soc-2024/analyze.py
2024-12-15 12:00:04 +01:00

19 lines
419 B
Python

from typing import List
import numpy as np
import scipy.stats as stats
def analyze(name: str, data: List[np.ndarray]):
F, p = stats.f_oneway(*data)
print(f"F-stats for {name}: {F}")
print(f"p-value for {name}: {p}")
if p > 0.05:
print("statistically insignificant\n")
return
print("statistically significant")
tukey_results = stats.tukey_hsd(*data)
print(tukey_results)