Day 8: Correlation Analysis: Theory to Practice

Sample implementation:

import numpy as np
from scipy import stats
import pandas as pd

# Sample data
x = np.array([1, 2, 3, 4, 5])
y = np.array([2, 4, 5, 4, 5])

# Pearson correlation
pearson_corr, _ = stats.pearsonr(x, y)
print(f"Pearson correlation: {pearson_corr:.2f}")

# Spearman correlation
spearman_corr, _ = stats.spearmanr(x, y)
print(f"Spearman correlation: {spearman_corr:.2f}")