DTR.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import pickle\n",
    "from collections import defaultdict\n",
    "import sys\n",
    "\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "from Mmetrics import *\n",
    "\n",
    "import LTR\n",
    "import datautil\n",
    "import permutationgraph\n",
    "import DTR\n",
    "import EEL\n",
    "import PPG\n",
    "import PL\n",
    "\n",
    "def df2ds(df_path):\n",
    "    with open(df_path, 'rb') as f:\n",
    "        df = pickle.load(f)\n",
    "    ds = df.to_dict(orient='list')\n",
    "    for k in ds:\n",
    "        ds[k] = np.array(ds[k])\n",
    "    ds['dlr'] = np.concatenate([np.zeros(1), np.where(np.diff(ds['qid'])==1)[0]+1, np.array([ds['qid'].shape[0]])]).astype(int)\n",
    "    return type('ltr', (object,), ds)\n",
    "\n",
    "\n",
    "def dict2ds(df_path):\n",
    "    with open(df_path, 'rb') as f:\n",
    "        ds = pickle.load(f)\n",
    "    return type('ltr', (object,), ds)\n",
    "\n",
    "ds2019 = df2ds('LTR2019.df')\n",
    "ds2020 = df2ds('LTR2020.df')\n",
    "\n",
    "\n",
    "def valid_queries(ds):\n",
    "    dtr, eel = [], []\n",
    "    groups = np.unique(ds.g)\n",
    "    for qid in range(ds.dlr.shape[0] - 1):\n",
    "        s, e = ds.dlr[qid:qid+2]\n",
    "        lv = ds.lv[s:e]\n",
    "        g = ds.g[s:e]\n",
    "        z = False\n",
    "        for group in groups:\n",
    "            if lv[g==group].sum() == 0:\n",
    "                z = True\n",
    "                break\n",
    "        if not z:\n",
    "            dtr.append(qid)\n",
    "        if len(np.unique(ds.g[s:e])) > 1:\n",
    "            eel.append(qid)\n",
    "            \n",
    "    return {'DTR':np.array(dtr), 'EEL':np.array(eel)}\n",
    "\n",
    "ds2019.valids = valid_queries(ds2019)\n",
    "ds2020.valids = valid_queries(ds2020)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tqdm.notebook import trange\n",
    "\n",
    "exposure2020 = np.array([1./np.log2(2+i) for i in range(1,np.diff(ds2020.dlr).max()+2)])\n",
    "exposure2019 = np.array([1./np.log2(2+i) for i in range(1,np.diff(ds2019.dlr).max()+2)])\n",
    "\n",
    "def learn_one_PPG(metric, qid, verbose, y_pred, g, dlr, epochs, lr, exposure, grade_levels, samples_cnt, sessions_cnt):\n",
    "    s, e = dlr[qid:qid+2]\n",
    "    y_pred_s, g_s, sorted_docs_s, dlr_s = \\\n",
    "        EEL.copy_sessions(y=y_pred[s:e], g=g[s:e], sorted_docs=y_pred[s:e].argsort()[::-1], sessions=sessions_cnt)\n",
    "    \n",
    "    if metric == 'EEL':\n",
    "        objective_ins = EEL.EEL(y_pred = y_pred_s, g = g_s, dlr = dlr_s, exposure=exposure, grade_levels = grade_levels)\n",
    "    else:\n",
    "        objective_ins = DTR.DTR(y_pred = y_pred_s, g = g_s, dlr = dlr_s, exposure=exposure)\n",
    "        \n",
    "    learner = PPG.Learner(  PPG_mat=None, samples_cnt=samples_cnt, \n",
    "                                objective_ins=objective_ins, \n",
    "                                sorted_docs = sorted_docs_s, \n",
    "                                dlr = dlr_s,\n",
    "                                intra = g_s,\n",
    "                                inter = np.repeat(dlr_s[:-1], np.diff(dlr_s)))\n",
    "    vals = learner.fit(epochs, lr, verbose=verbose)\n",
    "    return vals\n",
    "\n",
    "def learn_all_PPG(metric, y_pred, g, dlr, epochs, lr, exposure, grade_levels, samples_cnt, sessions_cnt):\n",
    "    sorted_docs = []\n",
    "    \n",
    "    for qid in trange(dlr.shape[0] - 1, leave=False):\n",
    "#     for qid in range(dlr.shape[0] - 1):\n",
    "        min_b = learn_one_PPG(metric, qid, 0, y_pred, g, dlr, epochs, lr, exposure, grade_levels, samples_cnt, sessions_cnt)\n",
    "        sorted_docs.append(min_b)\n",
    "        \n",
    "\n",
    "    # print(ndcg_dtr(exposure, lv, np.concatenate(y_rerank), dlr, g, query_counts))\n",
    "    return sorted_docs\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test(validid, res):\n",
    "    qid = ds2020.valids['DTR'][validid]\n",
    "    s, e = ds2020.dlr[qid:qid+2]\n",
    "\n",
    "    # print(lv_1[qid])\n",
    "    # for i in range(4):\n",
    "    #     print('\\t', lv_4[qid][i*(e-s):(i+1)*(e-s)] - i*(e-s))\n",
    "\n",
    "\n",
    "    exposure = np.array([1./np.log2(2+i) for i in range(1,np.diff(ds2020.dlr).max()+2)])\n",
    "\n",
    "    lv_s, g_s, sorted_docs_s, dlr_s = \\\n",
    "            EEL.copy_sessions(y=ds2020.lv[s:e], g=ds2020.g[s:e], sorted_docs=ds2020.lv[s:e].argsort()[::-1], sessions=4)\n",
    "\n",
    "\n",
    "\n",
    "    objective_ins_4 = DTR.DTR(y_pred = lv_s, g = g_s, dlr = dlr_s, exposure=exposure)\n",
    "    print('true labels:')\n",
    "    print(objective_ins_4.eval(res[qid]))\n",
    "\n",
    "    for i in range(4):\n",
    "        print('\\t', objective_ins_4.eval(res[qid][i*(e-s):(i+1)*(e-s)] - i*(e-s)))\n",
    "        \n",
    "    objective_ins_1 = DTR.DTR(y_pred = ds2020.lv[s:e], g = ds2020.g[s:e], dlr = np.array([0,e-s]), exposure=exposure)\n",
    "#     print('true labels:')\n",
    "    print(objective_ins_1.eval(res1[qid]))\n",
    "       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1  5 18  8  2  3  4  6  7  9 17 10 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 26 28 36 29 30 31 32 33 34 35 19 39 43 56 46 40 41 42 44 45 47\n",
      " 55 48 49 50 51 52 53 54 38 58 62 75 65 59 60 61 63 64 66 74 67 68 69 70\n",
      " 71 72 73 57] inter: [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0 19 19 19 19 19\n",
      " 19 19 19 19 19 19 19 19 19 19 19 19 19 19 38 38 38 38 38 38 38 38 38 38\n",
      " 38 38 38 38 38 38 38 38 38 57 57 57 57 57 57 57 57 57 57 57 57 57 57 57\n",
      " 57 57 57 57] intra: ['L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'L' 'L' 'H'\n",
      " 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'L' 'L'\n",
      " 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'L'\n",
      " 'L' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'H'\n",
      " 'L' 'L' 'H' 'H']\n",
      "min_f: 0.7573575341340542 , mean_f: 0.9248748602532512\n",
      "new ref permutation:\n",
      " [ 1  5 18  8  2  7  3  4  6 17 10  9 11 12 15 13 16 14  0 20 24 37 27 21\n",
      " 26 22 23 25 36 29 28 30 31 34 32 35 33 19 39 43 56 46 40 45 41 42 44 55\n",
      " 48 47 49 50 53 51 54 52 38 58 62 75 65 59 64 60 61 63 74 67 66 68 69 72\n",
      " 70 73 71 57]\n",
      "min_f: 0.6863266981900813 , mean_f: 0.8126838272033534\n",
      "new ref permutation:\n",
      " [ 1  5 18  7  8  2  3  4  6 17 10  9 11 12 15 16 13 14  0 20 24 37 26 27\n",
      " 21 22 23 25 36 29 28 30 31 34 35 32 33 19 39 43 56 45 46 40 41 42 44 55\n",
      " 48 47 49 50 53 54 51 52 38 58 62 75 64 65 59 60 61 63 74 67 66 68 69 72\n",
      " 73 70 71 57]\n",
      "min_f: 0.553615961196616 , mean_f: 0.7364633009415138\n",
      "new ref permutation:\n",
      " [ 1  7  5 18  8  2  3  4  6 17 10  9 11 12 15 16 13  0 14 20 26 24 37 27\n",
      " 21 22 23 25 36 29 28 30 31 34 35 32 19 33 39 45 43 56 46 40 41 42 44 55\n",
      " 48 47 49 50 53 54 51 38 52 58 64 62 75 65 59 60 61 63 74 67 66 68 69 72\n",
      " 73 70 57 71]\n",
      "min_f: 0.5435293273500799 , mean_f: 0.5545502193768854\n",
      "new ref permutation:\n",
      " [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 12 16  0 13 14 20 26 24 37 27\n",
      " 21 22 23 25 36 29 28 30 34 31 35 19 32 33 39 45 43 56 46 40 41 42 44 55\n",
      " 48 47 49 53 50 54 38 51 52 58 64 62 75 65 59 60 61 63 74 67 66 68 72 69\n",
      " 73 57 70 71]\n",
      "min_f: 0.533669280963261 , mean_f: 0.5380924381269616\n",
      "new ref permutation:\n",
      " [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 20 26 24 37 27\n",
      " 21 22 23 25 36 29 28 30 34 35 19 31 32 33 39 45 43 56 46 40 41 42 44 55\n",
      " 48 47 49 53 54 38 50 51 52 58 64 62 75 65 59 60 61 63 74 67 66 68 72 73\n",
      " 57 69 70 71]\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n",
      "min_f: 0.533669280963261 , mean_f: 0.5336692809632612\n"
     ]
    }
   ],
   "source": [
    "res = learn_one_PPG('DTR', ds2020.valids['DTR'][0], 1, ds2020.lv, ds2020.g, ds2020.dlr, 30, 0.01, exposure=exposure2020, grade_levels=5, samples_cnt=16, sessions_cnt=4)\n",
    "# res1 = learn_all_PPG('DTR', ds2020.lv, ds2020.g, ds2020.dlr, 30, 0.01, exposure=exposure2020, grade_levels=5, samples_cnt=16, sessions_cnt=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1  5 18  8  2  3  4  6  7  9 17 10 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 26 28 36 29 30 31 32 33 34 35 19 39 43 56 46 40 41 42 44 45 47\n",
      " 55 48 49 50 51 52 53 54 38 58 62 75 65 59 60 61 63 64 66 74 67 68 69 70\n",
      " 71 72 73 57] inter: [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0 19 19 19 19 19\n",
      " 19 19 19 19 19 19 19 19 19 19 19 19 19 19 38 38 38 38 38 38 38 38 38 38\n",
      " 38 38 38 38 38 38 38 38 38 57 57 57 57 57 57 57 57 57 57 57 57 57 57 57\n",
      " 57 57 57 57] intra: ['L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'L' 'L' 'H'\n",
      " 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'L' 'L'\n",
      " 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'L'\n",
      " 'L' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'H'\n",
      " 'L' 'L' 'H' 'H']\n",
      "[ 0  1  2  3  4  5  6  7  8 10  9 11 13 12 14 16 17 15 18 19 20 21 22 23\n",
      " 27 24 25 26 29 30 32 28 33 31 34 35 36 37 39 40 38 41 42 43 44 45 46 47\n",
      " 48 49 51 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 67 66 68 70 71 69\n",
      " 72 73 74 75] -> [ 1  5 18  8  2  3  4  6  7 17  9 10 12 11 13 15 16 14  0 20 24 37 27 21\n",
      " 26 22 23 25 36 29 31 28 32 30 33 34 35 19 43 56 39 46 40 41 42 44 45 47\n",
      " 55 48 50 49 51 52 53 54 38 58 62 75 65 59 60 61 63 64 74 66 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  8  5  6  7 10  9 11 13 14 12 16 15 17 18 20 19 21 22 23\n",
      " 27 24 25 28 26 29 30 32 31 33 34 35 36 37 39 40 38 41 42 46 43 44 45 47\n",
      " 50 48 49 51 52 54 53 55 56 58 59 57 60 61 62 63 64 65 67 66 68 70 71 69\n",
      " 72 73 74 75] -> [ 1  5 18  8  2  7  3  4  6 17  9 10 12 13 11 15 14 16  0 24 20 37 27 21\n",
      " 26 22 23 28 25 36 29 31 30 32 33 34 35 19 43 56 39 46 40 45 41 42 44 47\n",
      " 49 55 48 50 51 53 52 54 38 62 75 58 65 59 60 61 63 64 74 66 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 16 13 14 17 15 18 20 19 21 22 23\n",
      " 24 25 27 28 26 29 30 31 32 35 33 36 34 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 51 52 53 50 54 55 56 58 57 59 60 61 62 63 65 64 66 67 68 69 70 71\n",
      " 73 74 72 75] -> [ 1  5 18  8  2  3  4  6  7  9 17 10 11 15 12 13 16 14  0 24 20 37 27 21\n",
      " 22 23 26 28 25 36 29 30 31 34 32 35 33 19 39 43 56 46 40 41 42 44 45 47\n",
      " 55 48 50 51 52 49 53 54 38 62 58 75 65 59 60 61 64 63 66 74 67 68 69 70\n",
      " 72 73 71 57]\n",
      "[ 1  0  2  3  4  8  5  6  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 29 28 30 31 32 33 35 36 34 37 38 39 40 41 42 43 44 45 48 46\n",
      " 49 51 47 50 52 54 53 55 56 57 58 59 60 61 62 63 64 67 65 66 69 68 70 71\n",
      " 72 73 74 75] -> [ 5  1 18  8  2  7  3  4  6  9 17 10 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 26 36 28 29 30 31 32 34 35 33 19 39 43 56 46 40 41 42 44 55 45\n",
      " 48 50 47 49 51 53 52 54 38 58 62 75 65 59 60 61 63 74 64 66 68 67 69 70\n",
      " 71 72 73 57]\n",
      "[ 1  2  0  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 21 19 22 23\n",
      " 27 24 25 26 29 28 30 32 31 33 34 35 36 37 38 39 40 41 42 43 44 46 45 47\n",
      " 50 48 49 54 51 52 55 53 56 58 57 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 5 18  1  8  2  3  4  6  7  9 17 10 11 12 13 14 15 16  0 24 37 20 27 21\n",
      " 26 22 23 25 36 28 29 31 30 32 33 34 35 19 39 43 56 46 40 41 42 45 44 47\n",
      " 49 55 48 53 50 51 54 52 38 62 58 75 65 59 60 61 63 64 66 74 67 68 69 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7 10 11 13  8  9 14 12 16 15 17 18 20 21 19 22 23\n",
      " 27 24 25 26 28 29 31 30 32 33 34 35 36 37 39 40 38 41 42 43 46 44 45 48\n",
      " 49 47 51 52 50 54 55 53 56 58 59 57 60 61 62 63 65 66 64 67 68 69 70 71\n",
      " 73 72 74 75] -> [ 1  5 18  8  2  3  4  6 17 10 12  7  9 13 11 15 14 16  0 24 37 20 27 21\n",
      " 26 22 23 25 28 36 30 29 31 32 33 34 35 19 43 56 39 46 40 41 45 42 44 55\n",
      " 48 47 50 51 49 53 54 52 38 62 75 58 65 59 60 61 64 66 63 74 67 68 69 70\n",
      " 72 71 73 57]\n",
      "[ 1  0  2  3  4  5  6  8  9  7 10 11 13 12 14 15 16 17 18 20 21 19 22 23\n",
      " 24 27 25 26 29 28 30 32 33 31 34 35 36 37 39 38 40 41 42 43 44 45 46 47\n",
      " 48 50 49 51 54 52 55 53 56 58 59 57 60 61 62 63 64 65 66 67 68 70 71 72\n",
      " 69 73 74 75] -> [ 5  1 18  8  2  3  4  7  9  6 17 10 12 11 13 14 15 16  0 24 37 20 27 21\n",
      " 22 26 23 25 36 28 29 31 32 30 33 34 35 19 43 39 56 46 40 41 42 44 45 47\n",
      " 55 49 48 50 53 51 54 52 38 62 75 58 65 59 60 61 63 64 66 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  8  9  7 12 10 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 32 33 34 31 35 36 37 38 39 40 41 42 43 44 46 45 48\n",
      " 49 51 47 50 54 52 55 53 56 57 58 59 60 61 62 63 64 65 67 66 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5 18  8  2  3  4  7  9  6 11 17 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 26 28 36 29 31 32 33 30 34 35 19 39 43 56 46 40 41 42 45 44 55\n",
      " 48 50 47 49 53 51 54 52 38 58 62 75 65 59 60 61 63 64 74 66 67 68 69 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  8  9  7 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 29 27 28 31 30 32 33 35 34 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 50 49 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 69 68 70 71\n",
      " 73 72 74 75] -> [ 1  5 18  8  2  3  4  7  9  6 17 10 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 36 26 28 30 29 31 32 34 33 35 19 39 43 56 46 40 41 42 44 45 47\n",
      " 55 49 48 50 51 52 53 54 38 58 62 75 65 59 60 61 63 64 66 74 68 67 69 70\n",
      " 72 71 73 57]\n",
      "[ 1  2  0  3  4  5  6  7 10 11  8 13  9 14 12 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 29 30 28 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 50 49 54 51 52 55 53 56 58 59 57 60 61 62 63 65 66 64 67 68 69 70 71\n",
      " 73 74 72 75] -> [ 5 18  1  8  2  3  4  6 17 10  7 12  9 13 11 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 26 36 29 28 30 31 32 33 34 35 19 39 43 56 46 40 41 42 44 45 47\n",
      " 55 49 48 53 50 51 54 52 38 62 75 58 65 59 60 61 64 66 63 74 67 68 69 70\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  3  4  5  6  8  7  9 10 12 11 13 16 14 17 15 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 32 31 33 34 35 36 37 39 38 40 41 42 43 46 44 45 48\n",
      " 47 49 51 52 50 54 55 53 56 57 58 59 60 61 65 62 63 64 66 67 69 68 73 70\n",
      " 71 74 72 75] -> [ 1  5 18  8  2  3  4  7  6  9 17 11 10 12 15 13 16 14  0 20 24 37 27 21\n",
      " 22 23 25 26 28 36 29 31 30 32 33 34 35 19 43 39 56 46 40 41 45 42 44 55\n",
      " 47 48 50 51 49 53 54 52 38 58 62 75 65 59 64 60 61 63 66 74 68 67 72 69\n",
      " 70 73 71 57]\n",
      "[ 1  2  0  3  4  5  6  8  7  9 10 11 13 12 14 15 16 17 18 20 19 21 22 23\n",
      " 27 24 25 26 29 30 32 28 33 31 35 34 36 37 39 40 38 41 42 43 46 44 45 48\n",
      " 47 49 50 54 51 52 55 53 56 58 57 59 60 61 62 63 64 65 67 66 69 68 70 71\n",
      " 72 73 74 75] -> [ 5 18  1  8  2  3  4  7  6  9 17 10 12 11 13 14 15 16  0 24 20 37 27 21\n",
      " 26 22 23 25 36 29 31 28 32 30 34 33 35 19 43 56 39 46 40 41 45 42 44 55\n",
      " 47 48 49 53 50 51 54 52 38 62 58 75 65 59 60 61 63 64 74 66 68 67 69 70\n",
      " 71 72 73 57]\n",
      "[ 1  0  2  3  4  5  6  8  7 10  9 11 13 12 16 14 17 15 18 19 20 21 22 23\n",
      " 24 25 26 29 27 28 30 32 33 31 35 36 34 37 38 39 40 41 42 46 43 44 45 48\n",
      " 49 47 51 52 53 50 54 55 56 57 58 59 60 61 62 63 65 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 5  1 18  8  2  3  4  7  6 17  9 10 12 11 15 13 16 14  0 20 24 37 27 21\n",
      " 22 23 25 36 26 28 29 31 32 30 34 35 33 19 39 43 56 46 40 45 41 42 44 55\n",
      " 48 47 50 51 52 49 53 54 38 58 62 75 65 59 60 61 64 63 66 74 67 68 69 70\n",
      " 71 72 73 57]\n",
      "[ 1  0  2  3  4  5  6  7  8 10  9 11 13 14 15 12 16 17 18 20 21 19 22 23\n",
      " 24 25 26 27 28 29 30 32 31 33 34 35 36 37 39 40 38 41 42 43 44 46 45 48\n",
      " 49 47 50 51 52 54 55 53 56 58 57 59 60 61 65 62 63 66 64 67 68 70 69 71\n",
      " 73 72 74 75] -> [ 5  1 18  8  2  3  4  6  7 17  9 10 12 13 14 11 15 16  0 24 37 20 27 21\n",
      " 22 23 25 26 28 36 29 31 30 32 33 34 35 19 43 56 39 46 40 41 42 45 44 55\n",
      " 48 47 49 50 51 53 54 52 38 62 58 75 65 59 64 60 61 66 63 74 67 69 68 70\n",
      " 72 71 73 57]\n",
      "[ 1  0  2  3  4  5  6  7  8 10  9 12 11 13 14 15 16 17 18 20 19 21 22 23\n",
      " 24 25 26 29 27 28 31 30 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 50 49 51 52 54 53 55 56 57 58 59 60 61 65 62 63 66 64 67 69 68 70 71\n",
      " 72 73 74 75] -> [ 5  1 18  8  2  3  4  6  7 17  9 11 10 12 13 14 15 16  0 24 20 37 27 21\n",
      " 22 23 25 36 26 28 30 29 31 32 33 34 35 19 39 43 56 46 40 41 42 44 45 47\n",
      " 55 49 48 50 51 53 52 54 38 58 62 75 65 59 64 60 61 66 63 74 68 67 69 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 12 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 27 25 26 28 29 30 32 31 33 34 35 36 37 38 39 40 41 42 43 44 46 47 45\n",
      " 48 49 51 50 52 54 53 55 56 57 58 59 60 61 62 65 63 64 66 67 68 70 69 71\n",
      " 73 72 74 75] -> [ 1  5 18  8  2  3  4  6  7  9 17 11 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 26 23 25 28 36 29 31 30 32 33 34 35 19 39 43 56 46 40 41 42 45 47 44\n",
      " 55 48 50 49 51 53 52 54 38 58 62 75 65 59 60 64 61 63 66 74 67 69 68 70\n",
      " 72 71 73 57]\n",
      "min_f: 0.786768974266892 , mean_f: 0.9083578143431381\n",
      "new ref permutation:\n",
      " [ 1  5 18  8  2  3  4  6  7  9 17 11 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 26 23 25 28 36 29 31 30 32 33 34 35 19 39 43 56 46 40 41 42 45 47 44\n",
      " 55 48 50 49 51 53 52 54 38 58 62 75 65 59 60 64 61 63 66 74 67 69 68 70\n",
      " 72 71 73 57]\n",
      "intra:\n",
      " ['L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'L' 'H' 'H' 'H' 'H' 'L' 'L'\n",
      " 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'L'\n",
      " 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'L'\n",
      " 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'L' 'H' 'H' 'H' 'L' 'H'\n",
      " 'L' 'H' 'L' 'L']\n",
      "[[0.         0.4991751  0.51080586 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.         0.         0.         ... 0.         0.51154733 0.51816716]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]]\n",
      "[ 1  0  2  3  4  5  6  7  8 10  9 12 11 13 14 15 16 17 18 20 19 21 22 23\n",
      " 25 24 26 27 28 29 30 31 32 35 33 36 34 37 39 40 38 41 42 43 44 45 46 47\n",
      " 48 49 51 50 52 53 55 54 56 57 58 59 60 61 62 63 64 66 65 67 68 70 69 71\n",
      " 72 74 73 75] -> [ 5  1 18  8  2  3  4  6  7 17  9 10 11 12 13 14 15 16  0 24 20 37 27 21\n",
      " 26 22 23 25 28 36 29 31 30 34 32 35 33 19 43 56 39 46 40 41 42 45 47 44\n",
      " 55 48 49 50 51 53 54 52 38 58 62 75 65 59 60 64 61 66 63 74 67 68 69 70\n",
      " 72 73 71 57]\n",
      "[ 1  2  0  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 32 31 33 34 35 36 37 39 40 38 41 42 45 43 44 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 71 73\n",
      " 70 72 74 75] -> [ 5 18  1  8  2  3  4  6  7  9 17 11 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 26 23 25 28 36 29 30 31 32 33 34 35 19 43 56 39 46 40 45 41 42 44 47\n",
      " 55 48 50 49 51 53 52 54 38 58 62 75 65 59 60 64 61 63 66 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 15 16 17 18 20 19 21 22 23\n",
      " 25 24 26 27 29 30 31 28 33 32 34 35 36 37 38 39 40 41 42 45 43 44 47 48\n",
      " 49 46 51 53 50 52 55 54 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 72\n",
      " 74 71 73 75] -> [ 1  5 18  8  2  3  4  6  7  9 11 17 10 12 13 14 15 16  0 24 20 37 27 21\n",
      " 26 22 23 25 36 29 31 28 32 30 33 34 35 19 39 43 56 46 40 45 41 42 44 55\n",
      " 48 47 49 53 50 51 54 52 38 58 62 75 65 59 60 64 61 63 66 74 67 69 68 72\n",
      " 73 70 71 57]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 10 11 12 13 14 16 15 17 18 20 19 21 22 23\n",
      " 24 26 25 27 28 29 30 32 31 33 34 35 36 37 39 38 40 41 42 45 43 44 47 48\n",
      " 46 49 51 50 52 54 53 55 56 58 57 59 60 61 62 63 64 65 67 68 69 66 70 72\n",
      " 74 71 73 75] -> [ 1  5 18  8  2  3  7  4  6  9 17 11 10 12 13 15 14 16  0 24 20 37 27 21\n",
      " 22 23 26 25 28 36 29 30 31 32 33 34 35 19 43 39 56 46 40 45 41 42 44 55\n",
      " 47 48 49 50 51 52 53 54 38 62 58 75 65 59 60 64 61 63 74 67 69 66 68 72\n",
      " 73 70 71 57]\n",
      "[ 1  2  0  3  4  5  6  7  8  9 10 11 12 13 14 16 17 15 18 19 20 21 22 23\n",
      " 25 24 26 27 29 28 30 31 33 32 35 34 36 37 38 39 40 41 42 45 43 44 46 47\n",
      " 48 49 50 51 52 53 55 54 56 58 57 59 60 61 62 64 63 65 67 66 70 68 69 71\n",
      " 73 72 74 75] -> [ 5 18  1  8  2  3  4  6  7  9 17 11 10 12 13 15 16 14  0 20 24 37 27 21\n",
      " 26 22 23 25 36 28 29 31 32 30 34 33 35 19 39 43 56 46 40 45 41 42 47 44\n",
      " 55 48 50 49 51 53 54 52 38 62 58 75 65 59 60 61 64 63 74 66 68 67 69 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  8  9  7 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 29 28 30 31 32 33 35 34 36 37 38 39 40 41 42 45 43 44 47 46\n",
      " 48 49 50 51 53 52 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 70 69 71\n",
      " 72 74 73 75] -> [ 1  5 18  8  2  3  4  7  9  6 17 11 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 26 25 36 28 29 31 30 32 34 33 35 19 39 43 56 46 40 45 41 42 44 47\n",
      " 55 48 50 49 53 51 52 54 38 58 62 75 65 59 60 61 64 63 66 74 67 68 69 70\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  3  4  5  8  6  7 10  9 12 11 13 14 15 16 17 18 20 21 19 22 23\n",
      " 24 25 26 28 27 29 32 30 31 33 34 35 36 37 39 40 38 41 42 45 43 44 47 46\n",
      " 48 49 50 51 53 55 52 54 56 58 57 59 60 61 62 64 63 66 65 67 68 70 69 71\n",
      " 72 74 73 75] -> [ 1  5 18  8  2  3  7  4  6 17  9 10 11 12 13 14 15 16  0 24 37 20 27 21\n",
      " 22 26 23 28 25 36 30 29 31 32 33 34 35 19 43 56 39 46 40 45 41 42 44 47\n",
      " 55 48 50 49 53 54 51 52 38 62 58 75 65 59 60 61 64 66 63 74 67 68 69 70\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  3  4  5  6  7  8 10  9 12 11 13 14 15 16 17 18 20 21 19 22 23\n",
      " 24 25 26 28 27 29 30 32 31 33 34 35 36 37 38 39 40 41 42 43 44 47 45 48\n",
      " 49 46 51 50 52 53 55 54 56 57 58 59 60 61 62 64 63 65 67 68 66 69 70 72\n",
      " 71 74 73 75] -> [ 1  5 18  8  2  3  4  6  7 17  9 10 11 12 13 14 15 16  0 24 37 20 27 21\n",
      " 22 26 23 28 25 36 29 30 31 32 33 34 35 19 39 43 56 46 40 41 42 44 45 55\n",
      " 48 47 49 50 51 53 54 52 38 58 62 75 65 59 60 61 64 63 74 67 66 69 68 72\n",
      " 70 73 71 57]\n",
      "[ 1  0  2  3  4  5  6  7  8  9 10 12 11 13 14 16 15 17 18 20 19 21 22 23\n",
      " 25 24 26 27 29 28 32 30 31 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 52 51 53 54 55 56 58 57 59 60 61 62 64 63 65 67 66 68 69 70 72\n",
      " 74 71 73 75] -> [ 5  1 18  8  2  3  4  6  7  9 17 10 11 12 13 15 14 16  0 24 20 37 27 21\n",
      " 26 22 23 25 36 28 30 29 31 32 33 34 35 19 39 43 56 46 40 41 45 42 47 44\n",
      " 55 48 50 51 49 53 52 54 38 62 58 75 65 59 60 61 64 63 74 66 67 69 68 72\n",
      " 73 70 71 57]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 12 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 39 40 38 41 42 43 44 45 46 47\n",
      " 48 49 51 50 52 53 55 54 56 57 58 59 60 61 62 64 63 65 67 68 69 66 71 70\n",
      " 72 74 73 75] -> [ 1  5 18  8  2  3  4  6 17  7  9 10 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 26 23 25 28 36 29 31 30 32 33 34 35 19 43 56 39 46 40 41 42 45 47 44\n",
      " 55 48 49 50 51 53 54 52 38 58 62 75 65 59 60 61 64 63 74 67 69 66 70 68\n",
      " 72 73 71 57]\n",
      "[ 1  2  0  3  4  8  5  6  7  9 11 10 12 13 14 16 15 17 18 20 19 21 22 23\n",
      " 24 26 25 27 29 30 28 32 31 33 35 34 36 37 39 38 40 41 42 43 45 44 46 47\n",
      " 48 51 49 50 52 53 54 55 56 58 59 57 60 61 62 63 64 66 65 67 68 70 72 74\n",
      " 69 71 73 75] -> [ 5 18  1  8  2  7  3  4  6  9 11 17 10 12 13 15 14 16  0 24 20 37 27 21\n",
      " 22 23 26 25 36 29 28 30 31 32 34 33 35 19 43 39 56 46 40 41 45 42 47 44\n",
