Potential Stars: Predicting Football Player Prices
Identify the most important FIFA attributes when determining a player's price
@kaggle.thedevastator_footballpriceprediction
Identify the most important FIFA attributes when determining a player's price
@kaggle.thedevastator_footballpriceprediction
Credit: Data source
This dataset is a player-by-player dataset based on the FIFA dataset as well as some additional features about each player, It contains attributes from FIFA to determine the price of a football player.
The data is scraped from transfermarkt to take the football players football valuation and is used to identify the most important FIFA attributes when determining the price of a football player
This dataset is in a CSV format. The CSV file contains information about the values of all football football players, headings are present and the CSV can be opened with any data viewer. To find out more about a player the player ID on transfermarkt.com can be used along with the same name.
CREATE TABLE footballdata (
"sofifa_id" BIGINT,
"player_url" VARCHAR,
"short_name" VARCHAR,
"long_name" VARCHAR,
"age" BIGINT,
"dob" TIMESTAMP,
"height_cm" BIGINT,
"weight_kg" BIGINT,
"nationality" VARCHAR,
"club_name" VARCHAR,
"league_name" VARCHAR,
"league_rank" DOUBLE,
"overall" BIGINT,
"potential" BIGINT,
"value_eur" BIGINT,
"wage_eur" BIGINT,
"player_positions" VARCHAR,
"preferred_foot" VARCHAR,
"international_reputation" BIGINT,
"weak_foot" BIGINT,
"skill_moves" BIGINT,
"work_rate" VARCHAR,
"body_type" VARCHAR,
"real_face" VARCHAR,
"release_clause_eur" DOUBLE,
"player_tags" VARCHAR,
"team_position" VARCHAR,
"team_jersey_number" DOUBLE,
"loaned_from" VARCHAR,
"joined" TIMESTAMP,
"contract_valid_until" DOUBLE,
"nation_position" VARCHAR,
"nation_jersey_number" DOUBLE,
"pace" DOUBLE,
"shooting" DOUBLE,
"passing" DOUBLE,
"dribbling" DOUBLE,
"defending" DOUBLE,
"physic" DOUBLE,
"gk_diving" DOUBLE,
"gk_handling" DOUBLE,
"gk_kicking" DOUBLE,
"gk_reflexes" DOUBLE,
"gk_speed" DOUBLE,
"gk_positioning" DOUBLE,
"player_traits" VARCHAR,
"attacking_crossing" BIGINT,
"attacking_finishing" BIGINT,
"attacking_heading_accuracy" BIGINT,
"attacking_short_passing" BIGINT,
"attacking_volleys" BIGINT,
"skill_dribbling" BIGINT,
"skill_curve" BIGINT,
"skill_fk_accuracy" BIGINT,
"skill_long_passing" BIGINT,
"skill_ball_control" BIGINT,
"movement_acceleration" BIGINT,
"movement_sprint_speed" BIGINT,
"movement_agility" BIGINT,
"movement_reactions" BIGINT,
"movement_balance" BIGINT,
"power_shot_power" BIGINT,
"power_jumping" BIGINT,
"power_stamina" BIGINT,
"power_strength" BIGINT,
"power_long_shots" BIGINT,
"mentality_aggression" BIGINT,
"mentality_interceptions" BIGINT,
"mentality_positioning" BIGINT,
"mentality_vision" BIGINT,
"mentality_penalties" BIGINT,
"mentality_composure" BIGINT,
"defending_marking" VARCHAR,
"defending_standing_tackle" BIGINT,
"defending_sliding_tackle" BIGINT,
"goalkeeping_diving" BIGINT,
"goalkeeping_handling" BIGINT,
"goalkeeping_kicking" BIGINT,
"goalkeeping_positioning" BIGINT,
"goalkeeping_reflexes" BIGINT,
"ls" VARCHAR,
"st" VARCHAR,
"rs" VARCHAR,
"lw" VARCHAR,
"lf" VARCHAR,
"cf" VARCHAR,
"rf" VARCHAR,
"rw" VARCHAR,
"lam" VARCHAR,
"cam" VARCHAR,
"ram" VARCHAR,
"lm" VARCHAR,
"lcm" VARCHAR,
"cm" VARCHAR,
"rcm" VARCHAR,
"rm" VARCHAR,
"lwb" VARCHAR,
"ldm" VARCHAR,
"cdm" VARCHAR,
"rdm" VARCHAR
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