{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "```{eval-rst}\n",
    ".. include:: sinebow.rst\n",
    "\n",
    "```\n",
    "{sinebow24}`N-color`\n",
    "=====================\n",
    "\n",
    "Here I will argue that many of the errors I see in ground-truth datasets can be most kindly attributed to a lack of good label visualization. To illustrate, I will use the following cell microcolony.\n",
    "\n",
    "{header-2}`The insufficiency of cell outlines`\n",
    "----------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "# make local editable packages automatically reload\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('dark_background')\n",
    "import matplotlib as mpl\n",
    "%matplotlib inline\n",
    "mpl.rcParams['figure.dpi'] = 600\n",
    "import numpy as np\n",
    "import omnipose\n",
    "from omnipose.utils import rescale\n",
    "from omnipose.measure import crop_bbox\n",
    "\n",
    "from omnipose.plot import imshow\n",
    "import fastremap\n",
    "\n",
    "from pathlib import Path\n",
    "import os\n",
    "from cellpose_omni import io, plot\n",
    "omnidir = Path(omnipose.__file__).parent.parent\n",
    "basedir = os.path.join(omnidir,'docs','test_files') #first run the mono_channel_bact notebook to generate masks\n",
    "masks = io.imread(os.path.join(basedir,'masks','ec_5I_t141xy5c1_cp_masks.tif'))\n",
    "img = io.imread(os.path.join(basedir,'ec_5I_t141xy5c1.tif'))\n",
    "imshow(plot.outline_view(img,masks),3,interpolation='None')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3",
   "metadata": {},
   "source": [
    "This outline view clearly distinguishes cells from each other, and it requires just one color (one channel). As ground truth, binary maps like this are one of the easiest annotations to generate and are therefore quite common in public datasets (see MiSiC, DeLTA, and SuperSegger just for a few in the realm of bacterial microscopy). \n",
    "\n",
    "Despite the ease of drawing reasonable cell outlines, it is exceptionally difficult to guarantee that these monochromatic boundaries between cells are **precisely** 2 pixels thick. Without this property, the resulting label matrix will either exclude boundary pixels or asymmetrically incorporate them into one of the two cells. This is a primary reason why label matrices, not boundary maps, should be used to train and evaluate any segmentation algorithm (labels can fail in self-contact scenarios, but Omnipose now accepts affinity graphs or linked label matrices just for those cases). \n",
    "\n",
    "\n",
    "{header-2}`Not enough colors to go around`\n",
    "------------------------------------------\n",
    "\n",
    "However, creating and editing label matrices has its own set of issues. If you have too many cells in an image, you quickly run out of distinct colors to distinguish adjacent cells:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of masks:  161\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bbx = crop_bbox(masks) #in omni\n",
    "slc = bbx[0]\n",
    "m,_ = fastremap.renumber(masks[slc]) # make sure masks go from 0 to N\n",
    "print('number of masks: ', np.max(m))\n",
    "\n",
    "cmap = mpl.colormaps.get_cmap('viridis')\n",
    "pic1 = cmap(rescale(m))\n",
    "pic1[:,:,-1] = m>0 # alpha \n",
    "imshow(pic1,3,interpolation='None')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5",
   "metadata": {},
   "source": [
    "This perceptually uniform color map is our best bet of distinguishing cells from each other, but some close cells are too similar to tell apart. The standard technique is to randomly shuffle the