Find research datasets worth reusing

Data for publication - Design, simulation and experimental analysis of a monolithic bending section for enhanced maneuverability of single use laparoscopic devices

The dataset contains all processed data and raw data which are used for the publication "Design, simulation and experimental analysis of a monolithic bending section for enhanced maneuverability of single use laparoscopic devices"

opencc-zeroMay 2023View details →

IPNI persistent identifiers for taxonomic names and publications

Linked data for taxonomic names in IPNI linked to publications of those names. Triples use terms from http://schema.org vocabulary, plant names identified by Life Science Identifiers, publications identified with DOIs.

Publication data for article "Scientific and technological knowledge grows linearly over time"

This dataset includes metadata for academic publications used in the article Scientific and technological knowledge grows linearly over time. The dataset contains citation relationships, publication dates, and academic fields for 213,715,816 publications from 1800 to 2020. These publications cover 292 secondary subjects in 19 major disciplines, including Economics, Biology, Computer Science, Physics, and more. The data are requested from Acemap (https://www.acemap.info, Shanghai Jiao Tong University) and sourced from the last snapshot of Microsoft Academic Graph (MAG) as of December 31, 2021. The dataset includes two gzip-compressed files, which contain all data in CSV format after decompression. Sample data is presented below: <ol> <li>paper_date_refs.csv (paper_date_refs.tar.gz) <ol> <li>paper_id</li> <li>date</li> <li>reference_ids (separated by comma)</li> </ol> </li> <li>field_paper (field_paper.tar.gz) <ol> <li>field_paper/Computer science.csv <ol> <li>paper_id</li> </ol> </li> <li>field_paper/Biology.csv <ol> <li>paper_id</li> </ol> </li> <li>...</li> </ol> </li> </ol>

Model dataset for the journal publication entitled "New features and enhancements in Community Land Model (CLM5) snow albedo modeling: description, sensitivity, and evaluation"

This is the global 1-deg CLM5-SNICAR model simulation dataset for the journal publication entitled "New features and enhancements in Community Land Model (CLM5) snow albedo modeling: description, sensitivity, and evaluation".

Data associated with Cell Reports publication: Dura-Bernal et al. 2023, "Multiscale model of primary motor cortex circuits predicts in vivo cell type-specific, behavioral state-dependent dynamics"

This dataset includes experimental data used to constrain and validate the model, and model simulation output data. The source code for the associated M1 model and data analysis can be found here: https://github.com/suny-downstate-medical-center/M1_NetPyNE_CellReports_2023 Please download the data_v2.zip file, which contains the most updated and complete version of the data. For more information please contact: salvador.dura-bernal@downstate.edu

Open Data for publication Influence of the Time Scale on the Reaction Mechanism of CO Oxidation over a Au/TiO2 Catalyst

The file contains the origianl raw data for publication: Influence of the Time Scale on the Reaction Mechanism of CO Oxidation over a Au/TiO2 Catalyst, Angewandte Chemie, 2023 The data contains the IR spectra of the CO2 signal, the IR spectra at different temepratures (modulation experiments) and the IR spectra for different modulation periods at 50 deg C (modulation experiments), as described in the publication.

opencc-by-4.0Mar 2023View details →

Ariane outputs and Python scripts used in the GRL publication titled "A Lagrangian estimate of the Mediterranean outflow's origin"

Outputs of quantitative experiments performed with the particle tracking software Ariane, and Python scripts to analyze and plot them.

dryad32/100

Public attitudes toward Biscayne Bay in South Florida

This data set was collected using Centiment survey panels, limited to English and Spanish speaking adults in the Miami-Dade metro area. Questions and scales covered a range of activities, values and attitudes associated with the marine estuary Biscayne Bay.

opencc-zeroJun 2023View details →

Example-Public-administration-Process

Process modeling citizen's income and class trip in PICTURE Tool and modeling OZG (German Online Access Law (“Onlinezugangsgesetz) application process one-for-all (EfA)

