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Fix column name and add Streamlit app for loan applications by danchev · Pull Request #20 · feast-dev/feast-credit-score-local-tutorial · GitHub
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Fix column name and add Streamlit app for loan applications#20

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danchev wants to merge 2 commits into
feast-dev:mainfrom
danchev:main
Open

Fix column name and add Streamlit app for loan applications#20
danchev wants to merge 2 commits into
feast-dev:mainfrom
danchev:main

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danchev commented Nov 17, 2025

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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.

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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 <12420863+danchev@users.noreply.github.com>
- Updated the column name from "created_timestamp" to "created_timestamp__" to ensure proper feature extraction during model training. Signed-off-by: D. Danchev <12420863+danchev@users.noreply.github.com>

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lgtm

danchev commented Dec 2, 2025

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

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