so i mainly focused on two things from past week . I was adding the calibration layer , in which my system is gonna select the best combination of persistance(continuous anomalies) and threshold my itself . For that first i am generating its threshold combination on the validation dataset , where i myself has injected fake anomalies in it . Than i am gonna test those threshold on the testing dataset(currently in progress) . I also completed adding the linear regression and random forest model to the dahboard so the user can choose it and run the model to see the results for that i created 2 more funtions for linear regressiona and random forest and connected it .