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Data validation workshop

This is the repository containing all files used during the MipWise Data Validation Workshop.

Repository guide

  • The file schemas.py contains the schemas. This includes setting data types, foreign keys, and row predicates.

  • The file utils.py contains a handful of functions related to read, check and write data.

  • The file main.py contains functions performing simple computations on the input data. This file also runs the data validation to see ticdat in action.

  • The data is in the file data.xlsx.

  • The docs directory contains the slide deck used in the workshop.

Additional resources

Here are some useful resources that you can leverage to start building reliable solutions to support decision-making. If you have any question, don't hesitate to reach out to us: https://mipwise.com/contact

Mip Go

The material we use to provide initial consulting and development training to our collaborators.

Link to the repository: https://github.com/mipwise/mip-go

This particular session shows how to implement data schemas using ticdat: https://github.com/mipwise/mip-go/tree/main/5_develop/4_data_schema

Mip Template

We typically use this template as a starting point for new projects. This is a complete Python package and a bit more involving. Link to the repository: https://github.com/mipwise/mip_template

This particular file is a template schema that anyone can use as a starting point: https://github.com/mipwise/mip_template/blob/master/mip_template/schemas.py

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