Dataset for: Faculty Publication Trends in a Japanese National University: A Diachronic Document Analysis

Dataset for paper titled: Faculty Publication Trends in a Japanese National University: A Diachronic Document Analysis

Code & Data for Moving the 15-minute city beyond the urban core: the role of accessibility and public transport in The Netherlands

Code & Data for Moving the 15-minute city beyond the urban core: the role of accessibility and public transport in The Netherlands

Data set for the publication entitled "An exact system of generation for face-hobbed hypoid gears: Application to high reduction hypoid gear drives"

This data set includes 16 files corresponding to the paper with doi:10.1016/j.mechmachtheory.2022.105115 plus a readme.txt file. See the readme.txt file for a description of the contents of the 16 files.

Turning to Religion as a Mediator of the Relationship Between Hopelessness and Job Satisfaction During the COVID-19 Pandemic Among Individuals Representing the Uniformed Services or Working in Professions of Public Trust in Poland

Introduction. During the COVID-19 pandemic individuals performing uniformed service or working in a profession of public trust are particularly exposed to chronic stress.  The consequences of stress in turn translate into a decrease in quality of life across various domains, including professional functioning. The perceived mental difficulties can lead to feeling of hopelessness, which in turn can generate a decrease in job satisfaction. Religiosity is a factor which, in stress-inducing conditions, not only stops the spiral of perceived resource losses but also triggers gains in the resources possessed. Aim. In this study, we tested - in the light of Conservation of resources theory (COR) - whether during the COVID-19 pandemic, the preference for positive religious coping strategies (turning to religion) by people declaring religiosity is a mediator for the relationship between perceived hopelessness and job satisfaction. Methods. The study covered 238 individuals representing the uniformed services or working in professions of public trust in Poland. The Inventory for Measuring Coping with Stress (MINI-COPE) and The Beck Hopelessness Scale (BHS) and were employed in the research. Results. The mediating role of turning to religion in relationship between perceived hopelessness and job satisfaction was confirmed only in the group of women. The relationship found in this group indicates that perceived hopelessness is alleviated by turning to religion, which at the same time leads to an increase in job satisfaction. Conclusion. The obtained results prove that it should be standard practice to offer specialist help after potentially traumatic events in the workplace not only in the form of emotional and/or instrumental support but also in the form of spiritual help.

Associated data underlying the publication "Introducing Open Data Concepts to STEM Students Using Real-World Open Datasets"

While open data concepts become more important in our society, education about its benefits and technical issues is still behind the practice. Students of STEM disciplines should be introduced to open data during their education. The Open Computing course, completely redesigned in the new Computing curriculum, introduces open data concepts, providing both the basics and advanced topics, from technical to social and legal viewpoints. Among the several educational activities, one was particularly useful for understanding the needs and implications of using open data: a synchronous group activity where students had to choose a societal issue, find and analyze two open datasets that would help gaining insight into this issue, assess interdisciplinarity approaches and stakeholders, and finally propose the added value emerging from the solution. In a short amount of time needed, this activity – which tackled multiple aspects of the problem - brought a clearer insight into the topic, building upon the conventional lectures. Students highly graded such an approach to their education, where they had to construct their knowledge by the group experience. A similar group activity appeared to be useful in the context of open data PhD training and might also be used in other disciplines and domains.

opencc-by-4.0May 2022View details →

Dataset (n=1671) of the publication "Engaging small-scale private forest owners for transformative change towards integrative conservation"

The excel file contains the replies of small-scale private forest owners in Lower Saxony, Germany, to certain questions of a survey analyzed within the following publication: “Engaging small-scale private forest owners for transformative change towards integrative conservation” . The questions and responses included in this dataset cover their objectives, management activities, perspectives, and forest stand structures. Further details are provided in the second sheet of the file called “Code explanation”. More information about the methods of data collection can be found in the before-mentioned publication.

openother-openJul 2023View details →

juan9715/MRA-Bender-Element-data: Bender data public repository release

Bender data public repository release

Raw data related to "Tröndle et al (2023): Public preferences for phasing-out fossil fuels in the German building and transport sectors"

Raw survey data related to "Tröndle et al (2023): Public preferences for phasing-out fossil fuels in the German building and transport sectors".

