-
Notifications
You must be signed in to change notification settings - Fork 2
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
Showing
4 changed files
with
33,898 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,69 @@ | ||
--- | ||
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/) | ||
|
||
|
||
|
||
|
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,56 @@ | ||
--- | ||
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/) | ||
|
||
|
||
|
Oops, something went wrong.