Haylee vs. LZ

[WYVYW]

When will the next match (3) start?

[qrss]

It is going on right now: https://online-go.com/game/12852638

[roy7]

Final game log.

http://termbin.com/9vrg

Haylee usually has a video up in the evening after these games. So check YouTube in 6-8 hours maybe.

[Mardak]

From the game log, here's the top move for black (B) and white (W) according to LZ as well as what LZ thought of Haylee's (H) play. "??" means LZ didn't think about that move. "B same" means LZ agrees with Haylee's move.

  1H Q16 ?? handicap
  2W pass ?? handicap
  3H  D4 ?? started
  4W  Q4 ->    6423 (V: 15.99%) (N: 18.93%) PV: Q4 D16 C3 D3 C4 C6 C5 D5 B6 R3 Q3 R4 R6 R5 Q5 S6 R2 S2 S7 Q6 R7 Q2 P2 R1 P6 C2 B2 B7 D6 C7 D2 E2 C1 E6
  5H D17 ->    7036 (V: 84.32%) (N: 27.16%) PV: D17 C15 R3 E16 E17 F16 G17 R4 Q3 O3 P3 P4 O2 R17 R16 Q17 O17 P17 P16 O18 R9 S3
  5B D16 ->   14489 (V: 84.63%) (N: 29.82%) PV: D16 R6 F3 C17 C16 D17 F17 E17 E16 F18 B17 B18 G18 B16 G16 B15 E18 D18 O17 R14 O3
  6W C15 ->   13650 (V: 15.12%) (N:  7.98%) PV: C15 R3 Q3 R4 R6 R5 Q5 S6 C3 D3 C4 C6 C5 D5 B6 F16 R17 R16 Q17 O17 P17 P16 O18 S17 S18 P18 Q18 N18 O16 N17 O15 S15 T17 M15
  7H D12 ??
  7B  R3 ->   54108 (V: 85.50%) (N: 62.43%) PV: R3 Q3 R4 R6 R5 Q5 S6 C3 D3 C4 C6 C5 D5 B6 F16 R17 R16 Q17 O17 P17 P16 O18 S17 S18 P18 Q18 N18 O16 N17 O15 S15 T17 M15 O13 Q12 S16 R14
  8W  F3 ->   13367 (V: 16.32%) (N:  0.63%) PV: F3 C6 R17 R16 Q17 O17 P17 P16 O18 S17 S18 N18 O16 N17 S16 S15 T17 O15 E16 D16 D15 E15 E17 E18 F18 D18 G16 E14 B17 B18 C17 C18 C13 C12
  9H  C6 ->   17735 (V: 84.90%) (N:  8.51%) PV: C6 R14 R3 R4 Q3 O3 P3 P4 O2 O17 O16 N16 O15 Q17 R17 P17 R16 R11 L16 N15 Q14 Q13 P13 Q12 S14 P14 Q15
  9B same
 10W E16 ->   21073 (V: 15.51%) (N: 24.07%) PV: E16 D16 D15 E15 E17 E18 F18 D18 E14 F15 G16 G15 H16 H15 J16 B16 B15 J15 K16 C13 B17 B18 C16 C17 A16 A18 D13 E13 D14 E12 C12 C11
 11H D16 ->   18792 (V: 84.43%) (N: 77.19%) PV: D16 D15 E15 E17 E18 F18 D18 E14 F15 G16 G15 H16 H15 J16 B16 B15 J15 K16 C13 B17 B18 C16 C17 A16 A18 D13 E13 D14 E12 C12 C11
 11B E17 ->   29885 (V: 85.50%) (N: 13.99%) PV: E17 F16 G17 D7 E3 F4 D6 F7 E7 E8 E6 F9 F6 G7 G6 K3 H7 C9 F12 H8 G16
 12W D15 ->   43750 (V: 15.69%) (N: 89.20%) PV: D15 E15 E17 E18 F18 D18 E14 F15 G16 G15 H16 H15 J16 B16 B15 C16 C12 C11 D11 E12 C13 C10 F13 J15 K16 K15 M16 L15 N17 F12 G13 G12 H13 J12 J13 K13 H12
 13H E15 ->   47639 (V: 84.19%) (N: 92.25%) PV: E15 E17 E18 F18 D18 E14 F15 G16 G15 H16 H15 J16 B16 B15 C16 C12 C11 D11 E12 C13 C10 F13 J15 K16 K15 M16 L15 N17 F12 G13 G12 H13 J12 J13 K13 H12 H11 K12
 13B same
 14W E17 ->   61121 (V: 15.92%) (N: 57.67%) PV: E17 E18 F18 D18 E14 F15 G16 G15 H16 H15 J16 B16 B15 C16 C12 C11 D11 E12 C13 C10 F13 J15 K16 K15 M16 L15 N17 F12 G13 G12 H13 J12 J13 K13 H12 H11 K12
 15H E18 ->   74494 (V: 84.13%) (N: 91.79%) PV: E18 F18 D18 E14 F15 G16 G15 H16 B16 C16 B17 B15 H15 J16 G18 F17 C17 C12 C11 D11 E12 C13 C10 F13 J15 K16 K15 M16 L15 N17 F12 G13 G12 H13 J12 J13 K13 H12 H11
 15B same
 16W F18 ->   71763 (V: 16.03%) (N: 40.59%) PV: F18 D18 E14 F15 G16 G15 H16 B16 C16 B17 B15 H15 J16 G18 F17 C17 C12 C11 D11 E12 C13 C10 F13 J15 K16 K15 M16 L15 N17 F12 G13 G12 H13 J12 J13 K13 H12 H11 K12 J11
 17H D18 ->   75809 (V: 83.90%) (N: 92.33%) PV: D18 E14 F15 G16 G15 H16 B16 C16 B17 B15 H15 J16 G18 F17 C17 C12 C11 D11 E12 C13 C10 F13 J15 K16 K15 L16 G11 G12 H11 J13 L15 F11 E11 F10
 17B same
 18W E14 ->   77066 (V: 16.21%) (N:  6.36%) PV: E14 F15 G16 G15 H16 B16 C16 B17 B15 H15 J16 G18 F17 C17 C12 C11 D11 E12 C13 C10 F13 J15 K16 K15 L16 G11 G12 H11 J13 L15 F11 E11 F10
 19H F15 ->   81080 (V: 83.83%) (N: 93.63%) PV: F15 G16 G15 H16 H15 J16 B16 B15 G18 G17 F19 B17 B18 C16 C17 A16 F17 F16 J15 K16 K15 L16 O17 A18 H18 L15 L14 M14 L13
 19B same
 20W G16 ->   81237 (V: 16.20%) (N: 78.44%) PV: G16 G15 H16 H15 J16 B16 B15 G18 G17 F19 B17 B18 C16 C17 A16 F17 F16 J15 K16 K15 L16 O17 A18 H18 L15 L14 M14 L13
 21H B16 ??
 21B G15 ->  219010 (V: 83.67%) (N: 60.46%) PV: G15 H16 H15 J16 B16 B15 G18 F17 C16 C12 C11 D11 E12 C13 C10 F13 J15 K16 K15 L16 G11 G12 H11 J13 L15 L13 M15 N17 O16 P18 N16 O17 K12 K13
 22W H15 ->   23770 (V: 14.24%) (N:  0.16%) PV: H15 G14 B15 H14 J14 F16 F17 G17 G18 H17 H18 J17 J18 K17 K18 L17 L18 M17 M18 G12 B17 B18 C16 C17 A16 A18 B12 R3 R4 Q3 O3 P3 P4
 23H F14 ->    2012 (V: 83.38%) (N: 36.15%) PV: F14 E13 G13 E12 F16 F17 G17 G18 H17 H18 J17 J18 K17 K18 L17 L18 M17 M18 B15 N17 N16 O17 G11 D11 C13 C12 O16
 23B G14 ->   44634 (V: 86.32%) (N: 46.37%) PV: G14 B15 H14 J14 F16 F17 G17 G18 H17 H18 J17 J18 K17 K18 L17 L18 M17 M18 G12 C12 C11 D11 E12 B11 C10 B10 C13 B12 C9 D13 C16 N17
 24W E13 ->   35248 (V: 14.44%) (N: 86.83%) PV: E13 G13 B15 F16 F17 G17 G18 H17 H18 J17 J18 K17 K18 L17 L18 M17 M18 C13 E12 D14 B13 C14 B14 B12 C11 C12 D11 B11 B10 C10 B9 E11 D10 F12
 25H G13 ->   41118 (V: 85.97%) (N: 40.44%) PV: G13 B15 F16 F17 G17 G18 H17 H18 J17 J18 K17 K18 L17 L18 M17 M18 C13 E12 D14 B13 C14 B14 B12 C11 C12 D11 B11 B10 C10 B9 E11 D10 F12 A12
 25B same
 26W B15 ->   59648 (V: 13.32%) (N:  4.27%) PV: B15 F16 F17 G17 G18 H17 H18 J17 J18 K17 K18 L17 L18 M17 C16 C17 M18 C13 E12 D11 E11 D10 H12 G12 G11 H13 J13 J14 J12 J15 B17 B18 A16 A18 C19 B19 E19 C18 F19 D19
 27H F16 ->  186393 (V: 87.59%) (N:  6.27%) PV: F16 F17 G17 G18 H17 H18 J17 J18 K17 K18 L17 L18 M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17
 27B same
 28W F17 ->  187620 (V: 12.42%) (N: 87.71%) PV: F17 G17 G18 H17 H18 J17 J18 K17 K18 L17 L18 M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17 O16
 29H G17 ->  190548 (V: 87.60%) (N: 92.03%) PV: G17 G18 H17 H18 J17 J18 K17 K18 L17 L18 M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17 O16
 29B same
 30W G18 ->  191834 (V: 12.40%) (N: 92.02%) PV: G18 H17 H18 J17 J18 K17 K18 L17 L18 M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17 O16
 31H H17 ->  195032 (V: 87.62%) (N: 96.53%) PV: H17 H18 J17 J18 K17 K18 L17 L18 M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17 O16
 31B same
 32W H18 ->  194204 (V: 12.39%) (N: 87.41%) PV: H18 J17 J18 K17 K18 L17 L18 M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17 O16
 33H J17 ->  197418 (V: 87.62%) (N: 95.10%) PV: J17 J18 K17 K18 L17 L18 M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17 O16
 33B same
 34W J18 ->  196445 (V: 12.39%) (N: 87.94%) PV: J18 K17 K18 L17 L18 M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17 O16
 35H K17 ->  198523 (V: 87.62%) (N: 95.56%) PV: K17 K18 L17 L18 M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17 O16
 35B same
 36W K18 ->  165012 (V: 12.37%) (N: 83.01%) PV: K18 L17 L18 M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17 O16
 37H L17 ->  167814 (V: 87.66%) (N: 91.04%) PV: L17 L18 M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17 O16
 37B same
 38W L18 ->  135024 (V: 12.34%) (N: 76.54%) PV: L18 M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17 O16
 39H M18 ?? restarted
 39B ??
 40W M17 ->   39833 (V: 34.08%) (N: 64.57%) PV: M17 C13 B17 B18 E12 E11 A16 A18 F11 D11 G12 H13 M16 D14 C16 C17 K15 J14 J15 J11 F9
 41H N18 ->    1658 (V: 56.86%) (N: 91.69%) PV: N18 M16 J15 O17 O18 P17 P18 Q17 Q18 R17 R18 C16 C17 B17 B18 A16 A18 F19 E19 J14 K15 L19 N17 N16
 41B C13 ->   45540 (V: 66.52%) (N:  0.75%) PV: C13 B17 B18 E12 E11 A16 A18 F11 D11 G12 H13 M16 D14 C16 C17 K15 J14 J15 J11 F9
 42W M16 ->   32028 (V: 43.67%) (N: 55.72%) PV: M16 L16 O17 O18 C16 C17 P17 N17 M15 L15 O16 P18 Q17 R17 L14 K14 M14 Q18 H13 H14 J14 J15 G14 F13 K15 K16 K13 H16 K15 G15 J16 G16 E12 H14 R16 R15 S16
 43H K15 ->    2412 (V: 53.95%) (N: 49.01%) PV: K15 O17 O18 P17 P18 Q17 Q18 R17 R18 B17 B18 C16 C17 A16 A18 F19 E19 L19 N17 N16 O16 R16 O15 N14 O14
 43B L16 ->   24088 (V: 56.66%) (N:  9.63%) PV: L16 O17 O18 C16 C17 P17 N17 M15 L15 O16 P18 Q17 R17 L14 K14 M14 Q18 H13 H14 J14 J15 G14 F13 K15 K16 K13 H16 K15 G15 J16 G16 E12 H14 R16 R15 S16
 44W O17 ->   33105 (V: 48.45%) (N: 54.78%) PV: O17 F11 O18 C16 G12 F12 F13 G14 C13 H12 C12 C10 B10 B9 B11 R3 R4 Q3 O3 P3 P4 O2 S3 S2 N2 O4 N3 S4 S5 T3 O5 P18 P17 Q17
 45H O18 ->    6229 (V: 50.06%) (N: 85.38%) PV: O18 P17 P18 Q17 Q18 B17 B18 R17 R18 A18 C17 A16 A17 G12 F13 B17 C16 A17 C19 E12 F12 E11 E19 B19
 45B G11 ->   15732 (V: 52.44%) (N:  0.02%) PV: G11 C16 C17 O18 C13 F11 B17 F13 G14 D13 B14 A15 D10 G10 G12 E11 H10 F9 G9 F10 C9 D8 C8 G8 H9 D6
 46W P17 ->   33383 (V: 49.44%) (N: 75.74%) PV: P17 P18 Q17 Q18 B17 B18 R17 F19 A18 C17 A16 L19 C16 B19 J13 G12 K16 L16 L15 J15 K14 L14 M15 J14 H14 K13 G19 E19
 47H P18 ->   43737 (V: 51.06%) (N: 82.71%) PV: P18 Q17 Q18 B17 B18 R17 A17 R18 F19 G12 J14 Q19 G19 L15 L14 M14 L13 M13 L16 M15 H12 F12 H11 D10 R11
 47B same
 48W Q17 ->   63172 (V: 49.56%) (N: 75.37%) PV: Q17 Q18 R17 F19 B17 B18 A18 C17 F13 G14 A16 A17 G12 J14 B17 L19 C16 B19 C8 H12 H11 J12 F11 G10 G11 D9 D8 E9 E8 C9 B8 F8
 49H Q18 ->   64843 (V: 50.57%) (N: 80.06%) PV: Q18 R17 F19 B17 B18 A18 C17 F13 G14 A16 A17 K16 L16 G12 J14 B17 L19 L15 L14 M15 J16 M14 L13 M13 A17 L12 A15 R10 H12 H11 F12
 49B same
 50W R17 ->   66680 (V: 48.94%) (N: 72.02%) PV: R17 F19 B17 B18 A18 C17 F13 G14 A16 A17 G12 J14 B17 L19 C16 B19 C8 H12 H11 J12 F11 G10 G11 D9 D8 E9 E8 C9 F8 B8 B7
 51H F19 ->   83223 (V: 50.45%) (N:  2.66%) PV: F19 B17 B18 A18 C17 A16 L19 L14 K14 K13 L15 M15 H14 R11 A17 F13 G14 B17 M14 L13 N14 C16 B19 O15 N12
 51B same
 52W B17 ->   82482 (V: 49.90%) (N: 13.64%) PV: B17 B18 A18 C17 A16 L19 L14 K14 K13 L15 M15 H14 R11 A17 F13 G14 B17 M14 L13 N14 C16 B19 O15 N12
 53H L19 ->      46 (V: 45.18%) (N:  0.65%) PV: L19 C16 K19 G12 H12 F13 G14
 53B B18 ->  149901 (V: 49.31%) (N: 80.16%) PV: B18 A18 C17 A16 L19 L14 L15 M15 K14 K13 J19 R11 O15 P15 N17 O14 N16 D3 C3 C2 E3 D2 E4 C4 P14 Q14 P13 Q13 P12 C5 D6 F13 G14 G12 J13 J12 H12 H11 H13 F11 J11 H10 K12
 54W F13 ->   32838 (V: 60.17%) (N:  8.67%) PV: F13 G14 G12 J14 C18 H19 H12 J13 C16 J19 R14 R3 Q3 R4 R6 R5 Q5 S6 R2 S2 S5 S4 S7 T5 R7 D9 E7 D7 K4 Q13 R13
 55H G14 ->   36069 (V: 39.83%) (N: 96.06%) PV: G14 G12 J14 C18 H19 H12 J13 C16 J19 R14 R3 Q3 R4 R6 R5 Q5 S6 R2 S2 S5 S4 S7 T5 R7 D9 E7 D7 D3 C3 C2
 55B same
 56W G12 ->   47281 (V: 60.95%) (N: 76.28%) PV: G12 J14 C18 H19 H12 J13 C16 J19 R14 R3 Q3 R4 R6 R5 Q5 S6 R2 S2 S5 S4 S7 T5 R7 D9 E7 D7 K4 Q13 R13 Q11 O10
 57H H12 ->    7716 (V: 37.91%) (N: 43.26%) PV: H12 K14 H14 L15 K19 H11 J12 F11 J11 H10 D9 R11 R3 R4 Q3 O3 P3 P4 O2 S3
 57B J14 ->   42846 (V: 38.83%) (N: 33.51%) PV: J14 C18 H19 H12 J13 C16 J19 R14 R3 Q3 R4 R6 R5 Q5 S6 R2 S2 S5 S4 S7 T5 R7 D9 E7 D7 K4 Q13 R13 Q11 O10
 58W K16 ->   31486 (V: 59.01%) (N:  6.71%) PV: K16 L16 C16 K19 L15 J16 K14 H19 H13 G19 H14 J19 G11 L14 M15 K13 M14 L13 M13 J12 R11 N17 O15
 59H L16 ->  620235 (V: 47.65%) (N: 58.30%) PV: L16 J14 H14 C18 G19 G11 H11 H10 K11 J10 K12 C8 M15 C16 H19 R14 F9 D9 E10 G9 F7 D6 C5 F6 G8 E8 F8 E6 E2 H7 H8
 59B same
 60W J14 ->  385580 (V: 52.56%) (N:  0.37%) PV: J14 H14 C18 G19 G11 H11 H10 K11 J10 K12 C8 M15 C16 H19 R14 F9 D9 E10 G9 F7 D6 C5 F6 G8 E8 F8 E6 E2 H7 H8
 61H H14 ->  387460 (V: 47.64%) (N:  0.18%) PV: H14 C18 G19 G11 H11 H10 K11 J10 K12 C8 M15 C16 H19 R14 F9 D9 E10 G9 F7 D6 C5 F6 G8 E8 F8 E6 E2 H7 H8
 61B same
 62W C18 ->  155229 (V: 53.11%) (N:  1.91%) PV: C18 G19 G11 H11 H10 K11 J10 K12 C8 M15 C16 H19 R14 F9 D9 E10 G9 F7 D6 C5 F6 G8 E8 F8 E6 E2 H7 H8
 63H K19 ->   16933 (V: 46.06%) (N: 28.53%) PV: K19 G11 H11 H10 K11 L15 L14 J13 H13 M15 J15 K14 J16 C16 J19 C8 Q14 S15 S14 R15 R14 R10 N17 O15 N16
 63B G19 ->  150039 (V: 47.03%) (N: 25.79%) PV: G19 G11 H11 H10 K11 J10 K12 C8 M15 C16 H19 R14 F9 D9 E10 G9 F7 D6 C5 F6 G8 E8 F8 E6 E2 H7 H8
 64W G11 ->   35376 (V: 52.69%) (N:  0.40%) PV: G11 H11 H10 K11 J10 K12 L15 J15 K14 J16 C16 J19 Q13 S15 R14 P15 O14 O15 N14 N17 N16 O16 S16 R15 S14 T15 R18 T16
 65H H11 ->   59159 (V: 47.39%) (N: 70.64%) PV: H11 H10 K11 J10 K12 L15 J15 C16 H19 K14 J16 Q13 S15 R14 P15 O14 O15 N14 N17 N16 O16 S16 R15 S14 T15 P14
 65B same
 66W H10 ->   57197 (V: 52.84%) (N: 22.10%) PV: H10 K11 J10 K12 L15 J15 C16 H19 K14 J16 Q13 S15 R14 P15 O14 O15 N14 N17 N16 O16 S16 R15 S14 T15 P14
 67H J13 ->      45 (V: 46.60%) (N:  0.09%) PV: J13 L15 L14 M15 K14 J16
 67B K11 ->  114235 (V: 47.82%) (N: 26.08%) PV: K11 J10 K12 L15 J15 C16 H19 K14 J16 R13 R16 S17 Q14 R14 S16 O13 P15 O15 Q13 Q12 R12 R11 S12 S11 P12 Q11 P13
 68W K13 ->   43268 (V: 55.05%) (N:  7.65%) PV: K13 K12 G15 H13 J11 J12 C16 J19 L12 K11 L10 J10 L11 G10 H9 L13 M13 K14 R11 R13 P13 R16 S17 Q12 Q10 P10 P9 O10
 69H J15 ->    1795 (V: 44.37%) (N:  7.99%) PV: J15 J12 K14 J11 R14 H13 H12 C16 J19 C8 P14 N14 O15 O16 N15
 69B K12 ->   50850 (V: 45.17%) (N: 24.39%) PV: K12 G15 H13 J11 J12 C16 J19 R12 L12 M12 G10 L13 H9 J10 L11 M11 L10 M10 L9 M14 N13 M13 R10 L15 J15 K14 H16 R8 N15 M15 Q12
 70W J12 ->   32721 (V: 60.71%) (N:  4.46%) PV: J12 K14 C16 H19 J11 H13 R14 G10 H9 R3 Q3 R4 R6 R5 Q5 S6 R2 S2 S5 S4 S7 T5 R7 J3 L3 L4 M4 K4 M5 M3 N3 M2
 71H K14 ->   36211 (V: 39.08%) (N: 91.27%) PV: K14 C16 H19 J11 H13 R14 G10 H9 R3 Q3 R4 R6 R5 Q5 S6 R2 S2 S5 S4 S7 T5 R7 J3 L3 L4 M4 K4 M5 M3 N3 M2
 71B same
 72W C16 ->   44772 (V: 61.66%) (N: 20.04%) PV: C16 H19 J11 H13 R14 G10 H9 O3 M3 R6 O4 R3 R4 Q3 P4 S4 S5 S3 P3 R5 R8 P6 P8 L4 L3 J4 F5 E3 F2 K3
 73H J19 ->   11692 (V: 38.27%) (N: 27.70%) PV: J19 J11 H13 R14 G10 H9 R3 Q3 R4 R6 R5 Q5 S6 R2 S2 S5 S4 S7 T5 R7 J3 L3 L4 M4 K4 M5 M3 N3 M2
 73B H19 ->   33792 (V: 38.57%) (N: 37.05%) PV: H19 J11 H13 R14 G10 H9 O3 M3 R6 O4 R3 R4 Q3 P4 S4 S5 S3 P3 R5 R8 P6 P8 L4 L3 J4 F5 E3 F2 K3
 74W J11 ->   33185 (V: 62.08%) (N: 79.43%) PV: J11 H13 R14 G10 H9 R3 Q3 R4 R6 R5 Q5 S6 R2 R7 Q6 S8 S3 S4 T4 S5 J3 K4 K3 M4 D7 C7 D9 B9 M6 L3 L5 L4 H5 P2 Q2
