dlookr: Data Diagnosis
Overview
Data Structures
| Divisions | Metrics | Values |
|---|---|---|
| size | observations | 1,000 |
| size | variables | 34 |
| size | values | 34,000 |
| size | memory size (KB) | 0 |
| duplicated | duplicate observation | 0 |
| missing | complete observation | 83 |
| missing | missing observation | 917 |
| missing | missing variables | 16 |
| missing | missing values | 4,247 |
| Divisions | Metrics | Values |
|---|---|---|
| data type | numerics | 31 |
| data type | integers | 0 |
| data type | factors/ordered | 0 |
| data type | characters | 3 |
| data type | Dates | 0 |
| data type | POSIXcts | 0 |
| data type | others | 0 |
| Divisions | Metrics | Values |
|---|---|---|
| dataset | dataset | . |
| dataset | dataset type | tbl_df |
| job | samples | 1,000 / 1,000 (100%) |
| job | created | 2021-10-06 23:13:06 |
| job | created by | dlookr |
Warnings
Variables
Diagnostic overview of individual variables
Missing Values
List of Missing Values
Variables that include missing values
Visualization
Interaction of variables including missing values
Unique Values
Categorical Variables
Variables where the proportion of unique data is more than 0.5 or unique is 1.
Numerical Variables
Variables where the unique cases is less than 5 or unique is 1.
Outliers
Diagnosis of numerical variable outliers
Samples
Duplicated
No duplicated records
Heads
First few records
Tails
Last few records
Created by dlookr package