You have commit messages with errors ⧗ input: fix: Multiple Spark Enhancements (#1800) * fix: update spark numeric stats calculations In the Pandas implementation, the numeric stats like min/max/stddev/etc. by default ignore null values. This commit updates the spark implementation to more closely match that. * fix: update spark null checks for describe_counts_spark method Need to add the isnan() check because Pandas isnull check will count NaN as null, but Spark does not. * fix: update Spark frequency counts The previous calculation of counts was actually counting an already summarized dataframe, so it wasn't capturing the correct counts for each instance of a value. This is updated by summing the count value instead of performing a row count. * fix: adding tests for issue 1429 * fix: edge case - completely null numeric field in Spark Discovered this edge case with real data, and still need to fix the rendering of an empty histogram. * fix: add handling for spark DecimalType This change addresses issue #1602. Computations in the summarize process result in some floats when computing against decimal columns.To solution this, we simply convert those types to a DoubleType when performing those numeric operations. * fix: add handling for spark correlations with no numeric fields Assembling a vector column in Spark with no numeric columns results in features with a NULL size, NULL indices, and an empty list of values. This causes an exception to be raised when computing correlations. The solution here is to avoid computing the correlation matrix when there are no interval columns (numeric). This change addresses issue #1722. * fix: allow NoneType values to be string formatted This change addresses issue #1723. It implements a "N/A" string as the default when formatting NoneType values. * fix: multiple Spark fixes to approach closer parity to Pandas profiles Addresses handling of completely null numeric columns, and gracefully handling empty correlation sets and plots. ✖ subject must not be sentence-case, start-case, pascal-case, upper-case [subject-case] ✖ found 1 problems, 0 warnings ⓘ Get help: https://github.com/conventional-changelog/commitlint/#what-is-commitlint