Awesome Empirical Software Engineering
A curated repository of data sets and tools that can be used for conducting evidence-based, data-driven research on software systems.
This research approach is often termed experimental, or empirical software engineering.
Many of the data sets can also be useful in research using search-based software engineering methods.
The repository is named after the Mining Software Repositories (MSR) conference series.
For examples of such work see the MSR conference’s Hall of Fame.
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Read the contribution guide for instructions on how
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Contents
Repositories
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SIR - Software-artifact infrastructure repository; Java, C, C++, and C# software together with test suites and fault data.
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PROMISE - About 20 datasets related to software engineering research.
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FLOSSmole - Collaborative collection and analysis of free/libre/open source project data.
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Zenodo - Software data collections in CERN’s open-access repository.
Data Sets
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AndroidTimeMachine - Graph-based dataset of commit history of 8,431 real-world Android apps.
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AndroZoo - Collection of Android Applications.
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Bug Prediction Dataset - Collection of models and metrics from Eclipse JDT Core, PDE UI, Equinox Framework, Lucene, Mylyn, and their histories.
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Code Reviews - Code reviews of OpenStack, LibreOffice, AOSP, Qt, Eclipse.
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CoREBench - Collection of 70 realistically Complex Regression Errors that were systematically extracted from the repositories and bug reports of four open-source software projects: Make, Grep, Findutils, and Coreutils.
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Cryptocurrency GitHub Activity and Market Cap Dataset - Activity such as commits, stars, prices, and market cap of over 200 cryptocurrency projects on GitHub over time. Raw, historic data is also available.
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Defects4J - Collection of 395 reproducible bugs collected with the goal of advancing software testing research.
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Eclipse AERI stacktraces - Collection of stacktraces of Exceptions encountered by users of the Eclipse IDE, as retrieved by the AERI reporting system.
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Enron Spreadsheets and Emails - All the spreadsheets and emails used in the paper ‘Enron’s Spreadsheets and Related Emails: A Dataset and Analysis’.
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Findbugs-maven - Set of FindBugs reports for the Java projects of the Maven repository.
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GHTorrent - Scalable, queriable, offline mirror of data offered through the GitHub REST API.
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GitHub Bug Dataset - Bug Dataset of 15 Java open-source projects characterized by static source code metrics.
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GitHub on Google BigQuery - GitHub data accessible through Google’s BigQuery platform.
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Grammar Zoo - Collection of grammars of DSLs and GPLs, some extracted from metamodels and document schemata.
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KaVE - Developer tool interaction data.
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Linux Kernel 4.21 Call Graphs - The Linux Kernel 4.21 Call Graphs produced using CScout .
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Maven metrics - Collection of software complexity & sizing metrics for the Maven Repository.
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Maven Dependency Graph - Snapshot of the whole Maven Central taken on September 6, 2018, stored in a graph database.
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mzdata - Multi-extract and multi-level dataset of Mozilla issue tracking history.
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npm-miner - The dataset contains the analysis results of 5 open source software quality tools eslint, escomplex, nsp, jsinspect and sonarjs for 2000 popular (in terms of stars and downloads) npm packages.
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OCL Expressions on GitHub - Data set of 9188 OCL expressions originating from 504 EMF meta-models in 245 systematically selected GitHub repositories.
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RepoReapers Data Set - Data set containing a collection of engineered software projects from GHTorrent.
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Software Heritage Graph Dataset - Graph of the development history and file metadata of >80 million software projects from various forges (GitHub, Gitlab, Debian, PyPI, Google Code, etc) in a deduplicated and unified representation (paper here).
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STAMINA - (STAte Machine INference Approaches) data are used to benchmark techniques for learning deterministic finite state machines (FSMs).
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Stack Exchange - Anonymized dump of all user-contributed content on the Stack Exchange network.
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TravisTorrent - Provides free and easy-to-use Traivs CI build analyses.
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Ultimate Debian Database (UDD) - Data about various aspects of Debian (e.g. packages, bugs, mainteners) in the same SQL database.
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Unified Bug Dataset - Static source code based datasets which includes the Bugcatchers Bug Dataset, the Bug Prediction Dataset, the Eclipse Bug Dataset, the GitHub Bug Dataset, some datasets from the PROMISE repository.
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Unix history - Git repository with 46 years of Unix history evolution.
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astminer - Library and tool for mining of path-based representations of code and other data derived from ASTs.
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Boa - Domain-specific language and infrastructure that eases mining software repositories.
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buckwheat - Multi-language tokenizer for extracting identifiers from source code.
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ckjm - Chidamber and Kemerer Java Metrics.
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Coming - A Java framework for analyzing code changes and mining instances of change patterns from Git repositories.
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CryptOSS - Mine GitHub activity and market cap data for cryptocurrency projects.
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DbDeo - Extract embedded SQL statements and detect database schema smells.
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Designite - Compute source code metrics and detect a variety of implementation, design, and architecture smells for C#.
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DesigniteJava - Compute source code metrics and detect a variety of implementation and design smells for Java.
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Diggit - Agile Ruby Tool to analyze Git repositories.
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GrimoireLab - Free/Libre/Open Source tools for Software Development Analytics.
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MetricMiner - Lean Java DSL to mine and extract data (e.g. commits, developers, modifications, diffs) from Git and SVN repositories.
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Maven-miner - Java tools and infrastructure to resolve the whole Maven dependency graph, hosted in Maven Central, in the form of a Neo4j Graph.
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Perceval - Fetch repository data from tens of back-ends.
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Puppeteer - Detect configuration smells in Puppet code.
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PyDriller - Python Framework to analyse Git repositories.
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qmcalc - Calculate quality metrics from C source code.
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reaper - Python tool to compute a score for a repository from GHTorrent. The score quantifies the extent to which the project contained within the repository is engineered.
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RefactoringMiner - Library/API for detection of refactorings in changes of Java code.
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VulData7 - Java framework enabling the automated collection of commits fixing vulnerabilities that are reported in NVD (links NVD with Git).
Research Outlets
- Outlets exclusively devoted to empirical software engineering research
- Outlets that publish empirical software engineering research
License
To the extent possible under law, Diomidis Spinellis has waived all copyright and related or neighboring rights to this work.