Rating RoShamBo Contestants

HQ uses the Glicko system to rate the contestants. The RoShamBo tournament seemed like a good way of testing this approach. In the tournament, contestants were ranked using a round-robin format where the magnitude of matches counted. They were also ranked using a simple count of win (+2), draw (+1), and lose (+0). After averaging the results of 100 tournaments, the contestant "Iocaine Powder" was top in both rankings.

Rather than have each contestant play each other as in the round-robin tournament, tournaments were conducted by initially ordering contestants randomly, pairing adjacent contestants, sorting the results of the matches, and then pairing adjacent contestants in the sorted list for the next round of the tournament. Glicko ratings were computed for each contestant after every match. Here is the modified RoShamBo code for running such tournaments. The contestant ratings after 100 tournaments is given below. Each tournament had 5 rounds.

It appears that the Glicko rating system computes realistic rankings for the contestants. In fact, it seems that reasonable rankings can be obtained in less matches than required by a round-robin tournament.


 Playing 100 tournaments, 5 rounds/tournament and 1000 trials per match...
 Draw range is +-5 games.
 Random number seed = 0.


 Ratings after 100 tournaments: 

    Player Name        Rating   RD
  1 Iocaine Powder      2329   29.9
  2 Phasenbott          2234   29.9
  3 Majikthise          2063   29.9
  4 RussRocker4         2058   29.9
  5 MegaHAL             2036   29.9
  6 Simple Modeller     2034   29.9
  7 Shofar              2018   29.9
  8 Vroomfondel         1995   29.9
  9 ACT-R Lag2          1991   29.9
 10 Biopic              1979   30.0
 11 Bugbrain            1948   29.9
 12 * Pi                1938   29.9
 13 * De Bruijn         1932   29.9
 14 Robertot            1913   30.0
 15 Boom                1909   30.0
 16 Simple Predictor    1871   29.9
 17 Marble              1800   29.9
 18 Granite             1781   29.9
 19 ZQ Bot              1754   30.0
 20 Piedra              1729   29.9
 21 Mixed Strategy      1700   29.9
 22 * Anti-rotn         1695   29.9
 23 Sweet Rocky         1695   30.0
 24 Random (Optimal)    1685   29.9
 25 Inocencio           1682   29.9
 26 Multi-strategy      1617   29.9
 27 Peterbot            1566   30.0
 28 * Foxtrot           1529   29.9
 29 Knucklehead         1523   29.9
 30 * Add-drift         1468   29.9
 31 Beat Frequent Pick  1455   30.0
 32 R-P-S 20-20-60      1430   30.0
 33 * Copy-drift        1428   29.9
 34 * Anti-Flat         1416   29.9
 35 * Flat              1406   29.9
 36 * Text              1393   29.9
 37 Rotate R-P-S        1389   29.9
 38 * Switch A Lot      1375   29.9
 39 Good Ole Rock       1371   30.0
 40 Beat The Last Move  1338   30.0
 41 Always Switchin'    1324   29.9
 42 * Add-react         1324   29.9


 Average point totals over 100 tournaments: 

