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import numpy as np from scipy.stats import f_oneway # Data for the two groups low = np.array([41.67, 73.33, 60, 61.67, 53.33, 63.33, 66.67, 88, 76, 60]) high = np.array([70, 88, 48, 69.17, 35, 58.33, 66.67, 31.67, 48.33, 26.67]) # Perform one-way ANOVA f_statistic, p_value = f_oneway(low, high) # Output the results print(f"F-statistic: {f_statistic:.4f}") print(f"P-value: {p_value:.4f}") # Determine significance alpha = 0.05 if p_value < alpha: print("Reject the null hypothesis: There is a significant difference between the groups.") else: print("Fail to reject the null hypothesis: No significant difference between the groups.")
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