WP-1325 out of sample: over-flexible laws on the WO3 ramp (false-alarm arm)
machine   Darwin arm64, 10 CPUs, python 3.12.10, numpy 2.5.4
rietx     1.10.0.dev0 at 506c340a, compiled kernels on
load      17.02 33.61 43.72
arm       10 windows of 10 patterns; degree 3 in T on all 14 cell targets per window; windows run [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
joint     plan ['scale_bkg', 'disp', 'cell', 'strain']; seeds from the better of the two chains per pattern; B held at the chain's

window 0: patterns 0..9, T 300-280 K; 576.2 s; status converged; iters [2, 4, 43, 214]; Rwp 13.123 %; χ²r 2.142, f 2.387
  m_a      patterns  10 of  10  kept
           freed       1.3 /   6 dof (cut   12.6,  0.22/dir, p 0.969) keep
           tied        0.7 /   6 dof (cut   12.6,  0.12/dir, p 0.993) keep
  m_b      patterns  10 of  10  kept
           freed       1.0 /   6 dof (cut   12.6,  0.16/dir, p 0.987) keep
           tied        1.1 /   6 dof (cut   12.6,  0.18/dir, p 0.982) keep
  m_c      patterns  10 of  10  kept
           freed       0.9 /   6 dof (cut   12.6,  0.16/dir, p 0.988) keep
           tied        0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
  m_beta   patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
  t_a      patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
           tied        0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.996) keep
  t_b      patterns  10 of  10  kept
           freed       0.9 /   6 dof (cut   12.6,  0.15/dir, p 0.989) keep
           tied        1.1 /   6 dof (cut   12.6,  0.18/dir, p 0.982) keep
  t_c      patterns  10 of  10  kept
           freed       3.0 /   6 dof (cut   12.6,  0.49/dir, p 0.815) keep
           tied        1.8 /   6 dof (cut   12.6,  0.30/dir, p 0.935) keep
  t_alpha  patterns  10 of  10  kept
           freed       2.8 /   6 dof (cut   12.6,  0.46/dir, p 0.837) keep
           tied        1.5 /   6 dof (cut   12.6,  0.26/dir, p 0.956) keep
  t_beta   patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
           tied        0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
  t_gamma  patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
           tied        0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.997) keep
  p_a      patterns  10 of  10  kept
           freed       0.9 /   6 dof (cut   12.6,  0.15/dir, p 0.989) keep
           tied        2.4 /   6 dof (cut   12.6,  0.40/dir, p 0.882) keep
  p_b      patterns  10 of  10  kept
           freed       0.6 /   6 dof (cut   12.6,  0.11/dir, p 0.996) keep
           tied        3.1 /   6 dof (cut   12.6,  0.52/dir, p 0.794) keep
  p_c      patterns  10 of  10  kept
           freed      10.7 /   6 dof (cut   12.6,  1.78/dir, p 0.0994) keep
           tied        9.9 /   6 dof (cut   12.6,  1.66/dir, p 0.127) keep
  p_beta   patterns  10 of  10  kept
           freed       3.9 /   6 dof (cut   12.6,  0.65/dir, p 0.693) keep
           tied        4.0 /   6 dof (cut   12.6,  0.66/dir, p 0.682) keep
  joint        28.0 /  84 dof (cut  106.4,  0.33/dir, p 1) keep

window 1: patterns 10..19, T 278-259 K; 139.5 s; status converged; iters [2, 4, 5, 51]; Rwp 13.220 %; χ²r 2.174, f 2.455
  m_a      patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
           tied        0.7 /   6 dof (cut   12.6,  0.11/dir, p 0.995) keep
  m_b      patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  m_c      patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
           tied        0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
  m_beta   patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.09/dir, p 0.997) keep
           tied        0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
  t_a      patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
           tied        0.3 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
  t_b      patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.996) keep
  t_c      patterns  10 of  10  kept
           freed       0.6 /   6 dof (cut   12.6,  0.11/dir, p 0.996) keep
           tied        0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.996) keep
  t_alpha  patterns  10 of  10  kept
           freed       0.8 /   6 dof (cut   12.6,  0.13/dir, p 0.993) keep
           tied        0.9 /   6 dof (cut   12.6,  0.15/dir, p 0.989) keep
  t_beta   patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
           tied        0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
  t_gamma  patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.09/dir, p 0.998) keep
           tied        0.7 /   6 dof (cut   12.6,  0.11/dir, p 0.995) keep
  p_a      patterns  10 of  10  kept
