Pega Data Scientist Tools V3.3
HealthCheck App Changes
In this release, we've primarily focused on improving the HealthCheck app, making it more powerful and user-friendly.
- Beyond the comprehensive global HealthCheck report, you now have the capability to generate individual model reports. These reports allow you to delve into the performance of a specific model, providing an in-depth view of predictors and their individual effects on propensity.
- You can now run HealthCheck in the cloud, directly from GitHub without the need to install any tools. A Github codespace is a development environment that's hosted in the cloud. Each codespace you create is hosted by GitHub in a Docker container, running on a virtual machine. See the Wiki for all the possible ways to run the ADM HealthCheck.
- If our out-of-the-box report isn't quite what you're looking for, you can now export the latest Datamart Snapshot in Excel format, empowering you to perform your own custom analysis.
- You can save your filters and upload them later to avoid repetition.
Code Changes
- Added support for Python 3.12
- Aligned with performance improvements coming with the latest version of polars
What's Changed
- Health Check update by @yusufuyanik1 in #115
- HealthCheck fixes by @yusufuyanik1 in #117
- Article Fixes by @yusufuyanik1 in #121
- Revert changes in Data Anonymization article by @yusufuyanik1 in #122
- Made the off line reports shine even more by @operdeck in #123
- fix overtime plot metric by @yusufuyanik1 in #124
- polars version upgrade by @yusufuyanik1 in #125
- polars version update remaining by @yusufuyanik1 in #126
- Initial cut of python version of off-line model reports by @operdeck in #129
- Usability updates to the Value Finder code by @StijnKas in #131
- Update test to reflect the new treatment col by @StijnKas in #133
- Add devcontainer in support for codespaces by @StijnKas in #135
- Added mostly TODOs and fixed some text and simple layout things by @operdeck in #137
- Added trivial cmd line args for easier calling from the outside by @operdeck in #139
- Issue 128 by @operdeck in #142
- ALigned channel overview by @operdeck in #143
- Update-azureopenai-version by @StijnKas in #150
- Reports more robust for various cornercases by @operdeck in #151
- Included colored styling in tables to highlight issues. Made model re… by @operdeck in #152
- Hc improvements by @operdeck in #154
- Hc improvements by @operdeck in #161
- Fixed incorrect BinIndex type by @StijnKas in #162
- Bump version & bump polars min version by @StijnKas in #164
- Standalone Report improvements by @operdeck in #166
- Replaced gains charts in HC by @operdeck in #168
- Supporting utilities to run reports in batch and unattended by @operdeck in #170
- Bump azure openai version to latest, support openai v1 by @StijnKas in #169
- Streamlit App Changes by @yusufuyanik1 in #155
- Doc cleanup by @operdeck in #172
- Dropped old batch scripts in favor of recently introduced new ones by @operdeck in #173
- HealthCheck fix by @yusufuyanik1 in #171
- remove context_keys selection in app by @yusufuyanik1 in #174
- Fix errors and depreciations from polars version bump by @yusufuyanik1 in #176
- improve polars patch PR by @yusufuyanik1 in #177
- Python 3.12 support, bump version by @StijnKas in #144
Full Changelog: V3.2...V3.3