This project addresses the challenge of effectively predicting customer churn using machine learning models based on customer behavior and service usage data.
Customer churn poses a significant challenge for businesses, especially in the highly competitive telecommunications industry.
Note 1: Make sure you have Python installed. To check, run python --version
Note 2: Make sure you have PIP installed. Normally it already comes with Python. To check, run pip --version
Note 3: Make sure you have the package virtualenv installed. To install, run pip install virtualenv
Note 4: If python and pip are not found in your machine after installation, try python3 and pip3
- First clone this git repository to your local device
git clone https://github.com/jewelldmnt/Data-Mining.git
cd Data-Mining- Initialize a Virtual Environment
python -m venv ./venv- Activate the Virtual Environment. You will know it works if you see
venvin the terminal
./venv/Scripts/activate- Install the required packages
pip install -r requirements.txt- Run the program at
main.py
python main.py- To deactivate the Virtual Environment
./venv/Scripts/deactivate- First clone this git repository to your local device
git clone https://github.com/jewelldmnt/Data-Mining.git
cd Data-Mining- Initialize a Virtual Environment
python -m venv ./venv- Activate the Virtual Environment. You will know it works if you see
venvin the terminal
source ./venv/bin/activate- Install the required packages
# for Linux
pip install -r requirements.txt
# for macOS
pip install -r requirements_macos.txt- Run the program at
main.py
python main.py- To deactivate the Virtual Environment
deactivate venv- Jewell Anne Diamante
- Jeferson Escueta
- Zen Desiree Ubungen
- Fabian Railey Victuelles
MIT License
Copyright (c) 2024 Diamante, Escueta, Ubungen, Victuelles
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.