Worked Example

First-Seen-to-Close CLV on the Free Sample Week

One pandas line loads the free week (September 15, 2026 to September 21, 2026) of the Game Summary file, with no key and no signup:

df = pd.read_parquet('https://theoddsgap.com/api/game-summary.parquet')

For each bet, it takes the best price we first saw at the closing line and compares it with the best close, using the same CLV math as our Bet Tracker. Beating the close is not the same as profit, and one week is a small sample.

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