QUESTION IMAGE
Question
in a large city, 34% of residents use public transportation at least once per week. suppose the mayor selects a random sample of 200 residents. let x = the number of residents in the sample who use public transportation at least once per week.
is the probability distribution of x approximately normal? justify your answer.
np = _ and n(1 - p) = _
therefore, the probability distribution of x ___ approximately normal.
Step1: Identify n and p
We have a sample size \( n = 200 \) and the probability of success (using public transport) \( p=0.345 \).
Step2: Calculate \( np \)
To check the normal approximation for a binomial distribution, we first calculate \( np \).
\( np=200\times0.345 = 69\)
Step3: Calculate \( n(1 - p) \)
Next, calculate \( n(1 - p) \). First, find \( 1-p=1 - 0.345=0.655 \). Then \( n(1 - p)=200\times0.655 = 131\)
Step4: Check normal approximation conditions
For a binomial distribution \( X\sim B(n,p) \), it can be approximated by a normal distribution \( N(np,np(1 - p)) \) if \( np\geq10 \) and \( n(1 - p)\geq10 \). Here, \( np = 69\geq10 \) and \( n(1 - p)=131\geq10 \), so the conditions are satisfied.
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\( np=\boldsymbol{69} \), \( n(1 - p)=\boldsymbol{131} \), and since \( np\geq10 \) and \( n(1 - p)\geq10 \), the probability distribution of \( X \) is approximately normal.