Generates a data frame report of any non-unique variable names in the 'Variables' element. This report can be used to help assess data structure, presence of fields, coherence across elements, and taxonomy or data dictionary formats.

check_data_dict_variables(data_dict)

Arguments

data_dict

A list of data frame(s) representing metadata to be evaluated.

Value

A data frame providing non unique variables across a data dictionary.

Details

A data dictionary contains the list of variables in a dataset and metadata about the variables and can be associated with a dataset. A data dictionary object is a list of data frame(s) named 'Variables' (required) and 'Categories' (if any). To be usable in any function, the data frame 'Variables' must contain at least the name column, with all unique and non-missing entries, and the data frame 'Categories' must contain at least the variable and name columns, with unique combination of variable and name.

Examples

{

# use madshapR_DEMO provided by the package

data_dict <- madshapR_DEMO$`data_dict_TOKYO - errors`
check_data_dict_variables(data_dict)

}
#> # A tibble: 2 × 2
#>   name_var       condition                       
#>   <chr>          <chr>                           
#> 1 opentext       [ERR] - duplicated variable name
#> 2 row number: 12 [ERR] - missing variable name