well-test-validation / README.md

Well Test Validation

PDO Well Test Validation POC (Hopefully to become a project in the future)

Last updated: 4/16/2026GitHub

Well Test Validation

Well Test Validation is currently a POC requested by PDO to see if we can make the use of Machine Learning models to be able to identify valid/invalid well tests

Structure

  • web consists of the Streamlit User Interface to interact with the trained models.

The interface includes:

  • Text fields to enter the features
  • Prediction result
  • SHAP plots

How to run?

For both methods, remember first to put the classification_RF_model.sav and regression_RF_model.sav files to web/models/Approach2b/saved_models folder.

Using Docker:

  • Make sure that the docker service is running.

  • in the root directory run docker-compose up -d

  • web can be accessed from: localhost:8501