Verification of Endgame Databases

Discussion about development of draughts in the time of computer and Internet.
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64_bit_checkers_engine
Posts: 62
Joined: Mon Apr 20, 2009 01:10
Contact:

Verification of Endgame Databases

Post by 64_bit_checkers_engine » Wed Jul 29, 2009 15:35

This might not bode well for all endgame database programmers. While what I am posting concerns something I discovered about 8x8 checkers, it could potentially apply equally well for International Draughts.

I've computed many endgame databases before: for chess, my 10x8 chess variant Gothic Chess (see http://www.gothicchess.com/javascript_endings.html) and checkers. I recently switched my checkers database builder to a very fast 64-bit version, with buffering, no subdivisions, and code able to handle up to 12 pieces total.

Examine this report for a simple slice of king vs. king

Code: Select all

***********************************************************************************
* 2-piece database, 1 white king 0 white checkers vs. 1 red king 0 red checkers   *
***********************************************************************************

TOTAL POSITIONS: 992
TOTAL BYTES:     992


TOTAL WINS   (white to move)........... 230
TOTAL DRAWS  (white to move)........... 654
TOTAL LOSSES (white to move)........... 108

Wins resolved as jumps................. 72
Draws resolved as jumps................ 0
Losses resolved as jumps............... 0

Wins resolved from moving.............. 158
Draws resolved from moving............. 0
Losses resolved from moving............ 108

Wins with NO JUMPS for EITHER SIDE..... 140
Draws with NO JUMPS for EITHER SIDE.... 650
Losses with NO JUMPS for EITHER SIDE... 108

Draws resolved from unknowns........... 654

Cumulative win length improvements..... 0
Cumulative loss length changes......... 0


Database resolved after 11 iterations (includes the JUMP pass).
The longest win requires 11 ply to complete.

There are 32 wins of the same length in this database slice.
One of the longest white to move and win positions: (white pieces start at top of board)

***************************************************************************************************************
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
***************************************************************************************************************
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*### 32 ###*          *### 31 ###*          *### 30 ###*          *### 29 ###*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
***************************************************************************************************************
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *### 28 ###*          *### 27 ###*          *### 26 ###*          *### 25 ###*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
***************************************************************************************************************
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*### 24 ###*          *### 23 ###*          *### 22 ###*          *### 21 ###*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
***************************************************************************************************************
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *### 20 ###*          *### 19 ###*          *### 18 ###*          *### 17 ###*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
***************************************************************************************************************
*----------*##########*          *##########*          *##########*          *##########* -------- *----------*
*----------*##########*          *##########*          *##########*          *##########* |RRRRRR| *----------*
*----------*### 16 ###*          *### 15 ###*          *### 14 ###*          *### 13 ###* -------- *----------*
*----------*##########*          *##########*          *##########*          *##########* |RRRRRR| *----------*
*----------*##########*          *##########*          *##########*          *##########* -------- *----------*
***************************************************************************************************************
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *### 12 ###*          *### 11 ###*          *### 10 ###*          *### 09 ###*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
***************************************************************************************************************
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*### 08 ###*          *### 07 ###*          *### 06 ###*          *### 05 ###*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
***************************************************************************************************************
*----------*          *##########*          *##########*          *##########* -------- *##########*----------*
*----------*          *##########*          *##########*          *##########* |WWWWWW| *##########*----------*
*----------*          *### 04 ###*          *### 03 ###*          *### 02 ###* -------- *### 01 ###*----------*
*----------*          *##########*          *##########*          *##########* |WWWWWW| *##########*----------*
*----------*          *##########*          *##########*          *##########* -------- *##########*----------*
***************************************************************************************************************
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
Nothing looks out of the ordinary. Now compare this to my earlier, much older move generator, no buffering, with subdivisions (a much different code base, those buffering/subdivisions played no role yet since the db is still so small)

Code: Select all

***********************************************************************************
* 2-piece database, 1 white king 0 white checkers vs. 1 red king 0 red checkers   *
***********************************************************************************

TOTAL POSITIONS: 992
TOTAL BYTES:     992


TOTAL WINS   (white to move)........... 230
TOTAL DRAWS  (white to move)........... 654
TOTAL LOSSES (white to move)........... 108

Wins resolved as jumps................. 72
Draws resolved as jumps................ 0
Losses resolved as jumps............... 0

Wins resolved from moving.............. 158
Draws resolved from moving............. 0
Losses resolved from moving............ 108

Wins with NO JUMPS for EITHER SIDE..... 140
Draws with NO JUMPS for EITHER SIDE.... 650
Losses with NO JUMPS for EITHER SIDE... 108

Draws resolved from unknowns........... 654

Cumulative win length improvements..... 0
Cumulative loss length changes......... 0


Database resolved after 11 iterations (includes the JUMP pass).
The longest win requires 11 ply to complete.