           freed       0.8 /   6 dof (cut   12.6,  0.13/dir, p 0.993) keep
           tied        0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.997) keep
  p_b      patterns  10 of  10  kept
           freed       1.2 /   6 dof (cut   12.6,  0.20/dir, p 0.977) keep
           tied        0.9 /   6 dof (cut   12.6,  0.15/dir, p 0.988) keep
  p_c      patterns  10 of  10  kept
           freed       0.9 /   6 dof (cut   12.6,  0.15/dir, p 0.988) keep
           tied        0.9 /   6 dof (cut   12.6,  0.15/dir, p 0.99) keep
  p_beta   patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
           tied        0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
  joint         8.0 /  84 dof (cut  106.4,  0.10/dir, p 1) keep

window 2: patterns 20..29, T 257-238 K; 558.1 s; status converged; iters [2, 4, 27, 117]; Rwp 13.269 %; χ²r 2.192, f 2.434
  m_a      patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
           tied        0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  m_b      patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
  m_c      patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
           tied        0.8 /   6 dof (cut   12.6,  0.13/dir, p 0.992) keep
  m_beta   patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
  t_a      patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
           tied        0.3 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
  t_b      patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
           tied        0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
  t_c      patterns  10 of  10  kept
           freed       1.3 /   6 dof (cut   12.6,  0.21/dir, p 0.974) keep
           tied        0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
  t_alpha  patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
           tied        0.3 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  t_beta   patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
           tied        0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.997) keep
  t_gamma  patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 1) keep
           tied        0.3 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
  p_a      patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
           tied        0.7 /   6 dof (cut   12.6,  0.11/dir, p 0.995) keep
  p_b      patterns  10 of  10  kept
           freed       0.7 /   6 dof (cut   12.6,  0.12/dir, p 0.994) keep
           tied        0.9 /   6 dof (cut   12.6,  0.16/dir, p 0.988) keep
  p_c      patterns  10 of  10  kept
           freed       6.0 /   6 dof (cut   12.6,  0.99/dir, p 0.427) keep
           tied        4.1 /   6 dof (cut   12.6,  0.68/dir, p 0.662) keep
  p_beta   patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
           tied        0.7 /   6 dof (cut   12.6,  0.12/dir, p 0.994) keep
  joint        11.2 /  84 dof (cut  106.4,  0.13/dir, p 1) keep

window 3: patterns 30..39, T 236-216 K; 751.0 s; status converged; iters [2, 5, 28, 122]; Rwp 13.249 %; χ²r 2.186, f 2.496
  m_a      patterns  10 of  10  kept
           freed       0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.996) keep
           tied        0.3 /   6 dof (cut   12.6,  0.05/dir, p 1) keep
  m_b      patterns  10 of  10  kept
           freed       1.0 /   6 dof (cut   12.6,  0.17/dir, p 0.985) keep
           tied        0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.997) keep
  m_c      patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
           tied        0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
  m_beta   patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
           tied        0.4 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
  t_a      patterns  10 of  10  kept
           freed       0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.997) keep
           tied        0.4 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
  t_b      patterns  10 of  10  kept
           freed       0.9 /   6 dof (cut   12.6,  0.15/dir, p 0.99) keep
           tied        0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.996) keep
  t_c      patterns  10 of  10  kept
           freed       1.9 /   6 dof (cut   12.6,  0.32/dir, p 0.926) keep
           tied        1.1 /   6 dof (cut   12.6,  0.18/dir, p 0.982) keep
  t_alpha  patterns  10 of  10  kept
           freed       1.0 /   6 dof (cut   12.6,  0.16/dir, p 0.986) keep
           tied        1.2 /   6 dof (cut   12.6,  0.19/dir, p 0.979) keep
  t_beta   patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
           tied        0.1 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
  t_gamma  patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
