MeCo/notebooks_201/op_strength.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "78dba395",
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import pickle\n",
    "import statistics as stat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "a2566b68",
   "metadata": {},
   "outputs": [],
   "source": [
    "m_names = {\n",
    "    'acc':'avg-acc',\n",
    "    'best-acc':'best-acc',\n",
    "    'discrete acc darts':'disc-acc',\n",
    "    'best_nwot':'best_zc(nwot)',\n",
    "    'best_synflow':'best_zc(synflow)',\n",
    "    'dartspt':'darts-pt',\n",
    "    'zc pt':'zc-pt(nwot)',\n",
    "    'discrete zc':'disc-zc(nwot)',\n",
    "    #'alpha':'darts-100',\n",
    "    'alpha-60':'darts',\n",
    "    'tenaspt':'tenas',\n",
    "    'synflow':'zc-pt(synflow)',\n",
    "    'synflow_disc':'disc-zc(synflow)',\n",
    "    'zc-pt-post':'zc-pt-post',\n",
    "    'zc-disc-post':'zc-disc-post'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "7cc2961d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['none', 'skip_connect', 'nor_conv_1x1', 'nor_conv_3x3', 'avg_pool_3x3']\n"
     ]
    }
   ],
   "source": [
    "ops=[]\n",
    "edge = 0\n",
    "num_edges = 6\n",
    "op_strengths = []\n",
    "for e in range(num_edges):\n",
    "    op_strengths.append({})\n",
    "\n",
    "with open('op_strength_src.csv') as csv_file:\n",
    "    csv_reader = csv.reader(csv_file, delimiter=',')\n",
    "    line_count = 0\n",
    "    for row in csv_reader:\n",
    "        if line_count == 0:\n",
    "            ops = row[1:-1]\n",
    "            line_count += 1\n",
    "        else:\n",
    "            #print(row)\n",
    "            if row == ['', '', '', '', '', '', '']:\n",
    "                edge += 1\n",
    "                line_count += 1\n",
    "                continue\n",
    "            #parse row\n",
    "            if row[0] not in m_names:\n",
    "                continue\n",
    "            method = m_names[row[0]]\n",
    "            op_strengths[edge][method] = []\n",
    "            for r in row[1:-1]:\n",
    "                if '±' in r:\n",
    "                    r1 = r.split('±')[0]\n",
    "                    r2 = r.split('±')[1]\n",
    "                    r=r1\n",
    "                metric = float(r)\n",
    "                op_strengths[edge][method].append(metric)\n",
    "            line_count += 1\n",
    "print(ops)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "7ececab5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'avg-acc': [77.36, 83.81, 86.38, 87.32, 81.02],\n",
       "  'disc-acc': [83.42, 84.1, 72.0, 76.35, 39.66],\n",
       "  'darts-pt': [85.43, 17.02, 78.13, 59.09, 85.34],\n",
       "  'zc-pt(nwot)': [3455.233646,\n",
       "   3449.898772,\n",
       "   3449.538363,\n",
       "   3441.815563,\n",
       "   3461.179476],\n",
       "  'disc-zc(nwot)': [3331.007285,\n",
       "   3445.489455,\n",
       "   3366.877065,\n",
       "   3437.551079,\n",
       "   3423.180255],\n",
       "  'best-acc': [94.15, 94.18, 94.44, 94.68, 93.86],\n",
       "  'darts': [0.1387, 0.4758, 0.1296, 0.181, 0.0748],\n",
       "  'tenas': [38.5, 48.0, 31.0, 6.0, 37.5],\n",
       "  'zc-pt(synflow)': [1.9286723850908796e+31,\n",
       "   7.990282869734622e+30,\n",
       "   1.2421187150331997e+30,\n",
       "   9.438907569335487e+26,\n",
       "   8.191504786187086e+30],\n",
       "  'disc-zc(synflow)': [4.639162000716631e+21,\n",
       "   1.4975281050055959e+26,\n",
       "   4.2221622054263117e+30,\n",
       "   1.9475517523688712e+36,\n",
       "   1.5075022033622535e+26],\n",
       "  'best_zc(nwot)': [1702.1967536035393,\n",
       "   1773.1779654806287,\n",
       "   1793.8140278364453,\n",
       "   1792.8682630835763,\n",
       "   1761.1262357119376],\n",
       "  'best_zc(synflow)': [5.784248799475683e+39,\n",
       "   1.4769546208886953e+44,\n",
       "   6.658953754065702e+49,\n",
       "   5.1987025703231504e+39,\n",
       "   1.9928388494681343e+35],\n",
       "  'zc-pt-post': [3067.0476, 3055.9404, 3059.8901, 3060.4536, 3073.5583],\n",
       "  'zc-disc-post': [2942.267, 3068.6416, 3009.5847, 3028.1794, 3031.4248]},\n",
       " {'avg-acc': [80.03, 83.11, 85.23, 85.99, 81.52],\n",
       "  'disc-acc': [85.12, 83.39, 76.72, 81.34, 84.38],\n",
       "  'darts-pt': [85.52, 36.1, 84.39, 80.95, 85.49],\n",
       "  'zc-pt(nwot)': [3452.145851,\n",
       "   3448.696318,\n",
       "   3441.809174,\n",
       "   3440.652631,\n",
       "   3453.739943],\n",
       "  'disc-zc(nwot)': [3429.074707,\n",
       "   3435.750274,\n",
       "   3407.872847,\n",
       "   3434.584512,\n",
       "   3421.442414],\n",
       "  'best-acc': [94.24, 94.16, 94.49, 94.68, 94.09],\n",
       "  'darts': [0.1236, 0.5535, 0.11, 0.1249, 0.088],\n",
       "  'tenas': [7.0, 55.0, 10.0, 15.0, 39.0],\n",
       "  'zc-pt(synflow)': [3.116079880492518e+30,\n",
       "   2.5018418732419554e+30,\n",
       "   1.4274537256246266e+30,\n",
       "   3.138287824323275e+29,\n",
       "   2.5693894962958226e+30],\n",
       "  'disc-zc(synflow)': [5.615386425664938e+28,\n",
       "   2.340336657109326e+29,\n",
       "   1.9258305801684058e+30,\n",
       "   3.012759514473006e+32,\n",
       "   2.2897138361934977e+29],\n",
       "  'best_zc(nwot)': [1765.3743820515451,\n",
       "   1770.8436009213751,\n",
       "   1791.917305624048,\n",
       "   1793.8140278364453,\n",
       "   1763.877253730585],\n",
       "  'best_zc(synflow)': [1.9424580089849912e+49,\n",
       "   2.764587447411338e+49,\n",
       "   6.658953754065702e+49,\n",
       "   2.0353792445711388e+49,\n",
       "   1.4435653786128956e+49],\n",
       "  'zc-pt-post': [3067.0476, 3058.9197, 3048.8745, 3051.2664, 3066.668],\n",
       "  'zc-disc-post': [3020.0203, 3052.1936, 3026.2217, 3022.0935, 3029.2]},\n",
       " {'avg-acc': [82.9, 82.44, 84.05, 84.49, 81.98],\n",
       "  'disc-acc': [85.96, 85.18, 54.02, 78.41, 84.88],\n",
       "  'darts-pt': [85.51, 80.29, 81.86, 77.68, 85.32],\n",
       "  'zc-pt(nwot)': [3446.521007,\n",
       "   3447.612434,\n",
       "   3435.455206,\n",
       "   3436.396744,\n",
       "   3449.275466],\n",
       "  'disc-zc(nwot)': [3428.795464,\n",
       "   3423.361285,\n",
       "   3440.925616,\n",
       "   3437.286935,\n",
       "   3416.891544],\n",
       "  'best-acc': [94.25, 94.43, 94.49, 94.68, 94.19],\n",
       "  'darts': [0.2403, 0.3297, 0.1495, 0.1748, 0.1056],\n",
       "  'tenas': [31.5, 10.0, 30.0, 16.5, 36.5],\n",
       "  'zc-pt(synflow)': [1.0312338471669537e+31,\n",
       "   4.9191575008661263e+30,\n",
       "   1.4241158958667068e+30,\n",
       "   1.0282498082879338e+28,\n",
       "   5.038622256524752e+30],\n",
       "  'disc-zc(synflow)': [1.6980829611704765e+25,\n",
       "   3.3199508659283994e+27,\n",
       "   3.3825056097270114e+30,\n",
       "   1.2059727722928161e+35,\n",
       "   3.279653417965715e+27],\n",
       "  'best_zc(nwot)': [1764.51075805859,\n",
       "   1764.116749555202,\n",
       "   1793.8140278364453,\n",
       "   1792.8239766388833,\n",
       "   1764.1848313456592],\n",
       "  'best_zc(synflow)': [8.376122028137071e+41,\n",
       "   1.0615041036082487e+45,\n",
       "   6.658953754065702e+49,\n",
       "   8.399427750574918e+41,\n",
       "   2.5270360875229e+39],\n",
       "  'zc-pt-post': [3067.0476, 3068.708, 3056.3506, 3047.9695, 3071.3577],\n",
       "  'zc-disc-post': [3044.023, 3033.0627, 3032.825, 3052.0688, 3023.2302]},\n",
       " {'avg-acc': [74.02, 85.17, 87.3, 88.28, 81.38],\n",
       "  'disc-acc': [66.18, 85.38, 78.8, 81.59, 82.89],\n",
       "  'darts-pt': [85.49, 9.86, 81.79, 59.18, 85.48],\n",
       "  'zc-pt(nwot)': [3453.805194,\n",
       "   3435.985406,\n",
       "   3444.044047,\n",
       "   3445.595326,\n",
       "   3447.067855],\n",
       "  'disc-zc(nwot)': [3408.990502,\n",
       "   3464.050741,\n",
       "   3359.888463,\n",
       "   3382.1755,\n",
       "   3431.805571],\n",
       "  'best-acc': [94.16, 94.68, 94.03, 94.04, 93.85],\n",
       "  'darts': [0.0636, 0.6513, 0.0826, 0.1335, 0.0691],\n",
       "  'tenas': [34.0, 44.0, 53.5, 23.0, 30.0],\n",
       "  'zc-pt(synflow)': [2.0042808467776213e+30,\n",
       "   1.9513599734483263e+30,\n",
       "   1.5188352495143643e+30,\n",
       "   7.704103863066581e+29,\n",
       "   1.9536326167605112e+30],\n",
       "  'disc-zc(synflow)': [4.3050000047616484e+29,\n",
       "   7.635399455155384e+29,\n",
       "   1.5949429556375966e+30,\n",
       "   1.4519088590209463e+31,\n",
       "   7.345232988374157e+29],\n",
       "  'best_zc(nwot)': [1766.5481959337162,\n",
       "   1769.1683503033412,\n",
       "   1793.8140278364453,\n",
       "   1792.8682630835763,\n",
       "   1765.1445530390838],\n",
       "  'best_zc(synflow)': [5.90523769961745e+49,\n",
       "   6.344766865099622e+49,\n",
       "   6.571181309028854e+49,\n",
       "   6.57509920946309e+49,\n",
       "   6.658953754065702e+49],\n",
       "  'zc-pt-post': [3067.0476, 3032.6658, 3058.9646, 3059.2861, 3047.1965],\n",
       "  'zc-disc-post': [2975.976, 3130.7397, 3008.5625, 3009.341, 3086.3398]},\n",
       " {'avg-acc': [80.14, 83.05, 85.09, 85.7, 81.89],\n",
       "  'disc-acc': [86.44, 84.75, 80.23, 80.46, 80.13],\n",
       "  'darts-pt': [85.45, 51.15, 78.84, 64.64, 85.14],\n",
       "  'zc-pt(nwot)': [3451.055723,\n",
       "   3449.796894,\n",
       "   3442.625354,\n",
       "   3441.131751,\n",
       "   3453.311493],\n",
       "  'disc-zc(nwot)': [3433.98773,\n",
       "   3435.573458,\n",
       "   3424.470031,\n",
       "   3431.143217,\n",
       "   3423.153213],\n",
       "  'best-acc': [94.29, 94.18, 94.56, 94.68, 94.23],\n",
       "  'darts': [0.1183, 0.48, 0.1305, 0.1732, 0.0979],\n",
       "  'tenas': [32.0, 32.5, 36.5, 32.0, 52.0],\n",
       "  'zc-pt(synflow)': [3.165975343348193e+30,\n",
       "   2.4302742111297496e+30,\n",
       "   1.4853908452542004e+30,\n",
       "   2.868307126123347e+29,\n",
       "   2.6891361283692336e+30],\n",
       "  'disc-zc(synflow)': [5.5202846896598e+28,\n",
       "   2.4896852024898197e+29,\n",
       "   2.1810394989246777e+30,\n",
       "   2.9482018739806336e+32,\n",
       "   2.2732178076450144e+29],\n",
       "  'best_zc(nwot)': [1752.024924623228,\n",
       "   1793.8140278364453,\n",
       "   1786.3402409418215,\n",
       "   1785.0294182838636,\n",
       "   1781.9741301640186],\n",
       "  'best_zc(synflow)': [1.8865959738805548e+49,\n",
       "   2.593134717306188e+49,\n",
       "   6.658953754065702e+49,\n",
       "   2.021273089103704e+49,\n",
       "   1.6187260144154453e+49],\n",
       "  'zc-pt-post': [3067.0476, 3060.9983, 3057.1006, 3054.3428, 3066.2087],\n",
       "  'zc-disc-post': [3037.8726, 3055.4219, 3027.6638, 3024.3271, 3037.8108]},\n",
       " {'avg-acc': [77.61, 83.43, 86.18, 86.95, 81.74],\n",
       "  'disc-acc': [86.28, 82.69, 77.13, 76.8, 81.99],\n",
       "  'darts-pt': [85.54, 32.43, 81.04, 72.75, 85.51],\n",
       "  'zc-pt(nwot)': [3450.967554,\n",
       "   3448.211459,\n",
       "   3440.79926,\n",
       "   3443.240243,\n",
       "   3452.989921],\n",
       "  'disc-zc(nwot)': [3434.421701,\n",
       "   3437.661196,\n",
       "   3418.572637,\n",
       "   3397.51709,\n",
       "   3424.166157],\n",
       "  'best-acc': [94.05, 94.16, 94.68, 94.56, 94.1],\n",
       "  'darts': [0.1648, 0.4853, 0.1223, 0.1397, 0.088],\n",
       "  'tenas': [38.5, 16.0, 20.0, 17.0, 27.5],\n",
       "  'zc-pt(synflow)': [1.9460309216168614e+31,\n",
       "   8.014786854561015e+30,\n",
       "   1.1851807660289746e+30,\n",
       "   8.96867143875011e+26,\n",
       "   7.75842932776677e+30],\n",
       "  'disc-zc(synflow)': [4.777733726551756e+21,\n",
       "   1.4572459237815469e+26,\n",
       "   3.8590321292364994e+30,\n",
       "   1.8898449210848245e+36,\n",
       "   1.5222938895812008e+26],\n",
       "  'best_zc(nwot)': [1761.8789642379636,\n",
       "   1769.103803678444,\n",
       "   1793.8140278364453,\n",
       "   1792.8239766388833,\n",
       "   1761.9145207476113],\n",
       "  'best_zc(synflow)': [5.776473195639679e+39,\n",
       "   1.4672616553030765e+44,\n",
       "   6.658953754065702e+49,\n",
       "   5.480408193532999e+39,\n",
       "   1.9606567871518125e+35],\n",
       "  'zc-pt-post': [3067.0476, 3063.1135, 3058.818, 3064.5405, 3070.7593],\n",
       "  'zc-disc-post': [3061.6133, 3063.294, 3038.05, 3012.938, 3042.5535]}]"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "op_strengths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "566fe377",
   "metadata": {},
   "outputs": [],
   "source": [
    "#override disc_acc with results from lukasz\n",
    "disc_accuracy_stage_0 = {(100, 0, 0): 83.267998,\n",
    " (100, 0, 1): 82.239998,\n",
    " (100, 0, 2): 64.995995,\n",
    " (100, 0, 3): 71.755997,\n",
    " (100, 0, 4): 54.307999,\n",
    " (100, 1, 0): 84.935997,\n",
    " (100, 1, 1): 83.231995,\n",
    " (100, 1, 2): 73.231995,\n",
    " (100, 1, 3): 76.771996,\n",
    " (100, 1, 4): 83.451996,\n",
    " (100, 2, 0): 83.867996,\n",
    " (100, 2, 1): 83.727997,\n",
    " (100, 2, 2): 77.332001,\n",
    " (100, 2, 3): 76.832001,\n",
    " (100, 2, 4): 83.251999,\n",
    " (100, 3, 0): 65.767998,\n",
    " (100, 3, 1): 84.444,\n",
    " (100, 3, 2): 75.816002,\n",
    " (100, 3, 3): 78.68,\n",
    " (100, 3, 4): 62.703999,\n",
    " (100, 4, 0): 83.571999,\n",
    " (100, 4, 1): 82.028,\n",
    " (100, 4, 2): 75.023994,\n",
    " (100, 4, 3): 76.087997,\n",
    " (100, 4, 4): 82.563995,\n",
    " (100, 5, 0): 83.947998,\n",
    " (100, 5, 1): 82.447998,\n",
    " (100, 5, 2): 66.692001,\n",
    " (100, 5, 3): 71.363998,\n",
    " (100, 5, 4): 80.311996}\n",
    "\n",
    "for e in range(6):\n",
    "    for o in range(5):\n",
    "        op_strengths[e]['disc-acc'][o] = disc_accuracy_stage_0[(100,e,o)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "c9d1fcc3",
   "metadata": {},
   "outputs": [],
   "source": [
    "flat_op_strengths = {}\n",
    "for k in op_strengths[0].keys():\n",
    "    flat_op_strengths[k] = []\n",
    "for e in op_strengths:\n",
    "    for k,v in e.items():\n",
    "        if 'pt' in k or 'tenas' in k:\n",
    "            flat_op_strengths[k].extend([-vv for vv in v])\n",
    "        else:\n",
    "            flat_op_strengths[k].extend(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "b5a2757c",
   "metadata": {},
   "outputs": [],
   "source": [
    "sq_op_strengths = {}\n",
    "for k in op_strengths[0].keys():\n",
    "    sq_op_strengths[k] = []\n",
    "for e in op_strengths:\n",
    "    for k,v in e.items():\n",
    "        if 'pt' in k or 'tenas' in k:\n",
    "            sq_op_strengths[k].append([-vv for vv in v])\n",
    "        else:\n",
    "            sq_op_strengths[k].append(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "efeb1742",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'avg-acc': [77.36, 83.81, 86.38, 87.32, 81.02], 'disc-acc': [83.267998, 82.239998, 64.995995, 71.755997, 54.307999], 'darts-pt': [-85.43, -17.02, -78.13, -59.09, -85.34], 'zc-pt(nwot)': [-3455.233646, -3449.898772, -3449.538363, -3441.815563, -3461.179476], 'disc-zc(nwot)': [3331.007285, 3445.489455, 3366.877065, 3437.551079, 3423.180255], 'best-acc': [94.15, 94.18, 94.44, 94.68, 93.86], 'darts': [0.1387, 0.4758, 0.1296, 0.181, 0.0748], 'tenas': [-38.5, -48.0, -31.0, -6.0, -37.5], 'zc-pt(synflow)': [-1.9286723850908796e+31, -7.990282869734622e+30, -1.2421187150331997e+30, -9.438907569335487e+26, -8.191504786187086e+30], 'disc-zc(synflow)': [4.639162000716631e+21, 1.4975281050055959e+26, 4.2221622054263117e+30, 1.9475517523688712e+36, 1.5075022033622535e+26], 'best_zc(nwot)': [1702.1967536035393, 1773.1779654806287, 1793.8140278364453, 1792.8682630835763, 1761.1262357119376], 'best_zc(synflow)': [5.784248799475683e+39, 1.4769546208886953e+44, 6.658953754065702e+49, 5.1987025703231504e+39, 1.9928388494681343e+35], 'zc-pt-post': [-3067.0476, -3055.9404, -3059.8901, -3060.4536, -3073.5583], 'zc-disc-post': [2942.267, 3068.6416, 3009.5847, 3028.1794, 3031.4248]}\n",
      "{'avg-acc': [80.03, 83.11, 85.23, 85.99, 81.52], 'disc-acc': [84.935997, 83.231995, 73.231995, 76.771996, 83.451996], 'darts-pt': [-85.52, -36.1, -84.39, -80.95, -85.49], 'zc-pt(nwot)': [-3452.145851, -3448.696318, -3441.809174, -3440.652631, -3453.739943], 'disc-zc(nwot)': [3429.074707, 3435.750274, 3407.872847, 3434.584512, 3421.442414], 'best-acc': [94.24, 94.16, 94.49, 94.68, 94.09], 'darts': [0.1236, 0.5535, 0.11, 0.1249, 0.088], 'tenas': [-7.0, -55.0, -10.0, -15.0, -39.0], 'zc-pt(synflow)': [-3.116079880492518e+30, -2.5018418732419554e+30, -1.4274537256246266e+30, -3.138287824323275e+29, -2.5693894962958226e+30], 'disc-zc(synflow)': [5.615386425664938e+28, 2.340336657109326e+29, 1.9258305801684058e+30, 3.012759514473006e+32, 2.2897138361934977e+29], 'best_zc(nwot)': [1765.3743820515451, 1770.8436009213751, 1791.917305624048, 1793.8140278364453, 1763.877253730585], 'best_zc(synflow)': [1.9424580089849912e+49, 2.764587447411338e+49, 6.658953754065702e+49, 2.0353792445711388e+49, 1.4435653786128956e+49], 'zc-pt-post': [-3067.0476, -3058.9197, -3048.8745, -3051.2664, -3066.668], 'zc-disc-post': [3020.0203, 3052.1936, 3026.2217, 3022.0935, 3029.2]}\n",
