOI: 10.7910/dvn/kspaqi/i2fmpz
title: year1infosurvey.tab

description: STATA
DOI: 10.7910/dvn/kspaqi/qvkqzk
title: adoption_census.tab

description: STATA
DOI: 10.7910/dvn/kspaqi/sbm7lg
title: ReadMe.pdf

description: README
DOI: 10.7910/dvn/kspaqi/whfskd
title: seedsales.tab

description: STATA
DOI: 10.7910/dvn/kspaqi/xllbpn
title: demonstrators_characteristics.tab

description: STATA
DOI: 10.7910/dvn/6kexm7/gopmwz
title: appxC_figure_6.R

description: :unav
DOI: 10.7910/dvn/6kexm7/oxws9s
title: appxE_table_1.R

description: :unav
DOI: 10.7910/dvn/6kexm7/rblzzd
title: party_governments.tab

description: :unav
DOI: 10.7910/dvn/6kexm7/sd0hgz
title: appxD_figure_2_3.R

description: :unav
DOI: 10.7910/dvn/kspaqi/clohxs
title: demonstrators_attendance.tab

description: STATA
DOI: 10.7910/dvn/kspaqi/qk4v6f
title: replication analysis.do

description: STATA
DOI: 10.7910/dvn/6kexm7/1ufm47
title: appxD_table_1_2.R

description: :unav
DOI: 10.7910/dvn/6kexm7/48bvwg
title: appxC_table_2_3.R

description: :unav
DOI: 10.7910/dvn/6kexm7/6ak4hv
title: appxC_figure_3.R

description: :unav
DOI: 10.7910/dvn/6kexm7/rj09zl
title: figure_4.R

description: :unav
DOI: 10.7910/dvn/6kexm7/s8vrws
title: appxC_figure_5.R

description: :unav
DOI: 10.7910/dvn/6kexm7/tvjhtt
title: figure2_appxC_E.R

description: :unav
DOI: 10.7910/dvn/6kexm7/xo0uoe
title: appxB_table_2_3.R

description: :unav
DOI: 10.7910/dvn/6kexm7/ywel0a
title: appxC_figure_4.R

description: :unav
DOI: 10.7910/dvn/6kexm7/zemhez
title: appxC_table_1.R

description: :unav
DOI: 10.5281/zenodo.3633117
title: Latin American and Caribbean Contemporary Art Web Archive collection derivatives

description: Web archive derivatives of the Latin American and Caribbean Contemporary Art Web Archive collection collection from the Ivy Plus Libraries Confederation. The derivatives were created with the Archives Unleashed Toolkit and Archives Unleashed Cloud. The <strong>ivy-11576-parquet.tar.gz</strong> derivatives are in the Apache Parquet format, which is a columnar storage format. These derivatives are generally small enough to work with on your local machine, and can be easily converted to Pandas DataFrames. See this notebook for examples. <strong>Domains</strong> <pre><code class="language-java">.webpages().groupBy(ExtractDomainDF($"url").alias("url")).count().sort($"count".desc)</code></pre> Produces a DataFrame with the following columns: domain count <strong>Web Pages</strong> <pre><code class="language-java">.webpages().select($"crawl_date", $"url", $"mime_type_web_server", $"mime_type_tika", RemoveHTMLDF(RemoveHTTPHeaderDF(($"content"))).alias("content"))</code></pre> Produces a DataFrame with the following columns: crawl_date url mime_type_web_server mime_type_tika content <strong>Web Graph</strong> <pre><code class="language-java">.webgraph()</code></pre> Produces a DataFrame with the following columns: crawl_date src dest anchor <strong>Image Links</strong> <pre><code class="language-java">.imageLinks()</code></pre> Produces a DataFrame with the following columns: src image_url <strong>Binary Analysis</strong> Audio Images PDFs Presentation program files Spreadsheets Text files Word processor files<br> The <strong>ivy-11576-auk.tar.gz </strong>derivatives<strong> </strong>are the standard set of web archive derivatives produced by the Archives Unleashed Cloud. <strong>Gephi </strong>file, which can be loaded into Gephi. It will have basic characteristics already computed and a basic layout. <strong>Raw Network</strong> file, which can also be loaded into Gephi. You will have to use that network program to lay it out yourself. <strong>Full text</strong> file. In it, each website within the web archive collection will have its full text presented on one line, along with information around when it was crawled, the name of the domain, and the full URL of the content. <strong>Domains count</strong> file. A text file containing the frequency count of domains captured within your web archive.
DOI: 10.5281/zenodo.3633118
title: Latin American and Caribbean Contemporary Art Web Archive collection derivatives