labels:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fJWf/bWXn1Eu/LXnmhMEGZmLk08hMk1PJp69934wQlh14aZq/rDl1lYoVflHOVSq2/tahBc93ja6PbLb6L3se57KbN4x+7L887dHO7RV+Xe2PzvxgTZF8QtkvbRxUlko+q5SjTR6pI+NOAgkAQBQLSAAAoqiwC7S5ts7q6mHMeOP/69yus87OD/Xkh32qltXaMVV2dsWbHfc4oZL3UFZlh9DsOnsUD3zqydH3+fmvpmrta19xVNd7aObNvQdm+snq7NRVdjZQk78iTpF8xV00ENM2bb76jOq6fLtvPfUrGhdc2/vXOaiOBBIAgCgWkAAARFFh/1XbautRqupBZHV23ZPZRXtUPr3icyia0M47/86TGlGpDDOZna/ApxxR+vdCNpEdM409THXdT7+9HtuqzbX1+XctqPT7Z+GNR3c93vonjfbzv8m19QW/+3zn+W69X7v+nqPZJJAAAESZ+ARS8thbUwZrmmzO+lP7UtaZRj5/7yytnTfwfa48J9HJTOP8e07t+foU7/M4mmWPWW6qWdXekMtcnabPQA3x7pw/r/Oa7r7KPq36O6FIPnWEVCSQAABEsYAEACDKxFfYTVZ1Xd1P0Z6MRUMuqT30wrVCCCE8/bL7q37ovjp19tZrJn2cqbq6nONceY5alHql3vuxaHgm08baeu7Pflz3KYRrT89V/7m9GpkMEkgAAKJIIBumaaljP/lUso40knLkE82nJHyc3Z43tUXQhT8+QupJrVedaVvyOGjquPDOzaZ5Xm8r8WyW3RZojV6fyFiSQAIAEMUCEgCAKCrsGrWhrt5xjTvrPoVpTbfnYn5fRuL9dqOpvRKfctv/1ngm7ZLtz5jfs5HmaFtdnWnCsAwUkUACABBFAlmRNqSNeUXJ4/xrX9/zX/A7ze/+2A9O2r60cxrUTXOXbvOz6cnN2+aHKfmBmgcPf7TXp1Ig9fWvn/XVe1IevhJLFt9X9ykMpOjKMdMPwkAzSCABAIhiAQkAQBQVdkLjUFuPaqf5P+rcLqvOfnC7pf+ddVrvYYWsyp5Omyvux//hsRBCCI8+Ke2/AbOBGsM0zZEN6azc4n//L1n5SXWfQi2Kqmpoq/b+BAIAoBYWkAAARJn4Cvv2g5deDH7D4xaUNvHWhur6R7sf21Wl9JuyHlVWZ9cxmV2kqOJuc61Nsd/86sn9P4mx0rTp6zs+slXdpwClk0ACABBl4hPITJZEhjB4GtmGpDGvKHWsQ36wJpNPJa/6wvyu8+w3MFOWYQZvprsiTmbHPU6wnxtMiF5p44bHT/3dcvsH5tn7kVaTQAIAEMUCEgCAKCrsAvk6u8j2FxzS+JrhkfPX6P7g7tWfx6CKau0m6ldxV+3Kc6bq/ufvna7mz/aDDMGekOMs9eULx2n/x1EHY/rV2dB0EkgAAKJIIMdAYdpY4DnvP7lnQrXrvmWczejy2wmdtPWXG/8v86IBn0UHdA8ClemH5x3UdfwsjUyZRFK/lR/w7/46pdiSp63DM2tc/ptKHueCaz/W+L8HJpGfRAAARLGABAAgigq7ZbK9HPvV0cO46KwXdG7vuu8VZR9+KFmdvedOUx/72g+acSWbXvK19joJjv+iVxy/JIQQvv+tD6h2GubOeVO/vrD+Ar9OUIcLfvf5GSGEsPsq+4z0+o/DFWRmr//zzvtx9ulL/7v1fuVdeY3JJYEEACCKBSQAAFFU2C1QxyUIszq7KVV23p47Ld0zsg1Vdggh3PuSpf9OW+e7j410nMf9qbt1yqrsZTxlhZEep59sT8gy94N8xpFLfxQ9ePijpR2zCov3PXgsfoUg9f6PVVh449FdX4usys7rV2uPQ20NVZBAAgAQRQLZx84XH1jwr9V0L9uvf/qM7g/WeAWZJg7WZLIkMoR2pJFZErm8XslkUerYzxN++5fO7T8lTiPLcuGPj+hKirb+1qHRT/7aVxzVdZyZZx1nYKBGTbv6TFEqmb8qDP1Vtf8jzSaBBAAgigUkAABRVNh/VVxVF3vS45f+ov8fHh3t5SusqwtsdHR3vbJSqP539/N1dqYptXbb6uy8rNrOX/6wcDhmCCnr7GyYJoThBmqKausX/f3U835KeMpAx/n+fzd3L8w1t3iwc/sXNwz2/V7E5QuLFQ3OtMUnX3tmsmPn937Mm/mZE5Z+f23d/WerXdv758O1p8/rHHP3rQ+rpPJ3CcNm81MJAIAoEsgRZEnk8nolk4Omjv088oypfwCu9GB9/0hr4pBNPo3MtCGVzF+9Zt0Ex8/SyBSDNfk0MnPlOfN7vjHzaWPbFG3fs8OFB/d8PlkaOUoSSbnGdXimkzRG+M3WU23F4nccJPmjLwkkAABRLCABAIgy8RV2zPDMoLJq+9JdTuyqATb6afmVSdPq7KZU2Xn5AZVMvjKeJG3cJ7KXfBWeDdRUtfdjv9q6SH6wJnP5bscVfuNucdDJyZ5HyqvPnH/XgsLnM3vzD5XyfNo6PJNycKZM+Qpcnc10JJAAAESxgAQAIMrEV9gp5evxojo7hazObkKVHUIz6+xMvtY+69YXLAkhhCMueG19J1SDbFL6+XtXU+e3efI6b5jqmtEMU1tv9V/99itcbdjTaaR3fuctyY5t70eWJ4EEACDKjCVLJvsf0imGaHq5/0drVflwIYR608gidaaSW6482uBAVQnluhf8pf8nleD73/pAJQlklnRWlUAufl3ah1l7rV8nO3Z+oKZtQzTTDc9kTrv5pdHP54BNLhnoB1j/tHF6v78pbRJZ1fBMigRyk9N/W/oxe5lx9wPR91n46zOb9ZfchJBAAgAQxQISAIAoE19hZ6qqsuuosDNNq7JDqK7OHrW67iVlrV1VlZ16P8iqKuzU1XUmZYX924vWTHbsvJQV9jBVdT9FVfYotfV0yqqzb//AvM75Lrxzs2RvzJSDMyFUV2EPU10XUWdXRwIJAEAUCeRfVT1ME4I0Mi91EpkygSwyaiqZbTH0oldUM3RS1RVpnvBw2kRVAjm4shLIl59/bSnHiXHmbS+s5HGGSSPzyWNGAtlfWQlkRhKZngQSAIAoFpAAAERRYReYhL0h85pQZ//slLmFJzH/2tcP/bWouraOUVRx56+MU2Qc6uw2V9jjUFvfcELx99mc9eYN9MLVUVdnqqqti+Sr7KKKup8UFXbK6rqttXWeCjs9CSQAAFEsIAEAiPL4uk+A+j3yjKXtShOq7OXtuepPBvq8HWbd2fPkz7r1BY36XY0jdv9qwUfnV34eEELa/RvHQb/a+tlf/WjP1+0T25Z7Pm2WsramWhJIAACiSCALXLrLiZ1/bVYxULPW9vd3btc5UJMlkSFUn0Zevmj9kV7novv3SyWbpigl3ffZV7TqOdBOksdi173yY13ff/3SxiLvvXqvEEIIn9j23JHOJ/WejxBDAgkAQBQLSAAAotgHckCTdqnDTFVV9qfff1olj3Prn9ao5HFS++y811TyOGXvCWkfyGKp94Es2v+xLbV1nfs/PvLHFZMde9A6u6raOvXej1UNz9j/sToSSAAAohiiabBsuGZSB2tSePYTftm5PS5pJAyqLaljnVKmjnnZYE0IIdz62o/0+OF6gq8ZjSSBBAAgigUkAABRVNgDqnpvyLwm7hN524e6r8zwnPefPNDr8rNTpn6hf9T9H0fR5jr7rQu+HkJIP0zzhN8uHXope5imTG0dnEmtaHCmyQ7Y5JLC8z3ztsOSfYGrqquHMfMz7a+uXXVmvEkgAQCIYgEJAEAUFfYQsjq7jr0hmzCZPZ03v2PhgJ85t3Mru9xgnVV2CMvW2Zm21dq0V75u3uKgwX4VJG+tT/yk62O7feKfuo7zyuuiTy25b771JSGEEA64PO3jNLmurtPidxw0I4QQdj893a8KpGbvx3pIIAEAiOJKNCWpI43M1JlGvvPVF5RynB1Wvq2U46TW5FQy5UBNWUM0Ka5E0+Yhmst3O26g5CSfShaljcN45XXVDDhkCeOoHvzgnwb+3Dakjb33fqxuiCZLIM+7Y5vO4/3rnq8Y6ZhVD89IIOshgQQAIIoFJAAAUVTYCUxSnV1WhZ3Xljo705Rauw0Vdl5ZdXaKCruq/R8HrbB3e2L3QMyoUlTYZdXV/WR1dhuq6ryDtrxo4M896tJ/SHYeJ+9yTvR9+tXadez5qLqulwQSAIAoEsgRvP0nb+754t368DOqOpUuVSWRKRLIvDakkdlWRNM569YXJPsm2/fZV3Q99otecXzSb+pR0sgrz5lf+Fq96O/jz/n7//2BrmPNPOu4Up57nQlkirSxn2HSyKrSxiKL57Xr762Y5HF5ZSaRwySPRfbY4Jqu9+3sp72t8i+KBLJeEkgAAKJYQAIAEMWVaAbUr64u8uynPti5XXWdnV2xJoQ0dXbq6jpz+f9t1PWxptXa+avoFNXZRTVzylr7+9+aqnbLqrPzx8w8f++TKq+simrrtmlKbZ13wCaXTPu67rrDx9rVFzfEKLV13qE7f7Nze5g6u6zauin+tM0Gndsv3eWYrvfmJRd/sPU/I9pCAgkAQBQLSAAAopjC7mOY6rqXOiezL93lxMJof6OjFwz0HP+0xqOd2we84OKSzmp4Tauy84qq7PX/4+hav9nW+eLwv7FSVGHnHXPjyxv1g+TTP945+j5VTV6v8sp7K3mcGBf+8YtdX98mV9dNnsIuq7ru5+0b/6B7F4K/Xv6wqtr6M897biWPk6+th6HWTkMCCQBAFAlkH2UnkHlVp5HTJZCZmf8WP3DRhCQyhOalkW+84m11n0Ip7vzHD037nmla6jiIomRy8b4HzwghhB0uPDjp82la8rjkuZvUfQpDa1oCWVXqmFeUQJ53xzaVvDBtSR6XJ4kslwQSAIAoFpAAAESxD2SNsn0iq6qyd774wE690a/OHtRpV+zSuV1nnd2U/SLHpbrOZIM/+Sq7jdV15l3Pu7TgowdXfh51aXNt3RS3vvYjXT87z7jlotq+J6qqrcdBft9IdfboJJAAAEQxRNNHyiGaInVs87NoUbmP2ZTBmiKpU8lxSyCLvP05P6z7FEr1X/dtmezYTRmcGYfk8aLLD+tKjJ791Y8m/flclDZmzrhlp1r/8nz6439X6ePtscE1nddi9tPeVslzL3uIZjrSyOFIIAEAiGIBCQBAFEM0DZMN1oRQ71VrRtGUwZoiRcM2ITRvH0kYVZtr66K6uki+Yu5bZ9+8yohnVb+qa+sQQjjq2DeFEELY44xqHm/hr8/sfE3zQy80jwQSAIAoFpAAAEQxhT2gqqex81JX2WVPYect/ucPdFVRJ/5891a86frV2jvMurPruWX7Jo4zU9iDq2oK+8I/frHzXtx1h4819j34+Hsfir7P+XefEj0h++yjFpT6Gtx66LzOOVQ9fV1nbd3PM77289IeM19dZ6qusE1jx5FAAgAQxRBNC4zDYE3egZtd0PlXXpPTyOkGbjI7VHQetFc+Gdztif9U6ns9f+wmGyZ1zJuz7vuXhNA/iSw7dcyrY8/HqpLHQdPGIg/uuVnn9jBpZFHqWCdXqokjgQQAIIoFJAAAUQzRDGFcB2pSDtOEUDxQk2lylT2M06/bue5TSGYchmhSDs7kXb7bcV3v+WGq7GHq6jqHaUatrYsUVdgpa+u8g1739SoeZhkpK+xRautBXH3GvGnfr8/bN/5r9uR7/jjaCQ1Bhd2fBBIAgCiGaIZwxt/9+4wQ6kkis4GaMpPIS3c5cUYIIcz8t+NrSyzaMlgzqP22urTrY21OJe/8xw91/Wv8mBtf3riv0xe+uGvXx970Txd1bn9w82/PCCGE/7rv4ErOfad/OKH7cXbfupTj/OCbBzUiISm6akw2+EKcOrbsqcowyWPmf5/1xM7tqtLIbKBGEjk9CSQAAFEsIAEAiKLCbqlR94bMauu8/JBLVXX2Lt+dV/A4m/e8z5w1bkx0Nmnla+18ZZ/JX8XmSdevNPTj/GHLR6Lv0/fx/rH7Q1kdHMLgdXZRxZxa/jE/eHT6x1vhk6unf5AwTT2et/qTOjef9Ks/lPKYRXV1XlXVdVXDM1Vpw56Pwxiltqb5JJAAAESxgAQAIIp9IEtS596Q2VR43m/uX2fg81ltrXu77p+ywt5w/V+Ucpy2VtnLy+rszT50sm/Giqz64nLeg0WqqrCrEjPtnbLCvuMd66Y6dF+p94Fs856PRVb4czWPU/X+kCaylyWBBAAgiiGakuRTwKrTyPzjHb/WJdH3z9LKoiSyyc7/5dSwTZvTSMnjeBi35DGTH9Zpyt6TVbn10KVXVDnjlq+X/j06bns+VpU60hwSSAAAolhAAgAQxRBNQlVV2cPU1v1sff57Sz9mpqwhmum0rc7+7Nmz6z6FiVbWQM24VtjTyers1Hs/Vj08k9XWeWfcslMpz3Hc9nuso7b+8VndX5/ssoNVMlAjgQQAIJIhGgpdO+cTIYS0SWQq2XDNxS9Z0PUvxBN/vrvInfDzo+d2vTd2uPDg6PfG5bsdN3Wc3Zb+p+8VYsZE9jxXqftESnbIdXsWfP26r/a1wZMe7P60aYxb8gghSCABAIhkAQkAQBQVdkJ17g3ZZLffuWbnduqBmuVlV31Znmp7ssz83HGdr/fitxw8I4QQ7rvvaZ0/X3vtX/e8/zLVNa23xysvi77PHX/orrVDCOHYrb7W9d44745txurnS9XDM1856oTO7UX3Fv2KSPW/apUN7kzyMI0EEgCAKBaQAABEsQ9kxVJU2Sn2gcyknsKuqsIumsjOm73Fh6O/Li/78k+iPn+6+tylDNP6/UZ/qvsUQgghrPv18fz3+irX3lf6Mava+3GY6rqfqivscd7zMV9dD+qt+1RbZ6uwAQBgQIZoKlbWYE3K1DEv2w8yhHbuCdnLMKlj3nde/3dRn3/gDcUfz/YklESOrilpY5G7X/PYQJ/XlqQyRfJYhRSpY5FxG5ypyjCpY95nP7/076yqk8hJ1I6fVAAANIYFJAAAUVTYNcrX2aP4zf3rtLYqyfaETD1Ms8t35y0JIYQVD1gp6eP00q8yH2Zs4O5/WH3Is2m+ossN5mv+JtfVoxi3qnvSVFVdVzU8c/UZ82aEEMLz9l2Q9HmNWl1TPT+BAACIIoGEFlv3m78a+HMX3vDxaRPvrfavd4Dnuk92p41FxjV1HMagSWUI5aWVKQdnUm/dU9XwzDjIUkfoRQIJAEAUC0gAAKKosBnYOO8JOQmyIZ58lV13dZ0pOo9Ba236G2Yw5wffPKjr9Z+z7vsb8X6ZVHtscE3na3JUSDvUUgWDM+0mgQQAIIprYY+Zqrb0SZlAptzSp85tfJrigRePx9Y///NcAzUpLX7LwZUmkCmGaKoanNlulTsreZx8ApnZ9u3lJJGP3/P/Rd9nybl/G32fOlLHlFelcS1sAAAYkAUkAABRDNEwUf582iOd2+rsdlv1p08IIaiyU0s9OHP+3ad0VYDPPqr9AyJlKaqtyzRMdZ2ZsdfUffN19o/P6t5HctG9z6z0azprnQc653DJxUv/+9JdjintHCa5us5IIAEAiGIBCQBAFBX2mFltrXtnhFDdNHYKt9+5Zud2yolsdfZ4yKrsENTZZZr5ueOWhBDCZjU89jqX/LFz+96XPnGg+9x66FRtesh1eyb/+VfV5PV6p57U+7ls0f2h1W7o3a6OUltPJ19nN9V0tfOg1bbaelkSSAAAokggGUp2VZpxuSJNlkZKItstn0Zm+l3R5rnf/nB0WvWrXz4l9i6ts9nhD1T6eC99aXEKlE8jl3fJJeObCM3/1huHvu9vtph6Ke963/yu12i7hR+spKGqenAmhGWHZwYlWRyOBBIAgCgWkAAARFFhj6lsmCaE8RioSTlMk7fwho/3rDJmbxFfdzZFr+e21f4nt/Z5DWOY2jpv9TV+O/R9J6H+7uePG67RuT1ddT2I/H2rqrNTDs+MUls3SZ17PlIdCSQAAFEkkBChX0K5/Rv7bLlRYLVrfz38CdFXPl19/Mt/VeephBDi0ktp5eCq2Lqn7aoanmEySCABAIhiAQkAQJQZS5ZItMfJDq87caAv6H+fespIj5Mf0snM/LfjK3kzpRyoufglCwb+Zexh6upefnR2935t//CD/Rv7Dbr4SxvUfQrRmlBhlyVFvZ1678f88EzZtjv5J8mOvczjJBiiSTk887cbV/Oe//IWZ1XyOHmGZ+olgQQAIIoFJAAAUUxhj4FBa+u8v3/f+7s+1q/WLqqtJ0HZVfUgj1NUZzfNzDfcMfDntrHubrrpprmHqbarvmxh26Tc+5E4795uz9z/df+Kz/n3f7LxPzvHhQQSAIAohmhaapjUcVSXf+XAgf5ll3qYZvE/f2BGCCHs8t15pT/O7/5t7bIPOZQ13nlX3adQqaoSynEaounnpy/vvWdp3px135/sezbl4ExeyiGa1Alk2UM04zY4s2zqGE8qmYYEEgCAKBaQAABEMUTDwPK1+aB1dgpZRb74n6f2bBy1zm5KdT2pigZyRqm1r/vk3ML353O//WG/s8PAUlbXKfd+ZFlz1lo6bKPKLpcEEgCAKBJIhlI0xJOlktmQSwjVXZ2m6AoyRalkk5PG/NY9Tb4CTVWKUsRt37lgoNcl/3lX/+u8znGywRJJZNrBmapccskHCxOlQ67bs/XPrcnaMjxDWhJIAACiWEACABBFhd1gGx0zfV33t1WeyICyWrvOAZu8JtfV9JfV+Peevf5IxymuvZ/e8z4zXvXQSI856ara+zGFNg/OVLX/I4QggQQAIJIFJAAAUVTYDdOrts77f9tOrf3/9urHkp3PMPIT2mvn/o1y3+x057n9G09q1dTl2cec2PWx2+6Zet1OmtV9n/mLTCRWZck3elfcRdpQe4/D5HXeObdtV/h8nrPyYPffe6Orun7d5rw7thmr16gsJq9ZngQSAIAoEsgGGDR1nE4+jcw0LZUMIYS1Fy49z7KSyLakjkVp4zBOmvW1zu1JSCNHHZ6p2rimljGqGp55279+vZLHaZurZh8zI4QQtlv4wdJ+NlaVPFYhuyJNCK5KUwYJJAAAUSwgAQCIosIeU00essmq7BCGq7PX/O4KZZ5Oqcqqq/vJ6uyNnvVAp4bZ64p3VFrp/9+jT6jy4cZSv9q7V8W90hmr9rzvjmec0PV+ePJgpzUxsiGcomGaMqXc//Gu980v/dzrqK1nrZP9LHMZ17aQQAIAEEUCOQGyNLJpSWQIgw/WSB2LVZ065q38+D8N/LmDppXf3GnqF9u3PXu04bJxkCWUV//rvM7rsuNrupPFQf3vc6euzvTkn943yql1nH/3KZ1ze+lLj0n2NUs5ODNuW/esvvLvCz/+q//7m2nvU2/qSBtJIAEAiGIBCQBAFBX2BGnLYM3lXzmwq9bY/rvN2POxzro677B7X1n3KUTpV3ef+4LPdH3Ns9p223eqskepraeTr7MzMbV2vrqmPi///nsHfm9k1fa3X/SJrq/donvPmvjvM+JIIAEAiGIBCQBAFBX2hGry5Q93eN2JnSqlqM6uSlPq6kmXn0BWZ6dVVGv/8OsH1VpVu2xhsU23WTz0ffO1d1GdnZLJ6/EhgQQAIIoEsgFu++BUwrLRMfUlLE0csumkkU9M+4/WNqSN+avOhHvr2/8xhWw/y/wwzZ8f2KDrOf7oiN7H2f6I95R8ZuQHeOpOI8v2pMf9ue5TqN2ie59Zyc+SF//n/L/eOrHw8RbtX1/bxHAkkAAARLGABAAgigqbQk27/OEKf5xqPf4yQp3dhqo6b5naeox9YdbFIYTi2jrGj474l6Hvq/7ur99+lINdsHIy7LHBNZ3v3fmhnH1sRxmcqcNUbd3frE8urbY3TXY2lE0CCQBAlBlLlozV7+KPlToHavqpM5nMtvbZ/o29/1XftrQxr1/yuPvKb1oSQgirXbxSNSeUWJZAtk0+tUxx5Zz8FkaZFFelKcsTHn60lONUtXVPyiGafAKZWe/U+CTyrvfN7xwn5qozgzp9/a+Ufcio5LGXTY9eVMpxipx//ycnot1JSQIJAEAUC0gAAKKosFugiVV2fu/KTP4KMikVXZ3mtnuq2csspf03ftlI929znd3WCjtvxWfe0fW+3PTQk0t5X9501NxWVdl5g9bal1zywc5zPOe27Sp5blVV2C94Q/zPxiu+1P1zLkWFnV2JZtT9IMuqrfNU2M0mgQQAIIoFJAAAUewD2QJNudRhXnYe+XPLquXUVXZb6+pRK+p+frPLI10fy9fa+csEZrJLCNZhHGrrvLLq6oGPvfnUj++n31jO9HMKf3pq779mqr48YlWXLxymtq7TrHWmdn4YtM7O32e6SxQyviSQAABEkUC2TJb4NS2JzLutYMglhNGSyc8vOGnYu9Yiddo4qKLUsejPd33+R0t/P1105Ud6PvaoV51hykObd/8ob3IqOc5O+NA/lXKcLMFc7T13l3K8fmZvckju+3Gfge6z8OZEJ1OBOWvt33m+BmqGI4EEACCKBSQAAFFU2C3VxMGaTP58hhmyUVdXJ0V1Paj8vonq7PK1pdbO9rOsepiGpZatrke47/6rl3I+tIcEEgCAKBLIMdC2NHJcriTT1uSxztSRej3U4K1/8lfW2e/4Os9k/D32jpXrPgXGgAQSAIAoFpAAAERRYY+Zpu0TmVd09Zq2aVtt3ZS6+vq714k+j01WfGKKU+Gv2jJk0wZl7f0IbSKBBAAgigUkAABRVNhjqqgmbkqtnT+Pb7/xhDpPpctGz3qgT73+pka8hr089pyN6j6FEMJwtXXezX/+YwghhC3Xvbfn12T209/R9Tj/dcPFozz0wPJ7Wd501NL/bnroyY1/j0ynyVPao3rS4/5c9ynAWJFAAgAQRQI5QZq8X2Td9t9iTgghhAservlERtCU5HHBlz9T6vHySeZB27x8oPu8cotdSj2H5S186DPTpqI3HTW382dtTiOLrgyT36uRtFZ7z911nwL0JIEEACCKBSQAAFFU2BOqKXX2y88+KIRQ3TBNVlVPZ/envrX7tfhzc3/5flxr67xBa+sqZYM7varsEEKY+ambuj62+N2bJjqr9PK1dtl1dv7Y59z2FVU5NJwEEgCAKDOWLPEPPZZqymBNWWlkv7RxKA1JI5uQPKZMHfOamEBWpQlp5Y37n176MV/07nd0bhcN6+Sdc9t2pfxcKnsbn9RXn0kxRPPYO1Yu/ZiZm/dfPdmxNz16UbJjhxDC+fd/srVXR6uTBBIAgCgWkAAARDFEQ0fTBmtCGLzOTlJXV+yC//tCzxpl1+d/tBG/YlBVdU29QzgpquvM9z819R567Bef6fm+3uvJS/977v+uNvDx997oqq7vpfPu2KYR3z8wLiSQAABEsYAEACCKCptCWZ1d92T2Rs96YNpat3DPxtRWXLFz84KHPzsjhBB2X/lNA53HMTddWvjxbWfePe1zVFuzvJS1dsraelR7Pfk3Pf/8cWvepraGCkkgAQCIIoGkp7oHa7LHzJ9HnbLUcZmP5YZfrl68bvRrlN2nVxJZlzqTxy3XvXdGCCEsfGjqY9kVYFhWPpVswt6RdXjsFxt13htFaWQbpNj7kWL2fhydBBIAgCgWkAAARFFhM7A66+xaBmYGNExt3e84B7/hbWUccih11tYH7Tp1ebiFt9R2Gq1201Fzo6u5fP07DlIOz6S+hCG0hQQSAIAoEkiG0pRtfqpWVtrYNHWkjvm0scjsjQ/ufq1X73M1kl/13uqFYtnQybglkYyH/MDLnLX2H/o9anCmXBJIAACiWEACABBFhc1IUg/WrH/sDWUfMtoxP/tO3acwNvrV1iPrV3FnRqy6Fz70mRkh2JeSybbw5mMLK+FZnzwx2fdFUQ1dVGurq9OTQAIAEMUCEgCAKCpsSjNuk9njWl1fdOVHuqqd6+/+zFh8zQY2aNU9jc6EeP44NU6A/3nzmZ3bu7zo4yN8Lfft+shFXz5r+MMxkJSXMHzsHSsnO3Zqi/Y/cKAaWl1dDwkkAABRJJCU7pp9Tu3559t8/n0VnUm8cU0d67bluvf+NSEo2NtxXFQ0wJNPG6uw6+v3Lfz4JCWTe2xwTSfh2uNLS//7gjekGxQpU37QZfYmhyQ751Nvelnn2HN3mf7zTr54ds/jDJo6Uj8JJAAAUSwgAQCIosKmNL+7f+ZA9UhRxb3KWosLa4vdj31rJTVRE6rrbWfenXsNPlrK877/xU/u+tjmh5zcdexz9yvj0ZY1VVuzjIgBnoW3HDcjhFEHY9LIqu2Lv//hrq/zriu8fuDzveC+a4Y+h+wSjCGEcN4d2zTuNerlii9NVbUv//57W3XumXxtPai5uyws/Pj7Nv2OnxctI4EEACDKjCVLWvkPHxpi0NQxRj6N3P2p6RLIJqSOIYTwoUWvib7PXw5++rR/VpQ6xjh3v5NGuv8rv7f/QJ+3ycfr2/amLZqcQBZ53GXXJTv2RX/5cs+EKmUCmR+iKbLxR7tT/SK3fGRu4XFSJpAptvGZ8/WflH5MCWT7SCABAIhiAQkAQBQVNiNJXWFnyqqy17xo6vb71qi2wh6mqu5n4c6ndl6rouGYUQ1aZw9aW09Hnd3bn9d4St2nMJCUFXZeUZ2dosIuqq4Hrav7ydfZKuwpquz2kEACABBFAslIUiSQeaOkkfm0sZ+UaWSK5LHIPefPSnbsG4/t/uX/Wf9+bOlfe0lksSYnkFWljv28+9bbSj/mB7/45tKPWWSDF9+V7NgSSFKRQAIAEMUCEgCAKK5EQ+tc8PBnuyqOfa4abcjm1F++LIRQXpVdVW09brJ9D6cze+OD/c4NhT717I06t0eps6uqrVNKUVvD8iSQAABEsYAEACCKCpvWGrW2LpJV2SEMV2errkeTn+xe9OZDuursRW9YM91jf+kXyY49qhV/+dvO7SZPZDdFVmcPWmWPQ20NVZNAAgAQxT6QDCX1/o+Zon0gUySPvUyXRDYtbUy5D2Retidkin0g8550+xNTHn4kVaeVv3rhGgN/7lNvfyThmUz5ly/+SwghhE2edX/ne3TXFV7f2L9QitLIOpPHtu39mGcfSEKQQAIAEMkCEgCAKIZoaIWqa+u8bWfe3alUZl/6vkZVdAt3PnWq7tl56X82P+TkRp3jOBpmmGfQ2jumri7y8IYrdX1smFo7q6j7ufmetTrvt9MWLf3vAbN2jH681PbY4JoZIYSw8Ud9f0AZJJAAAESRQNJodSaPmaaljnXrJJyb1XwiLdMrtbz5o3M7SfLfvXVB6e+3LJX8yWfn9RxQyKeJozht0Q8LP15nMil