This data project visualizes NCAA Women's Volleyball data from 2012-2019. The data set was large, so I only selected a few thousand rows from the entire dataset. The x-axis shows number of kills and the y-axis shows the hitting percentage. The points on the graph are also color coded to show whether the plater was a starter or not. This visualization is interesting because it shows that most people that are above the average hitting percentage (about 0.2) and have high amount of kills (about 10+) are mainly starters.

Link to the Data: https://www.kaggle.com/datasets/tylerwiddison/ncaa-womens-volleyball-boxscores-20122019?resource=download&select=ncaa_w_boxscores_2012-2019.csv

• Index - not a variable
• Assists - number of sets that resulted in a kill - quantitative variable
• Attack Attempts - number of attempted attacks - quantitative variable
• Attack Errors - number of attacks that resulted in an error - quantitative variable
• Ball Handling Errors - number of errors from ball handling (setting or passing) - quantitative varaible
• Block Assists - number of blocks where two players are blocking and the ball is blocked and results in a point - quantitative variable
• Block Solo - number of blocks where only one player is blocking and the ball is blocked and results in a poihnt - quantitative variable
• Blocking Errors - number of times the ball is hit off of the block and results in a point for the attacking team - quantitative variable
• Digs - number of balls defended when the opponent is attacking - quantitative variable
• First Name - first name of the player - categorical varaible
• Games Played - number of sets of the match played by the player - quantitative variable
• Hitting Percentage - number of attack kills minus the number of attack errors over the total number of attack attempts - quantitative variable
• Home Team - the team hosting the match - categorical variable
• Jersey Number - the jersey number of the player - categorical variable (because you can not perform any arithmetic even though it is a number)
• Kills - number of attacks that resulted in points - quantitative variable
• Last Name - last name of the plater - categorical variable
• Team - name of the team the player is on - categorical variable
• Participated - indicating if the player particiapted in the match - categorical variable
• Number of points - number of points the player scored in the match - quantitative variable
• Reception Errors - number of serves which resulted in an immediate point for the serving team - quantitative varaible
• Service Aces - number of serves from the player that resulted in a point - quantitative variable
• Service Errors - number of serves from the player that resulted in the other team receiving a point - quantitative variable
• Started - indicating if the player started the match - categorical variable
• Opponent - name of the team that the player's team is playing - categorical variable
• Url to stats - url to the stats for the whole game (not a variable)
• Dates - the date the match was played - time stamp