Optimize tge traffic signal by q learning using python. initialize the q table aim is to minimize the delay thet is red time. so i think no need to provide already existing signal time because we are optimizing baase on the vehicle count. If time interval is not required just summing up vehicle count of each time interval for eg write state for each location $($write values in bracket instead of left right throgh. hauzkhas$($left$,$right,throgh$).$ Reward should be cumulative waiting time. Increase the episode more than $1000$ until get optimal and give and explain result based on data. give the code based on whole data. table showing Vehicle coming from each leg along each turning direction

$\backslash$table$[[$Place$,$Direction,$0-5,5-10,10-15,15-20,20-25,25-30,30-35,35-40,40-45,45-50,50-55,55-60$