Nigel Richards - One-in-the-bag pre-endgame analysis (TWL06)

Moves with equal percentages of wins, losses and draws are sorted descendingly according to the following heuristic:

H := (points scored with the move) + (mathematical expectation of the player's highest score next turn) - (mathematical expectation of the opponent's highest score next turn)

While this heuristic is generally good, the ordering according to it should be taken with a grain of salt; for selected examples, we give a better sub-ranking of the moves according to the mathematical expectation of the final spread of the game.

Example 1

This example between Nigel Richards and Brian Cappelletto is taken from here. The game was equal and it was Nigel's turn.
His rack: DGKLLTU
Unseen tiles from his point of view: AAAEINUU
Game in gcg format

Game board

Nigel played [KINGLET 13H 11 DLU], a move that won 75% of the time. Indeed, it lost the game by 11 points to an optimal endgame sequence if he picked a U. In that case, an optimal endgame sequence would have been: [GUINEA 11A 14 AA] [LOUD 11L 5 U] [AA 3K 11] [-] [end U +2].

There was a unique move that won all the time: [FLU 10M 8 DGKLT]. Here are the final spreads of the game from Nigel's point of view after each pick (hover over a spread to see an optimal endgame sequence):

Move A (3) E I N U (2)
[FLU 10M 8 DGKLT] +5 +16 +3 +4 +1

The moves that won at least 75% of the time were:

Move H W-L-D Wins Losses Draws
[FLU 10M 8 DGKLT] 21.125 8-0-0 +A +E +I +N +U
[SHUL L1 14 DGKLT] 22.750 6-2-0 +A +E +I +N +U
[INNERVED 15G 11 GKLLTU] 20.750 6-2-0 +A +E +I +N +U
[KUDO H5 16 DGLLT] 19.750 6-2-0 +A +E +I +N +U
[ELK M2 14 DGLTU] 18.500 6-2-0 +A +E +I +N +U
[GINK G6 14 DLLTU] 17.875 6-2-0 +A +E +I +N +U
[DEL 13L 4 GKLTU] 17.875 6-2-0 +A +E +I +N +U
[INGLE 13I 5 DKLTU] 16.500 6-2-0 +A +E +I +N +U
[DINGLE 13H 7 KLTU] 16.125 6-2-0 +A +E +I +N +U
[DOL 11L 4 GKLTU] 15.875 6-2-0 +A +E +I +N +U
[OLD 11M 4 GKLTU] 15.375 6-2-0 +A +E +I +N +U
[GOLD 11L 6 KLTU] 15.125 6-2-0 +A +E +I +N +U
[ELD M2 8 GKLTU] 14.625 6-2-0 +A +E +I +N +U
[GOD 11L 5 KLLTU] 14.375 6-2-0 +A +E +I +N +U
[DOG 11L 5 KLLTU] 14.375 6-2-0 +A +E +I +N +U
[GLUG 11A 6 DKLT] 13.875 6-2-0 +A +E +I +N +U
[LOUD 11L 5 GKLT] 13.750 6-2-0 +A +E +I +N +U
[GEL 13L 4 DKLTU] 13.000 6-2-0 +A +E +I +N +U
[LED 13L 4 GKLTU] 12.250 6-2-0 +A +E +I +N +U
[GELD 13L 6 KLTU] 11.875 6-2-0 +A +E +I +N +U
[KINGLET 13H 11 DLU] 11.750 6-2-0 +A +E +I +N +U
[TALK J1 8 DGLTU] 11.625 6-2-0 +A +E +I +N +U
[LEKU 13L 8 DGLT] 11.375 6-2-0 +A +E +I +N +U
[TINKLED 13H 11 GLU] 7.750 6-2-0 +A +E +I +N +U

Example 2

This example between Nigel Richards and Will Anderson is taken from here. Nigel was 9 points behind.
His rack: ?EEIISS
Unseen tiles from his point of view: ADEEFKOR
Game in gcg format

Game board

Nigel played the best move: [SEISIN C9 14 ?E].