 75H H13 ->   30528 (V: 38.19%) (N:  3.14%) PV: H13 R14 G10 H9 R3 Q3 R4 R6 R5 Q5 S6 R2 R7 Q6 S8 S3 S4 T4 S5 J3 K4 K3 M4 D7 C7 D9 B9 M6 L3 L5 L4 H5 P2 Q2 O3
 75B same
 76W R14 ->   40612 (V: 62.12%) (N:  5.45%) PV: R14 G10 H9 R3 Q3 R4 R6 R5 Q5 S6 R2 R7 Q6 S8 S3 S4 T4 S5 J3 K4 K3 M4 D7 B8 D6 C5 M6 L3 L5 L4 H5 P2 Q2
 77H G10 ->   41484 (V: 37.97%) (N: 36.55%) PV: G10 H9 R3 Q3 R4 R6 R5 Q5 S6 R2 R7 Q6 S8 S3 S4 T4 S5 J3 K4 K3 M4 P8 S2 T2 S1 C8 F12 F11 E12 F10 D14 D2 C3 E5 M7
 77B same
 78W  H9 ->   46568 (V: 62.25%) (N: 54.96%) PV: H9 R3 Q3 R4 R6 R5 Q5 S6 R2 R7 Q6 S8 S3 S4 T4 S5 D7 F12 D6 C7 C5 D5 B5 C8 C3 D3 C2 F7 D8 D9 E6 F4 C9 B9 C10 B10 C11 E9 F6
 79H F12 ->     602 (V: 36.63%) (N:  4.47%) PV: F12 D3 C3 C2 E3 D2 E4 C4 E2 C5 D5 B3 B5 B4 E7 O3 S5 R4
 79B  R3 ->   30717 (V: 37.81%) (N: 30.43%) PV: R3 Q3 R4 R6 R5 Q5 S6 R2 R7 Q6 S8 S3 S4 T4 S5 D7 F12 D6 C7 C5 D5 B5 C8 C3 D3 C2 F7 D8 D9 E6 F4 C9 B9 C10 B10 C11 B11 B6 B8
 80W  N3 ->   22877 (V: 64.19%) (N:  1.52%) PV: N3 R16 P15 S17 R11 S15 O13 R6 R5 Q6 Q8 N6 O4 P5 P4 L6 P7
 81H  R6 ->    9155 (V: 35.10%) (N:  5.57%) PV: R6 R5 Q6 Q9 N6 O4 P5 R8 O9 P11 M4 M3 K4 M5 N5 L4
 81B R12 ->   78750 (V: 36.92%) (N:  0.11%) PV: R12 R10 R8 R6 P12 P10 S10 S9 R9 S11 Q10 R11 Q11 S12 P9 D3 C3 C2 E3 D2 F4 E2 E4 G3 H5 F11 E12 E10 F9 E9 F8 E8 F7 C13 C10 C9 B9
 82W  R5 ->   30390 (V: 65.66%) (N:  8.59%) PV: R5 Q6 R8 O5 P4 P8 Q10 M5 O9 O8 N9 N8 M9 E3 F4 L4 L2 S6 S5 K3 K2
 83H  Q6 ->   33938 (V: 34.38%) (N: 91.26%) PV: Q6 R8 O5 P4 P8 Q10 M5 O9 O8 N9 N8 M9 E3 F4 L4 L2 S6 S5 K3 K2
 83B same
 84W  R8 ->   36802 (V: 65.97%) (N: 21.79%) PV: R8 O5 P4 P8 Q10 M5 O9 O8 N9 N8 M9 E3 F4 L4 L2 S6 S5 K3 K2 H3
 85H  Q8 ->    2066 (V: 32.78%) (N: 21.05%) PV: Q8 Q9 P8 R10 P9 P10 O10 P11 N5 O4 F11 O5 N7 D3 C3 C2 E3 D2
 85B  O5 ->   22466 (V: 34.33%) (N: 21.44%) PV: O5 P4 P8 Q10 M5 O9 O8 N9 N8 M9 E3 F4 L4 L2 S6 S5 K3 K2 H3
 86W  Q9 ->   29551 (V: 68.59%) (N: 88.55%) PV: Q9 P8 R9 P9 P10 O10 P11 N5 O4 M3 O5 N6 O6 N7 O7 N8 M2 L3 L2 J3 O11 N10 M9 O8 M12 E3
 87H  R9 ->      72 (V: 24.72%) (N:  2.37%) PV: R9 P8 Q7 R10 S9 Q10 S10 S11 S8 D3 C3 C2 E3 D2 F4
 87B  P8 ->   67741 (V: 31.27%) (N: 90.59%) PV: P8 R9 N4 O4 O5 N5 M4 P5 O6 P6 O7 O3 Q5 P4 Q7 M5 R4 R3 S5 S3 O10 P11 O11 P12 P10 Q10 L4 L5 K4 K5 J4 N8 M7 K7 M8
 88W R10 ->   31219 (V: 79.49%) (N: 31.48%) PV: R10 S9 P8 Q7 Q10 S10 S11 S5 S4 S7 D3 C3 C2 E3 D2 F4 E2 E4 G3 R3 R4 S3 T5 P2 O4 O6 S2 R2 T3 N2 M2 O3 P3 O2
 89H  S9 ->   37035 (V: 20.58%) (N: 94.46%) PV: S9 P8 Q7 Q10 S10 S11 S5 S4 S7 D3 C3 C2 E3 D2 F4 E2 E4 G3 R3 R4 S3 T5 P2 O4 N2 T10 S8 O6 S6 T6 T7 T4
 89B same
 90W  P8 ->   47481 (V: 79.50%) (N: 78.54%) PV: P8 Q7 Q10 S10 S11 S5 S4 S7 D3 C3 C2 E3 D2 F4 E2 E4 G3 R3 R4 S3 T5 P2 O4 N2 T10 S8 O6 S6 T6 T7 T4 T9
 91H  S8 ->   12151 (V: 20.38%) (N:  5.62%) PV: S8 Q7 Q10 R11 R7 P9 P7 O7 Q8 O6 P5 O4 H3 D3 C3 C2 E3 D2 E4 C4 E2 C5 B5 B4 D5 B3 F11 D6 C7 D7 D8 F7 F6
 91B  Q7 ->   45463 (V: 20.08%) (N: 83.65%) PV: Q7 S10 S8 S6 S7 S5 O4 O3 P4 P3 Q5 R3 Q10 P9 O6 C17 H19 Q11 E2 F2 E3 F4 M5 F11 E12 F10 G9
 92W  Q7 ->   31759 (V: 80.15%) (N: 79.20%) PV: Q7 Q10 R11 R7 P9 P7 O7 Q8 O6 P5 O4 H3 D3 C3 C2 E3 D2 E4 C4 E2 C5 B5 B4 D5 B3 F11 D6 C7 D7 D8 E8 D9
 93H  R7 ->     184 (V: 13.90%) (N:  7.55%) PV: R7 Q10 S10 S11 P4 P3 O4 O3 R3 R4 Q3
 93B Q10 ->   32401 (V: 19.96%) (N: 57.95%) PV: Q10 R11 R7 P9 O7 P7 P6 O4 N6 N9 M4 O5 O6 M3 K4 D3 C3 C2 E3 D2 E4 C4 B3 B4 B2 B1 E2 A2 L3 L5 L4 H5
 94W Q10 ->   40242 (V: 88.18%) (N: 59.72%) PV: Q10 S10 S11 P4 P3 S12 R12 T11 R11 O4 O3 R3 Q3 S5 S4 R4 Q5 S3 P6 Q8 S6 T4 R8 S7 G5 H3 J4 J3 K4 F4 G4 G3 E3 E4
 95H  O6 ->     909 (V: 11.34%) (N:  4.72%) PV: O6 O4 P7 Q8 O8 N7 O7 S10 O10 P5 P6 M5 L7 K6
 95B S10 ->   15202 (V: 11.94%) (N: 23.13%) PV: S10 S11 P4 P3 S12 R12 T11 R11 O4 O3 R3 Q3 S5 S4 R4 Q5 S3 P6 Q8 S6 T4 R8 S7 G5 H3 J4 J3 K4 F4 G4 G3 E3 E4
 96W  O4 ->   27335 (V: 89.76%) (N: 42.12%) PV: O4 M4 N5 M3 S6 N2 O2 N4 O3 O5 M5 L5 N7 O7 L6 K5 N8 O8 O9
 97H S10 ->   13682 (V:  9.51%) (N: 21.51%) PV: S10 S11 P7 Q8 O8 N7 O7 R12 S6 S5 T5 T4 T6 S3 E2 F2 E3 F4 F11
 97B  M4 ->  114636 (V: 10.00%) (N:  6.07%) PV: M4 N5 M3 S6 N2 O2 P3 P4 P7 Q8 S7 S5 O8 N7 O7 M2 N6 M5 L7 K6 R12 Q12 Q13 R13 Q11 P12 R11 P11 S10
 98W R12 ->   37551 (V: 91.04%) (N: 22.87%) PV: R12 S6 D3 C3 C2 B2 D2 C4 H4 K3 K5 H2 H3 G2 E4 M2 N2 M3 M4 L4 L5 M5 N4 K4 L2 K2 M1 J5
 99H  P7 ->   41538 (V:  9.28%) (N:  5.38%) PV: P7 Q8 E3 F4 S6 S5 T5 T4 T6 S3 F2 G2 E2 H3 F11 S11 N7 M6 M7 L6 F6 H6 C13
 99B same
100W  Q8 ->   45383 (V: 90.97%) (N: 35.94%) PV: Q8 E3 S6 S7 S5 N7 F4 L6 K4 F2 G2 E2 O8 N5 L8 J6 H3 F11 L4 S11 M9
101H  S6 ->   12325 (V:  8.60%) (N: 48.96%) PV: S6 D3 C3 C2 B2 D2 C4 S5 H3 E4 L3 E6 H5 F11 E12 F10 D8 E8 E9 F8 D9
101B  E3 ->   31905 (V:  9.31%) (N:  1.42%) PV: E3 S6 S7 S5 N7 F4 L6 K4 F2 G2 E2 O8 N5 L8 J6 H3 F11 L4 S11 M9
102W  D3 ->   30989 (V: 91.64%) (N: 18.43%) PV: D3 C3 C2 B2 D2 C4 S5 H3 E4 L3 E6 H5 F11 E12 F10 D8 E8 E9 F8 D9 J4 J3
103H  C3 ->   35928 (V:  8.41%) (N: 92.19%) PV: C3 C2 B2 D2 C4 S5 H3 E4 L3 E6 H5 F11 E12 F10 D8 E8 E9 F8 D9 J4 J3
103B same
104W  C2 ->   43386 (V: 91.54%) (N: 94.09%) PV: C2 B2 D2 C4 S5 H3 E4 L3 E6 H5 F11 E12 F10 D8 E8 E9 F8 D9 J4 J3 K4
105H  E3 ->   10466 (V:  7.68%) (N: 64.95%) PV: E3 D2 F4 E2 E4 G3 S4 R3 H5 C4 B3 B4 C5 B2 B5 A3 F11 H7 G8 G7 H8 J8 J7 J6
105B  B2 ->   40974 (V:  8.79%) (N: 12.31%) PV: B2 D2 C4 S5 H3 E4 L3 E6 H5 F11 E12 F10 D8 E8 E9 F8 D9 J4 J3 K4
106W  D2 ->   36006 (V: 92.07%) (N: 93.79%) PV: D2 F4 E2 E4 G3 R3 S5 P3 P4 O2 N2 S2 O7 P6 N6 S11 H5 N5 N7 O5 M5 M4 N4 H6 G5
107H  E4 ->   13463 (V:  7.74%) (N: 47.31%) PV: E4 C4 S4 R3 E2 C5 B5 B4 D5 B3 E7 J3 F11 S5 T5 O7 P6 N7
107B  F4 ->   33901 (V:  8.15%) (N: 47.84%) PV: F4 E2 E4 G3 R3 S5 P3 P4 O2 N2 S2 O7 P6 N6 S11 H5 N5 N7 O5 M5 M4 N4 H6 G5 J5 L5
108W  C4 ->   36871 (V: 91.98%) (N: 58.61%) PV: C4 S4 C5 D5 B3 D7 E6 D6 R3 F11 G5 M4 M3 K4 J6 K6 K7 L7 K5 L6
109H  B3 ->    1338 (V:  5.46%) (N: 24.17%) PV: B3 B4 B2 B1 A2 A4 E2 A3 J3 S5 F11 H5 G4 G5 F4 N7 S11
109B  S4 ->   30329 (V:  8.39%) (N:  1.64%) PV: S4 C5 D5 B3 D7 E6 D6 R3 F11 G5 M4 M3 K4 J6 K6 K7 L7 K5 L6
110W  B4 ->   32211 (V: 92.61%) (N: 81.25%) PV: B4 S4 S5 T5 R3 B2 B1 E2 A2 J3 G5 G3 F11 E12 E10 D14 E6 E8 G9 C8 K3 J4 K2 G7
111H  B2 ->    6647 (V:  5.56%) (N: 92.29%) PV: B2 B1 E2 A2 J3 S5 F11 H5 G4 G5 F4 N7 S11 S12 T5
111B  S4 ->   31282 (V:  7.94%) (N:  0.25%) PV: S4 S5 T5 R3 B2 B1 E2 A2 J3 G5 G3 F11 E12 E10 D14 E6 E8 G9 C8 K3 J4 K2 G7 J5
112W  B1 ->   29459 (V: 94.19%) (N: 91.86%) PV: B1 E2 A2 J3 S5 S11 G5 G3 O7 P6 N7 L13 K3 J4 K2 H6
113H  E2 ->   27598 (V:  6.08%) (N: 27.18%) PV: E2 A2 J3 S5 S11 G5 G3 O7 P6 N7 L13 K3 J4 K4 J5 S12
113B same
114W  A2 ->   39447 (V: 94.06%) (N: 66.58%) PV: A2 J3 S5 S11 F11 E12 E10 D10 E9 D9 E8 D8 G5 F6 G6 F7 G7 F8 G9 J6 J5
115H  K3 ->     930 (V:  5.20%) (N:  5.28%) PV: K3 S5 J5 G5 H3 G3 F5 G6 G4 H4
115B  J3 ->   27074 (V:  5.96%) (N: 43.70%) PV: J3 S5 S11 G5 G3 F11 E12 E10 D10 E9 D9 E8 D8 K3 J4 K2 G7
116W  S5 ->   22436 (V: 95.02%) (N: 37.17%) PV: S5 J5 G5 H3 G3 F5 G6 G4 H4 F4 J3 H2 J4 J2 K4 L3 L4 N7 O8 S11
117H J10 ??
117B  J5 ->    8836 (V:  5.10%) (N: 18.06%) PV: J5 G5 H3 G3 F5 G6 G4 H4 F4 J3 H2 J4 J2 K4 L3 L4 N7 L7 S11
118W  H3 ->   22578 (V: 97.17%) (N: 21.76%) PV: H3 H4 G4 H5 G5 G6 J3 K4 J4 J5 K5 F6 K2 L2 J2 M4 K6 J7 N5 M3 N2 M5 M6
119H  J4 ->    1236 (V:  1.27%) (N: 13.76%) PV: J4 G5 E6 H6 K6 G9 F11 K10 J9 K7 K9 L6 J6 J7
119B  H4 ->   18303 (V:  3.14%) (N:  9.47%) PV: H4 G4 H5 J3 K4 G5 G6 J4 J5 K5 F6 K2 L2 J2 M4 K6 J7 M3 L3 M5 L5 L6 N5
120W  G5 ->   22403 (V: 98.61%) (N: 67.01%) PV: G5 E6 H6 K6 J8 K10 L7 L6 M7 N5 O7 P6 L4 J6 L3
121H  J7 ->      25 (V:  1.03%) (N:  0.11%) PV: J7 E6 D6 E7 D8 G7 E5
121B  E6 ->   56702 (V:  1.85%) (N: 42.67%) PV: E6 H6 K10 F8 F11 D8 B8 K6 M4 M3 J5 J6 G4 F4 F5 F6 G3
122W  E6 ->   17177 (V: 98.66%) (N: 28.94%) PV: E6 F5 F6 G4 F4 G3 E5 F2 H4 F5 J5 H2 J3 J2 K4 L3 K10 J9 J8 K9 K8 L9 H8 L8 L7 M7 M8 M10 N7
123H  D6 ->   12723 (V:  0.98%) (N: 33.50%) PV: D6 E7 D8 G7 E5 J8 H7 G9 F11 K10 L7 H5 J5
123B  F5 ->   32920 (V:  1.56%) (N:  6.69%) PV: F5 F6 G6 H5 G7 D5 F4 F2 F1 H2 C5 E8 D6 F8 E5 J5 K5 K6 J6 L5 K4 K2 L2 J2
124W  E7 ->   24459 (V: 98.90%) (N: 57.36%) PV: E7 G7 G6 E5 F7 G8 G9 F11 F9 C8 D9 C9 K10 J9
125H  G7 ->   33655 (V:  1.46%) (N:  6.33%) PV: G7 G6 E5 F7 G8 G9 F11 F9 C8 D9 C9 K10 J9 J8 K9 K8 L9 L8 M9 M8 J5 H7 H6 H8
125B same
126W  G6 ->   37154 (V: 98.57%) (N: 52.38%) PV: G6 E5 F7 G8 G9 F11 F9 C8 J8 K7 H7 H6 H8 G4 H4 H5
127H  E5 ->   31745 (V:  1.65%) (N: 32.34%) PV: E5 F7 G9 C8 D8 D7 C7 D9 B8 C9 B9 C11 B10 D11 B11 C12 B12 F11 H8 J9 K9
127B same
128W  F7 ->   24948 (V: 98.44%) (N:  7.34%) PV: F7 G9 C8 D8 D7 C7 D9 B8 C9 B9 C11 B10 D11 B11 C12 B12 F11 J9 S11 N14 L4
129H  G8 ->    7637 (V:  1.09%) (N: 37.29%) PV: G8 G9 F11 F9 C8 D9 C9 K10 J9 J8 K9 K8 L9 L8 M9 M8 J5 H7 H6 H8
129B  G9 ->   41149 (V:  2.00%) (N:  2.93%) PV: G9 C8 D8 D7 C7 D9 B8 C9 B9 C11 B10 D11 B11 C12 B12 F11 J9 S11 N14 L4 J5
130W  G9 ->   22018 (V: 99.13%) (N: 27.08%) PV: G9 F11 F9 J9 C8 D8 D9 C9 D7 B8 C7 B7 C10 B9 D10 B10 C5 D5 B6 A6 B5
131H  F9 ->     331 (V:  0.44%) (N:  1.81%) PV: F9 F10 F8 D8 C8 C9 D9 E9 E8 D10 D7 D9
131B F11 ->   27619 (V:  0.98%) (N: 58.79%) PV: F11 F9 J9 C8 B8 C9 B9 B7 C7 B6 C10 D10 E8 D7 D8 D9 F8 F6 G2 G3 F2
132W F10 ->   19931 (V: 99.28%) (N: 51.87%) PV: F10 E9 D8 J9 C8 G2 G3 H2 F2 F1 J2 J3 H1 G4 H4 H5 G1 F4 E1 H6 F6 C10 B9
133H  E9 ->   34251 (V:  0.92%) (N: 30.30%) PV: E9 D8 J9 C8 G2 G3 H2 F2 F1 J2 J3 H1 G4 H4 H5 G1 F4 H6 J5 E1 J6 C10 D10 C11
133B same
134W  J8 ->   29025 (V: 99.39%) (N:  4.20%) PV: J8 H7 D8 J9 C8 G2 G3 H2 F2 F1 J2 J3 H1 G4 H4 H5 G1 F4 E1 H6 F6
135H  H8 ->    2182 (V:  0.41%) (N:  6.28%) PV: H8 J9 F8 D8 B8 C9 B9 C10 B10 C11 B11 C12 C13 B12 B13 E10
135B  H7 ->   23546 (V:  0.65%) (N: 37.56%) PV: H7 D8 J9 K10 K9 K8 L9 H8 C8 D9 C9 D10 C10 D11 C11 L8 L6 L4 J5 L3 L2
136W  J9 ->   21752 (V: 99.40%) (N: 59.55%) PV: J9 D8 J6 K7 K6 K10 K9 L7 L6 L9 L10 K11 L8 M9 M7 M8 F8 H7 H6 N7 M6 O8 K8 G2
137H  D8 ->   29306 (V:  0.85%) (N: 33.47%) PV: D8 J6 K7 K6 K10 K9 L7 L6 L9 L10 K11 L8 M9 M7 M8 F8 H7 H6 N7 M6 O8 K8 G2 H2
137B same
138W  J5 ->   29332 (V: 99.36%) (N: 13.95%) PV: J5 K7 K5 K10 E12 E11 F11 E10 C13 K9 M5 K8 G2 C12 B13
139H  K7 ->   29002 (V:  0.57%) (N: 42.26%) PV: K7 K5 K10 E12 E11 F11 E10 C13 K9 M5 K8 G2 S11 N13
139B  K8 ->   30245 (V:  0.89%) (N:  1.66%) PV: K8 K7 K6 L7 J6 K5 L6 L4 H4 G4 H2 H5 G2 F8 M7 H7 C13 L8 M8 L9
140W  K5 ->   33747 (V: 99.28%) (N: 68.73%) PV: K5 K10 E12 E11 F11 E10 C13 K9 M5 K8 G2 C12 B13 S11 S12
141H K10 ->   35840 (V:  0.85%) (N: 48.84%) PV: K10 E12 E11 F11 E10 C13 K9 M5 K8 G2 C12 B13 S11 S12
141B same
142W E12 ->   33768 (V: 99.15%) (N: 33.37%) PV: E12 E11 F11 E10 C13 K9 M5 K8 F2 F1 G2 C12 B13 S11 N13 S12
143H E11 ->   37031 (V:  0.90%) (N: 49.48%) PV: E11 F11 E10 C13 K9 M5 K8 G2 C12 B13 S11 S12 T5 T4
143B same
144W F11 ->   39013 (V: 99.17%) (N: 44.40%) PV: F11 E10 C13 K9 M5 K8 G2 C12 B13 S11 S12 T5 T4
145H E10 ->   35236 (V:  0.86%) (N: 56.50%) PV: E10 C13 K9 M5 K8 G2 C12 B13 S11 S12 T5 T4
145B same
146W C13 ->   25319 (V: 99.22%) (N: 24.43%) PV: C13 K9 M5 K8 F2 F1 G2 C12 B13 S11 N13 S12 R13 B12
147H  K9 ->   11702 (V:  0.87%) (N: 22.96%) PV: K9 M5 K8 G2 C12 B13 S11 S12 T5 T4 T6 S3
147B same
148W  L4 ->   20538 (V: 99.36%) (N: 11.47%) PV: L4 K8 S11 C12 B13 T5 T4 T6 S3 B12 N14
149H S11 ->    7448 (V:  0.69%) (N: 15.85%) PV: S11 N13 K8 S12 T5 T4 T6 S3 C12 B13 G2 H2 H1
149B  K8 ->   14605 (V:  0.88%) (N: 13.67%) PV: K8 S11 C12 B13 T5 T4 T6 S3 B12 N14 N12
150W N13 ->   26410 (V: 99.32%) (N: 33.66%) PV: N13 K8 S12 T5 T4 T6 S3 C12 B13 H1 J2 J1 K2 K1 L2 L1 M2
151H O15 ->    1200 (V:  0.63%) (N:  3.24%) PV: O15 O14 N15 P15 C12 B13 K8 M15 B12
151B  K8 ->   22989 (V:  0.94%) (N: 20.63%) PV: K8 G2 C12 B13 R11 Q11 S12 R13 B12 M14 N11 O11 O10 O12
152W O14 ->    9890 (V: 99.32%) (N: 15.41%) PV: O14 K8 B11 N15 P15 P14 P13 P16 Q14 O16 R16 N17 F2 F1 G2 T5
153H P14 ->     475 (V:  0.38%) (N:  2.55%) PV: P14 N15 R11 Q11 Q12 P12 Q13 R13 O13 N14 O12 N11 O11 O10 N12 M12
153B  K8 ->   10267 (V:  0.98%) (N: 11.16%) PV: K8 B11 N15 P15 P14 P13 P16 Q14 O16 R16 N17 F2 F1 G2 T5 T4
154W P15 ->   21075 (V: 99.23%) (N: 28.92%) PV: P15 K8 B11 N15 P13 P16 Q14 O16 R16 N17 F2 F1 G2 T5 T4 T6 S3 B10
155H P13 ->    1695 (V:  0.48%) (N:  8.64%) PV: P13 P12 O13 N14 O12 N12 O11 N11 O10 N9 N10 M10 M9
155B H19 ->   22694 (V:  1.46%) (N:  0.21%) PV: H19 F8 H7 F12 K8 G10 C12 B13 B12 L11 K11 K12 M12 M13 M11 L13 O8
156W P12 ->    8475 (V: 99.16%) (N: 19.98%) PV: P12 K8 B11 O13 N14 O12 N12 O11 Q15 N11 S12 M12 N15 G2 H2 G3
157H O13 ->    3572 (V:  0.48%) (N: 26.12%) PV: O13 N14 O12 N12 O11 N11 O10 N9 N10 M10 M9 M8 L9 L11 O9 Q15 K8 S12 T5
157B  K8 ->   11678 (V:  1.38%) (N:  6.99%) PV: K8 B11 O13 N14 O12 Q15 N12 S12 M13 M14 L14 M15 N17 N16 O16 P16 L15
158W N14 ->   43710 (V: 99.11%) (N: 86.21%) PV: N14 O12 N12 O11 N11 O10 N9 N10 M10 M9 M8 L9 L11 O9 Q15 R11 Q11 Q13 Q12
159H O12 ->   29419 (V:  0.71%) (N: 86.19%) PV: O12 N12 O11 N11 O10 N9 N10 M10 M9 M8 L9 L11 O9 Q15 R11 Q11 Q13 Q12
159B same
160W Q15 ->   31451 (V: 99.36%) (N: 18.85%) PV: Q15 N12 S12 M13 M14 L14 M15 C12 B13 K8 F2 F1 G2
161H Q12 ->    3002 (V:  0.41%) (N:  7.45%) PV: Q12 R11 N12 M13 M12 L13 C12 B13 K8 G2 B12 S12 T5 T4
161B N12 ->   57593 (V:  0.70%) (N: 66.39%) PV: N12 S12 M13 M14 L14 M15 C12 B13 K8 F2 F1 G2 B12
162W R11 ->   41623 (V: 99.34%) (N: 76.27%) PV: R11 N12 M13 M12 L12 L11 B11 K8 F2 F1 G1 E1 H2 B10 C11 C10
163H N12 ->   31668 (V:  0.70%) (N: 55.39%) PV: N12 M13 M12 L12 L11 B11 K8 F2 F1 G1 E1 H2 B10 C11 C10
163B same
164W S12 ->   30394 (V: 99.52%) (N:  2.56%) PV: S12 M13 M14 L14 N16 C12 B13 B12 F2 F1 G2 K8 R18 T5
165H M13 ->   13223 (V:  0.49%) (N: 32.35%) PV: M13 M14 L14 N16 C12 B13 B12 F2 F1 G2 K8 R18 T5
165B same
166W M14 ->   47717 (V: 99.49%) (N: 44.04%) PV: M14 L14 N16 C12 B13 B12 F2 F1 G2 K8 R18 T5 T4 T6 S3