    Player Name          total      1     2     3     4     5     6     7     8     9    10    11    12    13    14    15    16    17    18    19    20    21    22    23    24    25    26    27    28    29    30    31    32    33    34    35    36    37    38    39    40    41    42
  1 Simple Modeller        847      0    -9     2     2    12     7     4    -4     2     2    33     1     2     2     0     9    35    22     6    -1    -1     0    -8    -3     0    18    68    -2    22    15     6    11     7     6    82    40    47    24    60   109   140    80
  2 Iocaine Powder         839      9     0     2     3    19    24     2    60    12     3    26     7     3    -1     6     2    42    10     4   120     4     4     6    -1     1    34    21    30     6     8    16     3     6    12    45    20    37    16    59    30    60    69
  3 Piedra                 772     -2    -2     0     1    -4    -5     7    -5    -6    -5    -5    -5    -5    -5    -6     0    -8    12    -7    -4    -5    -3    -3    -2    -1    17    61     2     6     5    39    16    15    13    41    25    65    36   139    89   189    80
  4 Sweet Rocky            727     -2    -3    -1     0    -5    -7     5    -5    -4    -5    -5    -2    -3    -5    -6    -1    -5    16    -4    -5    -4    -5    -3    -3    -1    45    41     1     2     5    17    20    18    18    28    21   101    24   169   139    50    90
  5 Granite                721    -12   -19     4     5     0     1     7   -29   -26    -6    -5   -12    -6    -5   -20     3     1    37    -6   -24    -5    -5    -7    -3    -2    38   118     5     2     4     8    13    25     6    81    22    36    62   179    80    80   100
  6 Marble                 685     -7   -24     5     7    -1     0     7   -21   -14   -11    -3   -13    -8    -6   -21     3     3    23    -7   -30    -2    -6    -9    -2     0    26    56     8     2     7    11    14    18    12   154    27    83    55    69    90    60   130
  7 * Anti-rotn            668     -4    -2    -7    -5    -7    -7     0    -5    -7    -9    -4    -5    -9    -7    -2    -2    -8    39    -5    -6     2     1    -5    -2    -1     5    63    -1     0     1     2    20     8    37    21    41    64    13    84   140   140   100
  8 Phasenbott             640      4   -60     5     5    29    21     5     0    14     9    21     5     5     1    19     5    33    11     6   112     5     3    10    -2     0    23    10    26    10     4    33     3     2     3     9     2    46     4    49    40    30    79
  9 MegaHAL                633     -2   -12     6     4    26    14     7   -14     0     3     8     3     3    -3     2     5    28    21     1    18    -3    -3    -3    -3     0    38    61     8    18     5    19     8    10    10    53    23    38    26    69    50    70    20
 10 Robertot               629     -2    -3     5     5     6    11     9    -9    -3     0     6    -2     0     1    -3     4    10    14    -3    -4     0    -2    -3    -2    -2    28     4     0     3     4     2     7    16     4    77    18    84    30    94    89    50    90
 11 Simple Predictor       624    -33   -26     5     5     5     3     4   -21    -8    -6     0   -10     3    -1    -3    10    15    29     6   -11    -2    -4   -12    -1     1    17    59    -1    17    24     7    15    13     9   100    24    30     8    59    59   109   130
 12 Biopic                 608     -1    -7     5     2    12    13     5    -5    -3     2    10     0     1    -2     4     5     7    40    -1    -2     0    -1    -3     1     2    56    16    20     1     6     6     8     7     8    98    20    44    25    10    50    60    90
 13 Boom                   594     -2    -3     5     3     6     8     9    -5    -3     0    -3    -1     0    -4    -3     5     5    29    -2    -6    -5    -5     1    -3    -1    60     6     0     4     4     7     9    12     5    57    57    40    31    40    49    99    90
 14 Shofar                 547     -2     1     5     5     5     6     7    -1     3    -1     1     2     4     0     1     4     9     9    -1    -2    -2     2    -2    -2     0     6    45     0     1     5     2     9     5     1    14    40    46    32    19    29    88   156
 15 ACT-R Lag2             538      0    -6     6     6    20    21     2   -19    -2     3     3    -4     3    -1     0     7    14    11     3    -1     1     2    -8    -1    -2    30    53    -5     0     1     5    13     7    12    14    22    17    23    19    70   120    80
 16 Mixed Strategy         538     -9    -2     0     1    -3    -3     2    -5    -5    -4   -10    -5    -5    -4    -7     0     1     1    -9    -8    -3    -5    -8    -4     0    13    30    -2     1     5     6     5    15     3    33    22    35    46   136   106    89    89
 17 ZQ Bot                 510    -35   -42     8     5    -1    -3     8   -33   -28   -10   -15    -7    -5    -9   -14    -1     0    40   -10   -24    -5    -4    -6    -3    -1    36    30     3     8     3     6    21    26    22   109    10    47    26    70    89   100   100
 18 Multi-strategy         501    -22   -10   -12   -16   -37   -23   -39   -11   -21   -14   -29   -40   -29    -9   -11    -1   -40     0    -9   -37   -18   -11    -5    -2     1     9   -13     0     2    36     5    44    15    20    29    57   130    62   120   179   120   130
 19 Bugbrain               439     -6    -4     7     4     6     7     5    -6    -1     3    -6     1     2     1    -3     9    10     9     0    -2    -2     0    -2    -1    -1    10     9     1     8     4     8     5     3     7    33    17    20    18    76    76    78    39
 20 RussRocker4            431      1  -120     4     5    24    30     6  -112   -18     4    11     2     6     2     1     8    24    37     2     0    -2     2    -7    -2    -1    38    15     7     8     9    24    11     8     7    93    10    30     6    79    79    60    40
 21 Vroomfondel            333      1    -4     5     4     5     2    -2    -5     3     0     2     0     5     2    -1     3     5    18     2     2     0     2    -2     3     1    26     8     1     0     0     0     6     3     4     2    15    19    18     0    60    50    69
