Baselight

Sports Data Analysis

FIFA data to see how to apply EDA and Statistics concepts

@kaggle.mukeshmanral_fifa_data_for_eda_and_stats

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About this Dataset

Sports Data Analysis

You want to create your own football club named ‘ultralearnManral’.

  • Your club don't have a team yet.
  • Team will require to hire players for their roster.
  • You wants to make players selection decisions using past data.

Create some reports/kind of things which recommends data backed players for main team

  • To start with, a total 14-16 players are required.
  • Collected data contains information about players, clubs they are currently playing for and various performance measures.

NOTE:
As always assume budget for hiring players to be limited, team needs 18-22 possible players to choose from.

  • Formulating a report will help management/stack-holders make some decision regarding potential players.

Tables

Fifa Eda Stats

@kaggle.mukeshmanral_fifa_data_for_eda_and_stats.fifa_eda_stats
  • 1.21 MB
  • 18,207 rows
  • 57 columns
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CREATE TABLE fifa_eda_stats (
  "id" BIGINT,
  "name" VARCHAR,
  "age" BIGINT,
  "nationality" VARCHAR,
  "overall" BIGINT,
  "potential" BIGINT,
  "club" VARCHAR,
  "value" VARCHAR,
  "wage" VARCHAR,
  "preferred_foot" VARCHAR,
  "international_reputation" DOUBLE,
  "weak_foot" DOUBLE,
  "skill_moves" DOUBLE,
  "work_rate" VARCHAR,
  "body_type" VARCHAR,
  "position" VARCHAR,
  "jersey_number" DOUBLE,
  "joined" TIMESTAMP,
  "loaned_from" VARCHAR,
  "contract_valid_until" VARCHAR,
  "height" VARCHAR,
  "weight" VARCHAR,
  "crossing" DOUBLE,
  "finishing" DOUBLE,
  "headingaccuracy" DOUBLE,
  "shortpassing" DOUBLE,
  "volleys" DOUBLE,
  "dribbling" DOUBLE,
  "curve" DOUBLE,
  "fkaccuracy" DOUBLE,
  "longpassing" DOUBLE,
  "ballcontrol" DOUBLE,
  "acceleration" DOUBLE,
  "sprintspeed" DOUBLE,
  "agility" DOUBLE,
  "reactions" DOUBLE,
  "balance" DOUBLE,
  "shotpower" DOUBLE,
  "jumping" DOUBLE,
  "stamina" DOUBLE,
  "strength" DOUBLE,
  "longshots" DOUBLE,
  "aggression" DOUBLE,
  "interceptions" DOUBLE,
  "positioning" DOUBLE,
  "vision" DOUBLE,
  "penalties" DOUBLE,
  "composure" DOUBLE,
  "marking" DOUBLE,
  "standingtackle" DOUBLE,
  "slidingtackle" DOUBLE,
  "gkdiving" DOUBLE,
  "gkhandling" DOUBLE,
  "gkkicking" DOUBLE,
  "gkpositioning" DOUBLE,
  "gkreflexes" DOUBLE,
  "release_clause" VARCHAR
);

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