I am trying to compare two probability distributions. I tried the chi-square test, but that requires binned data, and all I have is probability. It seems to work if I ignore the rules about degrees of freedom and just use df=1, but I doubt this is statistically valid. I tried to 'unnormalize' my probability to approximate bins but that is also not working. Are there any tests meant to compare normalized probability functions?