Differences
A discrete difference means subtracting two successive elements.
E.g. for [1, 2, 3, 4], the discrete difference would be [2-1, 3-2, 4-3] = [1, 1, 1]
To find the discrete difference, use the diff() function.
Example
import numpy as np
arr = np.array([10,
15, 25, 5])
newarr = np.diff(arr)
print(newarr)
Note: Returns:
[5 10 -20]because 15-10=5, 25-15=10, and 5-25=-20
We can perform this operation repeatedly by giving parameter n.
Example
import numpy as np
arr = np.array([10,
15, 25, 5])
newarr = np.diff(arr, n=2)
print(newarr)
Note: Returns:
[5 -30]because: 15-10=5, 25-15=10, and 5-25=-20 AND 10-5=5 and -20-10=-30