param_turner2004.py

import numpy as np

score_stack = np.array([
  [0, 0, 0, 0, 0, 0, 0, 0, ],
  [0, -240, -330, -210, -140, -210, -210, -140, ],
  [0, -330, -340, -250, -150, -220, -240, -150, ],
  [0, -210, -250, 130, -50, -140, -130, 130, ],
  [0, -140, -150, -50, 30, -60, -100, 30, ],
  [0, -210, -220, -140, -60, -110, -90, -60, ],
  [0, -210, -240, -130, -100, -90, -130, -90, ],
  [0, -140, -150, 130, 30, -60, -90, 130, ],
], dtype=np.float32) / -100.

score_mismatch_hairpin = np.array([
  [
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
  ], 
  [
    [-80, -100, -110, -100, -80, ],
    [-140, -150, -150, -140, -150, ],
    [-80, -100, -110, -100, -80, ],
    [-150, -230, -150, -240, -150, ],
    [-100, -100, -140, -100, -210, ],
  ], 
  [
    [-50, -110, -70, -110, -50, ],
    [-110, -110, -150, -130, -150, ],
    [-50, -110, -70, -110, -50, ],
    [-150, -250, -150, -220, -150, ],
    [-100, -110, -100, -110, -160, ],
  ], 
  [
    [20, 20, -20, -10, -20, ],
    [20, 20, -50, -30, -50, ],
    [-10, -10, -20, -10, -20, ],
    [-50, -100, -50, -110, -50, ],
    [-10, -10, -30, -10, -100, ],
  ], 
  [
    [0, -20, -10, -20, 0, ],
    [-30, -50, -30, -60, -30, ],
    [0, -20, -10, -20, 0, ],
    [-30, -90, -30, -110, -30, ],
    [-10, -20, -10, -20, -90, ],
  ], 
  [
    [-10, -10, -20, -10, -20, ],
    [-30, -30, -50, -30, -50, ],
    [-10, -10, -20, -10, -20, ],
    [-50, -120, -50, -110, -50, ],
    [-10, -10, -30, -10, -120, ],
  ], 
  [
    [0, -20, -10, -20, 0, ],
    [-30, -50, -30, -50, -30, ],
    [0, -20, -10, -20, 0, ],
    [-30, -150, -30, -150, -30, ],
    [-10, -20, -10, -20, -90, ],
  ], 
  [
    [20, 20, -10, -10, 0, ],
    [20, 20, -30, -30, -30, ],
    [0, -10, -10, -10, 0, ],
    [-30, -90, -30, -110, -30, ],
    [-10, -10, -10, -10, -90, ],
  ], 
], dtype=np.float32) / -100.

score_mismatch_internal = np.array([
  [
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
  ], 
  [
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, -80, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, -100, 0, -100, 0, ],
    [0, 0, 0, 0, -60, ],
  ], 
  [
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, -80, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, -100, 0, -100, 0, ],
    [0, 0, 0, 0, -60, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, -10, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, -30, 70, -30, 70, ],
    [70, 70, 70, 70, 10, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, -10, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, -30, 70, -30, 70, ],
    [70, 70, 70, 70, 10, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, -10, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, -30, 70, -30, 70, ],
    [70, 70, 70, 70, 10, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, -10, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, -30, 70, -30, 70, ],
    [70, 70, 70, 70, 10, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, -10, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, -30, 70, -30, 70, ],
    [70, 70, 70, 70, 10, ],
  ], 
], dtype=np.float32) / -100.

score_mismatch_internal_1n = np.array([
  [
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
  ], 
  [
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
  ], 
  [
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
  ], 
], dtype=np.float32) / -100.

score_mismatch_internal_23 = np.array([
  [
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
  ], 
  [
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, -50, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, -110, 0, -70, 0, ],
    [0, 0, 0, 0, -30, ],
  ], 
  [
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, -120, 0, -70, 0, ],
    [0, 0, 0, 0, -30, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, -40, 70, 0, 70, ],
    [70, 70, 70, 70, 40, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 20, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, -40, 70, 0, 70, ],
    [70, 70, 70, 70, 40, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, -40, 70, 0, 70, ],
    [70, 70, 70, 70, 40, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 20, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, -40, 70, 0, 70, ],
    [70, 70, 70, 70, 40, ],
  ], 
  [
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, 70, 70, 70, 70, ],
    [70, -40, 70, 0, 70, ],
    [70, 70, 70, 70, 40, ],
  ], 
], dtype=np.float32) / -100.

