Find research datasets worth reusing

opencc-by-4.0Jun 2022View details →

On the Use of GitHub Actions in Software Development Repositories

This replication package contains all the material required to replicate the analyses we made for our paper entitled "On the Use of GitHub Actions in Software Development Repositories" accepted for publication at the 38th International Conference on Software Maintenance and Evolution (ICSME) 2022. The required dependencies are listed in `requirements.txt` and can be installed (preferably in a virtual environment) using `pip install -r requirements.txt`. The notebooks are expected to be executed with `jupyter lab` (but any `jupyter` environment should do the job). The data (from `data/` folders) are generated by the various notebooks, starting from the raw dataset in the `data-raw` folder. Please refer to the paper and to the README file contained in that folder for more informations.

opencc-by-4.0Aug 2022View details →

Actionable and Interpretable Fault Localization for Recurring Failures in Online Service Systems

These are the datasets for our ESEC/FSE'22 paper "Actionable and Interpretable Fault Localization for Recurring Failures in Online Service Systems." In each dataset, <code>graph.yml </code>or <code>graphs/*.yml</code> are FDGs, <code>metrics.csv</code> is metrics, and <code>faults.csv</code> is failures (including ground truths).<code>FDG.pkl</code> is a pickle of the FDG object, which contains all the above data. Note that the pickle files are not compatible in different Python and Pandas versions. So if you cannot load the pickles, just ignore and delete them. They are only used to speed up data load. See more at https://github.com/NetManAIOps/DejaVu

opencc-by-4.0Sep 2022View details →

sustAGE User Postures & Actions Monitoring dataset

The sustAGE User Postures & Actions Monitoring dataset contains videos, data related to occurrences of ergonomic (body straining) postures as well as heart rate measurements of line workers during work activities in a realistic manufacturing environment. The time-synchronized data streams were captured during assembly tasks performed by real line workers in a realistic car door assembly production line in the premises of Stellantis --- Centro Ricerche FIAT (CRF)/SPW Research \& Innovation department in Melfi, Italy in the context of the sustAGE project. The dataset can be used by methods that target the following research tasks: a) vision-based detection of worker’s ergonomically unhealthy (body straining) postures during assembly tasks according to the MURI risk analysis tool, b) vision-based recognition of human assembly actions, c) multi-modal analysis and forecasting of worker heart rate and physical fatigue based on heart rate measurements and the detection (annotated occurrences) of body straining postures during work activities. Each video shows a single line worker that performs a series of car door assembly activities, noted as a task cycle execution, for a specific workstation of the production line. A set of twelve task cycle executions performed by three different workers were captured using static StereoLabs ZED or ZED2 sensors. Each task cycle execution has a mean duration of 4 minutes. Moreover, time-synchronised data for the occurrences of body straining postures and worker heart rate are available for 8 work sessions. Each work session was recorded during morning or afternoon time of the work shift and regards 3 to 5 consecutive task cycle executions performed by the same line worker. Heart rate data was captured using a Garmin Vivoactive 3 smartwatch. Time annotations are available for the samples collected during the work sessions based on the Unix time (Epoch time) format. Annotation data are available for twelve task cycle executions and contain the semantic labels and temporal boundaries of each assembly action and for the ergonomic risk scores of body straining postures performed by the line worker during each task cycle execution. Data was provided by experts in manufacturing and ergonomics based on the MURI risk analysis tool. Documentation of this dataset can be found in [1]. If you use the dataset in your research work, you are kindly asked to cite [1] in your publications. [1] Papoutsakis K, Papadopoulos G, Maniadakis M, Papadopoulos T, Lourakis M, Pateraki M, Varlamis I. Detection of Physical Strain and Fatigue in Industrial Environments Using Visual and Non-Visual Low-Cost Sensors. MDPI Technologies. 2022; 10(2):42. <a href="https://doi.org/10.3390/technologies10020042">https://doi.org/10.3390/technologies10020042</a>

opencc-by-4.0Sep 2022View details →

Dataset for ApJ Letter: Confinement of the Solar Tachocline by Dynamo Action in the Radiative Interior

