DataProfile
Entry pointWhat one dataset is, in the facts a validator needs: dimensions, columns with their types, distinct and missing counts, level counts for low-cardinality categorical columns, and complete-case and duplicate counts. Bounded by the number of columns rather than the number of rows, so it travels where the data cannot.
Properties
n_rowsrequiredinteger≥ 0Number of rows (cases).
columnsrequiredarray | nullOne row per column of the dataset, in column order.
level_countsrequiredarray | nullObserved level counts in long form, one row per column and level, for categorical and string columns with at most 64 levels.
n_complete_casesrequiredinteger≥ 0Rows with no missing value in any column.
n_duplicatesrequiredinteger | null≥ 0Rows that repeat an earlier row exactly. Null when not counted.
fingerprintrequired
Relationships
Composes