https://github.com/pddiii/what-makes-a-hall-of-famer

MLB Hall of Fame Status Prediction Model
https://github.com/pddiii/what-makes-a-hall-of-famer

baseball baseball-analytics baseballr data-scraping mlb python r

Last synced: about 2 months ago
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MLB Hall of Fame Status Prediction Model

• Host: GitHub
• URL: https://github.com/pddiii/what-makes-a-hall-of-famer
• Owner: pddiii
• Created: 2023-12-01T00:09:32.000Z (about 1 year ago)
• Default Branch: main
• Last Pushed: 2024-08-22T22:20:43.000Z (4 months ago)
• Last Synced: 2024-08-23T00:00:43.382Z (4 months ago)
• Topics: baseball, baseball-analytics, baseballr, data-scraping, mlb, python, r
• Language: R
• Homepage:
• Size: 4.16 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
National Baseball Hall of Fame Status Prediction Model using Random Forest and Gradient Boosted Decision Trees.

# Contributors

**Commits made post 12/16/2023 are done by Peter D. DePaul III**

- **Peter D. DePaul III** - Data Cleaning, Batter's Models, FanGraphs Batting and Pitching models, and Final Report

- **Nelson Duong** - Pitcher's Models & Exploratory Data Analysis

- **Jeffrey Gutierrez** - Final Report

- **Yuji Kusuyama** - Exploratory Data Analysis

- **Alan Wong** - Final Report

# Resources

- [tidyverse](https://www.tidyverse.org/)

- [tidymodels](https://www.tidymodels.org/)

- [Lahman Database for R](https://cran.r-project.org/web/packages/Lahman/index.html)

- [xgboost](https://cran.r-project.org/web/packages/xgboost/index.html)

- [doParallel](https://cran.r-project.org/web/packages/doParallel/index.html)

- [caret](https://cran.r-project.org/web/packages/caret/index.html)

- [vip](https://cran.r-project.org/web/packages/vip/index.html)

## Data Collection

[Baseball Reference Model Data]()

The "Data Cleaning.R" file contains the data cleaning, and feature engineering process for both the Baseball Reference and FanGraphs Model.

[FanGraphs Model Data](fg_data.py)

## Data Dictionary

### Baseball Reference Model

[Batter's Dictionary](Dictionary/Batter_Variables.md)

[Pitcher's Dictionary](Dictionary/Pitcher_Variables.md)

### FanGraphs Model

[Batter's Dictionary](Dictionary/fg_Batter_variables.md)

[Pitcher's Dictionary](Dictionary/fg_Pitcher_variables.md)

# Full Project Report

[Baseball Hall of Fame Prediction](Final-Report.pdf)