Biometry Final
Exam
1. Of 18 left handed
children, 12 were female. But 24 of 52 right handed children were female. Are
gender and handedness independent?
2. The wing lengths and tail
lengths among birds of a particular species are:
Wing length (cm) Tail length (cm)
10.4
7.4
10.8
7.6
11.1
7.9
10.2
7.2
10.3
7.4
10.2
7.1
10.7
7.4
10.5
7.2
10.8
7.8
11.2
7.7
10.6
7.8
11.3
8.3
Do not transform the data.
Is there a significant correlation between these variables? Is this correlation significantly different
from 1.0.
3. Assume that an allometric
analysis is performed on the above data. Do whatever transformation is
appropriate and approximate the least square linear regression equation for
wing on tail length. Is this
significant? What is the geometric mean regression coefficient for wing on
tail? Does the last point qualify as an outlier?
4. The accompanying table
gives the dry weight of 11 chick embryos ranging in age from 6 to 16 days.
Calculate the least-squares estimates of the parameters of the regression line.
Is the slope significantly different from zero. Find a 95% confidence interval
for the true slope. Estimate the weight of embryos at age 8.5 days and put 95%
confidence limits about this estimate.
Age 6
7 8 9 10 11 12 13 14 15 16
Dry Weight .029 .052 .079 .125 .181 .261 .425 .738 1.130 1.882 2.812
(grams)
5. A study was done on the
deaths of all men aged 50-54 in the country of Freedonia over a one month
period. It was found that of the 55 people who died of cardiovascular disease,
15 were on a high salt diet before they died, whereas of the 45 people who died
from other causes, 12 were on such a diet. Test for a relationship between the
cause of death and type of diet.
6. Forced expiratory volume
(FEV) is a standard measure of pulmonary function. To identify people with
abnormal pulmonary function; standards of FEV for normal people must be
established. It has been proposed that FEV is associated with height. Determine
if the variables are associated and what percentage of the variation of FEV can
be attributed to its association with height. Give 95% confidence limits for
the parametric correlation coefficient.
Height (cm) 134 138 142 146 150 154 158 162 166 170 174 178
Mean FEV 1.7 1.9 2.0 2.1 2.2 2.5 2.7 3.0 3.1 3.4 3.8 3.9
(liters)
7. Communities of organisms were assembled
over 6 month periods of time to assess whether habitats open to repeated
invasion would reach an equilibrium pattern in which the average number of
species showed neither a tendency to increase or decrease through time. The last two months of data are presented
below. Do these data support the
assertion that there are no such tendencies?
# species 7.0 7.5 6.9 6.8 6.5 - 6.5 6.6
week 1 2 3 4 5 6 7 8
Notice that a datum is missing for week 6
due to a national meeting conflicting with science during that week. Estimate the number of species that would be
expected for that week and put confidence intervals about this estimate.
8. Researchers studying microbes in nearby
lakes collected samples and made a variety of measurements on these samples. These included estimating the relative
frequency of dividing cells and the total chlorophyll content of the
samples. Are these two measurements
significantly correlated?
Sample # 1 2 3 4 5 6
Frequency of dividing cells .7 .3 .5 .7 .6 .3
Total chlorophyll 130 111 125 120 122 95
9.
The rates of oxygen consumption for tissue slices from nine species of
mammals is provided below. Determine if
the correlation between body mass and relative rate of oxygen consumption by
the brain statistically differs from the corresponding correlation between body
mass and kidney. Do not transform.
Oxygen Consumption
Species Body Mass (kg) Brain Kidney
Mouse 0.021 32.9 46.1
Rat 0.21 26.3 38.2
Guinea Pig 0.51 27.3 31.8
Rabbit 1.05 28.2 34.5
Cat 2.75 26.9 22.7
Dog 15.9 21.2 27.0
Sheep 49 19.7 27.5
Cattle 420 17.2 23.5
Horse 725 15.7 21.5
What is the coefficient of determination
for each case?
10.
A long term experiment storing 300 seeds from a species of plant and
then at intervals of 5 years attempting to germinate 100 of these seeds to test
for viability. After 5 years, 75 of 100
germinated, after 10 years, 78 of 100 germinated, and after 15 years, 32 of the
remaining 100 could germinate. Within
the time scale of the experiment, is germination independent of seed age?
11.
Annual primary productivity in North American hot deserts is a function
of precipitation. Determine the
regression equations for the Mojave and Sonoran Deserts. Are their slopes equal? Are the relationships significant? Is 1989 in the Mojave Desert too influential
based on rules we discussed in class?
Mojave
Year 1985 1986 1987 1988 1989
Precipitation (inches) 3.2 1.7 4.5 4.7 15.1
Productivity (index) 117 101 155 142 201
Sonoran
Year 1985 1986 1987 1988 1989
Precipitation (inches) 17.1 14.0 23.0 19.1 24.0
Productivity (index) 250 214 318 301 325
12.