167H  H2 ->     175 (V:  0.49%) (N:  0.17%) PV: H2 G2 H4 G4 J3 G3 M2 N2 K2 J1 H1 G1
167B L14 ->   33362 (V:  0.53%) (N: 28.78%) PV: L14 N16 C12 B13 B12 F2 F1 G2 K8 R18 T5 T4 T6 S3
168W  G2 ->   37334 (V: 99.12%) (N: 62.72%) PV: G2 H4 G4 J3 G3 L3 M3 M2 N2 K2 J1 H1 G1 J2 M1 L1 N1 K8 B11 T5 T4 T6
169H  P3 ??
169B  H4 ->   42273 (V:  0.94%) (N: 64.03%) PV: H4 G4 J3 G3 L3 M3 M2 N2 K2 J1 H1 G1 J2 M1 L1 N1 K8 C11 B10 B11 C10 D11 A11
170W  P4 ->   27223 (V: 99.15%) (N: 57.10%) PV: P4 K8 J2 C12 B13 B12 R18 T5 T4 T6 S4 L14 M15
171H  R3 ->    3120 (V:  0.62%) (N:  9.68%) PV: R3 Q3 Q2 P2 S2 S4 S3 R1 Q1 S1 T3 T1 O2 O3 P1
171B  K8 ->   26274 (V:  1.25%) (N:  1.28%) PV: K8 J2 G10 B11 S3 Q3 T5 T4 T6 S4 L14 N16 S18 R18 R19
172W  Q3 ->   33807 (V: 99.07%) (N: 61.53%) PV: Q3 Q2 P2 K8 B11 S2 S4 S3 R1 Q1 T3 T2 S1 O2 O3
173H  Q2 ->   20101 (V:  0.86%) (N: 55.64%) PV: Q2 P2 K8 B11 S2 S4 S3 R1 Q1 T3 T2 S1 O2 O3 P1
173B  K8 ->   23669 (V:  1.33%) (N:  3.11%) PV: K8 B11 Q2 P2 S2 S4 S3 R1 Q1 T3 T2 S1 T4 T5
174W  S3 ->   22414 (V: 99.01%) (N: 27.16%) PV: S3 S2 R4 T3 R2 T5 T4 S4 C17 H19 T4 H4 G4 S4 D19 G19 T4 J3 G3 S4 R3 C12 B13 B12 T4
175H  M2 ->      35 (V:  0.57%) (N:  0.14%) PV: M2 L3 L2 J2 S2 R4 O2
175B  S2 ->   29527 (V:  0.99%) (N: 58.65%) PV: S2 R4 T3 R2 T5 T4 S4 C17 H19 T4 H4 G4 S4 D19 G19 T4 J3 G3 S4 R3 C12 B13 K8 T4
176W  N2 ->   15812 (V: 98.86%) (N: 34.16%) PV: N2 K8 B11 G10 B9 H4 G4 J3 G3 K2 L3 L2 J1
177H  H4 ->    2686 (V:  0.64%) (N: 23.56%) PV: H4 G4 J3 G3 K2 J1 N1 O2 H1 G1 J2 L3 L2 H6
177B  K8 ->   12357 (V:  1.61%) (N:  5.34%) PV: K8 B11 G10 B9 H4 G4 J3 G3 K2 L3 L2 J1
178W  G4 ->   44694 (V: 98.95%) (N: 89.32%) PV: G4 J3 G3 K2 J1 N1 O2 H1 G1 J2 L3 L2 H5 O1 P2 P1
179H  J3 ->   22662 (V:  0.92%) (N: 55.07%) PV: J3 G3 H1 G1 K2 L3 L2 J1 J2 M1 K8 B11 L14 M15 N17
179B same
180W  G3 ->   62976 (V: 98.79%) (N: 76.78%) PV: G3 H1 G1 K8 H5 L3 M3 L1 J2 K2 J1 C12 B13 B12 A12 A11 A13
181H  G1 ->     731 (V:  0.68%) (N:  2.83%) PV: G1 F1 J1 H1 S2 R4 G1 O7 P6 H1 T3 R2 G1 N7 T5 H1
181B  H1 ->   46801 (V:  1.46%) (N: 12.32%) PV: H1 G1 K8 H5 L3 M3 L1 J2 K2 J1 C12 B13 B12 A12 A11 A13 B10
182W  F1 ->   34908 (V: 98.93%) (N: 82.78%) PV: F1 J1 H1 K8 J2 C12 B13 B12 R18 L14 M15 N17 N16 O16 P16 L15 N15
183H  J1 ->   14320 (V:  0.86%) (N: 56.59%) PV: J1 H1 K8 J2 C12 B13 B12 R18 L14 M15 N17 N16 O16 P16 L15 N15
183B same
184W  H1 ->   19646 (V: 98.73%) (N: 45.03%) PV: H1 K8 J2 C12 B13 B12 L13 M12 L14 R18 S18 S19 S17 K12 C17 H19 D19
185H  S2 ->    3667 (V:  0.88%) (N: 25.58%) PV: S2 R4 G1 F2 K2 H1 T3 R2 G1 O7 P6 H1 R1 R3 G1 L3 L2 H1 T5
185B  K8 ->   15899 (V:  1.68%) (N: 10.33%) PV: K8 J2 G10 B11 K2 K1 L14 M15 N17 N16 L15 O16 R18
186W  R4 ->   26473 (V: 98.54%) (N: 54.94%) PV: R4 K8 J2 G10 B11 T3 S4 R1 P2 P1 O2 T5 T4 T6 R18 L14 M15
187H  G1 ->   12430 (V:  1.00%) (N: 84.30%) PV: G1 F2 K2 H1 T3 R2 G1 O7 P6 H1 R1 R3 G1 L3 L2 H1 T5 T4 S4 G1
187B  K8 ->   16225 (V:  1.94%) (N:  0.58%) PV: K8 J2 G10 B11 T3 S4 R1 P2 P1 O2 T5 T4 T6 R18 L14 M15
188W  H5 ->   12382 (V: 99.10%) (N:  4.28%) PV: H5 F2 H1 T3 S4 G1 C17 H19 H1 D1 A3 G1 D19 G19 H1 D13 D14 G1 O7 P6 H1 C12 J2 K8 B13
189H  F2 ->   12884 (V:  0.77%) (N: 54.24%) PV: F2 H1 T3 S4 G1 C17 H19 H1 D1 A3 G1 D19 G19 H1 D13 D14 G1 O7 P6 H1 C12 G1 K8 B13 B12 N7
189B  K8 ->   24081 (V:  1.51%) (N:  2.77%) PV: K8 H1 T3 S4 G1 O7 P6 H1 D1 A3 G1 N7 N6 H1 D13 D14 G1
190W  H1 ->   54816 (V: 99.14%) (N: 82.34%) PV: H1 T3 S4 G1 C17 H19 H1 D1 A3 G1 D19 G19 H1 D13 D14 G1 O7 P6 H1 C12 G1 K8 B13 B12 N7 N6 M6
191H  T3 ->   53371 (V:  0.91%) (N: 69.89%) PV: T3 S4 G1 C17 H19 H1 D1 A3 G1 D19 G19 H1 D13 D14 G1 O7 P6 H1 C12 G1 K8 B13 B12 N7 N6 M6
191B same
192W  S4 ->   77510 (V: 99.13%) (N: 54.25%) PV: S4 G1 C17 H19 H1 D1 A3 G1 D19 G19 H1 D13 D14 G1 O7 P6 H1 C12 G1 K8 B13 B12 L13 M12 L14
193H  G1 ->   82388 (V:  0.88%) (N: 93.51%) PV: G1 C17 H19 H1 D1 A3 G1 D19 G19 H1 D13 D14 G1 O7 P6 H1 C12 G1 K8 B13 B12 L13 M12 L14
193B same
194W C17 ->   39718 (V: 98.79%) (N: 26.47%) PV: C17 H19 H1 K8 G1 C12 B13 B12 A12 A11 A13 B10 L13 M12 L14 S18 R18 R19 S17
195H H19 ->   35526 (V:  1.38%) (N: 55.61%) PV: H19 H1 K8 G1 C12 B13 B12 A12 A11 A13 B10 L13 M12 L14 S18 R18 R19 S17
195B same
196W  H1 ->   66129 (V: 98.48%) (N: 90.94%) PV: H1 K8 L13 G1 M12 N10 H1 D1 A3 G1 O7 P6 H1 D13 D14 G1 D19 G19 H1 C12 J2 B13 B6
197H R13 ->    1363 (V:  1.04%) (N:  4.83%) PV: R13 S13 G1 D19 G19 H1 Q14 R15 G1 O7 P6 H1 D1 A3 G1 N6 T6 H1 T5 T4 G1
197B  K8 ->   50360 (V:  1.79%) (N:  1.27%) PV: K8 L13 G1 M12 N10 H1 D1 A3 G1 O7 P6 H1 D13 D14 G1 D19 G19 H1 C12 J2 B13 B6
198W S13 ->   40468 (V: 98.92%) (N: 92.70%) PV: S13 G1 D19 G19 H1 Q14 R15 G1 O7 P6 H1 D1 A3 G1 N7 N6 H1 D13 D14 G1 M6 M7 H1 C12 G1 O8
199H  G1 ->   45037 (V:  1.06%) (N: 96.32%) PV: G1 D19 G19 H1 Q14 R15 G1 O7 P6 H1 D1 A3 G1 N7 N6 H1 D13 D14 G1 M6 M7 H1 C12 G1 O8
199B same
200W D19 ->   31446 (V: 98.36%) (N: 54.95%) PV: D19 G19 H1 K8 J2 C12 B13 B12 L13 M12 L14 S18 S17 G10 R18 R19 A6
201H G19 ->   32245 (V:  1.64%) (N: 89.66%) PV: G19 H1 K8 J2 C12 B13 B12 L13 M12 L14 S18 S17 G10 R18 R19 A6
201B same
202W  H1 ->   50980 (V: 98.38%) (N: 89.18%) PV: H1 K8 B11 G1 L2 E1 K2 J2 L3 L14 N16 B9 B10 S18 R18 R19
203H Q14 ->   11365 (V:  1.11%) (N: 49.37%) PV: Q14 R15 G1 O7 P6 H1 D1 A3 G1 N7 N6 H1 D13 D14 G1 M6 M7 H1 C12 G1 O8
203B  K8 ->   33056 (V:  1.93%) (N:  0.66%) PV: K8 B11 G1 L2 E1 K2 J2 L3 L14 N16 B9 B10 S18 R18 R19
204W R15 ->   41470 (V: 98.95%) (N: 65.39%) PV: R15 G1 F8 H7 H1 D1 A3 G1 O7 P6 H1 D13 D14 G1 N7 N6 H1 C12 J2 K8 B13 B12 M6
205H  G1 ->   44297 (V:  1.07%) (N: 97.16%) PV: G1 F8 H7 H1 D1 A3 G1 O7 P6 H1 D13 D14 G1 N7 N6 H1 C12 J2 K8 B13 B12 M6
205B same
206W  F8 ->   11420 (V: 98.82%) (N: 13.33%) PV: F8 H7 H1 D1 A3 G1 O7 P6 H1 D13 D14 G1 N7 N6 H1 C12 G1 K8 B13 B12 N9
207H  H7 ->   43433 (V:  1.45%) (N: 92.55%) PV: H7 H1 K8 G1 C12 B13 B12 L13 M12 L14 K12 R18 L12 N16 R19 S19
207B same
208W  H1 ->   49493 (V: 98.48%) (N: 86.40%) PV: H1 K8 C11 G1 O7 P6 H1 D1 A3 G1 N7 N6 H1 D13 D14 G1 M6 M7 M8 L7
209H M15 ->     777 (V:  1.12%) (N:  2.76%) PV: M15 G1 K8 N15 N16 O16 L14 N17 C12 B13 B12 A12
209B  K8 ->   45293 (V:  1.84%) (N:  2.20%) PV: K8 C11 G1 O7 P6 H1 D1 A3 G1 N6 E1 L2 L3 M3 K2 M1 L14 M15 N17
210W  J2 ->   14567 (V: 98.74%) (N: 24.35%) PV: J2 K8 N15 L14 O16 C12 B13 B12 R18 N10 N9 M9
211H O16 ->     307 (V:  0.46%) (N:  3.71%) PV: O16 G10 K8 F12 C12 B13 B12 N17 N15 R18 O8 O9 N9
211B  K8 ->    9231 (V:  1.51%) (N: 20.56%) PV: K8 N15 L14 O16 C12 B13 B12 R18 N10 N9 M9
212W G10 ->   13480 (V: 99.18%) (N: 12.46%) PV: G10 K8 F12 C12 B13 B12 N17 N15 R18 O8 O9 N9 N8 O7 N10 M9 O10 M10 L6 M7 N6 M6
213H  K8 ->    9054 (V:  0.72%) (N: 48.91%) PV: K8 F12 C12 B13 B12 N17 N15 R18 O8 O9 N9 N8 O7 N10 M9 O10 M10 L6 M7 P11 R19 S19
213B L14 ->    9861 (V:  1.61%) (N:  0.19%) PV: L14 P16 K8 F12 C12 B13 B12 R18 N9 N8 O9 O8 T6 A6 B7 A7
214W F12 ->   38917 (V: 98.12%) (N: 92.34%) PV: F12 C12 B13 B12 N17 N15 R18 O8 O9 N9 N8 O7 N10 M9 O10 M10 L6 M7 P11 R19 S19
215H C12 ->    8328 (V:  0.73%) (N: 59.86%) PV: C12 B13 B12 N17 N15 R18 O8 O9 N9 N8 O7 N10 M9 O10 M10 L6 M7 P11 R19 S19
215B same
216W D13 ->   16420 (V: 99.42%) (N:  1.07%) PV: D13 B13 N17 N15 R18 P16 R16 R19 S19 Q19 S18 B5 B14 B12 N9
217H S18 ->    2362 (V:  0.38%) (N: 12.03%) PV: S18 R18 R19 S17 B13 B14 B12 A6 B7 N10 M10 M9
217B B13 ->   10859 (V:  0.60%) (N: 36.77%) PV: B13 N17 N15 R18 P16 R16 R19 S19 Q19 S18 B5 B14 B12 N9
218W R18 ->   20731 (V: 99.32%) (N: 42.11%) PV: R18 R19 S17 P16 R16 N17 N10 M11 B12 B11 C11 D11 B10 C10 A11 B9
219H R19 ->   25453 (V:  0.71%) (N: 82.18%) PV: R19 S17 P16 R16 N17 N10 M11 B12 B11 B13 A11 P11 B5 C5
219B same
220W S17 ->   41136 (V: 98.71%) (N: 73.82%) PV: S17 L9 B12 B11 B13 C10 N17 N15 P16 B5 A3 O8
221H P16 ->    4099 (V:  0.77%) (N: 17.20%) PV: P16 R16 N17 N10 M11 B12 B11 B13 A11 P11 B5 C5
221B  L1 ->    7787 (V:  1.89%) (N:  0.18%) PV: L1 K2 B13 B14 B12 N17 N15 N10 M10 M9 N11 L10
222W R16 ->   17651 (V: 98.93%) (N: 42.64%) PV: R16 N17 B12 B11 B13 C10 N10 M11 P11 B5 M10 N7 O8
223H N17 ->    8538 (V:  0.86%) (N: 47.99%) PV: N17 B12 B11 B13 C10 N10 M11 P11 B5 M10 L10 O7
223B same
224W P11 ->    9265 (V: 99.21%) (N:  6.88%) PV: P11 N10 N9 M9 O10 N11 B12 B11 B13 C10 N8 M8 O7 P6 N6
225H O10 ->     875 (V:  0.65%) (N:  4.43%) PV: O10 N8 N9 O7 P6 N6 T6 B12 B11 B13 A11 C11
225B N10 ->   14077 (V:  0.96%) (N: 39.91%) PV: N10 N9 M9 O10 N11 B12 B11 B13 C10 N8 M8 O7 P6 N6 T6 A6
226W  O7 ->    8097 (V: 98.90%) (N: 14.25%) PV: O7 P6 N8 N7 O8 M7 N6 T6 N10 M10 N11 O11 M11
227H  P6 ->   18642 (V:  1.21%) (N: 78.46%) PV: P6 N8 N7 O8 M7 N6 T6 N10 M10 N11 O11 M11 M12
227B same
228W  T6 ->   15460 (V: 99.09%) (N:  0.54%) PV: T6 T7 T5 N7 O8 M6 N8 M8 N10 O11 M9 M11 N5 N6 B12 B11 B13 C10 A6 B7
229H  T7 ->   14012 (V:  0.98%) (N: 55.73%) PV: T7 T5 N7 O8 M6 N8 M8 N10 O11 M9 M11 N5 N6 B12 B11 B13 C10 A6 B7
229B same
230W  T5 ->   40992 (V: 98.86%) (N: 70.43%) PV: T5 N7 O8 M6 N8 M8 N10 O11 M9 M11 N5 N6 B12 B11 B13 C10 A6 B7 A7 A8
231H  O8 ->    8342 (V:  1.17%) (N: 16.51%) PV: O8 N7 N6 M7 M6 O9 N8 N10 M8 O11 M11 B12 B11 B13 A11 C11 D11 C10 B10
231B  N7 ->   28530 (V:  1.21%) (N: 49.25%) PV: N7 O8 M6 N8 M8 N10 O11 M9 M11 N5 N6 B12 B11 B13 C10 A6 B7 A7 A8
232W  N7 ->   34284 (V: 98.75%) (N: 44.38%) PV: N7 N6 O9 N8 M7 M6 N10 M8 O11 M11 B12 B11 B13 A11 C11 D11 C10 B10 C9 B9
233H  N6 ->   27491 (V:  1.23%) (N: 68.81%) PV: N6 O9 N8 M7 M6 N10 M8 O11 M11 B12 B11 B13 A11 C11 D11 C10 B10 C9 B9 C8
233B same
234W  O9 ->   58108 (V: 98.86%) (N: 31.62%) PV: O9 N8 M7 M6 O11 N11 N10 M10 N9 M8 M9 L7 M11 M12 L10 L11 L12 M10 C10 B11 M11 D1 A3 M10 B10 C9 M11
235H  N8 ->   64789 (V:  1.16%) (N: 88.21%) PV: N8 M7 M6 O11 N11 N10 M10 N9 M8 M9 L7 M11 M12 L10 L11 L12 M10 C10 B11 M11 D1 A3 M10 B10 C9 M11
235B same
236W O11 ->   63247 (V: 99.02%) (N: 10.14%) PV: O11 N11 N10 N9 M10 P9 M7 M6 P10 M8 O9 L11 B12 B11 B13 C10 A6 B7 A7 A8
237H  N9 ->   16789 (V:  1.06%) (N: 13.91%) PV: N9 N11 M11 N10 M10 M7 M6 M9 P9 M8 L6 B12 B11 B13 C10 B6 B7 C5 D5 A7
237B N11 ->   27211 (V:  0.98%) (N: 30.89%) PV: N11 N10 N9 M10 P9 M7 M6 P10 M8 O9 L11 B12 B11 B13 C10 A6 B7 A7 A8 A5
238W N11 ->   41713 (V: 98.79%) (N: 66.74%) PV: N11 M11 N10 M10 M7 M6 M9 P9 M8 L6 B12 B11 B13 C10 B6 B7 C5 D5 A6 A7 A3 E1 G1
239H M11 ->   32779 (V:  1.24%) (N: 58.66%) PV: M11 N10 M10 M7 M6 M9 P9 M8 L6 B12 B11 B13 C10 B6 B7 C5 D5 A7 A8 C7 A6
239B same
240W N10 ->   62237 (V: 98.98%) (N: 32.75%) PV: N10 M10 M7 M6 M9 P9 M8 L6 B12 B11 B13 C10 B6 B7 C5 D5 A7 A8 C7 A6 B5
241H  P9 ->     644 (V:  0.53%) (N:  2.36%) PV: P9 M10 L10 Q13 M12 B12 B11 B13 C10 B6 B7 C5
241B M10 ->   65661 (V:  1.08%) (N: 75.01%) PV: M10 M7 M8 L6 B13 B14 B12 B6 B7 C5 D5 A7 A8 A6 B8 A3
242W M10 ->   35308 (V: 98.83%) (N: 57.37%) PV: M10 L10 Q13 M12 B12 B11 B13 C10 A6 B7 A7 A8 A5 B8 L6 M7
243H L10 ->   29820 (V:  1.35%) (N: 34.88%) PV: L10 Q13 M12 B12 B11 B13 C10 A6 B6 A5 B8 A8 A9 A7 B7 A10
243B same
244W Q13 ->   31624 (V: 98.55%) (N: 31.22%) PV: Q13 M12 B12 B11 B13 M9 Q11 A11 L6 L7 M6 M7 N5 B5 C5 B6 A3
245H M12 ->   35023 (V:  1.46%) (N: 84.60%) PV: M12 B12 B11 B13 J14 Q11 A11 C11 D11 C10 B10 C9 B9 C8 B8 C7 D7
245B same
246W B12 ->   32356 (V: 98.47%) (N: 30.17%) PV: B12 B11 C11 D11 A11 B10 B13 A10 B6 B7 C5 D5 A6 A7 A3 E1 L6 M7 N5 R13
247H B11 ->   21743 (V:  1.33%) (N: 84.05%) PV: B11 C11 D11 A11 B10 B13 A10 B6 B7 C5 D5 A6 A7 A3 E1 L6 M7 N5 R13
247B same
248W C11 ->   29352 (V: 98.30%) (N: 35.41%) PV: C11 D11 A11 B10 B13 A10 A6 B6 A5 A7 E1 R13 B7 A8 B8
249H D11 ->   13817 (V:  1.20%) (N: 80.78%) PV: D11 A11 B10 B13 A10 A6 B6 A5 A7 E1 R13 B7 A8 B8
249B same
250W B10 ->   30707 (V: 98.63%) (N: 57.34%) PV: B10 A11 B13 C10 A6 B7 A7 A8 A5 B6 E1 R13 T18 S19
251H A11 ->   18588 (V:  1.68%) (N:  6.88%) PV: A11 B13 C10 A6 B7 A7 A8 A5 B6 E1 R13 T18 S19
251B C10 ->   19343 (V:  1.04%) (N: 87.28%) PV: C10 A11 B9 C11 B13 B11 A9 A13 B5 C9 D10 A3 C5 M7 M6
252W B13 ->   47999 (V: 98.56%) (N:  9.73%) PV: B13 C10 A6 B7 A7 A8 A5 B6 E1 R13 T18 S19
253H C10 ->   20795 (V:  1.08%) (N: 83.02%) PV: C10 A6 B7 A7 A8 A5 B6 E1 R13 T18 S19
253B same
254W  A6 ->   30167 (V: 98.96%) (N: 20.52%) PV: A6 R13 P10 O9 Q13 B6 A5 R13 M7 M9 M6 S15 S14 T15
255H  A7 ->    9600 (V:  1.15%) (N: 14.85%) PV: A7 B6 B7 C5 D5 A3 M5 M9 M8 L6 M7 E1 R13 T18 S19 Q13
255B R13 ->   22092 (V:  1.41%) (N:  3.06%) PV: R13 P10 O9 Q13 B6 A5 R13 M7 M9 M6 S15 S14 T15 T12 T14
256W  A5 ->   33757 (V: 99.17%) (N: 24.09%) PV: A5 B7 Q11 M5 M9 M8 L6 M7 E1 M4 M3 S19 T18 D7 T11
257H  D1 ->    2147 (V:  0.90%) (N:  3.37%) PV: D1 A3 B7 Q11 M9 L6 L7 M6 M7 N5 S19 T18 T12 T13 T11 D7 C7 C5 D5
257B  B7 ->   24870 (V:  0.74%) (N: 64.03%) PV: B7 Q11 M5 M9 M8 L6 M7 E1 M4 M3 S19 T18 D7 T11
258W  A3 ->   45326 (V: 99.20%) (N: 97.41%) PV: A3 B7 Q11 M5 L6 M7 M4 M9 D7 C7 C5 D5 L7 L8 N5 M6
259H  B6 ->   13021 (V:  0.92%) (N: 16.82%) PV: B6 B7 A8 B8 A9 B9 A10 A12 C11 M9 M7 Q11 M5 M4 L5 T18 S19 T11 T10 T12 K6
259B  B7 ->   24865 (V:  0.65%) (N: 70.11%) PV: B7 Q11 M5 L6 M7 M4 M9 D7 C7 C5 D5 L7 L8 N5 M6
260W Q11 ->   30569 (V: 99.44%) (N:  6.48%) PV: Q11 M5 M9 M8 L6 M7 M4 D7 N5 M6 T18 S19 T11 T10 T12
261H  O2 ??
261B  M5 ->   45241 (V:  0.79%) (N: 18.47%) PV: M5 M9 M8 L6 M7 M4 D7 N5 M6 T18 S19 T11 T10 T12 O5 N4
262W  O3 ->   26808 (V: 99.29%) (N: 37.78%) PV: O3 P2 R2 R1 R3 K2 K1 L1 J1 E1 G1 M9 L6 L7 M6 M7 N5 S19 T18 T12
263H  M5 ->    2589 (V:  0.69%) (N:  5.64%) PV: M5 M9 M8 L6 M7 M4 D7 T18 S19 T11 T10
263B  P2 ->   20464 (V:  0.80%) (N: 30.95%) PV: P2 R2 R1 R3 M5 M4 M9 L6 L7 M6 M7 N5 B5 A4 D7 T18 S19 T11
264W  M4 ->   27208 (V: 99.28%) (N: 21.53%) PV: M4 L5 M9 M8 P10 O9 L8 M7 L9 D7 T18 S19 T11 T10 T12 L7 K6 A12 A13
265H resign
265B  L5 ->   24764 (V:  0.88%) (N: 16.63%) PV: L5 M9 M8 P10 O9 L8 M7 L9 D7 T18 S19 T11 T10 T12 L7 K6 A12 A13 B5