 22 Majikthise             286      0    -4     3     5     5     6    -1    -3     3     2     4     1     5    -2    -2     5     4    11     0    -2    -2     0    -1     1     0    16     7     0     1     1     0     7     1     8     1    11    23     4    -1    10    99    59
 23 * De Bruijn             84      8    -6     3     3     7     9     5   -10     3     3    12     3    -1     2     8     8     6     5     2     7     2     1     0     0     1     1     2    -1     0     0     1    -1     1    -1    -1     0    12     0     0     1     0    -7
 24 * Pi                    36      3     1     2     3     3     2     2     2     3     2     1    -1     3     2     1     4     3     2     1     2    -3    -1     0     0     1     1     2     0     0     0     1     0    -6     0     2     0     1    -1     2    -1    -1    -1
 25 Random (Optimal)         2      0    -1     1     1     2     0     1     0     0     2    -1    -2     1     0     2     0     1    -1     1     1    -1     0    -1    -1     0    -1    -1     0     1     2    -1     1     1     1     0     0     0    -1     0    -1    -1    -2
 26 Knucklehead            -83    -18   -34   -17   -45   -38   -26    -5   -23   -38   -28   -17   -56   -60    -6   -30   -13   -36    -9   -10   -38   -26   -16    -1    -1     1     0   -33     0     2     9     4     1     0     0    -2    -1    13     9    87   100   153   166
 27 Inocencio             -114    -68   -21   -61   -41  -118   -56   -63   -10   -61    -4   -59   -16    -6   -45   -53   -30   -30    13    -9   -15    -8    -7    -2    -2     1    33     0    33     3    10     9    10    12    11    21    29    36    68    90   127    59   108
 28 * Foxtrot             -139      2   -30    -2    -1    -5    -8     1   -26    -8     0     1   -20     0     0     5     2    -3     0    -1    -7    -1     0     1     0     0     0   -33     0     0    -1    -1     1     0     0    -3    -1     0     0    -1     1     0     0
 29 * Add-drift           -141    -22    -6    -6    -2    -2    -2     0   -10   -18    -3   -17    -1    -4    -1     0    -1    -8    -2    -8    -8     0    -1     0     0    -1    -2    -3     0     0    -1    -7     0     1    -1    -3    -2    -1     0     0     0     0    -2
 30 * Copy-drift          -169    -15    -8    -5    -5    -4    -7    -1    -4    -5    -4   -24    -6    -4    -5    -1    -5    -3   -36    -4    -9     0    -1     0     0    -2    -9   -10     1     1     0    -1     0     4     1    -3    -1    -1     0     1     1     0     4
 31 * Add-react           -230     -6   -16   -39   -17    -8   -11    -2   -33   -19    -2    -7    -6    -7    -2    -5    -6    -6    -5    -8   -24     0     0    -1    -1     1    -4    -9     1     7     1     0    -1    -1    -1    -5     1     1     0     3    -1     2     5
 32 * Switch A Lot        -251    -11    -3   -16   -20   -13   -14   -20    -3    -8    -7   -15    -8    -9    -9   -13    -5   -21   -44    -5   -11    -6    -7     1     0    -1    -1   -10    -1     0     0     1     0     0     1   -17     0     2    -2    45    -1    -1    -3
 33 * Text                -284     -7    -6   -15   -18   -25   -18    -8    -2   -10   -16   -13    -7   -12    -5    -7   -15   -26   -15    -3    -8    -3    -1    -1     6    -1     0   -12     0    -1    -4     1     0     0     1     4     2   -30     0   -11    -1   -30    27
 34 * Flat                -288     -6   -12   -13   -18    -6   -12   -37    -3   -10    -4    -9    -8    -5    -1   -12    -3   -22   -20    -7    -7    -4    -8     1     0    -1     0   -11     0     1    -1     1    -1    -1     0   -23     1    35    -1    45    -1     0  -105
 35 Peterbot              -465    -82   -45   -41   -28   -81  -154   -21    -9   -53   -77  -100   -98   -57   -14   -14   -33  -109   -29   -33   -93    -2    -1     1    -2     0     2   -21     3     3     3     5    17    -4    23     0    56    65    51    98   110   160   138
 36 Always Switchin'      -529    -40   -20   -25   -21   -22   -27   -41    -2   -23   -18   -24   -20   -57   -40   -22   -22   -10   -57   -17   -10   -15   -11     0     0     0     1   -29     1     2     1    -1     0    -2    -1   -56     0     6    -2   101     0    -1    -7
 37 Beat Frequent Pick    -800    -47   -37   -65  -101   -36   -83   -64   -46   -38   -84   -30   -44   -40   -46   -17   -35   -47  -130   -20   -30   -19   -23   -12    -1     0   -13   -36     0     1     1    -1    -2    30   -35   -65    -6     0    88   -90     0   220   200
 38 R-P-S 20-20-60        -838    -24   -16   -36   -24   -62   -55   -13    -4   -26   -30    -8   -25   -31   -32   -23   -46   -26   -62   -18    -6   -18    -4     0     1     1    -9   -68     0     0     0     0     2     0     1   -51     2   -88     0   -45    -1   -32    36
 39 Beat The Last Move   -1622    -60   -59  -139  -169  -179   -69   -84   -49   -69   -94   -59   -10   -40   -19   -19  -136   -70  -120   -76   -79     0     1     0    -2     0   -87   -90     1     0    -1    -3   -45    11   -45   -98  -101    90    45     0     0   170   130
 40 Rotate R-P-S         -2162   -109   -30   -89  -139   -80   -90  -140   -40   -50   -89   -59   -50   -49   -29   -70  -106   -89  -179   -76   -79   -60   -10    -1     1     1  -100  -127    -1     0    -1     1     1     1     1  -110     0     0     1     0     0     0  -119
 41 Good Ole Rock        -2540   -140   -60  -189   -50   -80   -60  -140   -30   -70   -50  -109   -60   -99   -88  -120   -89  -100  -120   -78   -60   -50   -99     0     1     1  -153   -59     0     0     0    -2     1    30     0  -160     1  -220    32  -170     0     0   100
 42 * Anti-Flat          -2575    -80   -69   -80   -90  -100  -130  -100   -79   -20   -90  -130   -90   -90  -156   -80   -89  -100  -130   -39   -40   -69   -59     7     1     2  -166  -108     0     2    -4    -5     3   -27   105  -138     7  -200   -36  -130   119  -100     0