      "{'avg-acc': [82.9, 82.44, 84.05, 84.49, 81.98], 'disc-acc': [83.867996, 83.727997, 77.332001, 76.832001, 83.251999], 'darts-pt': [-85.51, -80.29, -81.86, -77.68, -85.32], 'zc-pt(nwot)': [-3446.521007, -3447.612434, -3435.455206, -3436.396744, -3449.275466], 'disc-zc(nwot)': [3428.795464, 3423.361285, 3440.925616, 3437.286935, 3416.891544], 'best-acc': [94.25, 94.43, 94.49, 94.68, 94.19], 'darts': [0.2403, 0.3297, 0.1495, 0.1748, 0.1056], 'tenas': [-31.5, -10.0, -30.0, -16.5, -36.5], 'zc-pt(synflow)': [-1.0312338471669537e+31, -4.9191575008661263e+30, -1.4241158958667068e+30, -1.0282498082879338e+28, -5.038622256524752e+30], 'disc-zc(synflow)': [1.6980829611704765e+25, 3.3199508659283994e+27, 3.3825056097270114e+30, 1.2059727722928161e+35, 3.279653417965715e+27], 'best_zc(nwot)': [1764.51075805859, 1764.116749555202, 1793.8140278364453, 1792.8239766388833, 1764.1848313456592], 'best_zc(synflow)': [8.376122028137071e+41, 1.0615041036082487e+45, 6.658953754065702e+49, 8.399427750574918e+41, 2.5270360875229e+39], 'zc-pt-post': [-3067.0476, -3068.708, -3056.3506, -3047.9695, -3071.3577], 'zc-disc-post': [3044.023, 3033.0627, 3032.825, 3052.0688, 3023.2302]}\n",
      "{'avg-acc': [74.02, 85.17, 87.3, 88.28, 81.38], 'disc-acc': [65.767998, 84.444, 75.816002, 78.68, 62.703999], 'darts-pt': [-85.49, -9.86, -81.79, -59.18, -85.48], 'zc-pt(nwot)': [-3453.805194, -3435.985406, -3444.044047, -3445.595326, -3447.067855], 'disc-zc(nwot)': [3408.990502, 3464.050741, 3359.888463, 3382.1755, 3431.805571], 'best-acc': [94.16, 94.68, 94.03, 94.04, 93.85], 'darts': [0.0636, 0.6513, 0.0826, 0.1335, 0.0691], 'tenas': [-34.0, -44.0, -53.5, -23.0, -30.0], 'zc-pt(synflow)': [-2.0042808467776213e+30, -1.9513599734483263e+30, -1.5188352495143643e+30, -7.704103863066581e+29, -1.9536326167605112e+30], 'disc-zc(synflow)': [4.3050000047616484e+29, 7.635399455155384e+29, 1.5949429556375966e+30, 1.4519088590209463e+31, 7.345232988374157e+29], 'best_zc(nwot)': [1766.5481959337162, 1769.1683503033412, 1793.8140278364453, 1792.8682630835763, 1765.1445530390838], 'best_zc(synflow)': [5.90523769961745e+49, 6.344766865099622e+49, 6.571181309028854e+49, 6.57509920946309e+49, 6.658953754065702e+49], 'zc-pt-post': [-3067.0476, -3032.6658, -3058.9646, -3059.2861, -3047.1965], 'zc-disc-post': [2975.976, 3130.7397, 3008.5625, 3009.341, 3086.3398]}\n",
      "{'avg-acc': [80.14, 83.05, 85.09, 85.7, 81.89], 'disc-acc': [83.571999, 82.028, 75.023994, 76.087997, 82.563995], 'darts-pt': [-85.45, -51.15, -78.84, -64.64, -85.14], 'zc-pt(nwot)': [-3451.055723, -3449.796894, -3442.625354, -3441.131751, -3453.311493], 'disc-zc(nwot)': [3433.98773, 3435.573458, 3424.470031, 3431.143217, 3423.153213], 'best-acc': [94.29, 94.18, 94.56, 94.68, 94.23], 'darts': [0.1183, 0.48, 0.1305, 0.1732, 0.0979], 'tenas': [-32.0, -32.5, -36.5, -32.0, -52.0], 'zc-pt(synflow)': [-3.165975343348193e+30, -2.4302742111297496e+30, -1.4853908452542004e+30, -2.868307126123347e+29, -2.6891361283692336e+30], 'disc-zc(synflow)': [5.5202846896598e+28, 2.4896852024898197e+29, 2.1810394989246777e+30, 2.9482018739806336e+32, 2.2732178076450144e+29], 'best_zc(nwot)': [1752.024924623228, 1793.8140278364453, 1786.3402409418215, 1785.0294182838636, 1781.9741301640186], 'best_zc(synflow)': [1.8865959738805548e+49, 2.593134717306188e+49, 6.658953754065702e+49, 2.021273089103704e+49, 1.6187260144154453e+49], 'zc-pt-post': [-3067.0476, -3060.9983, -3057.1006, -3054.3428, -3066.2087], 'zc-disc-post': [3037.8726, 3055.4219, 3027.6638, 3024.3271, 3037.8108]}\n",
      "{'avg-acc': [77.61, 83.43, 86.18, 86.95, 81.74], 'disc-acc': [83.947998, 82.447998, 66.692001, 71.363998, 80.311996], 'darts-pt': [-85.54, -32.43, -81.04, -72.75, -85.51], 'zc-pt(nwot)': [-3450.967554, -3448.211459, -3440.79926, -3443.240243, -3452.989921], 'disc-zc(nwot)': [3434.421701, 3437.661196, 3418.572637, 3397.51709, 3424.166157], 'best-acc': [94.05, 94.16, 94.68, 94.56, 94.1], 'darts': [0.1648, 0.4853, 0.1223, 0.1397, 0.088], 'tenas': [-38.5, -16.0, -20.0, -17.0, -27.5], 'zc-pt(synflow)': [-1.9460309216168614e+31, -8.014786854561015e+30, -1.1851807660289746e+30, -8.96867143875011e+26, -7.75842932776677e+30], 'disc-zc(synflow)': [4.777733726551756e+21, 1.4572459237815469e+26, 3.8590321292364994e+30, 1.8898449210848245e+36, 1.5222938895812008e+26], 'best_zc(nwot)': [1761.8789642379636, 1769.103803678444, 1793.8140278364453, 1792.8239766388833, 1761.9145207476113], 'best_zc(synflow)': [5.776473195639679e+39, 1.4672616553030765e+44, 6.658953754065702e+49, 5.480408193532999e+39, 1.9606567871518125e+35], 'zc-pt-post': [-3067.0476, -3063.1135, -3058.818, -3064.5405, -3070.7593], 'zc-disc-post': [3061.6133, 3063.294, 3038.05, 3012.938, 3042.5535]}\n"
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       "      <th></th>\n",
       "      <th>avg-acc</th>\n",
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       "      <th>avg-acc</th>\n",
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       "      <td>0.100000</td>\n",
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       "      <td>0.600000</td>\n",
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       "      <td>-0.250000</td>\n",
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       "      <th>best_zc(nwot)</th>\n",
       "      <td>0.816667</td>\n",
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       "      <td>0.550000</td>\n",
       "      <td>0.783333</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.533333</td>\n",
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       "      <td>0.225216</td>\n",
       "      <td>0.383333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.650000</td>\n",
       "      <td>0.100000</td>\n",
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       "    <tr>\n",
       "      <th>darts</th>\n",
       "      <td>0.316667</td>\n",
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       "      <td>0.650000</td>\n",
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       "      <td>0.200000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>0.400000</td>\n",
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       "      <th>darts-pt</th>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>0.400000</td>\n",
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       "      <th>disc-acc</th>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>0.116667</td>\n",
       "      <td>-0.316667</td>\n",
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       "      <td>0.099134</td>\n",
       "      <td>0.225216</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>0.216667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   avg-acc  disc-acc  darts-pt  zc-pt(nwot)  disc-zc(nwot)  \\\n",
       "avg-acc           1.000000 -0.483333  0.666667     0.833333       0.033333   \n",
       "best-acc          0.650000 -0.316667  0.416667     0.766667       0.100000   \n",
       "best_zc(nwot)     0.816667 -0.466667  0.550000     0.783333       0.066667   \n",
       "best_zc(synflow)  0.416667 -0.350000  0.400000     0.533333       0.166667   \n",
       "darts             0.316667  0.350000  0.650000     0.450000       0.500000   \n",
       "darts-pt          0.666667 -0.216667  1.000000     0.583333       0.400000   \n",
       "disc-acc         -0.483333  1.000000 -0.216667    -0.316667       0.116667   \n",
       "disc-zc(nwot)     0.033333  0.116667  0.400000     0.216667       1.000000   \n",
       "disc-zc(synflow)  0.916667 -0.600000  0.633333     0.716667      -0.083333   \n",
       "tenas             0.300433 -0.157684  0.175216     0.243615       0.077814   \n",
       "zc-disc-post     -0.033333  0.200000  0.400000    -0.066667       0.633333   \n",
       "zc-pt(nwot)       0.833333 -0.316667  0.583333     1.000000       0.216667   \n",
       "zc-pt(synflow)    0.933333 -0.550000  0.683333     0.750000      -0.050000   \n",
       "zc-pt-post        0.683333 -0.400000  0.633333     0.800000       0.266667   \n",
       "\n",
       "                  best-acc     darts     tenas  zc-pt(synflow)  \\\n",
       "avg-acc           0.650000  0.316667  0.300433        0.933333   \n",
       "best-acc          1.000000  0.200000  0.435065        0.633333   \n",
       "best_zc(nwot)     0.533333  0.216667  0.099134        0.750000   \n",
       "best_zc(synflow)  0.250000  0.366667  0.225216        0.383333   \n",
       "darts             0.200000  1.000000  0.135065        0.216667   \n",
       "darts-pt          0.416667  0.650000  0.175216        0.683333   \n",
       "disc-acc         -0.316667  0.350000 -0.157684       -0.550000   \n",
       "disc-zc(nwot)     0.100000  0.500000  0.077814       -0.050000   \n",
       "disc-zc(synflow)  0.600000  0.150000  0.317100        0.983333   \n",
       "tenas             0.435065  0.135065  1.000000        0.283766   \n",
       "zc-disc-post     -0.250000  0.400000 -0.108550       -0.133333   \n",
       "zc-pt(nwot)       0.766667  0.450000  0.243615        0.750000   \n",
       "zc-pt(synflow)    0.633333  0.216667  0.283766        1.000000   \n",
       "zc-pt-post        0.583333  0.400000  0.083766        0.583333   \n",
       "\n",
       "                  disc-zc(synflow)  best_zc(nwot)  best_zc(synflow)  \\\n",
       "avg-acc                   0.916667       0.816667          0.416667   \n",
       "best-acc                  0.600000       0.533333          0.250000   \n",
       "best_zc(nwot)             0.733333       1.000000          0.466667   \n",
       "best_zc(synflow)          0.333333       0.466667          1.000000   \n",
       "darts                     0.150000       0.216667          0.366667   \n",
       "darts-pt                  0.633333       0.550000          0.400000   \n",
       "disc-acc                 -0.600000      -0.466667         -0.350000   \n",
       "disc-zc(nwot)            -0.083333       0.066667          0.166667   \n",
       "disc-zc(synflow)          1.000000       0.733333          0.333333   \n",
       "tenas                     0.317100       0.099134          0.225216   \n",
       "zc-disc-post             -0.150000      -0.100000          0.100000   \n",
       "zc-pt(nwot)               0.716667       0.783333          0.533333   \n",
       "zc-pt(synflow)            0.983333       0.750000          0.383333   \n",
       "zc-pt-post                0.516667       0.583333          0.650000   \n",
       "\n",
       "                  zc-pt-post  zc-disc-post  \n",
       "avg-acc             0.683333     -0.033333  \n",
       "best-acc            0.583333     -0.250000  \n",
       "best_zc(nwot)       0.583333     -0.100000  \n",
       "best_zc(synflow)    0.650000      0.100000  \n",
       "darts               0.400000      0.400000  \n",
       "darts-pt            0.633333      0.400000  \n",
       "disc-acc           -0.400000      0.200000  \n",
       "disc-zc(nwot)       0.266667      0.633333  \n",
       "disc-zc(synflow)    0.516667     -0.150000  \n",
       "tenas               0.083766     -0.108550  \n",
       "zc-disc-post        0.216667      1.000000  \n",
       "zc-pt(nwot)         0.800000     -0.066667  \n",
       "zc-pt(synflow)      0.583333     -0.133333  \n",
       "zc-pt-post          1.000000      0.216667  "
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "all_corr = []\n",
    "for e in range(6):\n",
    "    d = {}\n",
    "    for k,v in sq_op_strengths.items():\n",
    "        d[k] = v[e]\n",
    "    print(d)\n",
    "    df = pd.DataFrame(d)\n",
    "    all_corr.append(df.corr(method='spearman'))\n",
    "df      = pd.concat(all_corr)\n",
    "df_mean = df.groupby(level=0).mean()\n",
    "df_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "4c7c0062",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  best-acc   avg-acc  disc-acc  best_zc(nwot)  \\\n",
      "best-acc          1.000000  0.650000 -0.316667       0.533333   \n",
      "avg-acc           0.650000  1.000000 -0.483333       0.816667   \n",
      "disc-acc         -0.316667 -0.483333  1.000000      -0.466667   \n",
      "best_zc(nwot)     0.533333  0.816667 -0.466667       1.000000   \n",
      "best_zc(synflow)  0.250000  0.416667 -0.350000       0.466667   \n",
      "disc-zc(synflow)  0.600000  0.916667 -0.600000       0.733333   \n",
      "zc-pt(synflow)    0.633333  0.933333 -0.550000       0.750000   \n",
      "disc-zc(nwot)     0.100000  0.033333  0.116667       0.066667   \n",
      "zc-pt(nwot)       0.766667  0.833333 -0.316667       0.783333   \n",
      "\n",
      "                  best_zc(synflow)  disc-zc(synflow)  zc-pt(synflow)  \\\n",
      "best-acc                  0.250000          0.600000        0.633333   \n",
      "avg-acc                   0.416667          0.916667        0.933333   \n",
      "disc-acc                 -0.350000         -0.600000       -0.550000   \n",
      "best_zc(nwot)             0.466667          0.733333        0.750000   \n",
      "best_zc(synflow)          1.000000          0.333333        0.383333   \n",
      "disc-zc(synflow)          0.333333          1.000000        0.983333   \n",
      "zc-pt(synflow)            0.383333          0.983333        1.000000   \n",
      "disc-zc(nwot)             0.166667         -0.083333       -0.050000   \n",
      "zc-pt(nwot)               0.533333          0.716667        0.750000   \n",
      "\n",
      "                  disc-zc(nwot)  zc-pt(nwot)  \n",
      "best-acc               0.100000     0.766667  \n",
      "avg-acc                0.033333     0.833333  \n",
      "disc-acc               0.116667    -0.316667  \n",
      "best_zc(nwot)          0.066667     0.783333  \n",
      "best_zc(synflow)       0.166667     0.533333  \n",
      "disc-zc(synflow)      -0.083333     0.716667  \n",
      "zc-pt(synflow)        -0.050000     0.750000  \n",
      "disc-zc(nwot)          1.000000     0.216667  \n",
      "zc-pt(nwot)            0.216667     1.000000  \n",
      "(5, 8)\n",
      "(5, 8)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x936 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from string import ascii_letters\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from pandas import DataFrame\n",
    "import pathlib\n",
    "\n",
    "sns.set_theme(style=\"white\")\n",
    "#plt.figure(figsize=(16,10))\n",
    "#if 'zc' in flat_op_strengths:\n",
    "#    flat_op_strengths.pop('zc')\n",
    "df = df_mean\n",
    "# df=df.reindex([\"best-acc\", \"avg-acc\", \"disc-acc\", \"darts\", \"darts-pt\", 'tenas','disc-zc(synflow)','zc-pt(synflow)', \"disc-zc(nwot)\", \"zc-pt(nwot)\"])\n",
    "# df = df[[\"best-acc\", \"avg-acc\", \"disc-acc\", \"darts\", \"darts-pt\",'tenas' ,'disc-zc(synflow)','zc-pt(synflow)', \"disc-zc(nwot)\", \"zc-pt(nwot)\"]]\n",
    "#print(df)\n",
    "# df=df.reindex([\"best-acc\", \"avg-acc\", \"disc-acc\", 'best_zc(nwot)', \"disc-zc(nwot)\", \"zc-pt(nwot)\"])\n",
    "# df = df[[\"best-acc\", \"avg-acc\", \"disc-acc\",'best_zc(nwot)' , \"disc-zc(nwot)\", \"zc-pt(nwot)\"]]\n",
    "# df=df.reindex([\"best-acc\", \"avg-acc\", \"disc-acc\", 'best_zc(synflow)','disc-zc(synflow)','zc-pt(synflow)'])\n",
    "# df = df[[\"best-acc\", \"avg-acc\", \"disc-acc\", 'best_zc(synflow)','disc-zc(synflow)','zc-pt(synflow)']]\n",
    "df=df.reindex([\"best-acc\", \"avg-acc\", \"disc-acc\", 'best_zc(nwot)', 'best_zc(synflow)', 'disc-zc(synflow)','zc-pt(synflow)',\"disc-zc(nwot)\", \"zc-pt(nwot)\"])\n",
    "df = df[[\"best-acc\", \"avg-acc\", \"disc-acc\",'best_zc(nwot)' , 'best_zc(synflow)', 'disc-zc(synflow)','zc-pt(synflow)',\"disc-zc(nwot)\", \"zc-pt(nwot)\"]]\n",
    "\n",
    "\n",
    "# Compute the correlation matrix\n",
    "#corr = df.corr(method='spearman')\n",
    "corr=df\n",
    "print(corr)\n",
    "\n",
    "# Generate a mask for the upper triangle\n",
    "mask = np.tril(np.ones_like(corr, dtype=bool))\n",
    "\n",
    "for i in range(5,9):\n",
    "    for j in range(0,9):\n",
    "        mask[i][j]=True\n",
    "\n",
    "masked_corr = corr.loc[~np.all(mask, axis=1), ~np.all(mask, axis=0)]\n",
    "masked_mask = mask[0:5,1:9]\n",
    "print(np.shape(masked_corr))\n",
    "print(np.shape(masked_mask))\n",
    "\n",
    "\n",
    "# Set up the matplotlib figure\n",
    "f, ax = plt.subplots(figsize=(13, 13))\n",
    "sns.set(font_scale=1.3)\n",
    "# Generate a custom diverging colormap\n",
    "cmap = sns.diverging_palette(230, 20, as_cmap=True)\n",
    "\n",
    "# Draw the heatmap with the mask and correct aspect ratio\n",
    "g = sns.heatmap(masked_corr, mask=masked_mask, cmap=cmap, center=0,\n",
    "            square=True, linewidths=.5, cbar_kws={\"shrink\": .267}, annot=True)\n",
    "\n",
    "g.set_yticklabels(labels=g.get_yticklabels(), va='center', fontsize = 14.5)\n",
    "g.set_xticklabels(g.get_xmajorticklabels(), fontsize = 14.5, rotation=70)\n",
    "\n",
    "f.savefig(pathlib.Path('metric_correlation').with_suffix('.pdf'), bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "abd8548a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b1f23258",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          best-acc   avg-acc  disc-acc  darts-pt   disc-zc     zc-pt     darts\n",
      "best-acc  1.000000  0.650000 -0.316667  0.416667  0.100000  0.766667  0.200000\n",
      "avg-acc   0.650000  1.000000 -0.483333  0.666667  0.033333  0.833333  0.316667\n",
      "disc-acc -0.316667 -0.483333  1.000000 -0.216667  0.116667 -0.316667  0.350000\n",
      "darts-pt  0.416667  0.666667 -0.216667  1.000000  0.400000  0.583333  0.650000\n",
      "disc-zc   0.100000  0.033333  0.116667  0.400000  1.000000  0.216667  0.500000\n",