On any date adult female I. Posita
display considerable between individual variations in mass. There is even more variation between females
collected early in the flight season and those collected later in the
season. Egg size seems to be associated
with female size in an allometric fashion.
Make the appropriate transformation and determine the within date correlation
of female size and egg size, as well as the between date correlation. Are these correlations significantly
different? Are they significant?
Within date data
Female size (mg) 23 21 25 26 20
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Egg
size (mg) 15 14 16 16 13
Between date data
Female size (mg) 33 28 22 15 14
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Egg
size (mg) 21 20 14 12 12
13.
Notonecta hoffmani goes
through five instars during its development.
Individuals from each instar were collected, marked and released at an
aquatic habitat. A recapture sample was
obtained. If we assume that this
recapture procedure is random and the relative frequency of recapture reflects
survivorship, is survivorship instar dependent?
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Instar Marked Recaptured
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1 150 102
2 75 57
3 55 50
4 40 35
5 45 40
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14.
A graduate student was interested in determining if the bat community
structure in Big Bend National Park is different today than it was
approximately 15 years ago. She used
mist nets and collected individuals during a summer field season and wanted to
compare the number of individuals of each species she collected to the
abundance distribution reported in a 5 year study that began in 1980. She realized that there might be year to
year patterns in the earlier study, so first wanted to determine if the earlier
abundance patterns were dependent on the year of collection. Help her evaluate this possibility.
Species 1980 1981 1982 1983 1984
Species A 75 100 85 80 100
Species B 50 75 57 55 80
Other 60 80 65 50 90
15.
Dragonfly larvae swim using jet propulsion. A study was performed to
establish the influence of their maximum cross sectional area to the drag force
that larvae experience moving through the water. Establish whether there is a significant causual relationship of
cross sectional area on drag. Then
provide estimates of the appropriate parameters that define this relationship.
Cross sectional area 35 27 15 20 21
Drag 10 8 15 7 6
16.
The relative frequency that dragonfly larvae jet propel in response to a
constant stimulus was established for 5 individuals of Anax junius larvae at 10°C and
at that same temperature their swimming speed was measured. An analogous study was performed at 5°C. Establish if
there is a significant correlation between the swimming speed and tendency to
swim at each temperature, and then establish if the correlations are
significantly different. No
transformation is necessary.
5°C 10°C
Tendency Speed Tendency Speed
45 13 75 20
50 17 65 18
30 8 80 25
85 21 80 28
70 20 82 30
17.
The following data were collected in a study of the relationship between
intelligence and family size:
Number of children Average measured intelligence
score of all
children in the family
1 105
2 102
3 104
4 100
5 97
6 101
7 95
8 93
9 97
10 88
Develop the least squares regression
equation to represent this situation.
Is the regression equation significant? (show work)? What is the coefficient of determination? What are the leverage coefficient and
standardized residual for the 10 child family data point? Does the point qualify as an outlier? Put a 95% confidence limit around your estimate
of the intelligence score of 4 child families.
18.
People may be characterized as either chronic carriers or non-carriers
of a certain antigen. A recent study of
650 individuals of 4 different ABO blood groups found 72 of 302 type O
individuals were carriers, 54 of 246 Type A individuals were carriers, 16 of 79
Type B individuals were carriers and 8 of 23 Type AB individuals were
carriers. The research team felt that
this demonstrated that the probability of being a carrier of this antigen was
influenced by an individuals ABO blood group.
Do you agree (show work).
19.
The damselfly species Ischnura
ramburi has dichromatic females, one type referred to as the andromorph,
and the other as the heteromorph. To
determine if either of these morphs is more commonly engaged in reproductive
behavior an ecologist collected seventy five females (75), 53 of which were in
copula. Of these 53, 38 were
heteromorphs. Of the 22 females
not in copula, 10 were
heteromorphs. Is there any evidence
from these data that mating frequency of I. ramburi females is dependent on
morph type.
20.
Assume that different species can be considered independent data points
in the following problem. Determine if
size-sexual dimorphism in ischnuran damselflies is size dependent. To do this, develop the allometric
relationship using least square regression of male hind wing length on female
hind wing length for the following 5 species.
Is the slope significantly different from 1? What would be the slope of the Geometric Mean Regression?
Male 11 14 13.5 14 15.5
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Female 14.5 17.25 15.25 15 16
21.
Develop the correlation coefficient for the logarithmically transformed
values for these other 7 ischnuran species.
Is it different from the correlation coefficient developed in problem 2?
Male 10.5 12 12.5 15 16
17.5 16
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Female 13.25 14.5 14.25 17 17.25
19.25 17.25
22.
The rates of swimming trials were made between dragonfly larvae
belonging to 4 species. These individuals
were initially screened to ensure they were of equal weight therefore size
differences did not effect the outcome.
