Class org.drip.coverage.sequence.Sequence

1

tests

0

failures

0

ignored

13.544s

duration

100%

successful

Tests

Test Duration Result
codeCoverageTest 13.544s passed

Standard output

	|-----------------------------------------------------------------|
	|    Copyright (C) 2011-2020 (DRIP, DROP)
	|-----------------------------------------------------------------|
	|    Build Version  => 4.66.0 multi mode
	|    Build JVM (TM) => 1.8.0_112
	|    Build Snap     => Sun Jan 26 23:00:02 EST 2020
	|    Start Time     => Mon Jan 27 01:17:06 EST 2020
	|    Setup Time     => Mon Jan 27 01:17:06 EST 2020
	|    Setup Duration => 1 ms
	|-----------------------------------------------------------------|


	|-----------------------------|
	| MEAN #1 | MEAN #2 |  JOINT  |
	|-----------------------------|
	|  0.4998 |  0.5013 |  0.3338 |
	|  0.5005 |  1.5020 |  0.8831 |
	|  0.5012 |  2.5026 |  1.4584 |
	|  0.5005 |  3.5017 |  2.0301 |
	|  0.5005 |  4.5011 |  2.6077 |
	|-----------------------------|

	|-----------------------------------------------------------------|
	|    Copyright (C) 2011-2020 (DRIP, DROP)
	|-----------------------------------------------------------------|
	|    Build Version  => 4.66.0 multi mode
	|    Build JVM (TM) => 1.8.0_112
	|    Build Snap     => Sun Jan 26 23:00:02 EST 2020
	|    Start Time     => Mon Jan 27 01:17:06 EST 2020
	|    Setup Time     => Mon Jan 27 01:17:06 EST 2020
	|    Setup Duration => 0 ms
	|-----------------------------------------------------------------|


	|---------------------------------------------------------------------------------------|
	|         WEAK LAW OF LARGE NUMBERS     -      METRICS FROM UNDERLYING GENERATOR        |
	|---------------------------------------------------------------------------------------|
	|   SAMPLE  ||               <-               TOLERANCES               ->               |
	|---------------------------------------------------------------------------------------|
	|  00000050 =>  1.000000000 |  1.000000000 |  0.782237709 |  0.399100872 |  0.195559427 | 
	|  00000500 =>  1.000000000 |  0.182225317 |  0.065601114 |  0.033469956 |  0.016400279 | 
	|  00005000 =>  0.166437691 |  0.018493077 |  0.006657508 |  0.003396688 |  0.001664377 | 
	|  00050000 =>  0.016634263 |  0.001848251 |  0.000665371 |  0.000339475 |  0.000166343 | 
	|  00500000 =>  0.001667317 |  0.000185257 |  0.000066693 |  0.000034027 |  0.000016673 | 
	|  05000000 =>  0.000166711 |  0.000018523 |  0.000006668 |  0.000003402 |  0.000001667 | 
	|  50000000 =>  0.000016670 |  0.000001852 |  0.000000667 |  0.000000340 |  0.000000167 | 
	|---------------------------------------------------------------------------------------|

	|---------------------------------------------------------------------------------------|
	|        WEAK LAW OF LARGE NUMBERS      -     METRICS FROM EMPIRICAL DISTRIBUTION       |
	|---------------------------------------------------------------------------------------|
	|   SAMPLE  ||               <-               TOLERANCES               ->               |
	|---------------------------------------------------------------------------------------|
	|  00000050 =>  1.000000000 |  1.000000000 |  0.707066728 |  0.360748331 |  0.176766682 | 
	|  00000500 =>  1.000000000 |  0.175990105 |  0.063356438 |  0.032324713 |  0.015839109 | 
	|  00005000 =>  0.166905433 |  0.018545048 |  0.006676217 |  0.003406233 |  0.001669054 | 
	|  00050000 =>  0.016702940 |  0.001855882 |  0.000668118 |  0.000340876 |  0.000167029 | 
	|  00500000 =>  0.001667601 |  0.000185289 |  0.000066704 |  0.000034033 |  0.000016676 | 
	|  05000000 =>  0.000166653 |  0.000018517 |  0.000006666 |  0.000003401 |  0.000001667 | 
	|  50000000 =>  0.000016669 |  0.000001852 |  0.000000667 |  0.000000340 |  0.000000167 | 
	|---------------------------------------------------------------------------------------|