The seven best moves were:

Move H W-L-D Wins Losses Draws
[SEISIN C9 14 ?E] -2.250 6-1-1 +A +E +F +K +R +O +D
[SEIzIN C9 12 ES] -2.375 5-1-2 +A +E +F +R +O +D +K
[SEIsIN C9 12 ES] -3.000 5-1-2 +A +E +F +R +O +D +K
[SEI 13B 17 ?EIS] 7.125 4-1-3 +A +D +K +R +F +E +O
[NISEIS 7B 28 ?E] 7.125 5-3-0 +A +F +K +O +R +D +E
[ISSEI 9A 15 ?E] -2.125 5-3-0 +D +E +F +K +A +O +R
[SEINE C11 10 ?IS] -3.500 5-3-0 +A +D +E +R +F +K +O

Example 3

This example between Nigel Richards and Conrad Bassett-Bouchard is taken from here. Nigel was 24 points behind.
His rack: AEEHILR
Unseen tiles from his point of view: EEGLOPYZ
Game in gcg format

Game board

Nigel played [ELHI 1B 21 AER], by far the best move, with 62.5% winning chances assuming a completely random rack for his opponent.

The moves that did not lose all the time were the following:

Move H W-L-D Wins Losses Draws
[ELHI 1B 21 AER] 17.125 5-3-0 +G +L +P +Y +Z +E +O
[HEIR 1A 28 AEL] 11.000 2-5-1 +O +Z +E +G +L +P +Y
[PE B3 4 AEHILR] 23.625 1-7-0 +O +E +G +L +P +Y +Z
[PI B3 4 AEEHLR] 11.125 1-7-0 +O +E +G +L +P +Y +Z
[NE 13H 8 AEHILR] 7.500 1-7-0 +O +E +G +L +P +Y +Z
[ERA 6J 15 AEHIL] 6.500 1-7-0 +O +E +G +L +P +Y +Z
[LIER 1A 19 AEH] 6.375 1-7-0 +Y +E +G +L +O +P +Z
[APE B2 10 EHILR] 5.625 1-7-0 +O +E +G +L +P +Y +Z
[VET E3 6 AEHILR] 5.500 1-7-0 +O +E +G +L +P +Y +Z
[WE 9H 6 AEHILR] 5.500 1-7-0 +O +E +G +L +P +Y +Z
[ER 7G 6 AEHILR] 5.500 1-7-0 +O +E +G +L +P +Y +Z
[LEER 1A 19 AHI] 5.375 1-7-0 +O +E +G +L +P +Y +Z
[RIPE B1 12 AEHL] 4.500 1-7-0 +O +E +G +L +P +Y +Z
[REE N13 12 AEHIL] 3.500 1-7-0 +O +E +G +L +P +Y +Z
[ERG 10J 12 AEHIL] 3.500 1-7-0 +O +E +G +L +P +Y +Z
[ET J6 4 AEHILR] 3.500 1-7-0 +O +E +G +L +P +Y +Z
[LIEN 9B 9 AEHR] 2.750 1-7-0 +Y +E +G +L +O +P +Z
[HIE 4A 17 AELR] 2.625 1-7-0 +Y +E +G +L +O +P +Z
[IN 13G 9 AEEHLR] 1.375 1-7-0 +O +E +G +L +P +Y +Z
[AE 4B 9 EHILR] 1.000 1-7-0 +O +E +G +L +P +Y +Z
[RIB 5J 10 AEEHL] 0.625 1-7-0 +O +E +G +L +P +Y +Z
[HI 4A 13 AEELR] 0.500 1-7-0 +O +E +G +L +P +Y +Z
[ANE 13G 16 EHILR] 0.000 1-7-0 +O +E +G +L +P +Y +Z
[REIN 9B 9 AEHL] -0.125 1-7-0 +O +E +G +L +P +Y +Z
[HIREE 13A 18 AEL] -1.625 1-7-0 +O +E +G +L +P +Y +Z
[HAE 4A 17 EILR] -1.625 1-7-0 +O +E +G +L +P +Y +Z
[ERA G7 14 EHILR] -2.000 1-7-0 +O +E +G +L +P +Y +Z
[IRE 7B 8 AEHL] -2.125 1-7-0 +O +E +G +L +P +Y +Z
[ILEA K2 16 EHR] -3.625 1-7-0 +O +E +G +L +P +Y +Z
[IN J10 4 AEEHLR] -3.625 1-7-0 +O +E +G +L +P +Y +Z
[RILE 10C 6 AEHL] -3.750 1-7-0 +O +E +G +L +P +Y +Z
[LI 10E 4 AEEHLR] -4.000 1-7-0 +O +E +G +L +P +Y +Z
[LIRE 7A 9 AEH] -4.375 1-7-0 +Y +E +G +L +O +P +Z
[AE 10I 11 EHILR] -5.000 1-7-0 +O +E +G +L +P +Y +Z
[RIEL 10B 6 AEHL] -5.000 1-7-0 +O +E +G +L +P +Y +Z
[RILLE 10B 9 AEH] -5.750 1-7-0 +Y +E +G +L +O +P +Z
[AE 13L 10 EHILR] -6.000 1-7-0 +O +E +G +L +P +Y +Z
[GAE 6H 10 EHILR] -6.000 1-7-0 +O +E +G +L +P +Y +Z
[RILE 7A 9 AEH] -6.625 1-7-0 +Y +E +G +L +O +P +Z
[HEAL 10B 15 EILR] -7.625 1-7-0 +O +E +G +L +P +Y +Z
[MAE D8 9 EHILR] -7.625 1-7-0 +O +E +G +L +P +Y +Z
[WAE 9H 7 EHILR] -9.000 1-7-0 +O +E +G +L +P +Y +Z
[ACE F7 7 EHILR] -9.000 1-7-0 +O +E +G +L +P +Y +Z
[HAET J4 9 EILR] -9.875 1-7-0 +O +E +G +L +P +Y +Z
[AE 13J 6 EHILR] -10.000 1-7-0 +O +E +G +L +P +Y +Z
[AE 4A 7 EHILR] -10.125 1-7-0 +O +E +G +L +P +Y +Z
[HAEN 9B 12 EILR] -10.375 1-7-0 +O +E +G +L +P +Y +Z
[EAT J5 5 EHILR] -11.000 1-7-0 +O +E +G +L +P +Y +Z
[HAE 7B 11 EILR] -11.500 1-7-0 +O +E +G +L +P +Y +Z
[LEA 10E 5 EHILR] -11.500 1-7-0 +O +E +G +L +P +Y +Z
[ALE 10D 5 EHILR] -12.125 1-7-0 +O +E +G +L +P +Y +Z
[ILEAL 10A 7 EHR] -12.875 1-7-0 +O +E +G +L +P +Y +Z
[HIRE 1B 12 AEL] 8.125 0-7-1 +E +G +L +P +Y +Z +O
[EN 9D 6 AEHILR] 5.500 0-7-1 +E +G +L +P +Y +Z +O
[HAIR 1A 28 EEL] 4.500 0-7-1 +E +G +L +O +P +Z +Y
[EN J10 4 AEHILR] 3.500 0-7-1 +E +G +L +P +Y +Z +O
[EM D7 4 AEHILR] 3.500 0-7-1 +E +G +L +P +Y +Z +O
[IT K13 2 AEEHLR] -5.625 0-7-1 +E +G +L +P +Y +Z +O
[OI F14 2 AEEHLR] -5.625 0-7-1 +E +G +L +P +Y +Z +O
[TI E5 2 AEEHLR] -5.625 0-7-1 +E +G +L +P +Y +Z +O

