preprocess.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "from scipy.io import loadmat\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy.special import sph_harm\n",
    "from scipy.signal import hilbert\n",
    "from scipy.io import wavfile\n",
    "from scipy.spatial import ConvexHull\n",
    "import sound_field_analysis as sfa\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import cm\n",
    "import soundfile as sf\n",
    "from resampy import resample\n",
    "import spaudiopy as spa"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Utilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_envelope(x: np.ndarray):\n",
    "    x = x.reshape(-1, x.shape[-1])\n",
    "    env = np.abs(x)\n",
    "    # env /= np.max(env, axis=1, keepdims=True)\n",
    "    env = np.max(env, axis=0)\n",
    "    return env\n",
    "\n",
    "def get_minimum_phase_hrir(hrir: np.ndarray):\n",
    "    hrtf = np.fft.fft(hrir)\n",
    "    log_mag = np.log(hrtf).real\n",
    "    min_phase = - np.imag(hilbert(log_mag))\n",
    "    min_hrtf = np.exp(log_mag + 1j * min_phase)\n",
    "    min_hrir = np.fft.ifft(min_hrtf).real\n",
    "    return min_hrir"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download HRIR sofa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2023-05-09 12:41:04--  https://sofacoustics.org/data/database/thk/HRIR_L2702_NF100.sofa\n",
      "Resolving sofacoustics.org (sofacoustics.org)... 193.171.195.16\n",
      "Connecting to sofacoustics.org (sofacoustics.org)|193.171.195.16|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 3439918 (3.3M)\n",
      "Saving to: ‘HRIR_L2702_NF100.sofa’\n",
      "\n",
      "HRIR_L2702_NF100.so 100%[===================>]   3.28M  4.43MB/s    in 0.7s    \n",
      "\n",
      "2023-05-09 12:41:05 (4.43 MB/s) - ‘HRIR_L2702_NF100.sofa’ saved [3439918/3439918]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget https://sofacoustics.org/data/database/thk/HRIR_L2702_NF100.sofa"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define Constants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "hrir_path = 'HRIR_L2702_NF100.sofa'\n",
    "hrir_dir = 'KU100'\n",
    "hrir_pos_path = 'pos.txt'\n",
    "target_sr = 44100\n",
    "\n",
    "os.makedirs(hrir_dir, exist_ok=True)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read HRIR sofa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "open SOFA file \"HRIR_L2702_NF100.sofa\"\n",
      " --> samplerate: 48000 Hz, receivers: 2, emitters: 1, measurements: 2702, samples: 128, format: float64\n",
      " --> convention: SimpleFreeFieldHRIR, version: 1.0\n",
      " --> listener: Neumann KU100\n",
      " --> author: Johannes M. Arend\n",
      "HrirSignal(\n",
      "\tl = TimeSignal(\n",
      "\tsignal = array([[ 3.09886740e-04, -5.56936537e-05,  1.24208147e-04, ...,\n",
      "        -2.48885737e-05, -1.33686651e-05,  0.00000000e+00],\n",
      "       [ 3.08360519e-04, -7.71243026e-05,  1.75782207e-04, ...,\n",
      "         2.38507006e-05,  5.65693840e-06, -0.00000000e+00],\n",
      "       [ 3.13903898e-04, -6.08968312e-05,  3.14321433e-04, ...,\n",
      "         1.34063902e-05,  3.59361501e-06,  0.00000000e+00],\n",
      "       ...,\n",
      "       [-3.95955082e-05,  1.44741232e-03,  2.43749711e-04, ...,\n",
      "         1.25562474e-04,  9.98559676e-05,  0.00000000e+00],\n",
      "       [-4.26348639e-05,  1.22677614e-03, -4.86555386e-05, ...,\n",
      "         1.16674039e-04,  2.64576886e-05,  0.00000000e+00],\n",
      "       [-4.74463323e-05,  1.17803012e-03,  1.17911426e-04, ...,\n",
      "        -4.37446144e-06,  1.98810531e-06,  0.00000000e+00]]),\n",
      "\tfs = array(48000),\n",
      "\tdelay = array(None, dtype=object)),\n",
      "\tr = TimeSignal(\n",
      "\tsignal = array([[ 8.22617460e-05,  7.18320535e-04, -3.60850966e-04, ...,\n",
      "        -2.90615749e-06,  3.59493274e-07,  0.00000000e+00],\n",
      "       [ 7.22361383e-05,  7.15221201e-04, -2.64379753e-04, ...,\n",
      "        -9.20466138e-06,  1.51954840e-06,  0.00000000e+00],\n",
      "       [ 5.82885492e-05,  6.77606265e-04, -1.33480733e-04, ...,\n",
      "        -1.82929570e-05,  9.57326969e-07, -0.00000000e+00],\n",
      "       ...,\n",
      "       [ 2.75117981e-04,  7.10927724e-04, -2.81189893e-04, ...,\n",
      "         3.99789257e-05,  2.82920591e-06, -0.00000000e+00],\n",
      "       [ 1.72950116e-04,  1.03334950e-03, -2.15157517e-04, ...,\n",
      "         4.59573424e-05,  7.06161932e-06,  0.00000000e+00],\n",
      "       [ 1.54496641e-04,  1.22324394e-03, -3.41526783e-04, ...,\n",
      "         5.49754945e-05,  9.59979364e-07,  0.00000000e+00]]),\n",
      "\tfs = array(48000),\n",
      "\tdelay = array(None, dtype=object)),\n",
      "\tgrid = SphericalGrid(\n",
      "\tazimuth = array([0.        , 0.        , 0.        , ..., 6.25267161, 6.2625238 ,\n",
      "       6.2625238 ]),\n",
      "\tcolatitude = array([0.        , 0.06127388, 0.15391401, ..., 1.67437731, 1.59145342,\n",
      "       1.55013923]),\n",
      "\tradius = array([1., 1., 1., ..., 1., 1., 1.]),\n",
      "\tweight = None),\n",
      "\tcenter_signal = None)\n"
     ]
    }
   ],
   "source": [
    "hrir = sfa.io.read_SOFA_file(hrir_path)\n",
    "# hrir = spa.io.load_sofa_hrirs(hrir_path)\n",
    "print(hrir)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Cartesian Coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.          0.          1.        ]\n",
      " [ 0.06123555  0.          0.99812334]\n",
      " [ 0.15330703  0.          0.9881786 ]\n",
      " ...\n",
      " [ 0.99417727 -0.03034544 -0.10339586]\n",
      " [ 0.99957325 -0.02065563 -0.02065563]\n",
      " [ 0.99957325 -0.02065563  0.02065563]]\n"
     ]
    }
   ],
   "source": [
    "sr = hrir.l.fs\n",
    "hrir_signal = np.stack((hrir.l.signal, hrir.r.signal), axis=1)\n",
    "hrir_xyz = sfa.utils.sph2cart((hrir.grid.azimuth, hrir.grid.colatitude, hrir.grid.radius)).T\n",
    "print(hrir_xyz)\n",
    "\n",
    "spa_hrir = spa.sig.HRIRs(hrir.l.signal, hrir.r.signal, hrir.grid.azimuth, hrir.grid.colatitude, sr)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Resample to 44100 Hz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "if target_sr != sr:\n",
    "    resampled_hrir = resample(hrir_signal, sr, target_sr, axis=2)\n",
    "else:\n",
    "    resampled_hrir = hrir_signal"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Waveform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 107 (117,)\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_hrir_signal = get_minimum_phase_hrir(resampled_hrir)\n",
    "env = get_envelope(min_hrir_signal)\n",
    "\n",
    "idx = 0\n",
    "\n",
    "half_hann_window = np.ones(64)\n",
    "half_hann_window[-16:] = np.hanning(32)[-16:]\n",
    "\n",
    "cum = np.cumsum(env)\n",
    "cum /= cum[-1]\n",
    "# find the index of the 1% and 99% points\n",
    "idx_1 = np.argmin(np.abs(cum - 0.01))\n",
    "idx_99 = np.argmin(np.abs(cum - 0.99))\n",
    "print(idx_1, idx_99, env.shape)\n",
    "\n",
    "fig = plt.figure(figsize=(10, 6))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.plot(min_hrir_signal[idx, 0, :], label='minimum phase')\n",
    "ax.plot(resampled_hrir[idx, 0, :], label='original')\n",
    "ax.plot(half_hann_window, label='window')\n",
    "ax.set_xlabel('Sample')\n",
    "ax.set_ylabel('Amplitude')\n",
    "ax.set_title('KU100 HRIR')\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get ITDs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "itds = spa.process.itds_from_hrirs(spa_hrir)\n",
    "np.savetxt(os.path.join(hrir_dir, 'itds.txt'), itds, fmt='%f')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spa.plot.hrirs_ild_itd(spa_hrir)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save HRIRs to wav Files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# print(hrir_signal.reshape(-1, hrir_signal.shape[-1]).T.shape)\n",
    "# sf.write(hrir_wave_path, hrir_signal.reshape(-1, hrir_signal.shape[-1]).T, sr)\n",
    "\n",
    "os.makedirs(hrir_dir, exist_ok=True)\n",
    "for i in range(hrir_xyz.shape[0]):\n",
    "    hrir_wave_path = os.path.join(hrir_dir, f'{i}.wav')\n",
    "    sf.write(hrir_wave_path, resampled_hrir[i].T, target_sr)\n",
    "\n",
    "    min_hrir_wave_path = os.path.join(hrir_dir, f'{i}_min.wav')\n",
    "    sf.write(min_hrir_wave_path, min_hrir_signal[i].T, target_sr)\n",
    "\n",
    "# wavfile.write(hrir_wave_path, sr, hrir_signal.reshape(-1, hrir_signal.shape[-1]).T)\n",
    "\n",
    "# np.savetxt(os.path.join(hrir_dir, hrir_pos_path), hrir_xyz, fmt='%.6f')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Triangularisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of simplices: 5400\n"
     ]
    }
   ],
   "source": [
    "hull = ConvexHull(hrir_xyz)\n",
    "\n",
    "print(\"Number of simplices: %d\" % hull.nsimplex)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 10))\n",
    "ax = fig.add_subplot(projection='3d')\n",
    "\n",
    "# ax.scatter(hrir_xyz[:, 0], hrir_xyz[:, 1], hrir_xyz[:, 2], c='r', marker='o')\n",
    "# for simplex in hull.simplices:\n",
    "    # ax.plot(hrir_xyz[simplex, 0], hrir_xyz[simplex, 1], hrir_xyz[simplex, 2], 'k-', alpha=0.5)\n",
    "\n",
    "X, Y, Z = hrir_xyz[:, 0], hrir_xyz[:, 1], hrir_xyz[:, 2]\n",
    "ax.plot_trisurf(X, Y, hull.simplices, Z, color='grey', shade=False, \n",
    "                       linewidth=1, antialiased=True, edgecolor = 'black')\n",
    "\n",
    "ax.set_xlabel('x')\n",
    "ax.set_ylabel('y')\n",
    "ax.set_zlabel('z') \n",
    "ax.set_title('HRIR triangularisation')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1080, 3074, 3101, 3104], [2216, 2217, 3073, 3075, 3463, 3467], [3080, 3466, 3468, 4126, 5296, 5299], [4035, 4036, 4129, 5111, 5297, 5298], [4683, 4684, 4685, 4686, 4687, 4688], [4031, 4032, 4033, 4034, 4056, 4057], [4028, 4029, 4030, 5108, 5284, 5287], [2289, 3505, 4409, 4680, 5285, 5286], [4929, 4930, 4931, 4932, 4933, 4934], [2284, 2285, 3501, 3502, 3908, 3910], [1582, 1583, 2797, 2798, 3907, 3909], [608, 1579, 1584, 1585, 4636, 4637], [2799, 2800, 2801, 4638, 5084, 5085], [106, 107, 604, 605, 832, 833], [14, 105, 589, 591, 835, 836], [588, 590, 2702, 2704], [1490, 1491, 1492, 2705, 3843, 3844], [2747, 2748, 2749, 2750, 2751, 2752], [559, 1493, 1530, 1531, 3899, 3903], [1532, 1533, 1534, 2763, 3900, 3904], [575, 576, 577, 578, 1535, 1536], [94, 95, 96, 570, 580, 582], [525, 581, 1551, 1552, 1557, 1558], [524, 534, 535, 1738, 3981, 3984], [715, 716, 1725, 2926, 3980, 3985], [542, 1508, 1724, 1726, 2725, 2729], [548, 549, 2724, 2728, 2733, 2734], [732, 733, 740, 741, 2730, 2735], [142, 1804, 2872, 2873, 2952, 2953], [2954, 2955, 2956, 2957, 2978, 2979], [703, 776, 1693, 1697], [2702, 2703, 2704, 2705, 3842, 3844], [590, 591, 834, 836, 2702, 2703], [14, 106, 832, 835, 1897, 1898], [508, 1490, 2747, 2751, 3840, 3843], [1530, 1531, 2748, 2752, 3884, 3885], [604, 833, 2799, 4119, 5084, 5087], [4635, 4636, 4637, 4638, 5085, 5086], [3899, 3900, 3901, 3902, 3903, 3904], [575, 1532, 1535, 2763, 3897, 3898], [1583, 1584, 1585, 2798, 3925, 3926], [587, 2284, 2796, 2797, 3909, 3910], [95, 96, 576, 1536, 2757, 2758], [3839, 3840, 3841, 3842, 3843, 3844], [834, 835, 836, 1898, 1903, 1906], [1137, 2285, 2286, 3501, 4929, 4933], [569, 570, 581, 582, 1547, 1552], [524, 525, 1550, 1551, 1737, 1738], [4409, 4410, 4680, 4682, 4930, 4934], [834, 1903, 1904, 2703, 3841, 3842], [508, 2742, 2751, 2752, 3884, 3886], [832, 833, 1897, 3042, 4118, 4119], [5284, 5285, 5286, 5287, 5292, 5293], [3980, 3981, 3982, 3983, 3984, 3985], [1530, 3883, 3885, 3890, 3899, 3901], [5084, 5085, 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3276, 