	|---------------------------------------------------------------------------------------|
	|         CHERNOFF-HOEFFDING BOUNDS      -     METRICS FROM UNDERLYING GENERATOR        |
	|---------------------------------------------------------------------------------------|
	|   SAMPLE  ||               <-               TOLERANCES               ->               |
	|---------------------------------------------------------------------------------------|
	|  00000050 =>  0.990049834 |  0.913931185 |  0.778800783 |  0.612626394 |  0.367879441 | 
	|  00000500 =>  0.904837418 |  0.406569660 |  0.082084999 |  0.007446583 |  0.000045400 | 
	|  00005000 =>  0.367879441 |  0.000123410 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  00050000 =>  0.000045400 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  00500000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  05000000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  50000000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|---------------------------------------------------------------------------------------|

	|---------------------------------------------------------------------------------------|
	|         CHERNOFF-HOEFFDING BOUNDS      -     METRICS FROM EMPIRICAL DISTRIBUTION      |
	|---------------------------------------------------------------------------------------|
	|   SAMPLE  ||               <-               TOLERANCES               ->               |
	|---------------------------------------------------------------------------------------|
	|  00000050 =>  0.990049834 |  0.913931185 |  0.778800783 |  0.612626394 |  0.367879441 | 
	|  00000500 =>  0.904837418 |  0.406569660 |  0.082084999 |  0.007446583 |  0.000045400 | 
	|  00005000 =>  0.367879441 |  0.000123410 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  00050000 =>  0.000045400 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  00500000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  05000000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  50000000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|---------------------------------------------------------------------------------------|

	|---------------------------------------------------------------------------------------|
	|              BENNETT BOUNDS      -      METRICS FROM UNDERLYING GENERATOR             |
	|---------------------------------------------------------------------------------------|
	|   SAMPLE  ||               <-               TOLERANCES               ->               |
	|---------------------------------------------------------------------------------------|
	|  00000050 =>  0.967189571 |  0.757698524 |  0.486963175 |  0.265330105 |  0.082290644 | 
	|  00000500 =>  0.757136719 |  0.096172260 |  0.002178793 |  0.000011354 |  0.000000000 | 
	|  00005000 =>  0.057384051 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  00050000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  00500000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  05000000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  50000000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|---------------------------------------------------------------------------------------|

	|---------------------------------------------------------------------------------------|
	|              BENNETT BOUNDS      -      METRICS FROM EMPIRICAL DISTRIBUTION           |
	|---------------------------------------------------------------------------------------|
	|   SAMPLE  ||               <-               TOLERANCES               ->               |
	|---------------------------------------------------------------------------------------|
	|  00000050 =>  0.968781717 |  0.767428247 |  0.502419781 |  0.280300131 |  0.090689760 | 
	|  00000500 =>  0.752211272 |  0.091342318 |  0.001917348 |  0.000009051 |  0.000000000 | 
	|  00005000 =>  0.054973371 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  00050000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  00500000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  05000000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  50000000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|---------------------------------------------------------------------------------------|

	|---------------------------------------------------------------------------------------|
	|             BERNSTEIN BOUNDS      -      METRICS FROM UNDERLYING GENERATOR            |
	|---------------------------------------------------------------------------------------|
	|   SAMPLE  ||               <-               TOLERANCES               ->               |
	|---------------------------------------------------------------------------------------|
	|  00000050 =>  0.970156203 |  0.777012279 |  0.520958883 |  0.302713588 |  0.108396259 | 
	|  00000500 =>  0.746781534 |  0.087334073 |  0.001807139 |  0.000009184 |  0.000000000 | 
	|  00005000 =>  0.057476030 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  00050000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  00500000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  05000000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  50000000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|---------------------------------------------------------------------------------------|