There are 34 wins of the same length in this database slice.
One of the longest white to move and win positions: (white pieces start at top of board)

***************************************************************************************************************
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
***************************************************************************************************************
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*### 32 ###*          *### 31 ###*          *### 30 ###*          *### 29 ###*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
***************************************************************************************************************
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *### 28 ###*          *### 27 ###*          *### 26 ###*          *### 25 ###*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
***************************************************************************************************************
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*### 24 ###*          *### 23 ###*          *### 22 ###*          *### 21 ###*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
***************************************************************************************************************
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *### 20 ###*          *### 19 ###*          *### 18 ###*          *### 17 ###*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
***************************************************************************************************************
*----------*##########*          *##########*          *##########*          *##########* -------- *----------*
*----------*##########*          *##########*          *##########*          *##########* |RRRRRR| *----------*
*----------*### 16 ###*          *### 15 ###*          *### 14 ###*          *### 13 ###* -------- *----------*
*----------*##########*          *##########*          *##########*          *##########* |RRRRRR| *----------*
*----------*##########*          *##########*          *##########*          *##########* -------- *----------*
***************************************************************************************************************
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *### 12 ###*          *### 11 ###*          *### 10 ###*          *### 09 ###*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
*----------*          *##########*          *##########*          *##########*          *##########*----------*
***************************************************************************************************************
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*### 08 ###*          *### 07 ###*          *### 06 ###*          *### 05 ###*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
*----------*##########*          *##########*          *##########*          *##########*          *----------*
***************************************************************************************************************
*----------*          *##########*          *##########*          *##########* -------- *##########*----------*
*----------*          *##########*          *##########*          *##########* |WWWWWW| *##########*----------*
*----------*          *### 04 ###*          *### 03 ###*          *### 02 ###* -------- *### 01 ###*----------*
*----------*          *##########*          *##########*          *##########* |WWWWWW| *##########*----------*
*----------*          *##########*          *##########*          *##########* -------- *##########*----------*
***************************************************************************************************************
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
*----------*----------*----------*----------*----------*----------*----------*----------*----------*----------*
This made me turn pale. The numbers "match" in all categories, except that the total number of max wins is 32 in the recent build, and 34 in the prior build!

Right now, most programmers only compare counts of win-loss-draw with jumps removed. If the numbers match, the assumption is the databases match.

In this case, I have MANY MORE data points that match, yet I still have different databases, apparently!

I went back to the logs of the generation process, to confirm my fears.

LOG OF MOST RECENT BUILD

Code: Select all

Jul 28 2009 @ 12:45:00
DB 2, slice 1, (global slice 1): iteration 1 completed.
*******************************************************

wins resolved this pass = 22, losses resolved this pass = 16, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 22, total move pass losses = 16, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 882.

Jul 28 2009 @ 12:45:00
DB 2, slice 1, (global slice 1): iteration 2 completed.
*******************************************************

wins resolved this pass = 27, losses resolved this pass = 9, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 49, total move pass losses = 25, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 846.

Jul 28 2009 @ 12:45:00
DB 2, slice 1, (global slice 1): iteration 3 completed.
*******************************************************

wins resolved this pass = 24, losses resolved this pass = 27, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 73, total move pass losses = 52, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 795.

Jul 28 2009 @ 12:45:00
DB 2, slice 1, (global slice 1): iteration 4 completed.
*******************************************************

wins resolved this pass = 33, losses resolved this pass = 16, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 106, total move pass losses = 68, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 746.

Jul 28 2009 @ 12:45:00
DB 2, slice 1, (global slice 1): iteration 5 completed.
*******************************************************

wins resolved this pass = 21, losses resolved this pass = 22, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 127, total move pass losses = 90, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 703.

Jul 28 2009 @ 12:45:00
DB 2, slice 1, (global slice 1): iteration 6 completed.
*******************************************************

wins resolved this pass = 23, losses resolved this pass = 13, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 150, total move pass losses = 103, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 667.

Jul 28 2009 @ 12:45:00
DB 2, slice 1, (global slice 1): iteration 7 completed.
*******************************************************

wins resolved this pass = 4, losses resolved this pass = 4, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 154, total move pass losses = 107, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 659.