      " 55 49 48 50 51 53 52 54 38 62 75 58 65 59 60 64 61 66 63 74 67 68 72 73\n",
      " 69 70 71 57]\n",
      "[ 1  0  2  3  4  5  8  6  7 10  9 12 11 13 14 16 17 15 18 20 21 19 22 23\n",
      " 25 24 26 28 27 29 30 31 33 32 35 34 36 37 38 39 40 41 42 45 43 44 47 48\n",
      " 46 51 49 50 52 53 54 55 56 58 59 57 60 61 63 62 64 65 66 67 68 69 70 72\n",
      " 71 74 73 75] -> [ 5  1 18  8  2  3  7  4  6 17  9 10 11 12 13 15 16 14  0 24 37 20 27 21\n",
      " 26 22 23 28 25 36 29 31 32 30 34 33 35 19 39 43 56 46 40 45 41 42 44 55\n",
      " 47 49 48 50 51 53 52 54 38 62 75 58 65 59 64 60 61 63 66 74 67 69 68 72\n",
      " 70 73 71 57]\n",
      "[ 0  1  2  3  4  5  6  7  8 10 12  9 11 13 14 16 17 15 18 20 19 21 22 23\n",
      " 25 24 26 27 29 28 32 30 31 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 51 53 50 55 52 54 56 57 58 59 60 61 62 64 63 65 67 66 70 68 69 71\n",
      " 72 74 73 75] -> [ 1  5 18  8  2  3  4  6  7 17 10  9 11 12 13 15 16 14  0 24 20 37 27 21\n",
      " 26 22 23 25 36 28 30 29 31 32 33 34 35 19 39 43 56 46 40 41 45 42 47 44\n",
      " 55 48 49 53 50 54 51 52 38 58 62 75 65 59 60 61 64 63 74 66 68 67 69 70\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  3  4  5  6  7  8 10  9 11 12 13 14 16 15 17 18 20 19 21 22 23\n",
      " 24 26 25 27 28 29 30 31 33 32 35 34 36 37 39 38 40 41 42 43 44 45 47 46\n",
      " 51 48 49 53 50 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 71 70\n",
      " 73 72 74 75] -> [ 1  5 18  8  2  3  4  6  7 17  9 11 10 12 13 15 14 16  0 24 20 37 27 21\n",
      " 22 23 26 25 28 36 29 31 32 30 34 33 35 19 43 39 56 46 40 41 42 45 44 47\n",
      " 49 55 48 53 50 51 52 54 38 58 62 75 65 59 60 64 61 63 66 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8 10  9 11 12 13 14 16 15 17 18 19 20 21 22 23\n",
      " 24 25 26 27 29 28 30 31 33 32 34 35 36 37 39 40 38 41 42 45 43 44 46 47\n",
      " 51 48 49 50 52 53 55 54 56 58 59 57 60 61 62 64 63 65 66 67 68 70 69 72\n",
      " 74 71 73 75] -> [ 1  5 18  8  2  3  4  6  7 17  9 11 10 12 13 15 14 16  0 20 24 37 27 21\n",
      " 22 26 23 25 36 28 29 31 32 30 33 34 35 19 43 56 39 46 40 45 41 42 47 44\n",
      " 49 55 48 50 51 53 54 52 38 62 75 58 65 59 60 61 64 63 66 74 67 68 69 72\n",
      " 73 70 71 57]\n",
      "[ 0  1  2  3  4  8  5  6  9  7 10 12 11 13 14 15 16 17 18 20 21 19 22 23\n",
      " 25 24 26 28 27 29 32 30 31 35 33 36 34 37 39 38 40 41 42 43 44 45 47 48\n",
      " 46 49 50 51 53 52 54 55 56 58 57 59 60 61 63 62 64 65 66 67 68 70 69 72\n",
      " 71 74 73 75] -> [ 1  5 18  8  2  7  3  4  9  6 17 10 11 12 13 14 15 16  0 24 37 20 27 21\n",
      " 26 22 23 28 25 36 30 29 31 34 32 35 33 19 43 39 56 46 40 41 42 45 44 55\n",
      " 47 48 50 49 53 51 52 54 38 62 58 75 65 59 64 60 61 63 66 74 67 68 69 72\n",
      " 70 73 71 57]\n",
      "min_f: 0.7784609797184325 , mean_f: 0.8900790511512734\n",
      "new ref permutation:\n",
      " [ 1  5 18  8  2  3  4  7  9  6 17 11 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 26 25 36 28 29 31 30 32 34 33 35 19 39 43 56 46 40 45 41 42 44 47\n",
      " 55 48 50 49 53 51 52 54 38 58 62 75 65 59 60 61 64 63 66 74 67 68 69 70\n",
      " 72 73 71 57]\n",
      "intra:\n",
      " ['L' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'L' 'L'\n",
      " 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'L' 'H' 'H' 'L' 'H' 'L' 'H'\n",
      " 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'L' 'L' 'H'\n",
      " 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'H' 'L' 'H' 'H'\n",
      " 'L' 'L' 'H' 'L']\n",
      "[[0.         0.50306468 0.52204648 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.         0.         0.         ... 0.         0.49915405 0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.53663993]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 20 21 19 22 23\n",
      " 26 24 25 27 28 30 29 32 31 33 34 36 35 37 39 38 40 41 43 42 44 45 46 48\n",
      " 47 49 51 50 53 52 55 54 56 58 59 57 60 61 62 63 64 65 67 68 66 69 70 72\n",
      " 71 73 75 74] -> [ 1  5 18  8  2  3  7  4  9  6 17 11 10 12 13 14 15 16  0 24 37 20 27 21\n",
      " 26 22 23 25 36 29 28 30 31 32 34 35 33 19 43 39 56 46 45 40 41 42 44 55\n",
      " 47 48 49 50 51 53 54 52 38 62 75 58 65 59 60 61 64 63 74 67 66 68 69 72\n",
      " 70 73 57 71]\n",
      "[ 1  0  2  3  4  5  6  7  9 10  8 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 27 26 28 29 30 31 33 32 34 35 36 37 38 39 40 43 41 42 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 65 64 66 67 68 70 71 74\n",
      " 69 72 73 75] -> [ 5  1 18  8  2  3  4  7  6 17  9 11 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 26 36 28 29 31 32 30 34 33 35 19 39 43 56 45 46 40 41 42 44 47\n",
      " 55 48 50 49 53 51 52 54 38 58 62 75 65 59 60 61 63 64 66 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 1  0  2  3  4  7  5  6  8  9 10 12 11 13 14 16 17 15 18 20 21 19 22 23\n",
      " 24 26 25 29 27 28 30 31 32 33 34 36 35 37 38 39 40 41 42 44 43 45 46 48\n",
      " 47 51 49 50 53 52 55 54 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 75 74] -> [ 5  1 18  8  2  7  3  4  9  6 17 10 11 12 13 15 16 14  0 24 37 20 27 21\n",
      " 22 26 23 28 25 36 29 31 30 32 34 35 33 19 39 43 56 46 40 41 45 42 44 55\n",
      " 47 49 48 50 51 53 54 52 38 58 62 75 65 59 60 61 64 63 66 74 67 68 69 70\n",
      " 72 73 57 71]\n",
      "[ 1  2  0  3  4  5  7  6  9 10  8 12 11 13 14 16 15 17 18 20 21 19 22 23\n",
      " 24 25 27 26 29 28 32 30 31 33 34 36 35 37 39 40 38 41 42 43 44 45 46 48\n",
      " 47 49 50 51 52 53 54 55 56 58 57 59 60 61 62 63 65 67 64 66 69 68 70 72\n",
      " 71 73 74 75] -> [ 5 18  1  8  2  3  7  4  6 17  9 10 11 12 13 15 14 16  0 24 37 20 27 21\n",
      " 22 23 25 26 28 36 30 29 31 32 34 35 33 19 43 56 39 46 40 45 41 42 44 55\n",
      " 47 48 50 49 53 51 52 54 38 62 58 75 65 59 60 61 63 74 64 66 68 67 69 72\n",
      " 70 73 71 57]\n",
      "[ 1  2  0  3  4  5  6  9  7 10  8 12 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 29 27 28 32 30 31 34 36 33 35 37 39 38 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 58 59 57 60 61 62 63 65 67 64 66 69 68 70 71\n",
      " 72 73 74 75] -> [ 5 18  1  8  2  3  4  6  7 17  9 10 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 26 28 25 36 30 29 31 34 35 32 33 19 43 39 56 46 40 45 41 42 44 47\n",
      " 55 48 50 49 53 51 52 54 38 62 75 58 65 59 60 61 63 74 64 66 68 67 69 70\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  3  4  7  5  6  9  8 11 10 12 13 14 16 15 17 18 19 20 21 22 23\n",
      " 24 25 26 27 29 28 30 31 32 34 33 35 36 37 39 38 40 41 42 43 44 45 47 46\n",
      " 48 49 50 53 51 54 52 55 56 58 59 57 60 61 62 63 65 64 67 66 69 68 72 70\n",
      " 71 73 75 74] -> [ 1  5 18  8  2  7  3  4  6  9 11 17 10 12 13 15 14 16  0 20 24 37 27 21\n",
      " 22 23 26 25 28 36 29 31 30 34 32 33 35 19 43 39 56 46 40 45 41 42 47 44\n",
      " 55 48 50 51 49 52 53 54 38 62 75 58 65 59 60 61 63 64 74 66 68 67 72 69\n",
      " 70 73 57 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 12 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 27 28 26 29 32 30 31 33 34 36 35 37 38 39 40 43 41 42 44 45 46 48\n",
      " 49 47 51 50 53 52 55 54 56 58 57 59 60 61 62 63 65 64 67 68 66 70 69 72\n",
      " 71 73 75 74] -> [ 1  5 18  8  2  3  4  7  9  6 17 10 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 36 26 28 30 29 31 32 34 35 33 19 39 43 56 45 46 40 41 42 44 55\n",
      " 48 47 49 50 51 53 54 52 38 62 58 75 65 59 60 61 63 64 74 67 66 69 68 72\n",
      " 70 73 57 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 29 27 28 30 32 31 33 34 36 35 37 39 40 38 41 42 43 44 45 46 48\n",
      " 47 49 50 51 53 52 55 54 56 58 57 59 60 61 62 63 65 64 67 68 66 70 71 69\n",
      " 72 73 75 74] -> [ 1  5 18  8  2  3  4  7  9  6 11 17 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 26 28 25 36 29 30 31 32 34 35 33 19 43 56 39 46 40 45 41 42 44 55\n",
      " 47 48 50 49 51 53 54 52 38 62 58 75 65 59 60 61 63 64 74 67 66 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 12 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 30 31 29 32 33 34 35 36 37 39 38 40 41 42 44 45 43 46 47\n",
      " 48 49 50 51 52 55 53 54 56 57 58 59 60 61 62 63 65 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5 18  8  2  3  4  7  9  6 17 10 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 26 23 25 36 29 31 28 30 32 34 33 35 19 43 39 56 46 40 41 42 45 44 47\n",
      " 55 48 50 49 53 54 51 52 38 58 62 75 65 59 60 61 63 64 66 74 67 68 69 70\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  3  4  7  5  6  9  8 10 11 12 13 14 15 16 17 18 20 21 19 22 23\n",
      " 24 25 27 28 30 26 29 31 33 35 32 34 36 37 38 39 40 41 42 43 44 45 46 48\n",
      " 47 49 50 53 51 52 54 55 56 58 57 59 60 61 64 62 63 65 67 68 70 66 71 69\n",
      " 72 73 75 74] -> [ 1  5 18  8  2  7  3  4  6  9 17 11 10 12 13 14 15 16  0 24 37 20 27 21\n",
      " 22 23 25 36 29 26 28 31 32 33 30 34 35 19 39 43 56 46 40 45 41 42 44 55\n",
      " 47 48 50 51 49 53 52 54 38 62 58 75 65 59 64 60 61 63 74 67 69 66 70 68\n",
      " 72 73 57 71]\n",
      "[ 1  0  2  3  4  7  5  6  8  9 11 10 12 13 14 16 15 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 30 29 31 32 34 33 35 36 37 38 39 40 43 41 42 44 45 46 47\n",
      " 48 49 51 50 53 52 55 54 56 58 59 57 60 61 62 63 65 67 64 66 69 68 72 70\n",
      " 71 73 75 74] -> [ 5  1 18  8  2  7  3  4  9  6 11 17 10 12 13 15 14 16  0 20 24 37 27 21\n",
      " 22 23 26 25 36 29 28 31 30 34 32 33 35 19 39 43 56 45 46 40 41 42 44 47\n",
      " 55 48 49 50 51 53 54 52 38 62 75 58 65 59 60 61 63 74 64 66 68 67 72 69\n",
      " 70 73 57 71]\n",
      "[ 1  0  2  3  4  5  6  7  9  8 11 10 12 13 14 16 15 17 18 20 19 21 22 23\n",
      " 24 25 27 28 26 29 32 30 34 31 33 35 36 37 38 39 40 43 41 42 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 67 66 69 68 72 70\n",
      " 71 73 75 74] -> [ 5  1 18  8  2  3  4  7  6  9 11 17 10 12 13 15 14 16  0 24 20 37 27 21\n",
      " 22 23 25 36 26 28 30 29 34 31 32 33 35 19 39 43 56 45 46 40 41 42 44 47\n",
      " 55 48 50 49 53 51 52 54 38 58 62 75 65 59 60 64 61 63 74 66 68 67 72 69\n",
      " 70 73 57 71]\n",
      "[ 1  0  2  3  4  5  6  7  8  9 10 12 11 13 14 16 15 17 18 19 20 21 22 23\n",
      " 24 25 27 26 29 28 30 31 32 34 33 35 36 37 38 39 40 41 43 42 44 45 46 47\n",
      " 48 49 50 51 52 53 55 54 56 58 59 57 60 61 62 63 65 64 66 67 68 70 69 72\n",
      " 73 71 74 75] -> [ 5  1 18  8  2  3  4  7  9  6 17 10 11 12 13 15 14 16  0 20 24 37 27 21\n",
      " 22 23 25 26 28 36 29 31 30 34 32 33 35 19 39 43 56 46 45 40 41 42 44 47\n",
      " 55 48 50 49 53 51 54 52 38 62 75 58 65 59 60 61 63 64 66 74 67 69 68 72\n",
      " 73 70 71 57]\n",
      "[ 1  2  0  3  4  5  6  7  8  9 10 11 12 13 14 16 15 17 18 20 21 19 22 23\n",
      " 24 25 27 28 26 29 32 30 31 33 34 35 36 37 38 39 40 43 41 42 44 45 46 48\n",
      " 47 51 49 52 50 53 54 55 56 57 58 59 60 61 62 63 65 64 67 66 69 72 68 73\n",
      " 70 71 75 74] -> [ 5 18  1  8  2  3  4  7  9  6 17 11 10 12 13 15 14 16  0 24 37 20 27 21\n",
      " 22 23 25 36 26 28 30 29 31 32 34 33 35 19 39 43 56 45 46 40 41 42 44 55\n",
      " 47 49 48 53 50 51 52 54 38 58 62 75 65 59 60 61 63 64 74 66 68 72 67 73\n",
      " 69 70 57 71]\n",
      "[ 1  2  0  3  4  5  6  7  8  9 10 12 11 13 14 15 16 17 18 20 21 19 22 23\n",
      " 24 26 25 27 28 29 32 30 34 31 33 35 36 37 39 38 40 43 41 42 44 45 46 48\n",
      " 47 49 50 51 52 55 53 54 56 58 57 59 60 61 62 63 65 64 67 66 68 70 69 72\n",
      " 71 74 73 75] -> [ 5 18  1  8  2  3  4  7  9  6 17 10 11 12 13 14 15 16  0 24 37 20 27 21\n",
      " 22 26 23 25 36 28 30 29 34 31 32 33 35 19 43 39 56 45 46 40 41 42 44 55\n",
      " 47 48 50 49 53 54 51 52 38 62 58 75 65 59 60 61 63 64 74 66 67 69 68 72\n",
      " 70 71 73 57]\n",
      "[ 0  1  2  3  4  7  5  6  9  8 10 12 11 13 14 15 16 17 18 20 21 19 22 23\n",
      " 24 25 27 28 30 26 29 31 32 33 34 36 35 37 39 38 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 65 64 66 67 69 68 70 72\n",
      " 71 74 73 75] -> [ 1  5 18  8  2  7  3  4  6  9 17 10 11 12 13 14 15 16  0 24 37 20 27 21\n",
      " 22 23 25 36 29 26 28 31 30 32 34 35 33 19 43 39 56 46 40 45 41 42 47 44\n",
      " 55 48 50 49 53 51 52 54 38 58 62 75 65 59 60 61 63 64 66 74 68 67 69 72\n",
      " 70 71 73 57]\n",
      "min_f: 0.7784609797184325 , mean_f: 0.8942437371463574\n",
      "[ 0  1  2  3  4  5  7  6  9  8 11 10 12 13 14 15 16 17 18 20 21 19 22 23\n",
      " 24 25 27 28 26 29 32 30 31 34 33 36 35 37 39 40 38 43 41 42 44 45 46 48\n",
      " 47 49 51 50 53 54 52 55 56 57 58 59 60 61 64 62 63 65 67 68 70 66 69 72\n",
      " 71 73 75 74] -> [ 1  5 18  8  2  3  7  4  6  9 11 17 10 12 13 14 15 16  0 24 37 20 27 21\n",
      " 22 23 25 36 26 28 30 29 31 34 32 35 33 19 43 56 39 45 46 40 41 42 44 55\n",
      " 47 48 49 50 51 52 53 54 38 58 62 75 65 59 64 60 61 63 74 67 69 66 68 72\n",
      " 70 73 57 71]\n",
      "[ 0  1  2  3  4  5  6  9  7 10 12  8 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 27 28 26 30 29 32 31 33 34 35 36 37 38 39 40 41 43 42 44 45 46 48\n",
      " 47 49 50 51 52 55 53 54 56 57 58 59 60 61 62 63 65 64 67 66 69 68 72 70\n",
      " 71 74 73 75] -> [ 1  5 18  8  2  3  4  6  7 17 10  9 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 36 26 29 28 30 31 32 34 33 35 19 39 43 56 46 45 40 41 42 44 55\n",
      " 47 48 50 49 53 54 51 52 38 58 62 75 65 59 60 61 63 64 74 66 68 67 72 69\n",
      " 70 71 73 57]\n",
      "[ 1  0  2  3  4  5  6  7  8  9 10 12 11 13 14 15 16 17 18 20 21 19 22 23\n",
      " 24 25 27 26 29 28 30 31 32 34 33 35 36 37 39 40 38 43 41 42 44 45 47 46\n",
      " 48 51 49 50 53 52 55 54 56 58 59 57 60 61 62 63 65 64 66 67 68 69 72 70\n",
      " 71 73 74 75] -> [ 5  1 18  8  2  3  4  7  9  6 17 10 11 12 13 14 15 16  0 24 37 20 27 21\n",
      " 22 23 25 26 28 36 29 31 30 34 32 33 35 19 43 56 39 45 46 40 41 42 47 44\n",
      " 55 49 48 50 51 53 54 52 38 62 75 58 65 59 60 61 63 64 66 74 67 68 72 69\n",
      " 70 73 71 57]\n",
      "[ 1  0  2  3  4  5  7  6  8  9 10 12 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 32 30 31 33 34 36 35 37 38 39 40 43 41 42 44 45 46 48\n",
      " 49 47 50 51 52 53 54 55 56 58 57 59 60 61 64 62 63 65 67 68 66 70 69 72\n",
      " 71 73 75 74] -> [ 5  1 18  8  2  3  7  4  9  6 17 10 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 26 25 36 28 30 29 31 32 34 35 33 19 39 43 56 45 46 40 41 42 44 55\n",
      " 48 47 50 49 53 51 52 54 38 62 58 75 65 59 64 60 61 63 74 67 66 69 68 72\n",
      " 70 73 57 71]\n",
      "[ 1  2  0  3  4  5  7  6  9 10 12  8 11 16 13 14 17 15 18 20 21 19 22 23\n",
      " 24 25 26 29 27 28 32 30 34 36 31 33 35 37 38 39 40 41 42 44 43 45 47 46\n",
      " 48 49 51 50 53 52 55 54 56 58 57 59 60 61 64 62 63 65 67 66 69 68 70 72\n",
      " 73 75 71 74] -> [ 5 18  1  8  2  3  7  4  6 17 10  9 11 15 12 13 16 14  0 24 37 20 27 21\n",
      " 22 23 26 28 25 36 30 29 34 35 31 32 33 19 39 43 56 46 40 41 45 42 47 44\n",
      " 55 48 49 50 51 53 54 52 38 62 58 75 65 59 64 60 61 63 74 66 68 67 69 72\n",
      " 73 57 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  9  8 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 29 32 28 30 31 33 35 34 36 37 38 39 40 43 41 42 44 45 46 48\n",
      " 47 51 49 50 52 53 54 55 56 57 58 59 60 61 62 63 65 64 66 67 68 70 71 69\n",
      " 72 73 75 74] -> [ 1  5 18  8  2  3  4  7  6  9 11 17 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 26 25 28 30 36 29 31 32 33 34 35 19 39 43 56 45 46 40 41 42 44 55\n",
      " 47 49 48 50 53 51 52 54 38 58 62 75 65 59 60 61 63 64 66 74 67 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 20 21 19 22 23\n",
      " 24 25 26 27 29 28 30 31 32 33 35 34 36 37 39 40 38 43 41 42 44 45 46 47\n",
      " 48 51 49 50 53 54 52 55 56 58 57 59 60 61 62 64 63 65 67 66 69 68 70 71\n",
      " 74 72 73 75] -> [ 1  5 18  8  2  3  7  4  9  6 17 11 10 12 13 14 15 16  0 24 37 20 27 21\n",
      " 22 23 26 25 28 36 29 31 30 32 33 34 35 19 43 56 39 45 46 40 41 42 44 47\n",
      " 55 49 48 50 51 52 53 54 38 62 58 75 65 59 60 64 61 63 74 66 68 67 69 70\n",
      " 71 72 73 57]\n",
      "[ 1  2  0  3  4  5  6  7  8  9 10 12 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 32 31 34 33 35 36 37 39 38 40 41 42 43 44 45 46 48\n",
      " 49 47 51 50 52 55 53 54 56 57 58 59 60 61 62 63 65 64 66 67 68 69 70 71\n",
      " 72 73 75 74] -> [ 5 18  1  8  2  3  4  7  9  6 17 10 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 26 25 36 28 29 30 31 34 32 33 35 19 43 39 56 46 40 45 41 42 44 55\n",
      " 48 47 49 50 53 54 51 52 38 58 62 75 65 59 60 61 63 64 66 74 67 68 69 70\n",
      " 72 73 57 71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0  1  2  3  4  7  5  6  9  8 10 12 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 27 28 26 29 30 31 32 33 34 36 35 37 39 40 38 41 43 42 44 45 46 48\n",
      " 47 51 49 50 52 55 53 54 56 57 58 59 60 61 62 63 65 64 67 66 68 69 72 70\n",
      " 73 75 71 74] -> [ 1  5 18  8  2  7  3  4  6  9 17 10 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 36 26 28 29 31 30 32 34 35 33 19 43 56 39 46 45 40 41 42 44 55\n",
      " 47 49 48 50 53 54 51 52 38 58 62 75 65 59 60 61 63 64 74 66 67 68 72 69\n",
      " 73 57 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  9  8 10 12 11 13 14 15 16 17 18 20 21 19 22 23\n",
      " 24 25 27 26 29 28 30 32 34 31 33 36 35 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 53 51 52 54 55 56 57 58 59 60 61 62 63 64 65 67 68 66 70 71 69\n",
      " 72 73 75 74] -> [ 1  5 18  8  2  7  3  4  6  9 17 10 11 12 13 14 15 16  0 24 37 20 27 21\n",
      " 22 23 25 26 28 36 29 30 34 31 32 35 33 19 39 43 56 46 40 45 41 42 47 44\n",
      " 55 48 50 51 49 53 52 54 38 58 62 75 65 59 60 61 64 63 74 67 66 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 0  1  2  3  4  5  6  7  9  8 10 12 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 30 29 32 31 34 36 33 35 37 38 39 40 41 42 43 44 45 46 48\n",
      " 47 51 49 50 53 52 55 54 56 58 59 57 60 61 62 64 63 65 67 68 66 70 71 69\n",
      " 72 73 75 74] -> [ 1  5 18  8  2  3  4  7  6  9 17 10 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 26 25 36 29 28 30 31 34 35 32 33 19 39 43 56 46 40 45 41 42 44 55\n",
      " 47 49 48 50 51 53 54 52 38 62 75 58 65 59 60 64 61 63 74 67 66 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 0  1  2  3  4  5  7  6  9  8 10 12 11 16 13 14 17 15 18 19 20 21 22 23\n",
      " 24 25 26 27 29 28 30 31 32 33 34 36 35 37 39 40 38 43 41 42 44 45 47 46\n",
      " 48 51 49 52 50 55 53 54 56 57 58 59 60 61 64 62 63 65 67 66 69 68 72 70\n",
      " 73 71 74 75] -> [ 1  5 18  8  2  3  7  4  6  9 17 10 11 15 12 13 16 14  0 20 24 37 27 21\n",
      " 22 23 26 25 28 36 29 31 30 32 34 35 33 19 43 56 39 45 46 40 41 42 47 44\n",
      " 55 49 48 53 50 54 51 52 38 58 62 75 65 59 64 60 61 63 74 66 68 67 72 69\n",
      " 73 70 71 57]\n",
      "[ 1  0  2  3  4  5  6  7  9  8 10 12 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 29 28 30 32 34 31 33 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 53 52 55 54 56 57 58 59 60 61 62 63 65 67 68 70 64 66 69 71\n",
      " 74 72 73 75] -> [ 5  1 18  8  2  3  4  7  6  9 17 10 11 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 26 25 28 36 29 30 34 31 32 33 35 19 39 43 56 46 40 45 41 42 47 44\n",
      " 55 48 50 49 51 53 54 52 38 58 62 75 65 59 60 61 63 74 67 69 64 66 68 70\n",
      " 71 72 73 57]\n",
      "[ 1  2  0  3  4  5  7  6  9 10  8 12 11 13 14 16 17 15 18 19 20 21 22 23\n",
      " 24 25 27 26 29 32 28 30 34 31 33 36 35 37 39 40 38 41 43 42 44 45 46 48\n",
      " 47 51 49 50 53 54 52 55 56 57 58 59 60 61 62 63 65 67 64 68 70 66 69 71\n",
      " 72 73 74 75] -> [ 5 18  1  8  2  3  7  4  6 17  9 10 11 12 13 15 16 14  0 20 24 37 27 21\n",
      " 22 23 25 26 28 30 36 29 34 31 32 35 33 19 43 56 39 46 45 40 41 42 44 55\n",
      " 47 49 48 50 51 52 53 54 38 58 62 75 65 59 60 61 63 74 64 67 69 66 68 70\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 29 28 32 30 34 31 33 36 35 37 39 38 40 41 42 44 43 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 65 64 67 66 68 70 69 72\n",
      " 71 73 75 74] -> [ 1  5 18  8  2  3  7  4  9  6 11 17 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 26 25 28 36 30 29 34 31 32 35 33 19 43 39 56 46 40 41 45 42 47 44\n",
      " 55 48 50 49 53 51 52 54 38 58 62 75 65 59 60 61 63 64 74 66 67 69 68 72\n",
      " 70 73 57 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 16 15 17 18 20 21 19 22 23\n",
      " 26 24 29 25 32 27 28 30 31 33 34 35 36 37 38 39 40 41 42 44 45 43 46 48\n",
      " 47 51 49 50 52 53 54 55 56 58 57 59 60 61 62 63 64 66 69 65 67 68 70 71\n",
      " 72 73 75 74] -> [ 1  5 18  8  2  3  7  4  9  6 17 11 10 12 13 15 14 16  0 24 37 20 27 21\n",
      " 26 22 28 23 30 25 36 29 31 32 34 33 35 19 39 43 56 46 40 41 42 45 44 55\n",
      " 47 49 48 50 53 51 52 54 38 62 58 75 65 59 60 61 64 66 68 63 74 67 69 70\n",
      " 72 73 57 71]\n",
      "min_f: 0.7594511315077022 , mean_f: 0.860021851859619\n",
      "new ref permutation:\n",
      " [ 1  5 18  8  2  3  4  7  6  9 11 17 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 26 25 28 30 36 29 31 32 33 34 35 19 39 43 56 45 46 40 41 42 44 55\n",
      " 47 49 48 50 53 51 52 54 38 58 62 75 65 59 60 61 63 64 66 74 67 69 70 68\n",
      " 72 73 57 71]\n",
      "intra:\n",
      " ['L' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'L'\n",
      " 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L'\n",
      " 'L' 'L' 'L' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'L' 'H'\n",
      " 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'L'\n",
      " 'L' 'L' 'L' 'H']\n",
      "[[0.         0.50436513 0.54252721 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.         0.         0.         ... 0.         0.         0.52138334]\n",
      " [0.         0.         0.         ... 0.         0.         0.46663355]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]]\n",
      "[ 1  0  2  3  4  7  5  6  9  8 10 11 12 13 16 14 17 15 18 20 19 21 22 23\n",
      " 24 25 27 26 28 29 30 31 32 33 35 36 34 37 38 39 40 41 42 43 44 45 48 46\n",
      " 47 50 49 51 53 52 54 55 56 58 57 59 60 61 62 65 63 64 66 67 71 68 72 69\n",
      " 73 70 74 75] -> [ 5  1 18  8  2  7  3  4  9  6 11 17 10 12 15 13 16 14  0 24 20 37 27 21\n",
      " 22 23 25 26 28 30 36 29 31 32 34 35 33 19 39 43 56 45 46 40 41 42 47 44\n",
      " 55 48 49 50 51 53 52 54 38 62 58 75 65 59 60 64 61 63 66 74 68 67 72 69\n",
      " 73 70 57 71]\n",
      "[ 0  1  2  3  4  5  6  7  9  8 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 27 26 28 29 30 31 32 33 35 36 34 37 39 38 40 41 42 43 44 45 46 47\n",
      " 48 50 49 51 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 71 70\n",
      " 72 73 74 75] -> [ 1  5 18  8  2  3  4  7  9  6 11 17 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 26 28 30 36 29 31 32 34 35 33 19 43 39 56 45 46 40 41 42 44 55\n",
      " 47 48 49 50 51 53 52 54 38 58 62 75 65 59 60 61 63 64 66 74 67 69 68 70\n",
      " 72 73 57 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 27 26 28 30 29 31 32 33 34 35 36 37 38 39 41 40 42 43 44 45 46 48\n",
      " 47 49 52 50 55 51 53 54 56 58 59 57 60 61 62 63 65 64 67 68 66 69 71 70\n",
      " 75 72 73 74] -> [ 1  5 18  8  2  3  4  7  6  9 11 17 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 26 28 36 30 29 31 32 33 34 35 19 39 43 45 56 46 40 41 42 44 47\n",
      " 55 49 53 48 54 50 51 52 38 62 75 58 65 59 60 61 64 63 74 67 66 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 1  0  2  3  4  5  6  8  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 26 24 25 28 27 30 31 29 32 33 34 35 36 37 38 39 41 40 42 43 44 45 46 48\n",
      " 47 50 49 51 53 54 52 55 56 57 58 59 60 61 62 63 64 67 65 68 69 66 71 70\n",
      " 72 73 75 74] -> [ 5  1 18  8  2  3  4  6  7  9 11 17 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 26 22 23 28 25 36 29 30 31 32 33 34 35 19 39 43 45 56 46 40 41 42 44 47\n",
      " 55 48 49 50 51 52 53 54 38 58 62 75 65 59 60 61 63 74 64 67 69 66 68 70\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  3  4  5  6  8  7  9 10 11 12 13 14 15 16 17 18 20 21 19 22 23\n",
      " 24 25 27 26 28 29 30 31 32 33 35 34 36 37 39 40 38 41 42 43 44 45 48 46\n",
      " 47 49 52 50 55 51 53 54 56 57 58 59 60 61 62 63 65 64 67 66 68 69 70 71\n",
      " 72 73 75 74] -> [ 1  5 18  8  2  3  4  6  7  9 11 17 10 12 13 14 15 16  0 24 37 20 27 21\n",
      " 22 23 25 26 28 30 36 29 31 32 34 33 35 19 43 56 39 45 46 40 41 42 47 44\n",
