import numpy as np
from scipy.stats import spearmanr
Sample data
x = np.array([1, 2, 3, 4, 5])
y = np.array([5, 4, 3, 2, 1])
Calculate Spearman correlation coefficient and p-value
corr, p_value = spearmanr(x, y)
print("Spearman correlation coefficient:", corr)
print("P-value:", p_value) # pvalue < 0.05 is better