Jul 28 2009 @ 12:45:00
DB 2, slice 1, (global slice 1): iteration 8 completed.
*******************************************************

wins resolved this pass = 4, losses resolved this pass = 1, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 158, total move pass losses = 108, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 654.

Jul 28 2009 @ 12:45:00
DB 2, slice 1, (global slice 1): iteration 9 completed.
*******************************************************

wins resolved this pass = 0, losses resolved this pass = 0, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 158, total move pass losses = 108, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 654.
unknowns set to draw = 654
LOG OF PREVIOUS BUILD

Code: Select all

Thursday, March 12, 2009 @ 2:59:33 AM
***********************************************************************************
* 2-piece database, 1 white king 0 white checkers vs. 1 red king 0 red checkers   *
***********************************************************************************

slice 1 of 2-piece database jump pass complete (global slice # 1).

jump pass wins = 72, jump pass losses = 0, jump pass draws = 0.
unknown positions remaining to be resolved = 920.

Thursday, March 12, 2009 @ 2:59:33 AM
DB 2, slice 1, (global slice 1): iteration 1 completed.
*******************************************************

wins resolved this pass = 20, losses resolved this pass = 14, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 20, total move pass losses = 14, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 886.

Thursday, March 12, 2009 @ 2:59:33 AM
DB 2, slice 1, (global slice 1): iteration 2 completed.
*******************************************************

wins resolved this pass = 28, losses resolved this pass = 9, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 48, total move pass losses = 23, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 849.

Thursday, March 12, 2009 @ 2:59:33 AM
DB 2, slice 1, (global slice 1): iteration 3 completed.
*******************************************************

wins resolved this pass = 24, losses resolved this pass = 29, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 72, total move pass losses = 52, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 796.

Thursday, March 12, 2009 @ 2:59:33 AM
DB 2, slice 1, (global slice 1): iteration 4 completed.
*******************************************************

wins resolved this pass = 33, losses resolved this pass = 16, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 105, total move pass losses = 68, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 747.

Thursday, March 12, 2009 @ 2:59:33 AM
DB 2, slice 1, (global slice 1): iteration 5 completed.
*******************************************************

wins resolved this pass = 22, losses resolved this pass = 24, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 127, total move pass losses = 92, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 701.

Thursday, March 12, 2009 @ 2:59:33 AM
DB 2, slice 1, (global slice 1): iteration 6 completed.
*******************************************************

wins resolved this pass = 23, losses resolved this pass = 11, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 150, total move pass losses = 103, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 667.

Thursday, March 12, 2009 @ 2:59:33 AM
DB 2, slice 1, (global slice 1): iteration 7 completed.
*******************************************************

wins resolved this pass = 4, losses resolved this pass = 4, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 154, total move pass losses = 107, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 659.

Thursday, March 12, 2009 @ 2:59:33 AM
DB 2, slice 1, (global slice 1): iteration 8 completed.
*******************************************************

wins resolved this pass = 4, losses resolved this pass = 1, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 158, total move pass losses = 108, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 654.

Thursday, March 12, 2009 @ 2:59:33 AM
DB 2, slice 1, (global slice 1): iteration 9 completed.
*******************************************************

wins resolved this pass = 0, losses resolved this pass = 0, draws resolved this pass = 0.
win lengths improved this pass = 0, loss lengths that changed this pass = 0.

total move pass wins = 158, total move pass losses = 108, total move pass draws = 0.
cumulative win lengths improved = 0, cumulative loss lengths that changed = 0.

unknown positions remaining to be resolved = 654.
unknowns set to draw = 654
As you can see, different data on an iteration-by-iteration comparison, yet a fair number of agreeing data counts at the end of the computation.

This means a more granular comparison MUST be made by two teams trying to verify data!

64_bit_checkers_engine
Posts: 62
Joined: Mon Apr 20, 2009 01:10
Contact:

More on verification

Post by 64_bit_checkers_engine » Wed Jul 29, 2009 17:03

I might have to do an index-by-index comparison of the databases. I am not looking forward to this!

