{"id":24644906,"url":"https://github.com/1adore1/deadlock-match-tracker-bot","last_synced_at":"2026-04-13T16:02:53.226Z","repository":{"id":273171827,"uuid":"916077696","full_name":"1adore1/deadlock-match-tracker-bot","owner":"1adore1","description":"Telegram bot for tracking real-time Deadlock matches for top 250 players of the leaderboard. 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It collects match data, processes it, and provides insights using a trained machine learning model.\n\n## Features\n- Fetch and store match data\n- Process and clean match results\n- Train a machine learning model for match predictions\n- Provide match analysis via a Telegram bot\n\n## Machine Learning Model\n- Used **LightGBM** for match prediction\n- Achieved **ROC AUC = 0.71**\n- Used **Optuna** for hyperparameter tuning\n\n## Project Structure\n```\ndeadlock-match-tracker-bot/\n│── 📂 assets/               # Media files\n│   │── img.jpg             # Example image\n│── 📂 data/                 # Datasets used in the project\n│   │── clean_data.csv       # Processed match data\n│   │── match_results.csv    # Raw match results\n│── 📂 models/               # Trained machine learning models\n│   │── model.joblib         # Serialized model file\n│── 📂 notebooks/            # Jupyter notebooks for data processing and model training\n│   │── fetch_data.ipynb     # Notebook for data collection\n│   │── process_data.ipynb   # Notebook for data preprocessing\n│   │── train_data.ipynb     # Notebook for model training\n│── 📂 src/                  # Source code of the project\n│   │── tg_bot.py            # Telegram bot implementation\n│   │── tools.py             # Utility functions\n│── requirements.txt         # List of dependencies\n```\n\n## Installation\n1. Clone the repository:\n   ```\n   git clone https://github.com/1adore1/deadlock-match-tracker-bot.git\n   ```\n2. Navigate to the project directory:\n   ```\n   cd deadlock-match-tracker-bot\n   ```\n3. Install dependencies:\n   ```\n   pip install -r requirements.txt\n   ```\n\n## Usage\n1. Enter your telegram bot API_KEY in `src/config.py`.\n2. Run the Telegram bot:\n   ```\n   python src/tg_bot.py\n   ```\n3. Interact with the bot via Telegram to get match analytics and predictions.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2F1adore1%2Fdeadlock-match-tracker-bot","html_url":"https://awesome.ecosyste.ms/projects/github.com%2F1adore1%2Fdeadlock-match-tracker-bot","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2F1adore1%2Fdeadlock-match-tracker-bot/lists"}