29 lines
865 B
Python
29 lines
865 B
Python
import numpy as np
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from analyze import analyze, plot_violin
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dataset = np.load("clean.npy")
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print(f"dataset shape: {dataset.shape}; analyzing column 1 (sex)")
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print("\t0 - female")
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print("\t1 - male")
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print("")
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def analyze_sex(name: str, col: np.ndarray):
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sex_col = dataset[:, 1]
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data = [
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col[sex_col == 0],
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col[sex_col == 1]
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]
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F, p = analyze(name, data)
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return data, F, p
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data_gpa, F_gpa, p_gpa = analyze_sex("gpa", dataset[:, 2])
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data_math, F_math, p_math = analyze_sex("math", dataset[:, 3])
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data_slovak, F_slovak, p_slovak = analyze_sex("slovak", dataset[:, 4])
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data_english, F_english, p_english = analyze_sex("english", dataset[:, 5])
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plot_violin([data_gpa, data_math, data_slovak, data_english], ["Ženy", "Muži"],
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[F_gpa, F_math, F_slovak, F_english], [p_gpa, p_math, p_slovak, p_english], "Pohlavie")
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