           tied        0.5 /   6 dof (cut   12.6,  0.09/dir, p 0.998) keep
  p_a      patterns  10 of  10  kept
           freed       0.7 /   6 dof (cut   12.6,  0.12/dir, p 0.994) keep
           tied        0.7 /   6 dof (cut   12.6,  0.12/dir, p 0.994) keep
  p_b      patterns  10 of  10  kept
           freed       1.1 /   6 dof (cut   12.6,  0.18/dir, p 0.984) keep
           tied        0.9 /   6 dof (cut   12.6,  0.15/dir, p 0.989) keep
  p_c      patterns  10 of  10  kept
           freed       0.7 /   6 dof (cut   12.6,  0.11/dir, p 0.995) keep
           tied        0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  p_beta   patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
           tied        0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
  joint         8.7 /  84 dof (cut  106.4,  0.10/dir, p 1) keep

window 4: patterns 40..49, T 214-195 K; 171.0 s; status converged; iters [2, 5, 12, 20]; Rwp 12.944 %; χ²r 2.088, f 2.412
  m_a      patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
           tied        0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
  m_b      patterns  10 of  10  kept
           freed       1.3 /   6 dof (cut   12.6,  0.22/dir, p 0.972) keep
           tied        1.2 /   6 dof (cut   12.6,  0.20/dir, p 0.976) keep
  m_c      patterns  10 of  10  kept
           freed       1.1 /   6 dof (cut   12.6,  0.18/dir, p 0.984) keep
           tied        1.1 /   6 dof (cut   12.6,  0.19/dir, p 0.98) keep
  m_beta   patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
           tied        0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
  t_a      patterns  10 of  10  kept
           freed       0.7 /   6 dof (cut   12.6,  0.11/dir, p 0.995) keep
           tied        0.9 /   6 dof (cut   12.6,  0.15/dir, p 0.99) keep
  t_b      patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
           tied        0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
  t_c      patterns  10 of  10  kept
           freed       0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.996) keep
           tied        0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
  t_alpha  patterns  10 of  10  kept
           freed       0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.996) keep
           tied        0.5 /   6 dof (cut   12.6,  0.09/dir, p 0.998) keep
  t_beta   patterns  10 of  10  kept
           freed       1.6 /   6 dof (cut   12.6,  0.26/dir, p 0.956) keep
           tied        1.5 /   6 dof (cut   12.6,  0.25/dir, p 0.958) keep
  t_gamma  patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
           tied        0.4 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
  p_a      patterns  10 of  10  kept
           freed       0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.996) keep
           tied        0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  p_b      patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
           tied        0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
  p_c      patterns  10 of  10  kept
           freed       0.7 /   6 dof (cut   12.6,  0.12/dir, p 0.994) keep
           tied        1.0 /   6 dof (cut   12.6,  0.17/dir, p 0.984) keep
  p_beta   patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
           tied        0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.996) keep
  joint         9.2 /  84 dof (cut  106.4,  0.11/dir, p 1) keep

window 5: patterns 50..59, T 193-174 K; 110.0 s; status converged; iters [2, 5, 6, 15]; Rwp 13.012 %; χ²r 2.119, f 2.522
  m_a      patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.09/dir, p 0.998) keep
           tied        0.8 /   6 dof (cut   12.6,  0.14/dir, p 0.991) keep
  m_b      patterns  10 of  10  kept
           freed       0.6 /   6 dof (cut   12.6,  0.11/dir, p 0.996) keep
           tied        0.6 /   6 dof (cut   12.6,  0.09/dir, p 0.997) keep
  m_c      patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
           tied        0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
  m_beta   patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
           tied        0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
  t_a      patterns  10 of  10  kept
           freed       0.7 /   6 dof (cut   12.6,  0.11/dir, p 0.995) keep
           tied        0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.997) keep
  t_b      patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 1) keep
           tied        0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
  t_c      patterns  10 of  10  kept
           freed       2.1 /   6 dof (cut   12.6,  0.35/dir, p 0.909) keep
