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Description

Simplifies Exploratory Data Analysis.

Interactive data exploration with one line of code, automated reporting or use an easy to remember set of tidy functions for low code exploratory data analysis.

explore

R-CMD-check CRAN Version Downloads Total Downloads

Simplifies Exploratory Data Analysis:

  • Interactive data exploration using explore()
  • Generate an automated report of your data (or patterns in your data) using report()
  • Manual exploration using explore(), describe(), explain_*(), abtest(), ...
# install from CRAN
install.packages("explore")

Examples

# interactive data exploration
library(explore)
beer <- use_data_beer()
beer |> explore()
explore variable + target explore target using a decisoion tree
# describe data
beer |> describe()
# A tibble: 11 × 8
   variable          type     na na_pct unique    min    mean    max
   <chr>             <chr> <int>  <dbl>  <int>  <dbl>   <dbl>  <dbl>
 1 name              chr       0    0      161   NA     NA      NA  
 2 brand             chr       0    0       29   NA     NA      NA  
 3 country           chr       0    0        3   NA     NA      NA  
 4 year              dbl       0    0        1 2023   2023    2023  
 5 type              chr       0    0        3   NA     NA      NA  
 6 color_dark        dbl       0    0        2    0      0.09    1  
 7 alcohol_vol_pct   dbl       2    1.2     35    0      4.32    8.4
 8 original_wort     dbl       5    3.1     54    5.1   11.3    18.3
 9 energy_kcal_100ml dbl      11    6.8     34   20     39.9    62  
10 carb_g_100ml      dbl      16    9.9     44    1.5    3.53    6.7
11 sugar_g_100ml     dbl      16    9.9     26    0      0.72    4.6
# explore data manually
beer |> explore(type)
beer |> explore(energy_kcal_100ml)
beer |> explore(energy_kcal_100ml, target = type)
beer |> explore(alcohol_vol_pct, energy_kcal_100ml, target = type)
explore data manual
# explore manually with color and interactive
beer |> 
  explore(sugar_g_100ml, color = "gold") |> 
  interact()
explore with color and interactive

Get started

Metadata

Version

1.3.1

License

Unknown

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