3279, 4295, 4296], [4739, 5129, 5237, 5305, 5379, 5380], [5237, 5238, 5239, 5379, 5385, 5386], [3266, 3267, 3268, 3269, 4295, 4300], [3264, 3265, 3268, 3269, 4290, 4292], [3857, 3858, 3859, 5239, 5383, 5385], [3853, 3854, 3855, 3856, 3858, 3859], [3024, 3265, 4259, 4261, 4292, 4294], [3020, 3021, 3024, 3230, 4261, 4263], [1501, 2710, 3846, 3847, 3855, 3856], [2710, 2711, 2712, 2713, 3846, 3850], [3020, 3022, 3230, 3231, 4081, 4083], [3022, 3023, 4081, 4713, 5116, 5119], [2711, 2713, 2941, 2942, 5106, 5107], [2942, 2943, 3995, 4673, 5105, 5107], [4712, 4713, 4714, 4715, 5119, 5120], [1876, 1877, 3234, 4080, 4712, 4714], [3992, 3993, 3994, 3995, 4670, 4673], [728, 729, 730, 2894, 3992, 3993], [1876, 1877, 3177, 4087, 4089, 4091], [4087, 4088, 4091, 4092, 4724, 4729], [147, 728, 729, 1742, 2918, 2920], [5304, 5306, 5340, 5341, 5351, 5352], [4311, 4865, 4866, 5304, 5341, 5342], [3279, 4296, 4297, 4311, 4866, 4869], [5305, 5306, 5349, 5351, 5380, 5381], [5378, 5379, 5380, 5381, 5386, 5387], [4295, 4296, 4297, 4298, 4299, 4300], [3264, 3269, 3270, 3273, 4299, 4300], [5382, 5383, 5384, 5385, 5386, 5387], [2917, 2918, 2919, 2920, 2921, 2922], [4724, 4725, 4726, 4727, 4728, 4729], [3264, 3265, 3270, 3271, 4259, 4260], [3700, 3854, 3858, 5013, 5383, 5384], [1497, 1501, 3699, 3700, 3854, 3856], [4259, 4260, 4261, 4262, 4263, 4264], [1925, 1926, 4131, 4133, 4725, 4727], [1714, 1715, 1718, 1719, 2917, 2922], [1495, 1497, 1498, 1501, 2710, 2712], [3230, 3231, 3232, 3233, 4263, 4264], [3022, 3023, 3224, 3225, 3231, 3233], [1495, 1496, 2712, 2713, 5104, 5106], [149, 722, 727, 1714, 1716, 1718], [1924, 1926, 4132, 4133, 4743, 4744], [3023, 3223, 3225, 3235, 4713, 4715], [5102, 5103, 5104, 5105, 5106, 5107], [4864, 4865, 5304, 5346, 5352, 5353], [4864, 4865, 4866, 4867, 4868, 4869], [5348, 5349, 5350, 5351, 5352, 5353], [5235, 5339, 5348, 5349, 5378, 5381], [4273, 4274, 4297, 4298, 4868, 4869], [3234, 3235, 3236, 3237, 4714, 4715], [4670, 4671, 4672, 4673, 5103, 5105], [5337, 5338, 5339, 5378, 5382, 5387], [3273, 4273, 4298, 4299, 4303, 4304], [4741, 4742, 4743, 4744, 4745, 4746], [722, 723, 724, 725, 726, 727], [5012, 5013, 5014, 5337, 5382, 5384], [3270, 3271, 3272, 3273, 4302, 4303], [1877, 3174, 3176, 3177, 3234, 3236], [2894, 2915, 2916, 3992, 4670, 4672], [3697, 3698, 3699, 3700, 5013, 5014], [3249, 3250, 3271, 3272, 4260, 4262], [2005, 2006, 3232, 3249, 4262, 4264], [1497, 1498, 1499, 1500, 3698, 3699], [147, 728, 1713, 2894, 2914, 2915], [3176, 3177, 3180, 3181, 4087, 4088], [4134, 4135, 4136, 4137, 4741, 4746], [146, 720, 724, 725, 735, 737], [1495, 1496, 1498, 1500, 2615, 2616], [2006, 3224, 3232, 3233, 4237, 4238], [4310, 4864, 4867, 5023, 5346, 5347], [5344, 5345, 5346, 5347, 5350, 5353], [5232, 5234, 5235, 5344, 5348, 5350], [4274, 4275, 4309, 4310, 4867, 4868], [4273, 4274, 4275, 4304, 4857, 4859], [5233, 5234, 5235, 5236, 5338, 5339], [147, 712, 1712, 1713, 2920, 2921], [1998, 3179, 3180, 4088, 4724, 4726], [3222, 3223, 3224, 3225, 4238, 4240], [1496, 2616, 4571, 4572, 5102, 5104], [4531, 4532, 5012, 5236, 5337, 5338], [4301, 4302, 4303, 4304, 4855, 4857], [3245, 3250, 3253, 3272, 4301, 4302], [2582, 2583, 3697, 4531, 5012, 5014], [2896, 4569, 4571, 4671, 5102, 5103], [3222, 3223, 3228, 3229, 3235, 3237], [919, 920, 1925, 1998, 4725, 4726], [712, 713, 1717, 1719, 2921, 2922], [143, 146, 736, 737, 778, 779], [867, 1927, 4135, 4136, 4156, 4157], [2005, 2009, 3244, 3245, 3249, 3250], [1406, 1499, 2580, 2582, 3697, 3698], [2895, 2896, 2911, 2916, 4671, 4672], [3174, 3175, 3227, 3229, 3236, 3237], [5023, 5024, 5028, 5030, 5345, 5347], [4537, 5026, 5028, 5232, 5344, 5345], [4307, 4308, 4309, 4310, 5023, 5024], [2005, 2006, 2009, 2010, 4237, 4239], [1405, 1406, 1499, 1500, 2614, 2615], [4533, 4534, 4537, 5232, 5233, 5234], [3251, 4275, 4308, 4309, 4858, 4859], [920, 1924, 1925, 1926, 1983, 1984], [1716, 1717, 1718, 1719, 1720, 1721], [4532, 4533, 5017, 5018, 5233, 5236], [4854, 4855, 4856, 4857, 4858, 4859], [1999, 3174, 3175, 3176, 3178, 3181], [2911, 2912, 2913, 2914, 2915, 2916], [2614, 2615, 2616, 3729, 4570, 4572], [4237, 4238, 4239, 4240, 4241, 4242], [3252, 3253, 4272, 4301, 4854, 4855], [2583, 3701, 4531, 4532, 5015, 5017], [2580, 2581, 2582, 2583, 3701, 3702], [3244, 3245, 3252, 3253, 4251, 4252], [3222, 3228, 4240, 4242, 4834, 4835], [4567, 4568, 4569, 4570, 4571, 4572], [1711, 1712, 1713, 2907, 2913, 2914], [3178, 3179, 3180, 3181, 3182, 3183], [3277, 3278, 4307, 5024, 5029, 5030], [5025, 5026, 5027, 5028, 5029, 5030], [710, 721, 722, 723, 1716, 1720], [1924, 1982, 1984, 3084, 4744, 4745], [3251, 3257, 3258, 3277, 4307, 4308], [4534, 4537, 5019, 5021, 5025, 5026], [143, 778, 2986, 2987, 4019, 4020], [867, 3076, 3090, 3092, 4155, 4156], [2009, 2010, 3244, 4252, 4257, 4258], [1405, 1406, 1407, 1408, 2580, 2581], [4533, 4534, 5018, 5019, 5240, 5242], [3251, 3256, 3257, 4269, 4856, 4858], [3226, 3227, 3228, 3229, 4833, 4834], [2895, 2896, 2905, 2906, 4567, 4569], [5015, 5016, 5017, 5018, 5240, 5245], [4269, 4270, 4271, 4272, 4854, 4856], [2010, 4236, 4239, 4241, 4255, 4257], [1405, 1408, 2614, 3729, 4662, 4663], [712, 713, 1705, 1706, 1711, 1712], [919, 1998, 3179, 3182, 4215, 4216], [3238, 3252, 4250, 4251, 4271, 4272], [3701, 3702, 3703, 3704, 5015, 5016], [2895, 2902, 2905, 2908, 2911, 2912], [921, 1999, 2004, 3175, 3226, 3227], [3278, 4283, 4284, 4535, 5027, 5029], [4535, 4536, 5020, 5021, 5025, 5027], [3258, 3259, 3277, 3278, 4281, 4283], [3084, 3085, 3086, 4137, 4745, 4746], [720, 721, 723, 724, 2879, 2880], [3729, 3973, 4568, 4570, 4660, 4663], [4235, 4236, 4241, 4242, 4832, 4835], [3254, 3255, 3256, 3257, 3258, 3259], [5019, 5020, 5021, 5022, 5241, 5242], [1407, 2581, 2608, 2609, 3702, 3703], [4249, 4250, 4251, 4252, 4256, 4258], [919, 920, 1979, 1983, 4215, 4217], [711, 713, 1704, 1705, 1717, 1721], [5240, 5241, 5242, 5243, 5244, 5245], [3255, 3256, 4266, 4267, 4269, 4270], [921, 1999, 3178, 3183, 3188, 3189], [2907, 2908, 2909, 2910, 2912, 2913], [2901, 2906, 3971, 3973, 4567, 4568], [4832, 4833, 4834, 4835, 4836, 4837], [4253, 4254, 4255, 4256, 4257, 4258], [1407, 1408, 2609, 2611, 4661, 4662], [2584, 2585, 3704, 5016, 5244, 5245], [3238, 3262, 4267, 4268, 4270, 4271], [4281, 4282, 4283, 4284, 5173, 5176], [3280, 4284, 4535, 4536, 5171, 5173], [2011, 3280, 3281, 4536, 5020, 5022], [3254, 3259, 4281, 4282, 4842, 4844], [3238, 3246, 3262, 3263, 4249, 4250], [1374, 2585, 2608, 2610, 3703, 3704], [4660, 4661, 4662, 4663, 4668, 4669], [4235, 4236, 4253, 4255, 4828, 4829], [2004, 3220, 3221, 3226, 4833, 4837], [2901, 2902, 2903, 2904, 2905, 2906], [3281, 3282, 3283, 5022, 5241, 5243], [3254, 3255, 4265, 4266, 4844, 4847], [3182, 3183, 3187, 3189, 4216, 4218], [1702, 1706, 1707, 1711, 2907, 2909], [710, 711, 1699, 1700, 1720, 1721], [1979, 1980, 1981, 1982, 1983, 1984], [3086, 4136, 4137, 4157, 4759, 4760], [146, 720, 779, 1827, 2878, 2880], [1821, 2981, 2983, 2987, 4020, 4021], [3090, 3091, 3092, 3093, 3097, 3098], [4265, 4266, 4267, 4268, 4852, 4853], [2584, 3283, 4223, 4224, 5243, 5244], [2608, 2609, 2610, 2611, 2612, 2613], [3246, 3247, 3248, 4249, 4254, 4256], [4230, 4235, 4826, 4828, 4832, 4836], [3971, 3972, 3973, 4660, 4664, 4669], [5171, 5172, 5173, 5174, 5175, 5176], [4280, 4282, 4842, 4843, 5175, 5176], [2011, 2012, 3280, 4841, 5171, 5172], [1710, 2898, 2902, 2904, 2908, 2910], [921, 2004, 3186, 3188, 3219, 3220], [3262, 3263, 4268, 4285, 4850, 4853], [441, 1374, 2584, 2585, 4221, 4223], [2011, 2012, 3281, 3282, 4817, 4818], [4842, 4843, 4844, 4845, 4846, 4847], [3210, 3247, 4253, 4254, 4827, 4829], [2611, 2613, 3725, 4661, 4667, 4668], [1704, 1705, 1706, 1707, 1708, 1709], [4215, 4216, 4217, 4218, 4219, 4220], [3221, 4230, 4836, 4837, 5169, 5170], [2889, 2897, 2901, 2903, 3971, 3972], [3282, 3283, 4224, 4225, 4816, 4817], [3260, 4265, 4846, 4847, 4851, 4852], [3242, 3246, 3248, 3263, 4285, 4286], [441, 442, 443, 1374, 2610, 2612], [710, 721, 1699, 2879, 3969, 3970], [1980, 1982, 1985, 1986, 3084, 3085], [3184, 3185, 3186, 3187, 3188, 3189], [1169, 1702, 1703, 1710, 2909, 2910], [4838, 4839, 4840, 4841, 5172, 5174], [4276, 4279, 4280, 4838, 5174, 5175], [4826, 4827, 4828, 4829, 5163, 5164], [4664, 4665, 4666, 4667, 4668, 4669], [4221, 4222, 4223, 4224, 4225, 4227], [4848, 4849, 4850, 4851, 4852, 4853], [4277, 4278, 4279, 4280, 4843, 4845], [2012, 2013, 4818, 4819, 4840, 4841], [442, 2612, 2613, 3695, 3725, 3726], [3210, 3242, 3247, 3248, 4243, 4244], [3218, 3219, 3220, 3221, 5167, 5169], [2897, 2898, 2899, 2900, 2903, 2904], [4816, 4817, 4818, 4819, 4822, 4823], [3260, 4277, 4515, 4516, 4845, 4846], [1979, 1981, 1987, 1988, 4217, 4219], [711, 1700, 1704, 1708, 2881, 2882], [778, 779, 1826, 1827, 2982, 2986], [4154, 4155, 4156, 4157, 4760, 4762], [4285, 4286, 4287, 4288, 4849, 4850], [441, 443, 1375, 1403, 4221, 4222], [2889, 2892, 2893, 3972, 4664, 4665], [4230, 4826, 5161, 5164, 5168, 5170], [3190, 3193, 3194, 4276, 4838, 4839], [4225, 4226, 4227, 4816, 4821, 4823], [3260, 3261, 4516, 4517, 4848, 4851], [2000, 2001, 3185, 3187, 4218, 4220], [1702, 1703, 1707, 1709, 2331, 2332], [2013, 3193, 3204, 3206, 4839, 4840], [1370, 3190, 3191, 4276, 4278, 4279], [3210, 4243, 4246, 4827, 5162, 5163], [3725, 3726, 3727, 3728, 4666, 4667], [442, 443, 1375, 1376, 3695, 3696], [3242, 3243, 4244, 4245, 4286, 4288], [1370, 3685, 4277, 4278, 4514, 4515], [2013, 3204, 3207, 4819, 4820, 4822], [1169, 1171, 1710, 2887, 2898, 2899], [3165, 3166, 3184, 3186, 3218, 3219], [1985, 3085, 3086, 4153, 4759, 4761], [2877, 2878, 2879, 2880, 3966, 3970], [1402, 1403, 2603, 4222, 4226, 4227], [2008, 2561, 3261, 4287, 4848, 4849], [5165, 5166, 5167, 5168, 5169, 5170], [2889, 2893, 2897, 2900, 3974, 3975], [4820, 4821, 4822, 4823, 4824, 4825], [4514, 4515, 4516, 4517, 5002, 5003], [3190, 3191, 3194, 3195, 3682, 3683], [3192, 3193, 3194, 3195, 3205, 3206], [2575, 2891, 2892, 3727, 4665, 4666], [5159, 5160, 5161, 5162, 5163, 5164], [1980, 1981, 1986, 1988, 3154, 3155], [1699, 1700, 2882, 2884, 3965, 3969], [3695, 3696, 3726, 3728, 5280, 5281], [4243, 4244, 4245, 4246, 4247, 4248], [1370, 3191, 3681, 3682, 3685, 3686], [3204, 3205, 3206, 3207, 3208, 3209], [1375, 1376, 1402, 1403, 2578, 2579], [2007, 2008, 3239, 3243, 4287, 4288], [1987, 2000, 3148, 3149, 4219, 4220], [1708, 1709, 2327, 2331, 2881, 2883], [2603, 2604, 2605, 4226, 4821, 4825], [2561, 3261, 4517, 5002, 5224, 5225], [1991, 2001, 3164, 3166, 3184, 3185], [1169, 1170, 1171, 1703, 2328, 2332], [1404, 3198, 3207, 3208, 4820, 4824], [3684, 3685, 3686, 4514, 5001, 5003], [3192, 3195, 3203, 3683, 4508, 4510], [2887, 2888, 2899, 2900, 3974, 3976], [3165, 3218, 4808, 4809, 5165, 5167], [4830, 4831, 5160, 5161, 5166, 5168], [2890, 2891, 2892, 2893, 3975, 3977], [3192, 3199, 3202, 3203, 3205, 3209], [3681, 3682, 3683, 4505, 4508, 4511], [4228, 4229, 4246, 4248, 5159, 5162], [2575, 3727, 3728, 3837, 5278, 5281], [1376, 2579, 3696, 5081, 5279, 5280], [3239, 3240, 3241, 3243, 4245, 4247], [2007, 2008, 2561, 4500, 5220, 5224], [1402, 1483, 2577, 2578, 2603, 2604], [1404, 2605, 2682, 2683, 4824, 4825], [5000, 5001, 5002, 5003, 5221, 5225], [3679, 3681, 3684, 3686, 4504, 4505], [3196, 3197, 3198, 3199, 3208, 3209], [3200, 3201, 3202, 3203, 4509, 4510], [4508, 4509, 4510, 4511, 4512, 4513], [3072, 3091, 3096, 3097, 3103, 3105], [3090, 3098, 4154, 4155, 4158, 4159], [4759, 4760, 4761, 4762, 5134, 5135], [1985, 1986, 3154, 4153, 5138, 5139], [1987, 1988, 3149, 3151, 3155, 3156], [1990, 1991, 2000, 2001, 3148, 3150], [3164, 3165, 3166, 3167, 4804, 4808], [4210, 4805, 4809, 4831, 5165, 5166], [3171, 3211, 4228, 4830, 5159, 5160], [3241, 4229, 4233, 4234, 4247, 4248], [2007, 3213, 3239, 3240, 4499, 4500], [5220, 5221, 5222, 5223, 5224, 5225], [3679, 3680, 3684, 4503, 