[bochen2027]

While the outcome was favorable for LZ and it was a decisive win for white, even my 23 kyu judgment could easily see that compared to game 2, here LZ played much weaker and with much less vigor, stamina, balls and aggressiveness. No doubt that is entirely attributed to the reduction in computing power, basically cut in 1/8th (a V100 is about twice that of a GTX1080Ti, and game 2 used 4xV100 while game 3 used only a single 1080Ti).

While it may have made for a more popular and entertaining game for the mass spectators, no doubt it played a lot weaker than it otherwise could have done so. But if the objective stated is to see just how many max handi LZ can give to Haylee and to see its limit at its best, going forward sticking with a single gpu just isn't going to cut it once game 5 starts with 2H or then 3H.

Here is a simple proposal for multi-machine scalability as it pertains to the LZ platform:

A single package that contains client/server arch with master/slave mode in a daisy-chained where the first node is responsible for interfacing with the gtp2ogs (or whatever its called, aka "hand of the connector") and the rest are connected via tcp/ip (be it lan or wan) in a sort of peer to peer fashion so any of the nodes machines can communicate with any other without having to go through the master/ bridgehead, so to speak.

So lets imagine there are four nodes in this multi-machine setup, basically each node is its own machine and has its own leelaz setup except Leelaz is compiled to be able to talk to the rest of its brothers and sisters, so game starts and the initial node starts calculating and then within a set percentage of the entire allocated time for that move it starts offloading the most promising move at that point in time to node n+1 and thereby also excluding that move from its further calculations, and after a while later it offloads the then new/latest most promising move (since the first best move was already delegated and then removed from selection) to the second node (n+2) and then excludes that position/move from its own calculations and so on and so forth until which time each node in the chain has a (at least one) move that it is dedicated to be working on... when the time for move selection is up it picks the overall strongest move from amongst all the nodes in the system and whichever node that move belongs to (or has been calculated the deepest in) will be the node that is selected to used as the main node going forward to calculate the very next move, and this entire process repeats itself until the end of the game.

This is a crude and simple way to do multi-machine load balancing without having to do anything complicated or clustering etc and while I'm sure there are better ways of doing multimachine, its better than the current (which is nothing) and this aforementioned above could be easily implemented without too much hassle.

The benefit is it raises the bar to what is considered publicly accessible. So going with the above scenario imagine if each of the four node machines had access to say aws's 8xV100 instance, that totals to be 32 V100 GPU's, which is about performance of 64 x GTX 1080Ti which is comes out to be about SIX doublings! At about 150 elo increment per doubling, it would effectively give it a top of up to 900 Elo boost! Something like this would give LZ a good chance of winning 3H against Haylee.

To take this to the ultimate conclusion imagine a crowd distributed computing match/game that was powered by the collective group of volunteers themselves. Go being 19 by 19 is 361, so if the was 361 + volunteers each with a gtx 1080ti or better, then using the above aforementioned crude multi-machine method, in theory it could be the case that at each move all immediate next moves are considered at depth for the entirety of the game, with each volunteer being responsible for computing only that one same exact intersection/position (1 out of 361) for the entirety of the game.

[l1t1]

so move 96 the winrate was 0.9

[davikrehalt]

Mardak, I think your log is missing two moves? 38W L18 and 39B M18, if possible can you please post the values for those two moves, seeing as they are fairly important to this game. Unfortunately I don't have a clone of leela zero to do it myself.

[l1t1]

@Mardak could you repost the log as attachment? it's Overwhelming

[Mardak]

Oh, thanks for catching that. I added

 38W L18 ->  135024 (V: 12.34%) (N: 76.54%) PV: L18 M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17 O16
 39H M18 ?? restarted
 39B ??

The logs happen to have what LZ was thinking for white for move 38, but it doesn't actually show it being played, and it looks like it was still restarting when Haylee already played move 39. So there's no pondering output for what LZ thought of move 39 M18.

We can get a sense of what LZ thought of what should happen after 38W L18 as it thought about it quite a bit with 135k visits: M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 R16 R15 R17 Q15 P18 C19 E19 R6 O3 R4 R3 S3 R5 S4 Q5 Q3 S5 P3 P4 R2 P2 Q2 N5 Q10 O17 O16

I've run move 39B with the same 192x15 LZ136 network with 100k visits:

expect: M18, move: 39, who: b, weight: 192x15, visit: 100000, symmetry: 7
 M17 ->   98131 (V: 87.72%) (N: 50.99%) PV: M17 B17 B18 A18 C17 A16 A17 F13 G14 B17 G12 C16 C13 E11 E12 F12 F11 D14 E10 G11 F10 H11 J13 C10 C11 D10 D11 D7 C19 E19 F4 C7 B6 F7 H9 G4 F5
 C13 ->    1199 (V: 85.24%) (N: 12.36%) PV: C13 E12 M17 M18 D11 E11 D10 E10 H12 D9 C9 C8 D8
 M18 ->     246 (V: 68.99%) (N: 18.40%) PV: M18 M17 N18 M16 K15 O17 O18 P17 P18 Q17 Q18 R17 R18 S18 J14 R19 L19 K19
 C16 ->     164 (V: 82.91%) (N:  3.17%) PV: C16 M17 M16 N16 N17 M18 M15 E12 C13 D11 C11
 G12 ->     125 (V: 82.52%) (N:  2.64%) PV: G12 M17 M16 N17 C13 B17 C16 A16

Looks like LZ preferred to continue the wall one more for black then tenuki as white to the top left corner. It didn't think very highly (or very long) of Haylee's M18 with an estimated win rate of 69% instead of M17's 88%.

Here's with the 224x20 ELF network:

expect: M18, move: 39, who: b, weight: 224x20, visit: 100000, symmetry: 4
 M17 ->   84842 (V: 98.18%) (N: 47.51%) PV: M17 C16 C17 B18 B17 A18 R6 O3 G11 E12 M18 D11 Q11 R16 R15 S15 Q15 S16
 C16 ->   10650 (V: 97.76%) (N: 23.65%) PV: C16 M17 C13 G12 H12 F13 G14 F11 G11 F12 J13 H11 G10 F10 D14 G9 H10 J11 J10 J12
 C13 ->    3054 (V: 97.72%) (N:  7.21%) PV: C13 B17 B18 C16 C17 A16 A18 E19 C19 F19 D19 G12 H12 F13 G14 F11 J13 H11 J11
 G12 ->     367 (V: 96.52%) (N:  2.57%) PV: G12 B17 B18 C16 C17 A16 A18 M17 M16 L16 N17 M18 L15 K16 J16 K15
 B17 ->     244 (V: 97.02%) (N:  1.24%) PV: B17 M17 M16 N16 N17 M18 M15 N15 M14 N14 M13 O17
 M18 ->     235 (V: 85.45%) (N: 12.00%) PV: M18 M17 C16 N17 C13 F13 G14 G12 H12 F11 G11 F12 J13

Edit: Updated rerun analysis with 100k for a single symmetry.

[Mardak]

Leela Zero Match (Game 3/8) - Haylee's Live Go 159 youtube

move 39... "is it too risky? hehe. oh well!" https://youtu.be/UFOyzU506pY?t=13m11s :wink: after LZ move 58 K16 "uhhmmm… wow! what?!" https://youtu.be/UFOyzU506pY?t=20m8s

[bochen2027]

no one really thought Haylee was going to win this right? given that baduk1 beat Andy Liu back around ten previous network promotions ago on this same handi using single gtx 1080ti. and it was a very overwhelming win. maybe next round use a 970 to give her at least one fighting chance

[gcp]

even my 23 kyu judgment could easily see that compared to game 2, here LZ played much weaker and with much less vigor, stamina, balls and aggressiveness.

Well she did start out in a losing position.

It's true that more hardware plays better. @roy7 asked me what he should do for hardware (but was slightly in favor of using the "consumer" setup). Given that we get at least 2 handicap games, I told him to use the single card, and then upgrade if we lost.

So now we know Leela Zero beats a pro with handicap even on a single GPU.

[nerai]

I'm very sorry for chiming in again, but as I feel it is important I would like to kindly remind that we should always carefully consider how we word our thoughts when talking about other players who were nice enough to help us. Sorry for interrupting. I'm excited about the current progress and the latest milestones achieved.

