Tidy Output for Linear Regression

Source: R/sptidy.R

Create a tidy output for lm() object. The output would have n+1 rows, where n is number of features and 4 columns describing coefficient estimates, standard error, t-statistics and p-values

tidy_lr(model)

Arguments

model

lm_description

Value

output data.frame

Examples

library(sptidy)

data("longley")
my_lr <- lm(Employed~., data = longley)
tidy_lr(my_lr)

#>                    coef  std_err t_stats  p_val
#> (Intercept)  -3482.2586 890.4204 -3.9108 0.0036
#> GNP.deflator     0.0151   0.0849  0.1774 0.8631
#> GNP             -0.0358   0.0335 -1.0695 0.3127
#> Unemployed      -0.0202   0.0049 -4.1364 0.0025
#> Armed.Forces    -0.0103   0.0021 -4.8220 0.0009
#> Population      -0.0511   0.2261 -0.2261 0.8262
#> Year             1.8292   0.4555  4.0159 0.0030