Most players have an overall rating between 63-73, with many having a rating of 66. The ratings are slightly skewed left, with a few players above 90 and a minimum of 52. Players with high ratings could be placed in a separate pool to receive optimal contracts. There is a direct relationship between overall rating and both value/wages. Release clauses increase linearly with market value. The top 20 players by rating who will be free agents in 2020 have an average wage of €164,300 and average age of 30.5. Striker and left wing positions have the highest average wages for top 5 rated players in each position.

1. • From this distribution of Overall Rating (Out of 100), we can say that most of
the players have an overall rating between 63 – 73. In addition, maximum
players are having rating of 66.
• The Data appears to be slightly skewed towards left because there are a few
players with a rating above 90. Max being 94 while minimum being 52.
• Players having high ratings can be placed in a separate pool so that optimal
amount can be spent in order to provide contract to them.
Distribution plot of Overall Rating of the players

2. Observations based on the pair-plot
• The Value and Wage, both follow same trend with respect to Overall
Rating. They increase exponentially with respect to Overall Rating.
• Release Clause varies linearly i.e. directly proportional with the Market
Value of the player.
• There are a few players with International Reputation of 5 and the number
increases as the Reputation Decreases. Also, as a general trend players
having high Reputation has a high Overall Rating.
• Height and Weight of players are evenly distributed with respect to Overall
Rating.
• There are 241 players who are not associated with any club thereby having
their Value, Wage and Release Clause to be 0.

3. Observations based on the top 20 players ranked
by Overall score whose contract expires in 2020
• The Average Wage for this set of players is € 164,300.
• The Average Age for this set of players is 30.5 years.
• There is a Strong correlation of Overall Rating, Potential, International
reputation and Release Clause with value and wages.

4. Table containing the top 5 players by Overall rating
for each unique position…
• No Player was there who was coming more than once in different
positions. Meaning that for each specific position (out of total 27) all
the top 5 players are unique.
• In other words there are 135 unique players who are among Top 5
players by Overall Rating for each Position.
• We also calculated the Average Wage of the top 5 players for each
unique Position. It seems ST and LW have maximum of average
wages.

5. Average Wage of top 5 players in Each Position
0.00
50000.00
100000.00
150000.00
200000.00
250000.00
300000.00
350000.00
CAM CB CDM CF CM GK LAM LB LCB LCM LDM LF LM LS LW LWB RAM RB RCB RCM RDM RF RM RS RW RWB ST
Average Wages
• From the below the table, the Striker has the highest Average
Wages, with Left Wing in Second