Code: Select all

What the database actually looks like, byte-by-byte (8 bytes per row, sorted by index, NOT position)

*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00000001 * 00001001 * 00001001 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00001011 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00001011 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00001011 * 11111110 * 11111110 * 11111110 * 00001010 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000001 * 00000001 * 00000101 * 00001010 * 00000010 *
*****************************************************************************************
* 11111110 * 11111110 * 00001011 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00001011 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00001011 * 11111110 * 11111110 * 11111110 * 00001010 * 00000110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000001 * 00000001 * 00001010 * 00000110 * 00000010 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00001010 * 00000110 * 00000110 *
*****************************************************************************************
* 11111110 * 00001011 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 00001011 * 11111110 * 11111110 * 11111110 * 00001010 * 00000110 * 00000010 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000001 * 00001010 * 00000110 * 00000010 * 00000010 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00001010 * 00000110 * 00000110 * 00000110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00001010 * 00001010 * 00001010 * 00001010 *
*****************************************************************************************
* 00001011 * 11111110 * 11111110 * 11111110 * 11111110 * 00001011 * 00001011 * 00001011 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000001 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00001001 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00001001 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00000011 * 00000111 * 00000111 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00000001 * 00000001 * 00000111 * 00000111 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00001001 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00001001 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000011 * 00000011 * 00000011 * 11111110 * 00001000 *
*****************************************************************************************
* 11111110 * 11111110 * 00000001 * 00000001 * 00000011 * 11111110 * 00001000 * 00000100 *
*****************************************************************************************
* 11111110 * 00001001 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 00001001 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000011 * 00000011 * 11111110 * 00001000 * 00000100 *
*****************************************************************************************
* 11111110 * 11111110 * 00000001 * 00000011 * 11111110 * 00001000 * 00000100 * 00000100 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00001000 * 00001000 * 00001000 *
*****************************************************************************************
* 00001001 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00000001 * 00001001 * 00001001 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000011 * 00000001 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000111 * 00000111 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000111 * 00000111 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00000001 * 00000001 * 00000101 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00000011 * 00000001 * 00000001 * 00000101 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00000111 * 00000111 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00000111 * 00000111 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00000001 * 00000001 * 11111110 * 00000110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000001 * 00000001 * 11111110 * 00000110 * 00000110 *
*****************************************************************************************
* 11111110 * 00000111 * 00000111 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 00000111 * 00000111 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00000001 * 11111110 * 00000110 * 00000010 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000001 * 11111110 * 00000110 * 00000110 * 00000110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00001010 * 00001010 * 00001010 *
*****************************************************************************************
* 00001011 * 00001011 * 11111110 * 11111110 * 11111110 * 00001011 * 00001011 * 00001011 *
*****************************************************************************************
* 00001010 * 00001010 * 11111110 * 11111110 * 00000001 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 00000010 * 11111110 * 11111110 * 00000001 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000101 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00000011 * 00000111 * 00000111 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000001 * 00000001 * 00000111 * 00000111 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00000001 * 00000001 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00000101 * 00000101 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000011 * 00000011 * 00000011 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000001 * 00000001 * 00000011 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 00000101 * 00000001 * 00000001 * 00000011 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 00000101 * 00000101 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000011 * 00000011 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000001 * 00000011 * 11111110 * 11111110 * 00000100 *
*****************************************************************************************
* 11111110 * 11111110 * 00000001 * 00000011 * 11111110 * 11111110 * 00001000 * 00001000 *
*****************************************************************************************
* 00001001 * 00001001 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00001001 * 00001001 *