      "zc-pt     0.766667  0.833333 -0.316667  0.583333  0.216667  1.000000  0.450000\n",
      "darts     0.200000  0.316667  0.350000  0.650000  0.500000  0.450000  1.000000\n",
      "(6, 3)\n",
      "(6, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 576x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from string import ascii_letters\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from pandas import DataFrame\n",
    "import pathlib\n",
    "\n",
    "sns.set_theme(style=\"white\")\n",
    "plt.figure(figsize=(8,5))\n",
    "#if 'zc' in flat_op_strengths:\n",
    "#    flat_op_strengths.pop('zc')\n",
    "df = df_mean\n",
    "df=df.reindex([\"best-acc\", \"avg-acc\", \"disc-acc\", \"darts-pt\", \"disc-zc\", \"zc-pt\", \"darts\"])\n",
    "df = df[[\"best-acc\", \"avg-acc\", \"disc-acc\", \"darts-pt\", \"disc-zc\", \"zc-pt\", \"darts\"]]\n",
    "#print(df)\n",
    "\n",
    "# Compute the correlation matrix\n",
    "#corr = df.corr(method='spearman')\n",
    "corr = df\n",
    "print(corr)\n",
    "\n",
    "# Generate a mask for the upper triangle\n",
    "mask = np.triu(np.ones_like(corr, dtype=bool))\n",
    "\n",
    "for i in range(3,7):\n",
    "    for j in range(0,7):\n",
    "        mask[j][i]=True\n",
    "\n",
    "masked_corr = df.loc[~np.all(mask, axis=1), ~np.all(mask, axis=0)]\n",
    "masked_mask = mask[1:7,0:3]\n",
    "print(np.shape(masked_corr))\n",
    "print(np.shape(masked_mask))\n",
    "\n",
    "\n",
    "# Set up the matplotlib figure\n",
    "f, ax = plt.subplots(figsize=(11, 9))\n",
    "sns.set(font_scale=1.3)\n",
    "# Generate a custom diverging colormap\n",
    "cmap = sns.diverging_palette(230, 20, as_cmap=True)\n",
    "\n",
    "# Draw the heatmap with the mask and correct aspect ratio\n",
    "g = sns.heatmap(masked_corr, mask=masked_mask, cmap=cmap, center=0,\n",
    "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5}, annot=True)\n",
    "\n",
    "g.set_yticklabels(labels=g.get_yticklabels(), va='center', fontsize = 14.5)\n",
    "g.set_xticklabels(g.get_xmajorticklabels(), fontsize = 14.5)\n",
    "\n",
    "f.savefig(pathlib.Path('metric_correlation_vert').with_suffix('.pdf'), bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "82964512",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'acc_d' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-35-c4f853d0b0d4>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     20\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mv\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbest_archs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\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[1;32m     21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 22\u001b[0;31m     \u001b[0macc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0macc_d\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv\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     23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     24\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mj\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mbop\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv\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;31mNameError\u001b[0m: name 'acc_d' is not defined"
     ]
    }
   ],
   "source": [
    "plot_data = []\n",
    "metrics = op_strengths[0].keys()\n",
    "best_archs = {}\n",
    "for m in metrics:\n",
    "    best_archs[m] = []\n",
    "    plot_data.append([m,{}])\n",
    "for j,edge in enumerate(op_strengths):\n",
    "    bop = -1\n",
    "    bm = -1\n",
    "    for i,m in enumerate(metrics):\n",
    "        if 'pt' in m:\n",
    "            bm = min(edge[m])\n",
    "        else:\n",
    "            bm = max(edge[m])\n",
    "        bop = edge[m].index(bm)\n",
    "        #print(m,ops[bop],bm)\n",
    "        best_archs[m].append(bop)\n",
    "        \n",
    "i=0\n",
    "for k,v in best_archs.items():\n",
    "\n",
    "    acc = stat.mean(acc_d[tuple(v)])\n",
    "    \n",
    "    for j,bop in enumerate(v):\n",
    "        plot_data[i][1][j]=ops[bop]\n",
    "    plot_data[i][1]['acc']=acc\n",
    "        \n",
    "    i+=1\n",
    "    print(k,v,acc)\n",
    "print(ops)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 477,
   "id": "d7221f6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['avg-acc',\n",
       "  {0: 'nor_conv_3x3',\n",
       "   1: 'nor_conv_3x3',\n",
       "   2: 'nor_conv_3x3',\n",
       "   3: 'nor_conv_3x3',\n",
       "   4: 'nor_conv_3x3',\n",
       "   5: 'nor_conv_3x3',\n",
       "   'acc': 93.76}],\n",
       " ['disc-acc',\n",
       "  {0: 'none',\n",
       "   1: 'none',\n",
       "   2: 'none',\n",
       "   3: 'skip_connect',\n",
       "   4: 'none',\n",
       "   5: 'none',\n",
       "   'acc': 86.45333333333333}],\n",
       " ['darts-pt',\n",
       "  {0: 'skip_connect',\n",
       "   1: 'skip_connect',\n",
       "   2: 'nor_conv_3x3',\n",
       "   3: 'skip_connect',\n",
       "   4: 'skip_connect',\n",
       "   5: 'skip_connect',\n",
       "   'acc': 80.57}],\n",
       " ['zc-pt',\n",
       "  {0: 'nor_conv_3x3',\n",
       "   1: 'nor_conv_3x3',\n",
       "   2: 'nor_conv_1x1',\n",
       "   3: 'skip_connect',\n",
       "   4: 'nor_conv_3x3',\n",
       "   5: 'nor_conv_1x1',\n",
       "   'acc': 94.195}],\n",
       " ['disc-zc',\n",
       "  {0: 'skip_connect',\n",
       "   1: 'skip_connect',\n",
       "   2: 'nor_conv_1x1',\n",
       "   3: 'skip_connect',\n",
       "   4: 'skip_connect',\n",
       "   5: 'skip_connect',\n",
       "   'acc': 77.04333333333334}],\n",
       " ['best-acc',\n",
       "  {0: 'nor_conv_3x3',\n",
       "   1: 'nor_conv_3x3',\n",
       "   2: 'nor_conv_3x3',\n",
       "   3: 'skip_connect',\n",
       "   4: 'nor_conv_3x3',\n",
       "   5: 'nor_conv_1x1',\n",
       "   'acc': 94.37333333333333}],\n",
       " ['darts',\n",
       "  {0: 'skip_connect',\n",
       "   1: 'skip_connect',\n",
       "   2: 'skip_connect',\n",
       "   3: 'skip_connect',\n",
       "   4: 'skip_connect',\n",
       "   5: 'skip_connect',\n",
       "   'acc': 54.29666666666667}]]"
      ]
     },
     "execution_count": 477,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 478,
   "id": "dbeb6e7c",
   "metadata": {},
   "outputs": [
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       " */\n",
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t.webpackPolyfill||(t.deprecate=function(){},t.paths=[],t.children||(t.children=[]),Object.defineProperty(t,\"loaded\",{enumerable:!0,get:function(){return t.l}}),Object.defineProperty(t,\"id\",{enumerable:!0,get:function(){return t.i}}),t.webpackPolyfill=1),t}},function(t,e){(function(e){t.exports=e}).call(this,{})},function(t,e,r){\"use strict\";r.d(e,\"a\",(function(){return x}));var n,i=r(3),o=r.n(i),a=r(0),l=r.n(a),h=r(1),s=r(6),d=r(2),c=r(8),p=r(5),u=r.n(p),m=r(19),f=r(9),g=r(11),b=(n=function(t,e){return(n=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(t,e){t.__proto__=e}||function(t,e){for(var r in e)e.hasOwnProperty(r)&&(t[r]=e[r])})(t,e)},function(t,e){function r(){this.constructor=t}n(t,e),t.prototype=null===e?Object.create(e):(r.prototype=e.prototype,new r)}),_=function(){for(var t=0,e=0,r=arguments.length;e<r;e++)t+=arguments[e].length;var n=Array(t),i=0;for(e=0;e<r;e++)for(var o=arguments[e],a=0,l=o.length;a<l;a++,i++)n[i]=o[a];return n},x=function(t){function e(e){var r=t.call(this,e)||this;return r.on_resize=null,r.m=[75,0,10,0],r.dimensions_dom=null,r.render_speed=10,r.animloop=null,r.root_ref=l.a.createRef(),r.foreground_ref=l.a.createRef(),r.highlighted_ref=l.a.createRef(),r.svg_ref=l.a.createRef(),r.svgg_ref=l.a.createRef(),r.yscale={},r.d3brush=h.brushY(),r.onBrushChange=s.b.throttle(function(){this.sendBrushExtents(),this.pplot.brush()}.bind(r),75),r.sendBrushExtents=s.b.debounce(function(){this.props.sendMessage(\"brush_extents\",function(){var t=this.yscale,e={};return this.dimensions_dom.selectAll(\".\"+u.a.brush).each((function(r){var n=h.brushSelection(this);null!==n&&(e[r]=Object(c.f)(t[r],n))})),e}.bind(this))}.bind(r),400),r.forceHideColumn=function(t){return void 0===t||t.special_values.length+t.distinct_values.length<=1||t.type==d.f.CATEGORICAL&&t.distinct_values.length>this.props.categoricalMaximumValues}.bind(r),r.position=function(t){return this.state.dragging&&t==this.state.dragging.col?this.state.dragging.pos:this.xscale(t)}.bind(r),r.update_ticks=function(t,e){var r=h.select(this.root_ref.current),n=this;if(t){var i=h.select(this.svg_ref.current).selectAll(\".\"+u.a.brush).filter((function(e){return e==t}));this.d3brush.move(i,e)}else h.select(this.svg_ref.current).selectAll(\".\"+u.a.brush).each((function(t){h.select(this).call(n.d3brush)}));r.selectAll(\".\"+u.a.axis+\" g\").style(\"display\",null),r.selectAll(\".background\").style(\"visibility\",null),r.selectAll(\".\"+u.a.axis).each((function(t,e){h.select(this).selectAll(\"line\").style(\"display\",\"none\"),h.select(this).transition().duration(720).call(n.axis.scale(n.yscale[t])),h.select(this).selectAll(\"line\").transition().delay(800).style(\"display\",null),h.select(this).selectAll(\"text\").style(\"font-weight\",null).style(\"font-size\",null).style(\"display\",null)})),n.setState((function(t){return{brush_count:t.brush_count+1}}))}.bind(r),r.paths=function(t,e,r){var n=this,i=t.length,o=0,a=h.min([2/Math.pow(i,.3),1]),l=(new Date).getTime(),d=s.b.shuffle(t);e.clearRect(0,0,this.w+1,this.h+1),this.animloop&&this.animloop.stop(),i>0&&(this.animloop=h.timer((function(){if(o>=i||r<n.state.brush_count)return!0;var t=h.min([o+n.render_speed,i]);!function(t,r,i,o){t.slice(r,i).forEach((function(t){n.path(t,e,n.props.get_color_for_row(t,o))}))}(d,o,t,a),o=t,l=function(t){var e=(new Date).getTime()-t;return n.render_speed=Math.max(Math.ceil(30*n.render_speed/e),8),n.render_speed=Math.min(n.render_speed,300),(new Date).getTime()}(l)})))}.bind(r),r.path=function(t,e,r){r&&(e.strokeStyle=r);var n,i,o=!1;this.state.dimensions.map(function(r){var a=void 0===t[r];a||\"inf\"!=t[r]&&\"-inf\"!=t[r]||!this.props.params_def[r].numeric||(a=!0);var l=this.xscale(r),h=this.yscale[r](t[r]);if(isNaN(h)&&(a=!0),a)return o&&(e.lineTo(n+15,i),e.stroke()),void(o=!1);o||(n=l-15,i=h,e.moveTo(n,i),e.beginPath(),o=!0);var s=l-.88*(l-n),d=i,c=l-.12*(l-n),p=h;e.bezierCurveTo(s,d,c,p,l,h),n=l,i=h}.bind(this)),o&&(e.lineTo(n+15,i),e.stroke())}.bind(r),r.state={height:e.persistentState.get(\"height\",e.window_state.height?e.window_state.height:600),width:0,order:e.persistentState.get(\"order\",e.order?e.order:[]),hide:new Set(e.persistentState.get(\"hide\",e.hide?e.hide:[])),invert:new Set(e.persistentState.get(\"invert\",e.invert?e.invert:[])),dimensions:[],brush_count:0,dragging:null},r}return b(e,t),e.prototype.componentWillUnmount=function(){h.select(this.svgg_ref.current).selectAll(\"*\").remove(),this.animloop&&this.animloop.stop(),this.props.context_menu_ref&&this.props.context_menu_ref.current&&this.props.context_menu_ref.current.removeCallbacks(this),this.onBrushChange.cancel(),this.sendBrushExtents.cancel()},e.prototype.componentDidUpdate=function(t,e){if(e.height==this.state.height&&e.width==this.state.width||null!=this.on_resize&&this.on_resize(),e.invert!=this.state.invert&&this.props.persistentState.set(\"invert\",Array.from(this.state.invert)),e.hide!=this.state.hide&&this.props.persistentState.set(\"hide\",Array.from(this.state.hide)),e.order!=this.state.order&&this.props.persistentState.set(\"order\",this.state.order),e.dimensions!=this.state.dimensions&&void 0!==this.xscale){var r=h.select(this.svgg_ref.current).selectAll(\".dimension\");this.xscale.domain(this.state.dimensions),this.dimensions_dom.filter(function(t){return-1==this.state.dimensions.indexOf(t)}.bind(this)).remove(),this.dimensions_dom=this.dimensions_dom.filter(function(t){return-1!==this.state.dimensions.indexOf(t)}.bind(this)),this.state.dragging||(r=r.transition()),r.attr(\"transform\",function(t){return\"translate(\"+this.position(t)+\")\"}.bind(this)),this.update_ticks()}if(t.rows_highlighted!=this.props.rows_highlighted&&(this.highlighted.clearRect(0,0,this.w,this.h),0==this.props.rows_highlighted.length?h.select(this.foreground_ref.current).style(\"opacity\",null):(h.select(this.foreground_ref.current).style(\"opacity\",\"0.25\"),this.props.rows_highlighted.forEach(function(t){this.path(t,this.highlighted,this.props.get_color_for_row(t,1))}.bind(this)))),this.pplot&&(this.state.dimensions!=e.dimensions||t.params_def!=this.props.params_def)){var n=[];this.state.dimensions.forEach(function(t){var e=this.createScale(t);null!==e?this.yscale[t]=e:n.push(t)}.bind(this)),n.forEach(function(t){this.remove_axis(t)}.bind(this))}var i=new Set(e.dimensions);this.pplot&&!_(this.state.dimensions).every((function(t){return i.has(t)}))&&this.pplot.redraw_axis(),this.pplot&&t.params_def!=this.props.params_def&&(this.brush_clear_all(),this.update_ticks(),this.animloop&&this.animloop.stop()),t.rows_selected!=this.props.rows_selected||t.colorby!=this.props.colorby||e.height!=this.state.height||e.width!=this.state.width?this.setState((function(t){return{brush_count:t.brush_count+1}})):e.brush_count!=this.state.brush_count&&this.paths(this.props.rows_selected,this.foreground,this.state.brush_count),this.props.window_state.height=this.state.height},e.prototype.onResize=function(t,e){this.state.height==t&&this.state.width==e||this.setState({height:t,width:e})},e.prototype.render=function(){return l.a.createElement(m.a,{initialHeight:this.state.height,onResize:this.onResize.bind(this)},l.a.createElement(\"div\",{ref:this.root_ref,className:u.a[\"parallel-plot-chart\"]+\" pplot-root\",style:{height:this.state.height}},l.a.createElement(\"canvas\",{ref:this.foreground_ref,className:u.a[\"background-canvas\"]}),l.a.createElement(\"canvas\",{ref:this.highlighted_ref,className:u.a[\"highlight-canvas\"]}),l.a.createElement(\"svg\",{ref:this.svg_ref,width:this.state.width,height:this.state.height},l.a.createElement(\"g\",{ref:this.svgg_ref,transform:\"translate(\"+this.m[3]+\", \"+this.m[0]+\")\"}))))},e.prototype.componentDidMount=function(){var t=h.keys(this.props.params_def).filter(function(t){return!this.forceHideColumn(this.props.params_def_unfiltered[t])&&!this.state.hide.has(t)&&(this.yscale[t]=this.createScale(t),!0)}.bind(this)).sort(function(t,e){var r=this.state.order.findIndex((function(e){return e==t})),n=this.state.order.findIndex((function(t){return t==e}));return(-1==r?this.state.order.length:r)-(-1==n?this.state.order.length:n)}.bind(this));this.setState({width:0==this.state.width?this.root_ref.current.offsetWidth:this.state.width,dimensions:t,order:Array.from(t)},this.initParallelPlot.bind(this)),this.props.context_menu_ref&&this.props.context_menu_ref.current&&this.props.context_menu_ref.current.addCallback(this.columnContextMenu.bind(this),this)},e.prototype.columnContextMenu=function(t,e){if(this.can_restore_axis(t)){var r=o()('<a class=\"dropdown-item\" href=\"#\">Restore in Parallel Plot</a>');r.click(function(e){this.restore_axis(t),e.preventDefault()}.bind(this)),o()(e).append(r)}},e.prototype.initParallelPlot=function(){var t=this,e=this.div=h.select(t.root_ref.current),r=h.select(t.svg_ref.current);function n(){t.xscale.domain(t.state.dimensions),t.dimensions_dom&&t.dimensions_dom.remove(),t.dimensions_dom=h.select(t.svgg_ref.current).selectAll(\".dimension\").data(t.state.dimensions).enter().append(\"svg:g\").attr(\"class\",\"dimension\").attr(\"transform\",(function(e){return\"translate(\"+t.xscale(e)+\")\"})).call(h.drag().on(\"start\",(function(e){t.setState({dragging:{col:e,pos:t.xscale(e),origin:t.xscale(e),dragging:!1}}),h.select(t.foreground_ref.current).style(\"opacity\",\"0.35\")})).on(\"drag\",(function(e){var r=h.event.dx,n=h.select(this).select(\".\"+u.a.brush);t.setState((function(n,i){return{dragging:{col:e,pos:Math.min(t.w,Math.max(0,n.dragging.pos+r)),origin:n.dragging.origin,dragging:!0}}}),(function(){t.state.dragging.pos<12||t.state.dragging.pos>t.w-12?n.style(\"fill\",\"red\"):n.style(\"fill\",null)}));var i=Array.from(t.state.dimensions);i.sort((function(e,r){return t.position(e)-t.position(r)})),i.every((function(e,r){return e==t.state.dimensions[r]}))||t.setState({dimensions:i}),t.dimensions_dom.attr(\"transform\",(function(e){return\"translate(\"+t.position(e)+\")\"}))})).on(\"end\",(function(r){if(t.state.dragging.dragging)h.select(this).transition().attr(\"transform\",\"translate(\"+t.xscale(r)+\")\"),n=i()[r];else var n=function(r){var n=i(),o=null!==n[r]?[t.h-n[r][1],t.h-n[r][0]]:null;return t.state.invert.has(r)?(t.setState((function(t,e){var n=new Set(t.invert);return n.delete(r),{invert:n}})),t.setScaleRange(r),e.selectAll(\".\"+u.a.label).filter((function(t){return t==r})).style(\"text-decoration\",null)):(t.setState((function(t,e){var n=new Set(t.invert);return n.add(r),{invert:n}})),t.setScaleRange(r),e.selectAll(\".\"+u.a.label).filter((function(t){return t==r})).style(\"text-decoration\",\"underline\")),o}(r);t.state.dragging.pos<12||t.state.dragging.pos>t.w-12?t.remove_axis(r):t.setState({order:Array.from(t.state.dimensions)}),t.update_ticks(r,n),h.select(t.foreground_ref.current).style(\"opacity\",null),t.setState({dragging:null})}))),t.dimensions_dom.append(\"svg:g\").attr(\"class\",u.a.axis).attr(\"transform\",\"translate(0,0)\").each((function(e){console.assert(t.yscale[e],e,t.yscale,this),h.select(this).call(t.axis.scale(t.yscale[e]))})).append((function(e){return Object(g.a)(t.props.params_def[e],t.props.context_menu_ref,\"Drag to move, right click for options\")})).attr(\"y\",(function(t,e){return-21-e%3*16})).attr(\"text-anchor\",\"middle\").attr(\"title\",\"Click to invert. Drag to reorder. Right click for options.