soc-2024/analyze_sleep.py
2024-12-15 12:20:56 +01:00

26 lines
579 B
Python

import numpy as np
from analyze import analyze
dataset = np.load("clean.npy")
print(f"dataset shape: {dataset.shape}, analyzing column 10 (sleep)")
print("\t0 - long sleepers")
print("\t1 - medium sleepers")
print("\t2 - short sleepers")
print("")
def analyze_ses(name: str, col: np.ndarray):
sex_col = dataset[:, 10]
analyze(name, [
col[sex_col == 0],
col[sex_col == 1],
col[sex_col == 2]
])
analyze_ses("gpa", dataset[:, 2])
analyze_ses("math", dataset[:, 3])
analyze_ses("slovak", dataset[:, 4])
analyze_ses("english", dataset[:, 5])