MSR 2024
Mon 15 - Tue 16 April 2024 Lisbon, Portugal
co-located with ICSE 2024

Ensuring the readability and comprehension of source code is key for effective software maintenance and evolution, particularly in tasks involving bug fixing, refactoring, and optimization. Previous studies highlight that challenges in maintenance and the emergence of certain bugs can be traced back to small code fragments called “Atoms of Confusion” (AC). While initial investigations identified these snippets in C++ code bases, subsequent studies have identified analogous structures in languages such as Java. Although numerous studies have delved into observing ACs in Java projects, there is a lack of studies focused on the Android ecosystem. This paper aims to address this gap by constructing a comprehensive dataset, which catalogs ACs and assesses their prevalence in the Android Open Source Project (AOSP). After analyzing over 125,000 source code files across 370 Git repositories, our findings reveal that more than 30% of Java files within the AOSP contain at least one AC, totaling over 320,000 recorded instances. This equates to one AC for approximately every 91 lines of code. Particularly, this dataset can be used to support further studies on shedding light on the ACs prevalence in the Android ecosystem, alongside their relation with traditional object-oriented software metrics (e.g., size, complexity, cohesion, and coupling), also recorded in the dataset. Using this dataset, researchers may provide valuable insights for developers and software engineers, emphasizing the need for strategies to mitigate the possible impact of ACs on software maintenance.

Tue 16 Apr

Displayed time zone: Lisbon change

09:00 - 10:30
Development: practices and humans Data and Tool Showcase Track / Technical Papers at Almada Negreiros
Chair(s): Gema Rodríguez-Pérez University of British Columbia (UBC)
09:50
6m
Talk
Exploring the Effect of Multiple Natural Languages on Code Suggestion Using GitHub Copilot
Technical Papers
Kei Koyanagi Kyushu University, Dong Wang Kyushu University, Japan, Kotaro Noguchi Kyushu University, Masanari Kondo Kyushu University, Alexander Serebrenik Eindhoven University of Technology, Yasutaka Kamei Kyushu University, Naoyasu Ubayashi Kyushu University
Pre-print
09:56
4m
Talk
A Four-Dimension Gold Standard Dataset for Opinion Mining in Software Engineering
Data and Tool Showcase Track
Md Rakibul Islam Lamar University, Md Fazle Rabbi Idaho State University, Jo Youngeun Lamar University, Arifa Islam Champa Idaho State University, Ethan J Young Lamar University, Camden M Wilson Lamar University, Gavin J Scott Lamar University, Minhaz F. Zibran Idaho State University
10:00
4m
Talk
Opening the Valve on Pure-Data: Usage Patterns and Programming Practices of a Data-Flow Based Visual Programming Language
Data and Tool Showcase Track
Anisha Islam Department of Computing Science, University of Alberta, Kalvin Eng University of Alberta, Abram Hindle University of Alberta
10:04
4m
Talk
The PIPr Dataset of Public Infrastructure as Code Programs
Data and Tool Showcase Track
Daniel Sokolowski University of St. Gallen, David Spielmann University of St. Gallen, Guido Salvaneschi University of St. Gallen
Link to publication DOI Pre-print
10:08
4m
Talk
A Dataset of Microservices-based Open-Source Projects
Data and Tool Showcase Track
Dario Amoroso d'Aragona Tampere University, Alexander Bakhtin University of Oulu, Xiaozhou Li University of Oulu, Ruoyu Su University of Oulu, Lauren Adams Baylor University, Ernesto Aponte Universidad del Sagrado Corazón, Francis Boyle Baylor University, Patrick Boyle Baylor University, Rachel Koerner Baylor University, Joseph Lee University of Richmond, Fangchao Tian University of Oulu, Yuqing Wang University of Oulu, Jesse Nyyssölä University of Helsinki, Ernesto Quevedo Baylor University, Shahidur Md Rahaman Baylor University, Amr Elsayed Baylor University, Mika Mäntylä University of Helsinki and University of Oulu, Tomas Cerny University of Arizona, Davide Taibi University of Oulu and Tampere University
10:12
4m
Talk
SensoDat: Simulation-based Sensor Dataset of Self-driving Cars
Data and Tool Showcase Track
Christian Birchler Zurich University of Applied Sciences & University of Bern, Cyrill Rohrbach University of Bern, Switzerland, Timo Kehrer University of Bern, Sebastiano Panichella Zurich University of Applied Sciences
10:16
4m
Talk
Incivility in Open Source Projects: A Comprehensive Annotated Dataset of Locked GitHub Issue Threads
Data and Tool Showcase Track
Ramtin Ehsani Drexel University, Mia Mohammad Imran Virginia Commonwealth University, Robert Zita Elmhurst University, Kostadin Damevski Virginia Commonwealth University, Preetha Chatterjee Drexel University, USA
10:20
4m
Talk
A Dataset of Atoms of Confusion in the Android Open Source Project
Data and Tool Showcase Track
Davi Batista Tabosa Federal University of Ceará, Oton Pinheiro Federal University of Ceará, Lincoln Rocha Federal University of Ceará, Windson Viana Federal University of Ceará
10:24
4m
Talk
PlayMyData: a curated dataset of multi-platform video games
Data and Tool Showcase Track
Andrea D'Angelo University of L'Aquila, Claudio Di Sipio University of L'Aquila, Cristiano Politowski DIRO, University of Montreal, Riccardo Rubei University of L'Aquila