To perform experimental medicine reviews are used. The approach has been tested on various categories of dataset such as Ecommerce site-Amazon product dataset, medicine review, etc. and approach works effectively with all. We got some reviews labeled by different people just to know which types of reviews are liked by people. To showcase the efficiency of the approach, the reviews of a few medicinal category data has been taken. The dataset statistics are showcased in Figure6. Then ranking of reviews is a semi-supervised approach. Here, we have taken training dataset which contains 503 number of reviews of 5 categories under medicine- Vitamin B Tablet, Vitamin D Tablet, Accu-check, Omega 3 Fatty acid, and a medicinal shampoo. Each category contains review in 83-107 range.