	|---------------------------------------------------------------------------------------|
	|            BERNSTEIN BOUNDS      -      METRICS FROM EMPIRICAL DISTRIBUTION           |
	|---------------------------------------------------------------------------------------|
	|   SAMPLE  ||               <-               TOLERANCES               ->               |
	|---------------------------------------------------------------------------------------|
	|  00000050 =>  0.967758041 |  0.762423982 |  0.497865073 |  0.280184833 |  0.095156226 | 
	|  00000500 =>  0.751743617 |  0.091939290 |  0.002046395 |  0.000011378 |  0.000000001 | 
	|  00005000 =>  0.052714637 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  00050000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  00500000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  05000000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  50000000 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|---------------------------------------------------------------------------------------|

	|-----------------------------------------------------------------|
	|    Copyright (C) 2011-2020 (DRIP, DROP)
	|-----------------------------------------------------------------|
	|    Build Version  => 4.66.0 multi mode
	|    Build JVM (TM) => 1.8.0_112
	|    Build Snap     => Sun Jan 26 23:00:02 EST 2020
	|    Start Time     => Mon Jan 27 01:17:20 EST 2020
	|    Setup Time     => Mon Jan 27 01:17:20 EST 2020
	|    Setup Duration => 0 ms
	|-----------------------------------------------------------------|


	|----------------------------------------------------------------------------------|
	| Generating Integer Random Sequence Metrics
	| 	L -> R:
	| 		Sample Size
	| 		Upper Probability Bound for X != 0
	| 		Upper Probability Bound for X = 0
	|----------------------------------------------------------------------------------|
	| Generating Metrics off of Underlying Distribution
	|----------------------------------------------------------------------------------|
	|  010 =>  1.000000000 |  0.250000000 | 
	|  020 =>  1.000000000 |  0.250000000 | 
	|  050 =>  1.000000000 |  0.250000000 | 
	|  100 =>  1.000000000 |  0.250000000 | 
	|  250 =>  1.000000000 |  0.250000000 | 
	|----------------------------------------------------------------------------------|

	|----------------------------------------------------------------------------------|
	| Generating Metrics off of Empirical Distribution
	|----------------------------------------------------------------------------------|
	|  010 =>  1.000000000 |  0.134250648 | 
	|  020 =>  1.000000000 |  0.355760299 | 
	|  050 =>  1.000000000 |  0.228970838 | 
	|  100 =>  1.000000000 |  0.195555755 | 
	|  250 =>  1.000000000 |  0.225214900 | 
	|----------------------------------------------------------------------------------|

	|-----------------------------------------------------------------|
	|    Copyright (C) 2011-2020 (DRIP, DROP)
	|-----------------------------------------------------------------|
	|    Build Version  => 4.66.0 multi mode
	|    Build JVM (TM) => 1.8.0_112
	|    Build Snap     => Sun Jan 26 23:00:02 EST 2020
	|    Start Time     => Mon Jan 27 01:17:20 EST 2020
	|    Setup Time     => Mon Jan 27 01:17:20 EST 2020
	|    Setup Duration => 0 ms
	|-----------------------------------------------------------------|


	|----------------------------------------------------------------------------------|
	|        CHERNOFF-STIRLING BOUNDS    -     METRICS FROM UNDERLYING GENERATOR       |
	|----------------------------------------------------------------------------------|
	| SIZE ||               <-               TOLERANCES               ->               |
	|----------------------------------------------------------------------------------|
	|  010 =>  0.000000012 |  0.039861024 |  0.000000651 |  0.000000000 |  0.000000000 | 
	|  020 =>  0.000000000 |  0.028197733 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  050 =>  0.000000000 |  0.017838268 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  100 =>  0.000000000 |  0.012614611 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  250 =>  0.000000000 |  0.007978580 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|----------------------------------------------------------------------------------|

	|----------------------------------------------------------------------------------|
	|      CHERNOFF-STIRLING BOUNDS    -     METRICS FROM EMPIRICAL DISTRIBUTION       |
	|----------------------------------------------------------------------------------|
	| SIZE ||               <-               TOLERANCES               ->               |
	|----------------------------------------------------------------------------------|
	|  010 =>  0.000000000 |  0.031540230 |  0.000015176 |  0.000000000 |  0.000000000 | 
	|  020 =>  0.000000000 |  0.002419253 |  0.000003391 |  0.000000000 |  0.000000000 | 
	|  050 =>  0.000000000 |  0.004837239 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  100 =>  0.000000000 |  0.001991282 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  250 =>  0.000000000 |  0.000000002 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|----------------------------------------------------------------------------------|

