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Stateful Model Simulator

This repository contains code that simulates model error due to out of order data points.

Repository Overview

  • stateful_simulator: a python package that simulates model error
  • experiments: a directory of experiments run using the stateful_simulator
  • stator: a failed initial attempt at simulating ouf of order error using the very excellent faust

To Be Done

  • Extend to classification models
  • Speed up performance
  • Implemnt more complex aggregations
  • Implement statful models like ARIMA
  • tests.... maybe?
  • Way more...

Contributing

If you want to contribute:

  • First of all, Thank You!!!
  • Second open up an issue saying what you would like to change and why
  • If you would like, fork the repo and make the changes in the issue.
  • Fourth Contribute back the changes in a PR. It will be reviewed and ideally merged!

No issue is to small! All help is appreciated

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A model error simulator due to out of order events

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