Is this even possible? Advanced ML

[Devilish]

It would be helpful (for better understanding) if you itemize tasks as they occur:

• wait for event (interrupt driven so no polling)
  
• event occurs
  
• ...
  
• etc.
  

Devilish states: 'so I have this "event" that randomly occurs'

Is this a software event? what is its nature, where does it come from.

I've discovered a relationship between 2 features... when the difference between the 2 > (x) there is a direction change in the main data. I want to explore the point where that range expansion happens and the sequence leading up to that point in hopes to find some key relationships in the other features that could indicate either a temporary halt in momentum v.s. a true shift in momentum and direction...

an quick example of the data
MainData is the main feature I am analyzing/predicting, Feat1-4 are unimportant for this, THIS1 > 6 is the trigger event

MainData, Feat1, Feat2, Feat3, Feat4, THIS1

100, 3, 8, 9, 0, 3
104 6, 9, 5, 3, 4 < ..............After trigger, it now analyzes the 2 previous
106 4, 2, 4, 1, 3 < ..............and compares/trains with all other *sequences
108 5, 8, 6, 3, 7 * ...The Event Triggers
105 ....... ................. 2 ...............It's no longer analyzing or predicting
####UNKNOWN PERIOD OF TIME####
104 ............................. 5 <
102 ............................. 3 <
101 ............................... 8* ..... Trigger causes it to read previous 2 rows as sequence