Fifa20-Clustering

INTRODUCTION OF PROJECT :-

FIFA 20 Football is arguably the most popular sport in the world and FIFA is the most popular football (soccer) simulation game by Electronic Arts (EA Sports).
The dataset provided includes the players data for the Career Mode from FIFA 15 to FIFA 20 ("players_20.csv"). The data allows multiple comparisons of the same players across the last 6 versions of the videogame.

DOMAIN ANALYSIS :-

Sofifa-Id :- Id of fifa20 player.
Player Url :- A URL (Uniform Resource Locator) is a unique identifier used to locate a resource on the Internet. It is also referred to as a web address.
Short Name :-Short or nick name name of player.
Long Name :-Full name of palyer.
age :- Age in years.
DOB :-Date of birth of player.
Height (cm) :- Player height in centimeter.
Weight (kg) :-Player body wight.
Nationality :-Nationality is the legal status, which represents the country from which an individual belongs.
Club :-A group of people formed for the purpose of playing sports.
Overall :-The OVR (Overall) is made up of all the player's ingame stats.
Potential :-The potential rating, is the rating they will achieve for sure during the FIFA 20 career mode.
Value Eur :-The value of palyer in euro.
Wage Eur :-A living wage is the amount of income needed to provide an player with a basic but socially acceptable standard of living.
Player positions :-Positions indicate approximately where each player should be lined up prior to the start of a play.
Prefeered Foot :-Footedness may refer to the foot a player uses to kick with the greatest force and skill.
International Reputation :-International reputation is rated with 1-5 stars.
Weak Foot :-A player's foot (left or right) that is weaker than their preferred foot. A player's attribute rated between 1 to 5 which specifies the shot power and ball control for the other foot of that player than his preferred foot's.
Skill Moves :-skill moves, it is assigned a number between 1 (least complex) and 5 (most complex). Players with higher skills are able to perform more complex moves.
Work Rate :-work rates are how hard the player works on each end of the field.
Body Type :-A custom body type and character of football payer.
Real Face :-Face scan of real football palyer if it 'yes' then the character is look super realistic.
Release Clause Eur :-A release clause is the minimum amount of money you're willing to accept for that player.
Player Tags :-The tages of player is identified the palyer skills,like [Dribbler, Distance shooter, Crosser, Speedster].
Team Position :-The player’s positioning on the field.
Team Jersey Number :- The player’s positioning on the field.
Loned From :-It's a temporary restriction placed on player due to their club being short of players.
Joined :-Joining date of club.
Contract Valid Until :-The end year of contract of players.
Nation Position :-Nation position is similar to the team position of players.
Nation Jersey Number :-Jersey number of player.
Pace :- Fastest pace of player,striker or winger.
Shooting :-shooting is hitting the ball in an attempt to score a goal. It is usually done using the feet or head.
Passing :-The purpose of passing is to keep possession of the ball by maneuvering it on the ground between different players with the objective of advancing it up the playing field.
Dribling :-Dribbling Is Maneuvering A Ball By One Player While Moving In A Given Direction, Avoiding Problems’ Attempts To Intercept The Ball.
Defending :-Defending is most relate to the defender to stop the attack.
Physic :-physic in player means intensity and their effort.
GK Diving :-Goal keeper diving to save a shot.
GK Handling :-As a goalkeeper, you are allowed to handle the ball with your hands within your penalty area.
GK Kicking :-The goalkeeper is the player who usually kicks the ball to resume play, and they either kick it short to a teammate or it is kicked extremely hard to travel a long distance.
GK Reflex :-Ability to react quickly.
GK Speed :-Spped of goal keeper.
GK Positioning :-Position of goal keeper is around only goal posts.
Player Traits :-A player’s traits are actions that he will be more likely to perform in matches.
Attacking Crossing :-The aim of a cross is to create the easiest possible scenario for the attacking player to score a goal.
Attacking Finishing :-Create a attack on field to score a goal.
Attacking Heading Accuracy :-One of the fundamental principles of the attacking header is to head the ball downwards.
Attacking Short Passing :-Short passes of ball to score a goal.
Attacking Volleys :-A volley is an air-borne strike in association football, where a player's foot meets and directs the ball in an angled direction before it has time to reach the ground.
Skill Dribbling :-The score of dribbling skill with football.
Skill Curve :-The curve of football at the time of goal.
Skill Fk Accuracy :-It stands for field goal. It is when a player kicks a ball through the uprights from a set distance.
Skill Long Passing :-The long passing skill score of the player.
Skill Ball Control :-The ball control of the player at playing time.
Movement Accerlation :-how quickly player can increase your velocity towards maximum speed.
Movement Sprint Spped :-Sprinting speed score of the player.
Movement Agility :-Agility is the ability to move quickly and easily, including moving in different directions without losing balance.
Movement Reaction :-The score of the quick reation of player.
Movement Balance :-Balance is the ability to control your body in its own space.
Shot Power :-power generate to score a goal.
Power Jumping :-The jumping ability of the player on field.
Power Stamina :-Stamina of player on filed.
Power Strength :-Strength of player on field.
Power Long Shot :-Total no of power long shot of football.
Mentality Aggression :-aggression is a characteristic that can have many negative as well as positive effects on performance of player.
Mentality Interception :-interception is thrown the possession of the ball is given to the other team.
Mentality Positioning :-The mentality positioning of player determines how defensive or attacking your players set out to play.
Mentality Vision :-The vision/mindset of player on filed.
Mentalities Penalties :-when a player commits an infraction against the rules of the game a foul will be called and a penalty will be assessed.
Mentality Composure :-composure stand for: Recognize–Regroup–Refocus. The first step is to Recognize that you are dwelling on the mistake, which limits your ability focus on the next play.
Defending Making :-when your team is defending, you want to make the field small and the options of the other team limited.
Defending Standing Tackle :-Defending standing Tackle of the player to get a ball on filed.
Defending Sliding Tackle :-Defending sliding tackle of player to get a ball.
Goalkeeping Diving :-Goal keeper diving to save a goal.
Goalkeeping Handling :-handle the ball with your hands within your penalty area.
Goalkeeping Kicking :-A kick taken by the goalkeeper when the attacking team has kicked the ball over the goal line.
Goalkeeping Positioning :-A Positioning of player to save the goal.
Goalkeeping Reflex :-The reflex of goalkeeper and players.