      " 55 49 53 48 54 50 51 52 38 58 62 75 65 59 60 61 64 63 74 66 67 69 70 68\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  3  4  5  6  8  7  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 27 26 28 29 30 31 32 33 34 35 36 37 39 40 38 42 43 44 45 41 46 48\n",
      " 47 50 49 52 51 53 54 55 56 57 58 59 60 61 62 63 64 67 65 66 68 69 71 70\n",
      " 72 73 74 75] -> [ 1  5 18  8  2  3  4  6  7  9 17 11 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 26 28 30 36 29 31 32 33 34 35 19 43 56 39 46 40 41 42 45 44 47\n",
      " 55 48 49 53 50 51 52 54 38 58 62 75 65 59 60 61 63 74 64 66 67 69 68 70\n",
      " 72 73 57 71]\n",
      "[ 1  0  2  3  4  5  6  7  8  9 10 11 12 13 16 14 17 15 18 20 19 21 22 23\n",
      " 24 25 26 28 27 29 30 31 32 33 34 35 36 37 39 38 41 40 42 43 44 45 46 47\n",
      " 48 49 50 51 53 54 52 55 56 57 58 59 60 61 62 63 65 66 64 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 5  1 18  8  2  3  4  7  6  9 11 17 10 12 15 13 16 14  0 24 20 37 27 21\n",
      " 22 23 26 28 25 30 36 29 31 32 33 34 35 19 43 39 45 56 46 40 41 42 44 55\n",
      " 47 49 48 50 51 52 53 54 38 58 62 75 65 59 60 61 64 66 63 74 67 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 1  0  2  3  4  5  6  8  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 27 26 28 30 29 31 32 35 33 36 34 37 39 38 40 42 43 41 44 45 46 47\n",
      " 50 48 49 52 51 53 54 55 56 58 59 57 60 61 62 63 65 64 66 67 68 69 71 70\n",
      " 75 72 73 74] -> [ 5  1 18  8  2  3  4  6  7  9 11 17 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 26 28 36 30 29 31 34 32 35 33 19 43 39 56 46 40 45 41 42 44 55\n",
      " 48 47 49 53 50 51 52 54 38 62 75 58 65 59 60 61 64 63 66 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  8  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 27 26 28 29 30 31 32 33 35 34 36 37 39 38 40 41 42 43 44 45 48 46\n",
      " 47 49 50 51 53 52 55 54 56 58 59 57 60 61 62 63 64 67 65 66 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5 18  8  2  3  4  6  7  9 11 17 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 26 28 30 36 29 31 32 34 33 35 19 43 39 56 45 46 40 41 42 47 44\n",
      " 55 49 48 50 51 53 54 52 38 62 75 58 65 59 60 61 63 74 64 66 67 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 16 13 14 17 15 18 19 20 21 22 23\n",
      " 26 24 25 27 28 29 30 31 32 33 35 36 34 37 38 41 39 40 42 43 44 45 46 48\n",
      " 49 47 50 51 53 52 55 54 56 58 59 57 60 61 65 62 63 64 66 67 68 69 71 70\n",
      " 72 73 75 74] -> [ 1  5 18  8  2  3  4  7  6  9 17 11 10 15 12 13 16 14  0 20 24 37 27 21\n",
      " 26 22 23 25 28 30 36 29 31 32 34 35 33 19 39 45 43 56 46 40 41 42 44 47\n",
      " 49 55 48 50 51 53 54 52 38 62 75 58 65 59 64 60 61 63 66 74 67 69 68 70\n",
      " 72 73 71 57]\n",
      "[ 1  2  0  3  4  5  6  8  7  9 10 11 12 13 14 16 15 17 18 19 20 21 22 23\n",
      " 24 25 27 26 28 29 30 31 32 33 34 35 36 37 39 38 41 40 42 43 44 45 48 46\n",
      " 47 50 49 51 53 52 54 55 56 57 58 59 60 61 62 63 64 67 65 68 66 69 70 71\n",
      " 75 72 73 74] -> [ 5 18  1  8  2  3  4  6  7  9 11 17 10 12 13 15 14 16  0 20 24 37 27 21\n",
      " 22 23 25 26 28 30 36 29 31 32 33 34 35 19 43 39 45 56 46 40 41 42 47 44\n",
      " 55 48 49 50 51 53 52 54 38 58 62 75 65 59 60 61 63 74 64 67 66 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 1  0  2  3  4  5  6  8  7  9 11 10 12 13 14 16 15 17 18 20 19 21 22 23\n",
      " 24 26 25 27 28 30 29 31 32 33 34 35 36 37 39 38 40 41 42 43 44 45 46 47\n",
      " 48 49 52 50 55 51 53 54 56 57 58 59 60 61 62 63 64 67 65 66 68 69 70 71\n",
      " 72 73 75 74] -> [ 5  1 18  8  2  3  4  6  7  9 17 11 10 12 13 15 14 16  0 24 20 37 27 21\n",
      " 22 26 23 25 28 36 30 29 31 32 33 34 35 19 43 39 56 45 46 40 41 42 44 55\n",
      " 47 49 53 48 54 50 51 52 38 58 62 75 65 59 60 61 63 74 64 66 67 69 70 68\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  3  4  5  6  8  7  9 10 11 12 13 14 16 17 15 18 19 20 21 22 23\n",
      " 24 25 27 26 28 29 30 31 32 33 35 34 36 37 39 38 41 40 42 43 44 45 46 48\n",
      " 47 50 49 51 53 52 55 54 56 57 58 59 60 61 62 63 65 64 67 66 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5 18  8  2  3  4  6  7  9 11 17 10 12 13 15 16 14  0 20 24 37 27 21\n",
      " 22 23 25 26 28 30 36 29 31 32 34 33 35 19 43 39 45 56 46 40 41 42 44 47\n",
      " 55 48 49 50 51 53 54 52 38 58 62 75 65 59 60 61 64 63 74 66 67 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 1  0  2  3  4  7  5  6  8  9 10 11 12 13 16 14 17 15 18 20 21 19 22 23\n",
      " 24 25 27 26 30 28 31 29 32 33 34 35 36 37 39 40 38 41 42 43 44 45 46 47\n",
      " 48 49 50 51 53 52 55 54 56 57 58 59 60 61 62 63 65 64 66 67 68 69 71 72\n",
      " 70 75 73 74] -> [ 5  1 18  8  2  7  3  4  6  9 11 17 10 12 15 13 16 14  0 24 37 20 27 21\n",
      " 22 23 25 26 36 28 29 30 31 32 33 34 35 19 43 56 39 45 46 40 41 42 44 55\n",
      " 47 49 48 50 51 53 54 52 38 58 62 75 65 59 60 61 64 63 66 74 67 69 68 72\n",
      " 70 71 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 27 26 28 30 31 29 35 32 33 36 34 37 38 39 40 42 41 43 44 45 46 47\n",
      " 48 49 50 52 51 53 54 55 56 58 57 59 60 61 62 65 63 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5 18  8  2  3  4  7  6  9 17 11 10 12 13 14 15 16  0 20 24 37 27 21\n",
      " 22 23 25 26 28 36 29 30 34 31 32 35 33 19 39 43 56 46 45 40 41 42 44 55\n",
      " 47 49 48 53 50 51 52 54 38 62 58 75 65 59 60 64 61 63 66 74 67 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 1  2  0  3  4  5  6  8 11  7  9 12 10 13 14 16 15 17 18 19 20 21 22 23\n",
      " 24 26 25 28 27 30 29 31 32 33 34 35 36 37 39 38 41 40 42 43 44 45 46 47\n",
      " 50 48 49 51 53 52 54 55 56 58 59 57 60 61 62 63 64 67 68 65 66 71 69 72\n",
      " 70 75 73 74] -> [ 5 18  1  8  2  3  4  6 17  7  9 10 11 12 13 15 14 16  0 20 24 37 27 21\n",
      " 22 26 23 28 25 36 30 29 31 32 33 34 35 19 43 39 45 56 46 40 41 42 44 55\n",
      " 48 47 49 50 51 53 52 54 38 62 75 58 65 59 60 61 63 74 67 64 66 68 69 72\n",
      " 70 71 73 57]\n",
      "min_f: 0.7512622220956271 , mean_f: 0.853925384084875\n",
      "new ref permutation:\n",
      " [ 1  5 18  8  2  3  4  7  6  9 17 11 10 15 12 13 16 14  0 20 24 37 27 21\n",
      " 26 22 23 25 28 30 36 29 31 32 34 35 33 19 39 45 43 56 46 40 41 42 44 47\n",
      " 49 55 48 50 51 53 54 52 38 62 75 58 65 59 64 60 61 63 66 74 67 69 68 70\n",
      " 72 73 71 57]\n",
      "intra:\n",
      " ['L' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'L' 'H'\n",
      " 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'L'\n",
      " 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'L'\n",
      " 'L' 'H' 'L' 'H' 'H' 'L' 'H' 'H' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'L' 'H'\n",
      " 'L' 'L' 'H' 'L']\n",
      "[[0.         0.50388669 0.55661707 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.         0.         0.         ... 0.         0.52796633 0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.53698308]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]]\n",
      "[ 0  1  2  3  4  5  6  8  7 10  9 11 12 14 15 13 16 18 17 19 20 21 22 24\n",
      " 23 25 26 28 27 29 30 31 32 34 35 37 33 36 38 40 39 41 42 43 44 45 46 47\n",
      " 48 49 50 53 54 51 52 56 55 57 58 60 61 59 62 63 64 65 67 66 70 72 68 73\n",
      " 69 71 74 75] -> [ 1  5 18  8  2  3  4  6  7 17  9 11 10 12 13 15 16  0 14 20 24 37 27 26\n",
      " 21 22 23 28 25 30 36 29 31 34 35 19 32 33 39 43 45 56 46 40 41 42 44 47\n",
      " 49 55 48 53 54 50 51 38 52 62 75 65 59 58 64 60 61 63 74 66 68 72 67 73\n",
      " 69 70 71 57]\n",
      "[ 0  1  2  3  4  5  6  7  8 10  9 11 12 13 14 15 16 17 18 20 19 21 22 24\n",
      " 23 25 26 27 28 30 31 29 32 34 35 37 33 36 38 40 39 41 42 43 44 45 46 49\n",
      " 47 50 48 51 53 52 54 56 55 57 59 58 60 61 62 63 64 65 67 66 70 68 69 72\n",
      " 71 73 74 75] -> [ 1  5 18  8  2  3  4  7  6 17  9 11 10 15 12 13 16 14  0 24 20 37 27 26\n",
      " 21 22 23 25 28 36 29 30 31 34 35 19 32 33 39 43 45 56 46 40 41 42 44 55\n",
      " 47 48 49 50 53 51 54 38 52 62 58 75 65 59 64 60 61 63 74 66 68 67 69 72\n",
      " 70 73 71 57]\n",
      "[ 0  1  2  3  4  5  6  7  8 10 12  9 11 13 14 15 17 16 18 19 20 21 22 24\n",
      " 23 25 26 27 30 28 31 29 32 34 35 37 33 36 38 39 40 41 42 43 44 45 47 48\n",
      " 46 49 50 51 53 54 56 52 55 57 58 60 61 59 62 63 64 66 65 67 68 70 72 69\n",
      " 73 75 71 74] -> [ 1  5 18  8  2  3  4  7  6 17 10  9 11 15 12 13 14 16  0 20 24 37 27 26\n",
      " 21 22 23 25 36 28 29 30 31 34 35 19 32 33 39 45 43 56 46 40 41 42 47 49\n",
      " 44 55 48 50 53 54 38 51 52 62 75 65 59 58 64 60 61 66 63 74 67 68 72 69\n",
      " 73 57 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 11 10 13 12 14 16 15 18 17 20 21 19 22 24\n",
      " 23 25 26 28 27 29 30 31 32 34 35 37 33 36 38 39 40 41 42 43 44 47 45 48\n",
      " 46 49 50 51 52 53 54 56 55 57 58 60 61 63 64 59 62 65 67 66 70 68 69 71\n",
      " 72 74 73 75] -> [ 1  5 18  8  2  3  7  4  6  9 11 17 15 10 12 16 13  0 14 24 37 20 27 26\n",
      " 21 22 23 28 25 30 36 29 31 34 35 19 32 33 39 45 43 56 46 40 41 47 42 49\n",
      " 44 55 48 50 51 53 54 38 52 62 75 65 59 60 61 58 64 63 74 66 68 67 69 70\n",
      " 72 71 73 57]\n",
      "[ 0  1  2  3  4  7  5  6  8 10  9 11 13 12 14 15 16 17 18 20 19 21 24 22\n",
      " 23 25 26 27 28 30 29 31 32 34 33 36 35 37 38 40 39 41 42 43 44 45 46 47\n",
      " 48 49 50 53 51 54 56 52 55 57 58 60 59 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 75 74] -> [ 1  5 18  8  2  7  3  4  6 17  9 11 15 10 12 13 16 14  0 24 20 37 26 27\n",
      " 21 22 23 25 28 36 30 29 31 34 32 33 35 19 39 43 45 56 46 40 41 42 44 47\n",
      " 49 55 48 53 50 54 38 51 52 62 75 65 58 59 64 60 61 63 66 74 67 69 68 72\n",
      " 70 73 57 71]\n",
      "[ 0  1  2  3  4  5  7  6  8 10  9 11 12 13 14 15 16 18 17 20 19 21 22 23\n",
      " 24 25 26 28 29 27 30 31 32 33 34 36 35 37 38 39 40 41 42 43 44 45 47 46\n",
      " 49 48 50 51 53 54 56 52 55 57 58 60 61 63 59 64 62 65 67 68 69 66 70 72\n",
      " 73 75 71 74] -> [ 1  5 18  8  2  3  7  4  6 17  9 11 10 15 12 13 16  0 14 24 20 37 27 21\n",
      " 26 22 23 28 30 25 36 29 31 32 34 33 35 19 39 45 43 56 46 40 41 42 47 44\n",
      " 55 49 48 50 53 54 38 51 52 62 75 65 59 60 58 61 64 63 74 67 69 66 68 72\n",
      " 73 57 70 71]\n",
      "[ 0  1  2  3  4  5  6  8 10 12  7  9 11 14 13 16 15 18 17 20 21 19 22 24\n",
      " 23 25 26 27 30 28 31 29 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 56 55 57 58 60 59 62 61 63 64 66 65 67 70 68 69 71\n",
      " 72 73 75 74] -> [ 1  5 18  8  2  3  4  6 17 10  7  9 11 12 15 16 13  0 14 24 37 20 27 26\n",
      " 21 22 23 25 36 28 29 30 31 32 34 35 33 19 39 45 43 56 46 40 41 42 44 47\n",
      " 49 55 48 50 51 53 54 38 52 62 75 65 58 64 59 60 61 66 63 74 68 67 69 70\n",
      " 72 73 57 71]\n",
      "[ 0  1  2  3  4  7  5  6  8 10  9 11 12 13 14 16 15 17 18 19 20 21 22 23\n",
      " 24 25 28 26 29 27 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 55 53 54 56 57 59 58 60 61 62 63 64 66 65 67 68 69 71 70\n",
      " 72 73 75 74] -> [ 1  5 18  8  2  7  3  4  6 17  9 11 10 15 12 16 13 14  0 20 24 37 27 21\n",
      " 26 22 28 23 30 25 36 29 31 32 34 35 33 19 39 45 43 56 46 40 41 42 44 47\n",
      " 49 55 48 50 51 52 53 54 38 62 58 75 65 59 64 60 61 66 63 74 67 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 1  2  0  3  4  5  6  8  7  9 11 10 13 12 14 15 16 18 17 19 20 21 22 23\n",
      " 25 24 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 55 53 54 56 57 58 60 59 62 61 63 64 65 67 68 69 66 71 70\n",
      " 72 73 75 74] -> [ 5 18  1  8  2  3  4  6  7  9 11 17 15 10 12 13 16  0 14 20 24 37 27 21\n",
      " 22 26 23 25 28 30 36 29 31 32 34 35 33 19 39 45 43 56 46 40 41 42 44 47\n",
      " 49 55 48 50 51 52 53 54 38 62 75 65 58 64 59 60 61 63 74 67 69 66 70 68\n",
      " 72 73 57 71]\n",
      "[ 1  2  0  3  4  7  5  6  8  9 10 11 13 12 14 16 15 18 17 20 21 19 22 23\n",
      " 24 25 26 28 27 30 31 29 32 33 34 35 37 36 38 39 40 41 42 43 44 45 46 49\n",
      " 47 50 48 51 52 53 54 56 55 57 59 58 62 60 61 63 64 66 65 67 68 70 69 72\n",
      " 71 73 74 75] -> [ 5 18  1  8  2  7  3  4  6  9 17 11 15 10 12 16 13  0 14 24 37 20 27 21\n",
      " 26 22 23 28 25 36 29 30 31 32 34 35 19 33 39 45 43 56 46 40 41 42 44 55\n",
      " 47 48 49 50 51 53 54 38 52 62 58 75 64 65 59 60 61 66 63 74 67 68 69 72\n",
      " 70 73 71 57]\n",
      "[ 1  2  0  3  4  5  7  9 11  6 13  8 10 12 14 16 18 15 17 20 21 19 22 24\n",
      " 23 25 26 28 27 30 31 29 32 33 34 35 37 36 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 56 55 57 58 60 59 62 61 63 64 65 66 67 68 69 70 72\n",
      " 73 71 74 75] -> [ 5 18  1  8  2  3  7  9 11  4 15  6 17 10 12 16  0 13 14 24 37 20 27 26\n",
      " 21 22 23 28 25 36 29 30 31 32 34 35 19 33 39 45 43 56 46 40 41 42 47 44\n",
      " 49 55 48 50 51 53 54 38 52 62 75 65 58 64 59 60 61 63 66 74 67 69 68 72\n",
      " 73 70 71 57]\n",
      "[ 1  2  0  3  4  5  7  6  8 10  9 11 13 12 14 16 15 18 17 19 20 21 24 22\n",
      " 23 25 26 28 27 30 29 31 34 32 33 35 37 36 38 40 39 41 42 43 44 45 46 47\n",
      " 48 49 50 53 54 51 56 52 55 57 58 60 61 59 62 63 64 66 65 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 5 18  1  8  2  3  7  4  6 17  9 11 15 10 12 16 13  0 14 20 24 37 26 27\n",
      " 21 22 23 28 25 36 30 29 34 31 32 35 19 33 39 43 45 56 46 40 41 42 44 47\n",
      " 49 55 48 53 54 50 38 51 52 62 75 65 59 58 64 60 61 66 63 74 67 69 68 70\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  3  4  5  7  6  9  8 10 11 13 12 14 15 17 16 18 19 20 21 22 23\n",
      " 25 24 28 26 29 27 30 31 34 35 32 33 37 36 38 40 39 41 42 43 44 45 47 46\n",
      " 49 48 50 51 52 53 54 56 55 57 58 60 59 61 62 63 64 65 66 70 67 68 69 72\n",
      " 71 74 73 75] -> [ 1  5 18  8  2  3  7  4  9  6 17 11 15 10 12 13 14 16  0 20 24 37 27 21\n",
      " 22 26 28 23 30 25 36 29 34 35 31 32 19 33 39 43 45 56 46 40 41 42 47 44\n",
      " 55 49 48 50 51 53 54 38 52 62 75 65 58 59 64 60 61 63 66 68 74 67 69 72\n",
      " 70 71 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  9  8 10 11 13 12 14 15 16 18 17 19 20 21 24 22\n",
      " 23 25 26 27 28 29 30 31 32 33 36 34 35 37 38 39 40 41 42 43 44 45 46 47\n",
      " 49 48 50 51 53 52 55 54 56 57 59 58 60 61 62 63 64 65 67 68 69 66 70 72\n",
      " 71 73 74 75] -> [ 1  5 18  8  2  3  4  7  9  6 17 11 15 10 12 13 16  0 14 20 24 37 26 27\n",
      " 21 22 23 25 28 30 36 29 31 32 33 34 35 19 39 45 43 56 46 40 41 42 44 47\n",
      " 55 49 48 50 53 51 52 54 38 62 58 75 65 59 64 60 61 63 74 67 69 66 68 72\n",
      " 70 73 71 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 15 17 16 18 20 19 21 22 23\n",
      " 24 25 28 26 29 27 30 31 32 33 34 36 35 37 38 40 39 41 42 43 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 62 60 61 63 64 66 70 65 67 68 69 72\n",
      " 73 75 71 74] -> [ 1  5 18  8  2  3  4  7  6  9 11 17 10 15 12 13 14 16  0 24 20 37 27 21\n",
      " 26 22 28 23 30 25 36 29 31 32 34 33 35 19 39 43 45 56 46 40 41 47 42 49\n",
      " 44 55 48 50 51 53 54 52 38 62 75 58 64 65 59 60 61 66 68 63 74 67 69 72\n",
      " 73 57 70 71]\n",
      "[ 1  0  2  3  4  5  6  8  7  9 11 13 10 12 14 15 16 18 17 19 20 21 22 23\n",
      " 25 24 26 28 27 30 31 29 34 32 33 35 37 36 38 40 39 41 42 43 44 45 47 46\n",
      " 49 48 50 53 51 52 54 56 55 57 58 60 59 62 61 63 64 65 67 66 68 69 71 70\n",
      " 72 73 74 75] -> [ 5  1 18  8  2  3  4  6  7  9 11 15 17 10 12 13 16  0 14 20 24 37 27 21\n",
      " 22 26 23 28 25 36 29 30 34 31 32 35 19 33 39 43 45 56 46 40 41 42 47 44\n",
      " 55 49 48 53 50 51 54 38 52 62 75 65 58 64 59 60 61 63 74 66 67 69 70 68\n",
      " 72 73 71 57]\n",
      "min_f: 0.7116873258858909 , mean_f: 0.7926548812454652\n",
      "new ref permutation:\n",
      " [ 1  5 18  8  2  7  3  4  6 17  9 11 10 15 12 16 13 14  0 20 24 37 27 21\n",
      " 26 22 28 23 30 25 36 29 31 32 34 35 33 19 39 45 43 56 46 40 41 42 44 47\n",
      " 49 55 48 50 51 52 53 54 38 62 58 75 65 59 64 60 61 66 63 74 67 69 70 68\n",
      " 72 73 57 71]\n",
      "intra:\n",
      " ['L' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'L' 'H' 'L' 'H' 'H'\n",
      " 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'L'\n",
      " 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H'\n",
      " 'L' 'L' 'L' 'H' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'L'\n",
      " 'L' 'L' 'L' 'H']\n",
      "[[0.         0.50949802 0.56607193 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.         0.         0.         ... 0.         0.         0.54078888]\n",
      " [0.         0.         0.         ... 0.         0.         0.45975149]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]]\n",
      "[ 1  0  2  3  4  5  6  7  8 10 11  9 13 12 15 14 18 16 17 19 20 21 24 22\n",
      " 23 26 25 27 29 30 31 28 32 33 34 35 37 36 38 39 40 41 42 43 44 45 46 47\n",
      " 49 50 48 51 52 53 54 55 56 57 59 58 60 61 63 64 62 65 66 67 68 69 71 70\n",
      " 72 73 75 74] -> [ 5  1 18  8  2  7  3  4  6  9 11 17 15 10 16 12  0 13 14 20 24 37 26 27\n",
      " 21 28 22 23 25 36 29 30 31 32 34 35 19 33 39 45 43 56 46 40 41 42 44 47\n",
      " 55 48 49 50 51 52 53 54 38 62 75 58 65 59 60 61 64 66 63 74 67 69 68 70\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  5  3  4  6  7  8  9 12 10 11 13 15 14 16 17 18 19 20 21 22 24\n",
      " 23 25 27 26 29 30 31 28 32 33 34 35 37 36 38 39 40 41 42 43 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 58 57 59 60 61 62 65 63 64 66 67 68 69 70 71\n",
      " 75 72 73 74] -> [ 1  5 18  7  8  2  3  4  6 17 10  9 11 15 16 12 13 14  0 20 24 37 27 26\n",
      " 21 22 23 28 25 36 29 30 31 32 34 35 19 33 39 45 43 56 46 40 41 47 42 49\n",
      " 44 55 48 50 51 52 53 54 38 58 62 75 65 59 64 66 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  6  5  7  8 10 11 13  9 15 12 14 16 17 18 20 19 21 24 22\n",
      " 23 25 27 26 28 29 30 31 32 33 34 35 37 36 38 40 39 41 42 43 44 45 46 47\n",
      " 49 48 50 51 52 54 53 55 56 57 58 59 60 61 62 63 65 64 66 67 68 69 70 71\n",
      " 72 73 75 74] -> [ 1  5 18  8  2  3  7  4  6  9 11 15 17 16 10 12 13 14  0 24 20 37 26 27\n",
      " 21 22 23 28 30 25 36 29 31 32 34 35 19 33 39 43 45 56 46 40 41 42 44 47\n",
      " 55 49 48 50 51 53 52 54 38 62 58 75 65 59 64 60 66 61 63 74 67 69 70 68\n",
      " 72 73 71 57]\n",
      "[ 1  2  0  5  3  4  6  7  8  9 10 11 13 15 12 14 16 18 17 20 19 21 22 23\n",
      " 24 26 25 27 29 30 31 28 32 33 34 35 37 36 38 40 39 41 42 43 44 45 47 46\n",
      " 49 50 48 51 52 54 53 55 56 58 57 59 60 62 61 63 64 66 65 67 68 71 69 72\n",
      " 70 75 73 74] -> [ 5 18  1  7  8  2  3  4  6 17  9 11 15 16 10 12 13  0 14 24 20 37 27 21\n",
      " 26 28 22 23 25 36 29 30 31 32 34 35 19 33 39 43 45 56 46 40 41 42 47 44\n",
      " 55 48 49 50 51 53 52 54 38 58 62 75 65 64 59 60 61 63 66 74 67 68 69 72\n",
      " 70 71 73 57]\n",
      "[ 0  1  2  3  5  4  6  7  8 10 11  9 13 12 14 15 18 16 17 20 19 21 22 23\n",
      " 24 25 27 29 26 28 30 31 32 33 34 35 37 36 38 40 39 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 54 53 55 56 58 57 59 62 60 61 63 65 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5 18  8  7  2  3  4  6  9 11 17 15 10 12 16  0 13 14 24 20 37 27 21\n",
      " 26 22 23 25 28 30 36 29 31 32 34 35 19 33 39 43 45 56 46 40 41 42 47 44\n",
      " 49 55 48 50 51 53 52 54 38 58 62 75 64 65 59 60 66 61 63 74 67 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 1  2  0  5  3  4  6  7 10  8 11 13  9 15 12 14 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 29 30 31 28 32 33 34 35 37 36 38 40 39 41 42 43 44 45 47 46\n",
      " 49 48 50 51 52 53 54 55 56 57 58 59 62 60 61 63 64 66 65 67 68 69 71 70\n",
      " 72 73 74 75] -> [ 5 18  1  7  8  2  3  4  9  6 11 15 17 16 10 12 13 14  0 20 24 37 27 21\n",
      " 26 28 22 23 25 36 29 30 31 32 34 35 19 33 39 43 45 56 46 40 41 42 47 44\n",
      " 55 49 48 50 51 52 53 54 38 62 58 75 64 65 59 60 61 63 66 74 67 69 68 70\n",
      " 72 73 57 71]\n",
      "[ 1  0  2  3  5  4  6  7 10  8  9 11 13 12 15 14 18 16 17 19 20 21 22 23\n",
      " 24 26 25 28 27 29 30 31 34 32 33 36 35 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 58 57 59 62 60 65 61 63 64 66 67 68 69 71 70\n",
      " 75 72 73 74] -> [ 5  1 18  8  7  2  3  4  9  6 17 11 15 10 16 12  0 13 14 20 24 37 27 21\n",
      " 26 28 22 30 23 25 36 29 34 31 32 33 35 19 39 45 43 56 46 40 41 42 44 47\n",
      " 49 55 48 50 51 52 53 54 38 58 62 75 64 65 66 59 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 1  0  2  3  4  5  6  7  8  9 10 11 13 12 14 15 18 16 17 20 21 19 22 23\n",
      " 24 25 27 26 28 29 30 34 31 35 32 37 33 36 38 40 39 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 62 60 61 63 65 64 66 67 68 69 70 71\n",
      " 72 73 75 74] -> [ 5  1 18  8  2  7  3  4  6 17  9 11 15 10 12 16  0 13 14 24 37 20 27 21\n",
      " 26 22 23 28 30 25 36 34 29 35 31 19 32 33 39 43 45 56 46 40 41 42 44 47\n",
      " 49 55 48 50 51 52 53 54 38 62 58 75 64 65 59 60 66 61 63 74 67 69 70 68\n",
      " 72 73 71 57]\n",
      "[ 1  0  2  3  4  5  6  7  8  9 10 11 13 12 15 14 18 16 17 20 19 24 21 26\n",
      " 22 23 25 28 27 29 30 31 32 33 34 36 35 37 38 39 40 41 42 43 44 45 47 48\n",
      " 46 49 50 51 52 53 54 55 56 58 57 59 60 62 61 63 65 64 66 67 68 69 70 71\n",
      " 72 73 75 74] -> [ 5  1 18  8  2  7  3  4  6 17  9 11 15 10 16 12  0 13 14 24 20 26 37 28\n",
      " 27 21 22 30 23 25 36 29 31 32 34 33 35 19 39 45 43 56 46 40 41 42 47 49\n",
      " 44 55 48 50 51 52 53 54 38 58 62 75 65 64 59 60 66 61 63 74 67 69 70 68\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  5  3  4  6  7  8  9 10 11 12 13 15 14 16 17 18 19 20 21 22 23\n",
      " 25 27 24 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 49 48 50 51 52 54 53 55 56 58 57 59 60 62 61 63 64 66 65 67 68 71 72 73\n",
      " 69 74 70 75] -> [ 1  5 18  7  8  2  3  4  6 17  9 11 10 15 16 12 13 14  0 20 24 37 27 21\n",
      " 22 23 26 28 30 25 36 29 31 32 34 35 33 19 39 45 43 56 46 40 41 42 47 44\n",
      " 55 49 48 50 51 53 52 54 38 58 62 75 65 64 59 60 61 63 66 74 67 68 72 73\n",
      " 69 57 70 71]\n",
      "[ 1  2  0  5  3  4  6  7 10  8  9 11 13 12 14 15 16 17 18 20 19 21 22 23\n",
      " 25 24 27 26 28 29 30 31 32 33 34 35 37 36 38 39 40 41 42 43 44 45 47 46\n",
      " 49 48 50 51 52 54 55 53 56 58 57 59 60 61 63 62 64 66 65 67 68 71 72 73\n",
      " 69 74 70 75] -> [ 5 18  1  7  8  2  3  4  9  6 17 11 15 10 12 16 13 14  0 24 20 37 27 21\n",
      " 22 26 23 28 30 25 36 29 31 32 34 35 19 33 39 45 43 56 46 40 41 42 47 44\n",
      " 55 49 48 50 51 53 54 52 38 58 62 75 65 59 60 64 61 63 66 74 67 68 72 73\n",
      " 69 57 70 71]\n",
      "[ 1  0  2  3  4  5  6  7  8 10  9 11 13 12 15 14 16 18 17 20 19 21 22 23\n",
      " 24 25 27 26 28 29 30 31 32 34 35 37 33 36 38 39 40 41 42 43 44 45 46 47\n",
      " 49 48 50 54 51 52 55 53 56 58 57 59 60 62 61 63 64 66 67 68 65 71 69 72\n",
      " 70 73 74 75] -> [ 5  1 18  8  2  7  3  4  6  9 17 11 15 10 16 12 13  0 14 24 20 37 27 21\n",
      " 26 22 23 28 30 25 36 29 31 34 35 19 32 33 39 45 43 56 46 40 41 42 44 47\n",
      " 55 49 48 53 50 51 54 52 38 58 62 75 65 64 59 60 61 63 74 67 66 68 69 72\n",
      " 70 73 57 71]\n",
      "[ 0  1  2  3  4  6  5  7  8  9 10 11 13 15 12 14 16 17 18 20 21 19 24 22\n",
      " 23 26 25 27 29 28 30 31 32 33 34 36 35 37 38 40 39 41 42 43 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 58 57 59 60 61 62 63 64 66 67 68 69 65 70 71\n",
      " 72 73 74 75] -> [ 1  5 18  8  2  3  7  4  6 17  9 11 15 16 10 12 13 14  0 24 37 20 26 27\n",
      " 21 28 22 23 25 30 36 29 31 32 34 33 35 19 39 43 45 56 46 40 41 47 42 49\n",
      " 44 55 48 50 51 52 53 54 38 58 62 75 65 59 64 60 61 63 74 67 69 66 70 68\n",
      " 72 73 57 71]\n",
      "[ 0  1  2  3  4  5  6  7 10 11  8  9 12 13 15 18 14 16 17 19 20 21 24 22\n",
      " 23 26 25 28 27 29 30 34 31 35 32 33 37 36 38 40 39 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 62 61 63 65 64 66 67 68 69 71 72\n",
      " 70 73 74 75] -> [ 1  5 18  8  2  7  3  4  9 11  6 17 10 15 16  0 12 13 14 20 24 37 26 27\n",
      " 21 28 22 30 23 25 36 34 29 35 31 32 19 33 39 43 45 56 46 40 41 42 47 44\n",
      " 49 55 48 50 51 52 53 54 38 62 58 75 65 64 59 60 66 61 63 74 67 69 68 72\n",
      " 70 73 57 71]\n",
      "[ 1  2  0  3  5  4  6  7  8  9 10 11 13 12 14 15 16 17 18 19 20 21 22 24\n",
      " 23 25 27 26 28 29 30 31 32 34 35 33 37 36 38 39 40 41 42 43 44 45 46 47\n",
      " 49 48 50 51 52 53 54 55 56 58 57 59 60 61 62 65 63 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 5 18  1  8  7  2  3  4  6 17  9 11 15 10 12 16 13 14  0 20 24 37 27 26\n",
