| --- |
| configs: |
| - config_name: default |
| data_files: |
| - split: simulated |
| path: |
| - "0/SIMULATED_*.parquet" |
| - "1/SIMULATED_*.parquet" |
| - "2/SIMULATED_*.parquet" |
| - "3/SIMULATED_*.parquet" |
| - "4/SIMULATED_*.parquet" |
| - "5/SIMULATED_*.parquet" |
| - "6/SIMULATED_*.parquet" |
| - "7/SIMULATED_*.parquet" |
| - "8/SIMULATED_*.parquet" |
| - "9/SIMULATED_*.parquet" |
| - split: drawn |
| path: |
| - "0/DRAWN_*.parquet" |
| - "1/DRAWN_*.parquet" |
| - "2/DRAWN_*.parquet" |
| - "3/DRAWN_*.parquet" |
| - "4/DRAWN_*.parquet" |
| - "5/DRAWN_*.parquet" |
| - "6/DRAWN_*.parquet" |
| - "7/DRAWN_*.parquet" |
| - "8/DRAWN_*.parquet" |
| - "9/DRAWN_*.parquet" |
| - split: well |
| path: |
| - "0/WELL-*.parquet" |
| - "1/WELL-*.parquet" |
| - "2/WELL-*.parquet" |
| - "3/WELL-*.parquet" |
| - "4/WELL-*.parquet" |
| - "5/WELL-*.parquet" |
| - "6/WELL-*.parquet" |
| - "7/WELL-*.parquet" |
| - "8/WELL-*.parquet" |
| - "9/WELL-*.parquet" |
| --- |
| [![CC BY 4.0][cc-by-shield]][cc-by] |
| [![Versioning][semver-shield]][semver] |
|
|
| [cc-by]: http://creativecommons.org/licenses/by/4.0/ |
| [cc-by-shield]: https://img.shields.io/badge/License-CC%20BY%204.0-lightgrey.svg |
| [semver]: https://semver.org |
| [semver-shield]: https://img.shields.io/badge/semver-2.0.0-blue |
|
|
| # Table of Content |
|
|
| * [Introduction](#introduction) |
| * [Release Notes](#release-notes) |
| * [1.0.0](#100) |
| * [1.1.0](#110) |
| * [1.1.1](#111) |
| * [2.0.0](#200) |
|
|
| # Introduction |
|
|
| All 3W Dataset data files (files in the subdirectories of the [dataset](dataset) directory) are licensed under the [Creative Commons Attribution 4.0 International License][cc-by]. |
|
|
| # Release Notes |
|
|
| Each subsection below contains release notes for a specific 3W Dataset version. Differences from the immediately previous version are highlighted. |
|
|
| ## 1.0.0 |
|
|
| Release: July 1, 2019. |
|
|
| This was the first published version, which is fully described in [this](https://doi.org/10.1016/j.petrol.2019.106223) paper. |
|
|
| ## 1.1.0 |
|
|
| Release: December 30, 2022. |
|
|
| Highlights: |
|
|
| 1. New instances were added as follows: |
| * 1 instance of event type 7. |
| 1. Instances were removed due to issues identified as follows: |
| * 3 instances of event type 0; |
| * 1 instance of event type 5; |
| * 3 instances of event type 8, when compared to what is described in the paper **A realistic and public dataset with rare undesirable real events in oil wells** published in the **Journal of Petroleum Science and Engineering** (link [here](https://doi.org/10.1016/j.petrol.2019.106223)). |
| 1. Normal periods of certain instances with anomalies were increased as possible. We tried to have instances with minimum normal periods of 1 hour; |
| 1. Names of certain files with instances have changed due to increased normal periods; |
| 1. Labels in some real instances were adjusted by experts; |
| 1. All values of some variables in some real instances were corrected due to corrections in historian systems' tag configurations; |
| 1. Certain variable values have undergone minimal change due to different rounding; |
| 1. The 3W Dataset's main configuration file ([dataset.ini](dataset.ini)) was updated. |
|
|
| ## 1.1.1 |
|
|
| Release: April 09, 2023. |
|
|
| Highlights: |
|
|
| 1. Issue #60 was resolved; |
| 1. Issue #65 was resolved; |
| 1. Certain variable values have undergone minimal change due to different rounding; |
| 1. The 3W Dataset's main configuration file ([dataset.ini](dataset.ini)) was updated. |
|
|
| ## 2.0.0 |
|
|
| Release: July 25, 2024. |
|
|
| Highlights: |
|
|
| 1. All instances are now saved in Parquet files (created with the `pyarrow` engine and `brotli` compression); |
| 1. Reduction in disk space occupied by the 3W Dataset of 3.15 GB (from 4.89 GB to 1.74 GB); |
| 1. Real and simulated instances of type 9 were added; |
| 1. Several instances of types 0, 3, 4, 5, 6 and 8 were added; |
| 1. Another 24 real wells were covered with new real instances (now 42 real wells are covered); |
| 1. Some real instances, mainly of type 1, were removed; |
| 1. 1 variable was removed (`T-JUS-CKGL`); |
| 1. Another 20 variables were added (there are now 27 variables); |
| 1. Another label referring to well operational status was added; |
| 1. Normal periods in several real instances with unwanted events were extended; |
| 1. All labeling gaps in real instances were eliminated (all observations were labeled); |
| 1. Conversions between measurement units in several instances were corrected; |
| 1. Labels in several real instances were adjusted by experts; |
| 1. All values of some variables in some real instances were corrected due to corrections in historian systems' tag configurations; |
| 1. Certain variable values have undergone minimal change due to different rounding; |
| 1. The 3W Dataset's main configuration file ([dataset.ini](dataset.ini)) was updated. |