5000, 5001], [4504, 4505, 4506, 4507, 4511, 4513], [1369, 3200, 4509, 4512], [2596, 2597, 3197, 3199, 3201, 3202], [1404, 2606, 2681, 2682, 3196, 3198], [1482, 1483, 2604, 2605, 2680, 2683], [2576, 2577, 2578, 2579, 5081, 5082], [5278, 5279, 5280, 5281, 5282, 5283], [2575, 2690, 2890, 2891, 3837, 3838], [3974, 3975, 3976, 3977, 3978, 3979], [346, 499, 1170, 1171, 2887, 2888], [2327, 2328, 2329, 2330, 2331, 2332], [2881, 2882, 2883, 2884, 2885, 2886], [3965, 3966, 3967, 3968, 3969, 3970], [1826, 1827, 1831, 1832, 2877, 2878], [2982, 2983, 2984, 2985, 2986, 2987], [1690, 1696, 1698, 1821, 2980, 2981], [1369, 2597, 3200, 3201, 3707, 3709], [1369, 3707, 3711, 4506, 4512, 4513], [3678, 3679, 3680, 3706, 4504, 4507], [2596, 2606, 3196, 3197, 4550, 4551], [2680, 2681, 2682, 2683, 2684, 2685], [4501, 4502, 4503, 5000, 5221, 5223], [4497, 4498, 4499, 4500, 5220, 5222], [496, 497, 1482, 1483, 2576, 2577], [5081, 5082, 5083, 5274, 5279, 5283], [3213, 3240, 3241, 4234, 5010, 5011], [3211, 3212, 4228, 4229, 4231, 4233], [3837, 3838, 4628, 5277, 5278, 5282], [2596, 2597, 3709, 3710, 4546, 4550], [3705, 3706, 3711, 3712, 4506, 4507], [3171, 3172, 3173, 4210, 4830, 4831], [2690, 2691, 2698, 2890, 3977, 3979], [499, 500, 2701, 2888, 3976, 3978], [4804, 4805, 4806, 4807, 4808, 4809], [3707, 3708, 3709, 3710, 3711, 3712], [2606, 2607, 2681, 2685, 4549, 4551], [3674, 3675, 3678, 3680, 4501, 4503], [1990, 1991, 1994, 1995, 3164, 3167], [346, 1165, 1170, 2325, 2328, 2329], [449, 495, 496, 1482, 2680, 2684], [3676, 3677, 4498, 4502, 5222, 5223], [3148, 3149, 3150, 3151, 3152, 3153], [2327, 2330, 2883, 2886, 3553, 3554], [497, 1487, 2576, 4624, 5082, 5083], [3213, 4497, 4499, 5010, 5228, 5229], [3674, 3678, 3705, 3706, 4495, 4496], [4546, 4547, 4548, 4549, 4550, 4551], [5274, 5275, 5276, 5277, 5282, 5283], [4231, 4232, 4233, 4234, 5009, 5011], [3154, 3155, 3156, 3157, 5137, 5138], [1701, 1828, 2884, 2885, 3965, 3967], [2689, 2690, 2691, 3838, 4625, 4628], [2514, 3168, 3171, 3172, 3211, 3212], [3705, 3708, 3712, 4495, 4538, 4541], [3708, 3710, 4538, 4539, 4546, 4547], [449, 2607, 2684, 2685, 3716, 3717], [2560, 3673, 3675, 3677, 4501, 4502], [3173, 4210, 4805, 4807, 4814, 4815], [2698, 2699, 2700, 2701, 3978, 3979], [495, 496, 497, 498, 1484, 1487], [3676, 4497, 4498, 4524, 5227, 5228], [4153, 4761, 5135, 5139, 5321, 5322], [1832, 2877, 3966, 3968, 4026, 4027], [346, 347, 499, 500, 1165, 1166], [1992, 1995, 3167, 3170, 4804, 4806], [3673, 3674, 3675, 4496, 5247, 5249], [2607, 3713, 3717, 3718, 4548, 4549], [4622, 4623, 4624, 5083, 5274, 5275], [5008, 5009, 5010, 5011, 5226, 5229], [2514, 2515, 2516, 3212, 4231, 4232], [4625, 4626, 4627, 4628, 5276, 5277], [3713, 3714, 4539, 4540, 4547, 4548], [4495, 4496, 4541, 5033, 5246, 5247], [1990, 1993, 1994, 3147, 3150, 3152], [2325, 2326, 2329, 2330, 3552, 3554], [449, 495, 498, 1401, 3715, 3716], [2003, 2560, 3676, 3677, 4524, 4525], [4538, 4539, 4540, 4541, 5033, 5034], [2689, 2691, 2694, 2695, 2698, 2700], [3168, 3172, 3173, 4211, 4812, 4814], [5226, 5227, 5228, 5229, 5230, 5231], [1484, 1485, 1486, 1487, 4622, 4624], [1822, 1826, 1830, 1831, 2982, 2984], [4154, 4158, 4762, 5134, 5313, 5314], [3151, 3153, 3156, 3157, 4802, 4803], [1701, 2367, 2885, 2886, 3551, 3553], [3715, 3716, 3717, 3718, 3723, 3724], [2002, 2003, 2560, 3673, 5248, 5249], [3169, 3170, 4806, 4807, 4813, 4815], [347, 348, 500, 1488, 2699, 2701], [3835, 3836, 4623, 4627, 5275, 5276], [2513, 2515, 4232, 4528, 5008, 5009], [5246, 5247, 5248, 5249, 5253, 5255], [3713, 3714, 3718, 3723, 4542, 4543], [498, 1401, 1484, 1486, 2600, 2601], [4524, 4525, 4526, 4527, 5227, 5230], [2512, 2514, 2516, 3168, 4211, 4212], [2686, 2689, 2693, 2694, 4625, 4626], [3714, 4540, 4542, 4545, 5034, 5035], [5033, 5034, 5035, 5246, 5251, 5253], [1992, 1993, 1994, 1995, 1996, 1997], [1165, 1166, 1167, 1168, 2325, 2326], [1828, 2988, 3967, 3968, 4025, 4026], [5136, 5137, 5138, 5139, 5319, 5322], [4528, 4529, 4530, 5008, 5226, 5231], [444, 1399, 1485, 3835, 4622, 4623], [1401, 2601, 3715, 3724, 4552, 4553], [2002, 2003, 3214, 4523, 4525, 4526], [4810, 4811, 4812, 4813, 4814, 4815], [1488, 1489, 2692, 2695, 2699, 2700], [3549, 3550, 3551, 3552, 3553, 3554], [3147, 3152, 3153, 4200, 4801, 4803], [2512, 2513, 2515, 2516, 2572, 2573], [2686, 2687, 2688, 3836, 4626, 4627], [3723, 3724, 4543, 4544, 4553, 4554], [2002, 3214, 3216, 5248, 5254, 5255], [3694, 4520, 4527, 4530, 5230, 5231], [1399, 1400, 1485, 1486, 2600, 2602], [347, 348, 353, 354, 1166, 1168], [1992, 1996, 3162, 3163, 3169, 3170], [5250, 5251, 5252, 5253, 5254, 5255], [4542, 4543, 4544, 4545, 5037, 5038], [4545, 5035, 5038, 5041, 5250, 5251], [4211, 4212, 4213, 4214, 4811, 4812], [2692, 2693, 2694, 2695, 2696, 2697], [444, 445, 1387, 2688, 3835, 3836], [2513, 2568, 2573, 2574, 4528, 4529], [4520, 4521, 4522, 4523, 4526, 4527], [2600, 2601, 2602, 4552, 5042, 5043], [1689, 1690, 1821, 1823, 2983, 2985], [3096, 3097, 3098, 3099, 4159, 4161], [5134, 5135, 5314, 5315, 5320, 5321], [1830, 1831, 1832, 1833, 4022, 4027], [1701, 1828, 2366, 2367, 2988, 2989], [3157, 4756, 4800, 4802, 5136, 5137], [1993, 1997, 3147, 3159, 4200, 4201], [356, 357, 1167, 2326, 3549, 3552], [4552, 4553, 4554, 5042, 5055, 5057], [3214, 3215, 3216, 3217, 4522, 4523], [2517, 3160, 3162, 3169, 4810, 4813], [345, 348, 352, 354, 1488, 1489], [1390, 1392, 2686, 2687, 2693, 2696], [1372, 2512, 2571, 2572, 4212, 4213], [2568, 2569, 2570, 3694, 4529, 4530], [444, 445, 447, 448, 1399, 1400], [4544, 4554, 5036, 5037, 5052, 5055], [3216, 3217, 3720, 5032, 5252, 5254], [5031, 5032, 5040, 5041, 5250, 5252], [5036, 5037, 5038, 5039, 5040, 5041], [447, 1400, 2602, 4559, 5043, 5044], [1371, 2562, 2569, 3694, 4520, 4521], [2571, 2572, 2573, 2574, 3767, 3768], [1387, 1388, 1389, 1390, 2687, 2688], [345, 1489, 2590, 2591, 2692, 2697], [2517, 2518, 2519, 4214, 4810, 4811], [1996, 1997, 3159, 3163, 4208, 4209], [353, 356, 1167, 1168, 2364, 2365], [5042, 5043, 5044, 5045, 5056, 5057], [1371, 2564, 2565, 3215, 4521, 4522], [4798, 4799, 4800, 4801, 4802, 4803], [2366, 2367, 2370, 2371, 3550, 3551], [445, 448, 1387, 1388, 1397, 1398], [2568, 2570, 2574, 3767, 4594, 4595], [2564, 2566, 3215, 3217, 3719, 3720], [5052, 5053, 5054, 5055, 5056, 5057], [1391, 1392, 2586, 2591, 2696, 2697], [1354, 1372, 1373, 2519, 4213, 4214], [5319, 5320, 5321, 5322, 5323, 5324], [4022, 4023, 4024, 4025, 4026, 4027], [4555, 4562, 5036, 5039, 5052, 5053], [3719, 3720, 3721, 3722, 5031, 5032], [3722, 4555, 4558, 5031, 5039, 5040], [351, 352, 353, 354, 2363, 2364], [3160, 3161, 3162, 3163, 4207, 4209], [2562, 2569, 2570, 4594, 5067, 5068], [447, 448, 1395, 1397, 4559, 4560], [355, 357, 2368, 2370, 3549, 3550], [4200, 4201, 4202, 4203, 4799, 4801], [1372, 1373, 2571, 2643, 3766, 3768], [446, 1385, 1389, 1390, 1391, 1392], [4559, 4560, 4564, 4566, 5044, 5045], [1371, 2562, 2565, 5004, 5067, 5069], [437, 1355, 2517, 2518, 3160, 3161], [345, 351, 352, 1180, 2589, 2590], [4564, 5045, 5049, 5051, 5054, 5056], [2564, 2565, 2566, 2567, 5004, 5006], [3766, 3767, 3768, 4595, 5071, 5072], [1385, 1386, 1388, 1389, 1396, 1398], [1822, 1823, 1824, 1825, 2984, 2985], [4158, 4159, 4160, 4161, 5313, 5316], [2563, 2566, 2567, 2598, 3719, 3721], [4561, 4562, 5047, 5049, 5053, 5054], [2988, 2989, 2990, 2991, 4024, 4025], [4756, 4757, 4758, 5136, 5319, 5324], [2598, 2599, 3721, 3722, 4557, 4558], [4555, 4556, 4557, 4558, 4561, 4562], [355, 356, 357, 1182, 2362, 2365], [3158, 3159, 4201, 4203, 4204, 4208], [1352, 1353, 1354, 1355, 2518, 2519], [2586, 2587, 2588, 2589, 2590, 2591], [1393, 1394, 1395, 1396, 1397, 1398], [4594, 4595, 5068, 5072, 5271, 5272], [5067, 5068, 5069, 5070, 5270, 5271], [1394, 1395, 2593, 4560, 4565, 4566], [446, 493, 494, 1391, 2586, 2587], [436, 1353, 1354, 1373, 2642, 2643], [4204, 4205, 4206, 4207, 4208, 4209], [2362, 2363, 2364, 2365, 3544, 3545], [4563, 4564, 4565, 4566, 5050, 5051], [5004, 5005, 5006, 5007, 5069, 5070], [4756, 4758, 4798, 4800, 5130, 5131], [1184, 2366, 2369, 2371, 2989, 2991], [5046, 5047, 5048, 5049, 5050, 5051], [2563, 2567, 3690, 3693, 5006, 5007], [2641, 2642, 2643, 3766, 5071, 5073], [446, 493, 1383, 1384, 1385, 1386], [4556, 4561, 4573, 4575, 5046, 5047], [2563, 2598, 2599, 3690, 3755, 3756], [2599, 3755, 4556, 4557, 4575, 4577], [351, 1180, 2359, 2363, 3543, 3544], [437, 438, 1362, 3161, 4206, 4207], [5071, 5072, 5073, 5074, 5272, 5273], [1377, 1381, 1383, 1386, 1393, 1396], [1806, 1822, 1825, 1829, 1830, 1833], [5313, 5314, 5315, 5316, 5317, 5318], [4202, 4460, 4798, 4799, 5130, 5132], [2368, 2369, 2370, 2371, 2372, 2373], [1179, 1180, 2356, 2359, 2588, 2589], [437, 438, 1352, 1355, 1356, 1357], [5268, 5269, 5270, 5271, 5272, 5273], [1377, 1378, 1393, 1394, 2592, 2593], [2592, 2593, 2594, 2595, 4563, 4565], [4518, 4519, 5005, 5070, 5269, 5270], [436, 1352, 1353, 1357, 2520, 2521], [350, 492, 494, 1179, 2587, 2588], [355, 1181, 1182, 1185, 2368, 2372], [1989, 3158, 4202, 4203, 4460, 4461], [3689, 3692, 3693, 4519, 5005, 5007], [1456, 1458, 2595, 4563, 5048, 5050], [1456, 3747, 4573, 4574, 5046, 5048], [3690, 3691, 3692, 3693, 3756, 3757], [3754, 3755, 3756, 3757, 4577, 4578], [4573, 4574, 4575, 4576, 4577, 4578], [491, 492, 493, 494, 1382, 1384], [436, 1464, 2520, 2523, 2641, 2642], [4754, 4755, 5315, 5318, 5320, 5323], [1829, 1833, 2960, 2961, 4022, 4023], [1181, 1182, 2361, 2362, 3545, 3546], [1360, 1361, 1989, 3158, 4204, 4205], [1464, 1465, 2641, 5064, 5073, 5074], [1379, 1380, 1381, 1382, 1383, 1384], [1377, 1378, 1380, 1381, 1447, 1449], [5064, 5065, 5066, 5074, 5268, 5273], [1361, 1362, 2525, 2526, 4205, 4206], [3543, 3544, 3545, 3546, 3547, 3548], [1378, 1446, 1447, 1455, 2592, 2594], [3687, 3688, 4518, 5066, 5268, 5269], [4146, 4747, 4754, 4757, 5323, 5324], [1791, 2959, 2961, 2990, 4023, 4024], [1454, 1455, 1458, 1459, 2594, 2595], [2653, 2656, 3688, 3689, 4518, 4519], [438, 1356, 1358, 1362, 2524, 2525], [2356, 2357, 2358, 2359, 3543, 3547], [1456, 1457, 1458, 1459, 3747, 3748], [2637, 2653, 2657, 3689, 3691, 3692], [2637, 3691, 3751, 3753, 3754, 3757], [3746, 3747, 3748, 3749, 4574, 4576], [3749, 3750, 3751, 3754, 4576, 4578], [1356, 1357, 1358, 1359, 2521, 2522], [350, 1179, 2352, 2353, 2356, 2358], [1183, 1184, 1790, 1791, 2990, 2991], [4747, 4757, 4758, 5131, 5309, 5310], [2520, 2521, 2522, 2523, 2648, 2649], [82, 350, 491, 492, 2351, 2352], [82, 83, 84, 491, 1379, 1382], [1464, 1465, 2523, 2639, 2646, 2649], [5130, 5131, 5132, 5133, 5307, 5310], [1183, 1184, 2369, 2373, 2378, 2379], [84, 471, 1379, 1380, 1448, 1449], [1463, 1465, 2638, 2639, 5064, 5065], [1463, 3687, 4588, 4589, 5065, 5066], [1446, 1447, 1448, 1449, 2633, 2634], [1185, 2372, 2373, 2375, 2379, 2380], [4459, 4460, 4461, 4965, 5132, 5133], [2655, 2656, 3687, 3688, 4586, 4588], [1446, 1452, 1454, 1455, 2631, 2633], [1452, 1454, 1457, 1459, 1476, 1478], [2653, 2654, 2655, 2656, 2657, 2658], [1466, 2637, 2657, 2658, 3752, 3753], [1457, 1473, 1476, 2636, 3746, 3748], [2636, 3746, 3749, 3750, 4582, 4584], [3750, 3751, 3752, 3753, 4580, 4582], [1360, 1989, 2529, 3656, 4459, 4461], [1181, 1185, 2360, 2361, 2374, 2375], [2360, 2361, 3534, 3535, 3546, 3548], [1360, 1361, 2526, 2527, 2528, 2529], [2524, 2525, 2526, 2527, 4466, 4467], [2357, 3534, 3547, 3548, 4936, 4937], [2353, 2357, 2358, 4425, 4935, 4936], [1358, 1359, 2524, 2534, 4465, 4467], [1359, 2522, 2534, 2535, 2647, 2648], [2350, 2351, 2352, 2353, 4423, 4425], [82, 83, 361, 362, 2350, 2351], [2644, 2645, 2646, 2647, 2648, 2649], [2638, 2639, 2645, 2646, 3759, 3760], [83, 84, 360, 362, 470, 471], [470, 471, 1448, 1451, 2634, 2635], [1463, 2638, 3760, 4589, 5264, 5266], [4586, 4587, 4588, 4589, 5262, 5264], [2630, 2631, 2632, 2633, 2634, 2635], [1452, 1453, 1477, 1478, 2631, 2632], [2650, 2654, 2655, 3761, 4586, 