Table 3 Statistical parameters calculation
S. No | Feature/Attribute | Statistical features before and after pre-processing | |||||
|---|---|---|---|---|---|---|---|
Mean (Before) | Mean (After) | Median (Before) | Median (After) | Standard Deviation (Before) | Standard Deviation (After) | ||
1 | Pregnancies (F1) | 3.8450 | 3.8241 | 3 | 3 | 3.3695 | 3.3241 |
2 | Glucose (F2) | 120.8945 | 119.121 | 117 | 114 | 31.9726 | 29.8172 |
3 | Blood Pressure (F3) | 69.1054 | 71.145 | 72 | 71 | 19.3558 | 12.3150 |
4 | Skin Thickness (F4) | 20.5364 | 26.652 | 23 | 26 | 15.9522 | 9.5851 |
5 | Insulin (F5) | 79.7994 | 79.5741 | 30.5 | 30.56 | 115.244 | 76.2182 |
6 | BMI (F6) | 31.9925 | 32.1942 | 32 | 32 | 7.8841 | 6.6210 |
7 | Diabetes Pedigree Function (F7) | 0.4718 | 0.3560 | 0.3725 | 0.36 | 0.3313 | 0.2749 |
8 | Age (F8) | 33.2408 | 32.7162 | 29 | 29 | 11.7602 | 11.1864 |