BEHOLD THE HOLY NUMBER 0.00321
Ye ik ik the title is kindda lame but heres the thing: I Spent the last 2-3 hours working on Evaluating the model and Trying to Find a Good System to Find the Anamolies threshold so no anomalies are missed but we dont have alarms blaring all the time. So I (ngl it was from help with gemini) came up with an algo to find the threshold .

So i have Got the whole Thing planned out, I have my Main Model with the Threshold I have set and the model is fed the data, it tries to recontruct it and then It Calculates the Error the Model Made. If this Error is more than the Threshold , then Tier 2 is engaged and its another model which predicts whether its Real or False.

Also If anyone’s wondering like we have climate change, population change and all in the real world, then won’t the Model just be unusable after some time??

So heres the thing, the Model is Not static, it will be continuously retrained on the Data collected over time , this Makes it More Precise and adaptable.

Now Im DONE with the Model and Just working on the GUI for the person to interact with the Model in real time Simulated City.