      " 21 22 23 28 30 25 36 29 31 34 35 32 19 33 39 45 43 56 46 40 41 42 44 47\n",
      " 55 49 48 50 51 52 53 54 38 58 62 75 65 59 64 66 60 61 63 74 67 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 1  0  2  3  4  5  6  7  8  9 12 10 11 14 13 15 16 17 18 19 20 21 22 24\n",
      " 23 25 27 26 28 29 30 31 34 35 32 33 36 37 38 40 39 41 42 43 44 45 47 46\n",
      " 49 50 48 51 52 54 55 53 56 57 58 59 60 62 65 61 63 64 66 67 68 69 71 70\n",
      " 72 73 74 75] -> [ 5  1 18  8  2  7  3  4  6 17 10  9 11 12 15 16 13 14  0 20 24 37 27 26\n",
      " 21 22 23 28 30 25 36 29 34 35 31 32 33 19 39 43 45 56 46 40 41 42 47 44\n",
      " 55 48 49 50 51 53 54 52 38 62 58 75 65 64 66 59 60 61 63 74 67 69 68 70\n",
      " 72 73 57 71]\n",
      "min_f: 0.6487565837310021 , mean_f: 0.7206877098197111\n",
      "new ref permutation:\n",
      " [ 1  5 18  7  8  2  3  4  6 17 10  9 11 15 16 12 13 14  0 20 24 37 27 26\n",
      " 21 22 23 28 25 36 29 30 31 32 34 35 19 33 39 45 43 56 46 40 41 47 42 49\n",
      " 44 55 48 50 51 52 53 54 38 58 62 75 65 59 64 66 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "intra:\n",
      " ['L' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'L' 'L' 'H' 'H' 'H'\n",
      " 'L' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'L' 'L'\n",
      " 'L' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L'\n",
      " 'H' 'L' 'L' 'L']\n",
      "[[0.         0.50575652 0.57509984 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 15 14 16 17 18 20 19 21 23 22\n",
      " 24 25 27 26 28 29 30 31 32 33 37 34 35 36 38 39 40 41 42 45 43 44 46 48\n",
      " 49 50 47 51 52 54 53 55 56 57 58 59 60 62 63 61 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  5 18  7  8  2  3  4  6 17  9 10 11 15 12 16 13 14  0 24 20 37 26 27\n",
      " 21 22 28 23 25 36 29 30 31 32 33 34 35 19 39 45 43 56 46 47 40 41 42 44\n",
      " 55 48 49 50 51 53 52 54 38 58 62 75 65 64 66 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  3  1  2  4  5  6  7  8  9 10 11 12 13 14 15 18 16 17 20 19 21 23 22\n",
      " 27 24 25 26 28 29 30 32 31 34 33 37 35 36 38 39 40 41 42 43 44 46 45 47\n",
      " 48 49 50 54 51 52 55 53 56 58 59 57 60 62 63 61 64 65 66 67 68 69 70 71\n",
      " 73 72 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16 12  0 13 14 24 20 37 26 27\n",
      " 28 21 22 23 25 36 29 31 30 34 32 33 35 19 39 45 43 56 46 40 41 42 47 49\n",
      " 44 55 48 53 50 51 54 52 38 62 75 58 65 64 66 59 60 61 63 74 67 69 70 68\n",
      " 72 71 73 57]\n",
      "[ 0  1  3  2  4  5  6  7 11  8  9 12 10 15 13 14 16 17 18 19 20 21 23 22\n",
      " 27 24 25 26 28 29 30 32 31 34 35 33 36 37 38 40 39 41 42 43 44 46 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 62 61 63 64 65 66 67 68 69 71 70\n",
      " 72 73 74 75] -> [ 1  5  7 18  8  2  3  4  9  6 17 11 10 12 15 16 13 14  0 20 24 37 26 27\n",
      " 28 21 22 23 25 36 29 31 30 34 35 32 19 33 39 43 45 56 46 40 41 42 47 49\n",
      " 44 55 48 50 51 52 53 54 38 58 62 75 65 64 59 66 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 18 15 16 17 19 20 21 23 22\n",
      " 24 25 27 26 28 29 30 31 32 34 33 37 35 36 38 39 40 41 42 43 44 45 46 48\n",
      " 49 50 47 51 52 53 54 55 56 58 59 57 60 62 63 61 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  5 18  7  8  2  3  4  6 17  9 10 11 15 16  0 12 13 14 20 24 37 26 27\n",
      " 21 22 28 23 25 36 29 30 31 34 32 33 35 19 39 45 43 56 46 40 41 47 42 44\n",
      " 55 48 49 50 51 52 53 54 38 62 75 58 65 64 66 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1  0  3  2  4  5  6  7  8  9 10 11 12 13 14 15 16 18 17 20 21 19 22 23\n",
      " 24 25 26 28 27 29 30 32 31 34 35 33 37 36 38 39 40 41 42 43 44 46 45 47\n",
      " 48 49 50 51 52 54 55 53 56 58 59 57 60 62 63 61 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 5  1  7 18  8  2  3  4  6 17 10  9 11 15 16 12 13  0 14 24 37 20 27 26\n",
      " 21 22 23 25 28 36 29 31 30 34 35 32 33 19 39 45 43 56 46 40 41 42 47 49\n",
      " 44 55 48 50 51 53 54 52 38 62 75 58 65 64 66 59 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 1  0  2  3  4  5  6  7  8  9 10 11 12 13 15 14 18 16 17 19 20 21 22 23\n",
      " 24 25 26 28 29 27 30 32 31 34 35 33 37 36 38 39 40 41 42 43 44 46 45 48\n",
      " 47 49 50 51 52 53 54 55 56 57 58 59 62 63 60 61 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 5  1 18  7  8  2  3  4  6 17 10  9 11 15 12 16  0 13 14 20 24 37 27 26\n",
      " 21 22 23 25 36 28 29 31 30 34 35 32 33 19 39 45 43 56 46 40 41 42 47 44\n",
      " 49 55 48 50 51 52 53 54 38 58 62 75 64 66 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  3  1  2  4  5  6  7  8  9 10 11 12 13 14 18 15 16 17 19 20 21 22 24\n",
      " 23 25 26 28 27 29 30 31 34 32 33 35 36 37 38 39 40 41 42 45 43 44 46 47\n",
      " 48 49 50 51 52 54 53 55 56 57 58 59 62 60 63 61 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 20 24 37 27 21\n",
      " 26 22 23 25 28 36 29 30 34 31 32 35 19 33 39 45 43 56 46 47 40 41 42 49\n",
      " 44 55 48 50 51 53 52 54 38 58 62 75 64 65 66 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 15 14 18 16 17 20 19 21 23 22\n",
      " 24 25 26 27 28 29 31 30 32 34 35 33 36 37 38 40 39 41 42 43 44 46 45 48\n",
      " 49 50 47 51 52 53 54 55 56 58 59 57 62 60 61 64 63 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  5 18  7  8  2  3  4  6 17 10  9 11 15 12 16  0 13 14 24 20 37 26 27\n",
      " 21 22 23 28 25 36 30 29 31 34 35 32 19 33 39 43 45 56 46 40 41 42 47 44\n",
      " 55 48 49 50 51 52 53 54 38 62 75 58 64 65 59 60 66 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  3  1  2  4  5  6  7  8  9 10 11 12 15 13 14 18 16 17 19 20 21 23 22\n",
      " 24 25 26 28 27 31 29 30 32 33 34 37 35 36 38 40 39 41 42 43 44 46 48 45\n",
      " 49 47 50 51 52 54 53 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 12 15 16  0 13 14 20 24 37 26 27\n",
      " 21 22 23 25 28 30 36 29 31 32 34 33 35 19 39 43 45 56 46 40 41 42 44 47\n",
      " 55 49 48 50 51 53 52 54 38 58 62 75 65 59 64 66 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 15 14 18 16 17 19 20 21 22 24\n",
      " 23 27 25 26 28 29 30 32 31 33 34 35 36 37 38 40 39 41 42 43 44 46 48 49\n",
      " 45 47 50 51 52 54 53 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 71 70\n",
      " 72 73 74 75] -> [ 1  5 18  7  8  2  3  4  6 17  9 10 11 15 12 16  0 13 14 20 24 37 27 21\n",
      " 26 28 22 23 25 36 29 31 30 32 34 35 19 33 39 43 45 56 46 40 41 42 44 55\n",
      " 47 49 48 50 51 53 52 54 38 58 62 75 65 59 64 66 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 1  0  3  2  4  5  6  7  8  9 11 10 12 13 15 14 18 16 17 20 19 21 23 22\n",
      " 24 25 27 26 28 31 29 30 34 32 35 33 37 36 38 39 40 41 42 43 44 46 45 47\n",
      " 48 49 50 51 52 53 54 55 56 58 57 62 59 63 60 61 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 5  1  7 18  8  2  3  4  6 17  9 10 11 15 12 16  0 13 14 24 20 37 26 27\n",
      " 21 22 28 23 25 30 36 29 34 31 35 32 33 19 39 45 43 56 46 40 41 42 47 49\n",
      " 44 55 48 50 51 52 53 54 38 62 58 64 75 66 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 15 14 18 16 17 20 21 19 22 24\n",
      " 23 27 25 26 28 29 30 32 31 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 54 53 55 56 58 59 57 62 60 63 61 64 65 66 67 68 69 70 71\n",
      " 73 72 74 75] -> [ 1  5 18  7  8  2  3  4  6 17 10  9 11 15 12 16  0 13 14 24 37 20 27 21\n",
      " 26 28 22 23 25 36 29 31 30 32 34 35 19 33 39 45 43 56 46 40 41 47 42 49\n",
      " 44 55 48 50 51 53 52 54 38 62 75 58 64 65 66 59 60 61 63 74 67 69 70 68\n",
      " 72 71 73 57]\n",
      "[ 0  3  1  2  4  5  6  7  8  9 11 12 10 13 14 15 16 17 18 20 21 19 22 24\n",
      " 23 25 26 27 28 29 30 32 31 33 34 35 36 37 38 40 39 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 58 57 59 60 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17  9 11 10 15 16 12 13 14  0 24 37 20 27 21\n",
      " 26 22 23 28 25 36 29 31 30 32 34 35 19 33 39 43 45 56 46 40 41 47 49 42\n",
      " 44 55 48 50 51 52 53 54 38 62 58 75 65 59 64 66 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 1  2  0  3  4  5  6  7  8  9 11 10 12 13 14 18 15 16 17 20 19 21 23 22\n",
      " 24 25 26 27 28 29 30 32 31 34 33 37 35 36 38 39 40 41 42 43 44 46 48 49\n",
      " 50 45 47 51 52 53 54 55 56 58 57 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 5 18  1  7  8  2  3  4  6 17  9 10 11 15 16  0 12 13 14 24 20 37 26 27\n",
      " 21 22 23 28 25 36 29 31 30 34 32 33 35 19 39 45 43 56 46 40 41 42 44 55\n",
      " 48 47 49 50 51 52 53 54 38 62 58 75 65 59 64 60 66 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 1  0  3  2  4  5  6  7  8  9 10 11 12 15 13 14 18 16 17 20 19 21 22 23\n",
      " 27 24 25 26 28 29 30 31 34 35 36 32 33 37 38 39 40 41 42 45 43 44 47 46\n",
      " 48 49 50 51 52 54 53 55 56 58 57 59 60 61 62 63 64 65 66 67 68 69 71 70\n",
      " 72 73 74 75] -> [ 5  1  7 18  8  2  3  4  6 17 10  9 11 12 15 16  0 13 14 24 20 37 27 26\n",
      " 28 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 43 56 46 47 40 41 49 42\n",
      " 44 55 48 50 51 53 52 54 38 62 58 75 65 59 64 66 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 1  0  3  2  4  5  6  7 11  8  9 12 10 13 15 14 18 16 17 20 19 21 22 23\n",
      " 24 25 26 28 29 30 32 33 27 31 34 35 37 36 38 39 40 41 42 43 44 46 45 47\n",
      " 48 49 50 51 54 52 55 53 56 58 57 59 60 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 5  1  7 18  8  2  3  4  9  6 17 11 10 15 12 16  0 13 14 24 20 37 27 26\n",
      " 21 22 23 25 36 29 31 32 28 30 34 35 33 19 39 45 43 56 46 40 41 42 47 49\n",
      " 44 55 48 50 53 51 54 52 38 62 58 75 65 59 64 66 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "min_f: 0.5903319939924954 , mean_f: 0.7015684280660828\n",
      "new ref permutation:\n",
      " [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 20 24 37 27 21\n",
      " 26 22 23 25 28 36 29 30 34 31 32 35 19 33 39 45 43 56 46 47 40 41 42 49\n",
      " 44 55 48 50 51 53 52 54 38 58 62 75 64 65 66 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "intra:\n",
      " ['L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'H' 'H'\n",
      " 'H' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'L' 'L' 'H' 'H' 'L'\n",
      " 'L' 'H' 'L' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'L'\n",
      " 'H' 'L' 'L' 'L' 'H' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'L' 'L' 'L' 'L']\n",
      "[[0.         0.         0.50887069 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.35424139 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 16 15 17 18 20 21 19 22 23\n",
      " 25 24 26 27 29 28 31 30 33 32 35 34 37 36 38 40 39 43 41 42 44 45 46 47\n",
      " 48 49 50 51 52 54 53 55 56 58 57 60 59 62 61 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16 12  0 13 14 24 37 20 27 21\n",
      " 22 26 23 25 36 28 30 29 31 34 35 32 33 19 39 43 45 47 56 46 40 41 42 49\n",
      " 44 55 48 50 51 52 53 54 38 62 58 64 75 66 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 12 10 13 14 15 16 17 18 20 21 19 22 23\n",
      " 24 25 26 28 27 31 29 30 32 33 34 35 36 37 38 39 40 43 41 42 44 45 46 48\n",
      " 49 50 47 51 52 53 55 54 56 57 60 58 62 59 61 63 64 65 66 67 68 69 72 70\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17  9 11 10 15 16  0 12 13 14 24 37 20 27 21\n",
      " 26 22 23 28 25 30 36 29 34 31 32 35 19 33 39 45 43 47 56 46 40 41 42 44\n",
      " 55 48 49 50 51 53 54 52 38 58 64 62 66 75 65 59 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 0  2  1  3  4  5  6  7 11  8  9 12 10 13 14 16 15 17 18 20 21 19 24 22\n",
      " 23 25 26 27 29 28 31 30 32 35 33 36 34 37 38 39 40 41 42 43 44 45 46 48\n",
      " 49 47 50 51 53 52 54 55 56 58 57 60 62 59 61 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7 18  8  2  3  4  9  6 17 11 10 15 16 12  0 13 14 24 37 20 26 27\n",
      " 21 22 23 25 36 28 30 29 34 35 31 19 32 33 39 45 43 56 46 47 40 41 42 44\n",
      " 55 49 48 50 53 51 52 54 38 62 58 64 66 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 24\n",
      " 23 25 26 27 29 28 31 30 32 33 35 34 36 37 38 40 39 43 41 42 44 45 46 48\n",
      " 47 49 50 51 52 53 55 54 56 57 58 60 59 62 61 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 20 24 37 27 26\n",
      " 21 22 23 25 36 28 30 29 34 31 35 32 19 33 39 43 45 47 56 46 40 41 42 44\n",
      " 49 55 48 50 51 53 54 52 38 58 62 64 75 66 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  2  1  3  4  5  6  7 11  8  9 12 10 13 14 15 16 17 18 20 21 19 22 24\n",
      " 23 25 26 27 28 29 30 31 32 35 33 36 34 37 38 39 40 43 41 42 44 45 46 48\n",
      " 49 47 50 51 53 55 52 54 56 58 57 59 60 62 61 63 64 65 66 67 68 69 72 70\n",
      " 73 71 74 75] -> [ 1  5  7 18  8  2  3  4  9  6 17 11 10 15 16  0 12 13 14 24 37 20 27 26\n",
      " 21 22 23 25 28 36 29 30 34 35 31 19 32 33 39 45 43 47 56 46 40 41 42 44\n",
      " 55 49 48 50 53 54 51 52 38 62 58 75 64 66 65 59 60 61 63 74 67 69 68 70\n",
      " 72 71 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 24 22\n",
      " 23 25 26 28 27 29 30 31 32 35 33 36 34 37 38 40 39 43 41 42 44 45 46 48\n",
      " 47 49 50 51 52 54 53 55 56 58 57 60 59 62 61 63 64 65 66 67 68 72 69 73\n",
      " 70 71 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 20 24 37 26 27\n",
      " 21 22 23 28 25 36 29 30 34 35 31 19 32 33 39 43 45 47 56 46 40 41 42 44\n",
      " 49 55 48 50 51 52 53 54 38 62 58 64 75 66 65 59 60 61 63 74 67 68 69 72\n",
      " 70 71 73 57]\n",
      "[ 0  2  1  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 24\n",
      " 23 25 26 28 27 29 30 31 32 33 34 35 36 37 38 39 40 41 43 42 44 45 47 46\n",
      " 48 49 50 51 52 53 55 54 56 58 57 59 60 61 63 62 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 20 24 37 27 26\n",
      " 21 22 23 28 25 36 29 30 34 31 32 35 19 33 39 45 43 56 47 46 40 41 49 42\n",
      " 44 55 48 50 51 53 54 52 38 62 58 75 64 65 59 66 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 24\n",
      " 23 25 26 28 27 29 30 31 32 35 33 36 34 37 38 40 39 43 41 42 44 45 47 46\n",
      " 48 49 50 53 51 55 52 54 56 57 60 58 62 59 61 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 20 24 37 27 26\n",
      " 21 22 23 28 25 36 29 30 34 35 31 19 32 33 39 43 45 47 56 46 40 41 49 42\n",
      " 44 55 48 53 50 54 51 52 38 58 64 62 66 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 16 17 15 18 20 19 21 22 23\n",
      " 25 26 24 27 29 28 31 30 32 33 34 35 36 37 38 40 39 41 43 42 44 45 47 46\n",
      " 48 49 50 51 52 54 53 55 56 58 59 57 60 61 62 63 64 65 66 67 68 69 72 70\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16 12 13  0 14 24 20 37 27 21\n",
      " 22 23 26 25 36 28 30 29 34 31 32 35 19 33 39 43 45 56 47 46 40 41 49 42\n",
      " 44 55 48 50 51 52 53 54 38 62 75 58 64 65 66 59 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 0  2  1  3  4  5  6  7  8  9 10 11 12 13 14 16 15 17 18 19 20 21 22 24\n",
      " 23 25 26 27 29 28 31 30 33 32 34 37 35 36 38 40 39 41 42 43 44 45 46 48\n",
      " 47 49 50 51 52 53 55 54 56 57 58 59 60 62 61 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7 18  8  2  3  4  6 17 10  9 11 15 16 12  0 13 14 20 24 37 27 26\n",
      " 21 22 23 25 36 28 30 29 31 34 32 33 35 19 39 43 45 56 46 47 40 41 42 44\n",
      " 49 55 48 50 51 53 54 52 38 58 62 75 64 66 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  2  1  3  4  5  6  7  8  9 11 10 12 13 14 15 16 17 18 20 21 19 22 24\n",
      " 23 25 26 28 27 29 30 31 32 35 33 36 34 37 38 39 40 41 42 43 44 45 46 48\n",
      " 47 49 50 53 51 52 54 55 56 58 57 60 62 59 61 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  5  7 18  8  2  3  4  6 17  9 10 11 15 16  0 12 13 14 24 37 20 27 26\n",
      " 21 22 23 28 25 36 29 30 34 35 31 19 32 33 39 45 43 56 46 47 40 41 42 44\n",
      " 49 55 48 53 50 51 52 54 38 62 58 64 66 75 65 59 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  2  1  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 19 21 22 23\n",
      " 25 26 24 27 29 28 30 31 33 32 35 34 37 36 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 53 51 52 55 54 56 57 60 58 62 59 61 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 24 20 37 27 21\n",
      " 22 23 26 25 36 28 29 30 31 34 35 32 33 19 39 45 43 56 46 47 40 41 49 42\n",
      " 44 55 48 53 50 51 54 52 38 58 64 62 66 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  2  1  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 21 19 24 22\n",
      " 23 25 26 27 29 28 31 30 32 33 34 35 36 37 38 39 40 43 41 42 44 45 46 47\n",
      " 48 49 50 51 52 54 53 55 56 58 57 60 59 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 24 37 20 26 27\n",
      " 21 22 23 25 36 28 30 29 34 31 32 35 19 33 39 45 43 47 56 46 40 41 42 49\n",
      " 44 55 48 50 51 52 53 54 38 62 58 64 75 65 66 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 16 14 17 15 18 20 21 19 24 22\n",
      " 23 25 26 27 28 29 30 31 32 33 34 37 35 36 38 40 39 43 41 42 44 45 46 48\n",
      " 47 49 50 51 52 54 53 55 56 58 59 57 61 60 63 62 64 65 66 67 68 69 72 70\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 12 16 13  0 14 24 37 20 26 27\n",
      " 21 22 23 25 28 36 29 30 34 31 32 33 35 19 39 43 45 47 56 46 40 41 42 44\n",
      " 49 55 48 50 51 52 53 54 38 62 75 58 65 64 59 66 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 0  2  1  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 19 21 24 22\n",
      " 23 25 26 27 29 28 31 30 32 33 35 34 36 37 38 39 40 41 43 42 44 45 47 46\n",
      " 48 49 50 53 51 55 52 54 56 58 59 57 61 60 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 24 20 37 26 27\n",
      " 21 22 23 25 36 28 30 29 34 31 35 32 19 33 39 45 43 56 47 46 40 41 49 42\n",
      " 44 55 48 53 50 54 51 52 38 62 75 58 65 64 66 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  2  1  3  4  5  6  7  8  9 10 11 12 16 13 14 17 15 18 19 20 21 22 24\n",
      " 23 25 26 27 29 30 28 31 33 32 34 35 37 36 38 39 40 41 42 44 43 45 47 46\n",
      " 48 49 50 53 51 52 54 55 56 58 57 60 62 59 61 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7 18  8  2  3  4  6 17 10  9 11 12 15 16 13  0 14 20 24 37 27 26\n",
      " 21 22 23 25 36 29 28 30 31 34 32 35 33 19 39 45 43 56 46 40 47 41 49 42\n",
      " 44 55 48 53 50 51 52 54 38 62 58 64 66 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "min_f: 0.5290870765150915 , mean_f: 0.6359027526709066\n",
      "new ref permutation:\n",
      " [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 20 24 37 27 26\n",
      " 21 22 23 28 25 36 29 30 34 35 31 19 32 33 39 43 45 47 56 46 40 41 49 42\n",
      " 44 55 48 53 50 54 51 52 38 58 64 62 66 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "intra:\n",
      " ['L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'H' 'H'\n",
      " 'H' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'L' 'L' 'L' 'H' 'L'\n",
      " 'H' 'H' 'L' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'L'\n",
      " 'H' 'H' 'L' 'L' 'L' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'L' 'L' 'L' 'L']\n",
      "[[0.         0.         0.52181846 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.34822831 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 21 19 23 22\n",
      " 24 25 26 28 29 30 27 31 32 33 34 35 36 37 38 40 39 42 41 43 44 45 47 46\n",
      " 48 49 50 51 53 52 54 56 55 57 58 60 59 61 62 63 64 65 66 67 68 69 70 72\n",
      " 73 71 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 24 37 20 26 27\n",
      " 21 22 23 25 36 29 28 30 34 35 31 19 32 33 39 45 43 56 47 46 40 41 42 49\n",
      " 44 55 48 53 54 50 51 38 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 68\n",
      " 72 71 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 28 27 31 29 30 32 33 34 36 35 37 39 38 42 40 43 41 44 45 47 46\n",
      " 48 49 51 53 50 52 54 56 55 57 58 60 59 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 20 24 37 27 26\n",
      " 21 22 23 25 28 30 36 29 34 35 31 32 19 33 43 39 56 45 46 47 40 41 42 49\n",
      " 44 55 53 54 48 50 51 38 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7 11  8  9 12 10 13 14 16 17 15 18 19 20 23 21 27\n",
      " 22 24 25 26 28 29 31 30 32 33 35 34 36 37 38 40 39 41 42 43 44 46 45 47\n",
      " 51 48 49 53 50 56 52 54 55 57 58 60 59 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  3  4  9  6 17 11 10 15 16 12 13  0 14 20 24 26 37 28\n",
      " 27 21 22 23 25 36 30 29 34 35 19 31 32 33 39 45 43 47 56 46 40 49 41 42\n",
      " 53 44 55 54 48 38 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 23 22\n",
      " 24 25 26 28 29 27 30 31 32 34 33 35 36 37 38 40 39 41 42 46 43 44 45 47\n",
      " 48 49 50 51 53 56 52 54 55 57 58 60 59 61 62 63 64 65 66 67 68 69 72 73\n",
      " 70 71 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 20 24 37 26 27\n",
      " 21 22 23 25 36 28 29 30 34 31 35 19 32 33 39 45 43 47 56 49 46 40 41 42\n",
      " 44 55 48 53 54 38 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 72\n",
      " 70 71 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 16 15 17 18 20 21 19 22 23\n",
      " 24 25 27 26 28 31 29 30 32 33 34 35 36 37 39 38 42 40 43 41 44 45 46 47\n",
      " 48 49 51 50 53 56 52 54 55 57 58 60 59 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16 12  0 13 14 24 37 20 27 26\n",
      " 21 22 28 23 25 30 36 29 34 35 31 19 32 33 43 39 56 45 46 47 40 41 49 42\n",
      " 44 55 53 48 54 38 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  2  1  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 21 19 22 24\n",
      " 23 27 25 26 28 31 29 30 32 33 34 35 36 37 38 40 39 41 42 43 44 46 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 59 58 61 60 62 63 64 65 66 67 68 69 70 72\n",
      " 73 71 74 75] -> [ 1  5  7 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 24 37 20 27 21\n",
      " 26 28 22 23 25 30 36 29 34 35 31 19 32 33 39 45 43 47 56 46 40 49 41 42\n",
      " 44 55 48 53 50 54 51 52 38 58 62 64 75 66 65 59 60 61 63 74 67 69 70 68\n",
      " 72 71 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 12 10 13 14 16 17 15 18 19 20 21 22 24\n",
      " 23 25 26 27 28 31 29 30 32 33 34 35 36 37 39 38 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 53 52 56 54 55 57 58 59 60 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17  9 11 10 15 16 12 13  0 14 20 24 37 27 21\n",
      " 26 22 23 28 25 30 36 29 34 35 31 19 32 33 43 39 45 47 56 46 40 41 49 42\n",
      " 44 55 48 53 54 50 38 51 52 58 64 62 66 75 65 59 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 16 15 17 18 20 21 19 23 22\n",
      " 24 25 26 28 27 29 30 31 32 33 35 34 36 37 39 38 40 41 42 46 43 44 45 47\n",
      " 48 49 51 50 53 52 54 55 56 57 58 60 59 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16 12  0 13 14 24 37 20 26 27\n",
      " 21 22 23 25 28 36 29 30 34 35 19 31 32 33 43 39 45 47 56 49 46 40 41 42\n",
      " 44 55 53 48 54 50 51 52 38 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 21 19 22 24\n",
      " 23 27 25 26 28 29 31 30 32 34 33 35 36 37 39 38 40 41 42 46 43 44 45 47\n",
      " 51 48 49 50 53 52 54 55 56 57 58 60 59 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 24 37 20 27 21\n",
      " 26 28 22 23 25 36 30 29 34 31 35 19 32 33 43 39 45 47 56 49 46 40 41 42\n",
      " 53 44 55 48 54 50 51 52 38 58 64 66 62 75 65 59 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 12 10 13 14 15 16 17 18 20 21 19 22 24\n",
      " 23 27 25 26 28 31 29 30 32 34 33 35 36 37 38 40 39 42 41 46 43 44 45 47\n",
      " 48 51 49 53 50 52 54 55 56 57 58 60 59 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17  9 11 10 15 16  0 12 13 14 24 37 20 27 21\n",
      " 26 28 22 23 25 30 36 29 34 31 35 19 32 33 39 45 43 56 47 49 46 40 41 42\n",
      " 44 53 55 54 48 50 51 52 38 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 12 10 13 14 15 16 17 18 19 20 23 21 27\n",
      " 22 24 25 26 28 29 30 31 32 34 33 35 36 37 39 38 40 41 42 43 46 44 45 47\n",
      " 48 49 51 53 56 50 52 54 55 57 58 60 59 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17  9 11 10 15 16  0 12 13 14 20 24 26 37 28\n",
      " 27 21 22 23 25 36 29 30 34 31 35 19 32 33 43 39 45 47 56 46 49 40 41 42\n",
      " 44 55 53 54 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 12 10 13 14 15 16 17 18 19 20 21 22 24\n",
      " 23 27 25 26 28 31 29 30 32 33 35 34 36 37 39 38 40 41 42 46 43 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 60 59 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17  9 11 10 15 16  0 12 13 14 20 24 37 27 21\n",
      " 26 28 22 23 25 30 36 29 34 35 19 31 32 33 43 39 45 47 56 49 46 40 41 42\n",
      " 44 55 48 53 50 54 51 52 38 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 21 19 22 24\n",