           tied        1.8 /   6 dof (cut   12.6,  0.30/dir, p 0.938) keep
  t_alpha  patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  t_beta   patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
           tied        0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
  t_gamma  patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
           tied        0.4 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
  p_a      patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.998) keep
           tied        0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
  p_b      patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
           tied        0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
  p_c      patterns  10 of  10  kept
           freed       0.8 /   6 dof (cut   12.6,  0.14/dir, p 0.991) keep
           tied        0.6 /   6 dof (cut   12.6,  0.09/dir, p 0.997) keep
  p_beta   patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
           tied        0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.996) keep
  joint         7.8 /  84 dof (cut  106.4,  0.09/dir, p 1) keep

window 6: patterns 60..69, T 172-153 K; 118.1 s; status converged; iters [2, 5, 6, 22]; Rwp 13.531 %; χ²r 2.299, f 3.097
  m_a      patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
           tied        0.3 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
  m_b      patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
  m_c      patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.09/dir, p 0.998) keep
           tied        0.3 /   6 dof (cut   12.6,  0.05/dir, p 1) keep
  m_beta   patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
           tied        0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
  t_a      patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
           tied        0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.996) keep
  t_b      patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 1) keep
           tied        0.3 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  t_c      patterns  10 of  10  kept
           freed       0.6 /   6 dof (cut   12.6,  0.11/dir, p 0.996) keep
           tied        0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
  t_alpha  patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.3 /   6 dof (cut   12.6,  0.05/dir, p 1) keep
  t_beta   patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
  t_gamma  patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
           tied        0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
  p_a      patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
           tied        0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
  p_b      patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  p_c      patterns  10 of  10  kept
           freed       0.6 /   6 dof (cut   12.6,  0.11/dir, p 0.996) keep
           tied        0.7 /   6 dof (cut   12.6,  0.11/dir, p 0.995) keep
  p_beta   patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
           tied        0.3 /   6 dof (cut   12.6,  0.05/dir, p 1) keep
  joint         4.5 /  84 dof (cut  106.4,  0.05/dir, p 1) keep

window 7: patterns 70..79, T 151-132 K; 158.8 s; status converged; iters [2, 4, 7, 25]; Rwp 14.122 %; χ²r 2.508, f 3.391
  m_a      patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
           tied        0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
  m_b      patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
           tied        0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
  m_c      patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  m_beta   patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
           tied        0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
  t_a      patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
           tied        0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
  t_b      patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 1) keep
           tied        0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
  t_c      patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
           tied        0.1 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
  t_alpha  patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
           tied        0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
  t_beta   patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
           tied        0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
  t_gamma  patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