[ThomasCabaret]

More readable winrates / move number:

[ThomasCabaret]

An interesting tewari suggested during the game from move 75. We can see better the black overconcentration around H12 and Q18:

[roy7]

@ThomasCabaret Is that win rate graph from ELF? In actual game log, I remember LZ only went up into the 35% region after M18.

[ThomasCabaret]

@roy7 I did the plot from the Mardak data above, but I did only plot white moves winrates (because I was lazy to invert winrates :P from black point of view)

[bochen2027]

I know this is outside scope of this series but perhaps for future human vs AI matches (not necessarily LZ, but any AI), a more meaningful way of competing would be to allow the human (be it pro or strong amatuer) to have unlimited number of re-tries against the AI and they are allowed to go back to any move and re-branch as often as they want with unlimited redos but with the caveat of a total absolute time cap that is not to be exceeded. (sort of like a groundhog day etc) If the human can manage to obtain a win within the alloted time then that would be considered as a win against the AI. Analysis/heatmap should be turned off to prevent the human player from basically using the AI against itself, but on a system like OGS, perhaps there should be option to enable to human player to manually click out the variations for better and less error prone visualizations.

Since Go is by definition not a "brute forceable" game per se , a beginner such as myself could try for the rest of my life (assuming I stayed at same level of skill) and would never be able to use the aforementioned method above to score even a single win against a superhuman AI, and thats even if there was no total time limit cap etc... So it would still require skill and that sort of human intuition etc, but in a way that evens the odds a bit and has a more exploratory and discovery feel to it for stronger players than a strictly conventional game.

[Splee99]

Undo is shameful for any serious go player. For beginners it may be OK.

[odeint]

I like the idea, it's a nice way of giving the human something in return for the relentless stamina and tree search of the machine, making it a fairer comparison of the validity of the intuitions. I like that this would be more about finding the absolute best moves instead of making the fewest mistakes. Against a machine it is totally not unfair.

[bochen2027]

Perhaps the community can crowd fund a new laptop for Haylee for her willingness to do the entire series, since I heard this mentioned on her youtube and reddit several times. She has problems live streaming due to her laptop not good speeds.

Recommendation: https://www.acer.com/ac/en/US/content/predator-model/NH.Q1RAA.001

[odeint]

Recommendation: https://www.acer.com/ac/en/US/content/predator-model/NH.Q1RAA.001

Are you serious? That thing is cringeworthy and the price is insane. I am actually a PC gamer and still wouldn't want to be seen dead with that. A nice business notebook (Lenovo, MS Surface, Apple) would be much better, especially if you actually carry it outside the house and maybe need some battery life. These days there are external GPU enclosures that you can connect on demand if you absolutely need a strong GPU for your laptop sometimes.

[PhilipFRipper]

9 grand? You've lost your mind.

[bochen2027]

I'm realistic that probably would not raise anywhere near that amount considering Chess barely raised 5k and it was for a much more direct purpose and had a far larger member base. The recommendation was just an ideal high end one, besides it has dual gtx1080 which is more powerful than the hardware adversary in game 3 itself. Personally I feel better to invest in Desktop than laptop but one can get a decend laptop for a thousand or two these days.

[alreadydone]

I do think it would be good if Haylee had remote access to Lizzie on a computer (preferably the one which played the game) for some post-game analysis. Ilya Shikshin 2p did such analysis after this game, but baduk1 had to tell him what moves LZ(-ELF) suggested. I find it much more enjoyable and rich in content than Haylee's Live Go videos with LZ. (I only watched this one. Thinking long and hesitating for one move makes it boring for a spectator like me; she talked about editing to make it shorter but apparently it wasn't done.) I think during such games the bot operator should do the commentary (as baduk1 did) instead of the human player, especially when the bot is stronger, since the operator has a better idea what's going on through the winrate display, while the player need to focus on the game and adjust psychologically.)

Side question: for the purpose of reusing NN eval results in post-game analysis, how well would NNCache work with virtual memory, and how much HD space would be needed for say a 1-hour game on a 1080ti?

[bochen2027]

But baduk1 is 6dan whereas Roy is sdk or ddk? If you watch the video he posted of the Andy Liu games he had a tone of voice almost to me sounding like he was schooling Andy. I can't imagine Roy doing the same to Haylee. Virtual memory as in disk cache? why not get a lot of RAM and then use it as a ram disk.

[roy7]

Me? I am DDK, the AlphaGo coverage got me interested in Go again but I quickly got distracted with AI instead of actually playing and studying on my own. So progress has been very slow. :)

[ThorAvaTahr]

@alreadydone

I find it much more enjoyable and rich in content than Haylee's Live Go videos with LZ.

Well, I for one was, respectfully, very much irritated by the low quality of baduk1's comments (I am about 3d EGF) and even the fact that he sometimes overruled the leelaz suggestion by clearly bad moves (e.g. adding a move to an already living group, just to be sure to live, it nearly influenced even the result of the game). His inaccuracy was frustrating, even in the analysis he was relaying mistakes to Ilya Shiksin (e.g. suggesting a complete line, but not noticing there was a different pincer in play, which completely invalidates the analysis). I could not bear to watch the video to the end.

On the other hand the Haylee video's are great for me. I love getting a view in the way of thinking of a very strong pro and sharing in the same emotions during the game. Also the pace is just right for me, as I also need time to properly analyse the moves.

I suppose this is a matter of taste and there is something for everyone. However, please be respectful to Haylee, who is generous enough to help our program by this match series. Then I will try to be respectful to baduk1.

[nerai]

@alreadydone Regarding editing of the videos of Haylee. In the videos I recently watched, especially near the end of the games, I noticed time skips by sometimes tens of seconds. I've then observed this more closely and found that these never occurred when she was speaking, and never occurred over a move boundary. Thus, it should be safe to say she has edited out longer periods of her thinking silently. Personally, I find she did this very well and it made it more enjoyable to watch.

[nerai]

I'm confused why we consider having amateurs do a commentary. That's something professional players excel in, so it seems prudent to provide them with the data and usage instruction. Surely the result would please everyone. Is this not being targeted because of the monetary costs, or something else?

For what it's worth, many years ago I recorded (with permission) teaching sessions on KGS to make the video available to everyone. The teachers ranged from DDK to professional. Every one of them was passionate and one could learn from them, but with few exceptions only the professional players were able to give all of

1. understandable explanations,
2. justification for their ideas, and
3. reasonable sequences to back that up.

Accordingly, while I really appreciate the enthusiasm and initiative of baduk1, I believe his videos have some mistakes in them. I concur with what was said above. If anyone else here were to attempt it, it seems difficult to pull it off real well.

[l1t1]

I saw Network 512b0868 in https://online-go.com/game/12938096 of bot https://online-go.com/player/501814/RoyalZeroSlow, but I cannot find the network at http://zero.sjeng.org/, is it an old and not best network? @roy7

[l1t1]

may be the latest 521b0868 192x15 11142 3814 7412196 @roy7

[roy7]

Yeah just a typo. That greeting string is hand configured by me not automated.

[Hersmunch]

Would it be against the spirit of the match to do pre-game pondering on the starting board position? I'm thinking it could speed up the opening but am unsure how much would be considered unfair (in comparison to Haylee's pre-game planning).

[l1t1]

game 4 https://online-go.com/game/12940129

[Mardak]

https://www.youtube.com/watch?v=hExYHwtsra8

Here's the win rate for white:

and the played moves + best that LZ thought for Haylee:

