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       40       0      0.225      0.188       0.194        0.163      0.589      0.531       0.536        0.530          24.450          19.200                   24.5
   sq  16       80       0      0.262      0.189       0.195        0.343      0.562      0.535       0.532        0.235          24.350          22.012                   24.0
   sq  32      160       0      0.280      0.194       0.210        0.358      0.565      0.532       0.532        0.294          24.125          25.906                   24.0
   sq  64      320       0      0.277      0.185       0.194        0.396      0.570      0.525       0.520        0.396          23.928          28.235                   24.0
   sq 128      640       0      0.254      0.183       0.197        0.308      0.567      0.532       0.521        0.299          23.934          29.584                   24.0
   sq 256     1280       0      0.257      0.184       0.195        0.314      0.566      0.529       0.517        0.325          24.149          30.298                   24.0
 l256   8     1280       0      0.208      0.191       0.155        0.079      0.544      0.521       0.480        0.227          18.722          35.347                   18.0
 l256  16     1280       0      0.196      0.180       0.157        0.073      0.536      0.522       0.483        0.138          24.413          37.103                   25.0
 l256  32     1280       0      0.194      0.176       0.167        0.084      0.533      0.517       0.488        0.151          27.867          38.385                   28.0
 l256  64     1280       0      0.191      0.170       0.165        0.100      0.530      0.517       0.486        0.130          29.716          38.889                   30.0
 l256 128     1280       0      0.183      0.170       0.161        0.062      0.528      0.513       0.487        0.153          30.684          39.284                   31.0
 l256 256     1280       0      0.174      0.171       0.166        0.015      0.523      0.510       0.491        0.130          31.315          39.559                   32.0
  w  seed  test_acc  train_time_s
  8     0    0.6124       94.4708
  8     1    0.6049       94.3360
  8     2    0.6106       94.4381
  8     3    0.6124       94.5049
  8     4    0.6115       94.3597
 16     0    0.6550       94.7725
 16     1    0.6519       94.1791
 16     2    0.6497       94.9137
 16     3    0.6494       94.6586
 16     4    0.6530       94.6776
 32     0    0.6818      117.7432
 32     1    0.6807       95.3609
 32     2    0.6813       95.2663
 32     3    0.6755       94.9483
 32     4    0.6807       94.9804
 64     0    0.6997       93.9030
 64     1    0.6908       94.2625
 64     2    0.7005       94.1618
 64     3    0.6997       94.2683
 64     4    0.7005       94.1376
128     0    0.7047      123.9551
128     1    0.7053       95.8623
128     2    0.7045       96.1867
128     3    0.7053       95.9662
128     4    0.7034       96.2767
256     0    0.7195       97.7113
256     1    0.7109       97.7182
256     2    0.7146       97.5550
256     3    0.7154       97.3494
256     4    0.7139       97.4767
{
 "sc_rotpre": {
  "coh_w8": 0.225,
  "coh_w256": 0.257421875,
  "diff_w8_minus_w256": {
   "point": -0.03242187500000002,
   "ci95": [
    -0.0974658203125,
    0.03457031249999998
   ]
  },
  "null_w8": 0.1875,
  "null_w256": 0.18404947916666667,
  "d_w8_vs_null": 0.1628191239200542,
  "d_w256_vs_null": 0.3142314082690703,
  "ext_p_w8_per_seed": {
   "0": 0.48514851485148514,
   "1": 0.2871287128712871,
   "2": 0.297029702970297,
   "3": 0.6138613861386139,
   "4": 0.36633663366336633
  },
  "excess_w8": 0.037500000000000006,
  "excess_w256": 0.07337239583333335,
  "excess_ratio_w8_over_w256": 0.5110913930789707,
  "essay_a_w8_ge_w256": false,
  "essay_b_far_above_null": false,
  "ESSAY_PASS": false,
  "PACKING_PASS": false
 },
 "sc_rotpost": {
  "coh_w8": 0.225,
  "coh_w256": 0.257421875,
  "diff_w8_minus_w256": {
   "point": -0.03242187500000002,
   "ci95": [
    -0.09746093750000001,
    0.03398925781249994
   ]
  },
  "null_w8": 0.19375,
  "null_w256": 0.19485677083333333,
  "d_w8_vs_null": 0.13968519663606827,
  "d_w256_vs_null": 0.26469427147187147,
  "ext_p_w8_per_seed": {
   "0": 0.5346534653465347,
   "1": 0.37623762376237624,
   "2": 0.3465346534653465,
   "3": 0.6336633663366337,
   "4": 0.39603960396039606
  },
  "excess_w8": 0.03125,
  "excess_w256": 0.06256510416666669,
  "excess_ratio_w8_over_w256": 0.49947970863683644,
  "essay_a_w8_ge_w256": false,
  "essay_b_far_above_null": false,
  "ESSAY_PASS": false,
  "PACKING_PASS": true
 },
 "wn_rotpre": {
  "coh_w8": 0.5893113160247155,
  "coh_w256": 0.5659639140734521,
  "diff_w8_minus_w256": {
   "point": 0.02334740195126339,
   "ci95": [
    -0.013434980123014669,
    0.061035770643793244
   ]
  },
  "null_w8": 0.5311796608371823,
  "null_w256": 0.5291714755143233,
  "d_w8_vs_null": 0.5297214727509781,
  "d_w256_vs_null": 0.3248075993505064,
  "ext_p_w8_per_seed": {
   "0": 0.1782178217821782,
   "1": 0.0297029702970297,
   "2": 0.019801980198019802,
   "3": 0.22772277227722773,
   "4": 0.019801980198019802
  },
  "excess_w8": 0.05813165518753327,
  "excess_w256": 0.03679243855912884,
  "excess_ratio_w8_over_w256": 1.5799891897382758,
  "essay_a_w8_ge_w256": true,
  "essay_b_far_above_null": false,
  "ESSAY_PASS": false,
  "PACKING_PASS": false
 },
 "wn_rotpost": {
  "coh_w8": 0.5893113160247155,
  "coh_w256": 0.5659639140734521,
  "diff_w8_minus_w256": {
   "point": 0.02334740195126339,
   "ci95": [
    -0.013068985501550142,
    0.061552146241676015
   ]
  },
  "null_w8": 0.5357028722401634,
  "null_w256": 0.5166492041830127,
  "d_w8_vs_null": 0.4691109408351415,
  "d_w256_vs_null": 0.4416241442564955,
  "ext_p_w8_per_seed": {
   "0": 0.19801980198019803,
   "1": 0.039603960396039604,
   "2": 0.039603960396039604,
   "3": 0.27722772277227725,
   "4": 0.0297029702970297
  },
  "excess_w8": 0.053608443784552096,
  "excess_w256": 0.0493147098904394,
  "excess_ratio_w8_over_w256": 1.0870680148712608,
  "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': 0.01791774755410582, 'p': 0.36860488628926885, 'n_units': 2520, 'mean_by_w': {8: 24.45, 16: 24.35, 32: 24.125, 64: 23.928125, 128: 23.934375, 256: 24.14921875}, 'median_by_w': {8: 24.5, 16: 24.0, 32: 24.0, 64: 24.0, 128: 24.0, 256: 24.0}}
chance {'sc': 0.04040404040404041, 'wn': 0.4664871930352541}
