⚡ Adds sex owanova
This commit is contained in:
parent
6f528662d5
commit
22ffb188ce
29
analyze_sex.py
Normal file
29
analyze_sex.py
Normal file
@ -0,0 +1,29 @@
|
||||
import numpy as np
|
||||
import scipy.stats as stats
|
||||
|
||||
dataset = np.load("clean.npy")
|
||||
print(f"dataset shape: {dataset.shape}, analyzing column 1 (sex)")
|
||||
print("\t0 - female")
|
||||
print("\t1 - male")
|
||||
print("")
|
||||
|
||||
|
||||
def analyze(name: str, col: np.ndarray):
|
||||
sex_col = dataset[:, 1]
|
||||
F, p = stats.f_oneway(col[sex_col == 0], col[sex_col == 1])
|
||||
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(col[sex_col == 0], col[sex_col == 1])
|
||||
print(tukey_results)
|
||||
|
||||
|
||||
analyze("gpa", dataset[:, 2])
|
||||
analyze("math", dataset[:, 3])
|
||||
analyze("slovak", dataset[:, 4])
|
||||
analyze("english", dataset[:, 5])
|
Loading…
x
Reference in New Issue
Block a user