An Empirical Study on the Classification of Bug Reports Using Machine Learning - Supplementary Material
Authors/Creators
- 1. University of Coimbra, CISUC/LASI, DEI, Portugal
- 2. University of North Carolina at Charlotte, Charlotte, USA
Description
An Empirical Study on the Classification of Bug Reports Using Machine Learning Algorithms - Supplementary Material
This repository is divided as follows:
1 -> Datasets: A zip file containing 52 CSV files, where each file includes issue reports that belong to an individual project. All projects are listed in the Table II of the article.
2 -> Results: A zip file containing a series of TXT files which refers to the results obtained in each case study that belongs to the five research questions investigated in the article.
3 -> ITS_DataCollector: A zip file containing the source code of a Java tool developed in the scope of the study, to collect issue reports from different issue tracking systems.
4 -> TFIDF_IRClassification: A zip file containing the source code of a Python tool developed in the scope of the study, to run experiments belonging to each research question. The zip also includes the R scripts used to analyse the results obtained in the experiments of the five research questions.
The datasets include all issue reports available for each project until the following dates:
| Community | Project | Collected in |
| Apache | Cassandra | 2021-04-09 19:19:59.000000 +00:00 |
| Apache | Hadoop Common | 2021-04-09 19:44:56.000000 +00:00 |
| Apache | Hadoop Hdfs | 2021-04-09 19:30:53.000000 +00:00 |
| Apache | Ignite | 2022-02-16 18:37:25.000000 +00:00 |
| Apache | Impala | 2022-02-17 11:59:53.000000 +00:00 |
| Apache | Kafka | 2021-04-09 19:53:21.000000 +00:00 |
| Apache | Lucene_Core | 2021-04-09 19:04:35.000000 +00:00 |
| Apache | Mesos | 2021-04-19 17:17:02.000000 +00:00 |
| Apache | Qpid | 2021-04-19 17:07:46.000000 +00:00 |
| Apache | Solr | 2021-04-09 20:05:13.000000 +00:00 |
| Apache | Spark | 2021-04-19 16:57:57.000000 +00:00 |
| Apache | Thrift | 2022-02-16 18:40:06.000000 +00:00 |
| Apache | Traffic Server | 2022-02-17 11:55:44.000000 +00:00 |
| Bazelbuild | Bazel | 2021-10-11 19:12:39.000000 +00:00 |
| Cakephp | Cakephp | 2021-12-30 02:04:48.000000 +00:00 |
| Chartjs | Chart.Js | 2021-12-30 02:08:23.000000 +00:00 |
| Dotnet | Roslyn | 2021-10-03 14:45:26.000000 +00:00 |
| Elastic | Elasticsearch | 2021-07-22 17:01:32.000000 +00:00 |
| Elastic | Kibana | 2021-07-22 17:14:02.000000 +00:00 |
| Electron | Electron | 2021-12-29 23:35:23.000000 +00:00 |
| Godotengine | Godot | 2021-10-03 14:46:36.000000 +00:00 |
| Tensorflow | 2021-04-12 17:46:29.000000 +00:00 | |
| Hashicorp | Terraform | 2021-10-04 11:15:06.000000 +00:00 |
| Kubernetes | Kubernetes | 2021-07-22 22:44:01.000000 +00:00 |
| Mariadb | MariaDB Server | 2021-10-13 09:17:35.000000 +00:00 |
| Microsoft | VSCode | 2021-04-12 17:42:14.000000 +00:00 |
| Mongodb | MongoDB Core Server | 2021-10-11 21:36:23.000000 +00:00 |
| Mozilla | Core | 2021-04-10 00:24:20.000000 +00:00 |
| Mozilla | Firefox | 2021-04-09 19:33:05.000000 +00:00 |
| Mozilla | NSS | 2022-02-16 14:56:08.000000 +00:00 |
| Mozilla | SeaMonkey | 2022-02-16 14:46:56.000000 +00:00 |
| Mozilla | Thunderbird | 2022-02-08 16:30:10.000000 +00:00 |
| Mui-Org | Material-Ui | 2021-12-30 02:13:09.000000 +00:00 |
| Netty | Netty | 2021-10-11 19:11:02.000000 +00:00 |
| Nextcloud | Server | 2021-10-03 15:20:56.000000 +00:00 |
| Nixos | Nixpkgs | 2021-10-10 13:43:57.000000 +00:00 |
| Nodejs | Node | 2021-04-12 17:19:51.000000 +00:00 |
| Numpy | Numpy | 2021-10-11 16:12:19.000000 +00:00 |
| Owncloud | Core | 2021-07-23 15:24:04.000000 +00:00 |
| Pandas-Dev | Pandas | 2021-10-10 13:58:42.000000 +00:00 |
| Qgis | Qgis | 2021-10-11 16:23:36.000000 +00:00 |
| Radareorg | Radare2 | 2021-12-30 22:18:13.000000 +00:00 |
| Saltstack | Salt | 2021-07-23 11:15:03.000000 +00:00 |
| Scipy | Scipy | 2021-10-11 16:25:37.000000 +00:00 |
| Serverless | Serverless | 2021-12-30 02:10:43.000000 +00:00 |
| Spring-Projects | Spring-Boot | 2021-10-11 19:04:02.000000 +00:00 |
| Spring-Projects | Spring-Framework | 2021-10-11 19:09:21.000000 +00:00 |
| Strapi | Strapi | 2021-12-30 02:09:33.000000 +00:00 |
| Symfony | Symfony | 2021-10-08 17:26:54.000000 +00:00 |
| Twbs | Bootstrap | 2021-04-12 17:18:59.000000 +00:00 |
| Weblateorg | Weblate | 2021-12-30 21:15:34.000000 +00:00 |
| Yiisoft | Yii2 | 2021-12-30 02:06:52.000000 +00:00 |
Files
Datasets.zip
Files
(366.1 MB)
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