From the results of this experiment, I would like to be able to compare
any 2 species and comment on whether their comparative speeds are significantly
different. Data are in cm/sec and were
obtained at 20°C.
A.
junius P. tenera P. Lydia L.
luctosa
14 7.5 8.9 4.5
12.7 8 7.5 5.1
12.9 9.7 8.8 3.7
14.2 10.1 8.5 5.2
13.4 7.7 8.0 5.1
23.
To determine if swimming speed is temperature dependent the same 5 A. junius were run in the same order at
25°C. The following data were obtained: 15.7,
14.1, 14.9, 17.0, 13.1. Is swimming
speed temperature dependent in this species?
24.
Assume the normality assumption was violated in problem 2, determine if
there is a significant between group effect using a nonparametric procedure.
25.
The following are the numbers of a particular species of organism found
in 100 samples of water from a
pond. Test the null hypothesis
that these data were drawn from a Poisson distribution.
Number of
Organisms per sample Frequency
0 15
1 30
2 25
3 20
4 5
5 4
6 1
7 0
26.
The following table shows the weight and total cholesterol and triglyceride
levels in patients with primary type II hyperlipoproteinemia just prior to
initiation of the treatment. Test the
null hypothesis that the correlation of weight and total cholesterol is
equivalent to the correlation of weight and triglyceride levels.
Patient # 1 2 3 4 5 6 7
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Weight (kg) 76 97 83 52 70 67 75
¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾
Cholesterol (mg/100 ml) 302 336 220 300 382 379 331
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Triglyceride (mg/100 ml) 139 101 57 56 113 42 84
¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾¾
27.
Marden (1987) collected flight data on the following 15 damselfly
individuals:
Flight-muscle Maximum
Lift
Species Body Mass (g) Mass (g) Force (Nx102)
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Megaloptera
sp. 0.233 0.076 0.57
Mecistogaster
sp. 0.149 0.045 0.32
Mecistogaster sp. 0.217 0.063 0.51
Argia
chelata 0.037 0.017 0.15
Argia
chelata 0.035 0.016 0.11
Argia
chelata 0.024 0.011 0.09
Argia
chelata 0.022 0.010 0.09
Argia
chelata 0.030 0.013 0.15
Argia
chelata 0.039 0.018 0.17
Argia
chelata 0.046 0.015 0.13
Argia
chelata 0.035 0.016 0.13
Argia
chelata 0.019 0.008 0.07
Argia
chelata 0.042 0.018 0.17
Argia
chelata 0.055 0.020 0.15
Argia
chelata 0.036 0.015 0.17
Ellington (1991) used these data to develop
a regression(both dependent and independent variables log transformed) of
muscle mass specific power (i.e. Max Lift Force/Flight Muscle Mass) on body
mass. Repeat Ellington’s analysis and
provide estimates of a, b, r2, and significance of regression. Since all data points but 3 are from
conspecifics, determine the leverage and standardized residuals of these three
points. Are they influential in a
statistical sense?
28.
During the past twelve years, a major university has produced graduate
students having masters degrees according to the following table:
year 1 2 3 4 5 6 7 8 9 10 11 12
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# 1 2 8 4 5 7 10 4 6 7 9 7
Test for a
significant regression between numbers and years using both raw data and
transformed data in which the relationship 10y = axb is
posited. Evaluate constants and
coefficients of determination for each.
If this was a correlation problem would r be significant?
29.
As part of a study of the microvascular complications of diabetes
mellitus and their possible remediation through blood glucose control, the
capillary basement-membrane width (in angstroms) and glycosylated hemoglobin
level (as a pervcentage) of 13 diabetic patients were measured. The values are reported here and require no
transformation. Test whether these
results offer any evidence of a connection (provide the associated statistics
and significance tests) between these two patient characteristics and measure
the strength of the connection, if any.
Capillary
Basement Glycosylated
Hemoglobin
Membrane width Level
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2642 7.7
1180 16.7
1474 10.4
1798 10.9
2958 7.2
3480 8.5
1917 10.2
2359 12.7
1723 11.4
2414 8.1
900 11.6
2135 8.4
2347 8.3
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30.
A researcher in New York has used a sample size of 10 and reported a
correlation coefficient of -0.55. Do
the two studies reach statistically different conclusions?
31.
Higginbotham (unpublished) sampled bats at Menagerie Springs in Big Bend
National Park during three separate years (1996, 1997, 1998). The numbers she collected during these three
years respectively are included in parentheses following each of 5 species of
bats: Antrozus pallidus (6, 20, 1), Tadarida brasilensis (103, 564, 5), Nyctinomops femorosaccus (39, 182, 16), N. macrotis (13, 35, 7), and Eumops perotis (23, 53, 5).
Was the relative sampling success for obtaining different species
dependent on the year.