4587], [1466, 1467, 2650, 2652, 2654, 2658], [1473, 1474, 1475, 1476, 1477, 1478], [474, 1473, 1474, 2636, 4583, 4584], [1460, 1466, 1467, 3752, 4579, 4580], [4579, 4580, 4581, 4582, 4583, 4584], [1693, 1694, 1695, 1696, 1697, 1698], [1689, 1690, 1691, 1692, 1695, 1696], [1689, 1691, 1813, 1814, 1823, 1824], [1805, 1806, 1814, 1815, 1824, 1825], [1805, 1806, 1829, 2960, 2975, 2976], [2958, 2959, 2960, 2961, 2976, 2977], [1789, 1790, 1791, 1808, 2958, 2959], [1183, 1789, 1790, 1793, 2378, 2382], [2378, 2379, 2380, 2381, 2382, 2383], [2374, 2375, 2376, 2377, 2380, 2381], [2354, 2360, 2374, 2377, 3533, 3535], [3533, 3534, 3535, 4428, 4937, 4940], [4935, 4936, 4937, 4938, 4939, 4940], [4423, 4424, 4425, 4426, 4935, 4938], [361, 1187, 2350, 3538, 4423, 4424], [360, 361, 362, 1187, 1188, 1190], [360, 470, 1188, 1451, 3556, 3557], [1450, 1451, 2630, 2635, 3556, 3560], [1450, 1453, 2630, 2632, 3831, 3833], [1453, 1470, 1475, 1477, 3829, 3831], [474, 1469, 1470, 1472, 1474, 1475], [474, 1469, 2673, 2675, 4581, 4583], [1460, 1461, 2673, 2674, 4579, 4581], [1460, 1461, 1462, 1467, 2651, 2652], [2650, 2651, 2652, 3761, 4591, 4593], [3761, 4587, 4591, 5063, 5262, 5263], [5262, 5263, 5264, 5265, 5266, 5267], [3758, 3759, 3760, 4585, 5266, 5267], [2531, 2532, 2644, 2645, 3758, 3759], [2531, 2535, 2644, 2647, 3658, 3659], [2534, 2535, 3659, 3660, 4464, 4465], [4464, 4465, 4466, 4467, 4469, 4470], [2527, 2528, 2530, 4466, 4468, 4469], [2528, 2529, 2530, 3656, 4969, 4970], [3656, 4459, 4965, 4966, 4968, 4970], [4965, 4966, 4967, 5133, 5307, 5308], [5307, 5308, 5309, 5310, 5311, 5312], [4146, 4147, 4148, 4747, 5309, 5311], [3106, 4144, 4146, 4147, 4754, 4755], [3106, 4755, 4763, 4764, 5317, 5318], [4160, 4763, 5144, 5145, 5316, 5317], [3095, 3099, 4160, 4161, 5143, 5144], [3094, 3095, 3096, 3099, 3100, 3103], [3100, 3101, 3102, 3103, 3104, 3105], [2673, 2674, 2675, 3803, 3823, 3826], [1469, 1471, 1472, 2675, 3800, 3803], [1461, 1462, 2663, 2674, 3823, 3827], [1462, 2651, 2663, 2665, 4592, 4593], [1470, 1471, 1472, 2677, 3829, 3830], [3829, 3830, 3831, 3832, 3833, 3834], [4590, 4591, 4592, 4593, 5062, 5063], [5062, 5063, 5257, 5258, 5263, 5265], [507, 1450, 3559, 3560, 3833, 3834], [3555, 3556, 3557, 3558, 3559, 3560], [4585, 5058, 5258, 5261, 5265, 5267], [2532, 2533, 3758, 4585, 5058, 5060], [1188, 1189, 1190, 2387, 3557, 3558], [1186, 1187, 1189, 1190, 3538, 3539], [2531, 2532, 2533, 3658, 4477, 4478], [3658, 3659, 3660, 3661, 4478, 4479], [3538, 3539, 3540, 3541, 4424, 4426], [3541, 4426, 4938, 4939, 4943, 4944], [3657, 3660, 3661, 4464, 4470, 4471], [4468, 4469, 4470, 4471, 4472, 4473], [4427, 4428, 4939, 4940, 4941, 4944], [2354, 2355, 3533, 3542, 4427, 4428], [2530, 3652, 4468, 4473, 4969, 4971], [4968, 4969, 4970, 4971, 4972, 4973], [774, 2343, 2354, 2355, 2376, 2377], [3800, 3801, 3802, 3803, 3825, 3826], [3823, 3824, 3825, 3826, 3827, 3828], [2663, 2664, 2665, 2666, 3827, 3828], [1471, 2662, 2676, 2677, 3800, 3801], [2676, 2677, 2678, 2679, 3830, 3832], [2547, 2640, 2664, 2665, 4590, 4592], [2640, 3765, 4590, 5062, 5256, 5257], [473, 506, 507, 2679, 3832, 3834], [774, 775, 1792, 2376, 2381, 2383], [4462, 4463, 4966, 4967, 4968, 4973], [5256, 5257, 5258, 5259, 5260, 5261], [505, 506, 507, 2384, 3555, 3559], [2384, 2385, 2386, 2387, 3555, 3558], [5058, 5059, 5060, 5061, 5260, 5261], [4463, 4752, 4753, 4967, 5308, 5312], [1792, 1793, 1796, 1797, 2382, 2383], [359, 502, 1186, 1189, 2386, 2387], [2533, 4476, 4477, 4482, 5060, 5061], [4476, 4477, 4478, 4479, 4480, 4481], [358, 359, 1186, 3536, 3539, 3540], [1789, 1793, 1795, 1797, 1807, 1808], [4148, 4152, 4751, 4753, 5311, 5312], [3657, 3661, 3664, 4475, 4479, 4480], [3536, 3537, 3540, 3541, 4942, 4943], [3796, 3802, 3806, 3807, 3824, 3825], [2666, 3804, 3806, 3811, 3824, 3828], [2661, 2662, 3796, 3798, 3801, 3802], [2661, 2662, 2676, 2678, 5075, 5077], [2547, 2664, 2666, 3804, 3815, 3816], [3653, 3657, 3664, 3665, 4471, 4472], [4941, 4942, 4943, 4944, 4945, 4946], [473, 1479, 2678, 2679, 5077, 5079], [2547, 2640, 3764, 3765, 3812, 3815], [4144, 4145, 4147, 4148, 4151, 4152], [1807, 1808, 2958, 2977, 4010, 4011], [85, 473, 505, 506, 1479, 1480], [3762, 3763, 3764, 3765, 5256, 5259], [3652, 3653, 3654, 3655, 4472, 4473], [3542, 4415, 4416, 4427, 4941, 4946], [85, 86, 501, 505, 2384, 2385], [3762, 4974, 4975, 5059, 5259, 5260], [4482, 4489, 4974, 4977, 5059, 5061], [501, 502, 503, 504, 2385, 2386], [2343, 2355, 3525, 3542, 4414, 4416], [880, 3089, 3652, 3654, 4971, 4972], [3106, 3107, 4144, 4145, 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891, 893], [31, 32, 35, 36, 43, 44], [33, 34, 35, 36, 37, 38], [385, 386, 387, 1227, 2439, 2440], [886, 887, 888, 1941, 3122, 3123], [4165, 4166, 4167, 4168, 4172, 4174], [49, 51, 52, 378, 1224, 1225], [372, 375, 376, 1202, 2399, 2400], [3305, 3306, 3307, 3308, 3309, 3310], [980, 982, 3309, 3310, 3314, 3315], [372, 376, 1207, 1209, 1216, 1217], [51, 52, 370, 371, 1196, 1197], [4169, 4170, 4171, 4172, 4173, 4174], [1940, 1941, 1942, 3118, 3123, 3124], [1226, 1227, 1228, 2435, 2440, 2441], [373, 374, 1208, 1209, 1216, 1220], [977, 978, 979, 980, 3313, 3314], [891, 892, 893, 1956, 3131, 3135], [389, 390, 808, 810, 1230, 1232], [260, 261, 373, 374, 932, 935], [268, 269, 959, 962, 977, 978], [1932, 2053, 2055, 2056, 4169, 4170], [371, 1194, 1195, 1196, 1201, 1203], [0, 33, 37, 260, 932, 936], [32, 43, 268, 959, 2014, 2015], [0, 32, 33, 36, 2014, 2019], [366, 377, 384, 1228, 2435, 2436], [230, 871, 875, 1942, 3118, 3119], [2055, 2056, 2057, 2058, 3305, 3308], [375, 1194, 1202, 1203, 2420, 2423], [780, 781, 782, 2962, 4000, 4004], [24, 234, 238, 2209, 3439, 3440], [1956, 1957, 1958, 1959, 3134, 3135], [59, 196, 197, 390, 1231, 1232], [49, 50, 363, 366, 377, 378], [871, 874, 875, 3110, 4165, 4166], [2058, 2067, 3308, 3310, 3315, 3316], [375, 376, 1217, 1218, 2420, 2421], [1216, 1217, 1218, 1219, 1220, 1221], [3311, 3312, 3313, 3314, 3315, 3316], [3110, 3112, 3113, 4165, 4171, 4172], [9, 49, 50, 52, 369, 370], [59, 193, 197, 385, 2439, 2442], [252, 886, 1958, 1959, 3122, 3125], [262, 961, 962, 978, 3312, 3313], [374, 934, 935, 1215, 1220, 1221], [932, 933, 934, 935, 936, 937], [959, 960, 961, 962, 2015, 2016], [2014, 2015, 2016, 2017, 2018, 2019], [0, 216, 936, 937, 2018, 2019], [369, 370, 371, 1195, 2491, 2492], [1932, 1933, 3113, 3114, 4170, 4171], [236, 237, 238, 239, 2208, 2209], [17, 189, 780, 782, 784, 785], [2439, 2440, 2441, 2442, 2443, 2444], [3122, 3123, 3124, 3125, 3126, 3127], [1932, 1933, 2056, 2057, 2059, 2062], [1194, 1195, 2423, 2424, 2489, 2492], [2419, 2420, 2421, 2422, 2423, 2424], [2057, 2058, 2059, 2064, 2067, 2068], [3118, 3119, 3120, 3121, 3124, 3127], [2435, 2436, 2437, 2438, 2441, 2444], [1218, 1219, 2413, 2414, 2421, 2422], [2065, 2066, 2067, 2068, 3311, 3316], [25, 26, 236, 239, 312, 313], [2, 17, 784, 809, 2999, 3000], [1214, 1215, 1219, 1221, 2413, 2417], [262, 940, 986, 2066, 3311, 3312], [872, 873, 874, 875, 3119, 3121], [363, 364, 365, 366, 2436, 2438], [933, 934, 1214, 1215, 3056, 3058], [262, 940, 960, 961, 2029, 2031], [938, 960, 2016, 2017, 2026, 2029], [216, 217, 933, 937, 3058, 3060], [216, 217, 263, 938, 2017, 2018], [873, 874, 876, 3110, 3111, 3112], [9, 50, 72, 73, 363, 364], [808, 809, 810, 1855, 2998, 3000], [26, 47, 311, 313, 892, 893], [3111, 3112, 3113, 3114, 3115, 3116], [9, 73, 369, 413, 2488, 2491], [2487, 2488, 2489, 2490, 2491, 2492], [278, 1933, 2061, 2062, 3114, 3115], [47, 48, 251, 892, 1956, 1957], [192, 196, 390, 808, 1854, 1855], [2419, 2424, 2426, 2428, 2489, 2490], [2059, 2060, 2061, 2062, 2063, 2064], [988, 989, 2063, 2064, 2065, 2068], [2414, 2415, 2419, 2422, 2425, 2426], [192, 193, 194, 195, 196, 197], [251, 252, 253, 254, 1957, 1958], [985, 986, 987, 989, 2065, 2066], [2413, 2414, 2415, 2416, 2417, 2418], [1214, 2412, 2417, 2418, 3056, 3057], [939, 940, 986, 987, 2030, 2031], [2026, 2027, 2028, 2029, 2030, 2031], [3056, 3057, 3058, 3059, 3060, 3061], [217, 263, 264, 852, 3060, 3061], [263, 264, 938, 947, 2026, 2027], [252, 253, 915, 916, 3125, 3126], [193, 194, 418, 419, 2442, 2443], [419, 1300, 1301, 2437, 2443, 2444], [916, 1973, 1974, 3120, 3126, 3127], [872, 906, 1973, 1975, 3120, 3121], [365, 416, 1299, 1300, 2437, 2438], [72, 75, 364, 365, 416, 417], [872, 873, 876, 877, 906, 907], [876, 877, 878, 879, 3111, 3116], [72, 73, 74, 75, 413, 415], [413, 414, 415, 1294, 2487, 2488], [46, 277, 278, 878, 3115, 3116], [277, 278, 2047, 2051, 2060, 2061], [1294, 1295, 2427, 2428, 2487, 2490], [2425, 2426, 2427, 2428, 3588, 3590], [279, 988, 2047, 2050, 2060, 2063], [279, 964, 965, 985, 988, 989], [2411, 2415, 2416, 2425, 3590, 3592], [2411, 2412, 2416, 2418, 3582, 3584], [265, 939, 963, 964, 985, 987], [265, 267, 939, 948, 2028, 2030], [2168, 2412, 3057, 3059, 3584, 3586], [852, 853, 2165, 2168, 3059, 3061], [945, 946, 947, 948, 2027, 2028], [213, 264, 852, 853, 946, 947], [141, 703, 704, 709, 1693, 1694], [141, 190, 708, 709, 786, 789], [786, 787, 788, 789, 4001, 4005], [781, 788, 794, 795, 4004, 4005], [781, 782, 783, 785, 795, 796], [783, 784, 785, 2999, 4452, 4454], [2998, 2999, 3000, 3001, 4453, 4454], [1852, 1853, 1854, 1855, 2998, 3001], [18, 192, 195, 807, 1852, 1854], [18, 194, 195, 198, 418, 421], [418, 419, 420, 421, 1298, 1301], [1296, 1297, 1298, 1299, 1300, 1301], [416, 417, 1296, 1299, 2458, 2459], [74, 75, 417, 1276, 2459, 2460], [74, 403, 414, 415, 1276, 1277], [66, 402, 403, 414, 1294, 1295], [66, 856, 1295, 2427, 3587, 3588], [3587, 3588, 3589, 3590, 3591, 3592], [214, 2411, 3581, 3582, 3591, 3592], [3581, 3582, 3583, 3584, 3585, 3586], [2165, 2166, 2167, 2168, 3585, 3586], [213, 853, 858, 1050, 2165, 2166], [213, 858, 941, 942, 945, 946], [266, 267, 941, 944, 945, 948], [265, 266, 267, 963, 3288, 3289], [963, 964, 965, 2041, 3287, 3288], [279, 965, 2041, 2043, 2049, 2050], [2047, 2048, 2049, 2050, 2051, 2052], [46, 270, 277, 969, 2051, 2052], [46, 270, 878, 879, 4191, 4192], [877, 879, 905, 907, 4189, 4191], [904, 905, 906, 907, 1975, 1976], [1973, 1974, 1975, 1976, 1977, 1978], [915, 916, 917, 918, 1974, 1978], [27, 253, 254, 255, 915, 918], [27, 48, 251, 254, 2256, 2257], [47, 48, 311, 1091, 2255, 2257], [310, 311, 312, 313, 1090, 1091], [239, 310, 312, 2208, 4384, 4385], [2208, 2209, 3440, 3454, 4383, 4385], [3439, 3440, 3453, 3454, 4374, 4375], [4373, 4374, 4375, 4376, 4905, 4908], [4905, 4906, 4907, 4908, 4909, 4910], [1080, 1081, 3101, 3102, 4906, 4909], [858, 859, 942, 943, 1049, 1050], [1048, 1049, 1050, 1051, 2166, 2167], [941, 942, 943, 944, 2020, 2023], [266, 944, 2020, 2024, 3289, 3290], [215, 303, 1051, 2167, 3583, 3585], [214, 215, 1054, 1055, 3581, 3583], [3287, 3288, 3289, 3290, 3297, 3299], [2041, 2042, 2043, 3287, 3296, 3297], [214, 857, 1052, 1054, 3589, 3591], [856, 857, 1913, 1916, 3587, 3589], [272, 967, 2042, 2043, 2048, 2049], [967, 968, 969, 970, 2048, 2052], [66, 402, 856, 1270, 1913, 1918], [402, 403, 1270, 1271, 1275, 1277], [270, 969, 970, 3138, 4190, 4192], [4187, 4188, 4189, 4190, 4191, 4192], [1274, 1275, 1276, 1277, 2455, 2460], [2455, 2456, 2457, 2458, 2459, 2460], [250, 904, 905, 908, 4187, 4189], [247, 249, 250, 904, 1976, 1977], [10, 69, 1296, 1297, 2456, 2458], [10, 19, 199, 420, 1297, 1298], [28, 247, 256, 917, 1977, 1978], [255, 256, 917, 918, 1088, 1089], [198, 199, 420, 421, 1292, 1293], [859, 1048, 1049, 3062, 3066, 3070], [859, 943, 2022, 2023, 3066, 3068], [2020, 2021, 2022, 2023, 2024, 2025], [303, 304, 1048, 1051, 3062, 3065], [215, 303, 304, 1055, 1248, 1249], [2024, 2025, 2046, 3290, 3298, 3299], [3294, 3295, 3296, 3297, 3298, 3299], [1052, 1053, 1054, 1055, 1247, 1249], [18, 198, 807, 1292, 2471, 2472], [27, 255, 1088, 2235, 2256, 2258], [271, 272, 966, 2042, 3295, 3296], [855, 857, 1052, 1053, 1915, 1916], [1913, 