5HE3KwRnaSQIJAEAUC0gAAKLYB5KhpNwH8j337pLq0FF++ciT6z6FZSz+9Wo9//ym1xzRVU+mHKj5/WZ/THXoZTR5P8gUVrm3mp/JRXV2WRV2jKpq7bsPf0Elj9PLLR+Z+lWFl3//vcle6xT7QFZVYdsHsj0kkAAARLGABAAgiilsyGlbbZ236deP6KrEHheeWur5MD6Kpr3PPrL68yia2C6r1m5CbR3CstU1jAsJJAAAUSSQDCzl4Ezd2pw81uVvfj413JJyoCa/R+ImH7GX3ySYbh/JTL+EsgnJ47iljvnhllNvellt34frnXLSQI991/vnj9Xr30QSSAAAolhAAgAQxT6QDKyqCruqfSAnrbZ+3I/SDdSkrLAXvfmQnlXUuNXaqS9rOKizjzyxroceyibPur/rfVLV5Qv/uN4fou+z2cwHSj+Pb7/oEzNCCGH2JoeU/rwX3nxsJRV2vioftK7uR52dhgQSAIAohmiAVluywuCfO+Mv6c6DehVfReegZI83TOqYQpY6jouyUseiY0oiyyWBBAAgigUkAABRVNhMlKYMzizc+dSuKqXoSjJlemz7h0MIaYZpUu4JOevfj+28LvmBmo2PjB+QKKq7bzm8e7++qgdzLnzH8Z3bd997fOexz/to9+fu8ZF0tWzeGw8/MITQvmGaFFLU1T9f/MzO7RQDNZCaBBIAgCgWkAAARFFhM7Y+v91nu6rJ2Ze+r7Z99Ypqa+IMU1sP45Fn/Xmgz1vpnhWjj52vq4dx3kdPCCGkr7JXe9M9IYQQDrj9DYV/ftqGX0r6+GX4xltO6NzO9onstzdkHdPV2ST1y7//3p7n9vtj1u762M7HHNd1n5VKO7PqnHLBnLpPgUgSSAAAorgSDQNLeSWaVdZaXJjO7XPVW6Mfsyh5zNSRQA6TPKYeqMmkGKhJeVWaJ971xP6fNKQ/rDVY6tjP4rd/oOfX++57n1n617asNDJLHYfV5FSy6Eo1s75wTCP+Alz0pg92ndvOc7qTxWGsdNdvRrp//go0yxv1ijRVp472gSyXBBIAgCgWkAAARDFEQ08pa+tB/OSBZ0XfZ/NvHL4khBBufNWRtdUVBmYm18wzpvZx7FdnlyUbrAlhuDp71Oo6kw3cNLnKbrKyauu8R9ZbrXN70Dr7lsOe0rm93hePnvac3r/tCCdG60kgAQCIYoiGnqpKIKcbosnSxNSeter/DH3fFGljVUM0mTKHaSZ9iGY6P5hzctLj99IvlSwrgeynzmRy9vcOqO2xi8w8p/r85tLzD+76WdUrYRzW+7e9ZNo/q2O7HsMzaUggAQCIYgEJAEAUFTY91VFhV1VbDypfb1c9HFN1lR3C6HV22RV2yto6L3WFnamzyl53nQcK37+7fndubd9zKWtttfWysgo7RW2dd9c/fai7Kj/lpNreYyrsNCSQAABEsYAEACCKfSBphKbV1nn3/M+qtT32Ta85olO9VFVnP7b9w53bg9bZNx47t/sycf9+bGO/ppMqfxnF6ersqmV7R170kpN7ns/N96zV8/3UtLo6r+7qOpO6uu56PLX1WGvGuxoAgNYwRENPhmiW1e/qNs9538nR5/6zU7vTuyJ1DNRk8knoMEZJI8dtiCavzoGaIv982161PXa/BDJv1heOaezPiExTUse73/iX6h/0/1XzPduLBDK9ZrzDAQBoDQtIAACiqLAZWIo6u+gShk2usPNWuGTVZMfuV2tXXWcPU2FvfnB8nX/jcd3Pe+Mj448zjFsOn3rsmWccX+nr27QqO4Tm1dlNrq2bUldnaqmt82qssFXX1WnWux4AgMazjQ80UNEwzqDDNinkE89+aeQwyWOd8sljZvHbPzAjhOqSyJ3On9u53ZQ08t82OjeEUG8SGUJzk8empI61p40ZqePEacZ3AAAArWEBCQBAFEM0DGWUgZrv/+HJA3/uQdfvOezDJJFycGYYf37xw/0/KZHpquyyKuxsoCb1EE1RhZ2pephmeU2ps4ukrLZvu/cZyY49jKbU1XmNqK5r3u9RdV2v5n1XAADQaBaQAABEUWFTmqJaO6auHlSdtXbTKuy8quvsfIWdYvL60ZXLPmKxs/c9Jfo+r73wPeWfSIEmV9iZFFV2nRV2E+vqTCNq6xBMXBNCkEACABBJAknpvn3nFrW+qVImlBLIYo+78qmlH7PJCWSmqiQy25cyhBDuvveZjf2hPUoaKXUsJnVclgSyOZr7XQMAQCNZQAIAEMWlDBk7J2z5tWn/bJh6+8ZXHdmpTJ5zSXMv07fi95bWyHVW2aS37joPzAihmVX2RS85uate3PW7cxt1nk2uq/NU11PU1s3Uju8kAAAawxANpat7iKYsL1//hp7/6n3O+5qZRtaRQLZtiGaUwZnppByo2fg91wz8uWfe+b1k59FPlo7mvWCvkwb6Pnng7/9U/gnltCF5lDpKG9uk+d9RAAA0igUkAABRDNHQ8bIdjxqpkv3ODw8dq+qhqIrP19o/O3XujBCaV2XnrxCz6dePaNS5ESemus68bf0XhxDqqbIHrauLPPO/n9C5PWqd3Ya6+tLzD+58n673xaPr/z6teVhGdd0+zf8uAwCgUSwgAQCIYgqbkavrXub9+7mpDt0YRdPaddTav9249wTnSs/8XbLHNoUdwvNmLp4RQggzzzi+tK/9MBV2kQv/9B+V7B35hgMPLP2Yg9bZbaut82qtsE1cM6Tmf8cBANAoEkiSJpB5k5pGZspMJfuljb2kSCIlkFMJ5HQGTSbLSh3zsgRyOqMkkylSx7wrzu1OqXaec1yr/uIqSh6ljrSdBBIAgCgWkAAARLEPJJVZ8Oa9pv2zcam3s70j81X24de/akkIIbzmbYMf58gtv9Gz5pl1+olD11+PPLBK5/YodXaK2jq1FNX1oBa//QMDVXe7vecfK6k2Z/7rCbnHmTft5/3g7xd0bhddqjCE4fd+HBe/3uwJPf98y/lLf33l+pPm1lvf1rzXI+NFAgkAQBQJJI0wXTrZ1mQySx1HvX8+iRwldZxOlkam3OKH5lg2dRzMTv89lU4ufmeppxOlKYMz/dLGXrIkMoQQwrZlnM0AGpI6Gp4ZPxJIAACiWEACABBFhU2jTcLgTS/LVuE7JXuc/GBN3qL9Dpy2dtr8yuqvttMGu+w8+P5+F1/6oUpqvWGq66ZoQnU9Sm1dC7U1FZBAAgAQxQISAIAoKmxaq1e9HcJkVNw0R0x1vfx9Vrji+vJPKIF8Fb74nQclqyef8PCjqQ7dV1V19SpXr9S5/bttHynnoKprKiSBBAAgigSS8J0fHjojhBBetuNRtf+yepmKEkqpZHvccvjSq3ZsfORowzoprz5zyJtr3BixZi/Ya3yuQFP3kMxd/7R0mGq9Lw6eYmf3yVvvlPq+JlLHySOBBAAgigUkAABRVNh0ZFV2CONXZ2dSD968fP0bZoQQwo9GvJRhkX12+kHn9ud/kG5PyLzs8om99oNMLauyQxi8zs7f58eLTxnL9zKjq7O63mnvn3Zu7/fTNy4JIYQ5m9R2OkNRW082CSQAAFEkkBTKp5GZcU0l8/ollHlFr1HmyC2/0fmzwxOmkVUnkSFUl0a+8LUndr1uq/e5z2VfrS8ppR2akjq2meSRECSQAABEsoAEACCKCpuBTWqtPZ2i596r1h4XWZ39N2GF0o+96h1/Kf2YKUzy/o9tNW7VdTZ4c/pzz+78zMmq5TL3g1RXMx0JJAAAUSwgAQCIosJmJGrtZRU99xd+Kt3j1bE3ZJNlk9umsUO45bRt6z6F2tR9acIQ6p24fsodU9nQbzd4bKD7qKqJJYEEACDKjCVLJjYsoiaTmlC+8FM/ruRx6kgi/2bxaAM1KYdnTjnptNKPWfYQzQpXXF/q8UJIn0Cu9d10+cMV53anYTvPOa7nz40mpI4hVJ88XnbWc0e6/3Wnze2ZPB52/asH+nn9sS3/U4I5YSSQAABEsYAEACCKIRoqN6mDN5e9+3md21XV2VX5/cypCnrUOpvJVFRb5116/sGdP99y/smN+nlRx8DMqNX18gatqge5vzp7MkggAQCIIoGkEWKu4DIJaeUo6t7aJ0sj+yWRNx439cv72fY7MJ2mpY51KDt1DGH05LHXMSWR400CCQBAFAtIAACiqLBpnX51t4p7Sp11dr6ihmE1tbqu80oz0AQSSAAAolhAAgAQRYXN2GnDPpPjvCdkZtbpU5PVi/Y7UJ3NwJpWW19/0tSvY+z30