Standardize a real column (z-score: mean=0, std=1)
Applies z-score standardization: (x - mean) / std
@param[in,out] df The data frame instance @param[in] col_index Index of the column to standardize
Note
If std = 0, the column is not modified
Type | Intent | Optional | Attributes | Name | ||
---|---|---|---|---|---|---|
type(data_frame), | intent(inout) | :: | df | |||
integer, | intent(in) | :: | col_index |
subroutine df_standardize_column_real(df, col_index) type(data_frame), intent(inout) :: df integer, intent(in) :: col_index real(rk), dimension(:), allocatable :: col real(rk) :: mean_val, std_val integer :: i col = df_get_col_real(df, col_index) mean_val = calculate_mean_real(df, col_index) std_val = calculate_std_real(df, col_index) if (std_val > 0.0_rk) then do i = 1, size(col) col(i) = (col(i) - mean_val) / std_val end do call df_set_col_real(df, col_index, col) end if end subroutine df_standardize_column_real