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# Get started
This accompanies the blog post on decoupling IO from transformation: https://blog.dagworks.io/p/separate-data-io-from-transformation.
To get started, you can run:
```bash
pip install -r requirements.txt
python run.py --help
Usage: run.py [OPTIONS] COMMAND [ARGS]...
Options:
--help Show this message and exit.
Commands:
run
visualize
```
Then you can pass it a stage and mess with the code.
You'll find sample data in `data/`, and the actual hamilton functions in `components`