Twixt Commentator — First Moves

Elo-adjusted expected-score residuals for board size 24.

This page shows how White's actual win rate compares to what Elo ratings would predict, for each first move, normalized to the upper-left quadrant of a 24×24 board.

Residual: White underperforms Elo ≈ expected White overperforms Elo stripes = <100 games thick stripes = <20 games

First Move Heatmap

b, w c, v d, u e, t f, s g, r h, q i, p j, o k, n l, m
1, 24
b1
−8.8%
2.1% swap
c1
−8.1%
0.0% swap
d1
−14.7%
0.0% swap
e1
−12.4%
0.0% swap
f1
−16.7%
0.0% swap
g1
−23.5%
0.0% swap
h1
−13.6%
3.4% swap
i1
−4.1%
3.2% swap
j1
−4.2%
4.5% swap
k1
−13.6%
0.0% swap
l1
−13.4%
1.8% swap
2, 23
b2
−9.3%
0.9% swap
c2
−8.8%
3.6% swap
d2
−4.1%
3.2% swap
e2
−8.2%
7.2% swap
f2
−2.3%
9.5% swap
g2
−23.3%
5.9% swap
h2
−25.6%
4.5% swap
i2
−16.1%
6.3% swap
j2
−13.2%
0.0% swap
k2
−22.0%
0.0% swap
l2
−16.8%
4.0% swap
3, 22
b3
+1.8%
3.0% swap
c3
−0.7%
18.8% swap
d3
+1.4%
24.9% swap
e3
+0.8%
24.9% swap
f3
−1.6%
23.3% swap
g3
+0.4%
26.3% swap
h3
−1.6%
23.7% swap
i3
−6.8%
20.9% swap
j3
−7.9%
22.1% swap
k3
−9.1%
25.3% swap
l3
−0.8%
20.1% swap
4, 21
b4
+0.2%
4.8% swap
c4
+2.5%
29.0% swap
d4
+1.9%
38.8% swap
e4
+1.8%
42.8% swap
f4
+0.8%
44.6% swap
g4
+4.0%
47.0% swap
h4
−1.2%
37.3% swap
i4
+0.5%
34.8% swap
j4
−0.6%
28.7% swap
k4
−5.8%
27.7% swap
l4
−2.8%
20.1% swap
5, 20
b5
−3.4%
9.0% swap
c5
+2.6%
26.9% swap
d5
+2.1%
39.6% swap
e5
+0.9%
46.3% swap
f5
−2.3%
47.8% swap
g5
−0.6%
45.0% swap
h5
+0.5%
44.2% swap
i5
+1.0%
44.9% swap
j5
−1.5%
49.5% swap
k5
−1.0%
35.6% swap
l5
−10.4%
35.0% swap
6, 19
b6
+3.1%
38.2% swap
c6
+4.4%
29.1% swap
d6
+1.4%
44.5% swap
e6
−2.2%
48.3% swap
f6
−3.0%
49.9% swap
g6
−2.2%
49.4% swap
h6
+3.0%
54.1% swap
i6
−2.0%
49.1% swap
j6
−5.8%
49.5% swap
k6
−1.6%
40.9% swap
l6
−4.6%
46.1% swap
7, 18
b7
−2.3%
43.6% swap
c7
+3.6%
23.9% swap
d7
+1.8%
48.0% swap
e7
+0.2%
52.0% swap
f7
−3.3%
58.7% swap
g7
−4.3%
57.0% swap
h7
−1.7%
52.2% swap
i7
−3.5%
47.1% swap
j7
−8.1%
54.9% swap
k7
−0.2%
53.3% swap
l7
−5.3%
42.6% swap
8, 17
b8
−0.9%
16.7% swap
c8
+3.4%
26.4% swap
d8
+1.5%
45.1% swap
e8
−5.5%
51.6% swap
f8
−2.3%
53.8% swap
g8
−8.1%
57.2% swap
h8
−4.7%
53.8% swap
i8
−7.1%
52.5% swap
j8
−2.5%
56.7% swap
k8
−6.0%
60.3% swap
l8
−0.3%
46.9% swap
9, 16
b9
−0.9%
38.2% swap
c9
−2.0%
28.6% swap
d9
−1.2%
47.5% swap
e9
+7.9%
47.9% swap
f9
−2.1%
52.9% swap
g9
−7.2%
61.2% swap
h9
−5.0%
53.6% swap
i9
−3.8%
56.5% swap
j9
−4.7%
56.1% swap
k9
−2.6%
43.2% swap
l9
−1.8%
53.1% swap
10, 15
b10
−2.1%
13.3% swap
c10
+1.7%
24.7% swap
d10
−7.4%
42.5% swap
e10
−0.2%
40.2% swap
f10
−6.6%
54.2% swap
g10
−5.8%
58.5% swap
h10
−3.9%
57.1% swap
i10
−1.0%
52.1% swap
j10
−1.4%
48.0% swap
k10
−2.9%
45.0% swap
l10
−9.1%
50.0% swap
11, 14
b11
−9.9%
7.1% swap
c11
+4.2%
29.6% swap
d11
−6.0%
46.0% swap
e11
−5.7%
45.5% swap
f11
−6.9%
45.0% swap
g11
−1.5%
46.5% swap
h11
−6.3%
52.7% swap
i11
−2.5%
53.2% swap
j11
−5.5%
53.6% swap
k11
−5.5%
53.3% swap
l11
−10.3%
54.2% swap
12, 13
b12
+2.8%
25.5% swap
c12
+6.5%
29.7% swap
d12
+0.2%
51.5% swap
e12
−3.0%
48.4% swap
f12
−4.3%
51.3% swap
g12
−7.8%
54.3% swap
h12
−3.3%
52.1% swap
i12
−7.5%
55.1% swap
j12
−4.6%
56.4% swap
k12
−7.5%
54.3% swap
l12
−7.3%
58.0% swap

