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Which of the following is the correct syntax to calculate the CDF of a standard normal distribution at value 1.5 using scipy?

easy📝 Syntax Q3 of 15
SciPy - Statistical Functions (scipy.stats) Basics
Which of the following is the correct syntax to calculate the CDF of a standard normal distribution at value 1.5 using scipy?
Aimport scipy.stats as stats; stats.norm.sf(1.5)
Bfrom scipy.stats import norm; norm.pdf(1.5)
Cimport scipy.stats as stats; stats.norm.pmf(1.5)
Dfrom scipy.stats import norm; norm.cdf(1.5)
Step-by-Step Solution
Solution:
  1. Step 1: Recognize the correct import and function for CDF

    norm.cdf(x) computes the cumulative distribution function for normal.
  2. Step 2: Check syntax correctness

    from scipy.stats import norm; norm.cdf(1.5) imports norm and calls cdf correctly; others use wrong functions or methods.
  3. Final Answer:

    from scipy.stats import norm; norm.cdf(1.5) -> Option D
  4. Quick Check:

    Correct import and .cdf() usage [OK]
Quick Trick: Import norm and use .cdf(x) for cumulative probability [OK]
Common Mistakes:
MISTAKES
  • Using pdf() instead of cdf()
  • Using pmf() for continuous distribution
  • Incorrect import statements

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