      " 25 26 23 27 28 29 31 30 32 33 34 35 36 37 39 38 40 42 41 46 43 44 45 47\n",
      " 48 49 50 51 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 24 37 20 27 21\n",
      " 22 23 26 28 25 36 30 29 34 35 31 19 32 33 43 39 45 56 47 49 46 40 41 42\n",
      " 44 55 48 53 54 50 51 52 38 58 64 62 66 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 24\n",
      " 23 25 26 27 28 29 31 30 32 34 33 36 35 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 51 50 52 53 56 54 55 57 59 58 60 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 20 24 37 27 21\n",
      " 26 22 23 28 25 36 30 29 34 31 35 32 19 33 39 43 45 47 56 46 40 41 42 49\n",
      " 44 55 53 48 50 54 38 51 52 58 62 64 66 75 65 59 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 24\n",
      " 23 27 25 26 28 29 30 31 32 33 35 34 36 37 39 38 42 40 43 41 46 44 45 47\n",
      " 51 48 49 53 50 52 54 55 56 57 58 60 59 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17 10  9 11 15 16  0 12 13 14 20 24 37 27 21\n",
      " 26 28 22 23 25 36 29 30 34 35 19 31 32 33 43 39 56 45 46 47 49 40 41 42\n",
      " 53 44 55 54 48 50 51 52 38 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 15 16 17 18 20 21 19 23 27\n",
      " 22 24 25 26 28 29 31 30 32 34 33 35 36 37 39 38 40 42 41 43 46 44 45 47\n",
      " 51 48 49 50 53 52 54 55 56 57 58 59 61 60 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  3  4  6 17  9 10 11 15 16  0 12 13 14 24 37 20 26 28\n",
      " 27 21 22 23 25 36 30 29 34 31 35 19 32 33 43 39 45 56 47 46 49 40 41 42\n",
      " 53 44 55 48 54 50 51 52 38 58 64 62 75 66 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "min_f: 0.44092219654729914 , mean_f: 0.5563673151633822\n",
      "new ref permutation:\n",
      " [ 1  7  5 18  8  2  3  4  9  6 17 11 10 15 16 12 13  0 14 20 24 26 37 28\n",
      " 27 21 22 23 25 36 30 29 34 35 19 31 32 33 39 45 43 47 56 46 40 49 41 42\n",
      " 53 44 55 54 48 38 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "intra:\n",
      " ['L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'L' 'H' 'L' 'L' 'H' 'H' 'L'\n",
      " 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'L' 'L' 'H'\n",
      " 'H' 'H' 'L' 'L' 'H' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'L' 'H' 'H' 'L' 'H' 'L'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'L' 'L' 'L' 'L']\n",
      "[[0.         0.         0.53345352 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.35511181 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]]\n",
      "[ 0  1  2  3  4  8  5  6  7  9 10 11 13 14 12 15 16 18 17 20 19 22 21 23\n",
      " 24 25 26 27 28 30 29 31 32 33 35 34 36 37 38 39 41 40 42 43 44 46 45 48\n",
      " 51 47 49 50 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  9  2  3  4  6 17 11 15 16 10 12 13 14  0 24 20 37 26 28\n",
      " 27 21 22 23 25 30 36 29 34 35 31 19 32 33 39 45 47 43 56 46 40 41 49 53\n",
      " 54 42 44 55 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8 11  9 13 10 14 12 15 16 18 17 20 19 21 22 23\n",
      " 24 25 26 27 28 29 30 32 33 31 34 35 36 37 38 39 40 41 42 43 44 46 45 48\n",
      " 47 51 49 50 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 72 70\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  4  9 11  6 15 17 16 10 12 13 14  0 24 20 26 37 28\n",
      " 27 21 22 23 25 36 30 34 35 29 19 31 32 33 39 45 43 47 56 46 40 41 49 53\n",
      " 42 54 44 55 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  8  7 11  9 13 10 12 15 16 14 17 18 19 21 20 22 24\n",
      " 23 25 26 27 28 30 29 32 33 34 31 35 36 37 38 39 40 42 41 43 44 45 48 46\n",
      " 47 49 50 51 52 53 54 55 56 57 58 60 59 61 62 63 64 65 66 67 68 69 72 70\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  9  4 11  6 15 17 10 12 13 16  0 14 20 26 24 37 27\n",
      " 28 21 22 23 25 30 36 34 35 19 29 31 32 33 39 45 43 56 47 46 40 49 53 41\n",
      " 42 44 55 54 48 38 50 51 52 58 64 62 66 75 65 59 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  8  5  6  7  9 11 10 12 13 14 15 16 18 17 19 21 20 22 23\n",
      " 24 25 26 27 28 30 29 31 32 33 34 35 36 37 38 40 39 41 42 43 44 46 45 48\n",
      " 47 49 51 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  9  2  3  4  6 11 17 10 15 16 12 13 14  0 20 26 24 37 28\n",
      " 27 21 22 23 25 30 36 29 34 35 19 31 32 33 39 43 45 47 56 46 40 41 49 53\n",
      " 42 44 54 55 48 38 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  8  5  6  7  9 10 11 12 13 14 17 15 16 18 19 21 20 22 24\n",
      " 23 25 26 30 27 28 32 29 33 31 34 35 36 37 38 39 40 41 42 43 44 46 45 48\n",
      " 47 49 51 53 50 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  9  2  3  4  6 17 11 10 15 16  0 12 13 14 20 26 24 37 27\n",
      " 28 21 22 30 23 25 34 36 35 29 19 31 32 33 39 45 43 47 56 46 40 41 49 53\n",
      " 42 44 54 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  2  1  3  4  5  6  8  7  9 11 13 10 12 14 15 16 17 18 19 20 22 21 23\n",
      " 24 25 26 27 28 29 30 32 33 31 34 35 36 37 38 39 41 40 42 43 44 46 45 48\n",
      " 47 49 50 51 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 72 70\n",
      " 71 73 74 75] -> [ 1  5  7 18  8  2  3  9  4  6 11 15 17 10 16 12 13  0 14 20 24 37 26 28\n",
      " 27 21 22 23 25 36 30 34 35 29 19 31 32 33 39 45 47 43 56 46 40 41 49 53\n",
      " 42 44 55 54 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  8  7  9 11 13 10 12 15 14 17 16 18 19 20 21 23 22\n",
      " 24 25 26 30 27 28 32 29 31 33 34 35 36 37 38 39 41 40 42 43 44 46 45 48\n",
      " 51 47 49 53 50 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  9  4  6 11 15 17 10 12 16  0 13 14 20 24 26 28 37\n",
      " 27 21 22 30 23 25 34 36 29 35 19 31 32 33 39 45 47 43 56 46 40 41 49 53\n",
      " 54 42 44 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  2  1  3  4  5  6  8 11  7  9 13 10 12 14 15 16 17 18 19 20 22 21 23\n",
      " 24 25 26 27 28 30 32 33 29 34 31 35 36 37 38 39 41 40 42 43 44 46 45 48\n",
      " 47 49 51 50 52 54 53 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7 18  8  2  3  9 11  4  6 15 17 10 16 12 13  0 14 20 24 37 26 28\n",
      " 27 21 22 23 25 30 34 35 36 19 29 31 32 33 39 45 47 43 56 46 40 41 49 53\n",
      " 42 44 54 55 48 50 38 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 13 14 12 15 17 16 18 19 20 21 23 22\n",
      " 24 25 26 27 28 29 31 30 32 33 34 35 36 37 38 39 40 41 42 43 44 46 45 48\n",
      " 47 51 49 53 50 52 54 55 56 57 58 60 59 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  4  9  6 17 11 15 16 10 12  0 13 14 20 24 26 28 37\n",
      " 27 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 43 47 56 46 40 41 49 53\n",
      " 42 54 44 38 55 48 50 51 52 58 64 62 66 75 65 59 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  8  5  6  7  9 10 11 13 12 15 14 17 16 18 19 21 20 23 22\n",
      " 24 25 26 27 28 30 29 31 32 33 34 35 36 37 38 39 41 40 42 43 44 46 45 48\n",
      " 47 49 51 50 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  9  2  3  4  6 17 11 15 10 12 16  0 13 14 20 26 24 28 37\n",
      " 27 21 22 23 25 30 36 29 34 35 19 31 32 33 39 45 47 43 56 46 40 41 49 53\n",
      " 42 44 54 55 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 10 11 12 13 14 15 16 18 17 19 21 20 22 23\n",
      " 24 25 26 27 28 30 32 33 29 34 31 35 36 37 38 39 41 40 42 43 44 45 46 48\n",
      " 47 49 50 51 53 52 54 55 56 57 58 60 61 62 59 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  9  3  4  6 17 11 10 15 16 12 13 14  0 20 26 24 37 28\n",
      " 27 21 22 23 25 30 34 35 36 19 29 31 32 33 39 45 47 43 56 46 40 49 41 53\n",
      " 42 44 55 54 38 48 50 51 52 58 64 62 75 65 66 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 13 10 14 12 15 16 18 17 20 19 21 22 23\n",
      " 24 25 26 27 28 30 29 31 32 33 35 34 36 37 38 39 40 41 42 43 45 48 44 51\n",
      " 46 47 49 50 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 72\n",
      " 73 74 71 75] -> [ 1  7  5 18  8  2  3  4  9  6 11 15 17 16 10 12 13 14  0 24 20 26 37 28\n",
      " 27 21 22 23 25 30 36 29 34 35 31 19 32 33 39 45 43 47 56 46 49 53 40 54\n",
      " 41 42 44 55 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 68\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  3  4  8  5  6  7  9 10 11 12 13 14 15 16 18 17 20 19 21 22 23\n",
      " 24 25 26 27 28 30 29 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 48 46\n",
      " 47 49 51 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  9  2  3  4  6 17 11 10 15 16 12 13 14  0 24 20 26 37 28\n",
      " 27 21 22 23 25 30 36 29 34 35 19 31 32 33 39 45 43 47 56 46 40 49 53 41\n",
      " 42 44 54 55 48 38 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  2  1  3  4  8  5  6  7  9 10 11 12 13 14 15 17 16 18 20 19 21 22 24\n",
      " 23 25 26 27 28 30 32 29 33 31 35 36 34 37 38 39 41 40 42 43 44 46 45 47\n",
      " 48 51 49 53 50 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 72 73\n",
      " 70 71 74 75] -> [ 1  5  7 18  8  9  2  3  4  6 17 11 10 15 16 12  0 13 14 24 20 26 37 27\n",
      " 28 21 22 23 25 30 34 36 35 29 31 32 19 33 39 45 47 43 56 46 40 41 49 42\n",
      " 53 54 44 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 72\n",
      " 70 71 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 15 13 14 17 16 18 20 19 21 23 22\n",
      " 24 25 26 27 28 29 30 32 33 34 31 35 36 37 38 39 41 40 42 45 43 44 46 47\n",
      " 48 49 50 51 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  3  4  9  6 17 11 10 12 15 16  0 13 14 24 20 26 28 37\n",
      " 27 21 22 23 25 36 30 34 35 19 29 31 32 33 39 45 47 43 56 49 46 40 41 42\n",
      " 53 44 55 54 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  2  1  3  4  5  6  8  7  9 10 12 11 13 14 15 16 18 17 20 19 21 22 23\n",
      " 24 25 26 27 28 29 31 30 32 33 34 35 36 37 38 39 41 40 42 43 44 45 46 47\n",
      " 49 48 51 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7 18  8  2  3  9  4  6 17 10 11 15 16 12 13 14  0 24 20 26 37 28\n",
      " 27 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 47 43 56 46 40 49 41 42\n",
      " 44 53 54 55 48 38 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "min_f: 0.39060567323149287 , mean_f: 0.4361466848807001\n",
      "new ref permutation:\n",
      " [ 1  7  5 18  8  9  2  3  4  6 17 11 15 10 12 16  0 13 14 20 26 24 28 37\n",
      " 27 21 22 23 25 30 36 29 34 35 19 31 32 33 39 45 47 43 56 46 40 41 49 53\n",
      " 42 44 54 55 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "intra:\n",
      " ['L' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'L' 'L' 'H'\n",
      " 'H' 'L' 'L' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'L' 'L' 'L' 'H'\n",
      " 'H' 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'L' 'H' 'L' 'H'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'L' 'L' 'L' 'L']\n",
      "[[0.         0.         0.54280193 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.3568947  ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]]\n",
      "[ 0  2  1  5  3  4  6  7  8  9 10 11 13 12 15 16 14 17 18 19 20 22 21 23\n",
      " 24 25 26 29 32 27 28 33 30 34 31 35 36 37 38 39 40 41 42 43 44 46 47 45\n",
      " 48 49 51 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7  9 18  8  2  3  4  6 17 11 10 15 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 30 34 23 25 35 36 19 29 31 32 33 39 45 47 43 56 46 40 49 53 41\n",
      " 42 44 55 54 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  5  3  4  6  7  8  9 10 13 11 12 15 14 16 17 18 19 20 22 21 23\n",
      " 24 25 26 27 28 30 29 32 31 33 34 35 36 37 38 39 40 41 42 46 43 47 44 50\n",
      " 45 48 49 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 72 70\n",
      " 71 73 74 75] -> [ 1  7  5  9 18  8  2  3  4  6 17 10 11 15 16 12  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 34 29 35 19 31 32 33 39 45 47 43 56 49 46 53 40 54\n",
      " 41 42 44 55 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 13 14 12 15 16 17 18 19 20 22 21 23\n",
      " 24 25 26 27 29 32 28 30 33 31 34 35 36 37 38 39 40 41 42 43 44 46 47 45\n",
      " 48 49 50 52 51 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  9  2  3  4  6 11 17 10 12 15 16  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 30 34 25 36 35 29 19 31 32 33 39 45 47 43 56 46 40 49 53 41\n",
      " 42 44 54 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  5  4  6  7  8 11  9 12 10 13 14 17 15 16 18 19 20 22 21 23\n",
      " 24 25 26 29 27 28 30 32 31 33 35 34 36 37 38 39 40 41 42 43 44 46 45 48\n",
      " 47 50 49 52 51 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  5 18  9  8  2  3  4 11  6 15 17 10 12 13 16  0 14 20 26 28 24 37\n",
      " 27 21 22 30 23 25 36 34 29 35 31 19 32 33 39 45 47 43 56 46 40 49 41 42\n",
      " 53 54 44 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  2  1  3  5  4  6  7  8 11  9 12 10 13 15 14 16 17 18 19 21 20 22 23\n",
      " 24 25 26 27 29 28 32 30 31 33 34 35 36 37 38 39 40 41 42 43 44 46 47 45\n",
      " 48 50 49 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7 18  9  8  2  3  4 11  6 15 17 10 16 12  0 13 14 20 24 26 28 37\n",
      " 27 21 22 23 30 25 34 36 29 35 19 31 32 33 39 45 47 43 56 46 40 49 53 41\n",
      " 42 54 44 55 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  2  1  5  3  4  6  7  8  9 11 12 10 13 14 15 16 17 18 19 21 20 23 22\n",
      " 24 25 26 27 28 29 30 32 33 34 31 35 36 37 38 39 40 41 42 43 44 45 46 48\n",
      " 47 50 49 51 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 72 70\n",
      " 71 73 74 75] -> [ 1  5  7  9 18  8  2  3  4  6 11 15 17 10 12 16  0 13 14 20 24 26 37 28\n",
      " 27 21 22 23 25 30 36 34 35 19 29 31 32 33 39 45 47 43 56 46 40 41 49 42\n",
      " 53 54 44 55 48 38 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  5  3  4  6  7  8  9 10 11 13 12 15 16 14 17 18 19 20 22 21 23\n",
      " 24 25 26 27 29 28 30 31 32 33 35 34 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 51 50 53 54 55 52 56 57 58 60 59 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 18  8  2  3  4  6 17 11 10 15 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 30 25 36 29 34 35 31 19 32 33 39 45 47 43 56 46 40 41 49 53\n",
      " 42 44 55 54 48 50 51 38 52 58 64 62 66 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  2  1  5  3  4  6  7  8  9 10 11 12 15 16 13 14 17 18 19 21 20 23 24\n",
      " 22 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 46 43 44 47 45\n",
      " 48 49 50 52 51 53 54 55 56 57 58 60 61 59 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7  9 18  8  2  3  4  6 17 11 15 16  0 10 12 13 14 20 24 26 37 27\n",
      " 28 21 22 23 25 30 36 29 34 35 19 31 32 33 39 45 47 43 56 49 46 40 53 41\n",
      " 42 44 54 38 55 48 50 51 52 58 64 62 75 66 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  2  1  5  3  4  6  7  8  9 10 13 11 12 15 14 17 16 18 19 20 21 22 23\n",
      " 24 25 26 29 27 32 28 33 30 34 31 35 36 37 38 39 40 41 42 43 44 46 45 47\n",
      " 48 50 49 52 51 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7  9 18  8  2  3  4  6 17 10 11 15 16 12 13  0 14 20 26 24 28 37\n",
      " 27 21 22 30 23 34 25 35 36 19 29 31 32 33 39 45 47 43 56 46 40 49 41 53\n",
      " 42 54 44 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  5  3  4  6  7  8  9 11 10 12 13 14 15 16 17 18 19 20 22 21 23\n",
      " 24 25 26 27 28 29 32 30 31 35 33 36 34 37 38 41 39 40 42 43 44 45 46 47\n",
      " 48 49 51 50 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 18  8  2  3  4  6 11 17 15 10 12 16  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 30 34 36 29 31 35 32 19 33 39 43 45 47 56 46 40 41 49 53\n",
      " 42 44 55 54 48 38 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  5  3  4  6  7  8  9 11 10 13 14 12 15 17 16 18 19 21 20 22 23\n",
      " 24 25 26 27 29 28 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 46 45 47\n",
      " 48 49 50 52 51 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 18  8  2  3  4  6 11 17 10 12 15 16 13  0 14 20 24 26 28 37\n",
      " 27 21 22 23 30 25 36 29 34 35 19 31 32 33 39 45 47 43 56 46 40 49 41 53\n",
      " 42 44 54 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0  1  2  3  4  6  5  7  8  9 11 10 12 15 13 14 16 17 18 19 20 22 21 23\n",
      " 24 25 26 27 29 32 28 30 31 33 34 35 36 37 38 39 40 41 42 46 43 44 45 48\n",
      " 47 49 51 50 53 54 55 52 56 57 60 58 59 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  8  2  9  3  4  6 11 17 15 16 10 12  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 30 34 25 36 29 35 19 31 32 33 39 45 47 43 56 49 46 40 41 42\n",
      " 53 44 55 54 48 50 51 38 52 58 62 64 66 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  5  3  4  6  7  8  9 10 11 13 12 14 15 17 16 18 19 20 22 21 23\n",
      " 24 25 26 29 27 28 30 32 31 33 34 35 36 37 38 39 40 41 42 46 43 44 45 48\n",
      " 49 51 47 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 18  8  2  3  4  6 17 11 10 15 12 16 13  0 14 20 26 28 24 37\n",
      " 27 21 22 30 23 25 36 34 29 35 19 31 32 33 39 45 47 43 56 49 46 40 41 42\n",
      " 44 55 53 54 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  2  1  3  5  4  6  7  8  9 10 13 11 12 14 15 17 16 18 19 20 21 22 23\n",
      " 24 25 26 29 27 28 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 60 61 62 59 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7 18  9  8  2  3  4  6 17 10 11 15 12 16 13  0 14 20 26 24 28 37\n",
      " 27 21 22 30 23 25 36 29 34 35 19 31 32 33 39 45 47 43 56 46 40 41 49 53\n",
      " 42 44 54 55 38 48 50 51 52 58 64 62 75 65 66 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  5  4  6  7  8  9 10 13 11 12 15 16 14 17 18 19 21 20 23 22\n",
      " 24 25 26 27 28 29 30 32 31 35 33 36 34 37 38 39 40 41 42 43 44 46 45 48\n",
      " 47 50 49 52 51 53 54 55 56 57 60 58 61 59 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  9  8  2  3  4  6 17 10 11 15 16  0 12 13 14 20 24 26 37 28\n",
      " 27 21 22 23 25 30 36 34 29 31 35 32 19 33 39 45 47 43 56 46 40 49 41 42\n",
      " 53 54 44 38 55 48 50 51 52 58 62 64 75 66 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  6  7  5  8  9 10 11 12 13 14 17 15 16 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 32 30 31 33 34 35 36 37 38 39 40 41 42 46 43 44 45 48\n",
      " 49 47 50 52 51 53 54 55 56 57 58 60 59 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  5 18  8  2  3  9  4  6 17 11 15 10 12 13 16  0 14 20 26 24 28 37\n",
      " 27 21 22 23 25 30 34 36 29 35 19 31 32 33 39 45 47 43 56 49 46 40 41 42\n",
      " 44 53 54 38 55 48 50 51 52 58 64 62 66 75 65 59 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "min_f: 0.3470788857400078 , mean_f: 0.3900465410990463\n",
      "new ref permutation:\n",
      " [ 1  7  5  9 18  8  2  3  4  6 17 10 11 15 16 12  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 34 29 35 19 31 32 33 39 45 47 43 56 49 46 53 40 54\n",
      " 41 42 44 55 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "intra:\n",
      " ['L' 'L' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'L' 'H' 'L' 'H'\n",
      " 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'L' 'L' 'H'\n",
      " 'H' 'H' 'L' 'L' 'L' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'H' 'L' 'H'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'H'\n",
      " 'H' 'L' 'L' 'L']\n",
      "[[0.         0.         0.55133317 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.3564242  ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]]\n",
      "[ 0  1  2  4  3  5  6  7  8  9 10 12 11 15 13 14 17 16 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 33 34 32 35 36 37 38 39 40 43 41 45 42 44 47 46\n",
      " 48 49 50 52 51 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  9  8  2  3  4  6 17 11 10 12 15 16 13  0 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 34 35 19 29 31 32 33 39 45 47 49 43 53 56 46 54 40\n",
      " 41 42 44 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  3  2  4  5  6  7  8  9 10 11 12 13 14 15 17 16 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 33 32 35 36 34 37 38 39 41 42 40 43 45 44 47 46\n",
      " 48 49 50 51 53 54 52 55 56 57 58 59 60 61 62 63 64 65 66 67 68 70 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2  3  4  6 17 10 11 15 16 12 13  0 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 34 35 29 31 32 19 33 39 45 43 56 47 49 53 46 54 40\n",
      " 41 42 44 55 48 50 38 51 52 58 64 66 62 75 65 59 60 61 63 74 67 68 69 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 16 15 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 30 29 32 31 33 34 35 36 37 38 39 41 42 40 43 45 44 47 46\n",
      " 48 49 50 52 51 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 71 70\n",
      " 72 73 74 75] -> [ 1  7  5  9 18  8  2  3  4  6 17 10 11 15 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 30 36 29 34 35 19 31 32 33 39 45 43 56 47 49 53 46 54 40\n",
      " 41 42 44 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 68\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  4  3  5  6  7  8  9 10 11 12 13 15 14 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 30 28 31 29 32 33 34 35 36 37 38 39 40 41 42 44 43 46 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 71 70\n",
      " 73 74 72 75] -> [ 1  7  5 18  9  8  2  3  4  6 17 10 11 15 12 16  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 30 25 34 36 29 35 19 31 32 33 39 45 47 43 56 46 49 40 53 54\n",
      " 41 42 44 55 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 68\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  4  3  5  6  7  8  9 10 12 11 15 13 14 16 17 18 19 22 20 23 24\n",
      " 21 25 26 30 27 28 31 29 32 33 34 35 36 37 38 41 39 40 43 42 44 46 45 47\n",
      " 48 49 50 52 51 53 54 55 56 57 58 60 59 61 62 63 64 65 66 67 68 70 73 69\n",
      " 71 74 72 75] -> [ 1  7  5 18  9  8  2  3  4  6 17 11 10 12 15 16  0 13 14 20 24 26 37 27\n",
      " 28 21 22 30 23 25 34 36 29 35 19 31 32 33 39 43 45 47 49 56 46 40 53 54\n",
      " 41 42 44 38 55 48 50 51 52 58 64 62 66 75 65 59 60 61 63 74 67 68 72 69\n",
      " 70 73 71 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 17 16 18 19 20 22 21 23\n",
      " 24 25 26 27 28 30 29 32 31 33 34 35 36 37 38 39 41 40 43 45 42 44 46 48\n",
      " 47 49 50 51 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 73 72 74 75] -> [ 1  7  5  9 18  8  2  3  4  6 17 10 11 15 16 12 13  0 14 20 26 24 28 37\n",
      " 27 21 22 23 25 30 36 29 34 35 19 31 32 33 39 45 43 47 49 53 56 46 40 41\n",
      " 54 42 44 55 48 38 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 70\n",
      " 72 71 73 57]\n",
      "[ 0  1  3  2  4  5  6  7  8  9 10 11 12 13 15 17 14 16 18 19 20 21 22 23\n",
      " 24 25 26 30 27 28 31 29 32 35 33 36 34 37 38 39 40 41 43 42 44 45 47 46\n",
      " 48 49 50 52 51 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2  3  4  6 17 10 11 15 12 13 16  0 14 20 26 28 24 37\n",
      " 27 21 22 30 23 25 34 36 29 31 35 32 19 33 39 45 47 43 49 56 46 53 54 40\n",
      " 41 42 44 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  3  2  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 30 28 31 29 32 33 34 35 36 37 38 39 40 43 41 42 44 46 45 47\n",
      " 48 49 50 51 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 70 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2  3  4  6 17 10 11 15 16 12  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 30 25 34 36 29 35 19 31 32 33 39 45 47 49 43 56 46 40 53 54\n",
      " 41 42 44 55 48 38 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 68 69 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  3  2  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 22 23 21\n",
      " 24 25 26 27 28 29 30 32 31 33 35 34 36 37 38 39 40 43 41 42 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 60 61 59 62 63 64 65 66 67 68 69 71 70\n",
      " 73 72 74 75] -> [ 1  7  9  5 18  8  2  3  4  6 17 10 11 15 16 12  0 13 14 20 26 24 37 28\n",
      " 27 21 22 23 25 36 30 29 34 35 31 19 32 33 39 45 47 49 43 56 46 53 54 40\n",
      " 41 42 44 55 38 48 50 51 52 58 64 62 75 66 65 59 60 61 63 74 67 69 70 68\n",
      " 72 71 73 57]\n",
      "[ 0  1  3  2  4  5  6  7  8  9 10 11 12 15 13 14 16 17 18 19 22 20 21 23\n",
      " 24 25 26 27 28 30 29 31 33 34 32 35 36 37 38 39 41 40 43 45 42 44 46 48\n",
      " 49 47 50 51 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 71 72\n",
      " 70 73 74 75] -> [ 1  7  9  5 18  8  2  3  4  6 17 10 11 12 15 16  0 13 14 20 24 26 28 37\n",
      " 27 21 22 23 25 30 36 34 35 19 29 31 32 33 39 45 43 47 49 53 56 46 40 41\n",
      " 42 54 44 55 48 38 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 71\n",