zdWem4pJq+hDBJIAACiSCCZCE1LJYvO5/DrX5X0fLKBmjr2hszSSEkk02la6hjCssnjOPmHd1xa9ykwBiSQAABEsYAEACCKCpuJZT9Jxtnidx7UeX/P/NcTSnkvr/Xd8c8cimrrqgdnQjA8Q/ON/08DAABKJYGEaYySUK74i4d7HnvOhgcV3PfZnVvbff3Wfqc3tDqvTmNrn3psetgdIYQQbvrYBjWfSTON67BMXT625X96PSeABBIAgCgWkAAARJmxZIk5AShLcTU9vJRVdgghHLnlN2aEsGy1XIe1L0l37FNOOq30Yx7y5neWfszMCldcP9L9H7fqU4e+b77izg/hZF6w10nJ3ie/W7uaPONJv4p/Cs9779UJzqRb6sGZqvZ/VGFPBgkkAABRDNEAywy01J1GTroL//Qfna/Fbk/4x2m/FqMkjdPJhm1CCCGkC1krM0zaWIfTn3v2jBBC2Oqs5l2NB6YjgQQAIIoFJAAAUVTY0GBXvaaavSHz1NnNkdXZs5/xLl+HCGVX1z/+xLad22UN1GS1NbSVBBIAgCgWkAAARFFhQ0uMWmdf/9u1uj62x2Xv7tP1ufRdFS6+9EMTX2fmLye45fzBppHrmLLO6uxhquw6amt7P5KKBBIAgCgSSGihfBqZOf/2E7oSgP4JY2/bbrV0X8Crr2tXEnnZV6cGgX68+LTGD6DssvPRnXNc8aa76zyVRsinkZnn7bOgEV/HH39+Xs+k7bWXdw88fXWHT/e8z1YH2P+R9pFAAgAQxQISAIAoKmygr6zKzhu11l77kpHuPrDnzVycq7NnNrIqnOTa+opz5/esd5tSXWeKKuph7tOv1oamk0ACABBFAgklygZZ5mx4UOWpSfaYRcM0KeRTybYN2Ywq23YnP/wyjKYljwsfrD4Ve8FeJy0JIYRHn9jcQG7mO8u/CtSyqeTGpR+/CrbumWwSSAAAolhAAgAQZcaSJY36/WQYO3XU2ZmVPv+7yh+zV529aL+p/Rlf+NoTk70u+X0g84664RVLQghh9ydfH33M/DBOkUHr7KbV1iGEcO+Zzxjo8558zlNLf+xJq66L3PYf5VbYrj5DFSSQAABEsYAEACCKKWygVNl09nkv/FTl9dacI74XQgjhqBu+17NOvuB/t+z6WL7WLqqrN/zSUb0r6v2W/uf2Nxza83nPfkb8PoJlGbSqTk1tDe0ngQQAIIoEEhKrc2/IR/ZZpXO76oGaPS57d+f51pFGxhoqdSyQv0+/NLIqZSWP/7v3w10fSzFYU5VxSxsNz1AlCSQAAFEsIAEAiGIfSKjBpO0NWeSXJ5dz+cNscKZMZ934/NKPueEB95Z+zEFVNTxTVGdfce78rrrzefssqO3935Ta+qHDZ0Xf59ebPLHrY9edNrfz+h52/asreV1V2IQggQQAIJIhGqhBNlgTQr1pZJ3WmHtH53ZZaWST3X7aOiGE9Enkwgc/3ZUObfHNj1TyHisasmmKpiSPo3jazX+s+xSgQwIJAEAUC0gAAKKosGHC1Lk35HSyOjumyk4xPFOFrMoOod7BmqoU1ecrhVUreeym1dbDDM5AU0kgAQCIYgEJAEAU+0BCQ9QxjX3QRd8MIYTwyftfWvVD99Xv8odH3fCKZK9Xin0ge4mpsh+b9cyhH+f+Q/8y9H1TWelrq5ZynB9/fl7n/fLay9/VyL/YUlTYOy64svRjFrH3I8uTQAIAEMUQDTREVXtDZqlj3v5rXVL4uU1LJlOmjnXKD9bc/oZDu5Ke3bY7spTnvdZRK3RuNyWNfGTP/+n550UJZT5tbKqv7jC1H+dLdj12LN+3TDYJJAAAUSwgAQCIosKGBsrq7DKr7KLqup+s2q6jyt7jsncvCaH/ME0KWY284ZeOGtvqsYl1dpF+FXfT5KtrGGcSSAAAotjGB1pimDRymNSxn6rTyG2fek8lj3PoFt/qmRzVmUauf1I1CWGTk8h+bviHj1a6jU9M0phiiMb2PdRNAgkAQBQLSAAAohiigZYYdJ/IFLV1XtGekU3bL5Lh5AdrMm2ptbf45kdy3xPPCCGEsMnqD5Zy7Gsue3bXxza4bEHn8e44qPn7UkLZJJAAAESxgAQAIIopbBgTl9y1cSO+mcuus5syhZ03CRPZRdpSZxcZtM4uqqtjFNXZprAZRxJIAACiSCBhzIxLEllV8njWz7cf6PNuf/1hXUlMHUlknQlkkbalkvn9IjMbnLCg9K/juhf+qexDLiNlAil1ZBASSAAAolhAAgAQxT6QQBJN3i9y0No6b8Mvf6y75swXfUuqaf3unL90r8amVNn5vSPbUGfn94ssqrOBwUggAQCIYogGxlhTBmqKvHS9W3qmP0fd8Ipk5z5MAjmwipLIpiSQeRdedXjPJ7/s1WKa45FbVi39mCmGaAzO0CQSSAAAolhAAgAQxRANjLF8TdzkOjuTsrauzIxpnkLJ1Xa+Lt5tuyMb8bpl5zFdlZ0NrTSlyk5RXcOkkEACABDFAhIAgCgqbJgQWZ3dlCo7fx79JrLHQlG1XVKt3cQ6O/Ofd2zVdT5Hbd77Pofe+KpUp8NyTF8zLAkkAABR7AMJE6wpaeTlv9+o0sdLug/kqPqkkre/4dCBEqM6k8j9/uO80o+ZIpVMOUSTYh/I7150SNfX/rDrXz3S11kCybAkkAAARLGABAAgiiEamGBNG6whTL+PZKSivRibNmAT46jNv9H1sUkYtimqrUeltqYMEkgAAKIYogGmVVUyWdUQzaFbfKsrednwyx9r5Q/B219/2EgpUoo0MsXwzDB6JZPZ1XBCCGGDExYk+9qXNUQzXQI589MnDH3ui991kASSkUkgAQCIYgEJAEAUFTbQV+oqu84KO9O2KnvUCrvIMLV2flin6KozTfHqDa7rer3aUGHfuecKpRxnOupshiWBBAAgigUkAABRVNjAUEattZtQW0+nbXX2env9rJLHueixrwz0Wralym5yhZ26ul6eKptYEkgAAKK4Eg0wlOwqNssbh6vaFA2oNC2VrCp1zNv1ca/reg0GTSWbYtl0dJ9kj5Pfv/Elux470Hun6tQRRiGBBAAgigUkAABRVNhAqaartpd3+Q2vaFQl3E8bau06FNXaITy78HPfc9utic+mfnccNK/rfZLV2aNcfhCaRgIJAEAUCSRQmaMqSh2H2bpnGPlU8tO37Nz13E687mWlP2YdwzNl+ZeNupPJSUglm5w82r6HYUkgAQCIYgEJAEAUFTZApKK6usiBW32n55+nqLjbJqu1x6XKbnJdDWWSQAIAEMUCEgCAKDOWLJG2A9VLMZGdcvp60Nq6TO/a+NKu51O87+J4qbrOnn9eeZc0fPTJfyntWGUzcU2ZJJAAAEQxRAPQUEWp5543Lf3v1zZ9RtWnU5lXb3Bdz6TsP+/YqpQUNnucVx809bENTlgQfWypI5NIAgkAQBQLSAAAohiiAWo3zEBNFZcrrGNwZhjjVmdf9NhXen5t1z/3411flwXP+/JAx+5Xj+f94r61Bvr6b/9fcwc9ZCXU1lRBAgkAQBQJJNBIWSpZRdI4iLakkUXallDecc7WpRznzr0+PNB7Z9CkcRBVp5HSRuoigQQAIIoFJAAAUVTYAANoc4VdpCm1dll1dT9FdXaZ1XWmqgpbdU3dJJAAAESxgAQAIIoKGyDSuNXZ79r40oHq0F0f97qez7uqOnoYWYWdorYuUlaVraqmqSSQAABEeXzdJwDQNlliN25JZJFlrvrS4ISxn6qSx7JIHmk6CSQAAFEsIAEAiGKIBqAE41BnH3/NbnWfQqku3+lf6j6FEEIIa659vzqasSOBBAAgigQSIJG2pJKSx/JJHRl3EkgAAKJYQAIAEMU+kACJFF3hpS21dts0obaGSSKBBAAgigQSoEL9rjstoeyvyWmj4RkmhQQSAIAoFpAAAESxDyRAw6Wotdu296PaGppFAgkAQBQLSAAAoqiwAVpomFp7ugnw9c/9eGP/Imhada2uhqUkkAAARJFAAky4JiSQd+714cJk7xf3rVX7uUkdoZsEEgCAKBaQAABEUWEDEEKorsqerq4uUnWFra6GwUggAQCIIoEEYCD5hDImRRxFFQmk1BHiSSABAIhiAQkAQBQVNgCNl6LKVl3D8CSQAABEsYAEACCKChuAVhmmzlZXQ7kkkAAARJFAAgAQRQIJAEAUC0gAAKJYQAIAEMUCEgCAKBaQAABEsYAEACCKBSQAAFEsIAEAiGIBCQBAFAtIAACiWEACABDFAhIAgCgWkAAARLGABAAgigUkAABRLCABAIhiAQkAQBQLSAAAolhAAgAQxQISAIAoFpAAAESxgAQAIIoFJAAAUSwgAQCIYgEJAEAUC0gAAKJYQAIAEMUCEgCAKBaQAABEsYAEACCKBSQAAFEsIAEAiGIBCQBAFAtIAACiWEACABDFAhIAgCgWkAAARLGABAAgigUkAABRLCABAIhiAQkAQBQLSAAAolhAAgAQxQISAIAoFpAAAESxgAQAIIoFJAAAUSwgAQCIYgEJAEAUC0gAAKJYQAIAEMUCEgCAKBaQAABEsYAEACCKBSQAAFEsIAEAiGIBCQBAFAtIAACiWEACABDFAhIAgCgWkAAARLGABAAgigUkAABR/j+abmiWtYpeKgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import fastremap\n",
