Please finish the tasks below using both Python and R:

Generate a $150$ by $1$ vector following standard normal distribution. $($please set a random seed to make your generation reproducible$)$

Output its average, variance, quartile, and mean absolution deviation.

Make a histogram for the data you generated.

Convert this vector to a $50$ by $3$ data frame and print it$.$

Assume each colutin represents a group. Make a boxplot to compare these groups, and describe your observations.