Not understand use of some parameters

have i missed something??? sir directly started plotting the histogram and graphs moreover what is the use of uncertainity , noise?? why we have multiplied it by standard deviation and mean??

We add uncertainty and noise to relate our data more like the real world data, which has much deviation from the mean line.