video1.0<iframe src="https://www.loom.com/embed/eceb5c29ac9e46d2a0333c558b33a622" frameborder="0" width="1920" height="1440" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>14401920Loomhttps://www.loom.com14401920https://cdn.loom.com/sessions/thumbnails/eceb5c29ac9e46d2a0333c558b33a622-efb1733e9f84c204.gif908.557In this video, I walk you through creating a WebSocket to stream news data from Alpaca and integrate it with an API for sentiment analysis. I emphasize the importance of following the reading guide to obtain your API key and setting up your environment correctly. I also demonstrate how to run the Python script to get real-time updates on news headlines and their sentiment scores. Please ensure your API service is running and let me know if you encounter any issues!