 Total Games in All Tournaments: 

    Player Name           total    1    2    3    4    5    6    7    8    9   10   11   12   13   14   15   16   17   18   19   20   21   22   23   24   25   26   27   28   29   30   31   32   33   34   35   36   37   38   39   40   41   42
  1 Iocaine Powder         500     0   52   20   23   26   24   22   22   12   20   19   25   25   11   10   14   10    8   14    9    4    3    9   14    9    4    5    9    6    5    4    4    5    7    6    5    3    6    6    6    9    5
  2 Phasenbott             500    52    0   18   21   23   15   18   22   30   13   23   15   24   18   20   17    9   13   12   11    7    9   12    9    8    5    1    7    6    8    5    4    5    8    4    2    4    3    3    5    1   10
  3 Majikthise             500    20   18    0   22   19   13   16   20   20   24   16    9   15   20   19   22   18   18   15   10   16   14   13    8    9    6    7    4    8    9    5    3    7    6    9    2    1    9   10    9    5    6
  4 RussRocker4            500    23   21   22    0   18   24   17   18   17   16   19   12   18   14   18   12   19   16   15   11   10    8   12   12    7   14   10    4    8    6    5    2    6    4    6   14    8    9    6    8    4    7
  5 MegaHAL                500    26   23   19   18    0   16   19   24   21   15   18   19   15   10   14   17    6   11   11   12   10   13   11   16   20    9    6   13   10   10    4    7    7    2    7    7    5    3    7    7    5    7
  6 Simple Modeller        500    24   15   13   24   16    0   16   25   16   20   17   20   18   19   14   12    8   15   12    8   10    8    6    9   13   12   14   11    7    9    8    6    6    8    5    5   11    5   14    6    9    6
  7 Shofar                 500    22   18   16   17   19   16    0   16   12   25   14   16   14   15   20   10   13   12   17   14    6   15   13   11   14    7   12   15    6    8    8    9    7   16    6    5    3    6    9    2    9    7
  8 Vroomfondel            500    22   22   20   18   24   25   16    0   17   20   12   17   11   14   19    8    9   16   11   16   12    7   14   12   13   11   12   11   12    8    4   10    3    7    4    9    6    7    5    5    6    5
  9 ACT-R Lag2             500    12   30   20   17   21   16   12   17    0   18   13   10   13   21   11    7   17   17   16   13   12    8   15   15   13    5    7   12    6    6    3    7   11    8    8    8    7    9   12    6    9   12
 10 Biopic                 500    20   13   24   16   15   20   25   20   18    0   15   22   16   16   20   20   11   10    8   13   12   13    5   11   11   16   13    5   11    6    7    7    7    9    5    5    5    5    6    1    6   12
 11 Bugbrain               500    19   23   16   19   18   17   14   12   13   15    0   15   16   16   15   22   10    8    6   17   18   11   12   13   16    7   14   12    8    7    5    9    9    4   13    6    8    6    8    8    7    8
 12 * Pi                   500    25   15    9   12   19   20   16   17   10   22   15    0   21   17   13   21   16   17   10   13   11    5   17    9    9   12    9    6   14    5    4   14   10    9    5    8   11    7    6    8    6    7
 13 * De Bruijn            500    25   24   15   18   15   18   14   11   13   16   16   21    0   17   11   17   13    9   15   13   11   11    9    5    9   10    8    5   14   12    9    9    9    6    7    3    5   11   14   13    7   12
 14 Robertot               500    11   18   20   14   10   19   15   14   21   16   16   17   17    0   14   18   16   13   12   16   10   17   14   15   13    6   11    9    7   15   10    8    7    9    5    9    9    7    5   10    4    3
 15 Boom                   500    10   20   19   18   14   14   20   19   11   20   15   13   11   14    0   17   18   15    9   11   10   16   10   11   10   12   14   10   13   10    6    8    9    9    8   10    5    6   10    4   14    7
 16 Simple Predictor       500    14   17   22   12   17   12   10    8    7   20   22   21   17   18   17    0   15   15    9   12   17    7   15   14   13   15   16   18    6    6    5    2    9   13    9    8    6    7   11    6    6    6
 17 Marble                 500    10    9   18   19    6    8   13    9   17   11   10   16   13   16   18   15    0   17   15    9   20   11   19   10   12    8   17   13    8    8   14   14   14   13    8   10    9    9    6    7   10   11
 18 Granite                500     8   13   18   16   11   15   12   16   17   10    8   17    9   13   15   15   17    0   13   11   12   13   16   12   21   12    9   10   12    9    6   15   11   10    4   14    8    9    8   18    9    8
 19 ZQ Bot                 500    14   12   15   15   11   12   17   11   16    8    6   10   15   12    9    9   15   13    0   18   22   14   11   16   15   18   12   16   13   17    8    7    7   10   15   16    9   13   10    7    4    2
 20 Piedra                 500     9   11   10   11   12    8   14   16   13   13   17   13   13   16   11   12    9   11   18    0   13   16    8   10   17   14   13    9   12   13   11    9   13    8   10    9    9   10   19   14   11   15