75,605 games included (board size 24, pegs > 7 and < 100, excluding forfeits and draws). Elo ratings use K = 32, computed from all size 24 Twixt history. Hover a cell for details.

How to interpret the above table:

Blue areas are bad first moves, for two possible reasons: either the position is inherently weak, or too strong and gets swapped. It seems clear that all of rows 1 and 2 (and 23 and 24) are just too weak. But there is also a large swath of blue in the middle of the board, approximately the entire central octagon and about one link distance around its perimeter. These spots are generally considered too strong, and strong players swap them.

This does not mean white areas are neutral in any absolute sense. This is a zero-sum statistic. It might not seem zero-sum because of all the blue, but the moves are not evenly distributed. For example, d3 has been historically a very popular first move.

The pink areas are likely good first moves, but I must give some disclaimers. Some spots do not have much data on them, such as e9. Also, for the same reason that some blue spots may be as blue as they are because they are too strong and swapped more often than not, some spots are redder than they would be if they were swapped more often. But it's not only about the risk of your opponent swapping; it also depends on players' general sense of opening moves. For example, according to this table, a move like c12 looks like one of the best on the board, but it is also possible that people just don't have a good sense of where to place the second peg. And when you are deciding where to place the first peg, that is a key consideration: do you have an idea where you would place the second peg if your opponent swaps? Or if you are in the position to swap, do you think your opponent knows where to place the second peg?

Ranked by Residual

Click any column header to sort.