An Open Dataset of Scholarly Publications Referenced in Selected Policy Documents (POLIDOC_SCHOLAR)

POLIDOC_SCHOLAR:  An Open Dataset of Scholarly Publications Referenced in Selected Policy Documents This repository contains an open dataset of scholarly publications cited by selected policy documents. 1. Background: <ul> <li>We do not aim to create a dataset of references for all policy documents or millions of policy documents but rather from a carefully selected set of policy documents.</li> <li>The long-term plan is to facilitate the inclusion of citations of scholarly publications in open bibliometric databases (or at least to create inter-operable datasets).</li> <li>In the short-term, we plan to increase the number of policy documents included in the dataset and continue to monitor and increase the data quality (completeness of records, provided external identifiers).</li> <li>We will also document - in the next release - the reference extraction process (including code used)</li> </ul>   2.  Structure of the dataset: The dataset is structured into two primary categories: "Collections" and "Collection References." Collections: The metadata for selected policy documents is included the "collections.jsonl" file. The collection is a central feature of the POLIDOC_SCHOLAR dataset.  The selected policy documents are listed in the “collections.jsonl”. For instance, a collection might include reports like the IPCC reports of the 6th Cycle (the "IPCC_AR_6 collection") or the reports from IPBES (the "IPBES collection"). Within each collection, there are "documents." These can be twofold: <ul> <li>They represent individual reports within a collection (e.g., the IPCC_AR_6 collection contains 6 reports: 3 assessment reports and 3 special reports from the 6th Cycle of the IPCC assessment).</li> <li>They also denote specific sections of these reports that contain bibliographic references. These sections can be chapters or other segments like supplementary materials or annexes (any section which has a reference list). Each document has a unique code, and the relationships between a main document and its subdivisions are indicated in the "is_part_of" field.</li> </ul> Collection References: To allow users to access only the collections they are interested in, we've separated references by collection in files named "collection_reference_{…name of collection…}jsonl." <ul> <li>Each of these files includes bibliographic references for every document in a specific collection.</li> <li>Besides presenting these as "reference strings" (in their original format within the document), we also offer unique identifiers like DOI and OpenAlex ID to facilitate linkage to external databases.</li> </ul> The documentation of the dataset is provided in the file “data_dictionary” 3, Content release v1: This release (POLIDOC_SCHOLAR version 1) includes 2 collections: <ol> <li>IPCC Assessment Cycle 6 </li> <li>IPBES Assessment reports</li> </ol>   <table> <tbody> <tr> <td>   </td> <td> collection </td> <td> Number of reports </td> <td> Number of documents (“sections” with reference) </td> <td> Number of references (strings, not unique) </td> <td> Number of references with DOI (unique) </td> <td> Number of references with DOI (unique) </td> </tr> <tr> <td> 1 </td> <td> IPCC Assessment Cycle 6 </td> <td> 6 </td> <td> 103 </td> <td> 94,958       </td> <td> 51,713 </td> <td> 48,695   </td> </tr> <tr> <td> 2 </td> <td> IPBES Assessment reports </td> <td> 3 </td> <td> 27 </td> <td> 21,750     </td> <td> 12,100   </td> <td> 11,896 </td> </tr> </tbody> </table>

Data Used for the Publication "Use of Threshold Parameter Variation for Tropical Cyclone Tracking"

Data used to produce the figures in "Use of Threshold Parameter Variation for Tropical Cyclone Tracking," as submitted to GMD.

Market Power in an Emerging Market Economy: Evidence from Philippine Publicly Listed Firms

The STATA data file uploaded is used in the paper: "Market Power in an Emerging Market Economy: Evidence from Philippine Publicly Listed Firms." The dataset contains annual financial statements of 285 non-bank firms listed in the Philippine Stock Exchange from 2001 to 2019.