In: Statistics and Probability
The extract of a plant native to Taiwan has been
tested as a possible treatment for Leukemia. One of the chemical
compounds produced from the plant was analyzed for a particular
collagen. The collagen amount was found to be normally distributed
with a mean of 72 and standard deviation of 5.1 grams per
mililiter.
(a) What is the probability that the amount of collagen is greater
than 63 grams per mililiter?
(b) What is the probability that the amount of collagen is less
than 86 grams per mililiter?
(c)What percentage of compounds formed from the extract of this
plant fall within 1 standard deviations of the mean?
Part a)
X ~ N ( µ = 72 , σ = 5.1 )
P ( X > 63 ) = 1 - P ( X < 63 )
Standardizing the value
Z = ( X - µ ) / σ
Z = ( 63 - 72 ) / 5.1
Z = -1.7647
P ( ( X - µ ) / σ ) > ( 63 - 72 ) / 5.1 )
P ( Z > -1.7647 )
P ( X > 63 ) = 1 - P ( Z < -1.7647 )
P ( X > 63 ) = 1 - 0.0388
P ( X > 63 ) = 0.9612
Part b)
X ~ N ( µ = 72 , σ = 5.1 )
P ( X < 86 )
Standardizing the value
Z = ( X - µ ) / σ
Z = ( 86 - 72 ) / 5.1
Z = 2.7451
P ( ( X - µ ) / σ ) < ( 86 - 72 ) / 5.1 )
P ( X < 86 ) = P ( Z < 2.7451 )
P ( X < 86 ) = 0.997
Part c)
Area within 1 standard deviation i.e Z score ± 1
X = µ ± Zσ = 72 ± ( 1 * 5.1 )
X1 = 66.9
X2 = 77.1
X ~ N ( µ = 72 , σ = 5.1 )
P ( 66.9 < X < 77.1 )
Standardizing the value
Z = ( X - µ ) / σ
Z = ( 66.9 - 72 ) / 5.1
Z = -1
Z = ( 77.1 - 72 ) / 5.1
Z = 1
P ( -1 < Z < 1 )
P ( 66.9 < X < 77.1 ) = P ( Z < 1 ) - P ( Z < -1
)
P ( 66.9 < X < 77.1 ) = 0.8413 - 0.1587
P ( 66.9 < X < 77.1 ) = 0.6827
Percentage = 0.6827 * 100 = 68.27%