# Move Games Win Rate Expected Swap % Residual ▼
1 e9 71 54.9% 47.0% 47.9% +7.9%
2 c12 1,119 61.7% 55.2% 29.7% +6.5%
3 c6 707 58.3% 53.9% 29.1% +4.4%
4 c11 179 55.9% 51.7% 29.6% +4.2%
5 g4 1,592 60.4% 56.4% 47.0% +4.0%
6 c7 364 62.9% 59.3% 23.9% +3.6%
7 c8 611 54.7% 51.3% 26.4% +3.4%
8 b6 152 46.7% 43.6% 38.2% +3.1%
9 h6 344 55.8% 52.8% 54.1% +3.0%
10 b12 141 51.8% 48.9% 25.5% +2.8%
11 c5 1,546 53.3% 50.7% 26.9% +2.6%
12 c4 3,019 55.8% 53.4% 29.0% +2.5%
13 d5 1,109 48.2% 46.0% 39.6% +2.1%
14 d4 3,704 53.3% 51.5% 38.8% +1.9%
15 e4 3,453 50.8% 49.0% 42.8% +1.8%
16 d7 415 55.2% 53.4% 48.0% +1.8%
17 b3 66 48.5% 46.7% 3.0% +1.8%
18 c10 162 61.1% 59.4% 24.7% +1.7%
19 d8 224 52.2% 50.8% 45.1% +1.5%
20 d3 14,298 57.1% 55.7% 24.9% +1.4%
21 d6 1,060 49.3% 48.0% 44.5% +1.4%
22 i5 316 50.9% 49.9% 44.9% +1.0%
23 e5 1,949 47.6% 46.7% 46.3% +0.9%
24 f4 2,711 47.5% 46.7% 44.6% +0.8%
25 e3 5,306 55.7% 54.9% 24.9% +0.8%
26 h5 1,214 44.3% 43.8% 44.2% +0.5%
27 i4 379 60.2% 59.7% 34.8% +0.5%
28 g3 452 51.5% 51.1% 26.3% +0.4%
29 b4 146 54.8% 54.6% 4.8% +0.2%
30 e7 223 48.9% 48.7% 52.0% +0.2%
31 d12 239 48.5% 48.4% 51.5% +0.2%
32 e10 82 48.8% 48.9% 40.2% −0.2%
33 k7 180 40.6% 40.8% 53.3% −0.2%
34 l8 311 45.7% 45.9% 46.9% −0.3%
35 g5 664 46.1% 46.7% 45.0% −0.6%
36 j4 181 53.0% 53.7% 28.7% −0.6%
37 c3 1,151 47.0% 47.7% 18.8% −0.7%
38 l3 244 42.6% 43.4% 20.1% −0.8%
39 b9 55 25.5% 26.3% 38.2% −0.9%
40 b8 54 55.6% 56.5% 16.7% −0.9%
41 k5 222 41.0% 42.0% 35.6% −1.0%
42 i10 305 36.1% 37.1% 52.1% −1.0%
43 d9 118 50.0% 51.2% 47.5% −1.2%
44 h4 679 57.1% 58.4% 37.3% −1.2%
45 j10 638 41.7% 43.1% 48.0% −1.4%
46 j5 307 49.2% 50.7% 49.5% −1.5%
47 g11 114 40.4% 41.9% 46.5% −1.5%
48 f3 2,418 54.7% 56.3% 23.3% −1.6%
49 h3 224 49.6% 51.2% 23.7% −1.6%
50 k6 186 50.0% 51.6% 40.9% −1.6%
51 h7 232 39.2% 41.0% 52.2% −1.7%
52 l9 254 41.7% 43.5% 53.1% −1.8%
53 c9 119 53.8% 55.8% 28.6% −2.0%
54 i6 269 48.3% 50.4% 49.1% −2.0%
55 f9 87 41.4% 43.5% 52.9% −2.1%
56 b10 15 26.7% 28.8% 13.3% −2.1%
57 g6 429 45.5% 47.6% 49.4% −2.2%
58 e6 414 44.7% 46.9% 48.3% −2.2%
59 f8 145 43.4% 45.7% 53.8% −2.3%
60 f2 42 38.1% 40.4% 9.5% −2.3%
61 b7 94 52.1% 54.4% 43.6% −2.3%
62 f5 930 46.6% 48.9% 47.8% −2.3%
63 i11 216 34.3% 36.7% 53.2% −2.5%
64 j8 194 50.5% 53.0% 56.7% −2.5%
65 k9 229 41.0% 43.6% 43.2% −2.6%
