Formula to calculate calories burned

Hi all, I am making an application which calculates the distance user has walked and also records user's speed at each second( so I can have average speed and I also know the total time). Apart from distance and speed, I also have users age, height, weight, sex. Now what is the best mathematical formula to calculate the calories user has burned after a walk? I tried googling this but could not find any good responses

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