           tied        0.3 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  p_a      patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
  p_b      patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
  p_c      patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
  p_beta   patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  joint         3.4 /  84 dof (cut  106.4,  0.04/dir, p 1) keep

window 8: patterns 80..89, T 130-111 K; 187.9 s; status converged; iters [2, 4, 5, 29]; Rwp 14.286 %; χ²r 2.573, f 3.456
  m_a      patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
  m_b      patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
           tied        0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
  m_c      patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.07/dir, p 0.999) keep
           tied        0.6 /   6 dof (cut   12.6,  0.10/dir, p 0.996) keep
  m_beta   patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
           tied        0.0 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
  t_a      patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.3 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
  t_b      patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  t_c      patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
           tied        0.8 /   6 dof (cut   12.6,  0.14/dir, p 0.991) keep
  t_alpha  patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
           tied        0.1 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
  t_beta   patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
           tied        0.1 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
  t_gamma  patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
           tied        0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
  p_a      patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
           tied        0.4 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
  p_b      patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
           tied        0.7 /   6 dof (cut   12.6,  0.12/dir, p 0.994) keep
  p_c      patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
           tied        0.3 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  p_beta   patterns  10 of  10  kept
           freed       0.3 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  joint         3.3 /  84 dof (cut  106.4,  0.04/dir, p 1) keep

window 9: patterns 90..99, T 109-90 K; 163.4 s; status converged; iters [2, 4, 6, 32]; Rwp 14.502 %; χ²r 2.657, f 3.548
  m_a      patterns  10 of  10  kept
           freed       0.4 /   6 dof (cut   12.6,  0.06/dir, p 0.999) keep
           tied        0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
  m_b      patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  m_c      patterns  10 of  10  kept
           freed       0.7 /   6 dof (cut   12.6,  0.11/dir, p 0.995) keep
           tied        0.7 /   6 dof (cut   12.6,  0.11/dir, p 0.995) keep
  m_beta   patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
  t_a      patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
           tied        0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
  t_b      patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
  t_c      patterns  10 of  10  kept
           freed       0.5 /   6 dof (cut   12.6,  0.08/dir, p 0.998) keep
           tied        0.3 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
  t_alpha  patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
           tied        0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
  t_beta   patterns  10 of  10  kept
           freed       0.0 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
           tied        0.0 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
  t_gamma  patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
           tied        0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
  p_a      patterns  10 of  10  kept
           freed       0.1 /   6 dof (cut   12.6,  0.02/dir, p 1) keep
           tied        0.1 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
  p_b      patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
           tied        0.3 /   6 dof (cut   12.6,  0.05/dir, p 0.999) keep
  p_c      patterns  10 of  10  kept
           freed       0.0 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
           tied        0.1 /   6 dof (cut   12.6,  0.01/dir, p 1) keep
  p_beta   patterns  10 of  10  kept
           freed       0.2 /   6 dof (cut   12.6,  0.04/dir, p 1) keep
           tied        0.2 /   6 dof (cut   12.6,  0.03/dir, p 1) keep
  joint         3.2 /  84 dof (cut  106.4,  0.04/dir, p 1) keep