 21 Mixed Strategy         500     4    7   16   10   10   10    6   12   12   12   18   11   11   10   10   17   20   12   22   13    0   16   15   14   13    9   17   16    8   10    7   12   16    9   11    9   11    8    9   14   18   15
 22 * Anti-rotn            500     3    9   14    8   13    8   15    7    8   13   11    5   11   17   16    7   11   13   14   16   16    0   16   13   18   16   19   12   10   10   11    9   16   10   18   13   14    6   14   16    8   16
 23 Sweet Rocky            500     9   12   13   12   11    6   13   14   15    5   12   17    9   14   10   15   19   16   11    8   15   16    0    7   10   15    9   17   24    6   17    6   15    9   13   11   14   15    5   17    9    9
 24 Random (Optimal)       500    14    9    8   12   16    9   11   12   15   11   13    9    5   15   11   14   10   12   16   10   14   13    7    0    7   19    8   16   12   15   13   10   15   13   19   11   14   18   16   12    5   11
 25 Inocencio              500     9    8    9    7   20   13   14   13   13   11   16    9    9   13   10   13   12   21   15   17   13   18   10    7    0   12   18   11   15   18   10   17   12   11    7    8   13   10    6   10   11   11
 26 Multi-strategy         500     4    5    6   14    9   12    7   11    5   16    7   12   10    6   12   15    8   12   18   14    9   16   15   19   12    0   11   14   17   15   13   16   14   13   12   12   18   15   12   12   12   20
 27 Peterbot               500     5    1    7   10    6   14   12   12    7   13   14    9    8   11   14   16   17    9   12   13   17   19    9    8   18   11    0   11   12   14   15   13   11   14   13   17   11   13   16   10   22   16
 28 * Foxtrot              500     9    7    4    4   13   11   15   11   12    5   12    6    5    9   10   18   13   10   16    9   16   12   17   16   11   14   11    0   13   16   16   13    9   13   14   23   10   18   15   10   19   15
 29 Knucklehead            500     6    6    8    8   10    7    6   12    6   11    8   14   14    7   13    6    8   12   13   12    8   10   24   12   15   17   12   13    0   17   11   15   18   17   10   17   20   17   16   10   19   15
 30 * Add-drift            500     5    8    9    6   10    9    8    8    6    6    7    5   12   15   10    6    8    9   17   13   10   10    6   15   18   15   14   16   17    0   18   11   17   25   15   23   17   15   22   16   10   13
 31 Beat Frequent Pick     500     4    5    5    5    4    8    8    4    3    7    5    4    9   10    6    5   14    6    8   11    7   11   17   13   10   13   15   16   11   18    0   22   22   20   15   16   39   22   22   15   19   26
 32 R-P-S 20-20-60         500     4    4    3    2    7    6    9   10    7    7    9   14    9    8    8    2   14   15    7    9   12    9    6   10   17   16   13   13   15   11   22    0   13   21   22   18   21   26    8   29   26   18
 33 * Copy-drift           500     5    5    7    6    7    6    7    3   11    7    9   10    9    7    9    9   14   11    7   13   16   16   15   15   12   14   11    9   18   17   22   13    0   14   17   18   12   26   16   24   17   16
 34 * Anti-Flat            500     7    8    6    4    2    8   16    7    8    9    4    9    6    9    9   13   13   10   10    8    9   10    9   13   11   13   14   13   17   25   20   21   14    0   25   24   18   21   10   13   16   18
 35 * Flat                 500     6    4    9    6    7    5    6    4    8    5   13    5    7    5    8    9    8    4   15   10   11   18   13   19    7   12   13   14   10   15   15   22   17   25    0   21   18   14   23   22   25   22
 36 * Text                 500     5    2    2   14    7    5    5    9    8    5    6    8    3    9   10    8   10   14   16    9    9   13   11   11    8   12   17   23   17   23   16   18   18   24   21    0   13   14   16   15   27   19
 37 Rotate R-P-S           500     3    4    1    8    5   11    3    6    7    5    8   11    5    9    5    6    9    8    9    9   11   14   14   14   13   18   11   10   20   17   39   21   12   18   18   13    0   16   28   38   13   10
 38 * Switch A Lot         500     6    3    9    9    3    5    6    7    9    5    6    7   11    7    6    7    9    9   13   10    8    6   15   18   10   15   13   18   17   15   22   26   26   21   14   14   16    0   18   14   28   19
 39 Good Ole Rock          500     6    3   10    6    7   14    9    5   12    6    8    6   14    5   10   11    6    8   10   19    9   14    5   16    6   12   16   15   16   22   22    8   16   10   23   16   28   18    0   17   16   20
 40 Beat The Last Move     500     6    5    9    8    7    6    2    5    6    1    8    8   13   10    4    6    7   18    7   14   14   16   17   12   10   12   10   10   10   16   15   29   24   13   22   15   38   14   17    0   20   16
 41 Always Switchin'       500     9    1    5    4    5    9    9    6    9    6    7    6    7    4   14    6   10    9    4   11   18    8    9    5   11   12   22   19   19   10   19   26   17   16   25   27   13   28   16   20    0   19
 42 * Add-react            500     5   10    6    7    7    6    7    5   12   12    8    7   12    3    7    6   11    8    2   15   15   16    9   11   11   20   16   15   15   13   26   18   16   18   22   19   10   19   20   16   19    0


