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Classroom Contents
Building a Kalshi NFL Prediction Market Bot in Python - Performance Analysis and Challenges
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- 1 Quick preview of ESPN API vs. TV Stream
- 2 Parsing play-by-play JSON and win probability spikes
- 3 Seahawks vs. 49ers Gamecast
- 4 Who is first?
- 5 Code / file structure
- 6 ESPN Unofficial Public API
- 7 Bot Architecture
- 8 Code…does anyone care?
- 9 Find NFL Game Tickers Script
- 10 Environment variables
- 11 ESPN Client / Poller
- 12 Kalshi Websocket Client / Real-Time Odds
- 13 Spike in odds, long pause before it is reflected on TV stream
- 14 Small spike + not fast enough + fees = no profit
- 15 Data Latency Hierarchy
- 16 Is this useless?
- 17 Economics category? Trading different asset classes?
- 18 Should I do Kalshi coding tutorials?