1914, 1915, 1916, 1917, 1918], [271, 272, 894, 895, 967, 968], [2255, 2256, 2257, 2258, 2259, 2260], [807, 1852, 1853, 2471, 4443, 4444], [1270, 1271, 1272, 1273, 1917, 1918], [895, 968, 970, 1961, 3138, 3139], [3136, 3137, 3138, 3139, 4188, 4190], [71, 406, 1271, 1273, 1274, 1275], [1853, 3001, 4443, 4453, 4959, 4960], [1090, 1091, 2206, 2207, 2255, 2259], [908, 913, 914, 3136, 4187, 4188], [404, 405, 406, 1274, 2455, 2457], [3066, 3067, 3068, 3069, 3070, 3071], [861, 863, 2021, 2022, 3068, 3069], [3062, 3063, 3064, 3065, 3070, 3071], [304, 1248, 3064, 3065, 3593, 3595], [861, 866, 2021, 2025, 2045, 2046], [248, 249, 250, 908, 910, 914], [67, 68, 69, 405, 2456, 2457], [1247, 1248, 1249, 1253, 3595, 3598], [2045, 2046, 3291, 3293, 3294, 3298], [310, 1090, 2205, 2206, 4384, 4386], [4451, 4452, 4453, 4454, 4960, 4961], [854, 855, 1053, 1247, 1252, 1253], [966, 3291, 3294, 3295, 4874, 4875], [28, 247, 248, 249, 257, 258], [10, 19, 67, 69, 200, 201], [854, 855, 1255, 1257, 1914, 1915], [271, 894, 966, 4874, 5326, 5327], [894, 895, 1961, 4779, 5325, 5326], [391, 1254, 1255, 1272, 1914, 1917], [19, 199, 201, 1293, 2476, 2477], [28, 256, 258, 1089, 2238, 2239], [4383, 4384, 4385, 4386, 4387, 4388], [783, 796, 1839, 3616, 4451, 4452], [70, 71, 391, 393, 1272, 1273], [1960, 1961, 3137, 3139, 4777, 4779], [860, 862, 863, 1921, 3067, 3069], [1921, 1922, 1923, 3063, 3067, 3071], [1922, 2453, 3063, 3064, 3593, 3594], [861, 862, 863, 864, 865, 866], [865, 866, 2044, 2045, 3292, 3293], [3593, 3594, 3595, 3596, 3597, 3598], [1292, 1293, 2472, 2473, 2474, 2477], [1088, 1089, 2232, 2235, 2236, 2239], [246, 909, 913, 1960, 3136, 3137], [3, 6, 70, 71, 404, 406], [1250, 1251, 1252, 1253, 3597, 3598], [3291, 3292, 3293, 4875, 5183, 5184], [4874, 4875, 5183, 5186, 5327, 5328], [62, 854, 1251, 1252, 1256, 1257], [3, 4, 5, 68, 404, 405], [909, 910, 911, 912, 913, 914], [2232, 2233, 2234, 2235, 2258, 2260], [2471, 2472, 2473, 3606, 4442, 4444], [794, 795, 796, 800, 1838, 1839], [3453, 3454, 3455, 3456, 4383, 4388], [5325, 5326, 5327, 5328, 5362, 5363], [1254, 1255, 1256, 1257, 1259, 1260], [4, 67, 68, 200, 3610, 3611], [248, 257, 910, 911, 2244, 2245], [860, 1919, 1921, 1923, 2154, 2158], [1922, 1923, 2154, 2155, 2452, 2453], [860, 862, 864, 1045, 1919, 1920], [4777, 4778, 4779, 5325, 5358, 5362], [391, 392, 393, 1254, 1260, 1261], [2451, 2452, 2453, 2454, 3594, 3596], [864, 865, 1045, 2044, 3402, 3403], [1092, 2204, 2207, 2234, 2259, 2260], [4441, 4442, 4443, 4444, 4959, 4962], [1241, 1246, 1250, 2454, 3596, 3597], [2044, 3292, 3402, 4315, 5184, 5185], [257, 258, 2237, 2238, 2241, 2244], [200, 201, 2475, 2476, 3609, 3611], [6, 7, 8, 70, 392, 393], [246, 896, 1960, 4193, 4777, 4778], [5183, 5184, 5185, 5186, 5365, 5367], [62, 63, 1241, 1242, 1250, 1251], [62, 63, 394, 1256, 1258, 1259], [5186, 5328, 5361, 5363, 5364, 5365], [246, 896, 898, 899, 909, 912], [3, 5, 6, 8, 408, 409], [2474, 2475, 2476, 2477, 2478, 2479], [2236, 2237, 2238, 2239, 2251, 2252], [1919, 1920, 2157, 2158, 2162, 2164], [2153, 2154, 2155, 2156, 2157, 2158], [4959, 4960, 4961, 4962, 4963, 4964], [2204, 2205, 2206, 2207, 3444, 3445], [1045, 1920, 2161, 2162, 3403, 3404], [1044, 1243, 2155, 2156, 2451, 2452], [191, 787, 788, 794, 797, 800], [3453, 3455, 3461, 3462, 4373, 4374], [5358, 5359, 5360, 5361, 5362, 5363], [1258, 1259, 1260, 1261, 1262, 1263], [1243, 1244, 1245, 1246, 2451, 2454], [3402, 3403, 3404, 4315, 4876, 4878], [899, 903, 911, 912, 2240, 2245], [4, 5, 408, 2481, 3608, 3610], [1241, 1242, 1245, 1246, 2129, 2130], [4315, 4876, 4881, 5185, 5366, 5367], [4193, 4194, 4778, 5355, 5358, 5359], [7, 392, 400, 401, 1261, 1262], [2473, 2474, 2478, 2484, 3606, 3607], [2232, 2233, 2236, 2251, 3481, 3482], [5364, 5365, 5366, 5367, 5369, 5370], [63, 394, 1242, 2130, 3372, 3373], [3608, 3609, 3610, 3611, 4439, 4440], [2240, 2241, 2242, 2243, 2244, 2245], [2150, 2152, 2153, 2157, 2163, 2164], [1043, 1044, 2148, 2150, 2153, 2156], [2159, 2160, 2161, 2162, 2163, 2164], [2205, 2213, 3443, 3445, 4386, 4387], [3616, 3617, 3618, 4451, 4961, 4964], [7, 8, 396, 401, 407, 409], [896, 897, 898, 3140, 4193, 4194], [2160, 2161, 3399, 3404, 4877, 4878], [301, 302, 1043, 1044, 1243, 1244], [394, 395, 1258, 1263, 3371, 3372], [5354, 5360, 5361, 5364, 5370, 5371], [1092, 2233, 2234, 3481, 4391, 4392], [3606, 3607, 4441, 4442, 4449, 4450], [302, 1244, 1245, 2129, 3364, 3365], [4876, 4877, 4878, 4879, 4880, 4881], [2237, 2241, 2243, 2252, 4927, 4928], [2475, 2479, 3609, 4439, 4953, 4954], [407, 408, 409, 2463, 2481, 2482], [897, 898, 899, 903, 1971, 1972], [5354, 5355, 5356, 5357, 5359, 5360], [65, 395, 399, 400, 1262, 1263], [2129, 2130, 3364, 3367, 3370, 3373], [4880, 4881, 5329, 5366, 5368, 5369], [1046, 1047, 2151, 2152, 2159, 2163], [2147, 2148, 2149, 2150, 2151, 2152], [295, 298, 301, 1043, 2147, 2148], [297, 1047, 2159, 2160, 3398, 3399], [5368, 5369, 5370, 5371, 5372, 5373], [3370, 3371, 3372, 3373, 3374, 3375], [396, 397, 398, 399, 400, 401], [3140, 3141, 3142, 4194, 5355, 5356], [902, 903, 1967, 1972, 2240, 2242], [2480, 2481, 2482, 3608, 4438, 4440], [295, 301, 302, 1034, 3365, 3366], [3398, 3399, 3400, 3401, 4877, 4879], [2251, 2252, 3482, 4396, 4926, 4928], [2478, 2479, 2484, 2486, 4953, 4955], [3615, 4441, 4448, 4449, 4962, 4963], [1092, 2204, 3444, 4391, 4915, 4916], [2212, 2213, 2215, 3456, 4387, 4388], [1838, 1839, 1840, 1841, 3616, 3617], [190, 191, 706, 707, 786, 787], [2211, 3457, 3461, 4373, 4905, 4907], [3401, 4879, 4880, 5152, 5329, 5330], [3364, 3365, 3366, 3367, 3368, 3369], [64, 65, 291, 395, 3371, 3374], [4197, 5156, 5354, 5357, 5371, 5372], [897, 1965, 1970, 1971, 3140, 3141], [396, 397, 407, 410, 2463, 2464], [296, 1046, 2149, 2151, 3389, 3390], [296, 297, 1041, 1042, 1046, 1047], [298, 1036, 2147, 2149, 3386, 3389], [4437, 4438, 4439, 4440, 4954, 4956], [900, 902, 2242, 2243, 4925, 4927], [5329, 5330, 5331, 5332, 5368, 5373], [1032, 2127, 3367, 3368, 3370, 3375], [295, 298, 1033, 1034, 1036, 1038], [297, 1042, 2317, 2318, 3398, 3400], [1966, 3142, 3144, 4197, 5356, 5357], [64, 65, 398, 399, 1264, 1265], [2484, 2485, 2486, 3607, 4447, 4450], [3481, 3482, 4389, 4392, 4393, 4396], [1967, 1968, 1969, 1970, 1971, 1972], [2463, 2464, 2466, 2467, 2480, 2482], [1033, 1034, 1035, 2128, 3366, 3369], [2317, 2320, 3400, 3401, 5152, 5153], [5156, 5157, 5158, 5332, 5372, 5373], [291, 292, 1029, 1032, 3374, 3375], [2483, 3612, 3615, 3618, 4963, 4964], [3443, 3444, 3445, 4378, 4914, 4915], [4923, 4924, 4925, 4926, 4927, 4928], [4953, 4954, 4955, 4956, 4957, 4958], [3386, 3387, 3388, 3389, 3390, 3391], [296, 1041, 2146, 3384, 3390, 3391], [1963, 1964, 1965, 1966, 3141, 3142], [397, 398, 410, 411, 1265, 1267], [2125, 2126, 2127, 2128, 3368, 3369], [5152, 5153, 5154, 5155, 5330, 5331], [1041, 1042, 2144, 2146, 2318, 2319], [1036, 1037, 1038, 2131, 3386, 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4334, 4337], [2101, 2102, 3348, 3351, 4338, 4339], [999, 1000, 1066, 1067, 1616, 1617], [1615, 1616, 1617, 1618, 1619, 1620], [647, 1619, 1620, 2101, 4339, 4340], [1783, 1784, 1785, 1786, 1787, 1788], [1056, 1057, 1058, 1059, 2169, 2170], [1075, 2224, 3469, 3470, 4380, 4381], [806, 2993, 2996, 3962, 4658, 4659], [87, 513, 517, 518, 520, 522], [2201, 2202, 2203, 3434, 4354, 4355], [1057, 1058, 1069, 1070, 1111, 1112], [1779, 1780, 1781, 1782, 1786, 1788], [641, 642, 1781, 1782, 2807, 2808], [318, 1070, 1071, 1105, 1110, 1111], [333, 1142, 1144, 1146, 2201, 2202], [87, 88, 518, 519, 663, 664], [157, 641, 2805, 2807, 4335, 4336], [318, 1105, 1107, 2184, 3417, 3418], [308, 1082, 3469, 3471, 4381, 4382], [806, 1848, 2996, 2997, 3870, 3874], [4334, 4335, 4336, 4337, 4649, 4651], [3415, 3416, 3417, 3418, 3419, 3420], [1144, 1145, 1146, 3405, 3409, 3413], [88, 180, 662, 664, 666, 668], [3351, 4337, 4338, 4649, 4891, 4892], [286, 999, 1067, 2270, 3419, 3420], [286, 999, 1617, 1618, 2816, 2817], [4338, 4339, 4340, 4341, 4891, 4894], [1618, 1620, 2814, 2816, 4340, 4341], [3409, 3410, 3411, 3412, 3413, 3414], [665, 666, 667, 668, 673, 674], [3870, 3871, 3872, 3873, 3874, 3875], [307, 308, 1082, 1083, 3431, 3432], [319, 1059, 1147, 2169, 3410, 3411], [638, 665, 669, 673, 1785, 1787], [638, 639, 640, 1780, 1787, 1788], [319, 1058, 1059, 1112, 2271, 2272], [3431, 3432, 3437, 3438, 4348, 4350], [2721, 2722, 2723, 3866, 3871, 3873], [640, 1612, 1780, 1782, 2808, 2809], [1109, 1110, 1111, 1112, 2271, 2276], [1105, 1106, 1107, 1108, 1109, 1110], [2804, 2805, 2806, 2807, 2808, 2809], [512, 521, 553, 1504, 2721, 2723], [2200, 3433, 3436, 3438, 4348, 4349], [1107, 1108, 3416, 3417, 3490, 3494], [1614, 2805, 2806, 4336, 4650, 4651], [4649, 4650, 4651, 4892, 5199, 5201], [2270, 3416, 3420, 3485, 3490, 3492], [286, 2270, 2817, 2818, 3485, 3487], [4891, 4892, 4893, 4894, 5197, 5199], [2813, 2814, 3934, 4341, 4893, 4894], [2813, 2814, 2815, 2816, 2817, 2818], [2200, 2203, 3433, 3434, 4367, 4368], [512, 513, 514, 515, 521, 522], [87, 513, 514, 663, 1647, 1648], [333, 2202, 2203, 2306, 4366, 4368], [333, 1144, 1145, 2306, 3523, 3524], [662, 663, 664, 1648, 3938, 3939], [662, 666, 670, 674, 3937, 3938], [1145, 1148, 3409, 3412, 3522, 3523], [1147, 1148, 1149, 1150, 3411, 3412], [669, 670, 671, 672, 673, 674], [638, 639, 669, 671, 1636, 1638], [319, 1104, 1147, 1149, 2272, 2273], [2271, 2272, 2273, 2274, 2275, 2276], [639, 640, 1611, 1612, 1638, 1641], [1609, 1610, 1611, 1612, 2804, 2809], [1106, 1109, 1118, 1119, 2275, 2276], [1106, 1108, 1117, 1119, 3493, 3494], [634, 1609, 1613, 1614, 2804, 2806], [1613, 1614, 2811, 4650, 5200, 5201], [3489, 3490, 3491, 3492, 3493, 3494], [3485, 3486, 3487, 3488, 3491, 3492], [5196, 5197, 5198, 5199, 5200, 5201], [3934, 3935, 4646, 4893, 5196, 5197], [1632, 1634, 2815, 2818, 3487, 3488], [1634, 2104, 2813, 2815, 3934, 3935], [702, 703, 704, 776, 2954, 2957], [702, 705, 1687, 1688, 2956, 2957], [1687, 1688, 2870, 2874, 5098, 5100], [5096, 5097, 5098, 5099, 5100, 5101], [4656, 4657, 4658, 4659, 5096, 5099], [557, 806, 1848, 1850, 4657, 4658], [1848, 1849, 1850, 1851, 3870, 3872], [1849, 2722, 2738, 2739, 3872, 3873], [553, 2722, 2723, 2739, 3876, 3878], [123, 512, 515, 553, 3877, 3878], [123, 514, 515, 1647, 4653, 4654], [1647, 1648, 3939, 3941, 4654, 4655], [3936, 3937, 3938, 3939, 3941, 3942], [124, 670, 672, 2819, 3936, 3937], [124, 661, 671, 672, 1636, 1637], [1636, 1637, 1638, 1639, 1640, 1641], [632, 637, 1610, 1611, 1640, 1641], [634, 635, 636, 637, 1609, 1610], [634, 635, 654, 1613, 2810, 2811], [2810, 2811, 2812, 4648, 5198, 5200], [4645, 4646, 4647, 4648, 5196, 5198], [2103, 2104, 2105, 3935, 4645, 4646], [1632, 1633, 1634, 1635, 2104, 2105], [1632, 1633, 2192, 2193, 3486, 3488], [655, 2193, 2194, 3486, 3489, 3491], [655, 1117, 3489, 3493, 3495, 3497], [1117, 1118, 1119, 1123, 3497, 3500], [1103, 1118, 1122, 1123, 2274, 2275], [1103, 1104, 2265, 2266, 2273, 2274], [332, 1104, 1149, 1150, 2266, 2267], [332, 1096, 1148, 1150, 3521, 3522], [3519, 3520, 3521, 3522, 3523, 3524], [2306, 3520, 3524, 4366, 4903, 4904], [4366, 4367, 4368, 4904, 5202, 5203], [2200, 3435, 3436, 4367, 5202, 5204], [3435, 3436, 3437, 3438, 3476, 3477], [1083, 2228, 3432, 3437, 3475, 3476], [1082, 1083, 2228, 2229, 3471, 3472], [3469, 3470, 3471, 3472, 3473, 3474], [2224, 2225, 2226, 2227, 3470, 3474], [1085, 2218, 2220, 2221, 2225, 2227], [2220, 2221, 2222, 2223, 3464, 3465], [1078, 1079, 2216, 2222, 3463, 3465], [1078, 1080, 1081, 2216, 3074, 3075], [1631, 1635, 1677, 1679, 2103, 2105], [1631, 1650, 1651, 2103, 4645, 4647], [1633, 1635, 1677, 2192, 3424, 3425], [2192, 2193, 2194, 2195, 3422, 3424], [1650, 1653, 1654, 2812, 4647, 4648], [653, 654, 1653, 1658, 2810, 2812], [655, 2194, 2195, 2279, 3495, 3496], [3495, 3496, 3497, 3498, 3499, 3500], [115, 630, 635, 636, 653, 654], [630, 