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You want to test if a six-sided die is fair using observed rolls: [8, 9, 10, 11, 12, 10]. Which scipy.stats.chisquare call correctly tests this?

hard📝 Application Q9 of 15
SciPy - Curve Fitting and Regression
You want to test if a six-sided die is fair using observed rolls: [8, 9, 10, 11, 12, 10]. Which scipy.stats.chisquare call correctly tests this?
Achisquare(f_obs=[8,9,10,11,12,10], f_exp=[0,0,0,0,0,0])
Bchisquare(f_obs=[8,9,10,11,12,10], f_exp=[10,10,10,10,10,11])
Cchisquare(f_obs=[8,9,10,11,12,10], f_exp=[1,1,1,1,1,1])
Dchisquare(f_obs=[8,9,10,11,12,10])
Step-by-Step Solution
Solution:
  1. Step 1: Understand default expected frequencies

    If f_exp is not provided, chisquare assumes equal expected frequencies proportional to sum of observed counts (here total=60, so 10 each).
  2. Step 2: Check options

    chisquare(f_obs=[8,9,10,11,12,10]) uses default equal expected (10 each), correct for fair die.
  3. Step 3: Analyze other options

    The option with f_exp=[10,10,10,10,10,11] sums to 61 ≠60, incorrect. The one with [1,1,1,1,1,1] sums too low, and the one with zeros is invalid.
  4. Final Answer:

    chisquare(f_obs=[8,9,10,11,12,10]) -> Option D
  5. Quick Check:

    Omitting f_exp tests equal expected frequencies automatically [OK]
Quick Trick: Omit f_exp to test equal expected frequencies automatically [OK]
Common Mistakes:
  • Providing wrong expected frequencies
  • Using zeros in expected frequencies
  • Not knowing default behavior of chisquare

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