In: Statistics and Probability
Here are SPSS file no 1
survival time
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2nd SPSS FILE
SURVIVAL TIME
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3rd SPSS FILE
DOSE
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I uploaded all three SPSS files which are associated with these questions, the questions are
tubercle bacteria
In an article to the Norwegian epidemiologist Tor Bjerkedal (1960): "Acquisition of resistance in guinea pigs infected with different doses of virulent tubercle bacilli", American Journal of Hygiene, 72, 130-148, the survival time for guinea pigs injected with tuberculosis bacteria. Data is provided in the data file tubercle_bacilli.sav.
Provide a descriptive description of the data, with mean,
median, standard deviation and any other descriptive targets that
can describe this data.
Provide a 95% confidence interval for average, assuming
normality.
Are the data normally distributed?
Transforms data using logarithmic transformation (using the
function ln in SPSS). Are the data more normal in this case?
Describe possible deviations from the normal distribution.
Provide a 95% confidence interval for the average of the logarithm
to the survival time using the assumption that the logarithmically
transformed data is normally distributed. What is the confidence
interval if you are transforming back?
In the study of guinea pigs injected with tuberculosis bacteria,
different doses of the amount of tuberculosis bacteria were tested.
Data for two different doses are given in
tubercle_bacilli_dose.sav. Dose 1 was a large dose of bacteria and
dose 2 was a small dose of bacteria.
Write a numerical summary of survival times for guinea pigs for
those who received dose 1 and for those who received dose 2.
Is the survival time of guinea pigs for dose 1 and dose 2
normalized?
What happens if you log-transform survival times? Will the data be
more normalized?
Provide a 95% confidence interval for the average of the
log-transformed survival times for those who received dose 1 and
those who received dose 2, assuming that the log-transformed data
is normally distributed. How is the confidence interval for dose 1
compared to the confidence interval for dose 2?
Is there a significant difference in the survival time of guinea
pig who received dose 1 and dose 2? How does the dose depend on the
level of bacteria along with the survival time?
An investigator of you will forget to check for the survival times
of the guinea pigs for dose 1 and dose 2 is normally distributed
before performing the two-sample t-test to check if there is a
significant difference in the survival time of the guinea pigs.
Perform the test. What conclusion does he come to? Does this
conclusion differ from the one you found in point 10?
The soultions are as explained below
Ln Tranformed data normally ditributes as
mean=Median=Mode
Dose 1 7 Dose 2 comparision
T-test for Mean survival rate
Ho:-
Ha=
Since P>.05 so we fail to reject H0.
So the mean survival rate for both Dose 1 & Dose 2 are not statistically different.
Yes, it conforms...
End of Answer!!