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add baylor mma datasets
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ryurko committed Aug 27, 2024
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69 changes: 69 additions & 0 deletions combat_sports/mma-fight-decisions.qmd
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---
title: MMA Fight Decisions
author: Caleb Skinner, Joshua Patrick, Connor Bryson, and Rodney X. Sturdivant
date: August 27, 2024
description: Decisions for MMA fights with judges scores. Can be used to explore judge agreement/consistency.
categories:
- reliability
- agreement
---

## Motivation

The data is derived largely from publicly available data from ESPN (https://www.espn.com/mma/) and the MMA (http://mmadecisions.com/).

## Data

Each row is a different fight (5000 fights included).

| Variable | Explanation | Example |
|----------|-------------|---------|
| date | date of fight in year - month - day format | 2012-02-26, 2019-10-06, etc. |
| event | name of the MMA event | UFC 31: Locked & Loaded, UFC 32: Showdown in the Meadowlands, etc. |
| arena | arena where event was held | Trump Taj Mahal Casino Resort, Continental Airlines Arena, etc. |
| city | city where event took place | Atlantic City, New Jersey, USA, etc. |
| fighter1 | last name of the first fighter | Soto, VanZandt, etc. |
| fighter2 | last name of the second fighter | Rivera, Delboni, etc. |
| result_type | decision scoring terminology | Unanimous (all agree), Split (at least one judge votes for each fighter), Majority (two judges votes for a fighter, one judge votes for a draw) |
| judge1 | last name of the judge | 1 Chatfield, Collett, etc. |
| judge1_score1 | judge 1's score for fighter 1 | 30, 28, etc. |
| judge1_score2 | judge 1's score for fighter 2 | 27, 29, etc. |
| judge2 | last name of the judge 2 | Chatfield, Collett, etc. |
| judge2_score1 | judge 2's score for fighter 1 | 30, 28, etc. |
| judge2_score2 | judge 2's score for fighter 2 | 27, 29, etc. |
| judge3 | last name of the judge 3 | Chatfield, Collett, etc. |
| judge3_score1 | judge 3's score for fighter 1 | 30, 28, etc. |
| judge3_score2 | judge 3's score for fighter 2 | 27, 29, etc. |
| winner | winner of the match (name) | Rivera, VanZandt, Draw, etc. |
| winner2 | winner of the match (fighter number) | fighter1 or fighter2 |
| judge1_margin | difference in judge 1's score for fighters 1 and 2 | 30-27 = 3, 28-29 = -1, etc. |
| judge2_margin | difference in judge 2's score for fighters 1 and 2 | 30-27 = 3, 28-29 = -1, etc. |
| judge3_margin | difference in judge 3's score for fighters 1 and 2 | 30-27 = 3, 28-29 = -1, etc. |
| judge1_perc | percentage difference in judge 1's score for fighters 1 and 2 | -11.11%, 10%, etc. |
| judge2_perc | percentage difference in judge 2's score for fighters 1 and 2 | -11.11%, 10%, etc. |
| judge3_perc | percentage difference in judge 3's score for fighters 1 and 2 | -11.11%, 10%, etc. |
| rounds | number of rounds in the fight | 3 or 5 |
| judge1_dev | deviation in judge 1's score from colleague's average scores | 2, 0.5, etc. |
| judge2_dev | deviation in judge 2's score from colleague's average scores | 2, 0.5, etc. |
| judge3_dev | deviation in judge 3's score from colleague's average scores | 2, 0.5, etc. |
| judge1_out | outcome of judge 1's decision | fighter1, draw, fighter2 |
| judge2_out | outcome of judge 2's decision | fighter1, draw, fighter2 |
| judge3_out | outcome of judge 3's decision | fighter1, draw, fighter2 |
| agreement | agreement status of the three judges | Agree, Disagree (all differ), judge3 (only judge 3 differs), etc. |

: [mma_decisions.csv](../data/mma_decisions.csv)


## Questions

1. How well do judges agree on the fight outcome?

2. How much variability is there in judges scores for fights?

## References

The data is derived largely from publicly available data from ESPN (https://www.espn.com/mma/) and the MMA (http://mmadecisions.com/)




56 changes: 56 additions & 0 deletions combat_sports/mma-wtclass.qmd
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---
title: MMA Weight Class Fight Results
author: Ian Young, Joshua Patrick, Connor Bryson, and Rodney X. Sturdivant
date: August 27, 2024
description: Data with MMA fight results by weight class; can examine if there is an association between weight class and different types of results.
categories:
- Chi square tests
- Fisher Exact tests
- categorical variable analysis
---

## Motivation

The data is derived largely from publicly available data from ESPN (https://www.espn.com/mma/) and the MMA (http://mmadecisions.com/). Interest is in whether the weight class changes the likelihood of various types of fight results; for example, are lighter weight fights more likely to "go the distance" (last all rounds)?
## Data

Each row is a single fight; 28,771 fights are included.

| Variable | Description |
|----------|--------------|
| date | date of the event (mdy) |
| month | month of the event |
| year | year of the event |
| event | name of the event |
| championship | is the event a championship event |
| decision | fight result |
| decision_group | aggregated groups of decision variable |
| round | how many rounds the fight lasted |
| time | time the fight ended |
| p1_result | result of the fight for fighter 1 |
| p1_id | a unique ID for fighter 1 |
| p1_name | full name of fighter 1 |
| p1_country | home country of fighter 1 |
| p1_sex | sex of fighter 1 |
| p2_result | result of the fight for fighter 2 |
| p2_id | a unique ID for fighter 2 |
| p2_name | full name of fighter 2 |
| p2_country | home country of fighter 2 |
| p2_sex | sex of fighter 2 |
| wtClass | aggregated groups of Weight Class |

: [mma_wtclass.csv](../data/mma_wtclass.csv)


## Questions

1. Are lighter weight fights more likely to end in a decision?

2. Which weight class is most likely to produce a knockout?

## References

The data is derived largely from publicly available data from ESPN (https://www.espn.com/mma/) and the MMA (http://mmadecisions.com/)



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