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COVID-away_one-class_classification_models/README.md

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 # COVID-away One-Class Classification Models
 
-To replicate the results from the below Table 2, one by one navigate to directories; 
-i. Acc, ii. Acc+Gyro, iii. Acc+Gyro+Mbar, iv. Acc+Gyro+Mbar+RVect.
+To replicate the results from the below Table, one by one navigate to directories: 
+ - Acc
+ - Acc+Gyro
+ - Acc+Gyro+Mbar
+ - Acc+Gyro+Mbar+RVect
 
-Then from inside each directory, use the following commands to execute the respective python programs;
-i. iForest.py, ii. Local_Outlier_Factor.py, iii. Minimum_Covariance_Determinant.py, iv. OC_SVM.py.
+Then from inside each directory, use the following commands to execute the respective python programs:
+
+- iForest.py
+- Local_Outlier_Factor.py
+- Minimum_Covariance_Determinant.py
+- OC_SVM.py
 
 ![alt text](https://github.com/bharathsudharsan/COVID-away/blob/master/Table2_result.PNG)
 
-If you are missing libraries, install them using the pip installer.
+If you are missing libraries, install them using the pip installer.