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Print tables in different output formats

Source: R/display.R
display.parameters_model.Rd

Prints tables (i.e. data frame) in different output formats. print_md() is an alias for display(format = "markdown") and print_html() is an alias for display(format = "html"). A third option is display(format = "tt"), which returns a tinytable object, which is either printed as markdown or HTML table, depending on the environment.

Usage

# S3 method for class 'parameters_model'
display(object, format = "markdown", ...)

Arguments

object

An object returned by one of the package's function, for example model_parameters(), simulate_parameters(), equivalence_test() or principal_components().

format

String, indicating the output format. Can be "markdown" "html", or "tt". format = "tt" creates a tinytable object, which is either printed as markdown or HTML table, depending on the environment. See insight::export_table() for details.

...

Arguments passed to the underlying functions, such as print_md() or print_html().

Value

If format = "markdown", the return value will be a character vector in markdown-table format. If format = "html", an object of class gt_tbl. If format = "tt", an object of class tinytable.

Details

display() is useful when the table-output from functions, which is usually printed as formatted text-table to console, should be formatted for pretty table-rendering in markdown documents, or if knitted from rmarkdown to PDF or Word files. See vignette for examples.

See also

print.parameters_model() and print.compare_parameters()

Examples

model <- lm(mpg ~ wt + cyl, data = mtcars)
mp <- model_parameters(model)
display(mp)
#> 
#> 
#> |Parameter   | Coefficient |   SE |         95% CI | t(29) |      p |
#> |:-----------|:-----------:|:----:|:--------------:|:-----:|:------:|
#> |(Intercept) |       39.69 | 1.71 | (36.18, 43.19) | 23.14 | < .001 |
#> |wt          |       -3.19 | 0.76 | (-4.74, -1.64) | -4.22 | < .001 |
#> |cyl         |       -1.51 | 0.41 | (-2.36, -0.66) | -3.64 | 0.001  |

# \donttest{
data(iris)
lm1 <- lm(Sepal.Length ~ Species, data = iris)
lm2 <- lm(Sepal.Length ~ Species + Petal.Length, data = iris)
lm3 <- lm(Sepal.Length ~ Species * Petal.Length, data = iris)
out <- compare_parameters(lm1, lm2, lm3)

print_html(
  out,
  select = "{coef}{stars}|({ci})",
  column_labels = c("Estimate", "95% CI")
)



  
Parameter
      
        
lm1

      		
      
        
lm2

      		
      
        
lm3

      		
    
Estimate
      95% CI
      Estimate
      95% CI
      Estimate
      95% CI
    
(Intercept)
5.01***
(4.86, 5.15)
 3.68***
( 3.47,  3.89)
 4.21***
(     3.41,  5.02)
Species (versicolor)
0.93***
(0.73, 1.13)
-1.60***
(-1.98, -1.22)
-1.81 **
(    -2.99, -0.62)
Species (virginica)
1.58***
(1.38, 1.79)
-2.12***
(-2.66, -1.58)
-3.15***
(    -4.41, -1.90)
Petal Length


 0.90***
( 0.78,  1.03)
 0.54
(-4.76e-03,  1.09)
Species (versicolor) × Petal Length




 0.29
(    -0.30,  0.87)
Species (virginica) × Petal Length




 0.45
(    -0.12,  1.03)







Observations
150

150

150


# line break, unicode minus-sign
print_html(
  out,
  select = "{estimate}{stars}<br>({ci_low} \u2212 {ci_high})",
  column_labels = c("Est. (95% CI)")
)



  
Parameter
      Est. (95% CI)
      Est. (95% CI)
      Est. (95% CI)
    
(Intercept)
5.01***
(4.86 − 5.15)		
3.68***
( 3.47 −  3.89)		
4.21***
(     3.41 −  5.02)
Species (versicolor)
0.93***
(0.73 − 1.13)		
-1.60***
(-1.98 − -1.22)		
-1.81 **
(    -2.99 − -0.62)
Species (virginica)
1.58***
(1.38 − 1.79)		
-2.12***
(-2.66 − -1.58)		
-3.15***
(    -4.41 − -1.90)
Petal Length

0.90***
( 0.78 −  1.03)		
0.54
(-4.76e-03 −  1.09)
Species (versicolor) × Petal Length


0.29
(    -0.30 −  0.87)
Species (virginica) × Petal Length


0.45
(    -0.12 −  1.03)