It is to be noted that, since his opponent just played BI F2, it was safe to assume that his opponent had the remaining O to play OBI F1. Assuming his opponent had an O in his rack, Nigel's move [ELHI 1B 21 AER] actually won 71.4% of the time, well ahead of every other move.

Assuming his opponent had an O in his rack, the moves that did not lose all the time were the following:

Move H W-L-D Wins Losses Draws
[ELHI 1B 21 AER] 19.393 5-2-0 +G +L +P +Y +Z +E
[HEIR 1A 28 AEL] 15.679 1-5-1 +Z +E +G +L +P +Y
[LIER 1A 19 AEH] 11.107 1-6-0 +Y +E +G +L +P +Z
[LIEN 9B 9 AEHR] 6.893 1-6-0 +Y +E +G +L +P +Z
[HIE 4A 17 AELR] 5.821 1-6-0 +Y +E +G +L +P +Z
[LIRE 7A 9 AEH] -2.607 1-6-0 +Y +E +G +L +P +Z
[RILLE 10B 9 AEH] -2.643 1-6-0 +Y +E +G +L +P +Z
[RILE 7A 9 AEH] -2.929 1-6-0 +Y +E +G +L +P +Z
[HAIR 1A 28 EEL] 8.357 0-6-1 +E +G +L +P +Z +Y

Example 4

This example between Nigel Richards and Mark Milan is taken from here. Nigel was 62 points behind.
His rack: ?EGHSUV
Unseen tiles from his point of view: AACEENTU
Game in gcg format

Game board

Nigel played [NOG L10 8 ?EHSUV], picked an E and won the game.