 Total Wins in All Tournaments: 

    Player Name           total    1    2    3    4    5    6    7    8    9   10   11   12   13   14   15   16   17   18   19   20   21   22   23   24   25   26   27   28   29   30   31   32   33   34   35   36   37   38   39   40   41   42
  1 Iocaine Powder         433     0   49   15   23   25   23    9   15   12   20   14   11   21    9   10   14   10    8   14    7    4    3    7    7    9    4    5    9    6    5    4    4    5    7    6    5    3    5    6    6    9    5
  2 Phasenbott             397     2    0   14   21   21   14    8   16   30   13   20    3   24   16   15   17    9   13   12   10    7    9   12    2    8    5    1    7    6    8    5    4    5    8    4    2    4    3    3    5    1   10
  3 Majikthise             299     3    3    0    5   11    7    3    7    4   10    6    5    4   11   17   17   15   16   12    9   16    3   12    4    9    6    5    3    8    7    5    3    6    6    9    2    1    9   10    3    5    2
  4 RussRocker4            333     0    0   13    0    0   12   11    6   10   10   10    1    1   12   16   12   19   16   15    9   10    8   12    3    7   14   10    4    8    6    5    2    6    4    6   13    8    9    6    8    4    7
  5 MegaHAL                325     1    0    4   18    0    4    3    5   12   13    8    3    3   10   12   16    6   11   11   12   10   13   11    4   20    9    6   12   10   10    4    7    7    2    7    7    5    3    7    7    5    7
  6 Simple Modeller        322     0    1    3    7   10    0   10    6    7   11   14    3    0    9    9   12    8   15   12    7   10    8    6    5   13   12   14    5    7    9    8    6    6    8    5    5   11    5   14    6    9    6
  7 Shofar                 337    12    7    8    5   10    5    0    5    7   15    6    5    3    7   14    6   13   10   15   14    6   15   12    6   14    7   12    5    6    4    8    9    7   16    4    5    3    6    9    2    9    5
  8 Vroomfondel            315     5    3   11   10   14    9    9    0    6    7    8   12    2    6   16    6    8   14   11   16   10    0   11    8   12   11    8    5   12    2    4   10    1    7    4    8    6    7    5    2    6    3
  9 ACT-R Lag2             314     0    0   11    6    8    6    4    7    0    2   10    2    0   12   11    6   17   17   16   13   11    7   14    5   13    5    7    1    6    4    3    7    7    8    8    8    7    9   12    6    9    9
 10 Biopic                 305     0    0    6    4    1    2    7   10   14    0    5    9    1    9    9   20   11   10    7   12    9   13    5    7   11   16   13    5   11    3    7    7    7    9    5    5    5    5    6    1    6   12
 11 Bugbrain               300     3    2    6    5    5    0    7    3    2    9    0    6    4   12    9    1   10    8    6   16   17   11    9    4   14    7   14    4    8    7    5    9    9    4   13    6    8    6    8    8    7    8
 12 * Pi                   259    10    8    3    8   11   15    9    2    6    5    7    0    0    9    9   13   11   12    7    8   10    5   10    6    8   12    8    3    7    2    4    4    3    0    3    0    0    5    0    8    3    5
 13 * De Bruijn            280     1    0    9   17   12   16    9    8   13   14    8    0    0   10    3   17   12    9   12    8   11   11    8    3    8   10    0    0    8    5    9    3    3    0    2    3    5    3    0    0    4    6
 14 Robertot               293     1    1    5    0    0    6    7    6    5    5    3    3    4    0    7   14   16   11   12   11    9   17   14    3   11    6   11    4    7    8   10    8    7    9    5    9    9    7    5   10    4    3
 15 Boom                   284     0    3    2    1    0    4    3    1    0    5    2    2    7    6    0    3   16   14    9   11    9   16    9    3   10   12   14    5   13    8    6    8    9    9    8   10    5    6   10    4   14    7
 16 Simple Predictor       285     0    0    3    0    0    0    3    1    0    0   20    8    0    1   12    0    9   15    9   11   16    7   15    5   13   15   16    6    6    6    5    2    9   13    9    8    6    7   11    6    6    6
 17 Marble                 268     0    0    3    0    0    0    0    0    0    0    0    2    1    0    2    5    0    4   10    9   13   11   18    5   10    8   17   13    8    5   14   14   13   13    8   10    9    9    6    7   10   11
 18 Granite                257     0    0    1    0    0    0    0    0    0    0    0    3    0    0    0    0   11    0    6    9   10   13   14    1   21   12    9   10   12    7    6   15    9   10    4   14    8    9    8   18    9    8
 19 ZQ Bot                 259     0    0    2    0    0    0    0    0    0    1    0    1    1    0    0    0    4    5    0   17    9   14   10    7    9   18   12   12   13   17    8    7    6   10   15   16    9   13   10    7    4    2
 20 Piedra                 244     0    0    1    1    0    0    0    0    0    1    0    4    5    3    0    1    0    0    1    0    5   16    5    2   10   14   13    6   11   11   11    9   10    8   10    9    9   10   19   14   11   14
 21 Mixed Strategy         228     0    0    0    0    0    0    0    0    0    2    1    1    0    0    0    1    5    0   10    6    0    9   10    6   11    4   16    3    8    5    7   12   13    9    8    9   11    8    9   14   18   12
 22 * Anti-rotn            228     0    0    7    0    0    0    0    5    1    0    0    0    0    0    0    0    0    0    0    0    7    0    2    4   13   16   19    4    9    4   11    9    9   10   18   13   14    6   14   16    8    9
 23 Sweet Rocky            237     1    0    1    0    0    0    0    0    1    0    0    4    1    0    0    0    1    0    1    2    4   14    0    3    7   15    9    8   24    5   17    6   13    9   13   11   14   15    5   17    9    7
 24 Random (Optimal)       213     4    4    4    8    7    4    3    2    9    3    7    1    1    9    7    5    3    9    7    6    4    7    4    0    2    7    3    5    3    9    7    3   11    2    8    5    5    8    5    6    2    4
 25 Inocencio              220     0    0    0    0    0    0    0    1    0    0    1    0    0    1    0    0    1    0    4    7    2    4    3    4    0   12   18   11   15   11   10   17   11   11    7    8   13   10    6   10   11   11
 26 Multi-strategy         212     0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    4    0    0   10    0    0    7    5   15    6   13   16   14   13   12   12   18   15   12   12   12   16
 27 Peterbot               198     0    0    1    0    0    0    0    3    0    0    0    0    8    0    0    0    0    0    0    0    1    0    0    2    0    4    0   11    6   11   15   13   10   14   13    0   11   13   16   10   22   14
 28 * Foxtrot              180     0    0    1    0    1    6    6    5   11    0    5    3    4    5    3   10    0    0    3    3    9    5    8    6    0    6    0    0    2    5    6    7    3    6    7    9    5    9    6    2    8    5
 29 Knucklehead            177     0    0    0    0    0    0    0    0    0    0    0    6    4    0    0    0    0    0    0    1    0    0    0    6    0    1    4    5    0   13   11   14   16   17    3    7   18    7   16   10    7   11
 30 * Add-drift            145     0    0    1    0    0    0    2    4    2    2    0    2    7    4    1    0    3    2    0    2    2    5    0    5    4    6    0    7    3    0    5    4    8    9    6    9    9    8   10   10    2    1
 31 Beat Frequent Pick     126     0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    4    0    0    0    9    0   10    0   22   10   20    0   16    0    6   22    0    1    6
 32 R-P-S 20-20-60         108     0    0    0    0    0    0    0    0    0    0    0    7    4    0    0    0    0    0    0    0    0    0    0    7    0    0    0    5    0    5    0    0    4   20    9    6    7   14    0    0   12    8
 33 * Copy-drift           133     0    0    1    0    0    0    0    2    3    0    0    5    6    0    0    0    0    1    1    2    3    5    1    2    1    0    0    5    1    7    5    6    0   12    6   13    7    8    7   11    5    7
 34 * Anti-Flat            121     0    0    0    0    0    0    0    0    0    0    0    9    6    0    0    0    0    0    0    0    0    0    0    9    0    0    0    5    0   14    0    0    1    0   25    0   18   14    0    0   14    6
 35 * Flat                 130     0    0    0    0    0    0    1    0    0    0    0    2    4    0    0    0    0    0    0    0    2    0    0    7    0    0    0    7    3    7   15    8   10    0    0    8    7    5    0   22   13    9
 36 * Text                 127     0    0    0    0    0    0    0    1    0    0    0    8    0    0    0    0    0    0    0    0    0    0    0    5    0    0   16    8    9    7    0    6    2   24   11    0    0    6    0    0   14   10
 37 Rotate R-P-S            81     0    0    0    0    0    0    0    0    0    0    0   11    0    0    0    0    0    0    0    0    0    0    0    7    0    0    0    3    1    6    0    9    3    0    7   13    0   10    0    0    4    7
 38 * Switch A Lot         128     0    0    0    0    0    0    0    0    0    0    0    2    6    0    0    0    0    0    0    0    0    0    0    6    0    0    0    6    8    5   13    7   13    1    7    7    4    0    6   14   13   10
 39 Good Ole Rock           91     0    0    0    0    0    0    0    0    0    0    0    6    0    0    0    0    0    0    0    0    0    0    0    7    0    0    0    5    0    7    0    8    6   10    0   16    0    8    0    0    7   11
 40 Beat The Last Move     125     0    0    5    0    0    0    0    3    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    5    0    0    0    4    0    6   15   29   10   13    0   15    0    0   17    0    0    3
 41 Always Switchin'       128     0    0    0    0    0    0    0    0    0    0    0    3    3    0    0    0    0    0    0    0    0    0    0    3    0    0    0    8   11    7   16    5    9    0    7    9    3   12    5   20    0    7
 42 * Add-react            137     0    0    1    0    0    0    2    2    1    0    0    1    4    0    0    0    0    0    0    1    2    6    2    5    0    3    0    5    3   11   11    7    6   11    8    6    3    7    6   12   11    0


