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