	|-----------------------------------------------------------------|
	|    Copyright (C) 2011-2020 (DRIP, DROP)
	|-----------------------------------------------------------------|
	|    Build Version  => 4.66.0 multi mode
	|    Build JVM (TM) => 1.8.0_112
	|    Build Snap     => Sun Jan 26 23:00:02 EST 2020
	|    Start Time     => Mon Jan 27 01:17:20 EST 2020
	|    Setup Time     => Mon Jan 27 01:17:20 EST 2020
	|    Setup Duration => 0 ms
	|-----------------------------------------------------------------|

	---------------------------------------------------
	|              BOUNDED UNIFORM RUN                |
	---------------------------------------------------
	Expectation                      :  0.4976
	Variance                         :  0.0835
	---------------------------------------------------
	Markov Function Bound    [ 0.20] :  1.0000 | 0.8000
	Markov Function Bound    [ 0.40] :  1.0000 | 0.6000
	Markov Function Bound    [ 0.59] :  0.9912 | 0.4100
	Markov Function Bound    [ 0.79] :  0.9716 | 0.2100
	Markov Function Bound    [ 0.99] :  0.9523 | 0.0100
	---------------------------------------------------
	Markov Function Bound    [ 0.20] :  1.0000 | 0.8000
	Markov Function Bound    [ 0.40] :  1.0000 | 0.6000
	Markov Function Bound    [ 0.59] :  0.9503 | 0.4100
	Markov Function Bound    [ 0.79] :  0.7780 | 0.2100
	Markov Function Bound    [ 0.99] :  0.6370 | 0.0100
	---------------------------------------------------
	Markov Function Bound    [ 0.20] :  1.0000 | 0.8000
	Markov Function Bound    [ 0.40] :  1.0000 | 0.6000
	Markov Function Bound    [ 0.59] :  1.0000 | 0.4100
	Markov Function Bound    [ 0.79] :  0.5636 | 0.2100
	Markov Function Bound    [ 0.99] :  0.2073 | 0.0100
	---------------------------------------------------
	Markov Base Bound        [ 0.20] :  1.0000 | 0.8000
	Markov Base Bound        [ 0.40] :  1.0000 | 0.6000
	Markov Base Bound        [ 0.59] :  0.8433 | 0.4100
	Markov Base Bound        [ 0.79] :  0.6298 | 0.2100
	Markov Base Bound        [ 0.99] :  0.5026 | 0.0100
	---------------------------------------------------
	Chebyshev Bound          [ 0.20] :  1.0000 | 1.0000 | 0.6000
	Chebyshev Bound          [ 0.25] :  1.0000 | 1.0000 | 0.5000
	Chebyshev Bound          [ 0.30] :  0.9279 | 0.9279 | 0.4000
	Chebyshev Bound          [ 0.35] :  0.6817 | 0.6817 | 0.3000
	Chebyshev Bound          [ 0.40] :  0.5220 | 0.5220 | 0.2000
	---------------------------------------------------
	Chebyshev Cantelli Bound [ 0.20] :         | 0.6761 | 0.8000
	Chebyshev Cantelli Bound [ 0.25] :         | 0.5720 | 0.7500
	Chebyshev Cantelli Bound [ 0.30] :         | 0.4813 | 0.7000
	Chebyshev Cantelli Bound [ 0.35] :         | 0.4054 | 0.6500
	Chebyshev Cantelli Bound [ 0.40] :         | 0.3430 | 0.6000
	---------------------------------------------------
	Moment #3 Bound          [ 0.20] :  1.0000 | 1.0000 | 0.6000
	Moment #3 Bound          [ 0.25] :  1.0000 | 1.0000 | 0.5000
	Moment #3 Bound          [ 0.30] :  1.0000 | 1.0000 | 0.4000
	Moment #3 Bound          [ 0.35] :  0.7306 | 0.7306 | 0.3000
	Moment #3 Bound          [ 0.40] :  0.4895 | 0.4895 | 0.2000
	---------------------------------------------------
	Moment #4 Bound          [ 0.20] :  1.0000 | 1.0000 | 0.6000
	Moment #4 Bound          [ 0.25] :  1.0000 | 1.0000 | 0.5000
	Moment #4 Bound          [ 0.30] :  1.0000 | 1.0000 | 0.4000
	Moment #4 Bound          [ 0.35] :  0.8355 | 0.8355 | 0.3000
	Moment #4 Bound          [ 0.40] :  0.4898 | 0.4898 | 0.2000
	---------------------------------------------------
	Moment #5 Bound          [ 0.20] :  1.0000 | 1.0000 | 0.6000
	Moment #5 Bound          [ 0.25] :  1.0000 | 1.0000 | 0.5000
	Moment #5 Bound          [ 0.30] :  1.0000 | 1.0000 | 0.4000
	Moment #5 Bound          [ 0.35] :  0.9955 | 0.9955 | 0.3000
	Moment #5 Bound          [ 0.40] :  0.5106 | 0.5106 | 0.2000
	---------------------------------------------------

