colstats is a graphical user interface tool designed to streamline the process of vetting and preprocessing columns in a dataframe. It generates JSON instructions that can be used to automate column removal and modification during the modeling process.
- Eliminates manual labeling through Excel
- Generates JSON instructions for language-agnostic dataframe preprocessing
- Simplifies column management in data analysis workflows
- Clone this repository
- Install the required dependencies:
pip install streamlit pandas
Or if you prefer using conda:
conda install streamlit pandas
Run the application with:
streamlit run app.py
The app will open in your default web browser. If it doesn't, check the terminal for the Local URL.
The entire application is contained in a single file: app.py
- streamlit
- pandas
This app must be run using streamlit run app.py
. It cannot be executed like standard Python scripts.