Complete CFB Analytics Bundle: Starter + Model Pack

🔥 Launch Price: $79 (normally $98) – Limited Time!

Build smarter. Faster. Better.

This bundle gives you everything you need to go from raw college football data to fully working predictive models — all in one download.

Skip the API setup. Skip the cleaning. Skip the guesswork.

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✅ What’s Inside

📂 Two Complete Packs — The CFB Starter Pack + Model Training Pack, bundled together for maximum value.

You get:

### 🧱 Starter Pack – Build Your Foundation

- Structured CSVs: Clean, historical data (game, drive, play, season)

- Team-level metrics: EPA, success rate, explosiveness, havoc, field position, more

- 12 Jupyter notebooks to:

- Build rankings

- Predict outcomes

- Analyze drives

- Compare teams

- Apply opponent adjustments

- Full data dictionary & walkthrough PDFs

- Coverage: Results back to 1869, full team stats back to 2005

### 🧠 Model Training Pack – Train Real Models

- Single, structured training dataset (2016–2024, Week 5+ only)

- 84 opponent-adjusted features per game

- 7 production-ready notebooks:

1. Linear Regression → score margin

2. Random Forest → team points

3. XGBoost Classifier → win probability

4. FastAI Neural Net → win probability

5. Logistic Regression → interpretable win modeling

6. SHAP → feature importance & explanation

7. Stacking Ensemble → combine models for better performance

- Full train/test splits, real evaluation metrics, ready to extend

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⚡ Why This Bundle Exists

Modeling college football is hard.

Between dozens of inconsistent data sources and thousands of API calls, it’s easy to get stuck before you even start.

This bundle gives you:

- A rock-solid data foundation (Starter Pack)

- Real, usable training data (Model Pack)

- Working model notebooks to tweak, tune, and build upon

Whether you’re trying to win your pick’em pool, publish research, or just explore CFB data, this saves you weeks of prep time.

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🧩 Designed For:

- Data scientists & modelers 🧮

- Football bloggers & hobbyists ✍️

- Academic researchers 📚

- Betting modelers & analytics nerds 🎯

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🎁 Launch Price: $79

Normally $98 when purchased separately. Save instantly by bundling.

(Prior Starter Pack buyers can still use their $20 Model Pack discount if preferred.)

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🛑 License & Usage

This bundle includes only factual game information and original derived team-level metrics based on public data. No proprietary or player-level data is included. All code and features are original to CollegeFootballData.com.

For personal use only by the original purchaser. Redistribution, resale, or public sharing is strictly prohibited.

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🗂️ Full Bundle Contents

Starter Pack

- game_data.csv, drive_data.csv, play_data.csv, season_data.csv

- 12 modeling and analysis notebooks

- PDF overviews

- team + conference metadata

Model Training Pack

- training_data.csv

- headers.md (feature dictionary)

- 7 model notebooks

- PDF overviews

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❓ Does this include player-level stats?

No, and that’s by design.

This bundle focuses on the team-level data where real modeling insights start.

You get:

- Clean, adjusted metrics

- Working models

- No wasted time

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❤️ Thank you for supporting a fully independent, community-driven analytics project.