	|-----------------------------------------------------------------|
	|    Copyright (C) 2011-2020 (DRIP, DROP)
	|-----------------------------------------------------------------|
	|    Build Version  => 4.66.0 multi mode
	|    Build JVM (TM) => 1.8.0_112
	|    Build Snap     => Sun Jan 26 23:00:02 EST 2020
	|    Start Time     => Mon Jan 27 01:17:20 EST 2020
	|    Setup Time     => Mon Jan 27 01:17:20 EST 2020
	|    Setup Duration => 0 ms
	|-----------------------------------------------------------------|


	|----------------------------------------------------------------------------------|
	|        CHERNOFF-BINOMIAL BOUNDS    -     METRICS FROM UNDERLYING GENERATOR       |
	|----------------------------------------------------------------------------------|
	| SIZE ||               <-               TOLERANCES               ->               |
	|----------------------------------------------------------------------------------|
	|  010 =>  0.001709667 |  0.003757317 |  0.007109528 |  0.012337864 |  0.025206785 | 
	|  020 =>  0.000002923 |  0.000014117 |  0.000050545 |  0.000152223 |  0.000635382 | 
	|  050 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000010 | 
	|  100 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  250 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|----------------------------------------------------------------------------------|

	|----------------------------------------------------------------------------------|
	|      CHERNOFF-BINOMIAL BOUNDS    -     METRICS FROM EMPIRICAL DISTRIBUTION       |
	|----------------------------------------------------------------------------------|
	| SIZE ||               <-               TOLERANCES               ->               |
	|----------------------------------------------------------------------------------|
	|  010 =>  0.000675540 |  0.001539398 |  0.003020281 |  0.005434757 |  0.011723517 | 
	|  020 =>  0.000058234 |  0.000246130 |  0.000771167 |  0.002032379 |  0.006944584 | 
	|  050 =>  0.000000000 |  0.000000000 |  0.000000001 |  0.000000011 |  0.000000302 | 
	|  100 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  250 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|----------------------------------------------------------------------------------|

	|----------------------------------------------------------------------------------|
	|       POISSON CHERNOFF-BINOMIAL BOUNDS  -   METRICS FROM UNDERLYING GENERATOR    |
	|----------------------------------------------------------------------------------|
	| SIZE ||               <-               TOLERANCES               ->               |
	|----------------------------------------------------------------------------------|
	|  010 =>  0.011011692 |  0.021152931 |  0.035129732 |  0.053733373 |  0.091578194 | 
	|  020 =>  0.000121257 |  0.000447447 |  0.001234098 |  0.002887275 |  0.008386566 | 
	|  050 =>  0.000000000 |  0.000000004 |  0.000000054 |  0.000000448 |  0.000006441 | 
	|  100 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  250 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|----------------------------------------------------------------------------------|