      " 68 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 15 14 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 30 29 32 31 33 34 35 36 37 38 39 40 41 42 44 43 46 45 47\n",
      " 48 49 50 52 51 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 71 70\n",
      " 73 74 72 75] -> [ 1  7  5  9 18  8  2  3  4  6 17 10 11 15 12 16  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 30 36 29 34 35 19 31 32 33 39 45 47 43 56 46 49 40 53 54\n",
      " 41 42 44 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 68\n",
      " 72 73 71 57]\n",
      "[ 0  1  2  4  3  5  6  7  8  9 10 11 12 13 14 15 17 16 18 19 20 22 21 23\n",
      " 24 25 26 27 28 30 29 32 31 33 34 35 36 37 38 39 40 41 43 45 42 44 46 47\n",
      " 48 49 50 52 51 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 70 68 73 69\n",
      " 71 74 72 75] -> [ 1  7  5 18  9  8  2  3  4  6 17 10 11 15 16 12 13  0 14 20 26 24 28 37\n",
      " 27 21 22 23 25 30 36 29 34 35 19 31 32 33 39 45 47 43 49 53 56 46 40 54\n",
      " 41 42 44 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 68 67 72 69\n",
      " 70 73 71 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 12 10 11 13 14 16 15 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 30 29 31 33 34 32 35 36 37 38 39 41 40 43 45 42 44 47 46\n",
      " 48 49 50 51 53 52 54 55 56 57 60 58 59 61 62 63 64 65 66 70 67 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 18  8  2  3  4  6 11 17 10 15 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 30 36 34 35 19 29 31 32 33 39 45 43 47 49 53 56 46 54 40\n",
      " 41 42 44 55 48 38 50 51 52 58 62 64 66 75 65 59 60 61 63 68 74 67 69 70\n",
      " 71 72 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 16 15 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 33 34 32 35 36 37 38 39 41 42 40 43 44 45 46 48\n",
      " 47 49 50 51 53 52 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 70 69 71\n",
      " 73 74 72 75] -> [ 1  7  5  9 18  8  2  3  4  6 17 10 11 15 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 34 35 19 29 31 32 33 39 45 43 56 47 49 46 53 40 41\n",
      " 54 42 44 55 48 38 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 68 69 70\n",
      " 72 73 71 57]\n",
      "[ 0  1  3  2  4  5  6  7  8  9 10 12 11 13 14 15 17 16 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 32 30 31 33 34 35 36 37 38 39 40 43 45 41 42 44 46 48\n",
      " 47 49 50 52 51 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 73 74 72 75] -> [ 1  7  9  5 18  8  2  3  4  6 17 11 10 15 16 12 13  0 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 47 49 53 43 56 46 40 41\n",
      " 54 42 44 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 70\n",
      " 72 73 71 57]\n",
      "[ 0  1  3  2  4  5  6  7  8  9 12 10 11 13 14 15 17 16 18 19 20 22 21 23\n",
      " 24 25 26 27 28 30 29 31 33 32 35 34 36 37 38 39 40 43 41 42 45 44 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 70 69 71\n",
      " 73 72 74 75] -> [ 1  7  9  5 18  8  2  3  4  6 11 17 10 15 16 12 13  0 14 20 26 24 28 37\n",
      " 27 21 22 23 25 30 36 34 35 29 31 19 32 33 39 45 47 49 43 56 53 46 54 40\n",
      " 41 42 44 55 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 68 69 70\n",
      " 72 71 73 57]\n",
      "min_f: 0.31389910918242125 , mean_f: 0.3493564383259788\n",
      "new ref permutation:\n",
      " [ 1  7  9  5 18  8  2  3  4  6 17 11 10 15 16 12 13  0 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 47 49 53 43 56 46 40 41\n",
      " 54 42 44 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 70\n",
      " 72 73 71 57]\n",
      "intra:\n",
      " ['L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'L' 'H' 'H' 'L'\n",
      " 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'L' 'L' 'H'\n",
      " 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'L' 'H' 'H'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'H'\n",
      " 'L' 'L' 'H' 'L']\n",
      "[[0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.         0.         0.         ... 0.         0.49954401 0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.61091906]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 17 15 16 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 48\n",
      " 51 47 49 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 70 72 67 73 68\n",
      " 75 69 71 74] -> [ 1  7  9  5 18  8  2  3  4  6 11 17 10 15 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 68 72 74 73 67\n",
      " 57 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 15 14 17 16 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 43 42 44 45 46 47\n",
      " 48 51 49 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 70 67 68 72 69\n",
      " 73 71 74 75] -> [ 1  7  9  5 18  8  2  3  4  6 11 17 10 15 12 16  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 47 49 43 53 56 46 40 41\n",
      " 54 38 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 68 74 67 72 69\n",
      " 73 70 71 57]\n",
      "[ 0  1  3  2  4  5  6  7  8  9 10 12 11 13 14 15 16 18 17 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 49 48 50 52 51 53 54 55 56 57 58 59 60 61 62 63 64 65 66 70 67 68 69 72\n",
      " 71 73 75 74] -> [ 1  7  5  9 18  8  2  3  4  6 17 10 11 15 16 12 13 14  0 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 47 49 53 43 56 46 40 41\n",
      " 42 54 44 55 38 48 50 51 52 58 64 66 62 75 65 59 60 61 63 68 74 67 69 72\n",
      " 70 73 57 71]\n",
      "[ 0  3  1  2  4  5  6  7  8  9 11 13 10 12 14 15 16 18 17 19 20 21 22 23\n",
      " 24 25 26 27 28 29 31 30 32 33 35 36 34 37 38 39 40 41 42 43 44 45 46 48\n",
      " 47 51 49 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 70 67 72 68 73\n",
      " 69 71 75 74] -> [ 1  5  7  9 18  8  2  3  4  6 11 15 17 10 16 12 13 14  0 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 29 34 35 31 32 19 33 39 45 47 49 53 43 56 46 40 54\n",
      " 41 38 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 68 74 72 67 73\n",
      " 69 70 57 71]\n",
      "[ 0  1  3  4  2  5  6  7 11  8  9 13 10 12 15 14 17 16 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 35 34 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 51 50 52 53 54 55 56 57 60 58 59 61 62 63 64 65 66 70 67 68 69 72\n",
      " 73 71 74 75] -> [ 1  7  5 18  9  8  2  3 11  4  6 15 17 10 12 16  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 35 31 19 32 33 39 45 47 49 53 43 56 46 40 41\n",
      " 54 42 38 44 55 48 50 51 52 58 62 64 66 75 65 59 60 61 63 68 74 67 69 72\n",
      " 73 70 71 57]\n",
      "[ 0  1  2  3  4  5  6  7  8 11  9 13 10 12 15 14 17 16 18 19 20 22 23 21\n",
      " 24 25 26 27 28 31 29 30 32 33 35 36 34 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 51 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 72\n",
      " 73 75 71 74] -> [ 1  7  9  5 18  8  2  3  4 11  6 15 17 10 12 16  0 13 14 20 26 24 37 28\n",
      " 27 21 22 23 25 30 36 29 34 35 31 32 19 33 39 45 47 49 53 43 56 46 40 41\n",
      " 54 42 38 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 72\n",
      " 73 57 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 13 12 15 14 17 16 18 19 20 22 21 23\n",
      " 24 25 26 27 28 29 31 30 32 33 35 34 36 37 38 39 40 41 42 43 44 45 46 48\n",
      " 51 47 49 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 70 69 72\n",
      " 73 75 71 74] -> [ 1  7  9  5 18  8  2  3  4  6 11 17 15 10 12 16  0 13 14 20 26 24 28 37\n",
      " 27 21 22 23 25 36 30 29 34 35 31 19 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 68 69 72\n",
      " 73 57 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 13 10 12 14 15 16 18 17 19 20 21 22 23\n",
      " 24 25 26 27 28 29 31 30 32 33 34 35 36 37 38 39 40 41 42 43 44 45 48 46\n",
      " 47 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 70 69 71\n",
      " 72 73 75 74] -> [ 1  7  9  5 18  8  2  3  4  6 11 15 17 10 16 12 13 14  0 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 29 34 35 19 31 32 33 39 45 47 49 53 43 56 46 54 40\n",
      " 41 42 44 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 68 69 70\n",
      " 72 73 57 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 13 12 15 14 16 18 17 19 20 21 22 23\n",
      " 24 25 26 27 28 29 31 30 32 33 35 34 36 37 38 39 40 41 42 43 44 45 46 48\n",
      " 47 49 51 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 71 70\n",
      " 72 73 75 74] -> [ 1  7  9  5 18  8  2  3  4  6 17 11 15 10 12 16 13 14  0 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 29 34 35 31 19 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 41 42 38 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 13 10 12 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 31 30 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 48\n",
      " 51 47 49 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 70 67 68 69 71\n",
      " 72 73 75 74] -> [ 1  7  9  5 18  8  2  3  4  6 11 15 17 10 16 12 13  0 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 29 34 35 19 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 68 74 67 69 70\n",
      " 72 73 57 71]\n",
      "[ 0  1  2  3  4  5  6  7 11  8  9 13 10 12 15 14 17 16 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 43 42 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 71 70\n",
      " 72 73 75 74] -> [ 1  7  9  5 18  8  2  3 11  4  6 15 17 10 12 16  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 47 49 43 53 56 46 40 41\n",
      " 54 42 44 38 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 0  1  3  2  4  5  6  7  8  9 10 11 13 12 15 14 16 18 17 19 20 21 22 23\n",
      " 24 25 26 27 28 31 29 30 35 32 33 36 34 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 51 49 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 70 67 72 68 73\n",
      " 69 75 71 74] -> [ 1  7  5  9 18  8  2  3  4  6 17 11 15 10 12 16 13 14  0 20 26 28 24 37\n",
      " 27 21 22 23 25 30 36 29 31 34 35 32 19 33 39 45 47 49 53 43 56 46 40 41\n",
      " 54 38 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 68 74 72 67 73\n",
      " 69 57 70 71]\n",
      "[ 0  1  3  2  4  5  6  7  8  9 10 12 11 13 14 15 16 18 17 19 22 20 21 23\n",
      " 24 25 26 27 28 31 29 30 32 33 34 35 36 37 38 39 40 41 42 43 44 45 48 46\n",
      " 51 47 49 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 74 73 75] -> [ 1  7  5  9 18  8  2  3  4  6 17 10 11 15 16 12 13 14  0 20 24 26 28 37\n",
      " 27 21 22 23 25 30 36 29 34 35 19 31 32 33 39 45 47 49 53 43 56 46 54 40\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 67 69 68 72\n",
      " 70 71 73 57]\n",
      "[ 0  1  2  3  4  5  6  7  8 11  9 13 10 12 15 14 17 16 18 19 20 22 21 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 48\n",
      " 51 47 49 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 70 68 69 71\n",
      " 72 73 75 74] -> [ 1  7  9  5 18  8  2  3  4 11  6 15 17 10 12 16  0 13 14 20 26 24 28 37\n",
      " 27 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 68 67 69 70\n",
      " 72 73 57 71]\n",
      "[ 0  1  3  2  4  5  6  7 11  8  9 13 10 12 15 16 14 18 17 19 20 21 22 23\n",
      " 24 25 26 27 28 29 31 30 32 33 35 34 36 37 38 39 40 41 43 42 44 45 48 46\n",
      " 47 49 51 50 52 53 54 55 56 57 58 60 59 61 62 63 64 65 66 67 68 69 71 70\n",
      " 72 73 75 74] -> [ 1  7  5  9 18  8  2  3 11  4  6 15 17 10 12 13 16 14  0 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 29 34 35 31 19 32 33 39 45 47 49 43 53 56 46 54 40\n",
      " 41 42 38 44 55 48 50 51 52 58 64 62 66 75 65 59 60 61 63 74 67 69 70 68\n",
      " 72 73 57 71]\n",
      "[ 0  1  3  4  2  5  6  7  8  9 11 10 12 13 14 15 16 17 18 19 20 22 21 23\n",
      " 24 25 26 27 28 29 30 31 32 33 35 34 36 37 38 39 40 41 43 44 45 42 48 46\n",
      " 47 49 51 50 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 70 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  5 18  9  8  2  3  4  6 11 17 10 15 16 12 13  0 14 20 26 24 28 37\n",
      " 27 21 22 23 25 36 29 30 34 35 31 19 32 33 39 45 47 49 43 56 46 53 54 40\n",
      " 41 42 38 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 74 68 67 69 70\n",
      " 72 73 71 57]\n",
      "min_f: 0.2887414772910031 , mean_f: 0.3158676977435011\n",
      "new ref permutation:\n",
      " [ 1  7  9  5 18  8  2  3  4  6 11 17 10 15 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 68 72 74 73 67\n",
      " 57 69 70 71]\n",
      "intra:\n",
      " ['L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'L' 'L' 'L' 'H' 'H'\n",
      " 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'L' 'L' 'H'\n",
      " 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'L' 'H'\n",
      " 'L' 'H' 'H' 'H']\n",
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]]\n",
      "[ 0  1  2  3  4  5  6  7  8 10 13  9 11 14 12 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 31 30 32 33 34 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 49 48 50 51 52 53 54 55 56 57 58 60 59 61 62 63 64 67 65 66 68 70 72 69\n",
      " 71 73 74 75] -> [ 1  7  9  5 18  8  2  3  4 11 15  6 17 16 10  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 29 34 35 19 31 32 33 39 45 47 49 53 43 56 46 54 40\n",
      " 41 38 42 44 55 48 50 51 52 58 64 62 66 75 65 59 60 68 61 63 72 73 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8 10 13  9 11 14 12 16 15 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 31 30 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 60 58 59 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2  3  4 11 15  6 17 16 10 12  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 29 34 35 19 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 62 64 66 75 65 59 60 61 63 68 72 74 73 67\n",
      " 57 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 35 34 36 37 38 39 40 41 42 43 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 67 68 65 70 66 69 72\n",
      " 71 73 74 75] -> [ 1  7  9  5 18  8  2  3  4  6 11 17 10 15 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 35 31 19 32 33 39 45 47 49 53 43 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 68 72 61 73 63 74 57\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8 10 13  9 11 12 14 15 16 17 18 19 20 22 21 23\n",
      " 24 25 26 27 28 29 30 31 35 32 33 36 34 37 38 39 40 41 42 43 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 60 58 59 61 62 63 67 64 68 70 65 66 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2  3  4 11 15  6 17 10 16  0 12 13 14 20 26 24 28 37\n",
      " 27 21 22 23 25 36 29 30 31 34 35 32 19 33 39 45 47 49 53 43 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 62 64 66 75 65 59 68 60 72 73 61 63 74 67\n",
      " 57 69 70 71]\n",
      "[ 0  1  3  2  4  5  6  7  8  9 10 13 11 14 15 12 16 17 18 19 20 22 23 21\n",
      " 24 25 26 27 28 31 29 30 32 33 34 35 36 37 38 39 40 41 43 42 44 45 47 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 67 64 68 65 66 70 72 69\n",
      " 71 73 74 75] -> [ 1  7  5  9 18  8  2  3  4  6 11 15 17 16  0 10 12 13 14 20 26 24 37 28\n",
      " 27 21 22 23 25 30 36 29 34 35 19 31 32 33 39 45 47 49 43 53 56 46 54 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 68 60 72 61 63 73 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8 10  9 11 12 13 14 16 17 15 18 19 20 21 22 23\n",
      " 24 25 26 27 28 31 29 30 35 32 33 36 34 37 38 39 40 41 42 43 44 45 47 46\n",
      " 49 50 48 51 52 53 54 55 56 57 58 59 60 61 62 67 63 68 64 70 65 66 69 71\n",
      " 73 74 72 75] -> [ 1  7  9  5 18  8  2  3  4 11  6 17 10 15 16 12 13  0 14 20 26 28 24 37\n",
      " 27 21 22 23 25 30 36 29 31 34 35 32 19 33 39 45 47 49 53 43 56 46 54 40\n",
      " 41 42 38 44 55 48 50 51 52 58 64 66 62 75 65 68 59 72 60 73 61 63 74 67\n",
      " 69 70 57 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 13 14 12 16 15 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 43 42 44 45 47 46\n",
      " 49 48 50 51 52 53 54 55 56 57 58 60 59 61 62 63 64 65 67 68 70 66 69 72\n",
      " 71 73 74 75] -> [ 1  7  9  5 18  8  2  3 11  4  6 17 15 16 10 12  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 47 49 43 53 56 46 54 40\n",
      " 41 38 42 44 55 48 50 51 52 58 64 62 66 75 65 59 60 61 68 72 73 63 74 57\n",
      " 67 69 70 71]\n",
      "[ 0  1  3  2  4  5  6  7 10 13  8  9 14 11 15 12 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 35 36 34 37 38 39 40 41 43 42 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 60 58 59 61 62 63 64 65 67 66 68 70 69 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 18  8  2  3 11 15  4  6 16 17  0 10 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 35 31 32 19 33 39 45 47 49 43 53 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 62 64 66 75 65 59 60 61 68 63 72 73 74 67\n",
      " 57 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 13 11 14 12 16 15 17 18 19 20 22 23 21\n",
      " 24 25 26 27 28 29 30 31 35 32 33 36 34 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 70 72 69\n",
      " 71 73 74 75] -> [ 1  7  9  5 18  8  2  3  4  6 11 15 17 16 10 12  0 13 14 20 26 24 37 28\n",
      " 27 21 22 23 25 36 29 30 31 34 35 32 19 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 68 72 73 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6 10  7 13  8  9 11 12 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 31 30 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 67 68 70 66 69 72\n",
      " 71 73 74 75] -> [ 1  7  9  5 18  8  2 11  3 15  4  6 17 10 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 29 34 35 19 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 68 72 73 63 74 57\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 43 44 42 45 47 46\n",
      " 49 48 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 70 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2  3 11  4  6 17 10 15 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 47 49 43 56 53 46 54 40\n",
      " 41 38 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 68 72 73 74 67\n",
      " 57 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 16 13 14 17 15 18 19 20 22 21 23\n",
      " 24 25 26 27 28 29 31 30 32 33 34 35 36 37 38 39 40 41 42 43 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 67 65 68 70 66 72 69\n",
      " 71 73 74 75] -> [ 1  7  9  5 18  8  2  3  4  6 11 17 10 12 15 16 13  0 14 20 26 24 28 37\n",
      " 27 21 22 23 25 36 30 29 34 35 19 31 32 33 39 45 47 49 53 43 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 68 61 72 73 63 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6 10  7 13  8  9 14 11 15 12 16 17 18 19 20 22 21 23\n",
      " 24 25 26 27 28 31 29 30 32 33 34 35 36 37 38 39 40 41 43 42 44 45 47 46\n",
      " 49 48 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 67 65 66 68 69 70 71\n",
      " 73 72 74 75] -> [ 1  7  9  5 18  8  2 11  3 15  4  6 16 17  0 10 12 13 14 20 26 24 28 37\n",
      " 27 21 22 23 25 30 36 29 34 35 19 31 32 33 39 45 47 49 43 53 56 46 54 40\n",
      " 41 38 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 68 61 63 72 74 73 67\n",
      " 69 57 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8 10  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 35 33 36 34 37 38 39 40 41 42 43 44 45 47 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 70 72 69\n",
      " 71 73 74 75] -> [ 1  7  9  5 18  8  2  3  4 11  6 17 10 15 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 31 35 32 19 33 39 45 47 49 53 43 56 46 54 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 63 68 72 73 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 13 11 14 12 15 16 17 18 19 22 20 21 23\n",
      " 24 25 26 27 28 31 29 30 32 33 34 35 36 37 38 39 40 41 42 43 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 60 58 59 61 62 63 67 64 68 70 65 66 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2  3  4  6 11 15 17 16 10  0 12 13 14 20 24 26 28 37\n",
      " 27 21 22 23 25 30 36 29 34 35 19 31 32 33 39 45 47 49 53 43 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 62 64 66 75 65 59 68 60 72 73 61 63 74 67\n",
      " 57 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 13 14 15 16 17 18 19 20 22 21 23\n",
      " 24 25 26 27 28 31 29 30 32 33 35 36 34 37 38 39 40 41 42 43 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 67 66 68 70 69 72\n",
      " 71 73 74 75] -> [ 1  7  9  5 18  8  2  3 11  4  6 17 10 15 16  0 12 13 14 20 26 24 28 37\n",
      " 27 21 22 23 25 30 36 29 34 35 31 32 19 33 39 45 47 49 53 43 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 68 63 72 73 74 57\n",
      " 67 69 70 71]\n",
      "min_f: 0.2672199245037745 , mean_f: 0.28865010615667497\n",
      "new ref permutation:\n",
      " [ 1  7  9  5 18  8  2 11  3 15  4  6 17 10 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 29 34 35 19 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 68 72 73 63 74 57\n",
      " 67 69 70 71]\n",
      "intra:\n",
      " ['L' 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H'\n",
      " 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'L' 'L' 'H'\n",
      " 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'L' 'H' 'H' 'L'\n",
      " 'H' 'H' 'H' 'H']\n",
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]]\n",
      "[ 0  1  2  3  4  5  6  7  9  8 10 11 14 12 15 13 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 30 32 33 29 34 31 35 36 37 38 39 40 43 41 42 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 66 64 67 68 65 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2 11 15  3  4  6 16 17  0 10 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 30 34 35 36 19 29 31 32 33 39 45 47 43 49 53 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 68 60 72 73 61 63 74 57\n",
      " 67 69 70 71]\n",
      "[ 0  3  1  4  5  6  2  7  9  8 10 11 14 12 15 13 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 32 31 35 33 36 34 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 60 59 61 62 63 64 65 66 67 69 68 71 70\n",
      " 72 73 74 75] -> [ 1  5  7 18  8  2  9 11 15  3  4  6 16 17  0 10 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 34 29 31 35 32 19 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 62 66 75 65 59 60 61 68 72 63 73 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 14 12 15 13 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 32 33 31 35 34 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 49 48 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2 11  3 15  4  6 16 17  0 10 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 34 35 29 31 19 32 33 39 45 47 49 53 43 56 46 54 40\n",
      " 41 38 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 68 72 73 63 74 57\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  8 10  9 11 12 14 13 15 16 17 18 19 20 22 23 21\n",
      " 24 25 26 30 27 28 32 29 33 31 35 36 34 37 38 39 40 41 43 44 45 42 47 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 71 70\n",
      " 72 73 74 75] -> [ 1  7  9  5 18 11  8  2  3  4 15  6 17 16 10  0 12 13 14 20 26 24 37 28\n",
      " 27 21 22 30 23 25 34 36 35 29 31 32 19 33 39 45 47 49 43 56 46 53 54 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 68 72 73 63 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  9  8 10 11 12 14 13 15 16 17 18 19 20 22 21 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 66 64 67 65 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  9  5 18 11  8  2 15  3  4  6 17 16 10  0 12 13 14 20 26 24 28 37\n",
      " 27 21 22 23 25 36 30 29 34 35 19 31 32 33 39 45 47 49 53 43 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 68 60 72 61 73 63 74 67\n",
      " 57 69 70 71]\n",
      "[ 0  1  3  2  4  5  6  8  7  9 10 11 12 14 13 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 30 29 32 33 34 31 35 36 37 38 39 40 41 43 44 42 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 66 64 67 65 69 68 70 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 18  8  2  3 11 15  4  6 17 16 10  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 30 36 34 35 19 29 31 32 33 39 45 47 49 43 56 53 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 68 60 72 61 63 73 74 57\n",
      " 67 69 70 71]\n",
      "[ 0  1  3  2  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 30 29 32 33 34 31 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 60 59 61 62 63 64 66 65 67 68 69 70 72\n",
      " 73 71 74 75] -> [ 1  7  5  9 18  8 11  2  3 15  4  6 17 10 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 30 36 34 35 19 29 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 62 66 75 65 59 60 68 61 72 73 63 74 67\n",
      " 69 57 70 71]\n",