631, 632, 633, 636, 637], [1120, 1121, 1122, 1123, 3499, 3500], [321, 1103, 1121, 1122, 2264, 2265], [632, 633, 1639, 1640, 1665, 1666], [660, 661, 1637, 1639, 1663, 1666], [2264, 2265, 2266, 2267, 2268, 2269], [331, 332, 1095, 1096, 2267, 2269], [124, 660, 661, 1645, 2819, 2820], [2819, 2820, 2821, 3936, 3940, 3942], [1094, 1095, 1096, 1151, 3519, 3521], [1151, 3519, 3520, 4358, 4901, 4903], [3940, 3941, 3942, 4655, 5090, 5091], [4652, 4653, 4654, 4655, 5091, 5092], [4901, 4902, 4903, 4904, 5203, 5205], [5202, 5203, 5204, 5205, 5206, 5207], [123, 3877, 3879, 3945, 4652, 4653], [1630, 1631, 1651, 1652, 1678, 1679], [1676, 1677, 1678, 1679, 3425, 3426], [3421, 3422, 3423, 3424, 3425, 3426], [1649, 1650, 1651, 1652, 1654, 1655], [1653, 1654, 1655, 1656, 1657, 1658], [1072, 2195, 2278, 2279, 3421, 3422], [2277, 2278, 2279, 2280, 3496, 3498], [112, 113, 115, 653, 1657, 1658], [3876, 3877, 3878, 3879, 3880, 3881], [3435, 3477, 3478, 4369, 5204, 5206], [1113, 1116, 1120, 2280, 3498, 3499], [16, 111, 112, 115, 630, 631], [16, 631, 633, 1665, 2838, 2839], [321, 1113, 1120, 1121, 1129, 1130], [3475, 3476, 3477, 3478, 3479, 3480], [2736, 2737, 2738, 2739, 3876, 3881], [1663, 1664, 1665, 1666, 2835, 2838], [320, 321, 1129, 1132, 2264, 2268], [314, 315, 320, 331, 2268, 2269], [660, 1643, 1645, 1646, 1663, 1664], [1513, 1514, 1849, 1851, 2736, 2738], [2228, 2229, 2230, 2231, 3475, 3480], [315, 331, 1094, 1095, 1101, 1102], [1645, 1646, 2820, 2821, 2833, 2834], [138, 140, 699, 1630, 1676, 1678], [699, 1674, 1675, 1676, 3423, 3426], [138, 139, 677, 1630, 1649, 1652], [675, 676, 677, 1649, 1655, 1656], [696, 1072, 1673, 1674, 3421, 3423], [1094, 1098, 1102, 1151, 4358, 4359], [2821, 2830, 2833, 3940, 5090, 5093], [113, 114, 134, 675, 1656, 1657], [696, 1072, 2277, 2278, 2849, 2850], [1086, 1087, 2229, 2231, 3472, 3473], [557, 558, 1510, 1514, 1850, 1851], [111, 112, 113, 114, 684, 686], [1115, 1116, 2277, 2280, 2848, 2849], [4358, 4359, 4360, 4361, 4901, 4902], [5090, 5091, 5092, 5093, 5094, 5095], [16, 111, 686, 688, 2839, 2840], [1113, 1114, 1115, 1116, 1130, 1131], [1129, 1130, 1131, 1132, 1133, 1134], [2835, 2836, 2837, 2838, 2839, 2840], [3943, 3944, 3945, 4652, 5092, 5095], [4361, 4362, 4370, 4902, 5205, 5207], [309, 1084, 1087, 2226, 3473, 3474], [555, 556, 557, 558, 4656, 4657], [1643, 1644, 1659, 1664, 2835, 2837], [314, 316, 320, 1125, 1132, 1133], [140, 695, 699, 1675, 2841, 2843], [137, 138, 139, 140, 694, 695], [137, 139, 676, 677, 678, 680], [1673, 1674, 1675, 2841, 2844, 2847], [696, 1673, 2844, 2846, 2850, 2851], [133, 134, 675, 676, 678, 682], [550, 1515, 3879, 3880, 3943, 3945], [4369, 4370, 4371, 4372, 5206, 5207], [314, 315, 316, 317, 1097, 1101], [1642, 1643, 1644, 1646, 2829, 2834], [114, 133, 134, 136, 684, 685], [2848, 2849, 2850, 2851, 3953, 3954], [1114, 1115, 1128, 2848, 3950, 3953], [684, 685, 686, 687, 688, 689], [2829, 2830, 2831, 2832, 2833, 2834], [1097, 1098, 1099, 1100, 1101, 1102], [1073, 1074, 3478, 3479, 4369, 4371], [1515, 1517, 1518, 2737, 3880, 3881], [554, 555, 2871, 4656, 5096, 5097], [1084, 1085, 2226, 2227, 4127, 4128], [1114, 1124, 1127, 1128, 1131, 1134], [135, 688, 689, 1662, 2836, 2840], [2822, 2826, 2830, 2832, 5093, 5094], [322, 323, 1098, 1100, 4359, 4360], [694, 695, 1667, 1670, 2842, 2843], [137, 679, 680, 694, 1667, 1671], [2841, 2842, 2843, 2847, 3948, 3949], [1124, 1125, 1133, 1134, 2262, 2263], [1659, 1660, 1661, 1662, 2836, 2837], [678, 679, 680, 681, 682, 683], [2844, 2845, 2846, 2847, 3947, 3948], [1073, 2230, 3479, 3480, 4040, 4041], [1509, 1513, 1516, 1517, 2736, 2737], [133, 136, 682, 683, 690, 691], [2845, 2846, 2851, 2853, 3954, 3955], [323, 2197, 4360, 4361, 4362, 4363], [2822, 2823, 2824, 3944, 5094, 5095], [122, 657, 1642, 1644, 1659, 1661], [316, 317, 1125, 2263, 3483, 3484], [3950, 3951, 3952, 3953, 3954, 3955], [136, 685, 687, 690, 1603, 1605], [126, 135, 687, 689, 1603, 1604], [1126, 1127, 1128, 2859, 3950, 3951], [317, 1097, 1099, 3483, 4399, 4400], [90, 122, 1642, 2825, 2829, 2831], [541, 550, 551, 2823, 3943, 3944], [4362, 4363, 4364, 4365, 4370, 4372], [1669, 1670, 2842, 3949, 3956, 3958], [1667, 1668, 1669, 1670, 1671, 1672], [1509, 1510, 1511, 1512, 1513, 1514], [1086, 2230, 2231, 3002, 4039, 4041], [3946, 3947, 3948, 3949, 3958, 3961], [626, 679, 681, 701, 1671, 1672], [2870, 2871, 2872, 2873, 5097, 5098], [1085, 2220, 3464, 3466, 4126, 4128], [1093, 1124, 1126, 1127, 2261, 2262], [125, 126, 135, 656, 1660, 1662], [625, 626, 681, 683, 691, 692], [698, 2845, 2852, 2853, 3946, 3947], [322, 1099, 1100, 1135, 4398, 4399], [2825, 2826, 2827, 2828, 2831, 2832], [690, 691, 692, 693, 1605, 1606], [2852, 2853, 2854, 2862, 3952, 3955], [2261, 2262, 2263, 3484, 4403, 4404], [656, 657, 658, 659, 1660, 1661], [550, 551, 552, 1515, 1518, 1519], [1074, 2198, 2199, 4364, 4371, 4372], [2859, 2860, 2861, 2862, 3951, 3952], [1603, 1604, 1605, 1606, 1607, 1608], [528, 529, 2822, 2824, 2826, 2828], [322, 323, 1135, 1136, 2196, 2197], [1668, 1669, 1680, 2867, 3956, 3957], [700, 701, 1668, 1672, 1680, 1682], [3956, 3957, 3958, 3959, 3960, 3961], [309, 1086, 1087, 3002, 4037, 4038], [556, 558, 1510, 1511, 2731, 2732], [89, 90, 91, 122, 657, 658], [3483, 3484, 4397, 4400, 4404, 4406], [697, 698, 2865, 3946, 3960, 3961], [619, 622, 625, 626, 700, 701], [125, 126, 128, 129, 1604, 1607], [1093, 1126, 2783, 2856, 2859, 2860], [1073, 1074, 2198, 3427, 4040, 4042], [1516, 1517, 1518, 1519, 1520, 1521], [619, 624, 625, 629, 692, 693], [697, 698, 2852, 2854, 3920, 3921], [2196, 2197, 4346, 4347, 4363, 4365], [526, 529, 538, 541, 2823, 2824], [89, 90, 585, 586, 2825, 2827], [4397, 4398, 4399, 4400, 4401, 4402], [1093, 2261, 2783, 2784, 4403, 4405], [92, 125, 129, 130, 656, 659], [627, 628, 629, 693, 1606, 1608], [2854, 2855, 2861, 2862, 3917, 3920], [2866, 2867, 2868, 2869, 3957, 3959], [1680, 1681, 1682, 1683, 2867, 2868], [621, 622, 700, 1564, 1682, 1683], [2863, 2864, 2865, 2869, 3959, 3960], [2855, 2856, 2857, 2858, 2860, 2861], [15, 127, 128, 627, 1607, 1608], [91, 92, 98, 99, 658, 659], [4403, 4404, 4405, 4406, 4407, 4408], [1135, 1136, 3506, 3507, 4398, 4401], [527, 528, 583, 585, 2827, 2828], [619, 620, 621, 622, 623, 624], [697, 2787, 2864, 2865, 3921, 3922], [2199, 3429, 4345, 4347, 4364, 4365], [538, 539, 540, 541, 551, 552], [1509, 1512, 1516, 1521, 2726, 2727], [4039, 4040, 4041, 4042, 4043, 4044], [309, 1084, 4036, 4037, 4127, 4129], [554, 555, 556, 733, 2730, 2731], [1687, 1804, 2870, 2872, 2955, 2956], [3463, 3464, 3465, 3466, 3467, 3468], [3917, 3918, 3919, 3920, 3921, 3922], [611, 612, 623, 624, 628, 629], [127, 128, 129, 130, 131, 132], [2783, 2784, 2785, 2786, 2856, 2858], [2283, 2291, 4397, 4402, 4406, 4408], [89, 91, 99, 100, 584, 586], [1681, 1684, 2776, 2777, 2866, 2868], [1684, 1685, 1686, 2863, 2866, 2869], [1564, 1565, 1681, 1683, 2774, 2776], [526, 527, 528, 529, 531, 532], [1136, 2196, 3506, 3508, 4344, 4346], [1571, 1574, 2855, 2857, 3917, 3918], [15, 110, 609, 612, 627, 628], [108, 594, 620, 621, 1564, 1565], [1686, 2787, 2792, 2793, 2863, 2864], [2281, 2282, 2784, 2786, 4405, 4407], [92, 97, 98, 103, 130, 131], [536, 540, 552, 1507, 1519, 1520], [2198, 2199, 3427, 3428, 3429, 3430], [2290, 2291, 3507, 3509, 4401, 4402], [583, 584, 585, 586, 1554, 1555], [108, 109, 610, 611, 620, 623], [2787, 2788, 2791, 2792, 3919, 3922], [1574, 1575, 1576, 2785, 2857, 2858], [15, 110, 127, 132, 1526, 1527], [1511, 1512, 2724, 2727, 2732, 2733], [3002, 4038, 4039, 4043, 4685, 4686], [4342, 4343, 4344, 4345, 4346, 4347], [526, 530, 531, 537, 538, 539], [2773, 2774, 2775, 2776, 2777, 2778], [1684, 1685, 2777, 2778, 3911, 3913], [2282, 2283, 2771, 2772, 4407, 4408], [97, 98, 99, 100, 101, 102], [609, 610, 611, 612, 615, 616], [1571, 1572, 1573, 2788, 3918, 3919], [1685, 1686, 2793, 2794, 3913, 3915], [592, 593, 594, 1565, 2773, 2774], [103, 131, 132, 561, 1524, 1526], [598, 1559, 1575, 2281, 2785, 2786], [3506, 3507, 3508, 3509, 3510, 3511], [527, 532, 533, 583, 1554, 1556], [108, 109, 510, 511, 593, 594], [2789, 2790, 2791, 2792, 2793, 2794], [3427, 3428, 4032, 4033, 4042, 4044], [1507, 1508, 1520, 1521, 2725, 2726], [142, 554, 732, 733, 2871, 2873], [4126, 4127, 4128, 4129, 5298, 5299], [597, 599, 1571, 1573, 1574, 1576], [110, 609, 614, 616, 1525, 1527], [100, 102, 579, 584, 1553, 1555], [2283, 2290, 2291, 2771, 3503, 3504], [1566, 2775, 2778, 2781, 3911, 3912], [109, 509, 511, 610, 613, 615], [602, 603, 1572, 2788, 2789, 2791], [3429, 3430, 4029, 4030, 4343, 4345], [536, 537, 539, 540, 715, 716], [592, 1561, 1562, 1566, 2773, 2775], [3911, 3912, 3913, 3914, 3915, 3916], [1559, 2281, 2282, 2772, 3905, 3906], [13, 97, 101, 103, 560, 561], [1522, 1523, 1524, 1525, 1526, 1527], [597, 598, 1575, 1576, 1580, 1581], [1577, 1578, 2790, 2794, 3915, 3916], [510, 592, 593, 1561, 2708, 2709], [530, 531, 532, 533, 534, 535], [2289, 3505, 3508, 3511, 4342, 4344], [4035, 4036, 4037, 4038, 4683, 4686], [2730, 2731, 2732, 2733, 2734, 2735], [613, 614, 615, 616, 617, 618], [599, 600, 601, 602, 1572, 1573], [2290, 3503, 3509, 3510, 4931, 4932], [1553, 1554, 1555, 1556, 1557, 1558], [509, 510, 511, 1494, 2706, 2708], [603, 606, 607, 1578, 2789, 2790], [2779, 2780, 2781, 2782, 3912, 3914], [1562, 1563, 1566, 1570, 2781, 2782], [13, 94, 101, 102, 579, 580], [2771, 2772, 3502, 3504, 3906, 3908], [4033, 4043, 4044, 4057, 4684, 4685], [2724, 2725, 2726, 2727, 2728, 2729], [560, 561, 577, 578, 1523, 1524], [598, 1559, 1581, 1582, 3905, 3907], [595, 596, 1577, 2779, 3914, 3916], [1560, 1561, 1562, 1563, 2707, 2709], [614, 617, 1522, 1525, 1533, 1534], [597, 599, 600, 608, 1579, 1580], [3428, 3430, 4028, 4029, 4031, 4032], [536, 715, 1507, 1508, 1724, 1725], [509, 559, 613, 618, 1493, 1494], [601, 602, 603, 607, 2800, 2801], [2289, 4030, 4342, 4343, 5286, 5287], [530, 534, 537, 716, 3984, 3985], [2706, 2707, 2708, 2709, 2749, 2750], [107, 596, 605, 606, 1577, 1578], [1567, 1568, 1569, 1570, 2780, 2782], [524, 525, 533, 535, 1556, 1557], [3505, 3510, 3511, 4409, 4930, 4932], [3501, 3502, 3503, 3504, 4929, 4931], [579, 580, 581, 582, 1553, 1558], [1491, 1492, 1560, 1563, 1569, 1570], [105, 589, 595, 1567, 2779, 2780], [3905, 3906, 3907, 3908, 3909, 3910], [13, 94, 95, 560, 576, 577], [575, 578, 1522, 1523, 1532, 1533], [1579, 1580, 1581, 1582, 1583, 1584], [600, 601, 608, 2800, 4637, 4638], [559, 617, 618, 1534, 3903, 3904], [1493, 1494, 1531, 2706, 2748, 2750], [604, 605, 606, 607, 2799, 2801], [14, 105, 106, 107, 595, 596], [1490, 1492, 1560, 2707, 2747, 2749], [588, 1491, 1568, 1569, 2704, 2705], [588, 589, 590, 591, 1567, 1568]]\n",
      "6 4\n"
     ]
    }
   ],
   "source": [
    "included_simplices = [[] for _ in range(hull.points.shape[0])]\n",
    "\n",
    "for i, simplex in enumerate(hull.simplices):\n",
    "    for j in simplex:\n",
    "        included_simplices[j].append(i)\n",
    "\n",
    "print(included_simplices)\n",