SUMMARY (p over χ²_red·f², the shipped test; 'no f²' divides by χ²_red alone)
  per-law freed (the verdict): 0 of 140 reject at 95 % (expected 7.0); KS D 0.912, p 5.38e-148; median p 0.999
    p: 0.0994 0.427 0.693 0.815 0.837 0.909 0.926 0.956 0.969 0.972 0.974 0.977 0.984 0.984 0.985 0.986 0.987 0.988 0.988 0.989 0.989 0.99 0.991 0.993 0.993 0.994 0.994 0.994 0.995 0.995 0.995 0.995 0.996 0.996 0.996 0.996 0.996 0.996 0.996 0.996 0.996 0.997 0.997 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
  per-law tied: 0 of 140 reject at 95 % (expected 7.0); KS D 0.912, p 7.16e-148; median p 0.999
    p: 0.127 0.662 0.682 0.794 0.882 0.935 0.938 0.956 0.958 0.976 0.979 0.98 0.982 0.982 0.982 0.984 0.988 0.988 0.989 0.989 0.99 0.99 0.991 0.991 0.992 0.993 0.994 0.994 0.994 0.995 0.995 0.995 0.995 0.995 0.996 0.996 0.996 0.996 0.996 0.996 0.996 0.996 0.997 0.997 0.997 0.997 0.997 0.997 0.997 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 0.999 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
  joint, one per window: 0 of 10 reject at 95 % (expected 0.5); KS D 1.000, p 1.58e-89; median p 1.000
    p: 1 1 1 1 1 1 1 1 1 1
  per-law freed, no f²: 6 of 140 reject at 95 % (expected 7.0); KS D 0.407, p 1.62e-21; median p 0.842
    p: 3.22e-11 3.67e-06 0.00116 0.00996 0.015 0.0363 0.0618 0.172 0.192 0.262 0.276 0.28 0.302 0.365 0.387 0.397 0.405 0.407 0.409 0.432 0.461 0.469 0.482 0.483 0.497 0.503 0.521 0.527 0.547 0.55 0.593 0.596 0.599 0.606 0.624 0.654 0.654 0.665 0.665 0.67 0.692 0.693 0.695 0.703 0.722 0.725 0.726 0.729 0.731 0.731 0.736 0.748 0.762 0.766 0.77 0.773 0.786 0.791 0.793 0.795 0.797 0.799 0.799 0.814 0.818 0.833 0.834 0.839 0.839 0.842 0.842 0.843 0.848 0.852 0.853 0.853 0.853 0.859 0.86 0.862 0.863 0.864 0.866 0.868 0.873 0.874 0.876 0.878 0.879 0.884 0.885 0.887 0.889 0.896 0.896 0.898 0.901 0.903 0.906 0.912 0.914 0.914 0.917 0.923 0.924 0.93 0.933 0.935 0.935 0.939 0.941 0.942 0.948 0.948 0.951 0.952 0.952 0.957 0.96 0.965 0.965 0.968 0.968 0.97 0.971 0.972 0.972 0.976 0.978 0.981 0.981 0.985 0.991 0.991 0.992 0.993 0.995 0.996 0.996 0.998
  joint, no f²: 1 of 10 reject at 95 % (expected 0.5); KS D 0.819, p 7.99e-08; median p 0.999
    p: 1.26e-06 0.919 0.995 0.996 0.999 0.999 1 1 1 1

per law (window, law, patterns tested, verdict, freed p, tied p, freed p no f²):
  0 m_a       10 False    0.969    0.993     0.262
  0 m_b       10 False    0.987    0.982     0.483
  0 m_c       10 False    0.988    0.999     0.503
  0 m_beta    10 False        1        1     0.965
  0 t_a       10 False    0.999    0.996     0.885
  0 t_b       10 False    0.989    0.982     0.521
  0 t_c       10 False    0.815    0.935   0.00996
  0 t_alpha   10 False    0.837    0.956     0.015
  0 t_beta    10 False    0.998    0.999      0.86
  0 t_gamma   10 False    0.998    0.997     0.834
  0 p_a       10 False    0.989    0.882     0.527
  0 p_b       10 False    0.996    0.794     0.722
  0 p_c       10 False   0.0994    0.127  3.22e-11
  0 p_beta    10 False    0.693    0.682   0.00116
  1 m_a       10 False    0.999    0.995     0.914
  1 m_b       10 False        1        1     0.972
  1 m_c       10 False    0.998    0.999     0.842
  1 m_beta    10 False    0.997    0.998     0.773
  1 t_a       10 False    0.999    0.999     0.873
  1 t_b       10 False        1    0.996      0.97
  1 t_c       10 False    0.996    0.996     0.693
  1 t_alpha   10 False    0.993    0.989     0.593
  1 t_beta    10 False    0.999        1     0.923
  1 t_gamma   10 False    0.998    0.995     0.799
  1 p_a       10 False    0.993    0.997     0.606
  1 p_b       10 False    0.977    0.988     0.302
  1 p_c       10 False    0.988     0.99     0.469
  1 p_beta    10 False    0.999    0.999     0.853
  2 m_a       10 False    0.999        1     0.887
  2 m_b       10 False        1    0.999      0.96
  2 m_c       10 False    0.999    0.992     0.903
  2 m_beta    10 False        1        1     0.942
  2 t_a       10 False    0.999    0.999     0.901
  2 t_b       10 False        1    0.999     0.991
  2 t_c       10 False    0.974        1      0.28
  2 t_alpha   10 False        1        1     0.978
  2 t_beta    10 False    0.999    0.997     0.863
  2 t_gamma   10 False        1    0.999     0.948
  2 p_a       10 False    0.998    0.995     0.843
  2 p_b       10 False    0.994    0.988     0.654
  2 p_c       10 False    0.427    0.662  3.67e-06
  2 p_beta    10 False    0.998    0.994     0.814
  3 m_a       10 False    0.996        1     0.695
  3 m_b       10 False    0.985    0.997     0.387
  3 m_c       10 False        1    0.999     0.976
  3 m_beta    10 False    0.999    0.999     0.859
  3 t_a       10 False    0.997    0.999     0.736
