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@danchev danchev commented Nov 17, 2025

Key changes include:

  • Corrected the column name in the training feature selection for proper data handling.

  • Introduced a new Streamlit application for interactive loan applications using the trained credit scoring model.

  • Updated README with instructions for running the Streamlit app and added a demo image.

  • Enhanced pyproject.toml to include Streamlit as an optional dependency.

Copilot AI review requested due to automatic review settings November 17, 2025 02:52
Copilot finished reviewing on behalf of danchev November 17, 2025 02:54
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Pull Request Overview

This PR fixes a column name typo in the training feature selection and introduces a new Streamlit application for interactive loan applications.

  • Fixed column name from created_timestamp to created_timestamp__ in training feature selection
  • Added a Streamlit web application for interactive loan application demo
  • Updated dependencies to include Streamlit, SHAP, and matplotlib as optional extras

Reviewed Changes

Copilot reviewed 4 out of 6 changed files in this pull request and generated 3 comments.

Show a summary per file
File Description
credit_model.py Fixed column name in training feature selection (typo correction)
streamlit_app.py New Streamlit application for interactive loan applications using the trained model
pyproject.toml Added optional Streamlit dependencies group with streamlit, shap, and matplotlib
README.md Updated documentation with Streamlit app usage instructions and demo image
uv.lock Updated lock file to include new dependencies for Streamlit functionality

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- Introduced a new Streamlit application to facilitate
  interactive loan applications using the trained credit
  scoring model.
- Updated README to include instructions for running the
  Streamlit app and added a demo image.
- Enhanced pyproject.toml to include Streamlit as an
  optional dependency.

This addition allows users to visualize and interact
with the credit scoring model in a user-friendly manner.

Signed-off-by: D. Danchev <[email protected]>
- Updated the column name from "created_timestamp" to
  "created_timestamp__" to ensure proper feature extraction
  during model training.

Signed-off-by: D. Danchev <[email protected]>
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@shuchu shuchu left a comment

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lgtm

@danchev
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danchev commented Dec 2, 2025

@shuchu Are you able to merge this, or is there anything else needed before we can close it?

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2 participants