The move Nigel played won 37.5% of the time, while all other moves lost all the time!

Move H W-L-D Wins Losses Draws
[NOG L10 8 ?EHSUV] 31.500 3-5-0 +C +E +A +N +T +U

Example 5

This example between Nigel Richards and Mike Baron is taken from here. Nigel was 82 points behind.
His rack: ?CHIKSU
Unseen tiles from his point of view: AEIINNOR
Game in gcg format

Game board

Nigel played [NU 11L 2 ?CHIKS], one of only two moves that gave him winning chances. He hoped to pick the R; he would then threaten RICKSHa 15C 107 and sCHRIKS N5 84, both of which could not have been blocked simultaneously by his opponent.

The only two moves that offered winning chances were:

Move H W-L-D Wins Losses Draws
[PEC 14K 7 ?HIKSU] 72.375 1-7-0 +E +A +I +N +O +R
[NU 11L 2 ?CHIKS] 63.750 1-7-0 +R +A +E +I +N +O

The move [NU 11L 2 ?CHIKS] that Nigel played is actually second best according to the mathematical expectation of the final spread of the game if we assume that the opponent had a totally random rack. Here are the final spreads of the game from Nigel's point of view after each pick (hover over a spread to see an optimal endgame sequence):

Move A E I (2) N (2) O R Min Max 𝔼[final spread]
[PEC 14K 7 ?HIKSU] -35 +16 -55 -36 -45 -39 -55 +16 -35.625
[NU 11L 2 ?CHIKS] -6 -42 -45 -56 -46 +1 -56 +1 -36.875

Of course, Nigel might have inferred, based on his opponent's last plays for example, that he had more chances of picking the R than the E, hence choosing to play [NU 11L 2 ?CHIKS] instead of [PEC 14K 7 ?HIKSU].

Example 6

This example between Rafi Stern and Nigel Richards is taken from here. Rafi was 9 points behind.
His rack: ?DDGIIU
Unseen tiles from his point of view: BEFLORSW
Game in gcg format

Game board

Rafi played [ID 9L 19 DGIU?] which would have won if he picked the S, drawn if he picked the O and lost otherwise.

The exhaustive list of moves that didn't lose all the time is:

