https://github.com/aaditagarwal/player_performance_predictor

Predicting the performance of a cricket player in his next match against a certain opposition and at a venue based on his previous records and stats in the period 2006-2019.
https://github.com/aaditagarwal/player_performance_predictor

cricket-prediction

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Predicting the performance of a cricket player in his next match against a certain opposition and at a venue based on his previous records and stats in the period 2006-2019.

• Host: GitHub
• URL: https://github.com/aaditagarwal/player_performance_predictor
• Owner: aaditagarwal
• Created: 2020-07-16T20:40:50.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2022-12-08T07:29:37.000Z (almost 2 years ago)
• Last Synced: 2023-05-16T06:22:08.267Z (over 1 year ago)
• Topics: cricket-prediction
• Language: Python
• Homepage:
• Size: 18 MB
• Stars: 9
• Watchers: 1
• Forks: 1
• Open Issues: 27
• Metadata Files:
  • Readme: README.md

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README

        
# Player Prediction Predictor

	

#### The functions provided:

1. 	 Predicting a specific player's performance against a team either given the venue or not.

2.	 Predicting the performance of both the teams in a match either given the venue or not, along side identifying the best player combination of both the teams for the match.

#### The prediction stats:

__For Batsman__	: The number of runs he might score in the next fixture given the match details.\

__For Bowler__	: The number of wickets he might might take in the next fixture given the match details.

## Data Acquiistion

The ball-to-ball data, match meta data and post other details for the male One-Day-International matches in the period 2005-2019 are downloaded from [Cricsheets.org](https://cricsheet.org/downloads/odis.zip) website. The data is in .yaml files for each match and the stats are extracted using the data acquisition scripts individually for the bowlers and the batsmans. 

## Overall Player Stats 

#### Batsman Information

1.	 __Team__ 		- The international team the batsman plays for.

2.	 __Inninings__	- The number of innings played by the batsman.\

					_This gives us an insight into the experience of the batsman._

3.	 __Runs__		- The number of runs the batsman has scored in his career over the period.

4.	 __Balls__		- The number of balls the batsman has faced in his career over the period.

5.	 __Average__	- The average of runs scored by the batsman.\

					_This provides us with the pace at which the batsman can score, which is crucial in limited overs matches._\

					_This provides us with the batsman's scoring abilities as well as consistency._

6.	 __Strike Rate__- The rate of scoring runs by the batsman.\

					_This provides us with the pace at which the batsman can score, which is crucial in limited overs matches._

7.	 __Centuries__	- The number of centuries scored by the batsman.

8.	 __Fifties__	- The number of fifties scored by the batsman.\

					_These stats provide us with the achievements of the batsman._

9.	 __Zeros__		- The number of times the batsman has been dismissed for zero.\

					_This provides us with bad end of the stats of the player, which negatively impacts the batsman's stats._

#### Bowler Information

1.	 __Team__ 			- The international team the bowler plays for.

2.	 __Inninings__ 		- The number of innings player by the bowler.\

						_This gives us an insight into the experience of the bowler._

3.	 __Balls__			- The number of overs bowled by the player.

4.	 __Wickets__		- The number of wickets taken by the bowler.\

						_This provides us with the impact the bowler has caused._ 

5.	 __Runs__			- The number of runs concieved by the bowler.

6. 	 __Extras__			- The number of runs given away by the bowler in extras( ex: wides, no balls, leg byes)\

						_These inversely impacts the stats of the bowler._

7.	 __Average__		- The numbers of runs consided by the bowler per wicket taken.\

					  	_This provides us with information about the bowler's capabilities._

8.	 __Strike Rate__	- The number of balls bowled by the bowler per wicket taken.\

					  	_This provides us with the pace at which the bowler can take wickets._

9.	 __Economy__		- The average of the runs concieved by the bowler per match.\

					  	_A good economy impacts the bowlers stats in a huge positive way._

10.	 __Wicket Hauls__	- The number of four/five wickets hauls taken by the bowler.\

					  	_This provides us with the achievements of the bowler._

## Per Match Stats

#### Batsman Information

1.	 __Team__		- The international team the player plays for. 

2.	 __Opposition__	- The international team the player is playing against.

3.	 __Runs__ 		- The number of runs the batsman scored.

4.	 __Balls__ 		- The number of balls the batsman faced.

5.	 __Not_Out__	- A boolean value whether the player has been out.

6.	 __Venue__ 		- The stadium, the match is being played at.

7. 	 __Bat Innings__- The innings the player's team has batted.

8.	 __Outcome__	- A boolean value whether the player's team has won.

9.	 __Strike Rate__- The rate at which the batsman scored the runs.

#### Bowler Information 

1.	 __Team__ 		- The international team the player plays for.

2.	 __Opposition__	- The international team the player is playing against.

3.	 __Runs__ 		- The number of runs the bowler has concieved.

4.	 __Balls__ 		- The number of balls the bowler bowled.

5.	 __Wickets__ 	- The number of wickets the bowler has taken.

6.	 __Extras__ 	- The number of runs the bowler has given away in extras. 

7.	 __Venue__ 	 	- The stadium, the match is being played at.

8.	 __Bat Innings__- The innings the player's team has batted.

9.	 __Outcome__	- A boolean value whether the player's team has won.

10.	 __Average__ 	- The number of runs given away per wicket by the bowler.

11.	 __Strike Rate__- The number of balls bowled per wicket by the bowler.

12.	 __Economy__ 	- The average of runs concieved per over by the bowler.