      "[ 0  1  2  3  4  5  6  8  7  9 10 11 12 14 15 13 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 32 31 33 34 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 49 48 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 66 65 69 67 68 71 70\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2  3 11 15  4  6 17 16  0 10 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 30 34 29 35 19 31 32 33 39 45 47 49 53 43 56 46 54 40\n",
      " 41 38 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 68 61 63 72 73 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  8 10  9 11 12 14 13 16 15 17 18 19 20 22 21 23\n",
      " 24 25 26 27 28 30 32 33 29 34 31 35 36 37 38 39 40 41 43 42 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 66 64 67 65 69 68 71 70\n",
      " 72 73 74 75] -> [ 1  7  9  5 18 11  8  2  3  4 15  6 17 16 10 12  0 13 14 20 26 24 28 37\n",
      " 27 21 22 23 25 30 34 35 36 19 29 31 32 33 39 45 47 49 43 53 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 68 60 72 61 63 73 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  3  2  4  5  6  8  7  9 10 11 12 14 13 16 15 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 30 29 32 31 33 34 35 36 37 38 39 40 41 43 42 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 66 64 67 65 69 68 70 72\n",
      " 71 73 74 75] -> [ 1  7  5  9 18  8  2  3 11 15  4  6 17 16 10 12  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 30 36 34 29 35 19 31 32 33 39 45 47 49 43 53 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 68 60 72 61 63 73 74 67\n",
      " 57 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  9  8 10 11 12 13 14 16 15 17 18 19 20 21 22 23\n",
      " 24 25 26 27 30 28 32 29 31 33 34 35 36 37 38 39 40 41 43 42 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 60 59 61 62 63 64 66 65 67 68 69 71 70\n",
      " 72 73 74 75] -> [ 1  7  9  5 18 11  8  2 15  3  4  6 17 10 16 12  0 13 14 20 26 28 24 37\n",
      " 27 21 22 23 30 25 34 36 29 35 19 31 32 33 39 45 47 49 43 53 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 62 66 75 65 59 60 68 61 72 73 63 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  9  8 10 11 12 14 13 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 30 29 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 49 48 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 66 65 67 68 69 71 70\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2 11 15  3  4  6 17 16 10  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 30 36 29 34 35 19 31 32 33 39 45 47 49 53 43 56 46 54 40\n",
      " 41 38 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 68 61 72 73 63 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  9  8 10 11 12 14 13 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 30 27 28 32 29 33 31 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 66 63 67 64 68 65 69 71 70\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2 11 15  3  4  6 17 16 10  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 30 23 25 34 36 35 29 19 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 68 59 72 60 73 61 63 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  8 10  9 11 14 12 15 13 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 31 30 32 33 34 35 36 37 38 39 40 41 42 43 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 60 58 59 61 62 63 64 65 66 67 68 69 70 72\n",
      " 71 73 74 75] -> [ 1  7  9  5 18 11  8  2  3  4 15  6 16 17  0 10 12 13 14 20 26 28 24 37\n",
      " 27 21 22 23 25 36 29 30 34 35 19 31 32 33 39 45 47 49 53 43 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 62 64 66 75 65 59 60 61 68 72 73 63 74 67\n",
      " 57 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  9  8 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 30 27 28 32 33 29 34 31 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 49 48 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 66 65 67 68 69 71 70\n",
      " 72 73 74 75] -> [ 1  7  9  5 18 11  8  2 15  3  4  6 17 10 16  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 30 23 25 34 35 36 19 29 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 41 38 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 68 61 72 73 63 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 14 12 15 13 16 17 18 19 20 21 22 23\n",
      " 24 25 26 30 27 28 32 29 31 33 35 34 36 37 38 39 40 41 43 42 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8 11  2  3 15  4  6 16 17  0 10 12 13 14 20 26 28 24 37\n",
      " 27 21 22 30 23 25 34 36 29 35 31 19 32 33 39 45 47 49 43 53 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 59 60 61 68 72 73 63 74 57\n",
      " 67 69 70 71]\n",
      "min_f: 0.24027524694758617 , mean_f: 0.26496377186690245\n",
      "new ref permutation:\n",
      " [ 1  7  9  5 18  8  2 11 15  3  4  6 17 16 10  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 30 23 25 34 36 35 29 19 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 68 59 72 60 73 61 63 57 74\n",
      " 67 69 70 71]\n",
      "intra:\n",
      " ['L' 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'H'\n",
      " 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H'\n",
      " 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'L' 'H'\n",
      " 'H' 'H' 'H' 'H']\n",
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 13 10 11 12 14 16 15 17 18 19 20 21 22 23\n",
      " 24 25 27 30 26 28 32 29 34 31 33 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 60 59 63 61 65 62 64 67 66 70 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2 11 15  3 16  4  6 17 10 12  0 13 14 20 26 28 24 37\n",
      " 27 21 30 34 22 23 35 25 19 36 29 31 32 33 39 45 47 49 53 43 56 46 54 40\n",
      " 38 41 42 44 55 48 50 51 52 58 64 62 66 68 75 72 65 59 73 60 57 61 63 74\n",
      " 67 69 70 71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0  1  2  3  4  7  5  6  8  9 10 13 11 12 14 15 16 17 18 19 20 22 21 23\n",
      " 24 25 27 26 28 30 29 31 32 34 33 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 64 65 67 66 70 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18 11  8  2 15  3  4 16  6 17 10  0 12 13 14 20 26 24 28 37\n",
      " 27 21 30 22 23 34 25 36 35 19 29 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 68 65 59 72 73 60 57 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  9  8 10 13 11 15 12 14 16 17 18 19 20 21 22 23\n",
      " 24 27 25 26 28 30 29 32 31 34 33 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 49 50 48 51 52 53 54 55 56 57 58 60 59 63 61 65 62 64 66 67 70 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18 11  8  2  3 15  4 16  6  0 17 10 12 13 14 20 26 28 24 37\n",
      " 27 30 21 22 23 34 25 35 36 19 29 31 32 33 39 45 47 49 53 43 56 46 54 40\n",
      " 41 42 38 44 55 48 50 51 52 58 64 62 66 68 75 72 65 59 60 73 57 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  9  8 13 10 11 12 14 15 16 17 18 19 20 21 22 23\n",
      " 27 24 25 30 26 28 32 29 34 31 33 35 36 37 38 39 40 41 43 44 42 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 65 67 70 64 66 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2 11  3 15 16  4  6 17 10  0 12 13 14 20 26 28 24 37\n",
      " 30 27 21 34 22 23 35 25 19 36 29 31 32 33 39 45 47 49 43 56 53 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 75 68 65 72 73 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  3  2  4  5  7  6  8  9 13 10 11 12 15 14 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 30 28 32 29 31 34 33 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 49 48 50 51 52 53 54 55 56 57 60 58 59 63 61 65 62 64 66 67 70 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 18  8 11  2 15  3 16  4  6 17  0 10 12 13 14 20 26 28 24 37\n",
      " 27 21 22 30 34 23 35 25 36 19 29 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 41 38 42 44 55 48 50 51 52 58 62 64 66 68 75 72 65 59 60 73 57 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  3  2  4  7  5  6  8  9 13 10 11 15 12 14 16 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 30 29 32 31 33 35 34 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 49 48 50 51 52 53 54 55 56 57 58 59 60 61 62 63 65 64 67 70 66 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 18 11  8  2 15  3 16  4  6  0 17 10 12 13 14 20 26 28 24 37\n",
      " 30 27 21 22 23 34 25 35 36 29 31 19 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 41 38 42 44 55 48 50 51 52 58 64 66 62 75 65 68 72 59 73 57 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 15 14 16 17 18 19 20 21 22 23\n",
      " 24 27 25 30 26 28 32 29 34 31 33 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 65 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8 11  2 15  3  4  6 17 16  0 10 12 13 14 20 26 28 24 37\n",
      " 27 30 21 34 22 23 35 25 19 36 29 31 32 33 39 45 47 49 53 43 56 46 54 40\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 68 65 72 59 60 73 61 63 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  9  8 13 10 11 15 12 14 16 17 18 19 20 22 21 23\n",
      " 24 25 27 26 28 30 29 32 31 33 34 35 36 37 38 39 40 41 42 43 44 45 47 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 63 60 61 65 62 67 64 70 66 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18 11  8  2  3 15 16  4  6  0 17 10 12 13 14 20 26 24 28 37\n",
      " 27 21 30 22 23 34 25 35 36 29 19 31 32 33 39 45 47 49 53 43 56 46 54 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 75 72 65 73 59 57 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  9  8 13 10 11 12 15 14 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 30 28 32 29 31 33 35 34 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 65 67 64 66 68 70 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18 11  8  2  3 15 16  4  6 17  0 10 12 13 14 20 26 28 24 37\n",
      " 27 21 22 30 34 23 35 25 36 29 31 19 32 33 39 45 47 49 53 43 56 46 54 40\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 62 75 65 68 72 73 59 60 61 57 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  3  2  4  7  5  6  8  9 13 10 11 15 12 14 16 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 29 30 31 32 34 33 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 60 59 63 61 65 62 67 64 66 70 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 18 11  8  2 15  3 16  4  6  0 17 10 12 13 14 20 26 28 24 37\n",
      " 30 27 21 22 23 25 34 36 35 19 29 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 62 66 68 75 72 65 73 59 60 57 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 13 11 12 15 14 16 17 18 19 20 21 22 23\n",
      " 24 25 27 26 28 29 31 30 32 34 33 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 49 50 48 51 52 53 54 55 56 57 58 59 60 61 63 62 64 66 65 67 70 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18  8  2 11 15  3  4 16  6 17  0 10 12 13 14 20 26 28 24 37\n",
      " 27 21 30 22 23 25 36 34 35 19 29 31 32 33 39 45 47 49 53 43 56 46 54 40\n",
      " 41 42 38 44 55 48 50 51 52 58 64 66 62 75 68 65 59 60 72 73 57 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  8  9 10 13 11 12 14 16 15 17 18 19 20 21 22 23\n",
      " 24 25 26 27 30 28 32 29 31 34 33 35 36 37 38 39 40 41 42 43 44 45 47 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 63 60 61 65 62 64 67 70 66 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18 11  8  2 15  3  4 16  6 17 10 12  0 13 14 20 26 28 24 37\n",
      " 27 21 22 30 34 23 35 25 36 19 29 31 32 33 39 45 47 49 53 43 56 46 54 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 75 72 65 59 73 57 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  3  2  4  5  7  6  8  9 10 11 12 13 15 14 16 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 30 29 32 31 34 33 35 36 37 38 39 40 41 42 43 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 64 65 66 67 70 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 18  8 11  2 15  3  4  6 17 16  0 10 12 13 14 20 26 28 24 37\n",
      " 30 27 21 22 23 34 25 35 36 19 29 31 32 33 39 45 47 49 53 43 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 75 68 65 59 72 60 73 57 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  8  9 13 10 11 15 12 14 16 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 29 30 32 34 31 33 35 36 37 38 39 40 41 42 43 44 47 45 48\n",
      " 46 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 64 65 66 67 70 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18 11  8  2 15  3 16  4  6  0 17 10 12 13 14 20 26 28 24 37\n",
      " 30 27 21 22 23 25 34 35 19 36 29 31 32 33 39 45 47 49 53 43 56 54 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 75 68 65 59 72 60 73 57 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  3  1  2  4  7  5  6  9  8 10 13 11 12 14 16 15 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 30 29 32 31 33 34 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 49 48 50 51 52 53 54 55 56 57 58 60 59 61 63 62 65 64 66 68 67 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7  9 18 11  8  2  3 15  4 16  6 17 10 12  0 13 14 20 26 28 24 37\n",
      " 30 27 21 22 23 34 25 35 36 29 19 31 32 33 39 45 47 49 53 43 56 46 54 40\n",
      " 41 38 42 44 55 48 50 51 52 58 64 62 66 75 68 65 72 59 60 61 73 63 57 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  3  2  4  7  5  6  8  9 10 13 11 12 14 15 16 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 29 30 32 34 31 33 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 49 48 50 51 52 53 54 55 56 57 58 60 59 63 61 65 62 67 70 64 66 68 69 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 18 11  8  2 15  3  4 16  6 17 10  0 12 13 14 20 26 28 24 37\n",
      " 30 27 21 22 23 25 34 35 19 36 29 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 41 38 42 44 55 48 50 51 52 58 64 62 66 68 75 72 65 73 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.1955119195430186 , mean_f: 0.217506150161932\n",
      "new ref permutation:\n",
      " [ 1  7  9  5 18 11  8  2 15  3  4 16  6 17 10 12  0 13 14 20 26 28 24 37\n",
      " 27 21 22 30 34 23 35 25 36 19 29 31 32 33 39 45 47 49 53 43 56 46 54 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 75 72 65 59 73 57 60 61 63 74\n",
      " 67 69 70 71]\n",
      "intra:\n",
      " ['L' 'L' 'L' 'H' 'H' 'L' 'H' 'H' 'L' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'L' 'H'\n",
      " 'H' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'L' 'H' 'L' 'H' 'H' 'L' 'H' 'H'\n",
      " 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'L' 'H' 'H' 'L' 'H' 'H' 'L' 'L' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'H']\n",
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]]\n",
      "[ 0  1  3  2  5  4  6  7  8  9 11 10 12 13 14 15 17 16 18 19 22 20 23 24\n",
      " 21 25 27 26 28 29 31 30 33 32 34 35 36 37 38 39 40 41 42 46 43 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 66 65 68 69 67 70 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 11 18  8  2 15  3 16  4  6 17 10 12 13  0 14 20 24 26 37 27\n",
      " 28 21 30 22 34 23 25 35 19 36 29 31 32 33 39 45 47 49 53 54 43 56 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 75 72 65 73 59 60 61 57 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  5  3  4  6  8  7  9 11 10 12 13 14 16 15 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 31 30 33 32 34 35 36 37 38 39 40 41 42 43 44 45 46 48\n",
      " 47 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 66 65 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11  5 18  8 15  2  3 16  4  6 17 10  0 12 13 14 20 26 28 24 37\n",
      " 27 21 22 30 34 23 25 35 19 36 29 31 32 33 39 45 47 49 53 43 56 46 54 40\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 68 62 75 72 65 73 59 57 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  5  8  4  6  7  9 10 12 11 13 14 15 17 16 18 19 20 21 22 23\n",
      " 24 25 26 27 28 30 29 31 32 34 33 35 36 37 38 39 40 41 43 42 46 44 45 48\n",
      " 47 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 68 66 69 67 70 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 11 15 18  8  2  3  4  6 16 17 10 12 13  0 14 20 26 28 24 37\n",
      " 27 21 22 30 34 35 23 25 36 29 19 31 32 33 39 45 47 49 43 53 54 56 46 40\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 68 62 75 72 65 59 60 73 61 57 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  5  8  3  4  6  7  9 10 12 11 13 14 15 17 16 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 33 32 34 35 36 37 38 39 40 41 42 46 43 44 47 45\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8  2  3  4  6 16 17 10 12 13  0 14 20 26 28 24 37\n",
      " 27 21 22 30 34 23 35 25 19 36 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 75 72 65 59 73 57 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  5  8  4  6  7  9 11 10 12 13 14 16 15 17 18 19 20 21 22 23\n",
      " 27 24 25 28 26 29 31 30 33 32 34 35 36 37 38 39 40 41 42 43 44 46 45 48\n",
      " 47 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 66 64 67 65 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 11 15 18  8  2  3 16  4  6 17 10  0 12 13 14 20 26 28 24 37\n",
      " 30 27 21 34 22 23 25 35 19 36 29 31 32 33 39 45 47 49 53 43 56 54 46 40\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 68 62 72 75 73 65 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 11 10 12 13 14 15 17 16 18 19 20 21 22 23\n",
      " 27 24 28 25 30 26 29 31 33 32 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 64 66 65 68 67 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 18 11 15  8  2  3 16  4  6 17 10 12 13  0 14 20 26 28 24 37\n",
      " 30 27 34 21 35 22 23 25 19 36 29 31 32 33 39 45 47 49 53 43 56 46 54 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 72 75 65 73 59 60 57 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  3  2  5  4  8  6  7  9 10 12 11 13 14 16 15 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 29 30 31 33 32 34 35 36 37 38 39 40 41 42 46 43 44 47 45\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 11 18 15  8  2  3  4  6 16 17 10  0 12 13 14 20 26 28 24 37\n",
      " 30 27 21 22 34 23 35 25 19 36 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 72 75 65 59 73 57 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  5  8  3  4  6  7  9 11 10 12 13 14 16 15 17 18 19 20 21 22 23\n",
      " 24 27 28 25 30 26 29 31 33 32 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 64 66 65 68 67 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8  2  3 16  4  6 17 10  0 12 13 14 20 26 28 24 37\n",
      " 27 30 34 21 35 22 23 25 19 36 29 31 32 33 39 45 47 49 53 43 56 46 54 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 72 75 65 73 59 60 57 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  5  8  3  4  6  7  9 11 10 12 13 14 16 15 17 18 19 20 21 22 23\n",
      " 27 24 28 25 30 26 29 31 32 33 34 35 36 37 38 39 40 41 42 46 43 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 66 64 67 65 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8  2  3 16  4  6 17 10  0 12 13 14 20 26 28 24 37\n",
      " 30 27 34 21 35 22 23 25 36 19 29 31 32 33 39 45 47 49 53 54 43 56 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 72 75 73 65 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  5  3  4  6  7  8  9 11 10 12 13 14 16 15 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 29 31 30 32 33 34 35 36 37 38 39 40 41 42 43 46 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 61 60 63 62 64 66 67 65 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11  5 18  8  2 15  3 16  4  6 17 10  0 12 13 14 20 26 28 24 37\n",
      " 30 27 21 22 34 23 25 35 36 19 29 31 32 33 39 45 47 49 53 43 54 56 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 62 68 72 75 65 73 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  3  2  5  8  4  6  7  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 30 29 31 32 34 33 35 36 37 38 39 40 41 42 43 44 45 48 46\n",
      " 47 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 64 66 65 68 67 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  5  9 11 15 18  8  2  3 16  4  6 17 10 12  0 13 14 20 26 28 24 37\n",
      " 27 21 22 30 34 35 23 25 36 29 19 31 32 33 39 45 47 49 53 43 56 46 40 54\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 68 62 72 75 65 73 59 60 57 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  5  8  3  4  6  7  9 11 10 12 13 14 15 17 16 18 19 22 20 23 21\n",
      " 27 24 25 26 29 28 30 31 32 33 34 35 36 37 38 39 40 41 43 42 46 44 47 45\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 66 64 67 65 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8  2  3 16  4  6 17 10 12 13  0 14 20 24 26 37 28\n",
      " 30 27 21 22 23 34 35 25 36 19 29 31 32 33 39 45 47 49 43 53 54 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 72 75 73 65 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  5  3  4  6  8  7  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 27 24 25 26 29 28 30 31 33 32 34 35 36 37 38 39 40 41 42 46 43 44 45 48\n",
      " 49 47 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 66 67 65 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11  5 18  8 15  2  3 16  4  6 17 10 12  0 13 14 20 26 28 24 37\n",
      " 30 27 21 22 23 34 35 25 19 36 29 31 32 33 39 45 47 49 53 54 43 56 46 40\n",
      " 41 38 42 44 55 48 50 51 52 58 64 66 68 62 75 72 65 73 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  5  8  4  6  7  9 10 12 11 13 14 15 17 16 18 19 20 21 22 23\n",
      " 24 27 28 25 30 26 29 31 33 32 34 35 36 37 38 39 40 41 42 46 43 44 45 48\n",
      " 49 47 50 51 52 53 54 55 56 57 58 59 61 60 63 62 64 66 65 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9  5 11 15 18  8  2  3  4  6 16 17 10 12 13  0 14 20 26 28 24 37\n",
      " 27 30 34 21 35 22 23 25 19 36 29 31 32 33 39 45 47 49 53 54 43 56 46 40\n",
      " 41 38 42 44 55 48 50 51 52 58 64 66 62 68 72 75 65 73 59 57 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  3  1  2  5  8  4  6  7  9 11 10 12 13 14 15 17 16 18 19 20 21 22 23\n",
      " 24 25 27 28 30 26 29 31 33 32 34 35 36 37 38 39 40 41 42 46 43 44 47 45\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7  9 11 15 18  8  2  3 16  4  6 17 10 12 13  0 14 20 26 28 24 37\n",
      " 27 21 30 34 35 22 23 25 19 36 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 75 65 72 59 73 57 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  3  1  4  2  5  8  6  7  9 11 10 12 13 14 15 17 16 18 19 20 22 23 21\n",
      " 27 24 25 28 26 29 31 30 33 32 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  5  7 18  9 11 15  8  2  3 16  4  6 17 10 12 13  0 14 20 26 24 37 28\n",
      " 30 27 21 34 22 23 25 35 19 36 29 31 32 33 39 45 47 49 53 43 56 46 54 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 72 75 65 59 73 57 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.13569336901149764 , mean_f: 0.17584232761889607\n",
      "new ref permutation:\n",
      " [ 1  7  9 11 15  5 18  8  2  3 16  4  6 17 10  0 12 13 14 20 26 28 24 37\n",
      " 30 27 34 21 35 22 23 25 36 19 29 31 32 33 39 45 47 49 53 54 43 56 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 72 75 73 65 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "intra:\n",
      " ['L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'H'\n",
      " 'H' 'L' 'L' 'L' 'H' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'H'\n",
      " 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'L' 'H' 'L' 'H' 'L' 'H' 'L' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'H']\n",
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 15 13 14 16 17 18 19 20 21 24 22\n",
      " 23 25 26 28 27 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 66 65 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8  2  3 16  4  6  0 17 10 12 13 14 20 26 28 30 24\n",
      " 37 27 34 35 21 22 23 25 36 19 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 72 73 75 57 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 15 13 14 16 17 18 19 20 21 24 22\n",
      " 23 26 25 27 29 28 30 31 33 32 34 35 36 37 38 39 40 41 42 43 44 45 46 48\n",
      " 47 49 50 51 52 53 54 55 56 57 58 59 60 62 61 63 65 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8 16  2  3  4  6  0 17 10 12 13 14 20 26 28 30 24\n",
      " 37 34 27 21 22 35 23 25 19 36 29 31 32 33 39 45 47 49 53 54 43 56 46 40\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 68 72 62 75 65 73 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 15 13 14 16 17 18 19 20 21 24 22\n",
      " 23 25 27 26 28 29 30 31 33 32 34 35 36 37 38 39 40 41 42 44 43 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 62 61 63 65 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8 16  2  3  4  6  0 17 10 12 13 14 20 26 28 30 24\n",
      " 37 27 21 34 35 22 23 25 19 36 29 31 32 33 39 45 47 49 53 43 54 56 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 62 75 65 73 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 15 13 14 16 17 18 19 20 21 22 24\n",