 Total Losses in All Tournaments: 

    Player Name           total    1    2    3    4    5    6    7    8    9   10   11   12   13   14   15   16   17   18   19   20   21   22   23   24   25   26   27   28   29   30   31   32   33   34   35   36   37   38   39   40   41   42
  1 Iocaine Powder          43     0    2    3    0    1    0   12    5    0    0    3   10    1    1    0    0    0    0    0    0    0    0    1    4    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0
  2 Phasenbott              81    49    0    3    0    0    1    7    3    0    0    2    8    0    1    3    0    0    0    0    0    0    0    0    4    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0
  3 Majikthise             142    15   14    0   13    4    3    8   11   11    6    6    3    9    5    2    3    3    1    2    1    0    7    1    4    0    0    1    1    0    1    0    0    1    0    0    0    0    0    0    5    0    1
  4 RussRocker4            139    23   21    5    0   18    7    5   10    6    4    5    8   17    0    1    0    0    0    0    1    0    0    0    8    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0
  5 MegaHAL                136    25   21   11    0    0   10   10   14    8    1    5   11   12    0    0    0    0    0    0    0    0    0    0    7    0    0    0    1    0    0    0    0    0    0    0    0    0    0    0    0    0    0
  6 Simple Modeller        133    23   14    7   12    4    0    5    9    6    2    0   15   16    6    4    0    0    0    0    0    0    0    0    4    0    0    0    6    0    0    0    0    0    0    0    0    0    0    0    0    0    0
  7 Shofar                 116     9    8    3   11    3   10    0    9    4    7    7    9    9    7    3    3    0    0    0    0    0    0    0    3    0    0    0    6    0    2    0    0    0    0    1    0    0    0    0    0    0    2
  8 Vroomfondel            126    15   16    7    6    5    6    5    0    7   10    3    2    8    6    1    1    0    0    0    0    0    5    0    2    1    0    3    5    0    4    0    0    2    0    0    1    0    0    0    3    0    2
  9 ACT-R Lag2             156    12   30    4   10   12    7    7    6    0   14    2    6   13    5    0    0    0    0    0    0    0    1    1    9    0    0    0   11    0    2    0    0    3    0    0    0    0    0    0    0    0    1
 10 Biopic                 148    20   13   10   10   13   11   15    7    2    0    9    5   14    5    5    0    0    0    1    1    2    0    0    3    0    0    0    0    0    2    0    0    0    0    0    0    0    0    0    0    0    0
 11 Bugbrain               155    14   20    6   10    8   14    6    8   10    5    0    7    8    3    2   20    0    0    0    0    1    0    0    7    1    0    0    5    0    0    0    0    0    0    0    0    0    0    0    0    0    0
 12 * Pi                   154    11    3    5    1    3    3    5   12    2    9    6    0    0    3    2    8    2    3    1    4    1    0    4    1    0    0    0    3    6    2    0    7    5    9    2    8   11    2    6    0    3    1
 13 * De Bruijn            139    21   24    4    1    3    0    3    2    0    1    4    0    0    4    7    0    1    0    1    5    0    0    1    1    0    0    8    4    4    7    0    4    6    6    4    0    0    6    0    0    3    4
 14 Robertot               161     9   16   11   12   10    9    7    6   12    9   12    9   10    0    6    1    0    0    0    3    0    0    0    9    1    0    0    5    0    4    0    0    0    0    0    0    0    0    0    0    0    0
 15 Boom                   182    10   15   17   16   12    9   14   16   11    9    9    9    3    7    0   12    2    0    0    0    0    0    0    7    0    0    0    3    0    1    0    0    0    0    0    0    0    0    0    0    0    0
 16 Simple Predictor       196    14   17   17   12   16   12    6    6    6   20    1   13   17   14    3    0    5    0    0    1    1    0    0    5    0    0    0   10    0    0    0    0    0    0    0    0    0    0    0    0    0    0
 17 Marble                 218    10    9   15   19    6    8   13    8   17   11   10   11   12   16   16    9    0   11    4    0    5    0    1    3    1    0    0    0    0    3    0    0    0    0    0    0    0    0    0    0    0    0
 18 Granite                220     8   13   16   16   11   15   10   14   17   10    8   12    9   11   14   15    4    0    5    0    0    0    0    9    0    0    0    0    0    2    0    0    1    0    0    0    0    0    0    0    0    0
 19 ZQ Bot                 223    14   12   12   15   11   12   15   11   16    7    6    7   12   12    9    9   10    6    0    1   10    0    1    7    4    0    0    3    0    0    0    0    1    0    0    0    0    0    0    0    0    0
 20 Piedra                 239     7   10    9    9   12    7   14   16   13   12   16    8    8   11   11   11    9    9   17    0    6    0    2    6    7    0    0    3    1    2    0    0    2    0    0    0    0    0    0    0    0    1
 21 Mixed Strategy         242     4    7   16   10   10   10    6   10   11    9   17   10   11    9    9   16   13   10    9    5    0    7    4    4    2    4    1    9    0    2    0    0    3    0    2    0    0    0    0    0    0    2
 22 * Anti-rotn            255     3    9    3    8   13    8   15    0    7   13   11    5   11   17   16    7   11   13   14   16    9    0   14    7    4    0    0    5    0    5    0    0    5    0    0    0    0    0    0    0    0    6
 23 Sweet Rocky            244     7   12   12   12   11    6   12   11   14    5    9   10    8   14    9   15   18   14   10    5   10    2    0    4    3    0    0    8    0    0    0    0    1    0    0    0    0    0    0    0    0    2
 24 Random (Optimal)       203     7    2    4    3    4    5    6    8    5    7    4    6    3    3    3    5    5    1    7    2    6    4    3    0    4   10    2    6    6    5    4    7    2    9    7    5    7    6    7    5    3    5
 25 Inocencio              268     9    8    9    7   20   13   14   12   13   11   14    8    8   11   10   13   10   21    9   10   11   13    7    2    0    0    0    0    0    4    0    0    1    0    0    0    0    0    0    0    0    0
 26 Multi-strategy         277     4    5    6   14    9   12    7   11    5   16    7   12   10    6   12   15    8   12   18   14    4   16   15    7   12    0    4    6    1    6    0    0    0    0    0    0    0    0    0    0    0    3
 27 Peterbot               287     5    1    5   10    6   14   12    8    7   13   14    8    0   11   14   16   17    9   12   13   16   19    9    3   18    7    0    0    4    0    0    0    0    0    0   16    0    0    0    0    0    0
 28 * Foxtrot              248     9    7    3    4   12    5    5    5    1    5    4    3    0    4    5    6   13   10   12    6    3    4    8    5   11    5   11    0    5    7    9    5    5    5    7    8    3    6    5    4    8    5
 29 Knucklehead            294     6    6    8    8   10    7    6   12    6   11    8    7    8    7   13    6    8   12   13   11    8    9   24    3   15   15    6    2    0    3    0    0    1    0    3    9    1    8    0    0   11    3
 30 * Add-drift            295     5    8    7    6   10    9    4    2    4    3    7    2    5    8    8    6    5    7   17   11    5    4    5    9   11    6   11    5   13    0   10    5    7   14    7    7    6    5    7    6    7   11
 31 Beat Frequent Pick     308     4    5    5    5    4    8    8    4    3    7    5    4    9   10    6    5   14    6    8   11    7   11   17    7   10   13   15    6   11    5    0    0    5    0   15    0    0   13    0   15   16   11
 32 R-P-S 20-20-60         346     4    4    3    2    7    6    9   10    7    7    9    4    3    8    8    2   14   15    7    9   12    9    6    3   17   16   13    7   14    4   22    0    6    0    8    6    9    7    8   29    5    7
 33 * Copy-drift           317     5    5    6    6    7    6    7    1    7    7    9    3    3    7    9    9   13    9    6   10   13    9   13   11   11   14   10    3   16    8   10    4    0    1   10    2    3   13    6   10    9    6
 34 * Anti-Flat            362     7    8    6    4    2    8   16    7    8    9    4    0    0    9    9   13   13   10   10    8    9   10    9    2   11   13   14    6   17    9   20   20   12    0    0   24    0    1   10   13    0   11
 35 * Flat                 310     6    4    9    6    7    5    4    4    8    5   13    3    2    5    8    9    8    4   15   10    8   18   13    8    7   12   13    7    3    6    0    9    6   25    0   11    7    7    0    0    7    8
 36 * Text                 337     5    2    2   13    7    5    5    8    8    5    6    0    3    9   10    8   10   14   16    9    9   13   11    5    8   12    0    9    7    9   16    6   13    0    8    0   13    7   16   15    9    6
 37 Rotate R-P-S           288     3    4    1    8    5   11    3    6    7    5    8    0    5    9    5    6    9    8    9    9   11   14   14    5   13   18   11    5   18    9    0    7    7   18    7    0    0    4    0    0    3    3
 38 * Switch A Lot         325     5    3    9    9    3    5    6    7    9    5    6    5    3    7    6    7    9    9   13   10    8    6   15    8   10   15   13    9    7    8    6   14    8   14    5    6   10    0    8    0   12    7
 39 Good Ole Rock          317     6    3   10    6    7   14    9    5   12    6    8    0    0    5   10   11    6    8   10   19    9   14    5    5    6   12   16    6   16   10   22    0    7    0    0    0    0    6    0   17    5    6
 40 Beat The Last Move     314     6    5    3    8    7    6    2    2    6    1    8    8    0   10    4    6    7   18    7   14   14   16   17    6   10   12   10    2   10   10    0    0   11    0   22    0    0   14    0    0   20   12
 41 Always Switchin'       328     9    1    5    4    5    9    9    6    9    6    7    3    4    4   14    6   10    9    4   11   18    8    9    2   11   12   22    8    7    2    1   12    5   14   13   14    4   13    7    0    0   11
 42 * Add-react            310     5   10    2    7    7    6    5    3    9   12    8    5    6    3    7    6   11    8    2   14   12    9    7    4   11   16   14    5   11    1    6    8    7    6    9   10    7   10   11    3    7    0


