Algorithm 1. Data balancing using SMOTE.

Variables   $MajorityFactors{F}^{+},MinorityFactor{F}^{-},threshold\widehat{h},ratio\widehat{R},Euclideandistance\partial$,

Generated Samples $\mathbb{S}$

Input:  Total number of majority factors $F^{+}$ and minority Factors $F^{+}$

1.    Set threshold ${〖\widehat{h}〗}^{th}$ -> $max\left(degrees\left(classimbalance\right)\right)$

2.    ȒFor every minority factor $f$, calculate Euclidean distance ∂

3.     ${Ȓ}_i=\mathrm{\Delta }i/k,k=10$

4:     ${\widehat{R}}_f<{\widehat{R}}_i/{\displaystyle \sum ▒{\widehat{R}}_i}$

5:     $\beta =F^{+}/F^{-}$

6:     $\mathbb{S}=\left(F^{+}-F^{-}\right)\ast \beta$

Output:  No of $\mathbb{S}$