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Numpy - Mathematical and Statistical functions on NumPy Arrays

There are several mathematical and statistical functions available in NumPy which can be very useful in manipulating the data of a matrix (dataset).

They are as below:

import numpy as np

mean()

Calculates mean of all the elements of the NumPy array, irrespective of the shape of the array.

X = np.array( [ [-2.5, 3.1, 7],
                [10, 11, 12] ] )
print("mean = ", X.mean())

Output will be

6.766666666666667

var()

Calculates the variance of the elements of the NumPy array.

print("Variance = ", X.var())

Output will be

25.855555555555554

std()

Calculates the standard deviation of the elements of the NumPy array.

print("Standard Deviation = ", X.std())

Output will be

5.084835843520964

min()

Returns the minimum element in the NumPy array.

print("min = ", X.min())

Output will be

-2.5

max()

Returns the maximum element in the NumPy array.

print("max = ", X.max())

Output will be

12.0

sum()

Returns the sum of the elements of the NumPy array.

print("sum = ", X.sum())

Output will be

40.6

prod()

Returns product of the elements of the NumPy array.

print("product = ", X.prod())

Output will be

-71610.0

INSTRUCTIONS

Please follow the below steps:

(1) Please import the required libraries

import numpy as np

(2) Please create a NumPy array X_stat with values [ [ 1, 2, 3], [ 4, -5, 6] ]

<< your code comes here >> = np.array( << your code comes here >> )

mean()

(3) Please calculate and print the mean of elements of this array X_stat

print("mean = ", <<your code comes here>>)

var()

(4) Please calculate and print the variance of elements of this array X_stat

print("Variance = ", <<your code comes here>>)

std()

(5) Please calculate and print the standard deviation of elements of this array X_stat

print("Standard Deviation = ", <<your code comes here>>)

min()

(6) Please calculate and print the min of elements of this array X_stat

print("min = ", <<your code comes here>>)

max()

(7) Please calculate and print the max of elements of this array X_stat

print("max = ", <<your code comes here>>)

sum()

(8) Please calculate and print the sum of elements of this array X_stat

print("sum = ", <<your code comes here>>)

prod()

(9) Please calculate and print the product of elements of this array X_stat

print("product = ", <<your code comes here>>)

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