semvec/pypi-packages huggingface dataset:
societal-costs-pipeline 0.1.0
Societal costs pipeline CLI.
Requires Python: >=3.9

# societal_costs

Workspace for the societal costs study.

## Crates

- `crates/costs_core` — core domain types, aggregation, pricing, and validation.
- `crates/costs_models` — two-part, Tweedie, and log-normal models + selection tools.
- `crates/costs_matching` — matching + balance diagnostics.
- `crates/costs_cohort` — cohort assignment + diagnostics.
- `crates/costs_components` — register-derived component builders (LMDB volume so far).
- `crates/costs_pipeline` — configuration, orchestration, and report outputs.

## LMDB example

See `crates/costs_pipeline/README.md` for the LMDB ingestion example.

## Pipeline config

Start from `pipeline.example.toml` and update the register file paths to match
your local dataset layout.

## Additional docs

- `crates/costs_core/README.md` — core domain and aggregation usage.
- `crates/costs_models/README.md` — model APIs and examples.
- `crates/costs_models/examples/README.md` — runnable model examples.
- `crates/costs_components/README.md` — LMDB note (missing price fields).
- `crates/costs_pipeline/README.md` — pipeline usage and LMDB example.
shadow4 0.1.78
shadow implementation in python

=======
shadow4
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About
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Ray tracing package for optical systems targeted for x-ray and synchrotron optics.

Documentation
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https://shadow4.readthedocs.io/


Source repository
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https://github.com/oasys-kit/shadow4

Quick-installation
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Shadow4 can be installed with Python 3.x:

.. code-block:: console

    $ python -m pip install shadow4

Graphical user interface
------------------------

A graphical interface is available under Oasys:  https://github.com/oasys-kit/OASYS1-shadow4

References
----------

To cite shadow4, please use:

Manuel Sanchez del Rio et al 2025 J. Phys.: Conf. Ser. 3010 012071
https://doi.org/10.1088/1742-6596/3010/1/012071

Other notes or papers with methods and algorithms related to SHADOW4 are: 

* Modelling undulators in ray tracing simulations http://dx.doi.org/10.1107/S1600577525000190
* Ray tracing simulations of bending magnet sources with SHADOW4 https://doi.org/10.48550/arXiv.2406.16446
* Conic Surfaces and Transformations for X-Ray Beamline Optics Modeling https://doi.org/10.48550/arXiv.2406.04079
* Equations and models used for crystals http://dx.doi.org/10.1107/S160057752400924X