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Which of the following is the correct way to find the 25th percentile using scipy.stats?

easy📝 Syntax Q12 of 15
SciPy - Statistical Functions (scipy.stats) Basics
Which of the following is the correct way to find the 25th percentile using scipy.stats?
Astats.quantile(data, 25)
Bstats.percentile(data, 0.25)
Cstats.mquantiles(data, prob=0.25)
Dstats.scoreatpercentile(data, 25)
Step-by-Step Solution
Solution:
  1. Step 1: Recall scipy function for percentile

    The function to find percentile is stats.scoreatpercentile with arguments (data, percentile).
  2. Step 2: Check options

    stats.scoreatpercentile(data, 25) uses stats.scoreatpercentile(data, 25), which is correct for 25th percentile.
  3. Final Answer:

    stats.scoreatpercentile(data, 25) -> Option D
  4. Quick Check:

    Use scoreatpercentile for percentiles [OK]
Quick Trick: Use stats.scoreatpercentile(data, percentile) [OK]
Common Mistakes:
MISTAKES
  • Using wrong function names like percentile or quantile
  • Passing 0.25 instead of 25 for percentile
  • Confusing quantiles with percentiles

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