score_mismatch_multi = np.array([
  [
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
  ], 
  [
    [-50, -110, -50, -140, -70, ],
    [-110, -110, -110, -160, -110, ],
    [-70, -150, -70, -150, -100, ],
    [-110, -130, -110, -140, -110, ],
    [-50, -150, -50, -150, -70, ],
  ], 
  [
    [-80, -140, -80, -140, -100, ],
    [-100, -150, -100, -140, -100, ],
    [-110, -150, -110, -150, -140, ],
    [-100, -140, -100, -160, -100, ],
    [-80, -150, -80, -150, -120, ],
  ], 
  [
    [-50, -80, -50, -50, -50, ],
    [-50, -100, -70, -50, -70, ],
    [-60, -80, -60, -80, -60, ],
    [-70, -110, -70, -80, -70, ],
    [-50, -80, -50, -80, -50, ],
  ], 
  [
    [-30, -30, -60, -60, -60, ],
    [-30, -30, -60, -60, -60, ],
    [-70, -100, -70, -100, -80, ],
    [-60, -80, -60, -80, -60, ],
    [-60, -100, -70, -100, -60, ],
  ], 
  [
    [-50, -80, -50, -80, -50, ],
    [-70, -100, -70, -110, -70, ],
    [-60, -80, -60, -80, -60, ],
    [-70, -110, -70, -120, -70, ],
    [-50, -80, -50, -80, -50, ],
  ], 
  [
    [-60, -80, -60, -80, -60, ],
    [-60, -80, -60, -80, -60, ],
    [-70, -100, -70, -100, -80, ],
    [-60, -80, -60, -80, -60, ],
    [-70, -100, -70, -100, -80, ],
  ], 
  [
    [-30, -30, -50, -50, -50, ],
    [-30, -30, -60, -50, -60, ],
    [-60, -80, -60, -80, -60, ],
    [-60, -80, -60, -80, -60, ],
    [-50, -80, -50, -80, -50, ],
  ], 
], dtype=np.float32) / -100.

score_mismatch_external = np.array([
  [
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
    [0, 0, 0, 0, 0, ],
  ], 
  [
    [-50, -110, -50, -140, -70, ],
    [-110, -110, -110, -160, -110, ],
    [-70, -150, -70, -150, -100, ],
    [-110, -130, -110, -140, -110, ],
    [-50, -150, -50, -150, -70, ],
  ], 
  [
    [-80, -140, -80, -140, -100, ],
    [-100, -150, -100, -140, -100, ],
    [-110, -150, -110, -150, -140, ],
    [-100, -140, -100, -160, -100, ],
    [-80, -150, -80, -150, -120, ],
  ], 
  [
    [-50, -80, -50, -50, -50, ],
    [-50, -100, -70, -50, -70, ],
    [-60, -80, -60, -80, -60, ],
    [-70, -110, -70, -80, -70, ],
    [-50, -80, -50, -80, -50, ],
  ], 
  [
    [-30, -30, -60, -60, -60, ],
    [-30, -30, -60, -60, -60, ],
    [-70, -100, -70, -100, -80, ],
    [-60, -80, -60, -80, -60, ],
    [-60, -100, -70, -100, -60, ],
  ], 
  [
    [-50, -80, -50, -80, -50, ],
    [-70, -100, -70, -110, -70, ],
    [-60, -80, -60, -80, -60, ],
    [-70, -110, -70, -120, -70, ],
    [-50, -80, -50, -80, -50, ],
  ], 
  [
    [-60, -80, -60, -80, -60, ],
    [-60, -80, -60, -80, -60, ],
    [-70, -100, -70, -100, -80, ],
    [-60, -80, -60, -80, -60, ],
    [-70, -100, -70, -100, -80, ],
  ], 
  [
    [-30, -30, -50, -50, -50, ],
    [-30, -30, -60, -50, -60, ],
    [-60, -80, -60, -80, -60, ],
    [-60, -80, -60, -80, -60, ],
    [-50, -80, -50, -80, -50, ],
  ], 
], dtype=np.float32) / -100.

score_dangle5 = np.array([
  [0, 0, 0, 0, 0, ],
  [-10, -50, -30, -20, -10, ],
  [0, -20, -30, 0, 0, ],
  [-20, -30, -30, -40, -20, ],
  [-10, -30, -10, -20, -20, ],
  [-20, -30, -30, -40, -20, ],
  [-10, -30, -10, -20, -20, ],
  [0, -20, -10, 0, 0, ],
], dtype=np.float32) / -100.

score_dangle3 = np.array([
  [0, 0, 0, 0, 0, ],
  [-40, -110, -40, -130, -60, ],
  [-80, -170, -80, -170, -120, ],
  [-10, -70, -10, -70, -10, ],
  [-50, -80, -50, -80, -60, ],
  [-10, -70, -10, -70, -10, ],
  [-50, -80, -50, -80, -60, ],
  [-10, -70, -10, -70, -10, ],
], dtype=np.float32) / -100.

