layer   w  n_units  n_dead  sc_neuron  sc_rotpre  sc_rotpost  sc_d_rotpre  wn_neuron  wn_rotpre  wn_rotpost  wn_d_rotpre  breadth_neuron  breadth_rotpre  breadth_median_neuron
   sq   8       16       0      0.234      0.208       0.219        0.105      0.589      0.521       0.533        0.685          24.562          20.500                   25.0
   sq  16       32       0      0.258      0.172       0.203        0.408      0.573      0.529       0.523        0.394          24.438          21.844                   24.0
   sq  32       64       0      0.289      0.206       0.214        0.352      0.569      0.538       0.536        0.290          24.250          25.823                   24.0
   sq  64      128       0      0.275      0.191       0.207        0.358      0.575      0.522       0.515        0.482          23.898          28.154                   24.0
   sq 128      256       0      0.271      0.192       0.204        0.335      0.567      0.537       0.524        0.254          23.945          29.540                   24.0
   sq 256      512       0      0.270      0.182       0.195        0.378      0.565      0.529       0.517        0.320          24.158          30.386                   24.0
 l256   8      512       0      0.209      0.188       0.158        0.097      0.541      0.519       0.482        0.207          18.930          35.186                   18.0
 l256  16      512       0      0.192      0.179       0.154        0.057      0.533      0.526       0.479        0.067          24.518          36.933                   25.0
 l256  32      512       0      0.182      0.179       0.174        0.015      0.534      0.516       0.487        0.180          27.727          38.380                   28.0
 l256  64      512       0      0.188      0.168       0.169        0.099      0.530      0.514       0.486        0.150          29.648          38.938                   30.0
 l256 128      512       0      0.178      0.168       0.162        0.050      0.528      0.513       0.487        0.149          30.686          39.363                   31.0
 l256 256      512       0      0.171      0.171       0.167        0.001      0.526      0.507       0.493        0.183          31.297          39.476                   32.0
  w  seed  test_acc  train_time_s
  8     0    0.6124       94.4708
  8     1    0.6049       94.3360
 16     0    0.6550       94.7725
 16     1    0.6519       94.1791
 32     0    0.6818      117.7432
 32     1    0.6807       95.3609
 64     0    0.6997       93.9030
 64     1    0.6908       94.2625
128     0    0.7047      123.9551
128     1    0.7053       95.8623
256     0    0.7195       97.7113
256     1    0.7109       97.7182
{
 "sc_rotpre": {
  "coh_w8": 0.234375,
  "coh_w256": 0.27001953125,
  "diff_w8_minus_w256": {
   "point": -0.03564453125,
   "ci95": [
    -0.13232421875,
    0.07421875
   ]
  },
  "null_w8": 0.20833333333333334,
  "null_w256": 0.18229166666666666,
  "d_w8_vs_null": 0.10450078868054125,
  "d_w256_vs_null": 0.37780860211192113,
  "ext_p_w8_per_seed": {
   "0": 0.48514851485148514,
   "1": 0.2871287128712871
  },
  "excess_w8": 0.026041666666666657,
  "excess_w256": 0.08772786458333334,
  "excess_ratio_w8_over_w256": 0.29684601113172526,
  "essay_a_w8_ge_w256": false,
  "essay_b_far_above_null": false,
  "ESSAY_PASS": false,
  "PACKING_PASS": true
 },
 "sc_rotpost": {
  "coh_w8": 0.234375,
  "coh_w256": 0.27001953125,
  "diff_w8_minus_w256": {
   "point": -0.03564453125,
   "ci95": [
    -0.13232421875,
    0.07470703125
   ]
  },
  "null_w8": 0.21875,
  "null_w256": 0.19514973958333334,
  "d_w8_vs_null": 0.062405707766269636,
  "d_w256_vs_null": 0.3183367283094733,
  "ext_p_w8_per_seed": {
   "0": 0.5346534653465347,
   "1": 0.37623762376237624
  },
  "excess_w8": 0.015625,
  "excess_w256": 0.07486979166666666,
  "excess_ratio_w8_over_w256": 0.20869565217391306,
  "essay_a_w8_ge_w256": false,
  "essay_b_far_above_null": false,
  "ESSAY_PASS": false,
  "PACKING_PASS": true
 },
 "wn_rotpre": {
  "coh_w8": 0.5889749692373819,
  "coh_w256": 0.5654286266029468,
  "diff_w8_minus_w256": {
   "point": 0.023546342634435113,
   "ci95": [
    -0.03444949757662557,
    0.08410822396712714
   ]
  },
  "null_w8": 0.5211977260682393,
  "null_w256": 0.5293897492240368,
  "d_w8_vs_null": 0.6853377443957831,
  "d_w256_vs_null": 0.3198128281622507,
  "ext_p_w8_per_seed": {
   "0": 0.1782178217821782,
   "1": 0.0297029702970297
  },
  "excess_w8": 0.06777724316914258,
  "excess_w256": 0.036038877378909984,
  "excess_ratio_w8_over_w256": 1.8806702122415706,
  "essay_a_w8_ge_w256": true,
  "essay_b_far_above_null": false,
  "ESSAY_PASS": false,
  "PACKING_PASS": false
 },
 "wn_rotpost": {
  "coh_w8": 0.5889749692373819,
  "coh_w256": 0.5654286266029468,
  "diff_w8_minus_w256": {
   "point": 0.023546342634435113,
   "ci95": [
    -0.03535305271189134,
    0.08233959684979524
   ]
  },
  "null_w8": 0.5332999538379278,
  "null_w256": 0.5167194948722627,
  "d_w8_vs_null": 0.5650960263836746,
  "d_w256_vs_null": 0.4369010703742088,
  "ext_p_w8_per_seed": {
   "0": 0.19801980198019803,
   "1": 0.039603960396039604
  },
  "excess_w8": 0.055675015399454075,
  "excess_w256": 0.04870913173068414,
  "excess_ratio_w8_over_w256": 1.1430098098911872,
  "essay_a_w8_ge_w256": true,
  "essay_b_far_above_null": false,
  "ESSAY_PASS": false,
  "PACKING_PASS": false
 }
}
breadth vs w {'spearman_rho_w_breadth': 0.0079190703488902, 'p': 0.801725458596841, 'n_units': 1008, 'mean_by_w': {8: 24.5625, 16: 24.4375, 32: 24.25, 64: 23.8984375, 128: 23.9453125, 256: 24.158203125}, 'median_by_w': {8: 25.0, 16: 24.0, 32: 24.0, 64: 24.0, 128: 24.0, 256: 24.0}}
chance {'sc': 0.04040404040404041, 'wn': 0.4664871930352541}
