Performs EDA of numeric features

This function creates common exploratory analysis visualizations on numeric columns in the dataset which is provided to it.

explore_numeric_columns(
  df,
  hist_cols = NULL,
  pairplot_cols = NULL,
  corr_method = "pearson"
)

Arguments

df

The dataframe for which exploratory analysis is to be carried out
hist_cols

A list. If passed, it will limit histograms to a subset of columns
pairplot_cols

A list. If passed, it will limit pairplots to a subset of columns
corr_method

Chooses the metric for correlation. Default value is 'pearson'. Possible values are 'pearson', 'kendall', 'spearman'

Value

a list of plot objects generated created by the function

Examples

library(palmerpenguins)
results <- explore_numeric_columns(penguins)

#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 2 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 2 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 2 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 2 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Registered S3 method overwritten by 'GGally':
#>   method from   
#>   +.gg   ggplot2
#> Warning: Removed 2 rows containing non-finite values (stat_density).
#> Warning: Removed 2 rows containing missing values
#> Warning: Removed 2 rows containing missing values
#> Warning: Removed 2 rows containing missing values
#> Warning: Removed 2 rows containing missing values
#> Warning: Removed 2 rows containing missing values (geom_point).
#> Warning: Removed 2 rows containing non-finite values (stat_density).
#> Warning: Removed 2 rows containing missing values
#> Warning: Removed 2 rows containing missing values
#> Warning: Removed 2 rows containing missing values
#> Warning: Removed 2 rows containing missing values (geom_point).
#> Warning: Removed 2 rows containing missing values (geom_point).
#> Warning: Removed 2 rows containing non-finite values (stat_density).
#> Warning: Removed 2 rows containing missing values
#> Warning: Removed 2 rows containing missing values
#> Warning: Removed 2 rows containing missing values (geom_point).
#> Warning: Removed 2 rows containing missing values (geom_point).
#> Warning: Removed 2 rows containing missing values (geom_point).
#> Warning: Removed 2 rows containing non-finite values (stat_density).
#> Warning: Removed 2 rows containing missing values
#> Warning: Removed 2 rows containing missing values (geom_point).
#> Warning: Removed 2 rows containing missing values (geom_point).
#> Warning: Removed 2 rows containing missing values (geom_point).
#> Warning: Removed 2 rows containing missing values (geom_point).