This component will do some statistical work on the data, including statistical mean, maximum and minimum, median, etc.
The indicators for each column that can be statistic are list as follow.
- count: Number of data
- sum: The sum of this column
- mean: The mean of this column
- variance/stddev: Variance and standard deviation of this column
- median: Median of this column
- min/max: Min and Max value of this column
- coefficient of variance: The formula is abs(stddev / mean)
- missing_count/missing_ratio: Number and ratio of missing value in this column
- skewness: definition may be found here
- kurtosis: definition may be found here
- percentile: The value of percentile. Accept 0% to 100% while the number before the "%" should be integer.
For examples of running statistics
These statistic results can be used in feature selection as a criterion, as in this example.