Move H W-L-D Wins Losses Draws
[DUIT 5E 10 ?DGI] 6.125 2-6-0 +E +O +B +F +L +R +S +W
[IGG O7 7 ?DDIU] 1.875 2-6-0 +R +S +B +E +F +L +O +W
[DURInG M10 14 DI] -0.625 2-6-0 +E +O +B +F +L +R +S +W
[DRUID M11 14 ?GI] -1.000 2-6-0 +E +O +B +F +L +R +S +W
[GIRD M10 12 ?DIU] -5.125 2-6-0 +E +S +B +F +L +O +R +W
[ID 13K 8 ?DGIU] -7.125 2-6-0 +E +S +B +F +L +O +R +W
[RID M12 8 ?DGIU] -16.875 2-6-0 +E +S +B +F +L +O +R +W
[mURID M10 10 DGI] -22.375 2-6-0 +E +S +B +F +L +O +R +W
[ID 9L 19 ?DGIU] 15.375 1-6-1 +S +B +E +F +L +R +W +O
[GIDs 5A 21 DIU] 7.625 1-7-0 +S +B +E +F +L +O +R +W
[IGG O6 12 ?DDIU] 6.625 1-7-0 +S +B +E +F +L +O +R +W
[GIT K10 8 ?DDIU] 3.125 1-7-0 +S +B +E +F +L +O +R +W
[VIG E11 7 ?DDIU] 2.125 1-7-0 +S +B +E +F +L +O +R +W
[GIT 5F 4 ?DDIU] 0.875 1-7-0 +S +B +E +F +L +O +R +W
[DIED L10 6 ?GIU] 0.125 1-7-0 +S +B +E +F +L +O +R +W
[DIG 10B 5 ?DDIU] 0.125 1-7-0 +S +B +E +F +L +O +R +W
[DUD 10B 5 ?DGII] 0.000 1-7-0 +S +B +E +F +L +O +R +W
[GIE L10 4 ?DDIU] -0.250 1-7-0 +S +B +E +F +L +O +R +W
[DUE L10 4 ?DGII] -0.375 1-7-0 +S +B +E +F +L +O +R +W
[GIED L10 6 ?DIU] -0.750 1-7-0 +S +B +E +F +L +O +R +W
[GUIlD O8 8 DGI] -2.875 1-7-0 +S +B +E +F +L +O +R +W
[lURID M10 10 DGI] -4.125 1-7-0 +S +B +E +F +L +O +R +W
[VIrID E11 8 DGU] -4.750 1-7-0 +S +B +E +F +L +O +R +W
[VIvID E11 8 DGU] -4.750 1-7-0 +S +B +E +F +L +O +R +W
[GUIDe O8 6 DGI] -4.875 1-7-0 +S +B +E +F +L +O +R +W
[GUIDs O8 6 DGI] -4.875 1-7-0 +S +B +E +F +L +O +R +W
[DIScI J10 11 DGU] -5.875 1-7-0 +S +B +E +F +L +O +R +W
[URD M11 8 ?DGII] -6.000 1-7-0 +S +B +E +F +L +O +R +W
[DULIa I10 11 DGI] -6.375 1-7-0 +S +B +E +F +L +O +R +W
[tURGID M10 14 DI] -7.375 1-7-0 +E +B +F +L +O +R +S +W
[dRUID M11 10 DGI] -9.625 1-7-0 +E +B +F +L +O +R +S +W
[URsID M11 10 DGI] -9.625 1-7-0 +E +B +F +L +O +R +S +W
[nITID K10 10 DGU] -10.750 1-7-0 +S +B +E +F +L +O +R +W
[DRUG M11 12 ?DII] -14.000 1-7-0 +S +B +E +F +L +O +R +W
[RUG M12 8 ?DDII] -14.375 1-7-0 +S +B +E +F +L +O +R +W
[GRID M11 12 ?DIU] -17.250 1-7-0 +S +B +E +F +L +O +R +W
[TUG K12 4 ?DDII] -19.000 1-7-0 +S +B +E +F +L +O +R +W
[UrSID J10 11 DGI] -19.625 1-7-0 +S +B +E +F +L +O +R +W
[DIGs 5A 21 DIU] 9.375 0-6-2 +B +E +F +L +O +W +R +S
[IGGeD O6 14 DIU] 2.375 0-7-1 +B +E +F +L +O +R +W +S
[GUT K10 8 ?DDII] 1.375 0-7-1 +B +E +F +L +O +R +W +S
[DUITs 5E 10 DGI] 0.375 0-7-1 +B +F +L +O +R +S +W +E
[DhUTI 5E 10 DGI] 0.375 0-7-1 +B +F +L +O +R +S +W +E
[DRUId M11 10 DGI] -6.375 0-7-1 +B +F +L +O +R +S +W +E
[GUIDInG O8 10 D] -7.875 0-7-1 +B +F +L +O +R +S +W +E

Example 7

This example between Nigel Richards and Brian Bowman is taken from here. The game was equal with Nigel to play.
His rack: AEKLQVY
Unseen tiles from his point of view: ?DELMNOU
Game in gcg format

Game board

Nigel played [KELLY 10B 30 AEQV], one of the only three moves that didn't lose all the time.

The three moves that didn't lose all the time were:

Move H W-L-D Wins Losses Draws
[KELLY 10B 30 AEQV] 25.250 1-7-0 +? +D +E +L +M +N +O +U
[KVELL 10A 20 AEQY] 24.875 1-7-0 +? +D +E +L +M +N +O +U
[ELK 10C 7 AELQVY] 8.375 1-7-0 +? +D +E +L +M +N +O +U

The move [KELLY 10B 30 AEQV] that Nigel played is actually best according to the mathematical expectation of the final spread of the game. Here are the final spreads of the game from Nigel's point of view after each pick (hover over a spread to see an optimal endgame sequence):

Move ? D E L M N O U Min Max 𝔼[final spread]
[KELLY 10B 30 AEQV] +1 -11 -23 -30 -19 -27 -17 -2 -30 +1 -16.000
[KVELL 10A 20 AEQY] +12 -28 -27 -30 -29 -26 -27 -1 -30 +12 -19.500
[ELK 10C 7 AELQVY] +4 -121 -32 -42 -120 -38 -38 -14 -121 +4 -50.125

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