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Identify the error in this code that calculates Spearman correlation:

medium📝 Debug Q14 of 15
SciPy - Statistical Tests
Identify the error in this code that calculates Spearman correlation:
from scipy.stats import spearmanr
x = [1, 2, 3]
y = [4, 5]
result = spearmanr(x, y)
print(result.correlation)
AMissing import for numpy
Bspearmanr function is misspelled
CLists x and y have different lengths
Dresult.statistic attribute does not exist
Step-by-Step Solution
Solution:
  1. Step 1: Check input data lengths

    Spearman correlation requires both input lists to have the same length. Here, x has 3 elements, y has 2.
  2. Step 2: Understand function requirements

    Because lengths differ, spearmanr will raise an error. Other options are incorrect as spelling and attribute usage are correct.
  3. Final Answer:

    Lists x and y have different lengths -> Option C
  4. Quick Check:

    Input length mismatch causes error [OK]
Quick Trick: Ensure input lists have equal length before correlation [OK]
Common Mistakes:
MISTAKES
  • Ignoring length mismatch of input lists
  • Thinking spearmanr needs numpy import explicitly
  • Assuming result.statistic is invalid

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