-- Formula applied to enforce uniform distribution without modulo bias:
-- Formul = Charset'Length * (256 / Charset'Length) - 1
-- Any extracted byte > Formula'result = it is ruled out

=========================================================================================================================================================================================
=== = = = = = = = = = = = = = = = = = = = = = = = = = = = = Date : 2026-08-06| Day : Thursday | Hour : 05:27 AM = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = ===
=========================================================================================================================================================================================

Charset                    => 0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz!@#%_*- 
Charset'Length             => 69

--- Character Frequency [ Total Chars 1010762506054 ] ---

Character => '0' Appear   => 14649023982 times
Character => '1' Appear   => 14648736386 times
Character => '2' Appear   => 14648696512 times
Character => '3' Appear   => 14648653062 times
Character => '4' Appear   => 14648843467 times
Character => '5' Appear   => 14648860346 times
Character => '6' Appear   => 14648673812 times
Character => '7' Appear   => 14648829622 times
Character => '8' Appear   => 14648564528 times
Character => '9' Appear   => 14648559744 times
Character => 'A' Appear   => 14648686958 times
Character => 'B' Appear   => 14648868103 times
Character => 'C' Appear   => 14648717763 times
Character => 'D' Appear   => 14648704036 times
Character => 'E' Appear   => 14648711001 times
Character => 'F' Appear   => 14648733166 times
Character => 'G' Appear   => 14648527493 times
Character => 'H' Appear   => 14648868334 times
Character => 'I' Appear   => 14648851708 times
Character => 'J' Appear   => 14648737136 times
Character => 'K' Appear   => 14648711054 times
Character => 'L' Appear   => 14648833717 times
Character => 'M' Appear   => 14648761212 times
Character => 'N' Appear   => 14648842295 times
Character => 'O' Appear   => 14648607563 times
Character => 'P' Appear   => 14648743969 times
Character => 'Q' Appear   => 14648701143 times
Character => 'R' Appear   => 14648617680 times
Character => 'S' Appear   => 14648675946 times
Character => 'T' Appear   => 14648679521 times
Character => 'U' Appear   => 14648377186 times
Character => 'V' Appear   => 14648803564 times
Character => 'W' Appear   => 14648826843 times
Character => 'X' Appear   => 14648814157 times
Character => 'Y' Appear   => 14648745507 times
Character => 'Z' Appear   => 14648797929 times
Character => 'a' Appear   => 14648855410 times
Character => 'b' Appear   => 14648660410 times
Character => 'c' Appear   => 14648704634 times
Character => 'd' Appear   => 14648752856 times
Character => 'e' Appear   => 14648570222 times
Character => 'f' Appear   => 14649012159 times
Character => 'g' Appear   => 14648541356 times
Character => 'h' Appear   => 14648683165 times
Character => 'i' Appear   => 14648788877 times
Character => 'j' Appear   => 14648773938 times
Character => 'k' Appear   => 14648796827 times
Character => 'l' Appear   => 14648580917 times
Character => 'm' Appear   => 14648806120 times
Character => 'n' Appear   => 14648548612 times
Character => 'o' Appear   => 14648765478 times
Character => 'p' Appear   => 14648801238 times
Character => 'q' Appear   => 14648873563 times
Character => 'r' Appear   => 14648752656 times
Character => 's' Appear   => 14648578407 times
Character => 't' Appear   => 14648875270 times
Character => 'u' Appear   => 14648683708 times
Character => 'v' Appear   => 14648869846 times
Character => 'w' Appear   => 14648816676 times
Character => 'x' Appear   => 14648601253 times
Character => 'y' Appear   => 14648776500 times
Character => 'z' Appear   => 14648684743 times
Character => '!' Appear   => 14648535737 times
Character => '@' Appear   => 14648510145 times
Character => '#' Appear   => 14648629803 times
Character => '%' Appear   => 14649098064 times
Character => '_' Appear   => 14648723722 times
Character => '*' Appear   => 14648785828 times
Character => '-' Appear   => 14648781469 times

-------------------------------------------------------------------------------------------

Max Repeats               => Character '0' => 14649023982 times
Min Repeats               => Character 'U' => 14648377186 times

Divergence Variance Delta => 646796 units.
Theoretical Ideal Average => 14648731971.80

Real Standard Deviation   => 122205.17
Percet Deviation          => 0.00 %

Real Time Duration        => 7780.991359500
Process MB/s              => 123.88MB/s

Free Unbiased Range       => 0 .. 206
Unused Bytes              => 49
Reject Percent            => 19.14 %
Free Unbiased Formula     => Charset'Length * (256 / Charset'Length) - 1

Entropy Source            => ProcessPrng (Principal) - BcryptGenRandom (Secondary)
Entropy Default           => ProcessPrng
Entropy Fallback          => BcryptGenRandom

-------------------------------------------------------------------------------------------

Distribution Stability    => 100.00 % (Optimal Objective > 99.50%)
Audit Verdict             => [ PERFECT ] -> Uniformity matches military-grade physical noise.

-------------------------------------------------------------------------------------------

alr run