  3 t_b       10 False     0.99    0.996     0.482
  3 t_c       10 False    0.926    0.982    0.0618
  3 t_alpha   10 False    0.986    0.979     0.407
  3 t_beta    10 False        1        1     0.993
  3 t_gamma   10 False    0.998    0.998     0.786
  3 p_a       10 False    0.994    0.994     0.596
  3 p_b       10 False    0.984    0.989     0.365
  3 p_c       10 False    0.995        1     0.665
  3 p_beta    10 False    0.999        1     0.889
  4 m_a       10 False    0.998    0.998     0.842
  4 m_b       10 False    0.972    0.976     0.276
  4 m_c       10 False    0.984     0.98     0.409
  4 m_beta    10 False    0.999    0.999     0.935
  4 t_a       10 False    0.995     0.99     0.692
  4 t_b       10 False    0.998    0.999     0.818
  4 t_c       10 False    0.996    0.998     0.748
  4 t_alpha   10 False    0.996    0.998     0.731
  4 t_beta    10 False    0.956    0.958     0.172
  4 t_gamma   10 False    0.999    0.999     0.879
  4 p_a       10 False    0.996        1     0.731
  4 p_b       10 False    0.999    0.998     0.896
  4 p_c       10 False    0.994    0.984     0.665
  4 p_beta    10 False    0.999    0.996     0.876
  5 m_a       10 False    0.998    0.991     0.766
  5 m_b       10 False    0.996    0.997      0.67
  5 m_c       10 False    0.999        1     0.898
  5 m_beta    10 False    0.999    0.999     0.866
  5 t_a       10 False    0.995    0.997     0.654
  5 t_b       10 False        1        1     0.939
  5 t_c       10 False    0.909    0.938    0.0363
  5 t_alpha   10 False        1        1     0.968
  5 t_beta    10 False    0.999    0.999     0.839
  5 t_gamma   10 False    0.999    0.999     0.862
  5 p_a       10 False    0.998        1     0.833
  5 p_b       10 False    0.999        1     0.848
  5 p_c       10 False    0.991    0.997     0.497
  5 p_beta    10 False    0.999    0.996     0.912
  6 m_a       10 False    0.999    0.999     0.791
  6 m_b       10 False        1    0.999     0.878
  6 m_c       10 False    0.998        1     0.547
  6 m_beta    10 False    0.999        1     0.762
  6 t_a       10 False        1    0.996     0.941
  6 t_b       10 False        1        1     0.853
  6 t_c       10 False    0.996        1     0.397
  6 t_alpha   10 False        1        1     0.914
  6 t_beta    10 False        1        1     0.906
  6 t_gamma   10 False        1        1     0.968
  6 p_a       10 False    0.998    0.999     0.624
  6 p_b       10 False        1        1     0.853
  6 p_c       10 False    0.996    0.995     0.405
  6 p_beta    10 False        1        1     0.957
  7 m_a       10 False        1    0.999     0.992
  7 m_b       10 False        1    0.998     0.985
  7 m_c       10 False        1        1      0.77
  7 m_beta    10 False        1        1     0.952
  7 t_a       10 False    0.999    0.998     0.729
  7 t_b       10 False        1    0.999     0.793
  7 t_c       10 False        1        1     0.972
  7 t_alpha   10 False    0.999    0.999     0.703
  7 t_beta    10 False    0.999    0.999     0.725
  7 t_gamma   10 False    0.999        1     0.726
  7 p_a       10 False        1        1     0.924
  7 p_b       10 False        1        1     0.981
  7 p_c       10 False        1        1     0.952
  7 p_beta    10 False        1        1     0.852
  8 m_a       10 False        1    0.999     0.864
  8 m_b       10 False        1        1     0.884
  8 m_c       10 False    0.999    0.996      0.55
  8 m_beta    10 False        1        1     0.996
  8 t_a       10 False        1    0.999     0.795
  8 t_b       10 False        1        1      0.93
  8 t_c       10 False    0.998    0.991     0.461
  8 t_alpha   10 False        1        1     0.948
  8 t_beta    10 False        1        1     0.981
  8 t_gamma   10 False        1        1     0.991
  8 p_a       10 False        1    0.999     0.874
  8 p_b       10 False        1    0.994     0.935
  8 p_c       10 False        1        1     0.917
  8 p_beta    10 False        1        1     0.799
  9 m_a       10 False    0.999    0.998     0.599
  9 m_b       10 False        1        1     0.995
  9 m_c       10 False    0.995    0.995     0.192
  9 m_beta    10 False        1        1     0.933
  9 t_a       10 False        1        1     0.965
  9 t_b       10 False        1    0.999     0.839
  9 t_c       10 False    0.998        1     0.432
  9 t_alpha   10 False        1    0.999     0.896
  9 t_beta    10 False        1        1     0.998
  9 t_gamma   10 False        1        1     0.971
  9 p_a       10 False        1        1     0.951
  9 p_b       10 False        1    0.999     0.868
  9 p_c       10 False        1        1     0.996
  9 p_beta    10 False        1        1     0.797
