EA SPORTS FC 25 DATABASE, RATINGS AND STATS

The dataset provides comprehensive information on FC 25 players, focusing on their in-game ratings, attributes, and additional statistics.
It is derived from EA SPORTS Website using web scraping as shown in the notebook here
Here’s a detailed breakdown of the columns in the dataset along with their meanings:

• Rank: Player’s ranking based on overall rating (OVR) within the FC 25 group.
• Name: The full name of the player.
• Height: The player’s height
• Weight: The player’s weight
• Position: The primary position the player plays on the field
• Alternative positions: Other positions the player is capable of playing effectively.
• Age: The player’s age.
• Nation: The country the player represents in international competitions.
• League: The football league in which the player currently plays.
• Team: The club team the player is part of.
• Play style: Specific gameplay traits or tendencies that define the player’s behavior and skillset on the field (e.g., "Quick Step", "Finesse Shot").
• URL: A link to the player's detailed profile.

Player Attributes

• Acceleration: The player’s ability to reach maximum speed quickly.
• Sprint Speed: The top speed the player can achieve when sprinting.
• Positioning: The player's awareness and positioning in attack.
• Finishing: The player’s ability to convert scoring chances into goals.
• Shot Power: The strength of the player’s shots on goal.
• Long Shots: The accuracy and power of shots taken from outside the penalty area.
• Volleys: The player’s ability to strike the ball cleanly from mid-air.
• Penalties: The player's skill at taking penalty kicks.

Passing and Vision

• Vision: The player's ability to make accurate passes and see plays develop.
• Crossing: The ability to deliver accurate crosses from wide areas.
• Free Kick Accuracy: The player’s precision when taking free kicks.
• Short Passing: The accuracy and skill in making short-distance passes.
• Long Passing: The ability to deliver accurate long-range passes.
• Curve: The player’s ability to bend the ball during passes or shots.

Dribbling and Agility

• Dribbling: The player’s ball control and ability to maneuver in tight spaces.
• Agility: How quickly and smoothly the player can change direction.
• Balance: The player’s stability and ability to stay on their feet under pressure.
• Reactions: The player’s responsiveness to unpredictable events during the game.
• Ball Control: How well the player controls the ball while moving.

Mentality and Defense

• Composure: The player’s calmness under pressure.
• Interceptions: The player’s ability to read and intercept passes.
• Heading Accuracy: The player's precision when attempting to head the ball.
• Defensive Awareness (Def Awareness): The player’s positioning and ability to anticipate defensive situations.
• Standing Tackle: The player’s ability to win the ball with a standing tackle.
• Sliding Tackle: The skill and accuracy of the player’s sliding tackles.

Physical Attributes

• Jumping: The player’s ability to jump high during headers or challenges.
• Stamina: The player’s endurance and ability to perform at a high level throughout the match.
• Strength: The player’s physical power and ability to win physical challenges.
• Aggression: The player’s determination and intensity in winning challenges and duels.

Technical Skills

• Weak foot: The player’s proficiency with their non-dominant foot (rated from 1 to 5 stars).
• Skill moves: The player’s ability to perform advanced dribbling moves (rated from 1 to 5 stars).
• Preferred foot: Indicates whether the player prefers using their left or right foot.

Goalkeeping Attributes (if applicable)

• GK Diving: The goalkeeper’s ability to dive and make saves.
• GK Handling: The goalkeeper’s skill in catching or holding onto the ball.
• GK Kicking: The accuracy and power of the goalkeeper’s kicks when distributing the ball.
• GK Positioning: The goalkeeper’s ability to position themselves effectively during defensive situations.
• GK Reflexes: The goalkeeper’s quickness in reacting to shots.