Goodness-of-Fit of the Distributions
Data: Unemployment rate by county in Florida in 2020
Data<-c(7.7, 5.4 , 4.9, 6.1 , 5.9 , 6.6 ,8.8 ,5.2, 7.3, 8.4, 5.4
6.9 , 5.8 , 8.0 , 5.2, 5.5 , 6.7 , 6.7 , 7.6 , 5.4 , 6.8 , 4.9,
5.6 , 5.9, 7.6 , 6.5 , 8.1 ,8.1 , 7.7 , 7.1 , 5.5 , 7.4 , 5.4,
5.6 , 4.2, 8.9 , 7.3 , 5.8 , 6.0 , 4.8 , 6.0 , 6.8 , 7.0 , 6.1,
7.9 , 5.7 , 5.5 , 5.4 ,10.6 ,13.5, 7.6, 7.2 , 7.0 , 9.0 , 7.9,
5.3 , 7.8 , 5.2 , 6.8 , 7.2 , 7.9 , 5.6 , 6.2 , 4.7 , 7.6 , 4.5,
5.9 , 5.8)
Show the Probability density plot and Probability-Probability plot of the data :
For all the right skewed probability distributions :
1. Normal
2. Exponential
3. Gamma
4. Weibull
5. Lognormal
6. Gumbel
7. Gompertz
8. Extreme values
9. Lindley
10.Pareto
11.Chi-squared
12.Lomax
Distributions
1. AIC
2. BIC
3. Anderson-Darling
4. KS Test
5. Chi-square test
6. Loglikelihood
The table : All the parameters will be obtained by the maximum likelihood estimation.(MLE)
The MLE (Estimators), Information Criteria on Florida unemployment rate by county for year 2021.
Distributions
Parameters
Loglikelihood
AIC
BIC
Kolmogorov
Test
Anderson-Darling
test
Chi-square test
Normal
Based on the plots and the goodness which distributions is the best distribution for the data . (Please provide R code use for computation. Not more than 2 parameters)
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