SmartSquad - Your Fantasy Premier League Advisor

Welcome to SmartSquad! An AI-based agent that will raise your performance in The Fantasy competition to the next level.

To get started, Head to our app: https://smartsquad-kyapteetv7kedimlycvwjd.streamlit.app/

⚙️ Configurations

Our entire app is Web-based and accessible through the link added above.

If you wish to enter your own Gemini key, follow the following steps:

1. Edit the config.json file

{
  "gemini_ky": {enter your key here}
}

2. Edit utils.py get_gemini_key function. comment the first line and uncomment the lines below the instructions.

def get_gemini_key():
    gemini_key = st.secrets["gemini_key"] # get the api key from the streamlit secrets

    # here you can set the api key for the model by using the configure method:
    #
    # with open('config.json', 'r') as file:
    #         config = json.load(file)
    # gemini_key = config['gemini_key']
    #
    return gemini_key

♻️ Reproduction of Model results

If you wish to reproduce the scores_df.csv and the difficulties_df.csv :

1. Clone the GitHub repository:

git clone https://github.com/yonatanko/SmartSquad.git

2. Install the required packages using pip:

pip install -r requirements.txt

3. Run the Predectors.py

python Predectors.py

Both CSV files will appear in your folder afterward.

📁 Project Structure

.
├── .streamlit                  # Streamlit configuration files
├── Fantasy-Premier-Leaguue     # Static Data Folder                   
├── data_collection             # Dynamic Data collection folder
    ├── fpl_api_collection.py   # Dynamic Data collection code         
├── pages                       # Web pages folder
    ├── main_page.py            # Main page code
    ├── stats_page.py           # Statistics and charts page code
├── Builders.py                 # Builder functions for the AI prediction algorithms in Predectors.py
├── Predectors.py               # Scores and difficulties prediction code
├── SmartSquad.py               # Welcome page code
├── app_image.png               # app logo
├── config.json                 # json with the Gemini key declaration
├── difficulties_df.csv         # fixtures difficulties data predicted by our AI model
├── requirements.txt            # Requirements of the Project
├── scores_df.csv               # Players' scores prediction data predicted by our AI model
├── utils.py                    # Getter function for the Gemini key
└── README.md