01Reading Room

Five real decks from the archive, page by page, with investigator's notes. Gold-tagged notes = something worth stealing.

02Threshold Explorer

The champion's slide 18–19 turned into a machine: pick the buy/sell threshold, watch where you want to be (train Sharpe) versus where you actually land (test Sharpe). Real numbers from our Sprint A replication.

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threshold ±%
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train Sharpe
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test Sharpe (reality)
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train return
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test return
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test trades
train Sharpe vs threshold — the mirage
test Sharpe vs threshold — reality

03Video

The only moving footage in the archive: Team Datawave walks their 2025 Power BI cash-flow dashboard — the tab structure, slicers and forecast overlays that placed in the AstraZeneca year.

04Code

Rendered notebooks — code and outputs inline, no setup needed.

🥇 Champion's notebook (2024)

The actual analysis behind the winning deck — cleaning, indicators, XGBoost, simulation.

Open notebook →

dotdotdot notebook (2023)

Top-10 team's PriceCatcher workflow: parquet loading, merging lookups, heatmaps, Prophet.

Open notebook →

Sprint A pipeline (ours)

Our runnable champion replication — every step commented and mapped to the deck pages.

Open source → · raw .py

05Reference

The 2024 dataset's 43-column dictionary (gold = columns in the champion's winning pipeline). Filter, then go stare at the real data.

all market on-chain derivatives & flow ★ champion-used only

Raw materials: 2024 dataset (CSV) · 2025 AstraZeneca dataset (XLSX) · Datathon 2026 handbook (PDF) · all archived repos