\").classed(\"pplot-label\",!0),t.dimensions_dom.selectAll(\".pplot-label\").each((function(e){Object(g.b)(this,[5-t.xscale(e),-t.xscale(e)+t.state.width-5])})),t.dimensions_dom.append(\"svg:g\").classed(u.a.brush,!0).classed(\"pplot-brush\",!0).each((function(e){h.select(this).call(t.d3brush)})).selectAll(\"rect\").style(\"visibility\",null).append(\"title\").text(\"Drag up or down to brush along this axis\"),t.dimensions_dom.selectAll(\".extent\").append(\"title\").text(\"Drag or resize this filter\")}function i(){var e={};return t.dimensions_dom.selectAll(\".\"+u.a.brush).each((function(t){e[t]=h.brushSelection(this)})),e}function o(){void 0!==t.props.context_menu_ref&&t.props.context_menu_ref.current.hide();var r=i(),n=t.state.dimensions.filter((function(t){return null!==r[t]&&void 0!==r[t]}));t.dimensions_dom.each((function(e){if(s.b.include(n,e)){var i=t.yscale[e],o=r[e];h.select(this).selectAll(\"text\").classed(u.a.tickSelected,!0).style(\"display\",(function(){if(h.select(this).classed(u.a.label))return null;var t=h.select(this).data();return o[0]<=i(t)&&i(t)<=o[1]?null:\"none\"}))}else h.select(this).selectAll(\"text\").classed(u.a.tickSelected,!1).style(\"display\",null);h.select(this).selectAll(\".\"+u.a.label).style(\"display\",null)})),e.selectAll(\".\"+u.a.label).style(\"font-weight\",(function(t){return s.b.include(n,t)?\"bold\":null}));var o=n.map((function(e){var n,i,o=t.yscale[e],a=r[e],l=Object(c.f)(o,a);if(l.type==d.f.CATEGORICAL&&!l.values)return{type:f.a.Not,data:{type:f.a.All,data:[]}};if(l.type==d.f.CATEGORICAL){if(0==l.values.length)return{type:f.a.None,data:{}};n=l.values[0],i=l.values[l.values.length-1],console.assert(typeof n==typeof i,n,i)}else n=Math.min.apply(Math,l.range),i=Math.max.apply(Math,l.range);return{type:f.a.Range,data:{col:e,type:l.type,min:n,max:i,include_infnans:l.include_infnans}}})),a=Object(f.c)(t.props.rows_filtered,o);if(t.props.asserts){var l=[],p=[];t.props.rows_filtered.forEach((function(e){n.every((function(n){var i=t.yscale[n],o=r[n],a=e[n];return o[0]+1<=i(a)&&i(a)<=o[1]-1}))&&l.push(e),n.every((function(n){var i=t.yscale[n],o=r[n],a=e[n];return o[0]-1<=i(a)&&i(a)<=o[1]+1}))&&p.push(e)}));var m=s.b.difference(l,a),g=s.b.difference(a,p);(g.length||m.length)&&(console.error(\"Warning! Filter on \"+n.join(\" \")+\" (\",o,\") does not match actually selected rows\",\" Computed rows with filter:\",a,\" Missed:\",m,\" Falsely selected:\",g),console.error(\"filters\",o,JSON.stringify(o)),m.length&&console.error(\"first missed\",JSON.stringify(m[0])),g.length&&console.error(\"first falsely selected\",JSON.stringify(g[0])))}t.props.setSelected(a,{type:f.a.All,data:o})}t.foreground=this.foreground_ref.current.getContext(\"2d\"),t.foreground.globalCompositeOperation=\"destination-over\",t.highlighted=this.highlighted_ref.current.getContext(\"2d\"),this.on_resize=s.b.debounce((function(){t.compute_dimensions(),e.selectAll(\".dimension\").attr(\"transform\",(function(e){return\"translate(\"+t.xscale(e)+\")\"})),r.selectAll(\".\"+u.a.brush).each((function(e){h.select(this).call(t.d3brush)})),t.axis=t.axis.ticks(1+t.state.height/50),e.selectAll(\".\"+u.a.axis).each((function(e){h.select(this).call(t.axis.scale(t.yscale[e]))})),this.setState((function(t){return{brush_count:t.brush_count+1}}))}),100),t.compute_dimensions(),n(),o(),t.sendBrushExtents(),t.setState((function(t){return{brush_count:t.brush_count+1}})),t.pplot={redraw_axis:n,brush:o}},e.prototype.setScaleRange=function(t){var e=[this.h,0];this.state.invert.has(t)&&(e=[0,this.h]),this.yscale[t].range(e)},e.prototype.createScale=function(t){var e=this.props.params_def[t];if(void 0===e)return null;var r=[this.h,0];this.state.invert.has(t)&&(r=[0,this.h]);var n=Object(c.b)(e);return n.range(r),n.parallel_plot_axis=t,n},e.prototype.compute_dimensions=function(){this.w=this.state.width-this.m[1]-this.m[3],this.h=this.state.height-this.m[0]-this.m[2],this.axis=h.axisLeft(h.scaleLinear()).ticks(1+this.state.height/50),this.d3brush.extent([[-23,0],[15,this.h]]).on(\"brush\",this.onBrushChange).on(\"end\",this.onBrushChange),this.div.style(\"height\",this.state.height+\"px\"),this.div.selectAll(\"canvas\").attr(\"width\",this.w).attr(\"height\",this.h).style(\"padding\",this.m.join(\"px \")+\"px\"),this.xscale=h.scalePoint().range([40,this.w-40]).domain(this.state.dimensions);var t=this;this.state.dimensions.forEach((function(e){t.setScaleRange(e)})),this.highlighted.lineWidth=4},e.prototype.brush_clear_all=function(){this.d3brush.on(\"brush\",null).on(\"end\",null),this.d3brush.move(this.dimensions_dom.selectAll(\".\"+u.a.brush),null),this.d3brush.on(\"brush\",this.onBrushChange).on(\"end\",this.onBrushChange),this.onBrushChange()},e.prototype.remove_axis=function(t){void 0!==this.props.params_def[t]&&this.setState((function(e,r){var n=new Set(e.hide);return n.add(t),{hide:n}})),this.setState((function(e,r){return{dimensions:s.b.difference(e.dimensions,[t])}}))},e.prototype.can_restore_axis=function(t){var e=this.props.params_def_unfiltered[t];return void 0!==e&&-1===this.state.dimensions.indexOf(t)&&!this.forceHideColumn(e)},e.prototype.restore_axis=function(t){this.can_restore_axis(t)&&this.setState((function(e){var r=new Set(e.hide);return r.delete(t),{hide:r,dimensions:e.dimensions.concat([t])}}))},e.defaultProps={categoricalMaximumValues:80,data:{}},e}(l.a.Component)},function(t,e,r){\"use strict\";r.d(e,\"a\",(function(){return v}));var n,i=r(3),o=r.n(i),a=r(1),l=r(8),h=r(5),s=r.n(h),d=r(0),c=r.n(d),p=r(19),u=r(6),m=r(11),f=r(26),g=(n=function(t,e){return(n=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(t,e){t.__proto__=e}||function(t,e){for(var r in e)e.hasOwnProperty(r)&&(t[r]=e[r])})(t,e)},function(t,e){function r(){this.constructor=t}n(t,e),t.prototype=null===e?Object.create(e):(r.prototype=e.prototype,new r)}),b=function(){return(b=Object.assign||function(t){for(var e,r=1,n=arguments.length;r<n;r++)for(var i in e=arguments[r])Object.prototype.hasOwnProperty.call(e,i)&&(t[i]=e[i]);return t}).apply(this,arguments)},_=\"parent\",x=\"children\",v=function(t){function e(e){var r,n=t.call(this,e)||this;n.root_ref=c.a.createRef(),n.container_ref=c.a.createRef(),n.canvas_lines_ref=c.a.createRef(),n.canvas_highlighted_ref=c.a.createRef(),n.plotXYcontextMenuRef=c.a.createRef(),n.onResize=u.b.debounce(function(t,e){this.state.height==t&&this.state.width==e||this.setState({height:t,width:e})}.bind(n),100),n.drawSelected=function(){this.plot&&this.plot.draw_selected_rows()}.bind(n),n.drawSelectedThrottled=u.b.throttle(n.drawSelected,100),r=e.window_state.height?e.window_state.height:e.height?e.height:a.min([a.max([document.body.clientHeight-540,240]),500]);var i=n.props;function o(t){var r=e.persistentState.get(t,e[t]);return void 0===r&&(r=null),null!=r&&void 0===e.params_def[r]?null:r}var l=b(b({},i),{axis_x:o(\"axis_x\"),axis_y:o(\"axis_y\"),width:0,height:r,initialHeight:r});return n.state=b(b({},l),{hover_uid:null,highlightType:n.props.persistentState.get(\"highlightType\",_)}),n}return g(e,t),e.prototype.componentDidMount=function(){if(this.props.context_menu_ref&&this.props.context_menu_ref.current){var t=this;this.props.context_menu_ref.current.addCallback((function(e,r){var n=o()(r);n.append(o()('<div class=\"dropdown-divider\"></div>')),n.append(o()('<h6 class=\"dropdown-header\">'+t.props.name+\"</h6>\")),[\"axis_x\",\"axis_y\"].forEach((function(r,i){var a=\"Set as \"+[\"X\",\"Y\"][i]+\" axis\",l=o()('<a class=\"dropdown-item\" href=\"#\">').text(a);t.state[r]==e&&l.addClass(\"disabled\").css(\"pointer-events\",\"none\"),l.click((function(r){0==i?t.setState({axis_x:e}):t.setState({axis_y:e}),r.preventDefault()})),n.append(l)}))}),this)}},e.prototype.mountPlotXY=function(){var t=this;t.plotXYcontextMenuRef.current.removeCallbacks(this),t.plotXYcontextMenuRef.current.addCallback((function(e,r){var n=o()(r);[_,x].forEach((function(e){var r=o()('<a class=\"dropdown-item\" href=\"#\">').text(\"Highlight: \"+e);t.state.highlightType==e&&r.addClass(\"disabled\").css(\"pointer-events\",\"none\"),r.click((function(r){t.setState({highlightType:e}),r.preventDefault()})),n.append(r)}))}),t);var e=a.select(this.root_ref.current);t.svg=e.select(\"svg\");var r,n=[],i=this.canvas_lines_ref.current.getContext(\"2d\");i.globalCompositeOperation=\"destination-over\";var h=this.canvas_highlighted_ref.current.getContext(\"2d\");h.globalCompositeOperation=\"destination-over\";var s,d,c,p,f,g,b,v,k=40,y=20,w=70,S=60;function M(e,r){var n=Object(l.b)(t.props.params_def[e]);return n.range(r),n}function C(){t.svg.selectAll(\".axis_render\").remove(),t.svg.selectAll(\".brush\").remove(),t.svg.attr(\"viewBox\",[0,0,t.state.width,t.state.height]),t.svg.append(\"g\").attr(\"class\",\"axis_render\").call(p),t.svg.append(\"g\").attr(\"class\",\"axis_render\").call(c),t.svg.append(\"g\").attr(\"class\",\"brush\").call(r)}function T(n){if(void 0===n&&(n=!1),n||t.isEnabled()){var i=Math.max(t.props.dots_thickness,t.props.dots_highlighed_thickness,0);f=s=M(t.state.axis_x,[S+i,t.state.width-y-i]),g=d=M(t.state.axis_y,[t.state.height-w-i,k+i]),r=a.brush().extent([[S,k],[t.state.width-y,t.state.height-w]]).on(\"end\",E),c=function(e){return e.attr(\"transform\",\"translate(\"+(S-10)+\",0)\").call(a.axisLeft(d).ticks(1+t.state.height/40).tickSizeInner(S+y-t.state.width)).call((function(t){return t.select(\".domain\").remove()})).call((function(e){return e.select(\".tick:last-of-type\").append((function(){var e=Object(m.a)(t.props.params_def[t.state.axis_y],t.props.context_menu_ref);return a.select(e).attr(\"y\",\"\"+(10-this.transform.baseVal[0].matrix.f)),e})).attr(\"x\",3).attr(\"text-anchor\",\"start\").attr(\"font-weight\",\"bold\").classed(\"plotxy-label\",!0)})).attr(\"font-size\",null).call((function(t){return t.selectAll(\".plotxy-label\").each((function(){Object(m.b)(this)}))}))},p=function(e){return e.attr(\"transform\",\"translate(0,\"+(t.state.height-w)+\")\").call(a.axisBottom(s).ticks(1+t.state.width/80).tickSizeInner(w+k-t.state.height)).call((function(e){return e.select(\".tick:last-of-type\").each((function(){var e=Object(m.a)(t.props.params_def[t.state.axis_x],t.props.context_menu_ref,null);a.select(e).attr(\"y\",40).attr(\"text-anchor\",\"end\").attr(\"font-weight\",\"bold\").classed(\"plotxy-label\",!0);var r=this.cloneNode(!1);r.appendChild(e),this.parentElement.appendChild(r)}))})).call((function(t){return t.selectAll(\".tick\").each((function(t,e){var r=this.children[0];2==this.childElementCount&&this.children[1].textLength.baseVal.value&&\"line\"==r.nodeName&&(this.transform.baseVal.getItem(0).matrix.f+=e%2*20,r.setAttribute(\"y2\",\"\"+(parseFloat(r.getAttribute(\"y2\"))-e%2*20)))}))})).attr(\"font-size\",null).call((function(t){return t.selectAll(\".plotxy-label\").each((function(){Object(m.b)(this)}))}))},e.selectAll(\"canvas\").attr(\"width\",t.state.width-S-y).attr(\"height\",t.state.height-k-w),e.selectAll(\"svg\").attr(\"width\",t.state.width).attr(\"height\",t.state.height),e.style(\"height\",t.state.height+\"px\"),e.selectAll(\"canvas\").style(\"margin\",k+\"px \"+y+\"px \"+w+\"px \"+S+\"px\"),C()}}function E(){var e=a.event.selection;if(e){if(void 0!==s.invert){var r=[s.invert(e[0][0]),s.invert(e[1][0])];(s=M(t.state.axis_x,[S,t.state.width-y])).domain(r)}if(void 0!==d.invert){var n=[d.invert(e[1][1]),d.invert(e[0][1])];(d=M(t.state.axis_y,[t.state.height-w,k])).domain(n)}}else{if(s===f&&d===g)return;s=f,d=g}C(),A(),t.drawSelectedThrottled()}function D(e,r,i){i.lines_color&&(r.strokeStyle=i.lines_color),i.dots_color&&(r.fillStyle=i.dots_color),i.lines_width&&(r.lineWidth=i.lines_width);var o=t.props.params_def[t.state.axis_x],a=t.props.params_def[t.state.axis_y];function l(t,e,r){return null==t||isNaN(e)||r.numeric&&(\"inf\"==t||\"-inf\"==t)}function h(e){var r=s(e[t.state.axis_x]),h=d(e[t.state.axis_y]);return r-=S,h-=k,l(e[t.state.axis_x],r,o)||l(e[t.state.axis_y],h,a)?null:(i.remember&&n.push({layerX:r+S,layerY:h+k,dp:e}),{x:r,y:h})}var c=h(e);if(null!==c){if(e.from_uid&&i.lines_width>0){var p=t.props.dp_lookup[e.from_uid];if(p){var u=h(p);null!==u&&(r.beginPath(),r.moveTo(u.x,u.y),r.lineTo(c.x,c.y),r.stroke())}else console.log(\"DataPoint with id \"+e.from_uid+\" not found (dp.from_uid)\",e)}i.dots_thickness>0&&(r.beginPath(),r.arc(c.x,c.y,i.dots_thickness,0,2*Math.PI,!0),r.fill())}}function N(){if(t.isEnabled()){A();var e=t.props,r=t.state.height*t.state.width/4e5,n=null!==e.lines_opacity?e.lines_opacity:a.min([3*r/Math.pow(t.props.rows_selected.length,.3),1]),o=null!==e.dots_opacity?e.dots_opacity:a.min([4*r/Math.pow(t.props.rows_selected.length,.3),1]);t.props.rows_selected.forEach((function(r){D(r,i,{lines_color:t.props.get_color_for_row(r,n),lines_width:e.lines_thickness,dots_color:t.props.get_color_for_row(r,o),dots_thickness:e.dots_thickness,remember:!0})}))}}function A(){i.clearRect(0,0,t.state.width,t.state.height),h.clearRect(0,0,t.state.width,t.state.height),n=[]}function j(e){if(null===e.from_uid)return[];var r=t.props.dp_lookup[e.from_uid];return void 0===r?[]:[r]}b=o()(t.root_ref.current).position().top,v=o()(t.root_ref.current).position().left,e.selectAll(\"canvas\").style(\"top\",b+\"px\").style(\"left\",v+\"px\"),t.svg.style(\"top\",b+\"px\").style(\"left\",v+\"px\"),t.svg.call((function(e,r){var i=t.svg.append(\"g\").attr(\"display\",\"none\");function l(){a.event.preventDefault();var e=null,r=null;if(o.a.each(n,(function(t,n){var i=Math.pow(n.layerX-a.event.layerX,2)+Math.pow(n.layerY-a.event.layerY,2);(null==r||i<r)&&(r=i,e=n)})),null===e)return i.attr(\"transform\",\"translate(\"+a.event.layerX+\",\"+a.event.layerY+\")\"),void i.select(\"text\").text(\"No point found?!\");t.setState({hover_uid:e.dp.uid}),i.attr(\"transform\",\"translate(\"+e.layerX+\",\"+e.layerY+\")\"),i.select(\"text\").text(t.props.render_row_text(e.dp))}function h(){i.attr(\"display\",null)}function s(){t.setState({hover_uid:null}),i.attr(\"display\",\"none\")}i.append(\"circle\").attr(\"r\",2.5),i.append(\"text\").style(\"font\",\"10px sans-serif\").attr(\"text-anchor\",\"middle\").attr(\"y\",-8),\"ontouchstart\"in document?e.style(\"-webkit-tap-highlight-color\",\"transparent\").on(\"touchmove\",l).on(\"touchstart\",h).on(\"touchend\",s):e.on(\"mousemove\",l).on(\"mouseenter\",h).on(\"mouseleave\",s)}));var z={};function L(t){var e=z[t.uid];return e||[]}function I(){T(!0),A(),t.drawSelectedThrottled()}return I(),N(),t.drawSelectedThrottled.cancel(),{clear_canvas:A,update_axis:I,recompute_scale:T,draw_selected_rows:N,draw_highlighted:function(){var e;if(t.isEnabled()){var r=t.props.rows_highlighted;if(h.clearRect(0,0,t.state.width,t.state.height),a.select(t.canvas_highlighted_ref.current).style(\"opacity\",\"0\"),a.select(t.canvas_lines_ref.current).style(\"opacity\",\"1.0\"),r.length){a.select(t.canvas_highlighted_ref.current).style(\"opacity\",\"1.0\"),a.select(t.canvas_lines_ref.current).style(\"opacity\",\"0.5\"),z={},t.state.highlightType==x&&t.props.rows_filtered.forEach((function(t){null!==t.from_uid&&(void 0===z[t.from_uid]?z[t.from_uid]=[t]:z[t.from_uid].push(t))}));for(var n=(e={},e[x]=L,e[_]=j,e)[t.state.highlightType],i=new Set(r),o=new Set;i.size;){var l=i;i=new Set,l.forEach((function(t){o.has(t)||(o.add(t),n(t).forEach((function(t){i.add(t)})))}))}o.forEach((function(e){var r=t.props.get_color_for_row(e,1).split(\",\");D(e,h,{lines_color:[r[0],r[1],r[2],\"1)\"].join(\",\"),lines_width:4,dots_color:[r[0],r[1],r[2],\"0.8)\"].join(\",\"),dots_thickness:t.props.dots_highlighed_thickness})}))}}},on_resize:u.b.debounce(function(){this.isEnabled()&&(T(),N())}.bind(this),150)}},e.prototype.disable=function(){this.setState({axis_x:null,axis_y:null,height:this.state.initialHeight})},e.prototype.render=function(){return this.isEnabled()?c.a.createElement(p.a,{initialHeight:this.state.height,onResize:this.onResize,onRemove:this.disable.bind(this)},c.a.createElement(f.a,{ref:this.plotXYcontextMenuRef}),this.state.width>0&&c.a.createElement(\"div\",{onContextMenu:this.plotXYcontextMenuRef.current.onContextMenu,ref:this.root_ref,style:{height:this.state.height}},c.a.createElement(\"canvas\",{ref:this.canvas_lines_ref,className:s.a[\"plotxy-graph-lines\"],style:{position:\"absolute\"}}),c.a.createElement(\"canvas\",{ref:this.canvas_highlighted_ref,className:s.a[\"plotxy-graph-highlights\"],style:{position:\"absolute\"}}),c.a.createElement(\"svg\",{className:s.a[\"plotxy-graph-svg\"],style:{position:\"absolute\"}}))):[]},e.prototype.componentWillUnmount=function(){this.plot&&(this.plot.clear_canvas(),this.plot.on_resize.cancel(),this.svg.selectAll(\"*\").remove()),this.props.context_menu_ref&&this.props.context_menu_ref.current&&this.props.context_menu_ref.current.removeCallbacks(this),this.drawSelectedThrottled.cancel(),this.onResize.cancel(),this.plotXYcontextMenuRef.current&&this.plotXYcontextMenuRef.current.removeCallbacks(this)},e.prototype.isEnabled=function(){return null!==this.state.axis_x&&null!==this.state.axis_y},e.prototype.componentDidUpdate=function(t,e){var r=!1;if([\"axis_x\",\"axis_y\"].forEach(function(t){e[t]!=this.state[t]&&(this.props.persistentState.set(t,this.state[t]),r=!0)}.bind(this)),this.state.highlightType!=e.highlightType&&this.props.persistentState.set(\"highlightType\",this.state.highlightType),0!