In: Statistics and Probability
In a study on a blood disease, the normal distribution of hemoglobin values and its arithmetic mean is 12.5 and its standard deviation is 1.0. Accordingly, this type of patients:
a) What is the probability that hemoglobin values in the blood will be between 11.5 and 13.0? P (11.5 <X≤ 13.0) =?
b) What symmetrical limits are the hemoglobin values of 80% of patients relative to the mean?
c) What is the hemoglobin value of the patient who has hemoglobin higher than 70% of the patients?
d) How many percent of patients have hemoglobin value less than 12.2? P (X <12.2) =?
The values provided in the question are as below
mean = = 12.5
standard deviation = = 1.0
a) We have to find the probability that hemoglobin values in the blood will be between 11.5 and 13.0
We convert this X into Z using following formula
We find the above probability using Z table of Standard Normal Curve Areas.
The probability that hemoglobin values in the blood will be between 11.5 and 13.0 is 0.8185
b) We have to find the symmetrical limits are the hemoglobin values of 80% of patients relative to the mean
We use the formula
For lower limit :- We find Z value corresponding probability value = 0.1000 using Z table of Standard Normal Curve Areas. We write corresponding Z value of probability 0.1003 (close to value = 0.1000)
Z = -1.28
Lower limit = 11.22
For upper limit :- We find Z value corresponding probability value = 0.9000 using Z table of Standard Normal Curve Areas. We write corresponding Z value of probability 0.8997 (close to value = 0.9000)
Z = 1.28
Upper limit = 13.78
The (11.22, 13.78) symmetrical limits are the hemoglobin values of 80% of patients relative to the mean.
c) We have to find the hemoglobin value of the patient who has hemoglobin higher than 70% of the patients
We find Z value corresponding probability value = 0.7000 using Excel function
=NORMSINV(0.7000) then press Enter
Z = 0.5244
(We write answer here using 4 decimal places)
Or
(We write answer here using 2 decimal places)
[X = 13.0244 is very close to 70% than X = 13.02]
The hemoglobin value of the patient who has hemoglobin higher than 70% of the patients is 13.0244. (13.02 write answer using 2 decimal places)
d) We have to find how many percent of patients have hemoglobin value less than 12.2.
We convert this X into Z using following formula
We find the above probability using Z table of Standard Normal Curve Areas.
We write above probability 0.3821 im percentage then it is 38.21%
The 38.21% of patients have hemoglobin value less than 12.2.
Summary :-
a) The probability that hemoglobin values in the blood will be between 11.5 and 13.0 is 0.8185
b) The (11.22, 13.78) symmetrical limits are the hemoglobin values of 80% of patients relative to the mean.
c) The hemoglobin value of the patient who has hemoglobin higher than 70% of the patients is 13.0244. (13.02 write answer using 2 decimal places)
d) The 38.21% of patients have hemoglobin value less than 12.2.