*****************************************************************************************
* 00001000 * 00001000 * 11111110 * 11111110 * 00000011 * 00000001 * 11111110 * 11111110 *
*****************************************************************************************
* 00000100 * 11111110 * 11111110 * 00000011 * 00000001 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000011 * 00000011 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00000101 * 00000101 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000011 * 00000001 * 00000001 * 00000101 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00000011 * 00000001 * 00000001 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00000011 * 00000011 * 00000011 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00000101 * 00000101 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00000001 * 00000001 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 00000111 * 00000111 * 00000001 * 00000001 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 00000111 * 00000111 * 00000011 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00000101 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00000001 * 11111110 * 11111110 * 00000010 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000001 * 11111110 * 11111110 * 00001010 * 00001010 *
*****************************************************************************************
* 00001011 * 00001011 * 00001011 * 11111110 * 11111110 * 11111110 * 00001011 * 00001011 *
*****************************************************************************************
* 00001010 * 00001010 * 00001010 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 00000110 * 00000110 * 00000110 * 11111110 * 00000001 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 00000010 * 00000110 * 11111110 * 00000001 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00000111 * 00000111 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00000111 * 00000111 * 11111110 *
*****************************************************************************************
* 00000110 * 00000110 * 11111110 * 00000001 * 00000001 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 00000110 * 11111110 * 00000001 * 00000001 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00000111 * 00000111 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00000111 * 00000111 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00000101 * 00000001 * 00000001 * 00000011 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 00000101 * 00000001 * 00000001 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000111 * 00000111 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000111 * 00000111 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 00000001 * 00000011 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 00001001 * 00001001 * 00000001 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00001001 *
*****************************************************************************************
* 00001000 * 00001000 * 00001000 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 00000100 * 00000100 * 00001000 * 11111110 * 00000011 * 00000001 * 11111110 * 11111110 *
*****************************************************************************************
* 00000100 * 00001000 * 11111110 * 00000011 * 00000011 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00001001 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00001001 * 11111110 *
*****************************************************************************************
* 00000100 * 00001000 * 11111110 * 00000011 * 00000001 * 00000001 * 11111110 * 11111110 *
*****************************************************************************************
* 00001000 * 11111110 * 00000011 * 00000011 * 00000011 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00001001 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00001001 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 00000111 * 00000111 * 00000001 * 00000001 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 00000111 * 00000111 * 00000011 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00001001 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00001001 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00000001 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 00001011 * 00001011 * 00001011 * 11111110 * 11111110 * 11111110 * 11111110 * 00001011 *
*****************************************************************************************
* 00001010 * 00001010 * 00001010 * 00001010 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 00000110 * 00000110 * 00000110 * 00001010 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 00000010 * 00000010 * 00000110 * 00001010 * 00000001 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 00000010 * 00000110 * 00001010 * 11111110 * 11111110 * 11111110 * 00001011 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00001011 * 11111110 *
*****************************************************************************************
* 00000110 * 00000110 * 00001010 * 11111110 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 00000010 * 00000110 * 00001010 * 00000001 * 00000001 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 00000110 * 00001010 * 11111110 * 11111110 * 11111110 * 00001011 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00001011 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 11111110 * 00001011 * 11111110 * 11111110 *
*****************************************************************************************
* 00000010 * 00001010 * 00000101 * 00000001 * 00000001 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 00001010 * 11111110 * 11111110 * 11111110 * 00001011 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00001011 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 11111110 * 11111110 * 11111110 * 00001011 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************
* 11111110 * 00001001 * 00001001 * 00000001 * 11111110 * 11111110 * 11111110 * 11111110 *
*****************************************************************************************

