--- a +++ b/README.md @@ -0,0 +1,48 @@ +<h1>About Dataset</h1> + +<p> +This dataset captures biomechanical data, injury information, and rehabilitation outcomes of basketball players. +It was created to study how motion patterns contribute to injury risk and how targeted rehabilitation strategies improve recovery and reduce re-injury. +</p> + +<h2>Key Features</h2> + +<h3>Player Demographics</h3> +<ul> + <li><strong>Player_ID:</strong> Unique identifier for each player</li> + <li><strong>Age:</strong> Player’s age at the time of injury</li> + <li><strong>Height_cm:</strong> Player’s height in centimeters</li> + <li><strong>Weight_kg:</strong> Player’s weight in kilograms</li> + <li><strong>Position:</strong> Basketball position (e.g., Guard, Forward, Center)</li> +</ul> + +<h3>Injury Information</h3> +<ul> + <li><strong>Injury_Type:</strong> Type of injury (e.g., Ankle Sprain, ACL Tear, Hamstring Strain)</li> + <li><strong>Injury_Severity:</strong> Severity of injury (Mild, Moderate, Severe)</li> + <li><strong>Date_of_Injury:</strong> Date the injury occurred</li> + <li><strong>Injury_Recurrence:</strong> Whether the injury recurred (0 = No, 1 = Yes)</li> +</ul> + +<h3>Biomechanical Motion Data</h3> +<ul> + <li><strong>knee_angle_deg:</strong> Knee angle during movements (degrees)</li> + <li><strong>jump_height_cm:</strong> Jump height (centimeters)</li> + <li><strong>ankle_flexion_deg:</strong> Ankle flexion during motion (degrees)</li> + <li><strong>speed_m_s:</strong> Speed in meters per second</li> + <li><strong>reaction_time_ms:</strong> Reaction time in milliseconds</li> +</ul> + +<h3>Rehabilitation Information</h3> +<ul> + <li><strong>Rehabilitation_Program:</strong> Assigned rehab type (e.g., Physiotherapy, Strength Training)</li> + <li><strong>Rehabilitation_Time_weeks:</strong> Time taken for rehab (weeks)</li> + <li><strong>Rehabilitation_Efficiency_Score:</strong> Score (0.5–1.0) reflecting recovery speed and quality</li> +</ul> + +<h2>Applications</h2> +<ul> + <li><strong>Injury Prediction:</strong> Identify players at risk using biomechanical features</li> + <li><strong>Rehabilitation Optimization:</strong> Design individualized rehab programs based on injury history and performance</li> + <li><strong>Performance Monitoring:</strong> Track biomechanical recovery to ensure return-to-play readiness and reduce re-injury risk</li> +</ul>