Statistical Analysis on Body Performance

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Data

source https://www.kaggle.com/datasets/kukuroo3/body-performance-data

heres first 10 data point

age gender height_cm weight_kg body fat_% diastolic systolic gripForce sit and bend forward_cm sit-ups counts broad jump_cm class
27 M 172.3 75.24 21.3 80 130 54.9 18.4 60 217 C
25 M 165 55.8 15.7 77 126 36.4 16.3 53 229 A
31 M 179.6 78 20.1 92 152 44.8 12 49 181 C
32 M 174.5 71.1 18.4 76 147 41.4 15.2 53 219 B
28 M 173.8 67.7 17.1 70 127 43.5 27.1 45 217 B
36 F 165.4 55.4 22 64 119 23.8 21 27 153 B
42 F 164.5 63.7 32.2 72 135 22.7 0.8 18 146 D
33 M 174.9 77.2 36.9 84 137 45.9 12.3 42 234 B
54 M 166.8 67.5 27.6 85 165 40.4 18.6 34 148 C

Visualise

boxplt diff vars

age

height

weight

Summary

heres basic summary of the data

Statistic age gender height_cm weight_kg body.fat_ diastolic systolic gripForce sit.and.bend.forward_cm sit.ups.counts broad.jump_cm class
Min. 21.00 Length:13393 Min. :125.0 Min. : 26.30 Min. : 3.00 Min. : 0.0 Min. : 0.0 Min. : 0.00 Min. :-25.00 Min. : 0.00 Min. : 0.0 Length:13393
1st Qu. 25.00 Class :character 1st Qu.:162.4 1st Qu.: 58.20 1st Qu.:18.00 1st Qu.: 71.0 1st Qu.:120.0 1st Qu.:27.50 1st Qu.: 10.90 1st Qu.:30.00 1st Qu.:162.0 Class :character
Median 32.00 Mode :character Median :169.2 Median : 67.40 Median :22.80 Median : 79.0 Median :130.0 Median :37.90 Median : 16.20 Median :41.00 Median :193.0 Mode :character
Mean 36.78   Mean :168.6 Mean : 67.45 Mean :23.24 Mean : 78.8 Mean :130.2 Mean :36.96 Mean : 15.21 Mean :39.77 Mean :190.1  
3rd Qu. 48.00   3rd Qu.:174.8 3rd Qu.: 75.30 3rd Qu.:28.00 3rd Qu.: 86.0 3rd Qu.:141.0 3rd Qu.:45.20 3rd Qu.: 20.70 3rd Qu.:50.00 3rd Qu.:221.0  
Max. 64.00   Max. :193.8 Max. :138.10 Max. :78.40 Max. :156.2 Max. :201.0 Max. :70.50 Max. :213.00 Max. :80.00 Max. :303.0  

check details

  1. https://github.com/mrinalcs/Statistical-Analysis-on-Body-Performance

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