description: Web archive derivatives of the Latin American and Caribbean Contemporary Art Web Archive collection collection from the Ivy Plus Libraries Confederation. The derivatives were created with the Archives Unleashed Toolkit and Archives Unleashed Cloud. The <strong>ivy-11576-parquet.tar.gz</strong> derivatives are in the Apache Parquet format, which is a columnar storage format. These derivatives are generally small enough to work with on your local machine, and can be easily converted to Pandas DataFrames. See this notebook for examples. <strong>Domains</strong> <pre><code class="language-java">.webpages().groupBy(ExtractDomainDF($"url").alias("url")).count().sort($"count".desc)</code></pre> Produces a DataFrame with the following columns: domain count <strong>Web Pages</strong> <pre><code class="language-java">.webpages().select($"crawl_date", $"url", $"mime_type_web_server", $"mime_type_tika", RemoveHTMLDF(RemoveHTTPHeaderDF(($"content"))).alias("content"))</code></pre> Produces a DataFrame with the following columns: crawl_date url mime_type_web_server mime_type_tika content <strong>Web Graph</strong> <pre><code class="language-java">.webgraph()</code></pre> Produces a DataFrame with the following columns: crawl_date src dest anchor <strong>Image Links</strong> <pre><code class="language-java">.imageLinks()</code></pre> Produces a DataFrame with the following columns: src image_url <strong>Binary Analysis</strong> Audio Images PDFs Presentation program files Spreadsheets Text files Word processor files<br> The <strong>ivy-11576-auk.tar.gz </strong>derivatives<strong> </strong>are the standard set of web archive derivatives produced by the Archives Unleashed Cloud. <strong>Gephi </strong>file, which can be loaded into Gephi. It will have basic characteristics already computed and a basic layout. <strong>Raw Network</strong> file, which can also be loaded into Gephi. You will have to use that network program to lay it out yourself. <strong>Full text</strong> file. In it, each website within the web archive collection will have its full text presented on one line, along with information around when it was crawled, the name of the domain, and the full URL of the content. <strong>Domains count</strong> file. A text file containing the frequency count of domains captured within your web archive.
DOI: 10.7910/dvn/6kexm7/amumcs
title: figure_1_5_appxE_fig1.R

description: :unav
DOI: 10.7910/dvn/6kexm7/ej5w3v
title: figure_3.R

description: :unav
DOI: 10.7910/dvn/6kexm7/ofa0d6
title: appxB_table_1.R

description: :unav
DOI: 10.7910/dvn/6kexm7/pnksvj
title: figure_6_appxD_figure1.R

description: :unav
DOI: 10.15468/n9xniy
title: An unusual new genus and species of centrotine treehopper (Hemiptera: Membracidae: Centrotinae) from Nicaragua

description: This dataset contains the digitized treatments in Plazi based on the original journal article Morris, Brendan O., Dietrich, Christopher H. (2020): An unusual new genus and species of centrotine treehopper (Hemiptera: Membracidae: Centrotinae) from Nicaragua. Zootaxa 4729 (2): 286-292, DOI: https://doi.org/10.11646/zootaxa.4729.2.9
DOI: 10.5281/zenodo.3633167
title: IODP Expedition 361 X-ray diffraction (XRD)

description: X-ray diffraction (XRD) is used to identify minerals and their proportions in sediment or hard rock sample powders on a Bruker AXS D4 Endeavor X-ray diffractometer. Results are returned as diffractograms in a viewable format (either PDF or PNG).
DOI: 10.15468/zc52fa
title: Taxonomic revision of the Protopolybia picteti - emortualis species-group (Richards 1978), with descriptions of two new species (Hymenoptera: Vespidae, Polistinae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Dos Santos Junior, José N. A., Silveira, Orlando T., Carpenter, James M. (2020): Taxonomic revision of the Protopolybia picteti - emortualis species-group (Richards 1978), with descriptions of two new species (Hymenoptera: Vespidae, Polistinae). Zootaxa 4729 (2): 228-248, DOI: https://doi.org/10.11646/zootaxa.4729.2.5
DOI: 10.5281/zenodo.3633166
title: IODP Expedition 361 X-ray diffraction (XRD)

description: X-ray diffraction (XRD) is used to identify minerals and their proportions in sediment or hard rock sample powders on a Bruker AXS D4 Endeavor X-ray diffractometer. Results are returned as diffractograms in a viewable format (either PDF or PNG).
DOI: 10.5286/isis.e.rb2000132
title: Ice β-XV – a novel ice polymorph

description: Water molecules can form different hydrogen-bonded networks, a property known as ice polymorphism. So far 18 different networks have been characterized using neutron diffraction on D2O samples. In our recent experiments we have discovered a novel ice polymorph, called ice β-XV (Gasser et al., Chem. Sci. 9 (2018)) 4224). It is a daughter polymorph to ice VI, and a sister polymorph to ice XV - it shares the same type of oxygen network with them. Refinement of its crystal structure has so far been hampered because an adverse isotope effect has hindered access to D2O ice β-XV. In our very recent work we found a route to the D2O form, allowing us to refine its crystal structure using the HRPD instrument. Upon heating ice β-XV experiences an order-to-order transition in its network of H atoms. This is the first of its kind known in ice physics and will be studied in detail on HRPD by us.