29 lines
769 B
Python
29 lines
769 B
Python
from scipy.stats import mannwhitneyu
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import pandas as pd
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import numpy as np
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filename_left = "res/flowrate_left.csv"
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filename_right = "res/flowrate_right.csv"
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filename_both = "res/flowrate_both.csv"
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def main():
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df_left = pd.read_csv(filename_left)
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flowrate_left = np.array(df_left["flowrate"])
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df_right = pd.read_csv(filename_right)
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flowrate_right = np.array(df_right["flowrate"])
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df_both = pd.read_csv(filename_both)
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flowrate_both = np.array(df_both["flowrate"])
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U_lr, p_lr = mannwhitneyu(flowrate_left, flowrate_both, method="exact")
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U_rb, p_rb = mannwhitneyu(flowrate_right, flowrate_both, method="exact")
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print(f"Left-Right: p = {p_lr}")
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print(f"Right-Both: p = {p_rb}")
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if __name__ == "__main__":
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main()
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