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Increased research and discussion have focused on the
Chapter 3, Problem 136E(choose chapter or problem)
Increased research and discussion have focused on the number of illnesses involving the organism Escherichia coli (10257:H7), which causes a breakdown of red blood cells and intestinal hemorrhages in its victims (http://www.hsus.org/ace/11831, March 24, 2004). Sporadic outbreaks of E.coli have occurred in Colorado at a rate of approximately 2.4 per 100,000 for a period of two years.
a. If this rate has not changed and if 100,000 cases from Colorado are reviewed for this year, what is the probability that at least 5 cases of E.coli will be observed?
b. If 100,000 cases from Colorado are reviewed for this year and the number of E.coli cases exceeded 5, would you suspect that the state’s mean E.coli rate has changed? Explain.
Questions & Answers
QUESTION:
Increased research and discussion have focused on the number of illnesses involving the organism Escherichia coli (10257:H7), which causes a breakdown of red blood cells and intestinal hemorrhages in its victims (http://www.hsus.org/ace/11831, March 24, 2004). Sporadic outbreaks of E.coli have occurred in Colorado at a rate of approximately 2.4 per 100,000 for a period of two years.
a. If this rate has not changed and if 100,000 cases from Colorado are reviewed for this year, what is the probability that at least 5 cases of E.coli will be observed?
b. If 100,000 cases from Colorado are reviewed for this year and the number of E.coli cases exceeded 5, would you suspect that the state’s mean E.coli rate has changed? Explain.
ANSWER:Step 1 of 2:
Sporadic outbreaks of E.coli have occurred in Colorado at a rate of approximately 2.4 per 100,000 for a period of two years.
Here \(\lambda=2.4\)
Our goal is:
a). We need to find the probability that at least 5 cases of E.coli will be observed.
b). If 100,000 cases from Colorado are reviewed for this year and the number of E.coli
cases exceeded 5, would you suspect that the state's mean E.coli has changed?
Explain.
a). Here if this has not changed and if 100,000 cases from Colorado are reviewed for this year.
Now we have to find the probability that at least 5 cases of E.coli will be observed.
We know the average rate \lambda\).
\(\lambda=2.4\)
\(\mathrm{P}(\mathrm{X}=\mathrm{k})=\frac{e^{-\lambda} \lambda^{k}}{k !}\)
Where k is the actual number of successes that result from the experiment.
e is approximately equal to 2.71828.
Now we have to find the probability that at least 5 cases is
\(P(X \geq 5)=1-P(X<5)\)
We know that \lambda\) is 2.4.
\(P(X \geq 5)=1-P(X=0)+P(X=1)+P(X=2)+P(X=3)+P(X=4)\)
Where, \(P(X=0)+P(X=1)+P(X=2)+P(X=3)+P(X=4)\) is obtained from Excel by using the function
“=poisson(x,\(\lambda\),false)”
Then the table is given below.
\(\begin{array}{|l|l|} \hline x & p(x<5) \\ \hline 0 & 0.090718 \\ \hline 1 & 0.217723 \\ \hline 2 & 0.261268 \\ \hline 3 & 0.209014 \\ \hline 4 & 0.125408 \\ \hline \text { Total } & 0.904131 \\ \hline \end{array}\)
Now,
\(\begin{aligned} P(X \geq 5) & =1-P(X<5) \\ & =1-0.9041 \\ & =0.0959 \end{aligned}\)
Therefore, the probability that at least 5 cases of E.coli will be observed is 0.0959.