=this.state.width){if(this.isEnabled()&&!this.plot&&(this.plot=this.mountPlotXY()),e.height==this.state.height&&e.width==this.state.width||this.plot&&this.plot.on_resize(),this.isEnabled()?r&&this.plot.update_axis():(this.plot=null,null!==this.state.hover_uid&&this.setState({hover_uid:null})),this.state.hover_uid!=e.hover_uid&&(null===this.state.hover_uid?this.props.setHighlighted([]):this.props.setHighlighted([this.props.dp_lookup[this.state.hover_uid]])),this.plot){var n=!1,i=this.props.params_def[this.props.colorby]!=t.params_def[t.colorby];this.props.params_def[this.state.axis_x]==t.params_def[this.state.axis_x]&&this.props.params_def[this.state.axis_y]==t.params_def[this.state.axis_y]||(this.plot.recompute_scale(),n=!0),(this.props.rows_selected!=t.rows_selected||n||i)&&this.drawSelectedThrottled(),(this.props.rows_highlighted!=t.rows_highlighted||n||i||this.state.highlightType!=e.highlightType)&&this.plot.draw_highlighted()}this.props.window_state.height=this.state.height}},e.defaultProps={axis_x:null,axis_y:null,lines_thickness:1.2,lines_opacity:null,dots_highlighed_thickness:5,dots_thickness:1.4,dots_opacity:null,data:{}},e}(c.a.Component)},function(t,e,r){\"use strict\";r.d(e,\"b\",(function(){return n})),r.d(e,\"a\",(function(){return i}));var n=function(){function t(t){this.params={},this.prefix=\"\"==t?\"\":t+\".\"}return t.prototype.get=function(t,e){return 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t(this.prefix+e,this.params)},t}()},function(t,e,r){\"use strict\";r.d(e,\"a\",(function(){return p}));var n,i=r(31),o=r.n(i),a=r(3),l=r.n(a),h=r(0),s=r.n(h),d=r(6),c=(n=function(t,e){return(n=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(t,e){t.__proto__=e}||function(t,e){for(var r in e)e.hasOwnProperty(r)&&(t[r]=e[r])})(t,e)},function(t,e){function r(){this.constructor=t}n(t,e),t.prototype=null===e?Object.create(e):(r.prototype=e.prototype,new r)}),p=function(t){function e(e){var r=t.call(this,e)||this;return r.div_ref=s.a.createRef(),r.m_pos=null,r.onMouseMove=function(t){var e=t.clientY-this.m_pos;if(this.m_pos=t.clientY,0!=e){var 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Drag vertically along an axis.\",h.a.createElement(\"br\",null),h.a.createElement(\"strong\",null,\"Remove Brush\"),\": Tap the axis background.\",h.a.createElement(\"br\",null),h.a.createElement(\"strong\",null,\"Reorder Axes\"),\": Drag a label horizontally.\",h.a.createElement(\"br\",null),h.a.createElement(\"strong\",null,\"Invert Axis\"),\": Tap an axis label.\",h.a.createElement(\"br\",null),h.a.createElement(\"strong\",null,\"Remove Axis\"),\": Drag axis label to the left edge.\",h.a.createElement(\"br\",null))),h.a.createElement(\"div\",{className:\"cold-md-6\"},h.a.createElement(\"h3\",null,\"Credits & License\"),h.a.createElement(\"p\",null,\"Adapted from examples by\",h.a.createElement(\"br\",null),h.a.createElement(\"a\",{href:\"http://bl.ocks.org/syntagmatic/3150059\"},\"Kai\"),\", \",h.a.createElement(\"a\",{href:\"http://bl.ocks.org/1341021\"},\"Mike Bostock\"),\" and \",h.a.createElement(\"a\",{href:\"http://bl.ocks.org/1341281\"},\"Jason 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       "/*! DataTables Bootstrap 4 integration\n",
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0==e?t:(t+r[e-1])/2}));else for(var n=1;n<this.props.nbins;++n)r.push(n/this.props.nbins);return h.histogram().value((function(r){return e(r[t.props.axis])})).domain([0,1]).thresholds(r)},e.prototype.drawAllHistograms=function(t){var e=this.createHistogram(),r={selected:{bins:e(this.props.histData.selected),g:this.histAll.current,draw_fn:this.drawHistogramRects.bind(this)},all:{bins:e(this.props.histData.all),g:this.histSelected.current,draw_fn:this.drawHistogramLines.bind(this)}},n=h.max(Object.values(r),(function(t){var e=h.sum(t.bins,(function(t){return t.length}));return e?h.max(t.bins,(function(t){return t.length/e})):0})),i=h.scaleLinear().domain([0,n]),o=r.all.bins.map((function(t,e){return e}));if(this.isVertical())i=i.range([this.figureHeight(),0]),h.select(this.axisLeft.current).transition().duration(t?this.props.animateMs:0).call(h.axisLeft(i).ticks(1+this.props.height/50).tickSizeInner(-(this.props.width-x-b)));else{i=i.range([0,this.figureWidth()]),h.select(this.axisBottom.current).transition().duration(t?this.props.animateMs:0).call(h.axisBottom(i).ticks(1+this.props.width/50));var a=Array.from(o).sort((function(t,e){return r.selected.bins[t].length-r.selected.bins[e].length}));a.forEach((function(t,e){o[t]=e}));var l=this.dataScale.domain(),s=l.map((function(t,e){return l[a[e]]}));this.createDataAxis(h.scalePoint().domain(s).range(this.dataScale.range()),!0)}Object.values(r).forEach(function(e){e.draw_fn(e,i,t,o)}.bind(this))},e.prototype.drawHistogramLines=function(t,e,r,n){var i=h.sum(t.bins,(function(t){return t.length})),o=function(t){return e(i?t.length/i:0)},a=h.scaleLinear().range(this.dataScale.range()),l=h.select(t.g).selectAll(\"line\").data(t.bins),s=this.isVertical()?\"x\":\"y\",d=this.isVertical()?\"y\":\"x\";l.enter().append(\"line\").merge(l).transition().duration(r?this.props.animateMs:0).attr(s+\"1\",(function(e,r){return a(t.bins[n[r]].x0)+1})).attr(d+\"1\",(function(t,e){return o(t)})).attr(s+\"2\",(function(e,r){return a(t.bins[n[r]].x1)})).attr(d+\"2\",(function(t,e){return o(t)})),l.exit().remove()},e.prototype.drawHistogramRects=function(t,e,r,n){var i=h.sum(t.bins,(function(t){return t.length})),o=function(t){return e(i?t.length/i:0)},a=h.scaleLinear().range(this.dataScale.range()),l=h.select(t.g).selectAll(\"rect\").data(t.bins),s=l.enter().append(\"rect\").merge(l).attr(\"data-value-sample\",function(t,e){return t.length?t[0][this.props.axis]:\"empty\"}.bind(this)).on(\"mouseover\",(function(t,e){h.select(this).transition().duration(150).attr(\"opacity\",\".5\")})).on(\"mouseout\",(function(t,e){h.select(this).transition().duration(150).attr(\"opacity\",\"1\")})).transition().duration(r?this.props.animateMs:0);this.isVertical()?s.attr(\"x\",1).attr(\"transform\",(function(t){return\"translate(\"+a(t.x0)+\",\"+o(t)+\")\"})).attr(\"width\",(function(t){return a(t.x1)-a(t.x0)-1})).attr(\"height\",function(t){return this.figureHeight()-o(t)}.bind(this)):s.attr(\"transform\",(function(e,r){return\"translate(0,\"+a(t.bins[n[r]].x1)+\")\"})).attr(\"width\",(function(t){return o(t)})).attr(\"height\",function(e,r){var i=Math.abs(a(t.bins[n[r]].x1)-a(t.bins[n[r]].x0));return i>2?i-1:i}.bind(this)),l.exit().remove()},e.prototype.componentDidMount=function(){this.createDataScaleAndAxis(),this.drawAllHistograms(!1)},e.prototype.componentDidUpdate=function(t,e){if(t.axis==this.props.axis&&t.param_def==this.props.param_def&&t.width==this.props.width&&t.height==this.props.height||this.createDataScaleAndAxis(),t.axis!=this.props.axis||t.param_def!=this.props.param_def||t.nbins!=this.props.nbins||t.histData!=this.props.histData||t.width!=this.props.width||t.height!=this.props.height){var r=t.nbins!=this.props.nbins||t.histData!=this.props.histData;this.drawAllHistograms(r)}},e.prototype.render=function(){var t=this.isVertical()?\"Density\":this.props.axis;return l.a.createElement(\"div\",null,l.a.createElement(\"svg\",{width:this.props.width,height:this.props.height},l.a.createElement(\"g\",{transform:\"translate(\"+x+\", 15)\",textAnchor:\"start\",fontWeight:\"bold\"},l.a.createElement(\"text\",{style:{stroke:\"white\",strokeWidth:\"0.2em\"}},t),l.a.createElement(\"text\",null,t)),l.a.createElement(\"g\",{ref:this.svgContainer,className:c.a[\"distr-graph-svg\"],transform:\"translate(\"+x+\", \"+g+\")\"},l.a.createElement(\"g\",{className:c.a.histAll,ref:this.histAll}),l.a.createElement(\"g\",{className:c.a.histSelected,ref:this.histSelected}),l.a.createElement(\"g\",{className:\"axisLeft\",ref:this.axisLeft}),l.a.createElement(\"g\",{className:\"axisRight\",ref:this.axisRight,transform:\"translate(\"+this.figureWidth()+\", 0)\"}),l.a.createElement(\"g\",{className:\"axisBottom\",ref:this.axisBottom,transform:\"translate(0, \"+this.figureHeight()+\")\"}),l.a.createElement(\"g\",{ref:this.axisBottomName,transform:\"translate(\"+this.figureWidth()+\", \"+(this.props.height-g-30)+\")\",textAnchor:\"end\",fontWeight:\"bold\"}))))},e}(l.a.Component),k=r(19),y=function(){var t=function(e,r){return(t=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(t,e){t.__proto__=e}||function(t,e){for(var r in e)e.hasOwnProperty(r)&&(t[r]=e[r])})(e,r)};return function(e,r){function n(){this.constructor=e}t(e,r),e.prototype=null===r?Object.create(r):(n.prototype=r.prototype,new n)}}(),w=function(){return(w=Object.assign||function(t){for(var e,r=1,n=arguments.length;r<n;r++)for(var i in e=arguments[r])Object.prototype.hasOwnProperty.call(e,i)&&(t[i]=e[i]);return t}).apply(this,arguments)},S=function(t){function e(e){var r=t.call(this,e)||this;r.container_ref=l.a.createRef(),r.onResize=s.b.debounce(function(t,e){t==this.state.height&&e==this.state.width||this.setState({height:t,width:e})}.bind(r),150);var n=r.props.persistentState.get(\"axis\",null);n&&void 0===r.props.params_def[n]&&(n=null),n||(n=r.props.axis),n&&void 0===r.props.params_def[n]&&(n=null);var i=h.min([h.max([document.body.clientHeight-540,240]),500]);return r.state={initialHeight:i,height:i,width:0,histData:{selected:[],all:e.rows_filtered},axis:void 0!==n?n:null},r}return y(e,t),e.prototype.componentDidMount=function(){if(this.props.context_menu_ref&&this.props.context_menu_ref.current){var t=this;this.props.context_menu_ref.current.addCallback((function(e,r){var n=o()(r);n.append(o()('<div class=\"dropdown-divider\"></div>'));var i=o()('<a class=\"dropdown-item\" href=\"#\">').text(\"View distribution\");t.state.axis==e&&i.addClass(\"disabled\").css(\"pointer-events\",\"none\"),i.click((function(r){t.setState({axis:e}),r.preventDefault()})),n.append(i)}),this)}},e.prototype.componentDidUpdate=function(t,e){e.axis!=this.state.axis&&this.props.persistentState&&this.props.persistentState.set(\"axis\",this.state.axis),this.state.histData.all!=this.props.rows_filtered?this.setState(function(t,e){return{histData:w(w({},t.histData),{all:this.props.rows_filtered,selected:this.props.rows_selected})}}.bind(this)):this.state.histData.selected!=this.props.rows_selected&&this.setState(function(t,e){return{histData:w(w({},t.histData),{selected:this.props.rows_selected})}}.bind(this))},e.prototype.componentWillUnmount=function(){this.props.context_menu_ref&&this.props.context_menu_ref.current&&this.props.context_menu_ref.current.removeCallbacks(this),this.onResize.cancel()},e.prototype.disable=function(){this.setState({width:0,axis:null,height:this.state.initialHeight})},e.prototype.render=function(){if(null===this.state.axis)return[];var t=this.props.params_def[this.state.axis];return console.assert(void 0!==t,this.state.axis),l.a.createElement(k.a,{initialHeight:this.state.height,onResize:this.onResize,onRemove:this.disable.bind(this)},this.state.width>0&&l.a.createElement(v,{axis:this.state.axis,height:this.state.height,width:this.state.width,histData:this.state.histData,param_def:t,nbins:this.props.nbins,animateMs:this.props.animateMs}))},e.defaultProps={nbins:10,animateMs:750},e}(l.a.Component)},function(t,e,r){\"use strict\";r.d(e,\"a\",(function(){return a}));var n,i=r(0),o=(n=function(t,e){return(n=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(t,e){t.__proto__=e}||function(t,e){for(var r in e)e.hasOwnProperty(r)&&(t[r]=e[r])})(t,e)},function(t,e){function r(){this.constructor=t}n(t,e),t.prototype=null===e?Object.create(e):(r.prototype=e.prototype,new r)}),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return o(e,t),e.prototype.render=function(){return[]},e}(r.n(i).a.Component)},function(t,e,r){var n;\n",
       "/*! ColReorder 1.5.3\n",
       " * ©2010-2020 SpryMedia Ltd - datatables.net/license\n",
       " */n=function(t,e,r,n){\"use strict\";var i=t.fn.dataTable;function o(t){for(var e=[],r=0,n=t.length;r<n;r++)e[t[r]]=r;return e}function a(t,e,r){var n=t.splice(e,1)[0];t.splice(r,0,n)}function l(t,e,r){for(var n=[],i=0,o=t.childNodes.length;i<o;i++)1==t.childNodes[i].nodeType&&n.push(t.childNodes[i]);var a=n[e];null!==r?t.insertBefore(a,n[r]):t.appendChild(a)}t.fn.dataTableExt.oApi.fnColReorder=function(e,r,i,h,s){var d,c,p,u,m,f,g,b=e.aoColumns.length,_=function(t,e,r){if(t[e]&&\"function\"!=typeof t[e]){var n=t[e].split(\".\"),i=n.shift();isNaN(1*i)||(t[e]=r[1*i]+\".\"+n.join(\".\"))}};if(r!=i)if(r<0||r>=b)this.oApi._fnLog(e,1,\"ColReorder 'from' index is out of bounds: \"+r);else if(i<0||i>=b)this.oApi._fnLog(e,1,\"ColReorder 'to' index is out of bounds: \"+i);else{var x=[];for(d=0,c=b;d<c;d++)x[d]=d;a(x,r,i);var v=o(x);for(d=0,c=e.aaSorting.length;d<c;d++)e.aaSorting[d][0]=v[e.aaSorting[d][0]];if(null!==e.aaSortingFixed)for(d=0,c=e.aaSortingFixed.length;d<c;d++)e.aaSortingFixed[d][0]=v[e.aaSortingFixed[d][0]];for(d=0,c=b;d<c;d++){for(p=0,u=(g=e.aoColumns[d]).aDataSort.length;p<u;p++)g.aDataSort[p]=v[g.aDataSort[p]];g.idx=v[g.idx]}for(t.each(e.aLastSort,(function(t,r){e.aLastSort[t].src=v[r.src]})),d=0,c=b;d<c;d++)\"number\"==typeof(g=e.aoColumns[d]).mData?g.mData=v[g.mData]:t.isPlainObject(g.mData)&&(_(g.mData,\"_\",v),_(g.mData,\"filter\",v),_(g.mData,\"sort\",v),_(g.mData,\"type\",v));if(e.aoColumns[r].bVisible){var k=this.oApi._fnColumnIndexToVisible(e,r),y=null;for(d=i<r?i:i+1;null===y&&d<b;)y=this.oApi._fnColumnIndexToVisible(e,d),d++;for(d=0,c=(f=e.nTHead.getElementsByTagName(\"tr\")).length;d<c;d++)l(f[d],k,y);if(null!==e.nTFoot)for(d=0,c=(f=e.nTFoot.getElementsByTagName(\"tr\")).length;d<c;d++)l(f[d],k,y);for(d=0,c=e.aoData.length;d<c;d++)null!==e.aoData[d].nTr&&l(e.aoData[d].nTr,k,y)}for(a(e.aoColumns,r,i),d=0,c=b;d<c;d++)e.oApi._fnColumnOptions(e,d,{});for(a(e.aoPreSearchCols,r,i),d=0,c=e.aoData.length;d<c;d++){var w=e.aoData[d],S=w.anCells;if(S)for(a(S,r,i),p=0,m=S.length;p<m;p++)S[p]&&S[p]._DT_CellIndex&&(S[p]._DT_CellIndex.column=p);\"dom\"!==w.src&&Array.isArray(w._aData)&&a(w._aData,r,i)}for(d=0,c=e.aoHeader.length;d<c;d++)a(e.aoHeader[d],r,i);if(null!==e.aoFooter)for(d=0,c=e.aoFooter.length;d<c;d++)a(e.aoFooter[d],r,i);for((s||s===n)&&t.fn.dataTable.Api(e).rows().invalidate(),d=0,c=b;d<c;d++)t(e.aoColumns[d].nTh).off(\".DT\"),this.oApi._fnSortAttachListener(e,e.aoColumns[d].nTh,d);t(e.oInstance).trigger(\"column-reorder.dt\",[e,{from:r,to:i,mapping:v,drop:h,iFrom:r,iTo:i,aiInvertMapping:v}])}};var h=function(e,r){var n=new t.fn.dataTable.Api(e).settings()[0];if(n._colReorder)return n._colReorder;!0===r&&(r={});var i=t.fn.dataTable.camelToHungarian;return i&&(i(h.defaults,h.defaults,!0),i(h.defaults,r||{})),this.s={dt:null,enable:null,init:t.extend(!0,{},h.defaults,r),fixed:0,fixedRight:0,reorderCallback:null,mouse:{startX:-1,startY:-1,offsetX:-1,offsetY:-1,target:-1,targetIndex:-1,fromIndex:-1},aoTargets:[]},this.dom={drag:null,pointer:null},this.s.enable=this.s.init.bEnable,this.s.dt=n,this.s.dt._colReorder=this,this._fnConstruct(),this};return t.extend(h.prototype,{fnEnable:function(t){if(!1===t)return fnDisable();this.s.enable=!0},fnDisable:function(){this.s.enable=!1},fnReset:function(){return this._fnOrderColumns(this.fnOrder()),this},fnGetCurrentOrder:function(){return this.fnOrder()},fnOrder:function(e,r){var i,a,l=[],h=this.s.dt.aoColumns;if(e===n){for(i=0,a=h.length;i<a;i++)l.push(h[i]._ColReorder_iOrigCol);return l}if(r){var s=this.fnOrder();for(i=0,a=e.length;i<a;i++)l.push(t.inArray(e[i],s));e=l}return this._fnOrderColumns(o(e)),this},fnTranspose:function(e,r){r||(r=\"toCurrent\");var n=this.fnOrder(),i=this.s.dt.aoColumns;return\"toCurrent\"===r?Array.isArray(e)?t.map(e,(function(e){return t.inArray(e,n)})):t.inArray(e,n):Array.isArray(e)?t.map(e,(function(t){return i[t]._ColReorder_iOrigCol})):i[e]._ColReorder_iOrigCol},_fnConstruct:function(){var e,r=this,n=this.s.dt.aoColumns.length,i=this.s.dt.nTable;for(this.s.init.iFixedColumns&&(this.s.fixed=this.s.init.iFixedColumns),this.s.init.iFixedColumnsLeft&&(this.s.fixed=this.s.init.iFixedColumnsLeft),this.s.fixedRight=this.s.init.iFixedColumnsRight?this.s.init.iFixedColumnsRight:0,this.s.init.fnReorderCallback&&(this.s.reorderCallback=this.s.init.fnReorderCallback),e=0;e<n;e++)e>this.s.fixed-1&&e<n-this.s.fixedRight&&this._fnMouseListener(e,this.s.dt.aoColumns[e].nTh),this.s.dt.aoColumns[e]._ColReorder_iOrigCol=e;this.s.dt.oApi._fnCallbackReg(this.s.dt,\"aoStateSaveParams\",(function(t,e){r._fnStateSave.call(r,e)}),\"ColReorder_State\");var a=null;if(this.s.init.aiOrder&&(a=this.s.init.aiOrder.slice()),this.s.dt.oLoadedState&&void 0!==this.s.dt.oLoadedState.ColReorder&&this.s.dt.oLoadedState.ColReorder.length==this.s.dt.aoColumns.length&&(a=this.s.dt.oLoadedState.ColReorder),a)if(r.s.dt._bInitComplete){var l=o(a);r._fnOrderColumns.call(r,l)}else{var h=!1;t(i).on(\"draw.dt.colReorder\",(function(){if(!r.s.dt._bInitComplete&&!h){h=!0;var t=o(a);r._fnOrderColumns.call(r,t)}}))}else this._fnSetColumnIndexes();t(i).on(\"destroy.dt.colReorder\",(function(){t(i).off(\"destroy.dt.colReorder draw.dt.colReorder\"),t.each(r.s.dt.aoColumns,(function(e,r){t(r.nTh).off(\".ColReorder\"),t(r.nTh).removeAttr(\"data-column-index\")})),r.s.dt._colReorder=null,r.s=null}))},_fnOrderColumns:function(e){var r=!1;if(e.length==this.s.dt.aoColumns.length){for(var n=0,i=e.length;n<i;n++){var o=t.inArray(n,e);n!=o&&(a(e,o,n),this.s.dt.oInstance.fnColReorder(o,n,!0,!1),r=!0)}this._fnSetColumnIndexes(),r&&(t.fn.dataTable.Api(this.s.dt).rows().invalidate(),\"\"===this.s.dt.oScroll.sX&&\"\"===this.s.dt.oScroll.sY||this.s.dt.oInstance.fnAdjustColumnSizing(!1),this.s.dt.oInstance.oApi._fnSaveState(this.s.dt),null!