score_int11 = np.array([
  [
    [
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
    ], 
    [
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
    ], 
    [
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
    ], 
    [
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
    ], 
    [
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
    ], 
    [
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
    ], 
    [
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
    ], 
    [
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
    ], 
  ], 
  [
    [
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
    ], 
    [
      [90, 90, 50, 50, 50, ],
      [90, 90, 50, 50, 50, ],
      [50, 50, 50, 50, 50, ],
      [50, 50, 50, -140, 50, ],
      [50, 50, 50, 50, 40, ],
    ], 
    [
      [90, 90, 50, 50, 60, ],
      [90, 90, -40, 50, 50, ],
      [60, 30, 50, 50, 60, ],
      [50, -10, 50, -220, 50, ],
      [50, 50, 0, 50, -10, ],
    ], 
    [
      [120, 120, 120, 120, 120, ],
      [120, 60, 50, 120, 120, ],
      [120, 120, 120, 120, 120, ],
      [120, -20, 120, -140, 120, ],
      [120, 120, 100, 120, 110, ],
    ], 
    [
      [220, 220, 170, 120, 120, ],
      [220, 220, 130, 120, 120, ],
      [170, 120, 170, 120, 120, ],
      [120, 120, 120, -140, 120, ],
      [120, 120, 120, 120, 110, ],
    ], 
    [
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, -140, 120, ],
      [120, 120, 120, 120, 80, ],
    ], 
    [
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, -140, 120, ],
      [120, 120, 120, 120, 120, ],
    ], 
    [
      [220, 220, 170, 120, 120, ],
      [220, 220, 130, 120, 120, ],
      [170, 120, 170, 120, 120, ],
      [120, 120, 120, -140, 120, ],
      [120, 120, 120, 120, 120, ],
    ], 
  ], 
  [
    [
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
    ], 
    [
      [90, 90, 60, 50, 50, ],
      [90, 90, 30, -10, 50, ],
      [50, -40, 50, 50, 0, ],
      [50, 50, 50, -220, 50, ],
      [60, 50, 60, 50, -10, ],
    ], 
    [
      [80, 80, 50, 50, 50, ],
      [80, 80, 50, 50, 50, ],
      [50, 50, 50, 50, 50, ],
      [50, 50, 50, -230, 50, ],
      [50, 50, 50, 50, -60, ],
    ], 
    [
      [190, 190, 120, 150, 150, ],
      [190, 190, 120, 150, 120, ],
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, -140, 120, ],
      [150, 120, 120, 120, 150, ],
    ], 
    [
      [160, 160, 120, 120, 120, ],
      [160, 160, 120, 100, 120, ],
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, -140, 120, ],
      [120, 120, 120, 120, 70, ],
    ], 
    [
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, -140, 120, ],
      [120, 120, 120, 120, 80, ],
    ], 
    [
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, -140, 120, ],
      [120, 120, 120, 120, 120, ],
    ], 
    [
      [190, 190, 120, 150, 150, ],
      [190, 190, 120, 150, 120, ],
      [120, 120, 120, 120, 120, ],
      [120, 120, 120, -140, 120, ],
      [150, 120, 120, 120, 150, ],
    ], 
  ], 
  [
    [
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      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
    ], 
    [
      [120, 120, 120, 120, 120, ],
      [120, 60, 120, -20, 120, ],
      [120, 50, 120, 120, 100, ],
      [120, 120, 120, -140, 120, ],
      [120, 120, 120, 120, 110, ],
    ], 
    [
      [190, 190, 120, 120, 150, ],
      [190, 190, 120, 120, 120, ],
      [120, 120, 120, 120, 120, ],
      [150, 150, 120, -140, 120, ],
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    ], 
    [
      [190, 190, 190, 190, 190, ],
      [190, 190, 190, 190, 190, ],
      [190, 190, 190, 190, 190, ],
      [190, 190, 190, -70, 190, ],
      [190, 190, 190, 190, 120, ],
    ], 
    [
      [190, 190, 190, 190, 190, ],
      [190, 190, 190, 190, 190, ],
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      [190, 190, 190, -70, 190, ],
      [190, 190, 190, 190, 160, ],
    ], 
    [
      [190, 190, 190, 190, 190, ],
      [190, 190, 190, 190, 190, ],
      [190, 190, 190, 190, 190, ],
      [190, 190, 190, -70, 190, ],
      [190, 190, 190, 190, 120, ],
    ], 
    [
      [190, 190, 190, 190, 190, ],
      [190, 190, 190, 190, 190, ],
      [190, 190, 190, 190, 190, ],
      [190, 190, 190, -70, 190, ],
      [190, 190, 190, 190, 160, ],
    ], 
    [
      [190, 190, 190, 190, 190, ],
      [190, 190, 190, 190, 190, ],
      [190, 190, 190, 190, 190, ],
      [190, 190, 190, -70, 190, ],
      [190, 190, 190, 190, 160, ],
    ], 
  ], 
  [
    [
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
      [0, 0, 0, 0, 0, ],
    ], 
    [
      [220, 220, 170, 120, 120, ],
      [220, 220, 120, 120, 120, ],
      [170, 130, 170, 120, 120, ],
      [120, 120, 120, -140, 120, ],
      [120, 120, 120, 120, 110, ],
    ], 
    [
      [160, 160, 120, 120, 120, ],
      [160, 160, 120, 120, 120, ],
      [120, 120, 120, 120, 120, ],
      [120, 100, 120, -140, 120, ],
      [120, 120, 120, 120, 70, ],
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        ], 
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        ], 
        [
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          [0, 130, 230, 80, 230, ], 
          [0, 70, 170, 150, 170, ], 
          [0, 130, 230, 80, 230, ], 
        ], 
        [
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          [0, 230, 280, 120, 280, ], 
          [0, 170, 280, 120, 280, ], 
          [0, 230, 280, 120, 280, ], 
        ], 
        [
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          [0, 130, 230, 80, 230, ], 
        ], 
        [
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          [0, 200, 250, 90, 250, ], 
          [0, 170, 280, 120, 280, ], 
          [0, 90, 190, 170, 190, ], 
        ], 
      ],
      [
        [
          [0, 0, 0, 0, 0, ], 
          [0, 0, 0, 0, 0, ], 
          [0, 0, 0, 0, 0, ], 
          [0, 0, 0, 0, 0, ], 
          [0, 0, 0, 0, 0, ], 
        ], 
        [
          [0, 0, 0, 0, 0, ], 
          [0, 230, 280, 230, 250, ], 
          [0, 190, 230, 190, 150, ], 
          [0, 130, 230, 130, 90, ], 
          [0, 190, 230, 190, 150, ], 
        ], 
        [
          [0, 0, 0, 0, 0, ], 
          [0, 230, 280, 230, 190, ], 
          [0, 230, 280, 230, 190, ], 
          [0, 230, 280, 230, 190, ], 
          [0, 230, 280, 230, 190, ], 
        ], 
        [
          [0, 0, 0, 0, 0, ], 
          [0, 140, 240, 140, 100, ], 
          [0, 190, 230, 190, 150, ], 
          [0, 80, 120, 80, 170, ], 
          [0, 190, 230, 190, 150, ], 
        ], 
        [
          [0, 0, 0, 0, 0, ], 
          [0, 230, 280, 230, 190, ], 
          [0, 200, 250, 200, 160, ], 
          [0, 230, 280, 230, 190, ], 
          [0, 150, 190, 150, 110, ], 
        ], 
      ],
    ],
  ],
], dtype=np.float32) / -100.

