This data comes from: https://fbref.com/en/
Variables and their types:
Player Lower (categorical): Name of player
First Name Lower (categorical): First Name of player
Last Name Lower (categorical): Last Name of player
Pos (categorical): Position player plays
Squad (categorical): Team player plays for
Age (quantitative): Age of player
Born (quantitative): Year player was born
MP (quantitative): Number of matches the player played in the season
Starts (quantitative): Number of times the player started during the season
Min (quantitative): Number of minutes played during season
Nineties (quantitative): Mins/90
Gls (quantitative): Number of goals scored
Ast (quantitative): Number of assists
G_PK (quantitative): Goals from PKs
CrdY (quantitative): Number of yellow cards
CrdR (quantitative): Number of red cards
xG (quantitative): Expected number of goals
npxG (quantitative): Non-penalty expected number of goals
xA (quantitative): Expected number of assists
Sh (quantitative): Number of shots
SoT (quantitative): Number of shots on target
SoT_perc (quantitative): Percentage of shots on target
Sh_per_90 (quantitative): Number of shots per 90 minutes played
G_per_Sh (quantitative): Number of goals per shot taken
G_per_SoT (quantitative): Number of goals per shot on target
npxG_per_Sh (quantitative): Non-penalty expected number of goals per shot
G_minus_xG (quantitative): Number of goals - Expected number of goals
np_xG_minus_xG (quantitative): Non-penalty expected number of goals - Expected number of goals
Cmp (quantitative): Number of pass completions
Att (quantitative): Number of pass attempts
Cmp_perc (quantitative): Percentage of passes completed
A_minus_xA (quantitative): Number of assists - Expected number of assists
Targ (quantitative): Number of times player was a target of a pass
Rec (quantitative): Number of passes recieved successfully
Rec_perc (quantitative): Percentage of passes recieved successfully
Mn_per_MP (quantitative): Number of minutes per match played
Season (quantitative): Premier League Season
Team Country (categorical): Country where team plays
Team Country Lower (categorical): Country where team plays in lowercase
Nationality Code (categorical): Players nationality code
Nationality Code (categorical): Players nationality code
Nationality Cleaned (categorical): Players nationality
Position Grouped (categorical): Players position
Outfielder Goalkeeper (categorical): Whether a player is an outfield player or a GK