This dataset contains the input files (main_input and custom_reference_binary), basic simulation info (grid_info, jobinfo.txt, and equation_coefficients) and the last Rayleigh checkpoints for the two cases published in the ApJ Letter, Confinement of the Solar Tachocline by Dynamo Action in the Radiative Interior. The data for each case (the "HD case" and "MHD case" as referred to in the paper) are given in .zip files. NOTE: The MHD case has custom diagnostic outputs and the main_input file (as directly given here) can only be run using Loren Matilsky's personal branch of the code: https://github.com/illorenzo7/Rayleigh/tree/me_prod_subcurv (for full reproducibility, commit fcf1a7b81624a0af7866d52d5b7836549268044e). Otherwise, the MHD case should run using the current main branch of the Rayleigh code (https://github.com/geodynamics/Rayleigh), as long as the custom quantity codes (>2200) are removed.

Figure 5 in Anthropic action affects the cuticular chemical profile of social wasps

Figure 5. Ordering by Detrended Correspondence Analyses (Axes 1 and 2) based on the cuticular hydrocarbon profile of the samples of the 3 species whose colonies were nested in two types of environments. The points on Axis 1, between 0 and 50 on the left, represent compounds more characteristic of samples from more anthropized environments and between 100 and 150 on the right, from less anthropized environments.

Figure 4 in Anthropic action affects the cuticular chemical profile of social wasps

Figure 4. Similarity dendrogram based on the cuticular hydrocarbon profile of the samples of the 3 species whose colonies were nested in two types of environments. Pentagon: more anthropized areas. Star: less anthropized areas.

Figure 3 in Anthropic action affects the cuticular chemical profile of social wasps

Figure 3. Bar charts showing the relative abundance and number of compounds belonging to the different classes of cuticular hydrocarbons present in the samples of Polistes versicolor (A), Polybia paulista (B) and Polybia occidentalis (C) whose colonies were nesting in more anthropized environments (black box) and less anthropized (white box). LA = Linear Alkanes, BA = Branched Alkanes, AK = Alkenes, ALD = Alkadienes.

Figure 2 in Anthropic action affects the cuticular chemical profile of social wasps

Figure 2. Similarity dendrogram generated based on the percentages of different types of land use in the municipalities where the colonies of the 3 species of social wasps were sampled. Pentagon: more anthropized areas. Star: less anthropized areas. DDS1: Dourados point 1; DDS2: Dourados point 2; IVIN: Ivinhema; MN1: Mundo Novo point 1; MN2: Mundo Novo point 2; PP: Ponta Porã.

Figure 1 in Anthropic action affects the cuticular chemical profile of social wasps

Figure 1. Satellite image showing the places in the municipalities where the colonies of the 3 social wasp species were nesting and, the percentages (pie charts) of the different types of land use and occupation (adapted from the IBGE, 2013 definition). Number 1 and 2 indicates the two collection points in the same city.

opencc-by-4.0Apr 2024View details →

Minimal Action Path results between two confirmations of a Zika virus

Open the record for dataset details and reuse information.

opencc-by-4.0May 2024View details →

Leadership Styles in International Conflict Management. Action by the European Union Against Radicalization, Terrorism and Violent Extremism – Risks and Threats

The article focuses on the antecedents of the emergence and management of international conflicts related to radicalization and terrorism in a European context and the interaction between leader and team. The objective of the desk research is to examine the correlation between the leadership style and the team, the leadership competencies, and to develop strategies for conflict resolution and management. It is achieved by analysing the European approach to the prevention of radicalization, terrorism and violent extremism, and exploring their positive and negative effects on a specific individual or group. The focus is on the role of leadership styles and competences at different hierarchical levels in order to achieve results and find solutions to problems. This paper presents the desk research conducted on countering radicalization and extremism.

opencc-by-4.0Aug 2020View details →

FUR4Sustain COST Action (CA18220) Presentation Video

FUR4Sustain COST Action (CA18220) - Modern society relies on a huge quantity of polymeric materials almost exclusively based on fossil resources and making use of a non-sustainable approach of development. Taking this into account, this COST Action was born from the idea and the absolute need of creating a network of experts in the whole-value chain of furan materials, including polymers (the so-called plastics), but also starting biomass feedstocks together with the planning of these new products end-life. All of this aiming at a better future based on a sustainable model of development!

