RiCS: My personal Python toolbox.
What is it?
An assorted collection of reusable functions that used to live in a Dropbox folder. RiCS, pronounced "rix", is short for Richard's Code Stash. I started this project with the purpose of learning more about Python best practices, typing and the Python ecosystem.
It has grown organically since then, and now provides a wide variety of small utility functions. Large submodules are typically converted to stand-alone PyPI packages once they begin to mature.
Highlighted Features
- Multivariate performance testing and plotting.
- get_by_full_name(): Import functions, objects and classes by name.
- rics.collections.dicts: Extended functionality for the built-in
dicttype. - basic_config(): Configure logging for development.
- And much more; click here for the full API.
Related libraries
The following packages started life as RiCS submodules.
-
Turn meaningless IDs into human-readable labels.
-
Time-based k-fold validation splits for heterogeneous data.
Installation
The package is published through the Python Package Index (PyPI). Source code is available on GitHub: https://github.com/rsundqvist/rics
pip install -U rics
This is the preferred method to install rics, as it will always install the
most recent stable release.
License
Documentation
Hosted on Read the Docs: https://rics.readthedocs.io
Command line program
The rics CLI is bundled with the package. Some related libraries will add new subroutines. To
get an overview, run:
rics --help
in the terminal.
Contributing
All contributions, bug reports, bug fixes, documentation improvements, enhancements, and ideas are welcome. To get started, see the Contributing Guide and Code of Conduct.
Metadata
Release files for rics 6.2.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| rics-6.2.2.tar.gz | 92.7 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| rics-6.2.2-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 207.2 kB
Release files / rics-6.2.2.tar.gz
| Download URL | rics-6.2.2.tar.gz |
|---|---|
| Size | 92.7 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
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Transparency logRelease files / rics-6.2.2-py3-none-any.whl
| Download URL | rics-6.2.2-py3-none-any.whl |
|---|---|
| Size | 114.5 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 21, 2026.
Transparency logSecurity for rics 6.2.2
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
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Attestation for rics-6.2.2.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 21, 2026.
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