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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.

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 | #> +-------------------------------------+-------------+------------------+-------------+-------------+----------+------------------+ # }