==this.s.reorderCallback&&this.s.reorderCallback.call(this))}else this.s.dt.oInstance.oApi._fnLog(this.s.dt,1,\"ColReorder - array reorder does not match known number of columns. Skipping.\")},_fnStateSave:function(e){var r,n,i,o=this.s.dt.aoColumns;if(e.ColReorder=[],e.aaSorting){for(r=0;r<e.aaSorting.length;r++)e.aaSorting[r][0]=o[e.aaSorting[r][0]]._ColReorder_iOrigCol;var a=t.extend(!0,[],e.aoSearchCols);for(r=0,n=o.length;r<n;r++)i=o[r]._ColReorder_iOrigCol,e.aoSearchCols[i]=a[r],e.abVisCols[i]=o[r].bVisible,e.ColReorder.push(i)}else if(e.order){for(r=0;r<e.order.length;r++)e.order[r][0]=o[e.order[r][0]]._ColReorder_iOrigCol;var l=t.extend(!0,[],e.columns);for(r=0,n=o.length;r<n;r++)i=o[r]._ColReorder_iOrigCol,e.columns[i]=l[r],e.ColReorder.push(i)}},_fnMouseListener:function(e,r){var n=this;t(r).on(\"mousedown.ColReorder\",(function(t){n.s.enable&&1===t.which&&n._fnMouseDown.call(n,t,r)})).on(\"touchstart.ColReorder\",(function(t){n.s.enable&&n._fnMouseDown.call(n,t,r)}))},_fnMouseDown:function(e,i){var o=this,a=t(e.target).closest(\"th, td\").offset(),l=parseInt(t(i).attr(\"data-column-index\"),10);l!==n&&(this.s.mouse.startX=this._fnCursorPosition(e,\"pageX\"),this.s.mouse.startY=this._fnCursorPosition(e,\"pageY\"),this.s.mouse.offsetX=this._fnCursorPosition(e,\"pageX\")-a.left,this.s.mouse.offsetY=this._fnCursorPosition(e,\"pageY\")-a.top,this.s.mouse.target=this.s.dt.aoColumns[l].nTh,this.s.mouse.targetIndex=l,this.s.mouse.fromIndex=l,this._fnRegions(),t(r).on(\"mousemove.ColReorder touchmove.ColReorder\",(function(t){o._fnMouseMove.call(o,t)})).on(\"mouseup.ColReorder touchend.ColReorder\",(function(t){o._fnMouseUp.call(o,t)})))},_fnMouseMove:function(t){var e,r=this;if(null===this.dom.drag){if(Math.pow(Math.pow(this._fnCursorPosition(t,\"pageX\")-this.s.mouse.startX,2)+Math.pow(this._fnCursorPosition(t,\"pageY\")-this.s.mouse.startY,2),.5)<5)return;this._fnCreateDragNode()}this.dom.drag.css({left:this._fnCursorPosition(t,\"pageX\")-this.s.mouse.offsetX,top:this._fnCursorPosition(t,\"pageY\")-this.s.mouse.offsetY});for(var n=this.s.mouse.toIndex,i=this._fnCursorPosition(t,\"pageX\"),o=function(t){for(;t>=0;){if(--t<=0)return null;if(r.s.aoTargets[t+1].x!==r.s.aoTargets[t].x)return r.s.aoTargets[t]}},a=function(){for(var t=0;t<r.s.aoTargets.length-1;t++)if(r.s.aoTargets[t].x!==r.s.aoTargets[t+1].x)return r.s.aoTargets[t]},l=function(){for(var t=r.s.aoTargets.length-1;t>0;t--)if(r.s.aoTargets[t].x!==r.s.aoTargets[t-1].x)return r.s.aoTargets[t]},h=1;h<this.s.aoTargets.length;h++){var s=o(h);s||(s=a());var d=s.x+(this.s.aoTargets[h].x-s.x)/2;if(this._fnIsLtr()){if(i<d){e=s;break}}else if(i>d){e=s;break}}e?(this.dom.pointer.css(\"left\",e.x),this.s.mouse.toIndex=e.to):(this.dom.pointer.css(\"left\",l().x),this.s.mouse.toIndex=l().to),this.s.init.bRealtime&&n!==this.s.mouse.toIndex&&(this.s.dt.oInstance.fnColReorder(this.s.mouse.fromIndex,this.s.mouse.toIndex),this.s.mouse.fromIndex=this.s.mouse.toIndex,\"\"===this.s.dt.oScroll.sX&&\"\"===this.s.dt.oScroll.sY||this.s.dt.oInstance.fnAdjustColumnSizing(!1),this._fnRegions())},_fnMouseUp:function(e){t(r).off(\".ColReorder\"),null!==this.dom.drag&&(this.dom.drag.remove(),this.dom.pointer.remove(),this.dom.drag=null,this.dom.pointer=null,this.s.dt.oInstance.fnColReorder(this.s.mouse.fromIndex,this.s.mouse.toIndex,!0),this._fnSetColumnIndexes(),\"\"===this.s.dt.oScroll.sX&&\"\"===this.s.dt.oScroll.sY||this.s.dt.oInstance.fnAdjustColumnSizing(!1),this.s.dt.oInstance.oApi._fnSaveState(this.s.dt),null!==this.s.reorderCallback&&this.s.reorderCallback.call(this))},_fnRegions:function(){var e=this.s.dt.aoColumns,r=this._fnIsLtr();this.s.aoTargets.splice(0,this.s.aoTargets.length);var n=t(this.s.dt.nTable).offset().left,i=[];t.each(e,(function(e,o){if(o.bVisible&&\"none\"!==o.nTh.style.display){var a=t(o.nTh),l=a.offset().left;r&&(l+=a.outerWidth()),i.push({index:e,bound:l}),n=l}else i.push({index:e,bound:n})}));var o=i[0],a=t(e[o.index].nTh).outerWidth();this.s.aoTargets.push({to:0,x:o.bound-a});for(var l=0;l<i.length;l++){var h=i[l],s=h.index;h.index<this.s.mouse.fromIndex&&s++,this.s.aoTargets.push({to:s,x:h.bound})}0!==this.s.fixedRight&&this.s.aoTargets.splice(this.s.aoTargets.length-this.s.fixedRight),0!==this.s.fixed&&this.s.aoTargets.splice(0,this.s.fixed)},_fnCreateDragNode:function(){var e=\"\"!==this.s.dt.oScroll.sX||\"\"!==this.s.dt.oScroll.sY,r=this.s.dt.aoColumns[this.s.mouse.targetIndex].nTh,n=r.parentNode,i=n.parentNode,o=i.parentNode,a=t(r).clone();this.dom.drag=t(o.cloneNode(!1)).addClass(\"DTCR_clonedTable\").append(t(i.cloneNode(!1)).append(t(n.cloneNode(!1)).append(a[0]))).css({position:\"absolute\",top:0,left:0,width:t(r).outerWidth(),height:t(r).outerHeight()}).appendTo(\"body\"),this.dom.pointer=t(\"<div></div>\").addClass(\"DTCR_pointer\").css({position:\"absolute\",top:e?t(\"div.dataTables_scroll\",this.s.dt.nTableWrapper).offset().top:t(this.s.dt.nTable).offset().top,height:e?t(\"div.dataTables_scroll\",this.s.dt.nTableWrapper).height():t(this.s.dt.nTable).height()}).appendTo(\"body\")},_fnSetColumnIndexes:function(){t.each(this.s.dt.aoColumns,(function(e,r){t(r.nTh).attr(\"data-column-index\",e)}))},_fnCursorPosition:function(t,e){return-1!==t.type.indexOf(\"touch\")?t.originalEvent.touches[0][e]:t[e]},_fnIsLtr:function(){return\"rtl\"!==t(this.s.dt.nTable).css(\"direction\")}}),h.defaults={aiOrder:null,bEnable:!0,bRealtime:!0,iFixedColumnsLeft:0,iFixedColumnsRight:0,fnReorderCallback:null},h.version=\"1.5.3\",t.fn.dataTable.ColReorder=h,t.fn.DataTable.ColReorder=h,\"function\"==typeof t.fn.dataTable&&\"function\"==typeof t.fn.dataTableExt.fnVersionCheck&&t.fn.dataTableExt.fnVersionCheck(\"1.10.8\")?t.fn.dataTableExt.aoFeatures.push({fnInit:function(t){var e=t.oInstance;if(t._colReorder)e.oApi._fnLog(t,1,\"ColReorder attempted to initialise twice. Ignoring second\");else{var r=t.oInit,n=r.colReorder||r.oColReorder||{};new h(t,n)}return null},cFeature:\"R\",sFeature:\"ColReorder\"}):alert(\"Warning: ColReorder requires DataTables 1.10.8 or greater - www.datatables.net/download\"),t(r).on(\"preInit.dt.colReorder\",(function(e,r){if(\"dt\"===e.namespace){var n=r.oInit.colReorder,o=i.defaults.colReorder;if(n||o){var a=t.extend({},n,o);!1!==n&&new h(r,a)}}})),t.fn.dataTable.Api.register(\"colReorder.reset()\",(function(){return this.iterator(\"table\",(function(t){t._colReorder.fnReset()}))})),t.fn.dataTable.Api.register(\"colReorder.order()\",(function(t,e){return t?this.iterator(\"table\",(function(r){r._colReorder.fnOrder(t,e)})):this.context.length?this.context[0]._colReorder.fnOrder():null})),t.fn.dataTable.Api.register(\"colReorder.transpose()\",(function(t,e){return this.context.length&&this.context[0]._colReorder?this.context[0]._colReorder.fnTranspose(t,e):t})),t.fn.dataTable.Api.register(\"colReorder.move()\",(function(t,e,r,n){return this.context.length&&(this.context[0]._colReorder.s.dt.oInstance.fnColReorder(t,e,r,n),this.context[0]._colReorder._fnSetColumnIndexes()),this})),t.fn.dataTable.Api.register(\"colReorder.enable()\",(function(t){return this.iterator(\"table\",(function(e){e._colReorder&&e._colReorder.fnEnable(t)}))})),t.fn.dataTable.Api.register(\"colReorder.disable()\",(function(){return this.iterator(\"table\",(function(t){t._colReorder&&t._colReorder.fnDisable()}))})),h},t.exports=function(t,e){return t||(t=window),e&&e.fn.dataTable||(e=r(22)(t,e).$),n(e,0,t.document)}},function(t,e,r){var n;\n",
       "/*! Buttons for DataTables 1.6.5\n",
       " * ©2016-2020 SpryMedia Ltd - datatables.net/license\n",
       " */n=function(t,e,r,n){\"use strict\";var i=t.fn.dataTable,o=0,a=0,l=i.ext.buttons;function h(e,r,n){t.fn.animate?e.stop().fadeIn(r,n):(e.css(\"display\",\"block\"),n&&n.call(e))}function s(e,r,n){t.fn.animate?e.stop().fadeOut(r,n):(e.css(\"display\",\"none\"),n&&n.call(e))}var d,c=function(e,r){if(!(this instanceof c))return function(t){return new c(t,e).container()};void 0===r&&(r={}),!0===r&&(r={}),Array.isArray(r)&&(r={buttons:r}),this.c=t.extend(!0,{},c.defaults,r),r.buttons&&(this.c.buttons=r.buttons),this.s={dt:new i.Api(e),buttons:[],listenKeys:\"\",namespace:\"dtb\"+o++},this.dom={container:t(\"<\"+this.c.dom.container.tag+\"/>\").addClass(this.c.dom.container.className)},this._constructor()};t.extend(c.prototype,{action:function(t,e){var r=this._nodeToButton(t);return e===n?r.conf.action:(r.conf.action=e,this)},active:function(e,r){var i=this._nodeToButton(e),o=this.c.dom.button.active,a=t(i.node);return r===n?a.hasClass(o):(a.toggleClass(o,r===n||r),this)},add:function(t,e){var r=this.s.buttons;if(\"string\"==typeof e){for(var i=e.split(\"-\"),o=this.s,a=0,l=i.length-1;a<l;a++)o=o.buttons[1*i[a]];r=o.buttons,e=1*i[i.length-1]}return this._expandButton(r,t,o!==n,e),this._draw(),this},container:function(){return this.dom.container},disable:function(e){var r=this._nodeToButton(e);return t(r.node).addClass(this.c.dom.button.disabled).attr(\"disabled\",!0),this},destroy:function(){t(\"body\").off(\"keyup.\"+this.s.namespace);var e,r,n=this.s.buttons.slice();for(e=0,r=n.length;e<r;e++)this.remove(n[e].node);this.dom.container.remove();var i=this.s.dt.settings()[0];for(e=0,r=i.length;e<r;e++)if(i.inst===this){i.splice(e,1);break}return this},enable:function(e,r){if(!1===r)return this.disable(e);var n=this._nodeToButton(e);return t(n.node).removeClass(this.c.dom.button.disabled).removeAttr(\"disabled\"),this},name:function(){return this.c.name},node:function(e){if(!e)return this.dom.container;var r=this._nodeToButton(e);return t(r.node)},processing:function(e,r){var i=this.s.dt,o=this._nodeToButton(e);return r===n?t(o.node).hasClass(\"processing\"):(t(o.node).toggleClass(\"processing\",r),t(i.table().node()).triggerHandler(\"buttons-processing.dt\",[r,i.button(e),i,t(e),o.conf]),this)},remove:function(e){var r=this._nodeToButton(e),n=this._nodeToHost(e),i=this.s.dt;if(r.buttons.length)for(var o=r.buttons.length-1;o>=0;o--)this.remove(r.buttons[o].node);r.conf.destroy&&r.conf.destroy.call(i.button(e),i,t(e),r.conf),this._removeKey(r.conf),t(r.node).remove();var a=t.inArray(r,n);return n.splice(a,1),this},text:function(e,r){var i=this._nodeToButton(e),o=this.c.dom.collection.buttonLiner,a=i.inCollection&&o&&o.tag?o.tag:this.c.dom.buttonLiner.tag,l=this.s.dt,h=t(i.node),s=function(t){return\"function\"==typeof t?t(l,h,i.conf):t};return r===n?s(i.conf.text):(i.conf.text=r,a?h.children(a).html(s(r)):h.html(s(r)),this)},_constructor:function(){var e=this,n=this.s.dt,i=n.settings()[0],o=this.c.buttons;i._buttons||(i._buttons=[]),i._buttons.push({inst:this,name:this.c.name});for(var a=0,l=o.length;a<l;a++)this.add(o[a]);n.on(\"destroy\",(function(t,r){r===i&&e.destroy()})),t(\"body\").on(\"keyup.\"+this.s.namespace,(function(t){if(!r.activeElement||r.activeElement===r.body){var n=String.fromCharCode(t.keyCode).toLowerCase();-1!==e.s.listenKeys.toLowerCase().indexOf(n)&&e._keypress(n,t)}}))},_addKey:function(e){e.key&&(this.s.listenKeys+=t.isPlainObject(e.key)?e.key.key:e.key)},_draw:function(t,e){t||(t=this.dom.container,e=this.s.buttons),t.children().detach();for(var r=0,n=e.length;r<n;r++)t.append(e[r].inserter),t.append(\" \"),e[r].buttons&&e[r].buttons.length&&this._draw(e[r].collection,e[r].buttons)},_expandButton:function(e,r,i,o){for(var a=this.s.dt,l=Array.isArray(r)?r:[r],h=0,s=l.length;h<s;h++){var d=this._resolveExtends(l[h]);if(d)if(Array.isArray(d))this._expandButton(e,d,i,o);else{var c=this._buildButton(d,i);c&&(o!==n&&null!==o?(e.splice(o,0,c),o++):e.push(c),c.conf.buttons&&(c.collection=t(\"<\"+this.c.dom.collection.tag+\"/>\"),c.conf._collection=c.collection,this._expandButton(c.buttons,c.conf.buttons,!0,o)),d.init&&d.init.call(a.button(c.node),a,t(c.node),d))}}},_buildButton:function(e,r){var i=this.c.dom.button,o=this.c.dom.buttonLiner,l=this.c.dom.collection,h=this.s.dt,s=function(t){return\"function\"==typeof t?t(h,u,e):t};if(r&&l.button&&(i=l.button),r&&l.buttonLiner&&(o=l.buttonLiner),e.available&&!e.available(h,e))return!1;var d=function(e,r,n,i){i.action.call(r.button(n),e,r,n,i),t(r.table().node()).triggerHandler(\"buttons-action.dt\",[r.button(n),r,n,i])},c=e.tag||i.tag,p=e.clickBlurs===n||e.clickBlurs,u=t(\"<\"+c+\"/>\").addClass(i.className).attr(\"tabindex\",this.s.dt.settings()[0].iTabIndex).attr(\"aria-controls\",this.s.dt.table().node().id).on(\"click.dtb\",(function(t){t.preventDefault(),!u.hasClass(i.disabled)&&e.action&&d(t,h,u,e),p&&u.trigger(\"blur\")})).on(\"keyup.dtb\",(function(t){13===t.keyCode&&!u.hasClass(i.disabled)&&e.action&&d(t,h,u,e)}));if(\"a\"===c.toLowerCase()&&u.attr(\"href\",\"#\"),\"button\"===c.toLowerCase()&&u.attr(\"type\",\"button\"),o.tag){var m=t(\"<\"+o.tag+\"/>\").html(s(e.text)).addClass(o.className);\"a\"===o.tag.toLowerCase()&&m.attr(\"href\",\"#\"),u.append(m)}else u.html(s(e.text));!1===e.enabled&&u.addClass(i.disabled),e.className&&u.addClass(e.className),e.titleAttr&&u.attr(\"title\",s(e.titleAttr)),e.attr&&u.attr(e.attr),e.namespace||(e.namespace=\".dt-button-\"+a++);var f,g=this.c.dom.buttonContainer;return f=g&&g.tag?t(\"<\"+g.tag+\"/>\").addClass(g.className).append(u):u,this._addKey(e),this.c.buttonCreated&&(f=this.c.buttonCreated(e,f)),{conf:e,node:u.get(0),inserter:f,buttons:[],inCollection:r,collection:null}},_nodeToButton:function(t,e){e||(e=this.s.buttons);for(var r=0,n=e.length;r<n;r++){if(e[r].node===t)return e[r];if(e[r].buttons.length){var i=this._nodeToButton(t,e[r].buttons);if(i)return i}}},_nodeToHost:function(t,e){e||(e=this.s.buttons);for(var r=0,n=e.length;r<n;r++){if(e[r].node===t)return e;if(e[r].buttons.length){var i=this._nodeToHost(t,e[r].buttons);if(i)return i}}},_keypress:function(e,r){if(!r._buttonsHandled){var n=function(n,i){if(n.key)if(n.key===e)r._buttonsHandled=!0,t(i).click();else if(t.isPlainObject(n.key)){if(n.key.key!==e)return;if(n.key.shiftKey&&!r.shiftKey)return;if(n.key.altKey&&!r.altKey)return;if(n.key.ctrlKey&&!r.ctrlKey)return;if(n.key.metaKey&&!r.metaKey)return;r._buttonsHandled=!0,t(i).click()}},i=function(t){for(var e=0,r=t.length;e<r;e++)n(t[e].conf,t[e].node),t[e].buttons.length&&i(t[e].buttons)};i(this.s.buttons)}},_removeKey:function(e){if(e.key){var r=t.isPlainObject(e.key)?e.key.key:e.key,n=this.s.listenKeys.split(\"\"),i=t.inArray(r,n);n.splice(i,1),this.s.listenKeys=n.join(\"\")}},_resolveExtends:function(e){var r,i,o=this.s.dt,a=function(r){for(var i=0;!t.isPlainObject(r)&&!Array.isArray(r);){if(r===n)return;if(\"function\"==typeof r){if(!(r=r(o,e)))return!1}else if(\"string\"==typeof r){if(!l[r])throw\"Unknown button type: \"+r;r=l[r]}if(++i>30)throw\"Buttons: Too many iterations\"}return Array.isArray(r)?r:t.extend({},r)};for(e=a(e);e&&e.extend;){if(!l[e.extend])throw\"Cannot extend unknown button type: \"+e.extend;var h=a(l[e.extend]);if(Array.isArray(h))return h;if(!h)return!1;var s=h.className;e=t.extend({},h,e),s&&e.className!==s&&(e.className=s+\" \"+e.className);var d=e.postfixButtons;if(d){for(e.buttons||(e.buttons=[]),r=0,i=d.length;r<i;r++)e.buttons.push(d[r]);e.postfixButtons=null}var c=e.prefixButtons;if(c){for(e.buttons||(e.buttons=[]),r=0,i=c.length;r<i;r++)e.buttons.splice(r,0,c[r]);e.prefixButtons=null}e.extend=h.extend}return e},_popover:function(n,i,o){var a=i,l=this.c,d=t.extend({align:\"button-left\",autoClose:!1,background:!0,backgroundClassName:\"dt-button-background\",contentClassName:l.dom.collection.className,collectionLayout:\"\",collectionTitle:\"\",dropup:!1,fade:400,rightAlignClassName:\"dt-button-right\",tag:l.dom.collection.tag},o),p=i.node(),u=function(){s(t(\".dt-button-collection\"),d.fade,(function(){t(this).detach()})),t(a.buttons('[aria-haspopup=\"true\"][aria-expanded=\"true\"]').nodes()).attr(\"aria-expanded\",\"false\"),t(\"div.dt-button-background\").off(\"click.dtb-collection\"),c.background(!1,d.backgroundClassName,d.fade,p),t(\"body\").off(\".dtb-collection\"),a.off(\"buttons-action.b-internal\")};!1===n&&u();var m=t(a.buttons('[aria-haspopup=\"true\"][aria-expanded=\"true\"]').nodes());m.length&&(p=m.eq(0),u());var f=t(\"<div/>\").addClass(\"dt-button-collection\").addClass(d.collectionLayout).css(\"display\",\"none\");n=t(n).addClass(d.contentClassName).attr(\"role\",\"menu\").appendTo(f),p.attr(\"aria-expanded\",\"true\"),p.parents(\"body\")[0]!==r.body&&(p=r.body.lastChild),d.collectionTitle&&f.prepend('<div class=\"dt-button-collection-title\">'+d.collectionTitle+\"</div>\"),h(f.insertAfter(p),d.fade);var g=t(i.table().container()),b=f.css(\"position\");if(\"dt-container\"===d.align&&(p=p.parent(),f.css(\"width\",g.width())),\"absolute\"===b&&(f.hasClass(d.rightAlignClassName)||f.hasClass(d.leftAlignClassName)||\"dt-container\"===d.align)){var _=p.position();f.css({top:_.top+p.outerHeight(),left:_.left});var x=f.outerHeight(),v=g.offset().top+g.height(),k=_.top+p.outerHeight()+x-v,y=_.top-x,w=(L=g.offset().top)-y,S=_.top-x-5;(k>w||d.dropup)&&-S<L&&f.css(\"top\",S);var M,C,T=g.offset().left,E=T+g.width(),D=(z=f.offset().left)+f.width(),N=(j=p.offset().left)+p.outerWidth(),A=0;f.hasClass(d.rightAlignClassName)?T>z+(A=N-D)&&(A+=(M=T-(z+A))>(C=E-(D+A))?C:M):E<D+(A=T-z)&&(A+=(M=T-(z+A))>(C=E-(D+A))?C:M),f.css(\"left\",f.position().left+A)}else if(\"absolute\"===b){_=p.position(),f.css({top:_.top+p.outerHeight(),left:_.left}),x=f.outerHeight();var j,z,L,I=p.offset().top;A=0,N=(j=p.offset().left)+p.outerWidth(),D=(z=f.offset().left)+n.width(),S=_.top-x-5,v=g.offset().top+g.height(),k=_.top+p.outerHeight()+x-v,y=_.top-x,(k>(w=(L=g.offset().top)-y)||d.dropup)&&-S<L&&f.css(\"top\",S),A=\"button-right\"===d.align?N-D:j-z,f.css(\"left\",f.position().left+A)}else(I=f.height()/2)>t(e).height()/2&&(I=t(e).height()/2),f.css(\"marginTop\",-1*I);d.background&&c.background(!0,d.backgroundClassName,d.fade,p),t(\"div.dt-button-background\").on(\"click.dtb-collection\",(function(){})),t(\"body\").on(\"click.dtb-collection\",(function(e){var r=t.fn.addBack?\"addBack\":\"andSelf\",i=t(e.target).parent()[0];(!t(e.target).parents()[r]().filter(n).length&&!t(i).hasClass(\"dt-buttons\")||t(e.target).hasClass(\"dt-button-background\"))&&u()})).on(\"keyup.dtb-collection\",(function(t){27===t.keyCode&&u()})),d.autoClose&&setTimeout((function(){a.on(\"buttons-action.b-internal\",(function(t,e,r,n){n[0]!==p[0]&&u()}))}),0),t(f).trigger(\"buttons-popover.dt\")}}),c.background=function(e,i,o,a){o===n&&(o=400),a||(a=r.body),e?h(t(\"<div/>\").addClass(i).css(\"display\",\"none\").insertAfter(a),o):s(t(\"div.\"+i),o,(function(){t(this).removeClass(i).remove()}))},c.instanceSelector=function(e,r){if(e===n||null===e)return t.map(r,(function(t){return t.inst}));var i=[],o=t.map(r,(function(t){return t.name})),a=function(e){if(Array.isArray(e))for(var n=0,l=e.length;n<l;n++)a(e[n]);else if(\"string\"==typeof e)if(-1!==e.indexOf(\",\"))a(e.split(\",\"));else{var h=t.inArray(e.trim(),o);-1!==h&&i.push(r[h].inst)}else\"number\"==typeof 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       "/** @license React v0.20.2\n",