    "print(max([len(s) for s in included_simplices]), min([len(s) for s in included_simplices]))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Coordinates and Neighbour Simplices as TEXT File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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[0.07928938987104865, 0.3589988275920223, 0.9299639963146048, 1980, 1982, 1985, 1986, 3084, 3085], [0.12736529325193968, 0.6110464353283153, 0.781281214382764, 3184, 3185, 3186, 3187, 3188, 3189], [0.12736529325193968, 0.6110464353283153, -0.781281214382764, 1169, 1702, 1703, 1710, 2909, 2910], [0.20273235862713887, 0.9785926171458936, -0.03544122504976126, 4838, 4839, 4840, 4841, 5172, 5174], [0.20273235862713887, 0.9785926171458936, 0.035441225049761604, 4276, 4279, 4280, 4838, 5174, 5175], [0.16791075059763302, 0.8130387083537393, 0.5574711100606224, 4826, 4827, 4828, 4829, 5163, 5164], [0.16791075059763302, 0.8130387083537393, -0.5574711100606224, 4664, 4665, 4666, 4667, 4668, 4669], [0.1894486108187886, 0.9399786569748341, -0.28381217079367577, 4221, 4222, 4223, 4224, 4225, 4227], [0.18944861081878858, 0.939978656974834, 0.28381217079367604, 4848, 4849, 4850, 4851, 4852, 4853], [0.1924552158705966, 0.9756242821016803, 0.10544311289877159, 4277, 4278, 4279, 4280, 4843, 4845], [0.1924552158705966, 0.9756242821016803, -0.1054431128987717, 2012, 2013, 4818, 4819, 4840, 4841], [0.1638770827382692, 0.8753194594627892, -0.4549287258889739, 442, 2612, 2613, 3695, 3725, 3726], [0.16387708273826923, 0.8753194594627893, 0.45492872588897354, 3210, 3242, 3247, 3248, 4243, 4244], [0.12806625801244217, 0.701284191165996, 0.7012841911659962, 3218, 3219, 3220, 3221, 5167, 5169], [0.12806625801244217, 0.701284191165996, -0.701284191165996, 2897, 2898, 2899, 2900, 2903, 2904], [0.17320603885314176, 0.9695356291594487, -0.1732060388531418, 4816, 4817, 4818, 4819, 4822, 4823], [0.17320603885314176, 0.9695356291594487, 0.1732060388531417, 3260, 4277, 4515, 4516, 4845, 4846], [0.08258424547294757, 0.4649804275009217, 0.8814607446963955, 1979, 1981, 1987, 1988, 4217, 4219], [0.0825842454729476, 0.4649804275009219, -0.8814607446963953, 711, 1700, 1704, 1708, 2881, 2882], [0.035441225049761445, 0.2027323586271387, -0.9785926171458935, 778, 779, 1826, 1827, 2982, 2986], [0.035441225049761466, 0.20273235862713884, 0.9785926171458935, 4154, 4155, 4156, 4157, 4760, 4762], [0.1571963371209362, 0.9244168411460041, 0.34748066910463427, 4285, 4286, 4287, 4288, 4849, 4850], [0.1571963371209362, 0.9244168411460041, -0.3474806691046344, 441, 443, 1375, 1403, 4221, 4222], [0.12736529325193968, 0.7812812143827645, -0.6110464353283146, 2889, 2892, 2893, 3972, 4664, 4665], [0.1273652932519396, 0.781281214382764, 0.6110464353283154, 4230, 4826, 5161, 5164, 5168, 5170], [0.1533070348312396, 0.9881786038319454, 6.123233995736766e-17, 3190, 3193, 3194, 4276, 4838, 4839], [0.1468263551238859, 0.960075995841555, -0.23810943628903306, 4225, 4226, 4227, 4816, 4821, 4823], [0.1468263551238859, 0.960075995841555, 0.23810943628903294, 3260, 3261, 4516, 4517, 4848, 4851], [0.08457661551921501, 0.5664190707942778, 0.819765961935394, 2000, 2001, 3185, 3187, 4218, 4220], [0.08457661551921497, 0.5664190707942776, -0.8197659619353942, 1702, 1703, 1707, 1709, 2331, 2332], [0.14735214124143958, 0.9868670078068824, -0.06618803044247104, 2013, 3193, 3204, 3206, 4839, 4840], [0.14735214124143958, 0.9868670078068824, 0.06618803044247137, 1370, 3190, 3191, 4276, 4278, 4279], [0.12518419620272886, 0.8495315479733219, 0.5124695757009662, 3210, 4243, 4246, 4827, 5162, 5163], [0.1251841962027289, 0.849531547973322, -0.512469575700966, 3725, 3726, 3727, 3728, 4666, 4667], [0.12126146430300877, 0.9049550042552895, -0.40786284158819747, 442, 443, 1375, 1376, 3695, 3696], [0.12126146430300877, 0.9049550042552895, 0.4078628415881975, 3242, 3243, 4244, 4245, 4286, 4288], [0.13060239244360192, 0.9827950092343849, 0.13060239244360225, 1370, 3685, 4277, 4278, 4514, 4515], [0.13060239244360192, 0.9827950092343849, -0.13060239244360192, 2013, 3204, 3207, 4819, 4820, 4822], [0.08551925814238348, 0.6607195418355382, -0.745745361047196, 1169, 1171, 1710, 2887, 2898, 2899], [0.0855192581423835, 0.6607195418355383, 0.745745361047196, 3165, 3166, 3184, 3186, 3218, 3219], [0.03860125523100048, 0.30847807537919464, 0.9504479049926614, 1985, 3085, 3086, 4153, 4759, 4761], [0.03860125523100049, 0.30847807537919475, -0.9504479049926613, 2877, 2878, 2879, 2880, 3966, 3970], [0.11505027457271863, 0.9469687186414832, -0.3000227995257184, 1402, 1403, 2603, 4222, 4226, 4227], [0.11505027457271864, 0.9469687186414834, 0.3000227995257183, 2008, 2561, 3261, 4287, 4848, 4849], [0.08551925814238351, 0.7457453610471959, 0.6607195418355384, 5165, 5166, 5167, 5168, 5169, 5170], [0.08551925814238352, 0.745745361047196, -0.6607195418355382, 2889, 2893, 2897, 2900, 3974, 3975], [0.1054431128987714, 0.9756242821016802, -0.1924552158705967, 4820, 4821, 4822, 4823, 4824, 4825], [0.1054431128987714, 0.9756242821016802, 0.1924552158705968, 4514, 4515, 4516, 4517, 5002, 5003], [0.10339585735523048, 0.9941772734012191, 0.03034544009063606, 3190, 3191, 3194, 3195, 3682, 3683], [0.10339585735523048, 0.9941772734012191, -0.030345440090635934, 3192, 3193, 3194, 3195, 3205, 3206], [0.08457661551921493, 0.819765961935394, -0.5664190707942779, 2575, 2891, 2892, 3727, 4665, 4666], [0.08457661551921493, 0.819765961935394, 0.5664190707942779, 5159, 5160, 5161, 5162, 5163, 5164], [0.040648291460525475, 0.41511046627090903, 0.9088624853043988, 1980, 1981, 1986, 1988, 3154, 3155], [0.04064829146052543, 0.4151104662709086, -0.9088624853043991, 1699, 1700, 2882, 2884, 3965, 3969], [0.08258424547294729, 0.8814607446963957, -0.4649804275009215, 3695, 3696, 3726, 3728, 5280, 5281], [0.08258424547294728, 0.8814607446963955, 0.46498042750092183, 4243, 4244, 4245, 4246, 4247, 4248], [0.08993480082038396, 0.9918787542854196, 0.0899348008203838, 1370, 3191, 3681, 3682, 3685, 3686], [0.08993480082038396, 0.9918787542854196, -0.08993480082038369, 3204, 3205, 3206, 3207, 3208, 3209], [0.07928938987104868, 0.9299639963146048, -0.3589988275920223, 1375, 1376, 1402, 1403, 2578, 2579], [0.07928938987104868, 0.9299639963146048, 0.3589988275920224, 2007, 2008, 3239, 3243, 4287, 4288], [0.04194321676077519, 0.5188456224746251, 0.8538383843601068, 1987, 2000, 3148, 3149, 4219, 4220], [0.04194321676077522, 0.5188456224746254, -0.8538383843601066, 1708, 1709, 2327, 2331, 2881, 2883], [0.07418304388646348, 0.9649595259903938, -0.25169423751872744, 2603, 2604, 2605, 4226, 4821, 4825], [0.07418304388646348, 0.9649595259903939, 0.2516942375187273, 2561, 3261, 4517, 5002, 5224, 5225], [0.04266398851548852, 0.6167551880377546, 0.7859979784404436, 1991, 2001, 3164, 3166, 3184, 3185], [0.04266398851548853, 0.6167551880377548, -0.7859979784404436, 1169, 1170, 1171, 1703, 2328, 2332], [0.06618803044247114, 0.9868670078068825, -0.1473521412414393, 1404, 3198, 3207, 3208, 4820, 4824], [0.06618803044247114, 0.9868670078068825, 0.14735214124143942, 3684, 3685, 3686, 4514, 5001, 5003], [0.061235549898947916, 0.9981233427931507, 6.123233995736766e-17, 3192, 3195, 3203, 3683, 4508, 4510], [0.0428957542434219, 0.706455927241002, -0.706455927241002, 2887, 2888, 2899, 2900, 3974, 3976], [0.04289575424342189, 0.7064559272410018, 0.7064559272410023, 3165, 3218, 4808, 4809, 5165, 5167], [0.04266398851548838, 0.7859979784404435, 0.6167551880377549, 4830, 4831, 5160, 5161, 5166, 5168], [0.042663988515488395, 0.7859979784404437, -0.6167551880377545, 2890, 2891, 2892, 2893, 3975, 3977], [0.052509181730223814, 0.9972389742022946, -0.05250918173022361, 3192, 3199, 3202, 3203, 3205, 3209], [0.052509181730223814, 0.9972389742022946, 0.05250918173022374, 3681, 3682, 3683, 4505, 4508, 4511], [0.041943216760775226, 0.8538383843601068, 0.5188456224746251, 4228, 4229, 4246, 4248, 5159, 5162], [0.041943216760775226, 0.8538383843601068, -0.5188456224746251, 2575, 3727, 3728, 3837, 5278, 5281], [0.040648291460525475, 0.908862485304399, -0.41511046627090903, 1376, 2579, 3696, 5081, 5279, 5280], [0.04064829146052547, 0.9088624853043987, 0.4151104662709093, 3239, 3240, 3241, 3243, 4245, 4247], [0.03860125523100076, 0.9504479049926613, 0.3084780753791948, 2007, 2008, 2561, 4500, 5220, 5224], [0.03860125523100076, 0.9504479049926613, -0.3084780753791947, 1402, 1483, 2577, 2578, 2603, 2604], [0.03544122504976155, 0.9785926171458935, -0.20273235862713898, 1404, 2605, 2682, 2683, 4824, 4825], [0.03544122504976155, 0.9785926171458935, 0.20273235862713887, 5000, 5001, 5002, 5003, 5221, 5225], [0.030345440090635726, 0.9941772734012191, 0.10339585735523028, 3679, 3681, 3684, 3686, 4504, 4505], [0.030345440090635726, 0.9941772734012191, -0.1033958573552304, 3196, 3197, 3198, 3199, 3208, 3209], [0.020655625388186872, 0.9995732540837844, -0.020655625388187045, 3200, 3201, 3202, 3203, 4509, 4510], [0.020655625388186872, 0.9995732540837844, 0.02065562538818717, 4508, 4509, 4510, 4511, 4512, 4513], [3.749596008888712e-18, 0.06123554989894763, 0.9981233427931507, 3072, 3091, 3096, 3097, 3103, 3105], [9.387348474642456e-18, 0.1533070348312394, 0.9881786038319456, 3090, 3098, 4154, 4155, 4158, 4159], [1.569937559418938e-17, 0.25639026052442054, 0.9665733465744955, 4759, 4760, 4761, 4762, 5134, 5135], [2.222334088167805e-17, 0.3629346991663361, 0.9318145760509658, 1985, 1986, 3154, 4153, 5138, 5139], [2.868092168443466e-17, 0.46839499689875375, 0.8835191717672098, 1987, 1988, 3149, 3151, 3155, 3156], [3.486862887441406e-17, 0.5694479240657953, 0.8220274093831399, 1990, 1991, 2000, 2001, 3148, 3150], [4.062438427060257e-17, 0.6634465430993957, 0.748223686105607, 3164, 3165, 3166, 3167, 4804, 4808], [4.5815487111773276e-17, 0.748223686105607, 0.6634465430993957, 4210, 4805, 4809, 4831, 5165, 5166], [5.033466178562266e-17, 0.8220274093831399, 0.5694479240657953, 3171, 3211, 4228, 4830, 5159, 5160], [5.4099946284501704e-17, 0.8835191717672098, 0.4683949968987538, 3241, 4229, 4233, 4234, 4247, 4248], [5.705718689798316e-17, 0.9318145760509658, 0.3629346991663361, 2007, 3213, 3239, 3240, 4499, 4500], [5.918554775118006e-17, 0.9665733465744955, 0.25639026052442077, 5220, 5221, 5222, 5223, 5224, 5225], [6.050848820843462e-17, 0.9881786038319454, 0.1533070348312396, 3679, 3680, 3684, 4503, 5000, 5001], [6.111742784529442e-17, 0.9981233427931507, 0.061235549898947916, 4504, 4505, 4506, 4507, 4511, 4513], [6.123233995736766e-17, 1.0, 6.123233995736766e-17, 1369, 3200, 4509, 4512], [6.111742784529442e-17, 0.9981233427931507, -0.06123554989894757, 2596, 2597, 3197, 3199, 3201, 3202], [6.050848820843462e-17, 0.9881786038319456, -0.15330703483123928, 1404, 2606, 2681, 2682, 3196, 3198], [5.918554775118006e-17, 0.9665733465744955, -0.25639026052442065, 1482, 1483, 2604, 2605, 2680, 2683], [5.705718689798316e-17, 0.931814576050966, -0.3629346991663358, 2576, 2577, 2578, 2579, 5081, 5082], [5.4099946284501704e-17, 0.8835191717672098, -0.46839499689875375, 5278, 5279, 5280, 5281, 5282, 5283], [5.033466178562268e-17, 0.8220274093831401, -0.569447924065795, 2575, 2690, 2890, 2891, 3837, 3838], [4.581548711177328e-17, 0.7482236861056071, -0.6634465430993954, 3974, 3975, 3976, 3977, 3978, 3979], [4.0624384270602586e-17, 0.6634465430993959, -0.7482236861056066, 346, 499, 1170, 1171, 2887, 2888], [3.486862887441406e-17, 0.5694479240657953, -0.8220274093831399, 2327, 2328, 2329, 2330, 2331, 2332], [2.868092168443464e-17, 0.46839499689875347, -0.88351917176721, 2881, 2882, 2883, 2884, 2885, 2886], [2.222334088167807e-17, 0.36293469916633636, -0.9318145760509657, 3965, 3966, 3967, 3968, 3969, 3970], [1.5699375594189373e-17, 0.25639026052442043, -0.9665733465744956, 1826, 1827, 1831, 1832, 2877, 2878], [9.387348474642486e-18, 0.1533070348312399, -0.9881786038319454, 2982, 2983, 2984, 2985, 2986, 2987], [3.749596008888706e-18, 0.061235549898947535, -0.9981233427931507, 1690, 1696, 1698, 1821, 2980, 2981], [-0.020655625388187413, 0.9995732540837844, -0.020655625388187045, 1369, 2597, 3200, 3201, 3707, 3709], [-0.020655625388187413, 0.9995732540837844, 0.02065562538818717, 1369, 3707, 3711, 4506, 4512, 4513], [-0.030345440090636264, 0.9941772734012191, 0.10339585735523028, 3678, 3679, 3680, 3706, 4504, 4507], [-0.030345440090636264, 0.9941772734012191, 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0.9972389742022946, 0.05250918173022374, 3705, 3706, 3711, 3712, 4506, 4507], [-0.0426639885154888, 0.7859979784404435, 0.6167551880377549, 3171, 3172, 3173, 4210, 4830, 4831], [-0.04266398851548881, 0.7859979784404437, -0.6167551880377545, 2690, 2691, 2698, 2890, 3977, 3979], [-0.04289575424342197, 