It shows basic statistics for each numeric, integer, and factor characteristic in a data frame.

1 | ```
smbinning.eda(df, rounding = 3, pbar = 1)
``` |

`df` |
A data frame. |

`rounding` |
Optional parameter to define the decimal points shown in the output table. Default is 3. |

`pbar` |
Optional parameter that turns on or off a progress bar. Default value is 1 (On). |

The command `smbinning.eda`

generates two data frames that list each characteristic
with basic statistics such as extreme values and quartiles;
and also percentages of missing values and outliers, among others.

1 2 3 4 5 6 7 8 9 10 11 | ```
# Package loading and data exploration
library(smbinning) # Load package and its data
data(chileancredit) # Load smbinning sample dataset (Chilean Credit)
# Training and testing samples (Just some basic formality for Modeling)
chileancredit.train=subset(chileancredit,FlagSample==1)
chileancredit.test=subset(chileancredit,FlagSample==0)
# EDA application
smbinning.eda(chileancredit.train,rounding=3)$eda # Table with basic statistics.
smbinning.eda(chileancredit.train,rounding=3)$edapct # Table with basic percentages.
``` |

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