- In this round, you get to experience how it feels to be a Football manager.
- We have to create a team consisting of 5 players in the main team and a substitute team of 5 players, respectively.
- We are given a database with all attributes of players from which we will need to choose your team.
- We have to make sure that no two players are selected from the same nationality or club as provided in the dataset.
- We have to include one left-footed player in the playing squad (main team and the substitute team).
- The main team should compulsorily consist of a forward, a midfielder, a defender, a goalkeeper, and the fifth player could belong to any of the positions of your choice except goalkeeper.
- The substitute team should only consist of players having positions mentioned as (SUB / RES) as their position in the dataset.
- Note: The forward position players are mentioned as ( CF, RF, LF, ST, LS, RS, LW, RW) whereas the midfield positions are ( LM, RM, CM, CAM, CDM, LAM, LCM, LDM, RCM, RAM, RDM) and the defenders are mentioned as (CB, LB, RB, LCB, RCB, LWB, RWB ) and goalkeepers are mentioned as GK respectively.
- Dataset pre-processing and filling missing values (analysis and imputing).
- Division of dataset into main team and substitute team players along with assigning playing positions.
- Building optimization model taking care of constraints.
- Relevant visualizations for analysis and verification.
Main Team:
Name | Club | Nationality | Position | Preferred Foot | Rating |
---|---|---|---|---|---|
J. Oblak | Atlético de Madrid | Slovenia | GK | Right | 91.0 |
R. Varane | Manchester United | France | DEF | Right | 88.0 |
V. van Dijk | Liverpool | Netherlands | DEF | Right | 89.0 |
K. De Bruyne | Manchester City | Belgium | MID | Right | 91.0 |
L. Messi | Paris Saint-Germain | Argentina | FWD | Left | 93.0 |
Substitute Team:
Name | Club | Nationality | Position | Preferred Foot | Rating |
---|---|---|---|---|---|
J. Pavlenka | SV Werder Bremen | Czech Republic | GK | Right | 82.0 |
G. Chiellini | Juventus | Italy | DEF | Left | 86.0 |
J. Boateng | Olympique Lyonnais | Germany | DEF | Right | 83.0 |
15 Xavi | FC Barcelona | Spain | MID | Right | 86.0 |
Z. Ibrahimović | AC Milan | Sweden | FWD | Right | 84.0 |
Team Lineup: