| ## About Dataset |
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| **Mixed Martial Arts (MMA) is a popular combat sport, and the Ultimate Fighting Championship (UFC) is the premier organization in the MMA world.** |
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| This dataset provides detailed statistics of UFC fighters, including information on their wins, losses, draws, physical attributes, fighting style, and career achievements. |
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| **Interesting Task Ideas:** |
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| * Analyze the relationship between fighters' physical attributes (height, weight, reach) and their fighting performance. |
| * Determine which stances are more effective and analyze the impact of striking accuracy on fight outcomes. |
| * Compare the takedown defense of different fighters and identify trends in takedown accuracy. |
| * Analyze striking accuracy and defense to identify fighters with the best stand-up game. |
| * Investigate the correlation between takedown accuracy and the ability to defend against takedowns. |
| * Identify fighters with high submission attempt rates and explore their success in executing submissions. |
| * Train models to predict fight outcomes based on fighter statistics. |
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| **Features description:** |
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| **name** : The name of the UFC fighter. |
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| **nickname** : The nickname of the UFC fighter, if applicable. |
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| **wins** : The number of wins the fighter has in their career. |
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| **losses** : The number of losses the fighter has in their career. |
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| **draws** : The number of draws the fighter has in their career. |
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| **height_cm** : The height of the fighter in centimeters. |
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| **weight_in_kg** : The weight of the fighter in kilograms. |
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| **reach_in__cm** : The reach of the fighter in centimeters. |
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| **stance** : The fighting stance of the fighter (Orthodox/Southpaw/Switch). |
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| **date_of_birth** : The date of birth of the fighter. |
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| **significant_strikes_landed_per_minute** : The average number of significant strikes landed by the fighter per minute. |
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| **significant_striking_accuracy** : The percentage of significant strikes that land successfully for the fighter. |
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| **significant_strikes_absorbed_per_minute** : The average number of significant strikes absorbed by the fighter per minute. |
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| **significant_strike_defence** : The percentage of opponent's significant strikes that the fighter successfully defends. |
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| **average_takedowns_landed_per_15_minutes** : The average number of takedowns landed by the fighter per 15 minutes. |
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| **takedown_accuracy** : The percentage of takedown attempts that are successful for the fighter. |
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| **takedown_defense** : The percentage of opponent's takedown attempts that the fighter successfully defends. |
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| **average_submissions_attempted_per_15_minutes** : The average number of submission attempts made by the fighter per 15 minutes. |
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