  1H  Q16 ??
  2W pass ??
  3H   D4 ??
  4W   Q4 ->   15482 (V: 18.75%) (N: 34.79%) PV: Q4 D16 C3 D3 C4 C6 C5 D5 B6 R3 Q3 R4 R6 R5 Q5 S6 R17 R16 Q17 O17 P17 P16 O18 C2 B2 B7 D6 C7 D2 E2 C1 E6 R2 S2
  5H  D16 ->   56163 (V: 82.03%) (N: 52.52%) PV: D16 O17 R3 R4 Q3 O3 P3 P4 O2 R14 O16 N16 O15 Q17 R17 P17 Q14 P16 Q15 R18 S16 S17 R16 S18 R11 S3 S2 N2 O4 N3 S4 S5 T3 O5
  5B same
  6W   C6 ->   18746 (V: 17.84%) (N:  1.82%) PV: C6 R3 Q3 R4 R6 R5 Q5 S6 F3 D6 D7 E6 C4 C3 C5 F4 D5 E4 B3 D2 C2 D3 B2 J4 L3 L4 M4 K3 L5
  7H   F3 ->    7781 (V: 81.80%) (N: 50.72%) PV: F3 R17 R16 Q17 O17 P17 P16 O18 S17 S18 N18 S16 N16 S15 P18 Q18 R3 Q3 R4 R5 S5 S6 R6 Q5 S7 S4 T6 S3 C5 D6
  7B   R3 ->   36026 (V: 82.81%) (N: 24.73%) PV: R3 Q3 R4 R6 R5 Q5 S6 F3 D6 D7 E6 C4 C7 C5 D8 D3 E7 C9 B8 C14 C12 D12 D11 D13 C11 F16
  8W  O17 ->   14000 (V: 17.61%) (N:  1.64%) PV: O17 R3 R4 Q3 O3 P3 P4 O2 R14 O16 N16 O15 Q17 R17 P17 Q14 P16 Q15 R18 S16 S17 R16 S18 R11 S3 S2 N2 O4 N3 S4 S5 T3
  9H  R14 ->    9285 (V: 82.33%) (N: 50.56%) PV: R14 C17 C16 D17 F17 E17 E16 F18 R3 R4 Q3 O3 P3 P4 O2 C4 C3 B3 C5 B4 D5 D3 B5 E3 F4 C10 B17 B18
  9B   R3 ->   19992 (V: 82.94%) (N: 26.06%) PV: R3 R4 Q3 O3 P3 P4 O2 R14 O16 N16 O15 Q17 N17 P17 M16 R16 N15 L17 R17 N18 R15 S16 S15 Q15 P16
 10W  F17 ->   13599 (V: 16.80%) (N:  6.85%) PV: F17 C14 Q17 R17 R18 P17 Q18 P16 R16 P18 R15 Q14 K17 R6 O3 R4 R3 S3 R5 S4 Q5 S5 R2
 11H  C14 ->   45814 (V: 83.91%) (N: 43.27%) PV: C14 Q18 R3 R4 Q3 O3 P3 P4 O2 R12 R17 O15 P14 P12 O14 M15 R10 P10 Q8 O8 O4 N3 N2 M3 O5 S3 S2 S5 T3 P6
 11B same
 12W  Q18 ->   20943 (V: 16.10%) (N:  8.48%) PV: Q18 R3 R4 Q3 O3 P3 P4 O2 R12 R17 O15 P14 P12 O14 M15 R10 P10 Q8 O8 O4 N3 N2 M3 O5 S3 S2 S5 T3 P6 M5 O6 N6 N7 M7 M8 L7
 13H  R17 ->     686 (V: 83.20%) (N:  5.95%) PV: R17 L16 R3 R4 Q3 O3 P3 P4 O2 S3 S2 N2 S4 N4 O5
 13B   R3 ->   19751 (V: 84.22%) (N: 28.83%) PV: R3 R4 Q3 O3 P3 P4 O2 R12 R17 O15 P14 P12 O14 M15 R10 P10 Q8 O8 O4 N3 N2 M3 O5 S3 S2 S5 T3 P6 M5 O6 N6 N7 M7 M8 L7 L8 K7
 14W  Q13 ->   14837 (V: 15.62%) (N:  3.64%) PV: Q13 R13 Q11 R3 R4 Q3 O3 P3 P4 O2 R12 P12 Q12 O16 N16 O15 M17 C5 D6 C10 G6 N15 M15 M14 L15 L14 K15 Q9 O10 O9
 15H  R13 ->   54984 (V: 85.24%) (N: 69.98%) PV: R13 Q11 R3 R4 Q3 O3 P3 P4 O2 R12 P12 Q12 O16 N16 O15 M17 N15 M15 M14 L15 Q9 O10 O9 N9 O8 N8 O7 N7 O6 N4
 15B same
 16W  Q11 ->   43452 (V: 14.55%) (N: 33.00%) PV: Q11 R3 R4 Q3 P4 O2 R12 P12 Q12 O16 N16 O15 M17 N3 N15 O14 Q8 C5 D6 C10 G6 E18 F18 E17 F15 E10
 17H  L16 ??
 17B   R3 ->   60391 (V: 85.81%) (N: 46.30%) PV: R3 R4 Q3 P4 O2 R12 P12 Q12 O16 N16 O15 M17 N3 M14 Q8 N4 M4 N5 O9 M5 L4 L5 K5 K6 J6 K7
 18W  O15 ->   15624 (V: 15.46%) (N: 29.73%) PV: O15 N16 O16 Q12 P12 R12 J17 P11 O12 P10 K15 M14 Q15 Q14 P14 P13 O13 N14 O14 M12 L13 N12
 19H  N16 ->   23951 (V: 85.04%) (N: 38.00%) PV: N16 O16 Q12 P12 R12 J17 P11 O12 P10 Q8 M13 N11 N17 Q10 Q9 P9 R9 O10 P8 O11 O9 P10 Q7 K15
 19B same
 20W  O16 ->   35786 (V: 14.78%) (N: 74.13%) PV: O16 Q12 P12 R12 J17 P11 O12 P10 Q8 R3 Q3 R4 R6 R5 Q5 S6 S7 R7 Q6 S8 R2 T7 S3 S4 T4 S5 K15 M14 L13 M13
 21H  N18 ??
 21B  Q12 ->   28257 (V: 85.59%) (N:  7.44%) PV: Q12 P12 R12 J17 P11 O12 P10 Q8 R3 Q3 R4 R6 R5 Q5 S6 S7 R7 Q6 S8 R2 T7 S3 S4 T4 S5 K15 M14 L13 M13 M12
 22W  R12 ->   26221 (V: 17.11%) (N: 20.76%) PV: R12 O18 P17 R18 Q14 Q15 M14 H17 D17 C17 C18 B18 E18 C19 E16 D18 D15 C16 J17 J16 H18
 23H  O18 ->   39911 (V: 83.41%) (N: 48.56%) PV: O18 P17 R18 Q14 Q15 M15 E17 F16 J17 M17 L17 M18 M16 N17 K14 F13 H14 D13 C13
 23B same
 24W  P17 ->   44472 (V: 16.49%) (N: 27.94%) PV: P17 R18 M15 R3 R4 Q3 O3 P3 P4 O2 M17 H17 D17 C17 C18 E17 D18 E16 C16 E18 C15 D14 C4 C3 B3 C5 B4 D5 B5 C2 D6 B7
 25H  R18 ->   61086 (V: 83.95%) (N: 15.98%) PV: R18 M15 R3 R4 Q3 O3 P3 P4 O2 M17 H17 D17 C17 C18 E17 D18 E16 C16 E18 C15 D14 C4 C3 B3 C5 B4 D5 B5 C2 D6 B7 B6 C8
 25B same
 26W  M15 ->   46649 (V: 16.08%) (N:  5.76%) PV: M15 P12 Q12 R3 R4 Q3 O3 P3 P4 O2 M17 L17 M18 M16 N17 H17 Q14 N15 N14 M14 R15 S15
 27H  M16 ->     459 (V: 81.22%) (N:  7.65%) PV: M16 Q14 Q15 M13 H17 D17 C17 C18 B18 E18 C19 E16 D18 D15
 27B  P12 ->   34265 (V: 84.55%) (N:  2.89%) PV: P12 Q12 E17 F16 R3 R4 Q3 P4 P3 O4 O3 M4 J17 M17 L17 M18 M16 N17 N15
 28W  Q14 ->   22988 (V: 17.19%) (N: 55.02%) PV: Q14 Q15 J17 P14 P13 O14 N15 O13 M13 P11 K15 Q10 R10 Q9 R9 Q8 R8 Q7 R7 P18 Q6 C5 D6 C10 G6 H4
 29H  Q15 ->   37865 (V: 83.33%) (N: 20.95%) PV: Q15 J17 P14 P13 O14 N15 O13 M13 P11 K15 Q10 R10 R9 S9 Q9 S11 P12 Q12 S12 R11 T11 S10 S8 S13 T12 T13 S14 T10 T12 S7 R8 T8
 29B same
 30W  N17 ->   31537 (V: 16.92%) (N:  1.28%) PV: N17 M17 L18 M18 J17 P14 N15 P13 Q12 O12 M12 O10 Q8 L15 L14 K14 L13 N13 M13 H16 H17 E17 G16 H14
 31H  M17 ->  153717 (V: 83.45%) (N: 51.15%) PV: M17 L18 M18 J16 P12 Q12 N15 O14 M13 D18 R4 R5 R3 Q5 P2 O3 O2 M3 C5 D6 C10 S5 N2 M5 M10 Q3 Q2 S2
 31B same
 32W  J16 ->   99769 (V: 16.60%) (N:  0.17%) PV: J16 P12 O13 Q12 S12 O12 N13 N15 N14 P10 R9 M11 L13 K15 K12 J15 L18 M18 L10 M12 M13 N9 L8 N7 Q7
 33H  L15 ->     304 (V: 80.28%) (N:  4.01%) PV: L15 L18 M18 O13 E17 F16 P14 P13 O14 N14 P15 N15
 33B  N15 ->   73729 (V: 84.32%) (N:  9.20%) PV: N15 O14 P12 Q12 E17 L18 M18 F16 M13 Q6 C5 D6 C10 G6 H4 K3 J5 L5 E9 F8 F9 G9 G10 H10 G11
 34W  M13 ->   17487 (V: 18.32%) (N: 16.41%) PV: M13 E17 F16 K14 D15 C15 C17 E16 L18 M18 E18 D18 F18 C18 K17 P14 P13 O14 N15 O13 L12 P11 Q10 O12 Q12 O9
 35H  J18 ->    1146 (V: 81.29%) (N:  4.63%) PV: J18 D17 C17 C18 B18 D18 C16 H17 H18 E16 R4 R3 R5
 35B  E17 ->   29455 (V: 82.30%) (N: 39.17%) PV: E17 F16 K14 D15 C15 C17 E16 L18 M18 E18 D18 F18 C18 K17 N14 O14 N13 N15 M14 L13 L14 O13 N12 O10
 36W  D15 ->   15152 (V: 18.36%) (N:  3.47%) PV: D15 E15 D17 E17 E18 E16 C17 D18 C18 F18 D19 G17 F16 F15 G16 G15 H16 G18 L18 K18 M18 L17 P18 L19 S12 P14 P13 O14 N15 O13 L14 P11 O12 N12 O11
 37H  C15 ->    1482 (V: 78.94%) (N: 35.82%) PV: C15 D17 E16 C17 E17 E18 F18 G18 D18 F19 C18 F16 C16 Q6 C5 D6 O3 P3 O4 L4 O7 M7
 37B  E15 ->   32440 (V: 82.43%) (N: 32.43%) PV: E15 D17 E17 E18 E16 C17 D18 C18 F18 D19 G17 F16 F15 G16 G15 H16 G18 J13 L13 L12 K13 K12 J12 H13 M12 J11 N13 M14 N15 O14 N14 M11
 38W  D17 ->   22182 (V: 19.13%) (N: 83.73%) PV: D17 E16 C17 E17 E18 F18 G18 D18 F19 C18 F16 C16 Q6 H15 C4 C3 B3 C5 B4 D5 B5 C2 D6 B7 B6 C8 D8 D9 E8 J3 K4 J4 K5 L2
 39H  E16 ->   26340 (V: 81.04%) (N: 78.83%) PV: E16 C17 E17 E18 F18 G18 D18 F19 C18 F16 C16 Q6 H15 C4 C3 B3 C5 B4 D5 B5 C2 D6 B7 B6 C8 D8 D9 E8 J3 K4 J4 K5 L2
 39B same
 40W  C17 ->   35028 (V: 18.87%) (N: 84.53%) PV: C17 E17 E18 F18 G18 D18 F19 C18 F16 C16 Q6 H15 C4 C3 B3 C5 B4 D5 B5 C2 D6 B7 B6 C8 D8 D9 E8 J3 K4 J4 K5 L2
 41H  E17 ->   45936 (V: 81.33%) (N: 35.64%) PV: E17 E18 F18 G18 D18 F19 C18 F16 C16 Q6 P2 R3 M3 L4 M4 L5 M5 M6 L3 J4 L6 N6 L7 J6
 41B same
 42W  E18 ->   46979 (V: 18.68%) (N: 93.74%) PV: E18 F18 G18 D18 F19 C18 F16 C16 Q6 P2 R3 M3 L4 M4 L5 M5 M6 L3 J4 N6 N7 L6 M7 J5 K6 H4
 43H  F18 ->   46620 (V: 81.54%) (N: 23.67%) PV: F18 G18 D18 F19 C18 F16 C16 Q6 P2 R3 M3 L4 M4 L5 M5 M6 L3 J4 L6 N6 K6 J5 J6
 43B same
 44W  G18 ->   47407 (V: 18.48%) (N: 91.96%) PV: G18 D18 F19 C18 F16 C16 Q6 P2 R3 M3 L4 M4 L5 M5 M6 L3 J4 L6 N6 K6 J5 J6
 45H  D18 ->   59042 (V: 81.63%) (N: 69.59%) PV: D18 F19 C18 F16 C16 Q6 P2 R3 M3 L4 L3 K4 N5 K3 P4 P5 Q3 R2 O5 M4 N4 O3 O2 N3 N2 K2 M1 B4 C3
 45B same
 46W  F19 ->   60007 (V: 18.37%) (N: 95.26%) PV: F19 C18 F16 C16 Q6 P2 R3 M3 L4 L3 K4 N5 K3 P4 P5 Q3 R2 O5 M4 N4 O3 O2 N3 N2 K2 M1 B4 C3
 47H  C18 ->   62020 (V: 81.64%) (N: 97.45%) PV: C18 F16 C16 Q6 P2 R3 M3 L4 L3 K4 N5 K3 P4 P5 Q3 R2 O5 M4 N4 O3 O2 N3 N2 K2 M1 B4 C3 B3
 47B same
 48W  F16 ->   55692 (V: 18.54%) (N: 29.83%) PV: F16 C16 Q6 P2 R3 M3 L4 L3 K4 N5 K3 P4 P5 Q3 R2 O5 M4 N4 O3 O2 N3 N2 K2 M1 B4 C3 B3
 49H  C16 ->   61958 (V: 81.54%) (N: 68.14%) PV: C16 Q6 P2 R3 M3 L4 L3 K4 N5 K3 P4 P5 Q3 R2 O5 M4 N4 O3 O2 N3 N2 K2 M1 B4 C3 B3
 49B same
 50W   Q6 ->   42940 (V: 18.54%) (N: 20.73%) PV: Q6 P2 R3 M3 L4 L3 K4 N5 K3 P4 P5 Q3 R2 O5 M4 N4 O3 O2 N3 N2 K2 M1 B4 C3 B3 H3
 51H   O3 ->    1591 (V: 80.28%) (N: 11.07%) PV: O3 P3 O4 L4 N7 L6 P7 Q7 P8 Q8 L8 H3 B5 M3
 51B   P2 ->   67392 (V: 81.93%) (N:  3.47%) PV: P2 R3 M3 L4 L3 K4 N5 K3 P4 P5 Q3 R2 O5 M4 N4 O3 O2 N3 N2 K2 M1 B4 C3 B3 H3 L7 O7
 52W   P3 ->   28264 (V: 18.43%) (N: 46.56%) PV: P3 R3 P2 R5 R6 S6 S4 R4 S5 P14 P13 O14 N15 O13 L14 P11 S7 Q10 R10 P12 Q12 S12 R11 R9 Q9 P10 S9
 53H   O4 ->    2908 (V: 79.42%) (N: 52.85%) PV: O4 L4 N7 P7 L6 G4 C5 G3 D6
 53B   R3 ->   28587 (V: 82.03%) (N: 12.33%) PV: R3 P2 R5 R6 S6 S4 R4 S5 P14 P13 O14 N15 O13 L14 P11 S7 Q10 R10 P12 Q12 S12 R11 R9 Q9 P10 S9 R8 S11
 54W   L4 ->   23903 (V: 20.60%) (N: 22.13%) PV: L4 N7 L7 P7 Q7 P8 Q8 P5 Q5 L5 K5 K6 L6 M5 J5 K4 J4 K3 J3 K2 J2 C5 D6 F5 F6 G6
 55H   M5 ->    4037 (V: 79.67%) (N:  3.19%) PV: M5 M4 N5 G3 G2 H3 H2 F4 E3 K6 J3 J4 K3 K4 M8 O7 N7 O8 K8 F6 H8 P2 N9
 55B   N7 ->   43996 (V: 79.84%) (N: 17.92%) PV: N7 L7 P7 Q7 P9 Q8 M9 H3 B5 L9 L10 M10 N9 K9 M11 N10 O11 L11 K10 N11
 56W   M4 ->   27251 (V: 21.04%) (N: 15.20%) PV: M4 N5 G3 G2 H3 H2 F4 E3 J3 K6 N7 G5 H5 H6 G6 J5 F5 H4 G4 G7 F6 C5 D6 L9 N9 O7 O6 N6
 57H   N5 ->   22737 (V: 78.74%) (N: 59.06%) PV: N5 G3 G2 H3 H2 F4 E3 J3 L5 J6 M8 B4 C3 P8 C8 E6 E8 K7 L9 K9 K10 J9 M11
 57B same
 58W   G3 ->   35392 (V: 21.47%) (N: 29.52%) PV: G3 G2 H3 H2 F4 E3 J3 L5 J6 M8 B4 C3 P8 C8 E6 E8 K7 L9 K9 K10 J9 M11 K13
 59H   F4 ->    5839 (V: 77.43%) (N: 30.40%) PV: F4 G4 L5 K4 C5 N7 L7 J6 M9 N9 M10 N10 M11 N11 M12 N12 L13
 59B   H3 ->   61782 (V: 78.82%) (N:  3.44%) PV: H3 G4 G2 H4 J2 J3 H2 O2 N2 P2 N8 P8 K6 M2 N3 L2 D6 D7 E6 C4 C3 C5 D3 F4 E4
 60W   G4 ->   29025 (V: 22.92%) (N: 62.55%) PV: G4 L5 K5 K6 J5 C5 O7 L7 H7 N8 N7 L9 M8 M9 N9 N10 O8 J9 M10 P14 P13 O14 N15
 61H   G5 ->     449 (V: 72.95%) (N: 11.95%) PV: G5 H5 L5 J4 K5 H6 C5 N7 L8 M9
 61B   L5 ->   40946 (V: 77.35%) (N: 36.36%) PV: L5 K5 K6 J5 C5 O7 L7 H7 D6 N9 M9 M10 N8 O8 L9 L10 K10 K11 J10 J11 H10 H11 G10 C7
 62W   H5 ->   28865 (V: 26.53%) (N: 82.18%) PV: H5 J3 F2 H4 H2 J5 H6 G6 J6 K5 L5 K6 L6 L7 M7 H7 L8 K7 M6 R3 R4 P2 Q3 N2 M2 L2 M1 M3 L3 N3 K2 N1
 63H  P14 ->      99 (V: 70.51%) (N:  1.11%) PV: P14 P13 O14 N15 O13 L14 P11 P10 O12 O11 P12 Q10 J15
 63B   N8 ->  113728 (V: 74.12%) (N:  2.07%) PV: N8 G2 C5 K6 P8 P7 O9 O7 N7 Q8 N11 P10 P14 P13 O14 N15 O13 L14 J15 K14 K15 L10 O10 P11 L8 H13
 64W  P13 ->   26169 (V: 27.59%) (N: 57.76%) PV: P13 M8 B4 H4 H2 J5 H6 J3 J2 K3 F2 G6 H7 G7 K6 K5 L5 L6 L7
 65H  O14 ->    1876 (V: 68.33%) (N: 66.52%) PV: O14 N15 O13 O12 N12 O11 N13 L14 J15 M10 N11 N10 O10 P11 L12 K14 H16 L11 P15
 65B   M8 ->   21549 (V: 73.44%) (N:  0.52%) PV: M8 O7 N7 O8 J3 F2 H4 H2 J5 H6 G6 H7 J2 D3 C3 E3 E4 C2 B2 C4
 66W  N15 ->   31894 (V: 29.73%) (N: 92.47%) PV: N15 O13 O12 H4 G2 J5 H6 J3 J6 K5 L5 K6 L6 K7 L7 R3 P2 R5 Q5 R6 R4 S4 R7 S7 S8 S6 R8 K2 S2 R2 S3
 67H  O13 ->   32768 (V: 70.00%) (N: 78.35%) PV: O13 O12 H4 G2 J5 H6 J3 J6 K5 L5 K6 L6 K7 L7 R3 P2 R5 Q5 R6 R4 S4 R7 S7 S8 S6 R8 K2 S2 R2 S3 S1
 67B same
 68W  O12 ->   44803 (V: 31.33%) (N:  1.47%) PV: O12 H4 G2 J5 H6 J3 J6 K5 L5 K6 L6 K7 L7 G6 L2 K2 N12 R3 R4 M2 N2 O2 M3 Q3 P2 P4 O1 Q2 P1 Q1 N1 S4 S5 S3 R6 B5 C9
 69H  N12 ->   10775 (V: 68.08%) (N: 64.08%) PV: N12 O11 N13 L14 J15 L11 N11 O10 N10 N9 M9 M10 P15 N8 L9 L7 K6 G6 F5 J4 K7 H7 M7 N7 J9 J11 G9
 69B   H4 ->   38825 (V: 68.95%) (N:  1.55%) PV: H4 G2 J5 H6 J3 J6 K5 L5 K6 L6 K7 L7 G6 L2 R3 R4 K2 P2 R6 Q7 S4 S5 S2 R5 B5 C9 B6 L14
 70W  O11 ->   39427 (V: 31.30%) (N: 93.97%) PV: O11 N13 L14 N11 O10 K14 K13 L12 L13 J15 M9 L10 L18 M18 K6 L9 M7 N9 N10 M8 M10 L7 N8 L8 N7 L6
 71H  N13 ->   42737 (V: 68.84%) (N: 65.71%) PV: N13 L14 N11 O10 K14 K13 L12 L13 J15 M9 L10 L18 M18 K6 L9 M7 N9 N10 M8 M10 L7 N8 L8 N7 L6
 71B same
 72W  L14 ->   68505 (V: 30.95%) (N: 94.26%) PV: L14 N11 O10 K14 K13 L12 L13 J15 M9 L10 L18 M18 K6 J10 J11 H10 K11 L9 J14 K15 H14 H15 G14 M8 N9
 73H  N11 ->   76672 (V: 69.26%) (N: 51.32%) PV: N11 O10 K14 K13 L12 L13 J15 M9 L10 L18 M18 K6 J10 J11 H10 K11 L9 J14 K15 H14 H15 G14 M8 N9 L7
 73B same
 74W  O10 ->   65070 (V: 30.74%) (N: 87.47%) PV: O10 K14 K13 L12 L13 J15 M9 L10 L18 M18 K6 J10 J11 H10 K11 L9 J14 K15 H14 H15 G14 M8 N9 L7
 75H  J15 ->    1851 (V: 65.54%) (N: 34.30%) PV: J15 M9 L11 J13 H16 J11 K10 K8 J10 K6 H11 H12 G11 G12 F11 F12 H14 E12
 75B  K14 ->   68370 (V: 69.51%) (N:  6.90%) PV: K14 K13 L12 L13 J15 L18 M18 M8 L9 M9 N10 O9 L10 H13 H15 K7 G14 G13 G11 F14 F15 G16 G15 K11
 76W  K14 ->   26174 (V: 32.47%) (N: 17.66%) PV: K14 H16 M9 L11 H15 J14 H17 K15 K12 L9 L8 K9 K11 N9 N10 M10 M8 K8 K7 H9 H12 L7 N8 L5 J7
 77H  K15 ->    1621 (V: 64.04%) (N: 40.91%) PV: K15 L10 L11 K11 L12 K12 M9 M10 N10 N9 O9 N8 P9 Q10 P15 O7 K10 L9
 77B  H16 ->   35309 (V: 67.72%) (N: 50.93%) PV: H16 M9 L11 H15 J14 H17 K15 K12 K11 J13 H14 J11 J10 H11 G15 H10 L8 G16 H6 J5 J6 K6 J8 K7
 78W  L10 ->   27948 (V: 36.28%) (N:  3.12%) PV: L10 L11 K11 K10 L12 L9 M10 N10 N9 M9 M11 M12 L11 P15 N8 K9 H11 L5 J4 K5 G6 F5 J6 L7 H9 P7 Q7 P8 P6 O7 O9 Q8 R8 R9 S8
 79H   M9 ->    4292 (V: 63.46%) (N: 21.66%) PV: M9 M10 N10 N9 P15 N8 L11 K11 L12 K12 K10 L9 J10 H11 H10 G11 G10 F11 F10 E11 E10 G14 K6 J4
 79B  L11 ->  117347 (V: 64.62%) (N: 26.59%) PV: L11 K11 K10 L12 N10 N9 M10 L9 M9 K9 O9 N8 M8 O8 G15 G16 H17 H16 J14 K18 K17 J17 L18 H18 J10 M11 K7 J8 J7 H7 H8 G6 F5 J9 G8 J4 K5 F6 G10 H10
 80W  M10 ->   28638 (V: 33.98%) (N: 55.13%) PV: M10 N10 N9 P15 N8 L11 K11 L12 F5 G6 H6 K10 G7 J10 L9 F6 E5 F7 F8 E7 H7 E8 D5 C4 C8 F9 G2 C5 D6 D2 C11 G15 G16
 81H  N10 ->   33257 (V: 66.18%) (N: 73.99%) PV: N10 N9 P15 N8 L11 K11 L12 F5 G6 H6 K10 G7 J10 L9 F6 E5 F7 F8 E7 H7 E8 D5 C4 C8 F9 G2 B7 B6 C7 B8
 81B same
 82W   N9 ->   42864 (V: 33.64%) (N: 95.77%) PV: N9 P15 N8 L11 K11 L12 K12 K10 L9 J10 H11 K8 L8 K7 H7 H8 G6 F5 G8 G9 J8 H9 K9 J9 J7
 83H  L12 ->      28 (V: 63.40%) (N:  0.50%) PV: L12 M12 P15 N8 M11 L11 K12 J13
 83B  P15 ->   51483 (V: 66.71%) (N: 29.03%) PV: P15 N8 L11 K11 L12 F5 G6 H6 K10 G7 F6 E5 F7 F8 E7 D5 C4 G2 E8 C8 K9 L8 L9 M8 H7 J7 G8
 84W  K12 ->   26725 (V: 35.75%) (N: 13.19%) PV: K12 P15 M8 O9 N8 K11 M12 J12 M11 P9 R10 K6 G6 F5 J4 K8 K9 L8 L9 H6 J6 H7 L6 M7 L7 L5 K7 K5
 85H  P15 ->   47858 (V: 64.45%) (N: 30.14%) PV: P15 M8 O9 N8 K11 M12 J12 M11 P9 R10 K6 J7 J5 G6 F5 H4 K3 M2 N2 K2 J2 J3 J4 H3 L2
 85B same
 86W   M8 ->   47421 (V: 35.87%) (N: 34.22%) PV: M8 O9 N8 K11 M12 J12 M11 P9 R10 K6 J7 J5 G6 F5 H4 K3 M2 N2 K2 J2 J3 J4 H3 L2
 87H  K11 ->    3704 (V: 63.61%) (N:  7.87%) PV: K11 M12 J12 K13 O9 L9 N8 N7 M9 B17 B18 N9 O8 O7 M9 L7 K8 N9 R3 P2 M9
 87B   O9 ->   82508 (V: 64.02%) (N: 39.37%) PV: O9 N8 K11 M12 J12 M11 P9 R10 K6 J7 J5 G6 F5 H4 K3 M2 N2 K2 J2 J3 J4 H3 L2
 88W  M12 ->   28031 (V: 33.96%) (N: 25.96%) PV: M12 J12 K13 O9 N8 L5 J4 P9 R10 K5 G6 F5 J6 K4 K3 L3 M3 L2 M2 J3 K2
 89H   J5 ->       2 (V: 57.67%) (N:  0.15%) PV: J5 H6
 89B  J12 ->   53344 (V: 67.23%) (N: 19.82%) PV: J12 K13 O9 L9 N8 N7 M9 B17 B18 N9 R3 P2 M9 S13 N9 L7 H6 J5 O7 R15 N6 M7 K6 P8 O8 G6 F5 J6 K7 H7 K8 J10 M11 L11 L8 J11
 90W   H6 ->   22288 (V: 42.22%) (N: 54.68%) PV: H6 J3 J6 J12 M11 O9 N8 P9 R10 P7 O6 O7 N7 R9 S9 S8 R8 R7 Q9 Q8 R9
 91H   L9 ->     329 (V: 55.84%) (N:  4.08%) PV: L9 K10 J4 L5 L6 K6 L8 L7 N8 O9
 91B   J3 ->  159277 (V: 59.86%) (N: 30.83%) PV: J3 K6 J12 M11 O9 N8 L7 O8 P9 P8 H4 J6 G2 K3 K2 L2 K4 L5 L3 M3 R3 R4 S4 S5 P2 Q3 M2 N2 L1 O2 J8 G6
 92W  K10 ->   24772 (V: 34.75%) (N: 66.44%) PV: K10 J12 K13 N8 O9 L8 J4 M7 J11 P7 Q7 P8 Q8 C5 D6 G15 F15 G14 H18 G16 F14 F13 E13
 93H   O9 ->      41 (V: 52.02%) (N:  2.50%) PV: O9 N8 P9 Q9 P7 Q8 Q7
 93B  J12 ->   87325 (V: 66.55%) (N:  6.68%) PV: J12 K13 N8 O9 L8 J11 M7 J4 P7 Q7 P8 Q8 H16 F14 C5 B6 C9 E6 B5 H17 J17 H15 K16 H14 G2 H2
 94W   N8 ->   21880 (V: 43.25%) (N: 95.29%) PV: N8 J12 M11 P9 R10 K7 K8 J4 F5 G6 G7 F6 H4 J3 E5 F7 H2 J2 F2 D3 F8 E7 D5 B4 B5 C4 D9
 95H   P9 ->    1008 (V: 52.17%) (N: 35.81%) PV: P9 Q9 P7 Q8 J4 L5 L6 K6
 95B  J12 ->   25899 (V: 57.09%) (N:  0.75%) PV: J12 M11 P9 R10 K7 K8 J4 F5 G6 G7 F6 H4 J3 E5 F7 H2 J2 F2 D3 F8 E7 D5 B4 B5 C4 D9 E8 J7
 96W  R10 ->   27834 (V: 44.49%) (N: 17.33%) PV: R10 J12 M11 K7 K8 J3 F5 R9 S9 Q10 R8 P11 H2 J6 L7 L6 J7 K6 F2 D6 K2 J2 J1
 97H   P7 ->     355 (V: 48.86%) (N: 15.15%) PV: P7 L8 R8 R6 P6 S8 J3 L5 H4 J6
 97B  J12 ->   37801 (V: 55.67%) (N:  1.24%) PV: J12 M11 K7 K8 J3 F5 R9 S9 G6 H4 J4 G7 F6 E5 F7 H2 J2 F2 D3 D5 B4 F8 E7 D9 E8 B5
 98W   L7 ->   18807 (V: 49.10%) (N:  6.46%) PV: L7 J12 M11 R8 S6 L5 J4 K4 K3 K5 J2 P6 P5 N7 O8 P8 S9 S8 S11 R5 R6 P4 Q3 Q5 S5 R4 R3
 99H   R8 ->    3663 (V: 48.93%) (N: 40.68%) PV: R8 S9 S6 S4 S8 O6 O7 N6 N7 M6 M7 L8 P6 P5 O5
 99B  J12 ->   24254 (V: 50.46%) (N:  1.35%) PV: J12 M11 R8 S7 S8 S13 S14 S11 P6 P5 N7 L5 R6 R5 S6 Q7 Q8 R7 T7 Q5 O8 O5 O6 N4 R3 Q3 S4 S5
100W   S7 ->   32868 (V: 51.03%) (N:  3.13%) PV: S7 S8 S13 S14 S11 J12 M11 P6 P5 N7 L5 R6 R5 S6 Q7 Q8 R7 T7 Q5 O8 O5 O6 N4 R3 Q3 S4 S5
101H   S8 ->   16471 (V: 48.54%) (N: 48.79%) PV: S8 S13 S14 S11 J12 M11 P6 P5 N7 L5 R6 R5 S6 Q7 Q8 R7 T7 Q5 O8 O5 O6 N4 R3 Q3 S4 S5
101B  J12 ->   30183 (V: 51.72%) (N:  0.70%) PV: J12 M11 R6 R5 P6 R7 Q7 S6 R9 Q10 L5 K4 K5 J4 K7 K8 J7 H9 H8 G9 J9 K9 J10 J8 H7 H13 G11 G6 F8 F9 E9 E10 E8
102W  S13 ->   48432 (V: 52.30%) (N:  9.18%) PV: S13 S14 S11 J12 M11 P6 P5 N7 Q7 Q8 O8 P8 S6 T13 S12 L5 J4 K4 K3 K5 J2 M2 L2 M3 L3
103H  S14 ->   35793 (V: 48.06%) (N: 87.02%) PV: S14 S11 J12 M11 P6 P5 N7 Q7 Q8 O8 P8 S6 T13 S12 L5 J4 K4 K3 K5 J2 M2 L2 M3 L3
103B same
104W  S11 ->   35984 (V: 51.93%) (N: 83.71%) PV: S11 J12 M11 S6 S5 R6 R5 Q7 T6 R7 P6 O7 J4 O6 P2 L5 B4 C3 B3 G15 F15 F14 G16 H17 H16 J17
105H   R3 ->     227 (V: 43.76%) (N:  3.42%) PV: R3 R4 P2 Q3 Q2 R2 N7 O8 P8 N2 O2 L5 S6
105B  J12 ->  223524 (V: 49.59%) (N:  3.32%) PV: J12 M11 S6 S5 R6 R5 Q7 T6 R7 P6 O7 T14 T15 T13 S16 L5 O6 P2 O2 B4 G15 G16 H17 H16 J17 F15 G14 F14 F13 E13 F12 H15 J14 H14 H13 G13 G12 D14 D12 D13 E15 C13
106W   O2 ->   28140 (V: 56.35%) (N: 10.98%) PV: O2 J12 M11 R5 Q5 S6 R4 S4 R7 T7 R6 S5 R2 S2 Q2 O6 Q8 Q9 R9 Q7 N3 S1 T6 T5 T3
107H   R5 ->     333 (V: 39.23%) (N: 10.04%) PV: R5 Q5 S6 R7 T7 R4 S4 R2 S3 R6 S5 Q2 R9 O6 P6
107B  J12 ->   38519 (V: 44.50%) (N:  1.06%) PV: J12 J11 K13 M11 S5 R7 N2 P2 M3 P6 J3 L5 H4 R4 G6 J6 L3 N4 N3
108W   Q5 ->   59698 (V: 54.63%) (N: 61.74%) PV: Q5 S6 R7 T7 R4 S4 R2 S2 Q2 P6 R6 S5 T14 T15 T13 N2 N3 M2 L2 L5 M3 K4 K6 K5 F5 N4 L3 K2 N1 K3 M1 G2 H2 F2 H3
109H   S6 ->   70014 (V: 45.56%) (N: 62.47%) PV: S6 R7 T7 R4 S4 R2 S2 Q2 P6 R6 S5 T14 T15 T13 N2 N3 M2 L2 L5 M3 R9 J11 B5 L18 K18 P18 S16 M18 L17 O19 G15
109B same