Observations
150
150
150
# }
# \donttest{
data(iris)
data(Salamanders, package = "glmmTMB")
m1 <- lm(Sepal.Length ~ Species * Petal.Length, data = iris)
m2 <- lme4::lmer(
  Sepal.Length ~ Petal.Length + Petal.Width + (1 | Species),
  data = iris
)
m3 <- glmmTMB::glmmTMB(
  count ~ spp + mined + (1 | site),
  ziformula = ~mined,
  family = poisson(),
  data = Salamanders
)
out <- compare_parameters(m1, m2, m3, effects = "all", component = "all")

display(out, format = "tt")
#> 
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> | Parameter                             | m1                       | m2                  | m3                       |
#> +=======================================+==========================+=====================+==========================+
#> | Fixed Effects                                                                                                     |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   (Intercept)                         | 4.21 (     3.41,  5.02)  | 2.51 ( 1.20, 3.83)  | -0.36 (    -0.90,  0.18) |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   Species (versicolor) × Petal Length | 0.29 (    -0.30,  0.87)  |                     |                          |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   Petal Length                        | 0.54 (-4.76e-03,  1.09)  | 0.89 ( 0.75, 1.04)  |                          |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   Species (versicolor)                | -1.81 (    -2.99, -0.62) |                     |                          |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   Species (virginica)                 | -3.15 (    -4.41, -1.90) |                     |                          |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   Species (virginica) × Petal Length  | 0.45 (    -0.12,  1.03)  |                     |                          |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   Petal Width                         |                          | -0.02 (-0.33, 0.28) |                          |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   spp (EC-L)                          |                          |                     | 0.67 (     0.41,  0.92)  |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   spp (PR)                            |                          |                     | -1.27 (    -1.74, -0.80) |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   spp (DM)                            |                          |                     | 0.27 (-1.52e-03,  0.54)  |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   spp (EC-A)                          |                          |                     | -0.57 (    -0.97, -0.16) |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   spp (DES-L)                         |                          |                     | 0.63 (     0.38,  0.87)  |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   spp (DF)                            |                          |                     | 0.12 (    -0.17,  0.40)  |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   mined (no)                          |                          |                     | 1.27 (     0.74,  1.80)  |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> | Fixed Effects (Zero-Inflation Component)                                                                          |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   (Intercept)                         |                          |                     | 0.79 (     0.26,  1.32)  |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   minedno                             |                          |                     | -1.84 (    -2.46, -1.23) |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> | Random Effects                                                                                                    |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   SD (Residual)                       |                          | 0.34 ( 0.30, 0.38)  |                          |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   SD (Intercept: Species)             |                          | 1.07 ( 0.39, 2.91)  |                          |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+
#> |   SD (Intercept: site)                |                          |                     | 0.33 (     0.18,  0.63)  |
#> +---------------------------------------+--------------------------+---------------------+--------------------------+ 

display(out, select = "{estimate}|{ci}", format = "tt")
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |                                       | m1                             | m2                        | m3                          |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> | Parameter                             | Coefficient | CI               | Coefficient | CI          | Log-Mean | CI               |
#> +=======================================+=============+==================+=============+=============+==========+==================+
#> | Fixed Effects                                                                                                                    |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   (Intercept)                         | 4.21        | 3.41,  5.02      | 2.51        | 1.20, 3.83  | -0.36    | -0.90,  0.18     |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   Species (versicolor) × Petal Length | 0.29        | -0.30,  0.87     |             |             |          |                  |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   Petal Length                        | 0.54        | -4.76e-03,  1.09 | 0.89        | 0.75, 1.04  |          |                  |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   Species (versicolor)                | -1.81       | -2.99, -0.62     |             |             |          |                  |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   Species (virginica)                 | -3.15       | -4.41, -1.90     |             |             |          |                  |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   Species (virginica) × Petal Length  | 0.45        | -0.12,  1.03     |             |             |          |                  |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   Petal Width                         |             |                  | -0.02       | -0.33, 0.28 |          |                  |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   spp (EC-L)                          |             |                  |             |             | 0.67     | 0.41,  0.92      |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   spp (PR)                            |             |                  |             |             | -1.27    | -1.74, -0.80     |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   spp (DM)                            |             |                  |             |             | 0.27     | -1.52e-03,  0.54 |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   spp (EC-A)                          |             |                  |             |             | -0.57    | -0.97, -0.16     |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   spp (DES-L)                         |             |                  |             |             | 0.63     | 0.38,  0.87      |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   spp (DF)                            |             |                  |             |             | 0.12     | -0.17,  0.40     |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   mined (no)                          |             |                  |             |             | 1.27     | 0.74,  1.80      |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> | Fixed Effects (Zero-Inflation Component)                                                                                         |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   (Intercept)                         |             |                  |             |             | 0.79     | 0.26,  1.32      |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   minedno                             |             |                  |             |             | -1.84    | -2.46, -1.23     |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> | Random Effects                                                                                                                   |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   SD (Residual)                       |             |                  | 0.34        | 0.30, 0.38  |          |                  |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   SD (Intercept: Species)             |             |                  | 1.07        | 0.39, 2.91  |          |                  |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+
#> |   SD (Intercept: site)                |             |                  |             |             | 0.33     | 0.18,  0.63      |
#> +---------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+ 
# }