       " * scheduler.production.min.js\n",
       " *\n",
       " * Copyright (c) Facebook, Inc. and its affiliates.\n",
       " *\n",
       " * This source code is licensed under the MIT license found in the\n",
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.btn-group>.btn-group:not(:last-child)>.btn{border-top-right-radius:0;border-bottom-right-radius:0}.hip_thm--dark .btn-group>.btn:not(:first-child),.hip_thm--dark .btn-group>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-bottom-left-radius:0}.hip_thm--dark .dropdown-toggle-split{padding-right:9px;padding-left:9px}.hip_thm--dark .dropdown-toggle-split::after,.dropup .hip_thm--dark .dropdown-toggle-split::after,.dropright .hip_thm--dark .dropdown-toggle-split::after{margin-left:0}.dropleft .hip_thm--dark .dropdown-toggle-split::before{margin-right:0}.hip_thm--dark .btn-sm+.dropdown-toggle-split,.hip_thm--dark .btn-group-sm>.btn+.dropdown-toggle-split,.hip_thm--dark .hip_thm--light .btn-group-sm>.btn+.dropdown-toggle-split{padding-right:6px;padding-left:6px}.hip_thm--dark .btn-lg+.dropdown-toggle-split,.hip_thm--dark .btn-group-lg>.btn+.dropdown-toggle-split,.hip_thm--dark .hip_thm--light .btn-group-lg>.btn+.dropdown-toggle-split{padding-right:12px;padding-left:12px}.hip_thm--dark .btn-group-vertical{flex-direction:column;align-items:flex-start;justify-content:center}.hip_thm--dark .btn-group-vertical>.btn,.hip_thm--dark .btn-group-vertical>.btn-group{width:100%}.hip_thm--dark .btn-group-vertical>.btn:not(:first-child),.hip_thm--dark .btn-group-vertical>.btn-group:not(:first-child){margin-top:-1px}.hip_thm--dark .btn-group-vertical>.btn:not(:last-child):not(.dropdown-toggle),.hip_thm--dark .btn-group-vertical>.btn-group:not(:last-child)>.btn{border-bottom-right-radius:0;border-bottom-left-radius:0}.hip_thm--dark .btn-group-vertical>.btn:not(:first-child),.hip_thm--dark .btn-group-vertical>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-top-right-radius:0}.hip_thm--dark .btn-group-toggle>.btn,.hip_thm--dark .btn-group-toggle>.btn-group>.btn{margin-bottom:0}.hip_thm--dark .btn-group-toggle>.btn input[type=\"radio\"],.hip_thm--dark .btn-group-toggle>.btn input[type=\"checkbox\"],.hip_thm--dark .btn-group-toggle>.btn-group>.btn input[type=\"radio\"],.hip_thm--dark .btn-group-toggle>.btn-group>.btn input[type=\"checkbox\"]{position:absolute;clip:rect(0, 0, 0, 0);pointer-events:none}.hip_thm--dark .input-group{position:relative;display:flex;flex-wrap:wrap;align-items:stretch;width:100%}.hip_thm--dark .input-group>.form-control,.hip_thm--dark .input-group>.form-control-plaintext,.hip_thm--dark .input-group>.custom-select,.hip_thm--dark .input-group>.custom-file{position:relative;flex:1 1 auto;width:1%;min-width:0;margin-bottom:0}.hip_thm--dark .input-group>.form-control+.form-control,.hip_thm--dark .input-group>.form-control+.custom-select,.hip_thm--dark .input-group>.form-control+.custom-file,.hip_thm--dark .input-group>.form-control-plaintext+.form-control,.hip_thm--dark .input-group>.form-control-plaintext+.custom-select,.hip_thm--dark .input-group>.form-control-plaintext+.custom-file,.hip_thm--dark .input-group>.custom-select+.form-control,.hip_thm--dark .input-group>.custom-select+.custom-select,.hip_thm--dark .input-group>.custom-select+.custom-file,.hip_thm--dark .input-group>.custom-file+.form-control,.hip_thm--dark .input-group>.custom-file+.custom-select,.hip_thm--dark .input-group>.custom-file+.custom-file{margin-left:-1px}.hip_thm--dark .input-group>.form-control:focus,.hip_thm--dark .input-group>.custom-select:focus,.hip_thm--dark .input-group>.custom-file .custom-file-input:focus ~ .custom-file-label{z-index:3}.hip_thm--dark .input-group>.custom-file .custom-file-input:focus{z-index:4}.hip_thm--dark .input-group>.form-control:not(:first-child),.hip_thm--dark .input-group>.custom-select:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.hip_thm--dark .input-group>.custom-file{display:flex;align-items:center}.hip_thm--dark .input-group>.custom-file:not(:last-child) .custom-file-label,.hip_thm--dark .input-group>.custom-file:not(:first-child) 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input[type=\"checkbox\"]{margin-top:0}.hip_thm--dark .input-group-lg>.form-control:not(textarea),.hip_thm--dark .input-group-lg>.custom-select{height:calc(1.5em + 1rem + 2px)}.hip_thm--dark .input-group-lg>.form-control,.hip_thm--dark .input-group-lg>.custom-select,.hip_thm--dark .input-group-lg>.input-group-prepend>.input-group-text,.hip_thm--dark .input-group-lg>.input-group-append>.input-group-text,.hip_thm--dark .input-group-lg>.input-group-prepend>.btn,.hip_thm--dark .input-group-lg>.input-group-append>.btn{padding:8px 16px;font-size:18.75008px;line-height:1.5;border-radius:4.8px}.hip_thm--dark .input-group-sm>.form-control:not(textarea),.hip_thm--dark .input-group-sm>.custom-select{height:calc(1.5em + .5rem + 2px)}.hip_thm--dark .input-group-sm>.form-control,.hip_thm--dark .input-group-sm>.custom-select,.hip_thm--dark .input-group-sm>.input-group-prepend>.input-group-text,.hip_thm--dark .input-group-sm>.input-group-append>.input-group-text,.hip_thm--dark .input-group-sm>.input-group-prepend>.btn,.hip_thm--dark .input-group-sm>.input-group-append>.btn{padding:4px 8px;font-size:13.12496px;line-height:1.5;border-radius:3.2px}.hip_thm--dark .input-group-lg>.custom-select,.hip_thm--dark .input-group-sm>.custom-select{padding-right:28px}.hip_thm--dark .input-group>.input-group-prepend>.btn,.hip_thm--dark .input-group>.input-group-prepend>.input-group-text,.hip_thm--dark .input-group:not(.has-validation)>.input-group-append:not(:last-child)>.btn,.hip_thm--dark .input-group:not(.has-validation)>.input-group-append:not(:last-child)>.input-group-text,.hip_thm--dark .input-group.has-validation>.input-group-append:nth-last-child(n+3)>.btn,.hip_thm--dark .input-group.has-validation>.input-group-append:nth-last-child(n+3)>.input-group-text,.hip_thm--dark .input-group>.input-group-append:last-child>.btn:not(:last-child):not(.dropdown-toggle),.hip_thm--dark 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.custom-control-input:checked ~ .custom-control-label::before{color:#fff;border-color:#375a7f;background-color:#375a7f}.hip_thm--dark .custom-control-input:focus ~ .custom-control-label::before{box-shadow:0 0 0 .2rem rgba(55,90,127,0.25)}.hip_thm--dark .custom-control-input:focus:not(:checked) ~ .custom-control-label::before{border-color:#739ac2}.hip_thm--dark .custom-control-input:not(:disabled):active ~ .custom-control-label::before{color:#fff;background-color:#97b3d2;border-color:#97b3d2}.hip_thm--dark .custom-control-input[disabled] ~ .custom-control-label,.hip_thm--dark .custom-control-input:disabled ~ .custom-control-label{color:#888}.hip_thm--dark .custom-control-input[disabled] ~ .custom-control-label::before,.hip_thm--dark .custom-control-input:disabled ~ .custom-control-label::before{background-color:#ebebeb}.hip_thm--dark .custom-control-label{position:relative;margin-bottom:0;vertical-align:top}.hip_thm--dark .custom-control-label::before{position:absolute;top:.20312rem;left:-1.5rem;display:block;width:1rem;height:1rem;pointer-events:none;content:\"\";background-color:#fff;border:#adb5bd solid 1px}.hip_thm--dark .custom-control-label::after{position:absolute;top:.20312rem;left:-1.5rem;display:block;width:1rem;height:1rem;content:\"\";background:50% / 50% 50% no-repeat}.hip_thm--dark .custom-checkbox .custom-control-label::before{border-radius:4px}.hip_thm--dark .custom-checkbox .custom-control-input:checked ~ .custom-control-label::after{background-image:url(\"data:image/svg+xml,%3csvg xmlns=\\'http://www.w3.org/2000/svg\\' width=\\'8\\' height=\\'8\\' viewBox=\\'0 0 8 8\\'%3e%3cpath fill=\\'%23fff\\' d=\\'M6.564.75l-3.59 3.612-1.538-1.55L0 4.26l2.974 2.99L8 2.193z\\'/%3e%3c/svg%3e\")}.hip_thm--dark .custom-checkbox .custom-control-input:indeterminate ~ .custom-control-label::before{border-color:#375a7f;background-color:#375a7f}.hip_thm--dark .custom-checkbox 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.custom-select{display:inline-block;width:100%;height:calc(1.5em + .75rem + 2px);padding:6px 28px 6px 12px;font-size:15px;font-weight:400;line-height:1.5;color:#444;vertical-align:middle;background:#fff url(\"data:image/svg+xml,%3csvg xmlns=\\'http://www.w3.org/2000/svg\\' width=\\'4\\' height=\\'5\\' viewBox=\\'0 0 4 5\\'%3e%3cpath fill=\\'%23303030\\' d=\\'M2 0L0 2h4zm0 5L0 3h4z\\'/%3e%3c/svg%3e\") right .75rem center/8px 10px no-repeat;border:1px solid #222;border-radius:4px;appearance:none}.hip_thm--dark .custom-select:focus{border-color:#739ac2;outline:0;box-shadow:0 0 0 .2rem rgba(55,90,127,0.25)}.hip_thm--dark .custom-select:focus::-ms-value{color:#444;background-color:#fff}.hip_thm--dark .custom-select[multiple],.hip_thm--dark .custom-select[size]:not([size=\"1\"]){height:auto;padding-right:12px;background-image:none}.hip_thm--dark .custom-select:disabled{color:#888;background-color:#ebebeb}.hip_thm--dark .custom-select::-ms-expand{display:none}.hip_thm--dark .custom-select:-moz-focusring{color:transparent;text-shadow:0 0 0 #444}.hip_thm--dark .custom-select-sm{height:calc(1.5em + .5rem + 2px);padding-top:4px;padding-bottom:4px;padding-left:8px;font-size:13.12496px}.hip_thm--dark .custom-select-lg{height:calc(1.5em + 1rem + 2px);padding-top:8px;padding-bottom:8px;padding-left:16px;font-size:18.75008px}.hip_thm--dark .custom-file{position:relative;display:inline-block;width:100%;height:calc(1.5em + .75rem + 2px);margin-bottom:0}.hip_thm--dark .custom-file-input{position:relative;z-index:2;width:100%;height:calc(1.5em + .75rem + 2px);margin:0;overflow:hidden;opacity:0}.hip_thm--dark .custom-file-input:focus ~ .custom-file-label{border-color:#739ac2;box-shadow:0 0 0 .2rem rgba(55,90,127,0.25)}.hip_thm--dark .custom-file-input[disabled] ~ .custom-file-label,.hip_thm--dark .custom-file-input:disabled ~ .custom-file-label{background-color:#ebebeb}.hip_thm--dark .custom-file-input:lang(en) ~ .custom-file-label::after{content:\"Browse\"}.hip_thm--dark .custom-file-input ~ .custom-file-label[data-browse]::after{content:attr(data-browse)}.hip_thm--dark .custom-file-label{position:absolute;top:0;right:0;left:0;z-index:1;height:calc(1.5em + .75rem + 2px);padding:6px 12px;overflow:hidden;font-weight:400;line-height:1.5;color:#adb5bd;background-color:#fff;border:1px solid #222;border-radius:4px}.hip_thm--dark .custom-file-label::after{position:absolute;top:0;right:0;bottom:0;z-index:3;display:block;height:calc(1.5em + .75rem);padding:6px 12px;line-height:1.5;color:#adb5bd;content:\"Browse\";background-color:#444;border-left:inherit;border-radius:0 4px 4px 0}.hip_thm--dark .custom-range{width:100%;height:1.4rem;padding:0;background-color:transparent;appearance:none}.hip_thm--dark .custom-range:focus{outline:0}.hip_thm--dark .custom-range:focus::-webkit-slider-thumb{box-shadow:0 0 0 1px #222,0 0 0 .2rem rgba(55,90,127,0.25)}.hip_thm--dark .custom-range:focus::-moz-range-thumb{box-shadow:0 0 0 1px #222,0 0 0 .2rem rgba(55,90,127,0.25)}.hip_thm--dark .custom-range:focus::-ms-thumb{box-shadow:0 0 0 1px #222,0 0 0 .2rem rgba(55,90,127,0.25)}.hip_thm--dark .custom-range::-moz-focus-outer{border:0}.hip_thm--dark .custom-range::-webkit-slider-thumb{width:1rem;height:1rem;margin-top:-.25rem;background-color:#375a7f;border:0;border-radius:16px;transition:background-color 0.15s ease-in-out,border-color 0.15s ease-in-out,box-shadow 0.15s ease-in-out;appearance:none}@media (prefers-reduced-motion: reduce){.hip_thm--dark .custom-range::-webkit-slider-thumb{transition:none}}.hip_thm--dark .custom-range::-webkit-slider-thumb:active{background-color:#97b3d2}.hip_thm--dark .custom-range::-webkit-slider-runnable-track{width:100%;height:.5rem;color:transparent;cursor:pointer;background-color:#dee2e6;border-color:transparent;border-radius:16px}.hip_thm--dark .custom-range::-moz-range-thumb{width:1rem;height:1rem;background-color:#375a7f;border:0;border-radius:16px;transition:background-color 0.15s ease-in-out,border-color 0.15s ease-in-out,box-shadow 0.15s ease-in-out;appearance:none}@media (prefers-reduced-motion: reduce){.hip_thm--dark .custom-range::-moz-range-thumb{transition:none}}.hip_thm--dark .custom-range::-moz-range-thumb:active{background-color:#97b3d2}.hip_thm--dark .custom-range::-moz-range-track{width:100%;height:.5rem;color:transparent;cursor:pointer;background-color:#dee2e6;border-color:transparent;border-radius:16px}.hip_thm--dark .custom-range::-ms-thumb{width:1rem;height:1rem;margin-top:0;margin-right:.2rem;margin-left:.2rem;background-color:#375a7f;border:0;border-radius:16px;transition:background-color 0.15s ease-in-out,border-color 0.15s ease-in-out,box-shadow 0.15s ease-in-out;appearance:none}@media (prefers-reduced-motion: reduce){.hip_thm--dark .custom-range::-ms-thumb{transition:none}}.hip_thm--dark .custom-range::-ms-thumb:active{background-color:#97b3d2}.hip_thm--dark .custom-range::-ms-track{width:100%;height:.5rem;color:transparent;cursor:pointer;background-color:transparent;border-color:transparent;border-width:8px}.hip_thm--dark .custom-range::-ms-fill-lower{background-color:#dee2e6;border-radius:16px}.hip_thm--dark .custom-range::-ms-fill-upper{margin-right:15px;background-color:#dee2e6;border-radius:16px}.hip_thm--dark .custom-range:disabled::-webkit-slider-thumb{background-color:#adb5bd}.hip_thm--dark .custom-range:disabled::-webkit-slider-runnable-track{cursor:default}.hip_thm--dark .custom-range:disabled::-moz-range-thumb{background-color:#adb5bd}.hip_thm--dark .custom-range:disabled::-moz-range-track{cursor:default}.hip_thm--dark .custom-range:disabled::-ms-thumb{background-color:#adb5bd}.hip_thm--dark .custom-control-label::before,.hip_thm--dark .custom-file-label,.hip_thm--dark .custom-select{transition:background-color 0.15s ease-in-out,border-color 0.15s 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.custom-control-input:checked ~ .custom-control-label::before{color:#fff;border-color:#007bff;background-color:#007bff}.hip_thm--light .custom-control-input:focus ~ .custom-control-label::before{box-shadow:0 0 0 .2rem rgba(0,123,255,0.25)}.hip_thm--light .custom-control-input:focus:not(:checked) ~ .custom-control-label::before{border-color:#80bdff}.hip_thm--light .custom-control-input:not(:disabled):active ~ .custom-control-label::before{color:#fff;background-color:#b3d7ff;border-color:#b3d7ff}.hip_thm--light .custom-control-input[disabled] ~ .custom-control-label,.hip_thm--light .custom-control-input:disabled ~ .custom-control-label{color:#6c757d}.hip_thm--light .custom-control-input[disabled] ~ .custom-control-label::before,.hip_thm--light .custom-control-input:disabled ~ .custom-control-label::before{background-color:#e9ecef}.hip_thm--light .custom-control-label{position:relative;margin-bottom:0;vertical-align:top}.hip_thm--light 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       "//# sourceMappingURL=hiplot.bundle.js.map\n",
       "// Local variables can't be accessed in other cells, so let's\n",
       "// manually create a global variable\n",
       "Object.assign(window, {'hiplot': hiplot});\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "  <head>\n",
       "    <meta http-equiv=\"Content-Type\" content=\"text/html;charset=utf-8\"/>\n",
       "    <title>HiPlot</title>\n",
       "    <link rel=\"icon\" href=\"static/icon.png\" />\n",
       "  </head>\n",
       "  <body style=\"margin:0px\">\n",
       "    <div id=\"hiplot_537012f4494b4fc9a61290e8f0deae57\" style=\"background-color: white\"><div style=\"text-align: center\">Loading HiPlot...</div>\n",
       "      <noscript>\n",
       "        HiPlot needs JavaScript to run\n",
       "      </noscript>\n",
       "    </div>\n",
       "\n",
       "    <script  type=\"text/javascript\" ></script>\n",
       "    <script type=\"text/javascript\">\n",
       "    function _hiplot_setup() {\n",
       "      if (typeof hiplot == \"undefined\") {\n",
       "        console.info(\"waiting for HiPlot bundle to be loaded...\");\n",
       "        setTimeout(_hiplot_setup, 1000);\n",
       "        return;\n",
       "      }\n",
       "      var options = {};\n",
       "      /*ON_LOAD_SCRIPT_INJECT*/\n",
       "const comm_id = \"comm_cd7cf0\";\n",
       "try {\n",
       "    console.log(\"Setting up communication channel with Jupyter: \", comm_id);\n",
