The hardware and bandwidth for this mirror is donated by dogado GmbH, the Webhosting and Full Service-Cloud Provider. Check out our Wordpress Tutorial.
If you wish to report a bug, or if you are interested in having us mirror your free-software or open-source project, please feel free to contact us at mirror[@]dogado.de.

Report target

Roland Krasser

2024-11-12

Automated Exploratory Analysis (auto EDA) using the report() function of the explore package.

In this example we use synthetic data created by the create_data_churn()function of the explore package.

library(dplyr)
library(explore)
data <- create_data_churn()

Then we generate the report.

data %>% report(target = churn, output_dir = tempdir())

Explore

Describe Data

#> 1 000 (1k) observations with 9 variables
#> 0 observations containing missings (NA)
#> 0 variables containing missings (NA)
#> 0 variables with no variance
#> # A tibble: 9 x 8
#>   variable   type     na na_pct unique   min  mean   max
#>   <chr>      <chr> <int>  <dbl>  <int> <dbl> <dbl> <dbl>
#> 1 price      dbl       0      0     26     4 19.1     29
#> 2 type       chr       0      0      3    NA NA       NA
#> 3 usage      dbl       0      0    160     0 54.7    150
#> 4 shared     int       0      0      2     0  0.4      1
#> 5 device     chr       0      0      3    NA NA       NA
#> 6 newsletter int       0      0      2     0  0.5      1
#> 7 language   chr       0      0      4    NA NA       NA
#> 8 duration   int       0      0    101     0 49.6    100
#> 9 churn      dbl       0      0      2     0  0.35     1

Describe Target

Explore Variables

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.