dryad36/100

Proactive management outperforms reactive actions for wildlife disease control

Finding effective pathogen mitigation strategies is one of the biggest challenges humans face today. In the context of wildlife, emerging infectious diseases have repeatedly caused widespread host morbidity and population declines of numerous taxa. In areas yet unaffected by a pathogen, a proactive management approach has the potential to minimize or prevent host mortality. However, we typically lack critical information on the disease dynamics in a novel host system, have limited empirical evidence on efficacy of management interventions, and lack validated predictive models. As such, quantitative support for identifying effective management interventions is largely absent, and the opportunity for proactive management is often missed. Here, we consider the potential invasion of the chytrid fungus, Batrachochytrium salamandrivorans, whose expected emergence in North America poses a severe threat to hundreds of salamander species in this global salamander biodiversity hotspot. We developed and parameterized a dynamic multi-state occupancy model to forecast host and pathogen occurrence, following expected emergence of the pathogen, and evaluated the response of salamander populations to different management scenarios. Our model forecasts that taking no action is expected to be catastrophic to salamander populations. We also show that proactive action is expected to maximize host occupancy outcomes compared to 'wait and see' reactive management, thus providing quantitative support for proactive management opportunities. Additionally, we found that Bsal eradication is unlikely under any evaluated management options. Contrary to our expectations, even early pathogen detection had little effect on Bsal or host occupancy outcomes. Our analysis provides quantitative support that proactive management is the optimal strategy for promoting persistence of disease-threatened salamander populations. Our approach fills a critical gap by defining a framework for evaluating management options prior to pathogen invasion and can thus serve as a template for addressing novel disease threats that jeopardize wildlife and human health.

opencc-zeroJun 2024View details →

opencc-by-4.0Jun 2024View details →

Architecture Decision Records in Practice: An Action Research Study

To establish good architectural practice and knowledge sharing during software development and maintenance, architectural design decisions need to be documented. While a lot of research has been done on documenting architectural decisions, there exist few approaches with empirical evidence on their applicability and usefulness in practice. Architecture Decision Records are a popular documentation approach in industry, but there is a lack of research focusing on how Architecture Decision Records can be introduced in different company contexts. To tackle this shortcoming, we performed an action research study in cooperation with a company that develops a microservice-based system without proper architecture design decision documentation. This dataset encompasses our study material consisting of two questionnaires, our interview guides, and information on the codes used during our analysis.   This work was partially supported by the Wallenberg AI, Autonomous Systems and Software Program (WASP) funded by the Knut and Alice Wallenberg Foundation.

Fig. 5 in Action Plan For The Fire-Bellied Toad Bombina Bombina In Latvia: Assessment Of The Implementation For Ten Years, Releasing From Aquaculture And Restoration Of Habitats In 2006-2016

Fig. 5. Invasive fish Perccottus glenii from pond of B.bombina (Ainavas).

Fig. 6. B in Action Plan For The Fire-Bellied Toad Bombina Bombina In Latvia: Assessment Of The Implementation For Ten Years, Releasing From Aquaculture And Restoration Of Habitats In 2006-2016

Fig. 6. B.bombina populations found in Latvia before and after BAP.

Fig. 1. B in Action Plan For The Fire-Bellied Toad Bombina Bombina In Latvia: Assessment Of The Implementation For Ten Years, Releasing From Aquaculture And Restoration Of Habitats In 2006-2016

Fig. 1. B.bombina tadpoles in aquaculture in the Latgales Zoo.

Fig.3 in Action Plan For The Fire-Bellied Toad Bombina Bombina In Latvia: Assessment Of The Implementation For Ten Years, Releasing From Aquaculture And Restoration Of Habitats In 2006-2016

Fig.3. Two new micro-reserves Strauti and Katriniski, established for B.bombina after BAP.

Fig. 4. Optimized pond for B in Action Plan For The Fire-Bellied Toad Bombina Bombina In Latvia: Assessment Of The Implementation For Ten Years, Releasing From Aquaculture And Restoration Of Habitats In 2006-2016

Fig. 4. Optimized pond for B.bombina population in Katriniski.