What the meaning of the data is, byte-by-byte (8 bytes per row, sorted by index, NOT position)

*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 001 * W in 009 * W in 009 *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 011 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 011 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 011 *   DRAW   *   DRAW   *   DRAW   * L in 010 *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 001 * W in 001 * W in 005 * L in 010 * L in 002 *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 011 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 011 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 011 *   DRAW   *   DRAW   *   DRAW   * L in 010 * L in 006 *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 001 * W in 001 * L in 010 * L in 006 * L in 002 *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * L in 010 * L in 006 * L in 006 *
*****************************************************************************************
*   DRAW   * W in 011 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   * W in 011 *   DRAW   *   DRAW   *   DRAW   * L in 010 * L in 006 * L in 002 *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 001 * L in 010 * L in 006 * L in 002 * L in 002 *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * L in 010 * L in 006 * L in 006 * L in 006 *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * L in 010 * L in 010 * L in 010 * L in 010 *
*****************************************************************************************
* W in 011 *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 011 * W in 011 * W in 011 *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 001 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 009 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 009 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 003 * W in 007 * W in 007 *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 001 * W in 001 * W in 007 * W in 007 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 009 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 009 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 003 * W in 003 * W in 003 *   DRAW   * L in 008 *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 001 * W in 001 * W in 003 *   DRAW   * L in 008 * L in 004 *
*****************************************************************************************
*   DRAW   * W in 009 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   * W in 009 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 003 * W in 003 *   DRAW   * L in 008 * L in 004 *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 001 * W in 003 *   DRAW   * L in 008 * L in 004 * L in 004 *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * L in 008 * L in 008 * L in 008 *
*****************************************************************************************
* W in 009 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 001 * W in 009 * W in 009 *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 003 * W in 001 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 007 * W in 007 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 007 * W in 007 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 001 * W in 001 * W in 005 *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 003 * W in 001 * W in 001 * W in 005 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 007 * W in 007 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 007 * W in 007 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 001 * W in 001 *   DRAW   * L in 006 *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 001 * W in 001 *   DRAW   * L in 006 * L in 006 *
*****************************************************************************************
*   DRAW   * W in 007 * W in 007 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   * W in 007 * W in 007 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 001 *   DRAW   * L in 006 * L in 002 *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 001 *   DRAW   * L in 006 * L in 006 * L in 006 *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * L in 010 * L in 010 * L in 010 *
*****************************************************************************************
* W in 011 * W in 011 *   DRAW   *   DRAW   *   DRAW   * W in 011 * W in 011 * W in 011 *
*****************************************************************************************
* L in 010 * L in 010 *   DRAW   *   DRAW   * W in 001 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 002 *   DRAW   *   DRAW   * W in 001 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 005 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 003 * W in 007 * W in 007 *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 001 * W in 001 * W in 007 * W in 007 *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 001 * W in 001 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 005 * W in 005 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 003 * W in 003 * W in 003 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 001 * W in 001 * W in 003 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   * W in 005 * W in 001 * W in 001 * W in 003 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   * W in 005 * W in 005 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 003 * W in 003 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 001 * W in 003 *   DRAW   *   DRAW   * L in 004 *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 001 * W in 003 *   DRAW   *   DRAW   * L in 008 * L in 008 *
*****************************************************************************************
* W in 009 * W in 009 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 009 * W in 009 *
*****************************************************************************************
* L in 008 * L in 008 *   DRAW   *   DRAW   * W in 003 * W in 001 *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 004 *   DRAW   *   DRAW   * W in 003 * W in 001 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 003 * W in 003 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 005 * W in 005 *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 003 * W in 001 * W in 001 * W in 005 *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 003 * W in 001 * W in 001 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 003 * W in 003 * W in 003 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 005 * W in 005 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 001 * W in 001 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   * W in 007 * W in 007 * W in 001 * W in 001 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   * W in 007 * W in 007 * W in 003 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 005 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 001 *   DRAW   *   DRAW   * L in 002 *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 001 *   DRAW   *   DRAW   * L in 010 * L in 010 *
*****************************************************************************************
* W in 011 * W in 011 * W in 011 *   DRAW   *   DRAW   *   DRAW   * W in 011 * W in 011 *
*****************************************************************************************
* L in 010 * L in 010 * L in 010 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 006 * L in 006 * L in 006 *   DRAW   * W in 001 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 002 * L in 006 *   DRAW   * W in 001 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 007 * W in 007 *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 007 * W in 007 *   DRAW   *
*****************************************************************************************
* L in 006 * L in 006 *   DRAW   * W in 001 * W in 001 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 006 *   DRAW   * W in 001 * W in 001 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 007 * W in 007 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 007 * W in 007 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 005 * W in 001 * W in 001 * W in 003 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   * W in 005 * W in 001 * W in 001 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 007 * W in 007 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 007 * W in 007 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   * W in 001 * W in 003 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
* W in 009 * W in 009 * W in 001 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 009 *
*****************************************************************************************
* L in 008 * L in 008 * L in 008 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 004 * L in 004 * L in 008 *   DRAW   * W in 003 * W in 001 *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 004 * L in 008 *   DRAW   * W in 003 * W in 003 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 009 *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 009 *   DRAW   *
*****************************************************************************************
* L in 004 * L in 008 *   DRAW   * W in 003 * W in 001 * W in 001 *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 008 *   DRAW   * W in 003 * W in 003 * W in 003 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 009 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 009 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   * W in 007 * W in 007 * W in 001 * W in 001 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   * W in 007 * W in 007 * W in 003 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 009 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 009 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 001 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
* W in 011 * W in 011 * W in 011 *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 011 *
*****************************************************************************************
* L in 010 * L in 010 * L in 010 * L in 010 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 006 * L in 006 * L in 006 * L in 010 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 002 * L in 002 * L in 006 * L in 010 * W in 001 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 002 * L in 006 * L in 010 *   DRAW   *   DRAW   *   DRAW   * W in 011 *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 011 *   DRAW   *
*****************************************************************************************
* L in 006 * L in 006 * L in 010 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 002 * L in 006 * L in 010 * W in 001 * W in 001 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 006 * L in 010 *   DRAW   *   DRAW   *   DRAW   * W in 011 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 011 *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 011 *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 002 * L in 010 * W in 005 * W in 001 * W in 001 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
* L in 010 *   DRAW   *   DRAW   *   DRAW   * W in 011 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 011 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   *   DRAW   *   DRAW   *   DRAW   * W in 011 *   DRAW   *   DRAW   *   DRAW   *
*****************************************************************************************
*   DRAW   * W in 009 * W in 009 * W in 001 *   DRAW   *   DRAW   *   DRAW   *   DRAW   *
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