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:-

1. import pandas
2. import numpy
3. import seaborn
4. import matplotlib
5. 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.