    "keys = fastremap.unique(m)\n",
    "vals = keys.copy()\n",
    "np.random.seed(42)\n",
    "np.random.shuffle(keys)\n",
    "d = dict(zip(keys,vals))\n",
    "m_shuffle = fastremap.remap(m,d)\n",
    "pic2 = cmap(rescale(m_shuffle))\n",
    "pic2[:,:,-1] = m>0 # alpha \n",
    "imshow(pic2,3,interpolation='None')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7",
   "metadata": {},
   "source": [
    "This doesn't fix the problem. You might think that adding more colors would help..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from omnipose.utils import sinebow\n",
    "from matplotlib.colors import ListedColormap\n",
    "\n",
    "cmap = ListedColormap([color for color in list(sinebow(m.max()).values())[1:]])\n",
    "pic3 = cmap(m_shuffle)\n",
    "pic3[:,:,-1] = m>0 # alpha \n",
    "imshow(pic3,3,interpolation='None')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9",
   "metadata": {
    "tags": []
   },
   "source": [
    "... but since even random shuffling *does not guarantee* that numerically close labels become spatially separated, adjacent labels that were hard to tell apart using a perceptually uniform color map like viridis are often *more difficult* to tell apart using any kind of unicorn-vomit color map. \n",
    "\n",
    "Worse still, multiple similar colors can accidentally get used while editing the *wrong cell* (*e.g.*, color 11 inside cell 12 that are both shades of yellow) and ruin the segmentation despite this error being imperceptible \n",
    "to the human eye (this may account for many of the \"errant pixels\" we observe across ground-truth datasets of dense cells). \n",
    "\n",
    "\n",
    "{header-2}`4-color in theory, N-color in practice`\n",
    "--------------------------------------------------\n",
    "\n",
    "To solve this problem, I developed the `ncolor` package, which converts $K$-integer label matrices to $N \\ll K$ - color labels. The [four color theorem](https://en.wikipedia.org/wiki/Four_color_theorem) guarantees that you only need 4 unique cell labels to cover all cells, but my algorithm opts to use 5 if a solution using 4 is not found quickly.\n",
    "This was integral in developing the BPCIS dataset, and I subsequently incorporated it into Cellpose and Omnipose. By default, the GUI and plot commands display N-color \n",
    "masks for easier visualization and editing:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import ncolor \n",
    "cmap = mpl.colormaps.get_cmap('viridis')\n",
    "pic4 = cmap(rescale(ncolor.label(m)))\n",
    "pic4[:,:,-1] = m>0 # alpha \n",
    "imshow(pic4,3,interpolation='None')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11",
   "metadata": {
    "tags": []
   },
   "source": [
    "Interesting note: my code works for 3D volume labels as well, but there is no analogous theorem guaranteeing any sort of upper bound $N<K$ in 3D. \n",
    "In 3D, you could in principle have cells that touch every other cell, in which case $N=K$ and you cannot \"recolor your map\". On the dense but otherwise \n",
    "well-behaved volumes I have tested, my algorithm ends up needing 6-7 unique labels. I am curious if some bound on N can be formulated in the context of constrained volumes,\n",
    "*e.g.*, packed spheres of mixed and arbitrary diameter...\n",
    "\n",
    "{header-2}`Getting uniform colors for non-contacting or sparse objects`\n",
    "\n",
