├── .git/ # git logs file 
├── .gitignore # git ignore file 
├── data/  # corpus data stored in  data folder
│   └── ng20_data.joblib
├── dockerfile # Docker file to create an image docker 
├── main.py # main file that contains streamlit app execution
├── models/ # pickles models folder
│   ├── K-means/
│   │   └── kmeans_umap.pkl
│   └── reducers/
│       └── umap_model.pkl
├── notebooks/  # notebook folder for testing
│   └── umap_method_testing.ipynb
├── readme.md
├── requirements.txt
├── src/
│   ├── __pycache__/
│   │   └── utils.cpython-310.pyc
│   └── utils.py
└── tree.py

git clone https://github.com/Oussamayousre/exam_project.git

# this command is to install necessary requirements to use the streamlit application
pip install -r requirements.txt

python main.py
# then you can easily interact with the streamlit app 

docker build -t reducer_app .
docker run reduce_app