 Total Draws in All Tournaments: 

    Player Name           total    1    2    3    4    5    6    7    8    9   10   11   12   13   14   15   16   17   18   19   20   21   22   23   24   25   26   27   28   29   30   31   32   33   34   35   36   37   38   39   40   41   42
  1 Iocaine Powder          24     0    1    2    0    0    1    1    2    0    0    2    4    3    1    0    0    0    0    0    2    0    0    1    3    0    0    0    0    0    0    0    0    0    0    0    0    0    1    0    0    0    0
  2 Phasenbott              22     1    0    1    0    2    0    3    3    0    0    1    4    0    1    2    0    0    0    0    1    0    0    0    3    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0
  3 Majikthise              59     2    1    0    4    4    3    5    2    5    8    4    1    2    4    0    2    0    1    1    0    0    4    0    0    0    0    1    0    0    1    0    0    0    0    0    0    0    0    0    1    0    3
  4 RussRocker4             28     0    0    4    0    0    5    1    2    1    2    4    3    0    2    1    0    0    0    0    1    0    0    0    1    0    0    0    0    0    0    0    0    0    0    0    1    0    0    0    0    0    0
  5 MegaHAL                 39     0    2    4    0    0    2    6    5    1    1    5    5    0    0    2    1    0    0    0    0    0    0    0    5    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0
  6 Simple Modeller         45     1    0    3    5    2    0    1   10    3    7    3    2    2    4    1    0    0    0    0    1    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0
  7 Shofar                  47     1    3    5    1    6    1    0    2    1    3    1    2    2    1    3    1    0    2    2    0    0    0    1    2    0    0    0    4    0    2    0    0    0    0    1    0    0    0    0    0    0    0
  8 Vroomfondel             59     2    3    2    2    5   10    2    0    4    3    1    3    1    2    2    1    1    2    0    0    2    2    3    2    0    0    1    1    0    2    0    0    0    0    0    0    0    0    0    0    0    0
  9 ACT-R Lag2              30     0    0    5    1    1    3    1    4    0    2    1    2    0    4    0    1    0    0    0    0    1    0    0    1    0    0    0    0    0    0    0    0    1    0    0    0    0    0    0    0    0    2
 10 Biopic                  47     0    0    8    2    1    7    3    3    2    0    1    8    1    2    6    0    0    0    0    0    1    0    0    1    0    0    0    0    0    1    0    0    0    0    0    0    0    0    0    0    0    0
 11 Bugbrain                45     2    1    4    4    5    3    1    1    1    1    0    2    4    1    4    1    0    0    0    1    0    0    3    2    1    0    0    3    0    0    0    0    0    0    0    0    0    0    0    0    0    0
 12 * Pi                    87     4    4    1    3    5    2    2    3    2    8    2    0   21    5    2    0    3    2    2    1    0    0    3    2    1    0    1    0    1    1    0    3    2    0    0    0    0    0    0    0    0    1
 13 * De Bruijn             81     3    0    2    0    0    2    2    1    0    1    4   21    0    3    1    0    0    0    2    0    0    0    0    1    1    0    0    1    2    0    0    2    0    0    1    0    0    2   14   13    0    2
 14 Robertot                46     1    1    4    2    0    4    1    2    4    2    1    5    3    0    1    3    0    2    0    2    1    0    0    3    1    0    0    0    0    3    0    0    0    0    0    0    0    0    0    0    0    0
 15 Boom                    34     0    2    0    1    2    1    3    2    0    6    4    2    1    1    0    2    0    1    0    0    1    0    1    1    0    0    0    2    0    1    0    0    0    0    0    0    0    0    0    0    0    0
 16 Simple Predictor        19     0    0    2    0    1    0    1    1    1    0    1    0    0    3    2    0    1    0    0    0    0    0    0    4    0    0    0    2    0    0    0    0    0    0    0    0    0    0    0    0    0    0
 17 Marble                  14     0    0    0    0    0    0    0    1    0    0    0    3    0    0    0    1    0    2    1    0    2    0    0    2    1    0    0    0    0    0    0    0    1    0    0    0    0    0    0    0    0    0
 18 Granite                 23     0    0    1    0    0    0    2    2    0    0    0    2    0    2    1    0    2    0    2    2    2    0    2    2    0    0    0    0    0    0    0    0    1    0    0    0    0    0    0    0    0    0
 19 ZQ Bot                  18     0    0    1    0    0    0    2    0    0    0    0    2    2    0    0    0    1    2    0    0    3    0    0    2    2    0    0    1    0    0    0    0    0    0    0    0    0    0    0    0    0    0
 20 Piedra                  17     2    1    0    1    0    1    0    0    0    0    1    1    0    2    0    0    0    2    0    0    2    0    1    2    0    0    0    0    0    0    0    0    1    0    0    0    0    0    0    0    0    0
 21 Mixed Strategy          30     0    0    0    0    0    0    0    2    1    1    0    0    0    1    1    0    2    2    3    2    0    0    1    4    0    1    0    4    0    3    0    0    0    0    1    0    0    0    0    0    0    1
 22 * Anti-rotn             17     0    0    4    0    0    0    0    2    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    2    1    0    0    3    1    1    0    0    2    0    0    0    0    0    0    0    0    1
 23 Sweet Rocky             19     1    0    0    0    0    0    1    3    0    0    3    3    0    0    1    0    0    2    0    1    1    0    0    0    0    0    0    1    0    1    0    0    1    0    0    0    0    0    0    0    0    0
 24 Random (Optimal)        84     3    3    0    1    5    0    2    2    1    1    2    2    1    3    1    4    2    2    2    2    4    2    0    0    1    2    3    5    3    1    2    0    2    2    4    1    2    4    4    1    0    2
 25 Inocencio               12     0    0    0    0    0    0    0    0    0    0    1    1    1    1    0    0    1    0    2    0    0    1    0    1    0    0    0    0    0    3    0    0    0    0    0    0    0    0    0    0    0    0
 26 Multi-strategy          11     0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    1    0    0    2    0    0    0    3    1    3    0    0    0    0    0    0    0    0    0    0    0    1
 27 Peterbot                15     0    0    1    0    0    0    0    1    0    0    0    1    0    0    0    0    0    0    0    0    0    0    0    3    0    0    0    0    2    3    0    0    1    0    0    1    0    0    0    0    0    2
 28 * Foxtrot               72     0    0    0    0    0    0    4    1    0    0    3    0    1    0    2    2    0    0    1    0    4    3    1    5    0    3    0    0    6    4    1    1    1    2    0    6    2    3    4    4    3    5
 29 Knucklehead             29     0    0    0    0    0    0    0    0    0    0    0    1    2    0    0    0    0    0    0    0    0    1    0    3    0    1    2    6    0    1    0    1    1    0    4    1    1    2    0    0    1    1
 30 * Add-drift             60     0    0    1    0    0    0    2    2    0    1    0    1    0    3    1    0    0    0    0    0    3    1    1    1    3    3    3    4    1    0    3    2    2    2    2    7    2    2    5    0    1    1
 31 Beat Frequent Pick      66     0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    2    0    0    0    1    0    3    0    0    7    0    0    0   39    3    0    0    2    9
 32 R-P-S 20-20-60          46     0    0    0    0    0    0    0    0    0    0    0    3    2    0    0    0    0    0    0    0    0    0    0    0    0    0    0    1    1    2    0    0    3    1    5    6    5    5    0    0    9    3
 33 * Copy-drift            50     0    0    0    0    0    0    0    0    1    0    0    2    0    0    0    0    1    1    0    1    0    2    1    2    0    0    1    1    1    2    7    3    0    1    1    3    2    5    3    3    3    3
 34 * Anti-Flat             17     0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    2    0    0    0    2    0    2    0    1    1    0    0    0    0    6    0    0    2    1
 35 * Flat                  60     0    0    0    0    0    0    1    0    0    0    0    0    1    0    0    0    0    0    0    0    1    0    0    4    0    0    0    0    4    2    0    5    1    0    0    2    4    2   23    0    5    5
 36 * Text                  36     0    0    0    1    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    1    0    0    1    6    1    7    0    6    3    0    2    0    0    1    0    0    4    3
 37 Rotate R-P-S           131     0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    2    0    0    0    2    1    2   39    5    2    0    4    0    0    2   28   38    6    0
 38 * Switch A Lot          47     1    0    0    0    0    0    0    0    0    0    0    0    2    0    0    0    0    0    0    0    0    0    0    4    0    0    0    3    2    2    3    5    5    6    2    1    2    0    4    0    3    2
 39 Good Ole Rock           92     0    0    0    0    0    0    0    0    0    0    0    0   14    0    0    0    0    0    0    0    0    0    0    4    0    0    0    4    0    5    0    0    3    0   23    0   28    4    0    0    4    3
 40 Beat The Last Move      61     0    0    1    0    0    0    0    0    0    0    0    0   13    0    0    0    0    0    0    0    0    0    0    1    0    0    0    4    0    0    0    0    3    0    0    0   38    0    0    0    0    1
 41 Always Switchin'        44     0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    0    3    1    1    2    9    3    2    5    4    6    3    4    0    0    1
 42 * Add-react             53     0    0    3    0    0    0    0    0    2    0    0    1    2    0    0    0    0    0    0    0    1    1    0    2    0    1    2    5    1    1    9    3    3    1    5    3    0    2    3    1    1    0