110W   R7 ->   72881 (V: 53.01%) (N: 74.39%) PV: R7 T7 R4 S4 R2 S2 Q2 P6 R6 S5 T14 T15 T13 J12 M11 S16 B4 N7 G6 C3 B3 B2 D2 E2 C2 G2 D3 J3 K2 C4 C5
111H   T7 ->  116609 (V: 46.58%) (N: 82.27%) PV: T7 R4 S4 R2 S2 Q2 P6 R6 S5 T14 T15 T13 J12 K13 L5 M2 J6 J7 J3 H4 K2 L2 H7 J8 G6 G7 H8
111B same
112W   R4 ->  112729 (V: 53.52%) (N: 14.39%) PV: R4 S4 R2 S2 Q2 P6 T14 T15 R6 S5 T13 N2 N3 M2 L2 L5 M3 R9 S15 R15 S16 P18 Q17 Q19 R16 S17 T16 T17 T15 J12 M11 G15 F15 G14
113H   S4 ->  138388 (V: 46.46%) (N: 94.98%) PV: S4 R2 S2 Q2 P6 T14 T15 T13 N2 N3 M2 L2 L5 M3 K4 K6 K5 F5 J12 M11 N4 L3 K2 N1 K3 M1 G2 H2 H3 H4 F2 J3
113B same
114W   R2 ->  133791 (V: 53.47%) (N: 52.38%) PV: R2 S2 Q2 P6 T14 T15 T13 N2 N3 M2 L2 L5 M3 K4 K6 K5 F5 J12 M11 N4 L3 K2 N1 K3 M1 G2 H2 H3 H4 F2 J3
115H   S2 ->  174904 (V: 47.42%) (N: 19.28%) PV: S2 Q2 P6 T14 T15 T13 J12 M11 S16 R6 S5 B4 N7 G6 C3 B3 B2 D2 E2 C2 G2 D3 J3 K2 C4 C5
115B same
116W   Q2 ->  173420 (V: 52.70%) (N: 12.80%) PV: Q2 P6 T14 T15 T13 J12 M11 S16 R6 S5 B4 N7 G6 C3 B3 B2 D2 E2 C2 G2 D3 J3 K2 C4 C5
117H  Q10 ->      58 (V: 39.55%) (N:  1.28%) PV: Q10 R6 S5 Q9 Q8 P10 O7 N3 S1 B4
117B   P6 ->  257012 (V: 48.61%) (N:  2.92%) PV: P6 T14 T15 T13 J12 R6 S5 K13 S16 P5 N7 O5 R9 N6 Q10 S10 P12 Q12 G15 O7 P8 G16 H17 H16 J17 H15 H14 G14 F15 J14 H13 F13 F14 G13 H11 E13 D14 G10
118W   T9 ->   18963 (V: 51.37%) (N:  0.06%) PV: T9 S9 R6 S5 T6 T5 Q9 Q8 P10 O7 N7 N6 T3 S3 N3 S1 O8 P8 K9 T2 B4 C3 B3 J12 K13 G6 G2 H7 J6 E6
119H   S9 ->   26805 (V: 51.92%) (N: 24.84%) PV: S9 R6 S10 P10 Q9 P12 S5 O6 O7 N7 G15 K18 H17 H16 K17 F15 G14 F14 F13 E13 E12 D13 F12 D12 D11 C11 C10
119B same
120W   R6 ->   34603 (V: 46.75%) (N:  8.64%) PV: R6 S10 P10 Q9 P12 S5 O6 O7 N7 G15 K18 H17 H16 K17 H15 H14 G16 J17 G14 F15 J14 H13 F13 F14 G13 H12 E13 D14 G11 H11 G10 H10
121H   R9 ->       8 (V: 30.73%) (N:  0.74%) PV: R9 P10 Q9 P12 S5 T10
121B  S10 ->   91934 (V: 52.50%) (N: 20.99%) PV: S10 P10 Q9 P12 S5 R19 S19 Q19 N2 N3 J12 M11 T13 G2 H16 B4 H13 E6 O6 L5 E8 C8 F6 E5 F5 F7 E7 F8 H4 J4 H3 H2 J3 K3
122W  P10 ->   20368 (V: 51.73%) (N: 46.77%) PV: P10 Q9 P12 S5 R19 S19 Q19 S10 R11 N2 N3 O1 P2 J12 M11 J3 L5 G2 S18 S17 T19 T13 S12 S15 R16 T14 T16
123H   Q9 ->   24578 (V: 49.05%) (N: 68.47%) PV: Q9 P12 S5 R19 S19 Q19 S10 R11 J12 K13 N2 N3 O1 P2 M2 K3 L5 J4 K5 L3 P6 B4 C3 B3
123B same
124W  P12 ->   30485 (V: 50.72%) (N: 70.32%) PV: P12 S5 R19 S19 Q19 S10 R11 J12 K13 S17 O6 G15 G16 H17 H16 J17 O7 Q7 H15 H14 G14 F15 J14 H13 F13 F14 G13 H11 E13 D14 G10 H10
125H   S5 ->   33286 (V: 49.66%) (N: 56.24%) PV: S5 R19 S19 Q19 S10 R11 J12 K13 S17 O6 G15 G16 H17 H16 J17 O7 Q7 H15 H14 G14 F15 J14 H13 F13 F14 G13 H11 E13 D14 G10 H10
125B same
126W  R19 ->   31651 (V: 49.56%) (N:  0.32%) PV: R19 S19 Q19 S10 R11 J12 K13 S17 O6 O7 N7 H14 H16 G15 G16 H4 H3 J4 J3 K3 K2 J6 H7 J7 H8 J9 K9 J8
127H  S19 ->   42743 (V: 51.63%) (N: 51.87%) PV: S19 Q19 S10 R11 J12 K13 S17 O6 O7 N7 G15 K18 K17 L18 J17 M18 H14 B4 J10 K9 C8 D8 D9 D7 E9 C9 C10 B9 B10 C3
127B same
128W  Q19 ->   38415 (V: 48.09%) (N: 64.53%) PV: Q19 S10 R11 J12 K13 S17 O6 O7 N7 G15 K18 K17 L18 J17 M18 H14 B4 J10 K9 C8 D8 D9 D7 E9 C9 C10 B9 B10 C3
129H  S17 ->     292 (V: 41.48%) (N: 17.39%) PV: S17 O6 S10 R11 O7 N6 J12 K13 G15 G16 H17 H16
129B  S10 ->   60111 (V: 53.14%) (N: 28.74%) PV: S10 R11 J12 M11 S17 O6 O7 N6 G15 G16 H17 H16 J17 F15 N7 M6 P6 P5 G14 F14 F13 H15 J14 H14 H13 G13 G12 G14 H19 E13 F12 D14 D12 D13
130W   O6 ->   26757 (V: 51.44%) (N: 27.23%) PV: O6 S10 S15 R15 R11 J12 M11 O7 N7 G15 G16 H17 H16 J17 H15 J14 G14 G12 F13 F12 E13 D11 C13 C12 E15 D14
131H  S10 ->   30576 (V: 49.45%) (N: 26.11%) PV: S10 S15 R15 R11 J12 M11 O7 N7 G15 G16 H17 H16 J17 H15 H14 J14 G14 L18 M18 H19 K18 K19 L17 H18 D19 L19 J19 G17 M19 E19 H4 H3 J4 J3
131B same
132W  R11 ->   28036 (V: 49.52%) (N: 80.92%) PV: R11 O7 S15 N7 R15 T18 J11 J3 H2 F2 L5 H4 J2 G6 H7 G7 B4 H16 H17 G16 F15 G14 F14 G13 F13 G12 F12 H8 J7 C8
133H   O7 ->   29903 (V: 50.76%) (N: 28.32%) PV: O7 S15 N7 R15 T18 J11 J3 H2 F2 L5 H4 J2 G6 H7 G7 B4 H16 H17 G16 F15 G14 F14 G13 F13 G12 F12 H8 J7 C8
133B same
134W  S15 ->   31884 (V: 49.19%) (N:  0.12%) PV: S15 N7 R15 T18 J11 J3 H2 K6 M2 H4 F2 G6 H7 G7 H8 E2 J2 C8 D8 D9 E8 C7 D6 F1 G2 B4 B5 G8 C9 C10 B9
135H  R15 ->   19119 (V: 52.66%) (N: 72.29%) PV: R15 N6 G15 G16 H17 H16 J12 M11 J17 F15 J14 G14 F13 H15 G13 H19 H4 H3 J4 J3 K3 K4 G2 J6 J2 K5
135B   N7 ->   31173 (V: 51.03%) (N:  4.68%) PV: N7 R15 T18 J11 J3 H2 K6 M2 H4 F2 G6 H7 G7 H8 E2 J2 C8 D8 D9 E8 C7 D6 F1 G2 B4 B5 G8 C9 C10 B9
136W   N7 ->   31442 (V: 48.57%) (N: 46.10%) PV: N7 G15 G16 H17 H16 J12 M11 J17 H15 J14 G14 F12 F13 G12 E13 D11 H11 H12 E15 D14 E14 H4 H3 J4 J3 K3 K2 L3 K4
137H   J3 ->      19 (V: 34.60%) (N:  1.94%) PV: J3 H4 G2 H2 F2 J2 K3
137B  H16 ->   30829 (V: 52.65%) (N:  1.22%) PV: H16 G15 H15 G13 J12 M11 H13 G12 J10 J9 H10 E11 D9 E9 E8 F9 F8 D8 J8 K9 G8 C8 H4 H3 J4 J3 J6
138W   F2 ->   38163 (V: 55.49%) (N: 14.90%) PV: F2 N2 N3 J12 M11 E2 G2 G15 D2 D3 E1 D7 E3 C7 G16 H17 H16 J17 H15 J14 G14 F15 H14 G12 J13 H13 K13 F12 K17 K18 K16 L18
139H   P6 ->      57 (V: 35.56%) (N:  3.05%) PV: P6 P5 O5 N6 N2 N3 O1 P2 M3
139B   N2 ->   65376 (V: 46.71%) (N: 10.78%) PV: N2 N3 J12 M11 E2 G2 G15 D2 D7 G16 H17 H16 D3 E1 J17 H15 J14 G14 G12 E13 J8 J9 J6 H8 H7 G7 J7
140W   E2 ->   16318 (V: 48.12%) (N:  1.36%) PV: E2 N3 N2 M3 M2 L3 J6 L2 P1 S3 Q3 J12 K13 J10 K9 H2 G2 H14 H18 D6
141H   N6 ->       5 (V: 38.96%) (N:  0.51%) PV: N6 N3 L5 K4
141B  J12 ->   40172 (V: 57.57%) (N:  5.70%) PV: J12 M11 H4 H3 J4 J2 J6 F5 L5 M2 N6 G6 G15 G16 H17 H16 H18 H15 J14 G14 F13 G13 G12 F12 G11 E13
142W   N3 ->   20214 (V: 45.91%) (N: 47.89%) PV: N3 J12 M11 K6 G6 F5 H4 B5 B6 C5 C3 D6 C8 D8 D9 E8 C10 E9 E10 F10 E11 F11 F9 G8 G9 H9 G10
143H   K6 ->     884 (V: 47.54%) (N: 32.54%) PV: K6 G6 J12 K13 F5 H4 D7 D6 E7 E6 F6 F7
143B  J12 ->   52397 (V: 54.37%) (N:  8.81%) PV: J12 M11 K6 F5 G15 K18 M2 L2 K2 L1 J17 H17 L3 M3 K4 E6 K1 K3 E5 F6 L3 T6 T5 K3 J9 K9
144W   P5 ->   27069 (V: 45.03%) (N:  7.13%) PV: P5 O5 F5 G15 K9 J12 K13 H13 F15 F14 H15 H16 G16 H17 G14 G13 H18 J17 H19
145H   K9 ->      49 (V: 39.96%) (N:  4.87%) PV: K9 J9 M11 J10 L11 O5 J11 O8 P8 Q7 S1 T6
145B   O5 ->   40760 (V: 56.58%) (N: 85.62%) PV: O5 F5 J12 M11 G15 K18 J17 H17 M2 L2 K2 L1 L3 M3 K4 K3 E5 G6 D7 C8 L3 D8 K1 K3 J9 K9
146W   J9 ->   30133 (V: 43.44%) (N: 74.80%) PV: J9 M11 J10 L11 O5 J11 T6 T8 O8 J8 K8 H4 H3 H10 H9 S1 G10 H11 G9 D6 D7 C5 E6 D5 C7 C2 F5 H17 H16
147H   K8 ->     547 (V: 32.20%) (N: 61.15%) PV: K8 K7 J8 J7 M11 H8 L11 L8 O5 J14 H15 J11 G13 H12 H13 J13
147B  M11 ->   64907 (V: 55.03%) (N: 21.59%) PV: M11 J10 L11 O5 J11 T6 T8 O8 J8 K8 H4 H3 G6 H7 J4 D3 H8 G7 H10 L8 J7 F7 G8 J6 G15 F8 F10 E10
148W   K7 ->   32220 (V: 59.30%) (N: 90.33%) PV: K7 J8 J7 M11 H8 L11 L8 H12 H13 G12 L18 M18 G13 G15 F15 F13 G14 H16 F14 E13 H18 H17 H19 G17 J14 H15 K18 J17 J19 P18 Q17 P19 J12 J11
149H   J8 ->   35727 (V: 40.59%) (N: 91.41%) PV: J8 J7 M11 H8 L11 L8 H12 H13 G12 L18 M18 G13 G15 F15 F13 G14 H16 F14 E13 H18 H17 H19 G17 J14 H15 K18 J17 J19 P18 Q17 P19 J12 J11
149B same
150W   J7 ->   54364 (V: 59.34%) (N: 74.77%) PV: J7 M11 H8 L11 L8 G15 L18 K18 J14 H14 H13 H11 F13 F15 G11 O5 C8 C5 C3 D3 D2 B3 C2 B6 D6 B7 B8 C4
151H  J10 ->     846 (V: 23.25%) (N: 63.65%) PV: J10 J11 M11 H10 L11 J14 J10 H15 O5 K5 H14 H16 G14 H12 K17 L18 M18 H18
151B  M11 ->   75047 (V: 39.77%) (N: 28.20%) PV: M11 H8 L11 L8 G15 H12 J12 J13 K13 J14 H11 L18 M18 F15 F14 G14 H15 G12 F13 G13 H14 H13 E11 G11 O5 E12
152W  J11 ->   27286 (V: 72.00%) (N: 70.82%) PV: J11 M11 H10 L11 J14 J10 H15 O5 K5 H14 G14 H13 J12 H16 G15 G13 F13 G11 F12 H11 K10 H9 G10 F11 J10 E11 H17 J17 H8 E8 G16 G9
153H  M11 ->   71634 (V: 28.95%) (N: 22.51%) PV: M11 H10 L11 J14 J10 H15 O5 K5 H14 G15 H4 H2 G6 K18 J6 H7 L6 G7 E6 E7 D7 E8 D6 K10 J2 C3 M2 L2 L1 K1 K2 M1 L3 N2 L1
153B same
154W  H10 ->  115841 (V: 70.45%) (N: 95.01%) PV: H10 L11 J14 J10 H15 O5 K5 H14 G15 H4 H2 G6 K18 J6 H7 L6 K10 J17 K17 L18 K19 L19 K16 H16 H17 P18 Q17 L17 G16 M19 E5 D3 F5 F7 D5 E8 H8 G9 H9 B4 B5 C4 C8 D9 C9
155H  L11 ->  118748 (V: 29.52%) (N: 94.62%) PV: L11 J14 J10 H15 O5 K5 H14 G15 H4 H2 G6 K18 J6 H7 L6 K10 J17 K17 L18 K19 L19 K16 H16 H17 P18 Q17 L17 G16 M19 E5 D3 F5 F7 D5 E8 H8 G9 H9 B4 B5 C4 C8 D9 C9
155B same
156W  J14 ->  135704 (V: 69.80%) (N: 11.47%) PV: J14 J10 H15 O5 K5 H14 G15 H4 H2 G6 K18 J6 H7 L6 K10 J17 K17 L18 K19 L19 K16 H16 H17 P18 Q17 L17 G16 M19 H8 D6 D7 E6 C5 C4 E7 F7 F8 C2 K2 C10 C8 D11 D3 B5 B6
157H  J10 ->  153292 (V: 30.56%) (N: 54.17%) PV: J10 H15 O5 K5 H14 G15 H4 H2 G6 K18 J6 H7 L6 K10 J17 K17 L18 K19 L19 K16 H16 H17 P18 Q17 L17 G16 M19 H8 G9 H9 D6 D7 E6 C3 C4 B3 C7 C8 B7 D8 B8 B9 B6 F8 C10 C9
157B same
158W  H15 ->  146937 (V: 69.43%) (N: 49.03%) PV: H15 O5 K5 H14 G15 H4 H2 G6 K18 J6 H7 L6 K10 J17 K17 L18 K19 L19 K16 H16 H17 P18 Q17 L17 G16 M19 H8 G9 H9 D6 D7 E6 C3 C4 B3 C7 C8 B7 D8 B8 B9 B6 F8 C10 C9
159H  H14 ->    1178 (V: 18.47%) (N: 46.55%) PV: H14 H16 G14 H12 H9 G10 F13 E10 F9 F10 J13 K13 H13
159B   O5 ->  150157 (V: 30.73%) (N: 24.06%) PV: O5 K5 H14 G15 H4 H2 G6 K18 J6 H7 L6 K10 J17 K17 L18 K19 L19 K16 H16 H17 P18 Q17 L17 G16 M19 H8 G9 H9 D6 D7 E6 C3 C4 B3 C7 C8 B7 D8 B8 B9 B6 F8 C10 C9
160W  H16 ->   34581 (V: 73.43%) (N: 14.17%) PV: H16 G14 H12 K17 Q3 S3 O5 L13 M14 F15 H18 G9 G10 F10 F11 E10 E11 D11 D12
161H  K17 ->   12226 (V: 24.12%) (N: 14.04%) PV: K17 G14 O5 K5 H4 H2 H9 L18 M18 H12 G6 G7 F7 F6 F5 E6 D3 D2 C2 B2
161B  G14 ->   60546 (V: 30.01%) (N: 29.40%) PV: G14 H12 K17 L18 M18 H18 H9 G10 H4 H2 F6 O5 F8 L5 F13 E10 D9 D10 C9 C10
162W  G14 ->   26759 (V: 74.26%) (N: 10.55%) PV: G14 O5 K5 H4 H2 D3 D2 H13 G13 H12 J12 G12 F12 G11 H9 H8 F9 F11 G8 G7 G6 F8 G9 H7 J6 F7 D9 E12 C10
163H   H9 ->     899 (V: 24.21%) (N:  3.98%) PV: H9 H11 O5 K5 H4 H3 J4 J6 J2 H2 D3 D2 C2 F5
163B   O5 ->   53967 (V: 25.06%) (N: 17.56%) PV: O5 K4 H9 H11 D3 B4 H4 H2 F6 D8 B3 C4 C3 C11 J4 L6 J2 K2 J1 K3 D2 K5 E1
164W  H11 ->   32841 (V: 75.80%) (N:  8.70%) PV: H11 H4 H2 O5 K4 C5 B5 B4 B6 D3 B3 D2 A4 J4 J2 K3 K2 L3 M2 M3
165H   O5 ->    7923 (V: 23.90%) (N: 34.90%) PV: O5 K5 H4 H3 J4 J2 C5 D6 D3 D2 F6 C3 B3 C2 B5 C9 B6 B7
165B   H4 ->   32162 (V: 24.70%) (N: 21.73%) PV: H4 H2 O5 K4 C5 B5 B4 B6 D3 D2 C2 B2 C3 C1 D6 D7 E6 C10 L6 J4 H3 G2 G6 G7 F7 C12
166W   K4 ->   35613 (V: 76.85%) (N:  1.14%) PV: K4 D3 B4 H4 H2 F7 C9 B3 C4 C3 G6 F5 L6 C7 B7 D7 C8 B10 B9 C11 D6 E7
167H   C5 ->    8128 (V: 22.56%) (N: 10.80%) PV: C5 D6 D3 D2 C2 B2 C3 C1 F6 C9 F8 C12 J4 L6 L5 K5 J6 H7 M2 N2 H2 G2 K2
167B   D3 ->   63048 (V: 22.82%) (N: 28.79%) PV: D3 B4 H4 H2 F7 D7 G6 H7 B3 C4 C3 C10 J4 L6 J2 K2 J1 D2 C2 G2 D1 K3 E1 K5 E3 K1 F1 H1 B11 C11 B10
168W   D6 ->   66551 (V: 75.32%) (N: 31.48%) PV: D6 C2 D2 B3 B5 B4 B7 A5 L18 M18 B6 D3 C11 C9 D9 D8 E9 C8 E8 E7 D7 C10 D11 E6 B10 B8 A8 A9
169H   C2 ->  100842 (V: 24.52%) (N:  4.23%) PV: C2 D2 B3 B5 B4 B7 A5 B6 D3 L18 M18 C11 P18 B13 E9 D10 C13 B12 H4 H2 L6 J4 Q17 G9 G8 F8 F9 G10 E7 G7
169B same
170W   D2 ->  118283 (V: 76.39%) (N:  8.16%) PV: D2 B3 B5 B4 B7 A5 B6 D3 L18 M18 C11 H4 G2 C9 F5 E9 D5 C4 E11 G10 G11 F10 F11 L6 J6 P18 Q17 T13 G8 G9
171H   D3 ->    9651 (V: 20.66%) (N: 73.30%) PV: D3 B2 C3 C1 F6 C9 E7 B6 C11 B3 B4 B11 B10 C10 B9 B8 B12 D11 C12 G6 F5 F8
171B   B3 ->  140579 (V: 23.03%) (N:  0.73%) PV: B3 B5 B4 B7 A5 B6 D3 L18 M18 C11 H4 G2 C9 F5 E9 D5 C4 E11 G10 G11 F10 F11 L6 J6 P18 Q17 T13 G8 G9
172W   B2 ->   45423 (V: 80.08%) (N: 83.09%) PV: B2 C3 C1 F6 C9 E7 B6 C11 B4 B3 A3 H4 H2 L6 J4 H3 G2 G7 H7 H8 B10 B11 A11 A12 A10 B13 F10
173H   F6 ->     184 (V: 14.30%) (N:  4.98%) PV: F6 C3 F8 C9 C11 B11 B10 C10 B9 B8 B12 D11
173B   C3 ->   69600 (V: 20.03%) (N: 51.96%) PV: C3 C1 F6 C9 E8 B6 H4 H2 C11 G8 F7 G9 D10 B11 B10 C10 B9 C8 C12 B8 B12 B4 B3 A3 B5 A5 C4 A4 A2 A1 D1 E1 E10
174W   C3 ->   38279 (V: 87.49%) (N: 62.47%) PV: C3 F8 E3 E4 C4 B3 B4 B5 A3 D5 B6 A5 C9 C11 B11 B12 B10 B8 C8 A6 B7 A7 E10 D12 F11
175H   E7 ->     380 (V: 10.01%) (N:  6.67%) PV: E7 C9 C11 B6 B3 C1 C4 C10 D11
175B   G2 ->   51143 (V: 14.06%) (N:  0.31%) PV: G2 H2 F8 D9 H4 H3 J4 L6 J2 G1 L5 K5 J6 G7 G8 H7 F7 K2 C10 C9 D10 B10 B11 B9 B5 E9 G10 C11 B12 E11 D11 D12 C12 E10 G11 H13 C11 B6 F12
176W   C9 ->   30927 (V: 89.91%) (N: 34.10%) PV: C9 G7 C11 J4 L6 M2 L2 H4 H2 J6 H7 L5 K5 K2 L1 L3 M3 K3 N2 L8 J2 M7 H3
177H  C11 ->    6768 (V:  9.63%) (N: 20.41%) PV: C11 B11 B12 B6 G7 L6 B3 C1 B5 B10 B8 C8 D7 E9 G10 E11 G11
177B   G7 ->   24414 (V: 10.10%) (N:  0.62%) PV: G7 C11 J4 L6 M2 L2 H4 H2 J6 H7 L5 K5 K2 L1 L3 M3 K3 N2 L8 J2 M7 H3
178W  B11 ->   42015 (V: 90.81%) (N: 24.91%) PV: B11 B12 B6 B3 C1 G2 H2 H4 H3 B5 B10 B8 C8 E9 B7 D7 A8 J4 L6 J2 G1 L5 K5 J6 H7 M2 N2 L2 K2 K3 K1
179H  B12 ->   58780 (V:  9.27%) (N: 47.14%) PV: B12 B6 B5 D11 C10 D9 B10 G6 F8 F5 E5 E6 G5 L18 M18 F5 B3 C1 G5 Q3 S3 F5 H13 G13 G5 T10 F5
179B same
180W   B6 ->   89844 (V: 90.58%) (N:  2.03%) PV: B6 B5 D11 B3 C1 C12 B10 B8 C8 E9 B7 D7 A8 J4 L6 L5 K5 J6 H7 M2 N2 K2 H2 H4 J2 K3 L2 L3 M3 L1
181H   B3 ->   14817 (V:  8.64%) (N: 37.38%) PV: B3 C1 G2 H2 H4 H3 B5 B10 B8 C8 E9 G7 D7 B7 F7 A8 A11 A10 B9 A6 L6 J4 C10
181B   B5 ->   84310 (V: 10.00%) (N:  5.29%) PV: B5 D11 B3 C1 C12 B10 D9 B8 D8 B4 J4 L6 L5 K5 J6 H7 M2 N2 K2 H2 H4 J2 K3 L2 L3 M3 L1 J1 L8 M7 G7 K1
182W   C1 ->   70233 (V: 92.01%) (N: 93.39%) PV: C1 G2 H2 H4 H3 B5 B10 B8 C8 E9 B7 D7 A8 J4 L6 J2 G1 L5 K5 J6 H7 L2 M2 K2 L1 G7 L3 L8 M7
183H   B5 ->    1190 (V:  6.89%) (N:  7.68%) PV: B5 B10 E9 B8 J4 L6 L5 K5 J6 H7 M2 N2 K2 H4 H2 G2 J1 K3
183B   G2 ->   59109 (V:  8.24%) (N:  0.52%) PV: G2 H2 H4 H3 B5 B10 B8 C8 E9 B7 D7 A8 J4 L6 J2 G1 L5 K5 J6 H7 L2 M2 K2 L1 G7 L3 L8 M7
184W  B10 ->   84310 (V: 92.08%) (N: 51.34%) PV: B10 G2 H2 B8 C8 H4 H3 E9 B7 D7 G7 G8 A8 J4 L6 J2 G1 L5 K5 J6 H7 M2 L2 N2 M3
185H   D7 ->     223 (V:  6.50%) (N:  1.26%) PV: D7 E9 F9 E10 F10 F11 E11 D11 E12 C12
185B   G2 ->   95935 (V:  8.05%) (N:  0.27%) PV: G2 H2 B8 C8 E9 B7 D7 G7 G8 A8 H4 H3 J4 L6 J2 G1 L5 K5 J6 H7 L2 M2 K2 L1 L8 J1 M7 M6 O8 K1
186W   E9 ->   17637 (V: 93.33%) (N: 28.92%) PV: E9 G7 H7 F9 E10 F10 F11 E11 D11 E12 C12 D12 C10 C13 C11 L6 J4 F12 H13 B13 C7
187H   H4 ->     177 (V:  4.29%) (N:  2.36%) PV: H4 J4 G7 F10 E11 F11 H3 G2
187B   G2 ->   20217 (V:  6.79%) (N:  0.28%) PV: G2 H2 G7 H7 F9 E10 F10 F11 G11 E12 G12 H13 G10 C7 B8 C8 D11 E11 F13 A11
188W   J4 ->   34216 (V: 92.23%) (N: 54.95%) PV: J4 H3 G2 F8 G7 L6 F7 E6 E8 G8 H7 D9 D8 C7 B7 C8 B8 D10 E10 E11 F10 C4 E3 E4 A3 A4
189H   H3 ->   67928 (V:  7.50%) (N: 21.87%) PV: H3 G2 F8 G7 L6 B4 A5 B8 G8 H7 F7 E11 A3 C4 A4 C2 D5 B13 C13 A12 C12
189B same
190W   G2 ->  105960 (V: 92.79%) (N: 94.62%) PV: G2 F8 G7 G8 B4 A5 B8 L13 M14 L6 F10 D12 H7 F7 E13 E12 F12 F11 F13 E11 G11 K13
191H   F8 ->  108799 (V:  7.32%) (N:  9.98%) PV: F8 G7 G8 B4 A5 B8 L13 M14 L6 F10 D12 H7 F7 E13 E12 F12 F11 F13 E11 G11 K13 J12 T13
191B same
192W   G7 ->  128158 (V: 93.28%) (N:  8.81%) PV: G7 G8 B4 A5 B8 L13 M14 L6 F10 D12 H7 F7 E13 E12 F12 F11 F13 E11 G11 K13 J12 T13 T10
193H  D10 ->     755 (V:  5.35%) (N:  3.43%) PV: D10 D9 G8 G6 E6 F10 B8 C8 A6 C7 L6
193B   G8 ->   90442 (V:  6.73%) (N: 14.44%) PV: G8 B4 A5 B8 L13 M14 L6 F10 D12 H7 F7 E13 E12 F12 F11 F13 E11 G11 K13 J12 T13 T10 S1
194W   D9 ->   31854 (V: 94.01%) (N: 72.54%) PV: D9 G8 B4 A5 B8 L6 H7 F7 E11 C12 E13 M7 M6 C7 B7 M7
195H   F7 ->      22 (V:  2.36%) (N:  0.40%) PV: F7 E10 L6 J6 K5
195B   L6 ->   31585 (V:  6.21%) (N:  0.22%) PV: L6 E5 F5 F7 E6 E8 G8 H7 B8 C8 C7 B7 A8 A9 A5 B9 D5 A3 M7 M6 A7 A6 M7
196W   F9 ->   35863 (V: 97.35%) (N:  3.18%) PV: F9 G8 L6 G10 E11 F12 H13 B8 C8 F11 D11 C12 C10 A6 A7 B7 C7 A8 A9 A5 A11 A7 B9 T13 T12 S12 Q3
197H   G8 ->   37363 (V:  2.81%) (N: 73.74%) PV: G8 L6 G10 E11 F12 H13 B8 C8 F11 D11 C12 C10 A6 A7 B7 C7 A8 A9 A5 B9 A7 A11 T13 T12 S12 Q3 S3 S13
197B same
198W   L6 ->   71972 (V: 97.45%) (N: 25.14%) PV: L6 G10 E11 F12 H13 B8 C8 F11 D11 C12 C10 A6 A7 B7 C7 A8 A9 A5 A11 A7 B9 T13 T12 S12 Q3 S3 S13 N2 M2 S12
199H  G10 ->   71681 (V:  2.87%) (N: 12.45%) PV: G10 E11 F12 H13 B8 C8 F11 D11 C12 C10 A6 A7 B7 C7 A8 A9 A5 A11 A7 B9 T13 T12 S12 Q3 S3 S13 N2 M2 S12
199B same
200W  E11 ->  108328 (V: 97.44%) (N: 15.79%) PV: E11 B8 C8 F12 H13 F11 D11 C12 C10 A6 A7 B7 C7 A8 A9 A5 A11 A7 B9 T13 T12 S12 Q3 S3 S13 N2 M2 S12
201H  F12 ->   70918 (V:  2.38%) (N: 18.02%) PV: F12 H13 B8 C8 E12 D11 C12 C10 A6 A7 B7 C7 A8 A9 A5 A11 A7 B9 T13 T12 S12 Q3 S3 S13 N2
201B   B8 ->  107017 (V:  2.44%) (N:  9.94%) PV: B8 C8 F12 H13 E12 D11 C12 C10 A6 A7 B7 C7 A8 A9 A5 A11 A7 B9 T13 T12 S12 Q3 S3 S13 N2
202W  H13 ->  106011 (V: 97.98%) (N: 27.28%) PV: H13 B8 C8 E12 B7 A6 A8 A11 D11 C12 C10 T13 T12 S12 L18 M18 S13 L5 K5 S12
203H  J12 ->     719 (V:  1.70%) (N:  1.27%) PV: J12 H12 F11 B8 C7 B7 C12 A9 F15 F14 E15 H18
203B   B8 ->   97062 (V:  2.11%) (N: 31.57%) PV: B8 C8 E12 B7 A6 A8 A11 D11 C12 C10 F15 F14 E14 T14 C4 A3 C2 S1
204W  H12 ->   24245 (V: 98.31%) (N: 56.34%) PV: H12 B8 C8 F11 D11 C12 C10 A6 A7 B7 C7 A8 A9 A5 A11 A7 B9 T13 T12 S12 Q3 S3 S13 F10 E10
205H  F13 ??
205B   B8 ->   54004 (V:  1.72%) (N: 20.16%) PV: B8 C8 F11 D11 C12 C10 A6 A7 B7 C7 A8 A9 A5 A11 A7 B9 T13 T12 S12 L18 M18 S13 F10 E10 S12
206W   B8 ->   26488 (V: 99.29%) (N: 26.13%) PV: B8 C7 B7 D12 F11 G11 B4 A5 A9 A3 C4 A4 C2 D5 S1 S3 T14 F15
207H  K13 ->     145 (V:  0.24%) (N:  0.61%) PV: K13 H18 L18 S1 S3 T10 Q7 Q3
207B   C7 ->   39396 (V:  0.85%) (N: 42.05%) PV: C7 B7 D12 F11 G11 B4 A5 A9 A3 C4 A4 C2 D5 S1 S3 T10 Q7 Q3 T13
208W  E15 ->   14916 (V: 99.45%) (N: 18.83%) PV: E15 D12 F11 G9 G11 T13 T12 S12 Q3 S3 S13 N2 M2 S12
209H   C7 ->    1410 (V:  0.46%) (N:  5.27%) PV: C7 B7 D12 F11 G9 G11 C4 S1 S3 T14 T11 A3
209B  D12 ->   13752 (V:  0.67%) (N: 31.79%) PV: D12 F11 G9 G11 T13 T12 S12 Q3 S3 S13 N2 M2 S12 B17
210W  F11 ->   24038 (V: 99.63%) (N: 17.94%) PV: F11 D12 G9 B7 A7 A5 A6 A3 H8 H7 L18 M18 H8 A8 A9 H7 P18 O19 H8 N2
211H   B7 ->    6313 (V:  0.37%) (N: 16.84%) PV: B7 A7 D12 G9 A5 A6 A3 H8 H7 L18 M18 H8 A8 A9 H7 P18 O19 H8 N2
211B  D12 ->   18225 (V:  0.40%) (N: 45.07%) PV: D12 G9 B7 A7 A5 A6 A3 H8 H7 L18 M18 H8 A8 A9 H7 P18 O19 H8 N2 M2
212W   A7 ->   35438 (V: 99.03%) (N: 58.57%) PV: A7 D12 G9 A5 A6 A3 S1 S3 T14 T10 A12 A13 A11 B13
213H  D12 ->    9916 (V:  0.44%) (N: 35.48%) PV: D12 G9 A5 A6 A3 S1 S3 T14 T10 A12 A13 A11 B13
213B  L10 ->   15694 (V:  2.06%) (N:  0.19%) PV: L10 G9 H8 D13 D12 C13 B13 D14 C12 E12 D19 S1 S3 Q3 T10
214W   G9 ->   48223 (V: 99.62%) (N: 72.82%) PV: G9 A5 A6 A3 S1 S3 T14 T10 A12 A13 A11 B13 B17 B18 D19
215H resign ??
215B   A5 ->   31439 (V:  0.38%) (N: 51.23%) PV: A5 A6 A3 S1 S3 T14 T10 A12 A13 A11 B13 B17 B18 D19