Football Position Score :-

LS:Long snapper or left striker.
ST:Striker
RS:Right striker
LW:Left sided wingers.
LF:Left forward
CF:Center forward
RF:Right forward
RW:The RW is usually on the right end of the attacking trident, with the Striker and Left Winger, which mainly contributes to the team in terms of goals and assists.
LAM:Left attacking midfield
CAM:Center attacking midfield
RAM:Right attacking midfield
LM:Left midfield
LCM:Left center midfield
CM:Center Midfield
RCM:Right center midfield
RM:Right midfield
LWB:Left Wing Back
LDM:Left defensive midfield
CDM:Center defensive midfield
Right defensive midfield
RWB:Right wing back
LB:Left back
LCB:Left center back
CB:Center back
RCB:Right center back

EXPLOTARY DATA ANALYSIS :-

1. Top 10 Nationality Player :-

Most of the belgium country player in to 10

2. Top 10 Club Player :-

Most of the Fc Barcelona. real madrid, and liver pool club player in top 10.

3. Team Position In Top 10 :-

Most of the RW, LW, GK, RCM team position in top 10

DEPENDENCIES:-

import pandas
import numpy
import seaborn
import matplotlib
import sklearn

DATA PROCESSING & FEATURE ENGINEERING :-

Impute Missing value with median because feature is not normal distributed.
Handling categorical data with mannual encoding.
Handling outlier with Empherical rule and IQR.
Scaling the data with the help of min-max scale.

FEATURE SELECTION :-

Drop unique and constant column.
Remove highly correalted feature, In this data lots of highly correlated feature is available.
Their is no duplicate is present.
At last apply PCA to reduce the dimension of feature.

MODEL CREATION AND EVALUATION :-

He we are use K-means algorithm to make cluster/group.
With 3 cluster sillhoutte score is 0.6261.
With 5 cluster sillhoutte score is 0.5848.

GaneshAhire30/Fifa20-Clustering