score_hairpin = np.array([np.inf, np.inf, np.inf, 540, 560, 570, 540, 600, 550, 640, 650, 660, 670, 680, 690, 690, 700, 710, 710, 720, 720, 730, 730, 740, 740, 750, 750, 750, 760, 760, 770, ], dtype=np.float32) / -100.
score_bulge = np.array([np.inf, 380, 280, 320, 360, 400, 440, 460, 470, 480, 490, 500, 510, 520, 530, 540, 540, 550, 550, 560, 570, 570, 580, 580, 580, 590, 590, 600, 600, 600, 610, ], dtype=np.float32) / -100.
score_internal = np.array([np.inf, np.inf, 100, 100, 110, 200, 200, 210, 230, 240, 250, 260, 270, 280, 290, 290, 300, 310, 310, 320, 330, 330, 340, 340, 350, 350, 350, 360, 360, 370, 370, ], dtype=np.float32) / -100.
score_ml_base = np.array([0], dtype=np.float32) / -100.
score_ml_closing = np.array([930], dtype=np.float32) / -100.
score_ml_intern = np.array([-90], dtype=np.float32) / -100.
score_ninio = np.array([60], dtype=np.float32) / -100.
score_max_ninio = np.array([300], dtype=np.float32) / -100.
score_duplex_init = np.array([410], dtype=np.float32) / -100.
score_terminalAU = np.array([50], dtype=np.float32) / -100.
score_lxc = np.array([107.856], dtype=np.float32) / -100.