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What will be the output of the following code?

medium📝 Predict Output Q13 of 15
SciPy - Statistical Tests

What will be the output of the following code?

import scipy.stats as stats

a = [5, 7, 8, 6]
b = [6, 9, 7, 10]
c = [15, 18, 20, 17]

result = stats.f_oneway(a, b, c)
print("{:.3f}".format(result.pvalue))
A0.000
B0.500
C0.050
D0.100
Step-by-Step Solution
Solution:
  1. Step 1: Understand the data groups

    Groups a and b have similar means (~6.5-8), group c has much higher values (~17.5).
  2. Step 2: Interpret ANOVA result

    Because group c differs strongly, the p-value will be very low, indicating significant difference.
  3. Final Answer:

    0.000 -> Option A
  4. Quick Check:

    Big group mean difference -> low p-value = 0.000 [OK]
Quick Trick: Big mean differences give very low p-values [OK]
Common Mistakes:
MISTAKES
  • Assuming p-value is high when groups differ
  • Confusing p-value with F-statistic
  • Rounding errors in p-value

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