    "Final note: thanks to Ryan Peters for suggesting a fix for displaying segmentations that (a) are from ground-truth sets with pixel-separated (boundary-map-generated) label matrices or (b) have many sparse, disjoint objects. By expanding labels before coloring them (a step that actually takes far longer than the coloring step itself), we get a much more pleasing distribution of colors that can make it easier to assess segmentations when when images are zoomed out. For example, "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "12",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 5400x1800 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from omnipose import plot\n",
    "masks = io.imread(os.path.join(basedir,'masks','caulo_15_cp_masks.tif'))\n",
    "exp = ncolor.expand_labels(masks)\n",
    "ims = [plot.apply_ncolor(masks,expand=False),\n",
    "       plot.apply_ncolor(exp),\n",
    "       plot.apply_ncolor(masks)]\n",
    "\n",
    "titles = ['Original masks','Intermediate expansion', 'Masked result']\n",
    "N = len(titles)\n",
    "f = 1.5\n",
    "c = [0.5]*3\n",
    "fontsize=10\n",
    "dpi = mpl.rcParams['figure.dpi']\n",
    "Y,X = masks.shape[-2:]\n",
    "szX = max(X//dpi,2)*f\n",
    "szY = max(Y//dpi,2)*f\n",
    "\n",
    "fig, axes = plt.subplots(1,N, figsize=(szX*N,szY))  \n",
    "fig.patch.set_facecolor([0]*4)\n",
    "for i,ax in enumerate(axes):\n",
    "    ax.imshow(ims[i])\n",
    "    ax.axis('off')\n",
    "    ax.set_title(titles[i],c=c,fontsize=fontsize,fontweight=\"bold\")\n",
    "\n",
    "plt.subplots_adjust(wspace=0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13",
   "metadata": {},
   "source": [
    "Left: ncolor applied to raw masks. Middle: ncolor expanded masks. Right: resulting ncolor masks with more uniform color distribution. \n",
    "\n",
    "Note that the expansion step takes about 2x longer than the ncolor algorithm itself takes to run, but the extra milliseconds are worth it. If you know of any faster way to get a feature transform than `scipy.ndimage`, please let me know. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "14",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label max: 1000; ncolor label max: 5\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1326.71 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import string\n",
    "fontsize = 11\n",
    "\n",
    "axcol = [0.5]*3\n",
    "# Set up the figure and subplots\n",
    "images = [pic1,pic2,pic4]\n",
    "N = len(images)\n",
    "M = 1\n",
    "\n",
    "h,w = images[0].shape[:2]\n",
    "\n",
    "sf = w\n",
    "p = 0.05 # needs to be defined as fraction of width for aspect ratio to work? \n",
    "h /= sf\n",
    "w /= sf\n",
    "offset = 0.05\n",
    "# Calculate positions of subplots\n",
    "left = np.array([i*(w+p) for i in range(N)])*1.+offset\n",
    "bottom = np.array([0]*N)*1.\n",
    "width = np.array([w]*N)*1.\n",
    "height = np.array([h]*N)*1.\n",
    "\n",
    "max_w = left[-1]+width[-1]\n",
    "max_h = bottom[-1]+height[-1]\n",
    "\n",
    "sw = max_w\n",
    "sh = max_h\n",
    "\n",
    "sf = max(sw,sh)\n",
    "left /= sw\n",
    "bottom /= sh\n",
    "width /= sw\n",
    "height /= sh\n",
    "\n",
    "# Create figure\n",
    "s = 6\n",
    "fig = plt.figure(figsize=(s,s*sh/sw), frameon=False, dpi=600)\n",
    "# fig = plt.figure(figsize=(s,s*sh/sw), frameon=False, dpi=300,constrained_layout=True)\n",
    "# fig.set_constrained_layout_pads(w_pad=-0.25, h_pad=0., hspace=0., wspace=0.25)\n",
    "# fig.patch.set_facecolor([0]*4)\n",
    "\n",
    "# Add subplots\n",
    "axes = []\n",
    "for i in range(N):\n",
    "    ax = fig.add_axes([left[i], bottom[i], width[i], height[i]])\n",
    "    ax.imshow(images[i])\n",
    "    axes.append(ax)\n",
    "\n",
    "    ax.annotate(string.ascii_lowercase[i], xy=(-offset, 1), xycoords='axes fraction', \n",
    "    xytext=(0, 0), textcoords='offset points', va='top', c=axcol,\n",
    "    fontsize=fontsize)\n",
    "        \n",
    "    ax.axis('off')  \n",
    "\n",
    "datadir = omnidir.parent\n",
    "file = os.path.join(datadir,'Dissertation','figures','ncolor.pdf')\n",
    "if os.path.isfile(file): os.remove(file)\n",
    "fig.savefig(file,transparent=True,pad_inches=0)#,bbox_inches='tight')\n",
    "\n",
    "print(f'Label max: {m.max()}; ncolor label max: {ncolor.label(m).max()}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "15",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "keep_output": true,
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}