you need to research the overall topic and submit in a format consisting of introduction,material and methods, results and discussion. You need to perform a few separate analyses on the same data set....

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Answered Same DayJun 13, 2021

Answer To: you need to research the overall topic and submit in a format consisting of introduction,material...

Pooja answered on Jun 17 2021
142 Votes
Question 1)
a)
Model the weight-fork length relationship of NZ snapper (Pagrus auratus) given in the provided data setfish(response variable is weight),
using an allometric equation (literature search).
> m1 <- lm(log(weight)~log(fork.length), data=data1)
> summary(m1)
Call:
lm(formula = log(weight) ~ log(fork.length), data = data1)
Residuals:
Min 1Q Median 3Q Max
-0.269201 -0.076746 -0.002156 0.072824 0.239194
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -9.17862 0.42178 -21.76<2e-16 ***
log(fork.length) 2.71072 0.07187 37.72 <2e-16 ***
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 0.1075 on 109 degrees of freedom
Multiple R-squared: 0.9288,    Adjusted R-squared: 0.9282
F-statistic: 1423 on 1 and 109 DF, p-value: < 2.2e-16
Power Model:
Power Model:
Power Model:
b)
Test whether the weight-fork length relationship differs between genders (gendervariable).
> m2 <- lm(log(weight)~log(fork.length)+female, data=data1)
> summary(m2)
Call:
lm(formula = log(weight) ~ log(fork.length) + female, data = data1)
Residuals:
Min 1Q Median 3Q Max
-0.264524 -0.073178 -0.006732 0.076061 0.243203
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -9.24431 0.43722 -21.143<2e-16 ***
log(fork.length) 2.72304 0.07500 36.305<2e-16 ***
female -0.01268 0.02133 -0.595 0.553 ...
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