      " 26 23 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 65 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8 16  2  3  4  6  0 17 10 12 13 14 20 26 28 24 30\n",
      " 34 37 27 21 35 22 23 25 36 19 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 72 75 65 73 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  5  4  6  7 10  8  9 11 12 15 13 14 16 17 18 19 20 21 24 26\n",
      " 22 23 25 28 27 29 30 31 33 32 34 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 62 64 61 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11  5 15 18  8 16  2  3  4  6  0 17 10 12 13 14 20 26 28 30 34\n",
      " 24 37 27 35 21 22 23 25 19 36 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 75 65 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8 10  9 11 12 15 13 14 16 17 18 19 22 20 21 24\n",
      " 23 26 25 28 27 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 62 64 61 63 65 67 66 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8  2 16  3  4  6  0 17 10 12 13 14 20 24 26 28 30\n",
      " 37 34 27 35 21 22 23 25 36 19 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 75 65 59 57 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  5  4  6  7  8  9 10 11 12 13 15 14 16 17 18 19 20 22 21 24\n",
      " 26 23 25 27 29 28 30 31 32 34 33 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 62 64 61 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11  5 15 18  8  2  3 16  4  6 17  0 10 12 13 14 20 26 24 28 30\n",
      " 34 37 27 21 22 35 23 25 36 29 19 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 75 65 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8 10  9 11 12 15 13 14 16 17 18 19 20 21 24 22\n",
      " 23 25 27 26 28 29 30 31 32 34 35 33 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 62 61 63 65 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8  2 16  3  4  6  0 17 10 12 13 14 20 26 28 30 24\n",
      " 37 27 21 34 35 22 23 25 36 29 31 19 32 33 39 45 47 49 53 54 43 56 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 62 75 65 73 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 15 13 14 16 17 18 19 20 21 24 22\n",
      " 23 25 27 26 28 29 30 31 32 34 33 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 62 61 63 64 65 67 66 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8  2  3 16  4  6  0 17 10 12 13 14 20 26 28 30 24\n",
      " 37 27 21 34 35 22 23 25 36 29 19 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 62 75 73 65 59 57 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 15 13 14 16 17 18 19 20 21 24 26\n",
      " 22 23 25 28 27 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 65 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8 16  2  3  4  6  0 17 10 12 13 14 20 26 28 30 34\n",
      " 24 37 27 35 21 22 23 25 36 19 29 31 32 33 39 45 47 49 53 54 43 56 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 62 72 75 65 73 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 13 14 15 16 17 18 19 20 22 21 24\n",
      " 26 23 25 28 27 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 62 64 61 63 66 65 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8 16  2  3  4  6 17 10  0 12 13 14 20 26 24 28 30\n",
      " 34 37 27 35 21 22 23 25 36 19 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 75 57 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 15 13 14 16 17 18 19 20 21 22 23\n",
      " 24 25 26 28 27 29 30 31 33 32 34 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 62 61 64 63 66 65 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8 16  2  3  4  6  0 17 10 12 13 14 20 26 28 24 37\n",
      " 30 27 34 35 21 22 23 25 19 36 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 62 73 75 57 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  5  4  6  7  8 10  9 11 12 15 13 14 16 17 18 19 20 21 24 22\n",
      " 23 25 26 28 27 29 30 31 33 32 34 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 62 64 61 63 66 65 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11  5 15 18  8  2 16  3  4  6  0 17 10 12 13 14 20 26 28 30 24\n",
      " 37 27 34 35 21 22 23 25 19 36 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 75 57 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 15 14 16 17 18 19 22 20 21 24\n",
      " 23 26 25 27 28 29 30 31 33 32 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 62 64 61 63 66 65 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8  2  3  4 16  6 17  0 10 12 13 14 20 24 26 28 30\n",
      " 37 34 27 21 35 22 23 25 19 36 29 31 32 33 39 45 47 49 53 54 43 56 46 38\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 75 57 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 15 13 14 16 17 18 19 20 21 24 26\n",
      " 22 23 25 28 27 29 30 31 33 32 34 35 36 37 38 39 40 41 42 43 44 45 47 46\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 62 64 61 63 66 65 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8 16  2  3  4  6  0 17 10 12 13 14 20 26 28 30 34\n",
      " 24 37 27 35 21 22 23 25 19 36 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 75 57 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8 10  9 11 12 13 14 16 15 17 18 19 20 21 24 22\n",
      " 23 25 26 27 29 28 30 31 33 32 34 35 36 37 38 39 40 41 42 44 43 45 46 48\n",
      " 47 49 50 51 52 53 54 55 56 57 58 59 60 62 64 61 63 66 65 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8  2 16  3  4  6 17 10 12  0 13 14 20 26 28 30 24\n",
      " 37 27 34 21 22 35 23 25 19 36 29 31 32 33 39 45 47 49 53 43 54 56 46 40\n",
      " 38 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 75 57 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.09339190044283785 , mean_f: 0.11764759092928509\n",
      "new ref permutation:\n",
      " [ 1  7  9 11 15  5 18  8 16  2  3  4  6  0 17 10 12 13 14 20 26 28 30 34\n",
      " 24 37 27 35 21 22 23 25 19 36 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 75 57 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "intra:\n",
      " ['L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'H'\n",
      " 'H' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'H'\n",
      " 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'H']\n",
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 24\n",
      " 23 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 65 63 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16 18  8  2  3  4  6  0 17 10 12 13 14 20 26 28 30 24\n",
      " 34 37 27 35 21 22 23 25 19 36 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  8  5  6  7  9 10 13 11 12 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 27 26 28 32 29 30 31 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 65 63 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  3  0  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 24 37 35 27 21 19 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 56 38 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  5  4  8  6  7  9 10 11 13 12 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 32 29 30 31 33 34 35 36 37 38 39 40 41 42 43 46 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 66 65 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11  5 15 16 18  8  2  3  4  0  6 17 10 12 13 14 20 26 28 30 34\n",
      " 24 37 27 35 21 19 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 75 65 57 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 24\n",
      " 25 23 26 28 27 29 30 32 31 33 34 35 36 37 38 39 40 41 42 43 46 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 65 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8 16  2  3  4  6  0 17 10 12 13 14 20 26 28 30 24\n",
      " 37 34 27 21 35 22 23 19 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 13 10 11 12 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 28 27 32 29 30 31 33 34 35 36 37 38 39 40 41 42 43 46 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 65 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 24 37 27 21 35 19 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 62 73 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  8  5  6  7  9 13 10 11 12 14 15 16 17 18 19 20 21 24 22\n",
      " 25 23 26 27 28 29 30 32 31 33 34 35 36 37 38 39 40 41 42 43 44 46 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 65 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 24 30\n",
      " 37 34 27 35 21 22 23 19 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 13 10 11 12 14 15 16 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 29 32 30 31 33 34 35 36 37 38 39 40 41 42 43 46 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 65 63 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8 16  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 27 21 22 19 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  8  5  6  7  9 10 11 13 12 14 15 16 17 18 19 20 21 22 24\n",
      " 23 27 25 26 28 29 32 30 31 33 34 35 36 37 38 39 40 41 42 43 46 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 63 62 65 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  3  4  0  6 17 10 12 13 14 20 26 28 30 24\n",
      " 34 35 37 27 21 22 19 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 62 73 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  5  4  8  6  7  9 13 10 11 12 14 15 16 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 29 30 32 31 33 34 35 36 37 38 39 40 41 42 43 44 46 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 65 63 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11  5 15 16 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 27 21 22 23 19 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 13 10 11 12 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 27 26 28 29 30 32 31 33 34 35 36 37 38 39 40 41 42 43 46 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 65 63 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8 16  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 24 37 35 27 21 22 23 19 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  8  5  6  7  9 10 13 11 12 14 15 16 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 32 29 30 31 33 34 35 36 37 38 39 40 41 42 43 46 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 65 63 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  3  0  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 27 21 19 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  8  7  9 10 11 13 12 14 15 16 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 46 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 65 63 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18 16  8  2  3  4  0  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 27 21 22 23 25 19 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  8  5  6  7  9 13 10 11 12 14 15 16 17 18 19 20 21 22 24\n",
      " 23 25 26 27 28 29 32 30 31 33 34 35 36 37 38 39 40 41 42 43 46 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 65 63 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 24\n",
      " 34 37 27 35 21 22 19 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  8  7  9 10 11 12 14 13 15 16 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 29 30 32 31 33 34 35 36 37 38 39 40 41 42 43 46 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 65 63 64 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18 16  8  2  3  4  6 17  0 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 27 21 22 23 19 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 13 12 14 15 16 17 18 19 20 21 24 22\n",
      " 23 27 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 46 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18  8 16  2  3  4  0  6 17 10 12 13 14 20 26 28 24 30\n",
      " 34 35 37 27 21 22 23 25 19 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 75 57 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  5  4  8  6  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 27 24 25 26 28 29 32 30 31 33 34 35 36 37 38 39 40 41 42 43 46 44 45 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11  5 15 16 18  8  2  3  4  6  0 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 27 21 22 19 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 75 57 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.062261265202207206 , mean_f: 0.07875568953590713\n",
      "new ref permutation:\n",
      " [ 1  7  9 11 15 16  5 18  8  2  3  0  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 27 21 19 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "intra:\n",
      " ['L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'H']\n",
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 12 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 29 27 28 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  3  4  0  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 19 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 12 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 29 27 28 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  3  4  0  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 19 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 29 27 28 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 19 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 25 24 26 27 29 28 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 24 35 37 27 19 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 27 21 19 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 25 24 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 24 35 37 27 21 19 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 29 28 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  3  0  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 27 19 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  6  5  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 30 29 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16 18  8  2  3  0  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 27 21 22 19 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  6  5  7  8  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 64 62 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 27 21 19 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 62 73 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  3  0  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 27 21 19 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 29 27 28 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 19 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  6  5  7  8  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 29 27 28 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 19 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 12 11 13 14 15 16 17 18 19 20 21 22 23\n",
      " 25 24 26 29 27 28 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  3  4  0  6 17 10 12 13 14 20 26 28 30 34\n",
      " 24 35 37 19 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 29 27 28 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 19 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 29 27 28 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 19 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 11 10 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 25 24 26 29 27 28 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 24 35 37 19 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.05762200792099703 , mean_f: 0.06236609966914146\n",
      "new ref permutation:\n",
      " [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 19 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "intra:\n",
      " ['L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'H']\n",
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 27 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  6  5  7 10  8  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 25 24 27 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 24 35 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 19 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 27 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  6  7  5  8 10  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 27 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 18 16  8  0  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 28 27 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 64 62 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 27 19 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 62 73 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 27 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 45 43 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  2  0  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 43 54 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 27 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 27 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 27 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 27 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 27 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 27 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  6  5  7  8 10  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 27 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16 18  8  0  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7 10  8  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 27 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  6  5  7 10  8  9 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 37 19 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.04972721846252348 , mean_f: 0.054637359561104284\n",
      "new ref permutation:\n",
      " [ 1  7  9 11 15 16  5 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "intra:\n",
      " ['L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'H']\n",
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 45 43 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 43 54 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  9  8 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  0  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  8  6  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  0  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  6  5  7  9  8 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16 18  8  0  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  9  8 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5 18  8  0  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  8  7  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.04514675865696138 , mean_f: 0.049465422489568214\n",
      "new ref permutation:\n",
      " [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "intra:\n",
      " ['L' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'L' 'L' 'L' 'L' 'L' 'L' 'L' 'H' 'H' 'H' 'H' 'H' 'H' 'H' 'H'\n",
      " 'H' 'H' 'H' 'H']\n",
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 64 62 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 62 73 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 45 43 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 43 54 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 45 43 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 43 54 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.04514675865696138 , mean_f: 0.049249934841376006\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 26 24 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 24 35 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.04514675865696138 , mean_f: 0.04772799511511153\n",
      "[ 0  1  2  3  4  7  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 26 24 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 24 35 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 45 43 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 43 54 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0  1  2  3  4  7  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 26 24 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 24 35 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.04514675865696138 , mean_f: 0.04897175639699347\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.04514675865696138 , mean_f: 0.047531586005325074\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.04514675865696138 , mean_f: 0.04655448304208212\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 45 43 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 43 54 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 64 62 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 62 73 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 64 62 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 62 73 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.04514675865696138 , mean_f: 0.04858625471363823\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  7  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15  5 16  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  7  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 64 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  5  0 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 62 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 26 25 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 24 19 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 64 62 63 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 38 43 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 62 73 57 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 44 46 47\n",
      " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n",
      " 72 73 74 75] -> [ 1  7  9 11 15 16  0  5 18  8  2  3  4  6 17 10 12 13 14 20 26 28 30 34\n",
      " 35 19 24 37 27 21 22 23 25 36 29 31 32 33 39 45 47 49 53 54 43 38 56 46\n",
      " 40 41 42 44 55 48 50 51 52 58 64 66 68 72 73 57 62 75 65 59 60 61 63 74\n",
      " 67 69 70 71]\n",
      "min_f: 0.04514675865696138 , mean_f: 0.047255420522963165\n"
     ]
    }
   ],
   "source": [
    "res = learn_one_PPG('DTR', ds2020.valids['DTR'][0], 3, ds2020.lv, ds2020.g, ds2020.dlr, 30, 0.01, exposure=exposure2020, grade_levels=5, samples_cnt=16, sessions_cnt=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1,  7,  9, 11, 15, 16,  0,  5, 18,  8,  2,  3,  4,  6, 17, 10, 12,\n",
       "       13, 14])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res1[ds2020.valids['DTR'][0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true labels:\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "invalid index to scalar variable.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-37-61fa0a3f391e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-31-df108c61827d>\u001b[0m in \u001b[0;36mtest\u001b[0;34m(validid, res)\u001b[0m\n\u001b[1;32m     17\u001b[0m     \u001b[0mobjective_ins_4\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDTR\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDTR\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my_pred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlv_s\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mg_s\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdlr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdlr_s\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexposure\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexposure\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'true labels:'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 19\u001b[0;31m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobjective_ins_4\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0meval\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mqid\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     21\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/mDrive/PPG/DTR.py\u001b[0m in \u001b[0;36mbatch_ratio\u001b[0;34m(self, sorted_docs)\u001b[0m\n\u001b[1;32m     83\u001b[0m             \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0me\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdlr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mqid\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mqid\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     84\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 85\u001b[0;31m             \u001b[0marg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msorted_docs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     86\u001b[0m \u001b[0;31m#             print(arg)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     87\u001b[0m             \u001b[0mqg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: invalid index to scalar variable."
     ]
    }
   ],
   "source": [
    "test(0, res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=200.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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