[l1t1]

12940129-214-RoyalZeroSlow-Haylee.sgf.txt

[ThomasCabaret]

@roy7 Hi, at the beginning of the last Haylee video she is mentionning a match with 3 handicap between leela and a very strong player. What is she talking about?

[roy7]

I'm not sure, LZ has played a lot of pros at this point with multiple handicap. I know it played 2 handicap against Andy Liu recently, but the specific match she was referring to you'd need to ask her on her Facebook page. :)

[ThomasCabaret]

Could you remind me how the captured stones and komi are inputed in leela NN? as long as I remember they are not directly. Captured stones are deduced from the board, and komi does not change (and so leela hardcode it just by being use to it). But there is something I dont quite get: at handicap, the stones difference on the board does not reflect the captured stones (because of handicap stones) who we deal with that?

[roy7]

In real Chinese rules, there are compensation stones given but at least when I run the LZ vs Haylee matches I'm not setting it up as a handicap match with custom 7.5 komi, I'm setting it as a normal match and just passing as LZ's first move. So there's 0 handicap compensation, and thus final score should reflect what LZ believes it is.

[gcp]

In Chinese rules captured stones don't matter.

[ThomasCabaret]

@gcp Yes they dont, but my concerns is about why they dont: Chinese rules work (are equivalent) because the difference of stones on the board is the difference of captured stones, so I would have guess that LZ has probably learned this fact implicitely (in its eval) the same way the komi is learned (seen as normal in its eval). I mean LZ would have probably generalised/hardcoded the concept of stone-difference on the board. What I mean is that maybe the NN will infere that black has a captured stone (the white stones) missing on the board, and so white is playing "as if" the komi was 6.5 (with H2) and 5.5 (with H3) insteand of the real 7.5 we give to it and discovers towards the end that everything is quite fine. Do you see my point? LZ has only been trained on board on which the stone diff behaves the "normal" way, and so can probably slighly misseval at handicap. I would bet the above, that playing H2, the komi, to be inline with what the eval NN thinks, should be 7.5-1. and 7.5-2 for H3. It's not a suggestion, was just a remark/question. We can see that both H2 went well even like that.

[gcp]

Do you see my point?

No, I do not. Whether the stone was captured or is not there due to passing makes no difference, because, again, captured stones do not matter. I have no idea why you talking about "as if" komi.

[ThorAvaTahr]

I understand your point, in Chinese counting the handicap stones themselves alter the komi to consider, however you can treat handicap stones as if white has passed several times in consequence at the beginning of the game, though black plays on the predetermined points. Leela can deal with passes, it has learned to do so early in the training. The network learned to predict the feedback it received in the end of games scored on chinese rules with 7.5 komi, irrespective of the number of passes during the game.

There is at present no way to make sure that leelaz understand any different komi than 7.5 as it is learned in the weights.

[gcp]

Remember that the number of passes throughout the game is not something the network even knows. But for sure it can just count the stones on the board.

[ThomasCabaret]

Whether the stone was captured or is not there due to passing makes no difference, because, again, captured stones do not matter.

I thought the reason of why they do not matter was because the stone difference on the board reflects the same thing than a captured stone difference in other rule set. But in fact it's the other way arround of what I thought it's AGA rules that are tweaked to behave like chinese rules (and in which we have to tweak how to treat the pass by giving passing stones to keep this same behavior between a pass and a captured stone). Ok my bad.

[roy7]

True Chinese rules with true handicap would alter komi. On OGS at least it's called compensation and it adds 1 point of compensation to the score for each extra stone given. Other servers maybe just directly lower komi.

Since LZ can't understand any komi other than 7.5, we fake handicap by playing a normal 7.5 komi even game and just pass the # of handicap stones required. Other people doing LZ handicap matches may need to use this approach as well, so LZ doesn't lose by 1-2 points but thinks she won due to compensation.

[dfannius]

Note that in Chinese rules there is no difference between 1) White placing a stone and Black later spending four moves to kill it, and 2) White passing and Black placing four stones in a diagonal pattern. If you believe in the AGA-rules way of making area and territory scoring agree, then you see that this is no paradox: in scenario 2, White simply handed Black a stone when she passed, as opposed to first putting it on the board and then allowing Black to take it later.

[ThomasCabaret]

https://user-images.githubusercontent.com/438537/40284924-881066d4-5c4a-11e8-9d24-386cb957b792.png

Interesting to see from the @Mardak graph that LZ has been "surprised" at more than 20% eval diff several times during the game. For this number of playouts it's quite interesting.

[Dorus]

I think the point some people here are trying to make is that in Chinese rules, 4h stones are counted different than 4 passes + 4 stone placements, Under Chinese rules, you get 1 point for every stone you have on the board, however handicap stones are subtracted from this value. In practice that means a 0.5 komi game with 4h is actually a 4.5 komi game effectively if you include the value of the handicap stones. (Having 4 black stones not count in score is the same as giving white 4 extra komi).

Since LeelaZ doesnt know about komi or handicap, it will assume every game is 0h and 7.5 komi. If you set ogs or any other server to handicap, if the server implements Chinese rules correctly, the effective komi will be 0.5+h value. However if you just let LeelaZ pass n times for n komi, the server will not subtract the handicap stones from the final score and komi will be whatever you set it (preferable 7.5).

Funny enough, this also means that LeelaZ can work perfect with 1h+6.5 komi, 2h+5.5 komi, ..., 7h+0.5 komi, 9h-1.5komi etc. :)