0.706455927241002, -0.706455927241002, 499, 500, 2701, 2888, 3976, 3978], [-0.04289575424342196, 0.7064559272410018, 0.7064559272410023, 4804, 4805, 4806, 4807, 4808, 4809], [-0.06123554989894779, 0.9981233427931507, 6.123233995736766e-17, 3707, 3708, 3709, 3710, 3711, 3712], [-0.06618803044247168, 0.9868670078068824, -0.1473521412414393, 2606, 2607, 2681, 2685, 4549, 4551], [-0.06618803044247168, 0.9868670078068824, 0.14735214124143942, 3674, 3675, 3678, 3680, 4501, 4503], [-0.04266398851548886, 0.6167551880377546, 0.7859979784404436, 1990, 1991, 1994, 1995, 3164, 3167], [-0.04266398851548887, 0.6167551880377548, -0.7859979784404436, 346, 1165, 1170, 2325, 2328, 2329], 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3978, 3979], [-0.11505027457271873, 0.9469687186414832, -0.3000227995257184, 495, 496, 497, 498, 1484, 1487], [-0.11505027457271874, 0.9469687186414834, 0.3000227995257183, 3676, 4497, 4498, 4524, 5227, 5228], [-0.03860125523100065, 0.30847807537919464, 0.9504479049926614, 4153, 4761, 5135, 5139, 5321, 5322], [-0.038601255231000664, 0.30847807537919475, -0.9504479049926613, 1832, 2877, 3966, 3968, 4026, 4027], [-0.08551925814238355, 0.6607195418355382, -0.745745361047196, 346, 347, 499, 500, 1165, 1166], [-0.08551925814238356, 0.6607195418355383, 0.745745361047196, 1992, 1995, 3167, 3170, 4804, 4806], [-0.13060239244360203, 0.9827950092343848, 0.13060239244360225, 3673, 3674, 3675, 4496, 5247, 5249], [-0.13060239244360203, 0.9827950092343848, -0.13060239244360192, 2607, 3713, 3717, 3718, 4548, 4549], [-0.12126146430300887, 0.9049550042552895, -0.40786284158819747, 4622, 4623, 4624, 5083, 5274, 5275], [-0.12126146430300887, 0.9049550042552895, 0.4078628415881975, 5008, 5009, 5010, 5011, 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2698, 2700], [-0.12736529325193968, 0.7812812143827639, 0.6110464353283154, 3168, 3172, 3173, 4211, 4812, 4814], [-0.15719633712093653, 0.924416841146004, 0.34748066910463427, 5226, 5227, 5228, 5229, 5230, 5231], [-0.15719633712093653, 0.924416841146004, -0.3474806691046344, 1484, 1485, 1486, 1487, 4622, 4624], [-0.035441225049761514, 0.2027323586271387, -0.9785926171458935, 1822, 1826, 1830, 1831, 2982, 2984], [-0.035441225049761535, 0.20273235862713884, 0.9785926171458935, 4154, 4158, 4762, 5134, 5313, 5314], [-0.08258424547294761, 0.4649804275009217, 0.8814607446963955, 3151, 3153, 3156, 3157, 4802, 4803], [-0.08258424547294764, 0.4649804275009219, -0.8814607446963953, 1701, 2367, 2885, 2886, 3551, 3553], [-0.17320603885314187, 0.9695356291594487, -0.1732060388531418, 3715, 3716, 3717, 3718, 3723, 3724], [-0.17320603885314187, 0.9695356291594487, 0.1732060388531417, 2002, 2003, 2560, 3673, 5248, 5249], [-0.12806625801244226, 0.701284191165996, 0.7012841911659962, 3169, 3170, 4806, 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4545, 5034, 5035], [-0.20273235862713898, 0.9785926171458936, 0.035441225049761604, 5033, 5034, 5035, 5246, 5251, 5253], [-0.12736529325193963, 0.6110464353283153, 0.781281214382764, 1992, 1993, 1994, 1995, 1996, 1997], [-0.12736529325193963, 0.6110464353283153, -0.781281214382764, 1165, 1166, 1167, 1168, 2325, 2326], [-0.07928938987104857, 0.35899882759202173, -0.929963996314605, 1828, 2988, 3967, 3968, 4025, 4026], [-0.0792893898710487, 0.35899882759202223, 0.9299639963146048, 5136, 5137, 5138, 5139, 5319, 5322], [-0.19996318772471006, 0.8971778847939906, 0.393810318035921, 4528, 4529, 4530, 5008, 5226, 5231], [-0.19996318772471006, 0.8971778847939906, -0.39381031803592087, 444, 1399, 1485, 3835, 4622, 4623], [-0.2168727084820251, 0.9518048416725675, -0.21687270848202492, 1401, 2601, 3715, 3724, 4552, 4553], [-0.2168727084820251, 0.9518048416725675, 0.21687270848202503, 2002, 2003, 3214, 4523, 4525, 4526], [-0.16981732390763543, 0.7383895663032357, 0.6526430302051565, 4810, 4811, 4812, 4813, 4814, 4815], [-0.16981732390763546, 0.7383895663032358, -0.6526430302051563, 1488, 1489, 2692, 2695, 2699, 2700], [-0.125184196202729, 0.5124695757009659, -0.849531547973322, 3549, 3550, 3551, 3552, 3553, 3554], [-0.12518419620272903, 0.512469575700966, 0.8495315479733219, 3147, 3152, 3153, 4200, 4801, 4803], [-0.20659657982601787, 0.8410053514293291, 0.5000278512957279, 2512, 2513, 2515, 2516, 2572, 2573], [-0.2065965798260179, 0.8410053514293292, -0.5000278512957277, 2686, 2687, 2688, 3836, 4626, 4627], [-0.2381094362890329, 0.960075995841555, -0.1468263551238858, 3723, 3724, 4543, 4544, 4553, 4554], [-0.2381094362890329, 0.960075995841555, 0.14682635512388573, 2002, 3214, 3216, 5248, 5254, 5255], [-0.2326374238761578, 0.915178534128437, 0.3291323133373416, 3694, 4520, 4527, 4530, 5230, 5231], [-0.23263742387615782, 0.9151785341284371, -0.3291323133373415, 1399, 1400, 1485, 1486, 2600, 2602], [-0.16981732390763563, 0.6526430302051563, -0.7383895663032358, 347, 348, 353, 354, 1166, 1168], [-0.16981732390763563, 0.6526430302051563, 0.7383895663032358, 1992, 1996, 3162, 3163, 3169, 3170], [-0.25169423751872716, 0.9649595259903939, 0.0741830438864634, 5250, 5251, 5252, 5253, 5254, 5255], [-0.25169423751872716, 0.9649595259903939, -0.0741830438864633, 4542, 4543, 4544, 4545, 5037, 5038], [-0.25639026052442065, 0.9665733465744955, 6.123233995736766e-17, 4545, 5035, 5038, 5041, 5250, 5251], [-0.2102805057358717, 0.7719782440187414, 0.5998597333287229, 4211, 4212, 4213, 4214, 4811, 4812], [-0.21028050573587173, 0.7719782440187415, -0.5998597333287228, 2692, 2693, 2694, 2695, 2696, 2697], [-0.24280734578465377, 0.8651828195628285, -0.43875195904557024, 444, 445, 1387, 2688, 3835, 3836], [-0.24280734578465377, 0.8651828195628285, 0.43875195904557035, 2513, 2568, 2573, 2574, 4528, 4529], [-0.26095283091735877, 0.9294123089740274, 0.26095283091735855, 4520, 4521, 4522, 4523, 4526, 4527], [-0.26095283091735877, 0.9294123089740274, -0.26095283091735844, 2600, 2601, 2602, 4552, 5042, 5043], [-0.03034544009063581, 0.10339585735523033, -0.9941772734012192, 1689, 1690, 1821, 1823, 2983, 2985], [-0.030345440090635858, 0.10339585735523048, 0.9941772734012192, 3096, 3097, 3098, 3099, 4159, 4161], [-0.07418304388646328, 0.25169423751872727, 0.9649595259903938, 5134, 5135, 5314, 5315, 5320, 5321], [-0.07418304388646342, 0.25169423751872777, -0.9649595259903937, 1830, 1831, 1832, 1833, 4022, 4027], [-0.12126146430300887, 0.40786284158819736, -0.9049550042552895, 1701, 1828, 2366, 2367, 2988, 2989], [-0.12126146430300877, 0.407862841588197, 0.9049550042552897, 3157, 4756, 4800, 4802, 5136, 5137], [-0.16791075059763322, 0.5574711100606224, 0.8130387083537394, 1993, 1997, 3147, 3159, 4200, 4201], [-0.1679107505976332, 0.5574711100606223, -0.8130387083537395, 356, 357, 1167, 2326, 3549, 3552], [-0.2838121707936759, 0.939978656974834, -0.18944861081878867, 4552, 4553, 4554, 5042, 5055, 5057], [-0.2838121707936759, 0.939978656974834, 0.18944861081878878, 3214, 3215, 3216, 3217, 4522, 4523], [-0.21146366113228454, 0.6911161696923788, 0.6911161696923791, 2517, 3160, 3162, 3169, 4810, 4813], [-0.2114636611322844, 0.6911161696923783, -0.6911161696923797, 345, 348, 352, 354, 1488, 1489], [-0.24894363788522364, 0.80199838454651, -0.5429785044928198, 1390, 1392, 2686, 2687, 2693, 2696], [-0.2489436378852236, 0.8019983845465098, 0.5429785044928199, 1372, 2512, 2571, 2572, 4212, 4213], [-0.2758485808485769, 0.8855865684090718, 0.3736896978741461, 2568, 2569, 2570, 3694, 4529, 4530], [-0.2758485808485769, 0.8855865684090719, -0.37368969787414597, 444, 445, 447, 448, 1399, 1400], [-0.30002279952571814, 0.9469687186414834, -0.1150502745727185, 4544, 4554, 5036, 5037, 5052, 5055], [-0.30002279952571814, 0.9469687186414834, 0.11505027457271862, 3216, 3217, 3720, 5032, 5252, 5254], [-0.3084780753791947, 0.9504479049926614, 0.038601255231000706, 5031, 5032, 5040, 5041, 5250, 5252], [-0.3084780753791947, 0.9504479049926614, -0.03860125523100058, 5036, 5037, 5038, 5039, 5040, 5041], [-0.3049252927938952, 0.9022422798944386, -0.30492529279389524, 447, 1400, 2602, 4559, 5043, 5044], [-0.3049252927938952, 0.9022422798944386, 0.30492529279389513, 1371, 2562, 2569, 3694, 4520, 4521], [-0.2852575132906154, 0.8284054362569079, 0.4820503960077788, 2571, 2572, 2573, 2574, 3767, 3768], [-0.28525751329061544, 0.828405436256908, -0.48205039600777866, 1387, 1388, 1389, 1390, 2687, 2688], [-0.25184180877741086, 0.726370799974736, -0.6395007148516599, 345, 1489, 2590, 2591, 2692, 2697], [-0.25184180877741075, 0.7263707999747357, 0.6395007148516602, 2517, 2518, 2519, 4214, 4810, 4811], [-0.21028050573587145, 0.5998597333287227, 0.7719782440187416, 1996, 1997, 3159, 3163, 4208, 4209], [-0.21028050573587165, 0.5998597333287232, -0.7719782440187413, 353, 356, 1167, 1168, 2364, 2365], [-0.3291323133373415, 0.915178534128437, -0.23263742387615804, 5042, 5043, 5044, 5045, 5056, 5057], [-0.32913231333734155, 0.9151785341284371, 0.2326374238761577, 1371, 2564, 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[0.908862485304399, -0.04064829146052544, -0.41511046627090903, 575, 578, 1522, 1523, 1532, 1533], [0.9088624853043987, -0.04064829146052543, 0.4151104662709093, 1579, 1580, 1581, 1582, 1583, 1584], [0.9504479049926613, -0.038601255230999665, 0.3084780753791948, 600, 601, 608, 2800, 4637, 4638], [0.9504479049926613, -0.038601255230999665, -0.3084780753791947, 559, 617, 618, 1534, 3903, 3904], [0.9785926171458935, -0.0354412250497626, -0.20273235862713898, 1493, 1494, 1531, 2706, 2748, 2750], [0.9785926171458935, -0.0354412250497626, 0.20273235862713887, 604, 605, 606, 607, 2799, 2801], [0.9941772734012192, -0.030345440090635244, 0.10339585735523028, 14, 105, 106, 107, 595, 596], [0.9941772734012192, -0.030345440090635244, -0.1033958573552304, 1490, 1492, 1560, 2707, 2747, 2749], [0.9995732540837844, -0.020655625388187278, -0.020655625388187045, 588, 1491, 1568, 1569, 2704, 2705], [0.9995732540837844, -0.020655625388187278, 0.02065562538818717, 588, 589, 590, 591, 1567, 1568]]\n"
     ]
    }
   ],
   "source": [
    "hrir_xyz_list = hrir_xyz.tolist()\n",
    "hrir_info = [hrir_xyz_list[i] + included_simplices[i] for i in range(len(hrir_xyz_list))]\n",
    "print(hrir_info)\n",
    "\n",
    "# write list of list to file\n",
    "with open(os.path.join(hrir_dir, 'info.txt'), 'w') as f:\n",
    "    for item in hrir_info:\n",
    "        f.write(\" \".join(str(x) for x in item) + \"\\n\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Simplices Indexes and Inverse Matrices Weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ -4.74957135   6.82402111  12.27261255 ...  -3.99688368   7.53919958\n",
      "  -11.89675062]\n",
      " [  1.55704425  -9.77025205 -12.89555418 ...  -4.83983023  18.24582139\n",
      "   -1.04973017]\n",
      " [-15.88521526  -2.95464085   5.39179267 ...   6.10116124  14.32617981\n",
      "   -4.72953151]\n",
      " ...\n",
      " [ -4.9719399   -5.53909375 -14.75615384 ...  -9.96372663  -0.80767447\n",
      "   10.91921505]\n",
      " [  6.63542631   3.86678982  14.52364915 ... -16.5420691   -5.61474336\n",
      "   -3.07681529]\n",
      " [ -9.47569565  -1.60168057  11.52698978 ...  -6.10116124  -4.72953151\n",
      "  -14.32617981]]\n"
     ]
    }
   ],
   "source": [
    "simplex_points = hull.points[hull.simplices]\n",
    "inv = np.linalg.inv(simplex_points)\n",
    "inv = np.swapaxes(inv, 1, 2).reshape(-1, 9)\n",
    "print(inv)\n",
    "\n",
    "simplex_info = [hull.simplices[i].tolist() + inv[i].tolist() for i in range(hull.simplices.shape[0])]\n",
    "\n",
    "# write list of list to file\n",
    "with open(os.path.join(hrir_dir, 'simplices.txt'), 'w') as f:\n",
    "    for item in simplex_info:\n",
    "        f.write(\" \".join(str(x) for x in item) + \"\\n\")\n"
   ]
  }
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