66 l4 179 38.5% 41.4% 20.1% −2.8%
67 k10 278 35.3% 38.1% 45.0% −2.9%
68 e12 95 45.3% 48.3% 48.4% −3.0%
69 f6 834 41.4% 44.4% 49.9% −3.0%
70 f7 269 40.1% 43.4% 58.7% −3.3%
71 h12 261 35.2% 38.6% 52.1% −3.3%
72 b5 122 47.5% 50.9% 9.0% −3.4%
73 i7 172 39.5% 43.0% 47.1% −3.5%
74 i9 1,864 37.1% 40.9% 56.5% −3.8%
75 h10 156 34.0% 37.9% 57.1% −3.9%
76 i1 31 25.8% 29.9% 3.2% −4.1%
77 d2 62 38.7% 42.8% 3.2% −4.1%
78 j1 44 31.8% 36.0% 4.5% −4.2%
79 f12 115 46.1% 50.4% 51.3% −4.3%
80 g7 407 37.8% 42.2% 57.0% −4.3%
81 j12 335 34.3% 38.9% 56.4% −4.6%
82 l6 319 39.5% 44.1% 46.1% −4.6%
83 j9 346 38.4% 43.2% 56.1% −4.7%
84 h8 353 44.2% 48.9% 53.8% −4.7%
85 h9 183 35.0% 40.0% 53.6% −5.0%
86 l7 378 36.2% 41.5% 42.6% −5.3%
87 k11 460 34.3% 39.8% 53.3% −5.5%
88 j11 319 36.7% 42.2% 53.6% −5.5%
89 e8 258 41.5% 47.0% 51.6% −5.5%
90 e11 66 42.4% 48.2% 45.5% −5.7%
91 j6 323 41.8% 47.6% 49.5% −5.8%
92 k4 137 40.1% 46.0% 27.7% −5.8%
93 g10 123 33.3% 39.2% 58.5% −5.8%
94 k8 209 40.2% 46.2% 60.3% −6.0%
95 d11 87 39.1% 45.1% 46.0% −6.0%
96 h11 262 34.4% 40.6% 52.7% −6.3%
97 f10 225 27.1% 33.7% 54.2% −6.6%
98 i3 172 40.7% 47.5% 20.9% −6.8%
99 f11 60 41.7% 48.6% 45.0% −6.9%
100 i8 255 45.1% 52.2% 52.5% −7.1%
101 g9 134 33.6% 40.8% 61.2% −7.2%
102 l12 2,585 31.1% 38.4% 58.0% −7.3%
103 d10 106 45.3% 52.7% 42.5% −7.4%
104 i12 236 31.4% 38.9% 55.1% −7.5%
105 k12 693 31.0% 38.6% 54.3% −7.5%
106 g12 293 31.4% 39.2% 54.3% −7.8%
107 j3 86 36.0% 43.9% 22.1% −7.9%
108 j7 246 33.3% 41.4% 54.9% −8.1%
109 c1 20 20.0% 28.1% 0.0% −8.1%
110 g8 180 38.3% 46.5% 57.2% −8.1%
111 e2 69 36.2% 44.4% 7.2% −8.2%
112 c2 55 36.4% 45.2% 3.6% −8.8%
113 b1 47 31.9% 40.7% 2.1% −8.8%
114 l10 286 27.6% 36.7% 50.0% −9.1%
115 k3 95 36.8% 45.9% 25.3% −9.1%
116 b2 108 26.9% 36.2% 0.9% −9.3%
117 b11 14 21.4% 31.3% 7.1% −9.9%
118 l11 677 28.1% 38.3% 54.2% −10.3%
119 l5 340 30.9% 41.2% 35.0% −10.4%
120 e1 31 19.4% 31.8% 0.0% −12.4%
121 j2 17 23.5% 36.7% 0.0% −13.2%
122 l1 114 20.2% 33.6% 1.8% −13.4%
123 h1 29 24.1% 37.8% 3.4% −13.6%
124 k1 74 20.3% 33.9% 0.0% −13.6%
125 d1 23 21.7% 36.4% 0.0% −14.7%
126 i2 16 31.3% 47.4% 6.3% −16.1%
127 f1 28 21.4% 38.2% 0.0% −16.7%
128 l2 75 22.7% 39.5% 4.0% −16.8%
129 k2 20 15.0% 37.0% 0.0% −22.0%
130 g2 17 17.6% 40.9% 5.9% −23.3%
131 g1 37 8.1% 31.6% 0.0% −23.5%
132 h2 22 13.6% 39.3% 4.5% −25.6%