       "    const comm = Jupyter.notebook.kernel.comm_manager.new_comm(comm_id, {'type': 'hello'});\n",
       "    var comm_message_id = 0;\n",
       "    function send_data_change(type, data) {\n",
       "        comm.send({\n",
       "            'type': type,\n",
       "            'message_id': comm_message_id,\n",
       "            'data': data,\n",
       "        });\n",
       "        comm_message_id += 1;\n",
       "    };\n",
       "    Object.assign(options, {\"on_change\": {\n",
       "        \"selected_uids\": send_data_change,\n",
       "        \"brush_extents\": send_data_change,\n",
       "    }});\n",
       "}\n",
       "catch(err) {\n",
       "    console.warn('Unable to create Javascript <-> Python communication channel' +\n",
       "        ' (are you in a Jupyter notebook? Jupyter labs is *not* supported!)');\n",
       "}\n",
       "        \n",
       "        Object.assign(options, eval('(' + \"{\\\"dataProviderName\\\": \\\"none\\\", \\\"experiment\\\": {\\\"parameters_definition\\\": {}, \\\"colormap\\\": \\\"interpolateTurbo\\\", \\\"colorby\\\": null, \\\"display_data\\\": {}, \\\"datapoints\\\": [{\\\"uid\\\": \\\"avg-acc\\\", \\\"values\\\": {\\\"0\\\": \\\"nor_conv_3x3\\\", \\\"1\\\": \\\"nor_conv_3x3\\\", \\\"2\\\": \\\"nor_conv_3x3\\\", \\\"3\\\": \\\"nor_conv_3x3\\\", \\\"4\\\": \\\"nor_conv_3x3\\\", \\\"5\\\": \\\"nor_conv_3x3\\\", \\\"acc\\\": 93.76}, \\\"from_uid\\\": null}, {\\\"uid\\\": \\\"disc-acc\\\", \\\"values\\\": {\\\"0\\\": \\\"none\\\", \\\"1\\\": \\\"none\\\", \\\"2\\\": \\\"none\\\", \\\"3\\\": \\\"skip_connect\\\", \\\"4\\\": \\\"none\\\", \\\"5\\\": \\\"none\\\", \\\"acc\\\": 86.45333333333333}, \\\"from_uid\\\": null}, {\\\"uid\\\": \\\"darts-pt\\\", \\\"values\\\": {\\\"0\\\": \\\"skip_connect\\\", \\\"1\\\": \\\"skip_connect\\\", \\\"2\\\": \\\"nor_conv_3x3\\\", \\\"3\\\": \\\"skip_connect\\\", \\\"4\\\": \\\"skip_connect\\\", \\\"5\\\": \\\"skip_connect\\\", \\\"acc\\\": 80.57}, \\\"from_uid\\\": null}, {\\\"uid\\\": \\\"zc-pt\\\", \\\"values\\\": {\\\"0\\\": \\\"nor_conv_3x3\\\", \\\"1\\\": \\\"nor_conv_3x3\\\", \\\"2\\\": \\\"nor_conv_1x1\\\", \\\"3\\\": \\\"skip_connect\\\", \\\"4\\\": \\\"nor_conv_3x3\\\", \\\"5\\\": \\\"nor_conv_1x1\\\", \\\"acc\\\": 94.195}, \\\"from_uid\\\": null}, {\\\"uid\\\": \\\"disc-zc\\\", \\\"values\\\": {\\\"0\\\": \\\"skip_connect\\\", \\\"1\\\": \\\"skip_connect\\\", \\\"2\\\": \\\"nor_conv_1x1\\\", \\\"3\\\": \\\"skip_connect\\\", \\\"4\\\": \\\"skip_connect\\\", \\\"5\\\": \\\"skip_connect\\\", \\\"acc\\\": 77.04333333333334}, \\\"from_uid\\\": null}, {\\\"uid\\\": \\\"best-acc\\\", \\\"values\\\": {\\\"0\\\": \\\"nor_conv_3x3\\\", \\\"1\\\": \\\"nor_conv_3x3\\\", \\\"2\\\": \\\"nor_conv_3x3\\\", \\\"3\\\": \\\"skip_connect\\\", \\\"4\\\": \\\"nor_conv_3x3\\\", \\\"5\\\": \\\"nor_conv_1x1\\\", \\\"acc\\\": 94.37333333333333}, \\\"from_uid\\\": null}, {\\\"uid\\\": \\\"darts\\\", \\\"values\\\": {\\\"0\\\": \\\"skip_connect\\\", \\\"1\\\": \\\"skip_connect\\\", \\\"2\\\": \\\"skip_connect\\\", \\\"3\\\": \\\"skip_connect\\\", \\\"4\\\": \\\"skip_connect\\\", \\\"5\\\": \\\"skip_connect\\\", \\\"acc\\\": 54.29666666666667}, \\\"from_uid\\\": null}]}, \\\"persistentState\\\": null}\" + ')'));\n",
       "        \n",
       "      var hiplot_instance = hiplot.render(document.getElementById(\"hiplot_537012f4494b4fc9a61290e8f0deae57\"), options);\n",
       "      Object.assign(window, {'hiplot_last_instance': hiplot_instance});  // For debugging\n",
       "      /*AFTER_SETUP_SCRIPT_INJECT*/\n",
       "    }\n",
       "    if (document.readyState == \"complete\") {\n",
       "      _hiplot_setup();\n",
       "    }\n",
       "    else {\n",
       "      document.addEventListener(\"DOMContentLoaded\", _hiplot_setup);\n",
       "    }\n",
       "    </script>\n",
       "  </body>\n",
       "</html>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<hiplot.ipython.IPythonExperimentDisplayed at 0x7f1475058320>"
      ]
     },
     "execution_count": 478,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import hiplot as hip\n",
    "dps = []\n",
    "for uid,data in plot_data:\n",
    "    dp = hip.Datapoint(uid=uid, values=data)\n",
    "    dps.append(dp)\n",
    "hip.Experiment(datapoints=dps).display(force_full_width=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 479,
   "id": "98e2dab7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "avg-acc rank =  166 / 15625 top 1.1 % error= 6.24\n",
      "disc-acc rank =  12744 / 15625 top 81.6 % error= 13.55\n",
      "darts-pt rank =  13770 / 15625 top 88.1 % error= 19.43\n",
      "zc-pt rank =  14 / 15625 top 0.1 % error= 5.81\n",
      "disc-zc rank =  14274 / 15625 top 91.4 % error= 22.96\n",
      "best-acc rank =  1 / 15625 top 0.0 % error= 5.63\n",
      "darts rank =  15231 / 15625 top 97.5 % error= 45.7\n"
     ]
    }
   ],
   "source": [
    "acc_d = pickle.load(open('nb2_test_acc_cf10.p','rb'))\n",
    "for m in metrics:\n",
    "    best_ops = best_archs[m]\n",
    "    selected_acc = stat.mean(acc_d[tuple(best_ops)]) # avg accuracy\n",
    "    rank = 1\n",
    "    for k,v in acc_d.items():\n",
    "        if stat.mean(v) > selected_acc:\n",
    "            rank += 1\n",
    "    print(m,'rank = ',rank,'/',len(acc_d), 'top', round(rank/len(acc_d)*100,1), '% error=', round(100-selected_acc,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 482,
   "id": "ad23ee51",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "avg-acc rank =  92 / 15625 top 0.6 % error= 6.02\n",
      "disc-acc rank =  12803 / 15625 top 81.9 % error= 13.43\n",
      "darts-pt rank =  13754 / 15625 top 88.0 % error= 18.75\n",
      "zc-pt rank =  16 / 15625 top 0.1 % error= 5.72\n",
      "disc-zc rank =  14273 / 15625 top 91.3 % error= 22.39\n",
      "best-acc rank =  1 / 15625 top 0.0 % error= 5.32\n",
      "darts rank =  15141 / 15625 top 96.9 % error= 37.45\n"
     ]
    }
   ],
   "source": [
    "acc_d = pickle.load(open('nb2_test_acc_cf10.p','rb'))\n",
    "for m in metrics:\n",
    "    best_ops = best_archs[m]\n",
    "    selected_acc = max(acc_d[tuple(best_ops)]) # best acc\n",
    "    rank = 1\n",
    "    for k,v in acc_d.items():\n",
    "        if max(v) > selected_acc:\n",
    "            rank += 1\n",
    "    print(m,'rank = ',rank,'/',len(acc_d), 'top', round(rank/len(acc_d)*100,1), '% error=', round(100-selected_acc,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 483,
   "id": "660d4d81",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_top(k):\n",
    "    return f\"\"\"\\\\begin{{table}}[t]\n",
    "\\\\centering\n",
    "\\\\caption {{Raw values of operation scoring functions to reproduce Figure~\\\\ref{{metric_correlation}}.}}\n",
    "\\\\footnotesize \n",
    "\\\\begin{{threeparttable}} \n",
    "\\\\begin{{tabular}}{{@{{}}lcccccc@{{}}}} \n",
    "\\\\toprule\n",
    "& $edge\\\\backslash op$ & none & skip\\_connect & nor\\_conv\\_1x1 & nor\\_conv\\_3x3 & avg\\_pool\\_3x3  \\\\\\\\ \\\\toprule\"\"\"\n",
    "\n",
    "def get_bot(k):\n",
    "    return f\"\"\"\\\\bottomrule\n",
    "\\\\end{{tabular}}\n",
    "\\\\end{{threeparttable}}\n",
    "\\\\label{{tbl:raw-{k}}}\n",
    "\\\\end{{table}}\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 487,
   "id": "db405e8d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\\begin{table}[t]\n",
      "\\centering\n",
      "\\caption {Raw values of operation scoring functions to reproduce Figure~\\ref{metric_correlation}.}\n",
      "\\footnotesize \n",
      "\\begin{threeparttable} \n",
      "\\begin{tabular}{@{}lcccccc@{}} \n",
      "\\toprule\n",
      "& $edge\\backslash op$ & none & skip\\_connect & nor\\_conv\\_1x1 & nor\\_conv\\_3x3 & avg\\_pool\\_3x3  \\\\ \\toprule\n",
      "\\parbox[t]{2mm}{\\multirow{6}{*}{\\rotatebox[origin=c]{90}{avg-acc}}} & 0 & 77.36 & 81.02 & 83.81 & \\secondbest{86.38} & \\best{87.32} \\\\\n",
      " & 1 & 80.03 & 83.11 & \\secondbest{85.23} & \\best{85.99} & 81.52 \\\\\n",
      " & 2 & 82.9 & 82.44 & \\secondbest{84.05} & \\best{84.49} & 81.98 \\\\\n",
      " & 3 & 74.02 & 85.17 & \\secondbest{87.3} & \\best{88.28} & 81.38 \\\\\n",
      " & 4 & 80.14 & 83.05 & \\secondbest{85.09} & \\best{85.7} & 81.89 \\\\\n",
      " & 5 & 77.61 & 83.43 & \\secondbest{86.18} & \\best{86.95} & 81.74 \\\\\n",
      "\\midrule\n",
      "\\parbox[t]{2mm}{\\multirow{6}{*}{\\rotatebox[origin=c]{90}{disc-acc}}} & 0 & \\best{83.27} & \\secondbest{82.24} & 65.0 & 71.76 & 54.31 \\\\\n",
      " & 1 & \\best{84.94} & 83.23 & 73.23 & 76.77 & \\secondbest{83.45} \\\\\n",
      " & 2 & \\best{83.87} & \\secondbest{83.73} & 77.33 & 76.83 & 83.25 \\\\\n",
      " & 3 & 65.77 & \\best{84.44} & 75.82 & \\secondbest{78.68} & 62.7 \\\\\n",
      " & 4 & \\best{83.57} & 82.03 & 75.02 & 76.09 & \\secondbest{82.56} \\\\\n",
      " & 5 & \\best{83.95} & \\secondbest{82.45} & 66.69 & 71.36 & 80.31 \\\\\n",
      "\\midrule\n",
      "\\parbox[t]{2mm}{\\multirow{6}{*}{\\rotatebox[origin=c]{90}{darts-pt}}} & 0 & -85.43 & \\best{-17.02} & -78.13 & \\secondbest{-59.09} & -85.34 \\\\\n",
      " & 1 & -85.52 & \\best{-36.1} & -84.39 & \\secondbest{-80.95} & -85.49 \\\\\n",
      " & 2 & -85.51 & \\secondbest{-80.29} & -81.86 & \\best{-77.68} & -85.32 \\\\\n",
      " & 3 & -85.49 & \\best{-9.86} & -81.79 & \\secondbest{-59.18} & -85.48 \\\\\n",
      " & 4 & -85.45 & \\best{-51.15} & -78.84 & \\secondbest{-64.64} & -85.14 \\\\\n",
      " & 5 & -85.54 & \\best{-32.43} & -81.04 & \\secondbest{-72.75} & -85.51 \\\\\n",
      "\\midrule\n",
      "\\parbox[t]{2mm}{\\multirow{6}{*}{\\rotatebox[origin=c]{90}{zc-pt}}} & 0 & -3455.23 & -3449.9 & \\secondbest{-3449.54} & \\best{-3441.82} & -3461.18 \\\\\n",
      " & 1 & -3452.15 & -3448.7 & \\secondbest{-3441.81} & \\best{-3440.65} & -3453.74 \\\\\n",
      " & 2 & -3446.52 & -3447.61 & \\best{-3435.46} & \\secondbest{-3436.4} & -3449.28 \\\\\n",
      " & 3 & -3453.81 & \\best{-3435.99} & \\secondbest{-3444.04} & -3445.6 & -3447.07 \\\\\n",
      " & 4 & -3451.06 & -3449.8 & \\secondbest{-3442.63} & \\best{-3441.13} & -3453.31 \\\\\n",
      " & 5 & -3450.97 & -3448.21 & \\best{-3440.8} & \\secondbest{-3443.24} & -3452.99 \\\\\n",
      "\\midrule\n",
      "\\parbox[t]{2mm}{\\multirow{6}{*}{\\rotatebox[origin=c]{90}{disc-zc}}} & 0 & 3331.01 & \\best{3445.49} & 3366.88 & \\secondbest{3437.55} & 3423.18 \\\\\n",
      " & 1 & 3429.07 & \\best{3435.75} & 3407.87 & \\secondbest{3434.58} & 3421.44 \\\\\n",
      " & 2 & 3428.8 & 3423.36 & \\best{3440.93} & \\secondbest{3437.29} & 3416.89 \\\\\n",
      " & 3 & 3408.99 & \\best{3464.05} & 3359.89 & 3382.18 & \\secondbest{3431.81} \\\\\n",
      " & 4 & \\secondbest{3433.99} & \\best{3435.57} & 3424.47 & 3431.14 & 3423.15 \\\\\n",
      " & 5 & \\secondbest{3434.42} & \\best{3437.66} & 3418.57 & 3397.52 & 3424.17 \\\\\n",
      "\\midrule\n",
      "\\parbox[t]{2mm}{\\multirow{6}{*}{\\rotatebox[origin=c]{90}{best-acc}}} & 0 & 94.15 & 94.18 & \\secondbest{94.44} & \\best{94.68} & 93.86 \\\\\n",
      " & 1 & 94.24 & 94.16 & \\secondbest{94.49} & \\best{94.68} & 94.09 \\\\\n",
      " & 2 & 94.25 & 94.43 & \\secondbest{94.49} & \\best{94.68} & 94.19 \\\\\n",
      " & 3 & \\secondbest{94.16} & \\best{94.68} & 94.03 & 94.04 & 93.85 \\\\\n",
      " & 4 & 94.29 & 94.18 & \\secondbest{94.56} & \\best{94.68} & 94.23 \\\\\n",
      " & 5 & 94.05 & 94.16 & \\best{94.68} & \\secondbest{94.56} & 94.1 \\\\\n",
      "\\midrule\n",
      "\\parbox[t]{2mm}{\\multirow{6}{*}{\\rotatebox[origin=c]{90}{darts}}} & 0 & 0.14 & \\best{0.48} & 0.13 & \\secondbest{0.18} & 0.07 \\\\\n",
      " & 1 & 0.12 & \\best{0.55} & 0.11 & \\secondbest{0.12} & 0.09 \\\\\n",
      " & 2 & \\secondbest{0.24} & \\best{0.33} & 0.15 & 0.17 & 0.11 \\\\\n",
      " & 3 & 0.06 & \\best{0.65} & 0.08 & \\secondbest{0.13} & 0.07 \\\\\n",
      " & 4 & 0.12 & \\best{0.48} & 0.13 & \\secondbest{0.17} & 0.1 \\\\\n",
      " & 5 & \\secondbest{0.16} & \\best{0.49} & 0.12 & 0.14 & 0.09 \\\\\n",
      "\\midrule\n",
      "\\bottomrule\n",
      "\\end{tabular}\n",
      "\\end{threeparttable}\n",
      "\\label{tbl:raw-op-scores}\n",
      "\\end{table}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import copy\n",
    "print(get_top(k))\n",
    "for k,v in sq_op_strengths.items():\n",
    "    #print(k)\n",
    "    for i,r in enumerate(v):\n",
    "        if i == 0:\n",
    "            print(f'\\\\parbox[t]{{2mm}}{{\\\\multirow{{6}}{{*}}{{\\\\rotatebox[origin=c]{{90}}{{{k}}}}}}} & ', end='')\n",
    "            print(f'{i} & ', end='')\n",
    "        else:\n",
    "            print(f' & {i} & ', end='')\n",
    "        for c in r:\n",
    "            first  = max(r)\n",
    "            rr = copy.copy(r)\n",
    "            rr.sort()\n",
    "            second = rr[-2]\n",
    "            if c == first:\n",
    "                print(f'\\\\best{{{round(c,2)}}}', end='')\n",
    "            elif c == second:\n",
    "                print(f'\\\\secondbest{{{round(c,2)}}}', end='')\n",
    "            else:\n",
    "                print(round(c,2), end='')\n",
    "            if c != r[-1]:\n",
    "                print(' & ', end='')\n",
    "            else:\n",
    "                print(' \\\\\\\\')\n",
    "    print('\\\\midrule')\n",
    "print(get_bot('op-scores'))\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fa6b0d77",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "6a8f2a31",
   "metadata": {},
   "outputs": [],
   "source": [
    "from itertools import product\n",
    "x =list(product([0,1,2,3], repeat=4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "76f46a37",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, 0, 0, 0), (0, 0, 0, 1), (0, 0, 0, 2), (0, 0, 0, 3), (0, 0, 1, 0), (0, 0, 1, 1), (0, 0, 1, 2), (0, 0, 1, 3), (0, 0, 2, 0), (0, 0, 2, 1), (0, 0, 2, 2), (0, 0, 2, 3), (0, 0, 3, 0), (0, 0, 3, 1), (0, 0, 3, 2), (0, 0, 3, 3), (0, 1, 0, 0), (0, 1, 0, 1), (0, 1, 0, 2), (0, 1, 0, 3), (0, 1, 1, 0), (0, 1, 1, 1), (0, 1, 1, 2), (0, 1, 1, 3), (0, 1, 2, 0), (0, 1, 2, 1), (0, 1, 2, 2), (0, 1, 2, 3), (0, 1, 3, 0), (0, 1, 3, 1), (0, 1, 3, 2), (0, 1, 3, 3), (0, 2, 0, 0), (0, 2, 0, 1), (0, 2, 0, 2), (0, 2, 0, 3), (0, 2, 1, 0), (0, 2, 1, 1), (0, 2, 1, 2), (0, 2, 1, 3), (0, 2, 2, 0), (0, 2, 2, 1), (0, 2, 2, 2), (0, 2, 2, 3), (0, 2, 3, 0), (0, 2, 3, 1), (0, 2, 3, 2), (0, 2, 3, 3), (0, 3, 0, 0), (0, 3, 0, 1), (0, 3, 0, 2), (0, 3, 0, 3), (0, 3, 1, 0), (0, 3, 1, 1), (0, 3, 1, 2), (0, 3, 1, 3), (0, 3, 2, 0), (0, 3, 2, 1), (0, 3, 2, 2), (0, 3, 2, 3), (0, 3, 3, 0), (0, 3, 3, 1), (0, 3, 3, 2), (0, 3, 3, 3), (1, 0, 0, 0), (1, 0, 0, 1), (1, 0, 0, 2), (1, 0, 0, 3), (1, 0, 1, 0), (1, 0, 1, 1), (1, 0, 1, 2), (1, 0, 1, 3), (1, 0, 2, 0), (1, 0, 2, 1), (1, 0, 2, 2), (1, 0, 2, 3), (1, 0, 3, 0), (1, 0, 3, 1), (1, 0, 3, 2), (1, 0, 3, 3), (1, 1, 0, 0), (1, 1, 0, 1), (1, 1, 0, 2), (1, 1, 0, 3), (1, 1, 1, 0), (1, 1, 1, 1), (1, 1, 1, 2), (1, 1, 1, 3), (1, 1, 2, 0), (1, 1, 2, 1), (1, 1, 2, 2), (1, 1, 2, 3), (1, 1, 3, 0), (1, 1, 3, 1), (1, 1, 3, 2), (1, 1, 3, 3), (1, 2, 0, 0), (1, 2, 0, 1), (1, 2, 0, 2), (1, 2, 0, 3), (1, 2, 1, 0), (1, 2, 1, 1), (1, 2, 1, 2), (1, 2, 1, 3), (1, 2, 2, 0), (1, 2, 2, 1), (1, 2, 2, 2), (1, 2, 2, 3), (1, 2, 3, 0), (1, 2, 3, 1), (1, 2, 3, 2), (1, 2, 3, 3), (1, 3, 0, 0), (1, 3, 0, 1), (1, 3, 0, 2), (1, 3, 0, 3), (1, 3, 1, 0), (1, 3, 1, 1), (1, 3, 1, 2), (1, 3, 1, 3), (1, 3, 2, 0), (1, 3, 2, 1), (1, 3, 2, 2), (1, 3, 2, 3), (1, 3, 3, 0), (1, 3, 3, 1), (1, 3, 3, 2), (1, 3, 3, 3), (2, 0, 0, 0), (2, 0, 0, 1), (2, 0, 0, 2), (2, 0, 0, 3), (2, 0, 1, 0), (2, 0, 1, 1), (2, 0, 1, 2), (2, 0, 1, 3), (2, 0, 2, 0), (2, 0, 2, 1), (2, 0, 2, 2), (2, 0, 2, 3), (2, 0, 3, 0), (2, 0, 3, 1), (2, 0, 3, 2), (2, 0, 3, 3), (2, 1, 0, 0), (2, 1, 0, 1), (2, 1, 0, 2), (2, 1, 0, 3), (2, 1, 1, 0), (2, 1, 1, 1), (2, 1, 1, 2), (2, 1, 1, 3), (2, 1, 2, 0), (2, 1, 2, 1), (2, 1, 2, 2), (2, 1, 2, 3), (2, 1, 3, 0), (2, 1, 3, 1), (2, 1, 3, 2), (2, 1, 3, 3), (2, 2, 0, 0), (2, 2, 0, 1), (2, 2, 0, 2), (2, 2, 0, 3), (2, 2, 1, 0), (2, 2, 1, 1), (2, 2, 1, 2), (2, 2, 1, 3), (2, 2, 2, 0), (2, 2, 2, 1), (2, 2, 2, 2), (2, 2, 2, 3), (2, 2, 3, 0), (2, 2, 3, 1), (2, 2, 3, 2), (2, 2, 3, 3), (2, 3, 0, 0), (2, 3, 0, 1), (2, 3, 0, 2), (2, 3, 0, 3), (2, 3, 1, 0), (2, 3, 1, 1), (2, 3, 1, 2), (2, 3, 1, 3), (2, 3, 2, 0), (2, 3, 2, 1), (2, 3, 2, 2), (2, 3, 2, 3), (2, 3, 3, 0), (2, 3, 3, 1), (2, 3, 3, 2), (2, 3, 3, 3), (3, 0, 0, 0), (3, 0, 0, 1), (3, 0, 0, 2), (3, 0, 0, 3), (3, 0, 1, 0), (3, 0, 1, 1), (3, 0, 1, 2), (3, 0, 1, 3), (3, 0, 2, 0), (3, 0, 2, 1), (3, 0, 2, 2), (3, 0, 2, 3), (3, 0, 3, 0), (3, 0, 3, 1), (3, 0, 3, 2), (3, 0, 3, 3), (3, 1, 0, 0), (3, 1, 0, 1), (3, 1, 0, 2), (3, 1, 0, 3), (3, 1, 1, 0), (3, 1, 1, 1), (3, 1, 1, 2), (3, 1, 1, 3), (3, 1, 2, 0), (3, 1, 2, 1), (3, 1, 2, 2), (3, 1, 2, 3), (3, 1, 3, 0), (3, 1, 3, 1), (3, 1, 3, 2), (3, 1, 3, 3), (3, 2, 0, 0), (3, 2, 0, 1), (3, 2, 0, 2), (3, 2, 0, 3), (3, 2, 1, 0), (3, 2, 1, 1), (3, 2, 1, 2), (3, 2, 1, 3), (3, 2, 2, 0), (3, 2, 2, 1), (3, 2, 2, 2), (3, 2, 2, 3), (3, 2, 3, 0), (3, 2, 3, 1), (3, 2, 3, 2), (3, 2, 3, 3), (3, 3, 0, 0), (3, 3, 0, 1), (3, 3, 0, 2), (3, 3, 0, 3), (3, 3, 1, 0), (3, 3, 1, 1), (3, 3, 1, 2), (3, 3, 1, 3), (3, 3, 2, 0), (3, 3, 2, 1), (3, 3, 2, 2), (3, 3, 2, 3), (3, 3, 3, 0), (3, 3, 3, 1), (3, 3, 3, 2), (3, 3, 3, 3)]\n"
     ]
    }
   ],
   "source": [
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e633562a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "darts",
   "language": "python",
   "name": "darts"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}