	|----------------------------------------------------------------------------------|
	|       POISSON CHERNOFF-BINOMIAL BOUNDS  -  METRICS FROM EMPIRICAL DISTRIBUTION   |
	|----------------------------------------------------------------------------------|
	| SIZE ||               <-               TOLERANCES               ->               |
	|----------------------------------------------------------------------------------|
	|  010 =>  0.015210119 |  0.028821842 |  0.047217021 |  0.071242711 |  0.118958994 | 
	|  020 =>  0.000016447 |  0.000065357 |  0.000194123 |  0.000489093 |  0.001587636 | 
	|  050 =>  0.000000009 |  0.000000188 |  0.000001991 |  0.000013960 |  0.000153885 | 
	|  100 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  250 =>  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|----------------------------------------------------------------------------------|

	|----------------------------------------------------------------------------------|
	|         KARP-HAGERUP-RUB UPPER BOUNDS  -   METRICS FROM UNDERLYING GENERATOR     |
	|----------------------------------------------------------------------------------|
	| SIZE ||               <-               TOLERANCES               ->               |
	|----------------------------------------------------------------------------------|
	|  100 =>  0.357848442 |  0.043412120 |  0.004910419 |  0.000519099 |  0.000015793 | 
	|  200 =>  0.129986639 |  0.001951461 |  0.000025150 |  0.000000280 |  0.000000000 | 
	|  300 =>  0.047230411 |  0.000087530 |  0.000000128 |  0.000000000 |  0.000000000 | 
	|  500 =>  0.006288941 |  0.000000186 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  999 =>  0.000040552 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|----------------------------------------------------------------------------------|

	|----------------------------------------------------------------------------------|
	|        KARP-HAGERUP-RUB UPPER BOUNDS  -   METRICS FROM EMPIRICAL DISTRIBUTION    |
	|----------------------------------------------------------------------------------|
	| SIZE ||               <-               TOLERANCES               ->               |
	|----------------------------------------------------------------------------------|
	|  100 =>  0.356202986 |  0.042441436 |  0.004663412 |  0.000474033 |  0.000013360 | 
	|  200 =>  0.130064026 |  0.001958286 |  0.000025365 |  0.000000284 |  0.000000000 | 
	|  300 =>  0.047422286 |  0.000089846 |  0.000000136 |  0.000000000 |  0.000000000 | 
	|  500 =>  0.006276531 |  0.000000184 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|  999 =>  0.000040579 |  0.000000000 |  0.000000000 |  0.000000000 |  0.000000000 | 
	|----------------------------------------------------------------------------------|

	|----------------------------------------------------------------------------------|
	|         KARP-HAGERUP-RUB LOWER BOUNDS  -   METRICS FROM UNDERLYING GENERATOR     |
	|----------------------------------------------------------------------------------|
	| SIZE ||               <-               TOLERANCES               ->               |
	|----------------------------------------------------------------------------------|
	|  100 =>  0.989911452 |  0.912782149 |  0.776083976 |  0.608444661 |  0.362772924 | 
	|  200 =>  0.979982336 |  0.833612523 |  0.603192865 |  0.371273664 |  0.132380733 | 
	|  300 =>  0.971895678 |  0.773707591 |  0.490333168 |  0.247379036 |  0.057804958 | 
	|  500 =>  0.951781350 |  0.640965592 |  0.290689783 |  0.088781473 |  0.007140343 | 
	|  999 =>  0.903518508 |  0.401267032 |  0.079145519 |  0.006932911 |  0.000039238 | 
	|----------------------------------------------------------------------------------|

	|----------------------------------------------------------------------------------|
	|        KARP-HAGERUP-RUB LOWER BOUNDS  -   METRICS FROM EMPIRICAL DISTRIBUTION    |
	|----------------------------------------------------------------------------------|
	| SIZE ||               <-               TOLERANCES               ->               |
	|----------------------------------------------------------------------------------|
	|  100 =>  0.990148473 |  0.914751013 |  0.780742917 |  0.615624342 |  0.371562787 | 
	|  200 =>  0.980099095 |  0.834506823 |  0.604992094 |  0.373447375 |  0.133967298 | 
	|  300 =>  0.971218592 |  0.768869949 |  0.481864227 |  0.239074020 |  0.053913651 | 
	|  500 =>  0.949733566 |  0.628660375 |  0.275451211 |  0.079889110 |  0.005756768 | 
	|  999 =>  0.908145615 |  0.420145205 |  0.089926410 |  0.008904694 |  0.000065396 | 
	|----------------------------------------------------------------------------------|