{ "cells": [ { "cell_type": "markdown", "id": "c2e35fc7", "metadata": {}, "source": [ "01/06/2023 Measure Neurites, Branchpoints, Trunks" ] }, { "cell_type": "code", "execution_count": 111, "id": "f980b6fa", "metadata": {}, "outputs": [], "source": [ "# analyze features\n", "import scanpy as sc\n", "import pandas as pd\n", "import seaborn as sns\n", "import math\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as patches\n", "from pathlib import Path\n", "import numpy as np\n", "import os\n", "import sys\n", "import glob\n", "from imageio import volread as imread\n", "from skimage.filters import threshold_otsu\n", "\n", "from skimage import measure\n", "from scipy import stats\n", "import umap\n", "from sklearn.decomposition import PCA\n", "import math\n", "from scipy import stats\n", "\n", "import tifffile" ] }, { "cell_type": "code", "execution_count": 4, "id": "f06fb99e", "metadata": { "collapsed": true }, "outputs": [ { "data": { "text/plain": [ "['000',\n", " '001',\n", " '002',\n", " '003',\n", " '004',\n", " '005',\n", " '006',\n", " '007',\n", " '008',\n", " '009',\n", " '010',\n", " '011',\n", " '012',\n", " '013',\n", " '014',\n", " '015',\n", " '016',\n", " '017',\n", " '018',\n", " '019',\n", " '020',\n", " '021',\n", " '022',\n", " '023',\n", " '024',\n", " '025',\n", " '026',\n", " '027',\n", " '028',\n", " '029',\n", " '030',\n", " '031',\n", " '032',\n", " '033',\n", " '034',\n", " '035',\n", " '036',\n", " '037',\n", " '038',\n", " '039',\n", " '040',\n", " '041',\n", " '042',\n", " '043',\n", " '044',\n", " '045',\n", " '046',\n", " '047',\n", " '048',\n", " '049',\n", " '050',\n", " '051',\n", " '052',\n", " '053',\n", " '054',\n", " '055',\n", " '056',\n", " '057',\n", " '058',\n", " '059',\n", " '060',\n", " '061',\n", " '062',\n", " '063',\n", " '064',\n", " '065',\n", " '066',\n", " '067',\n", " '068',\n", " '069',\n", " '070',\n", " '071',\n", " '072',\n", " '073',\n", " '074',\n", " '075',\n", " '076',\n", " '077',\n", " '078',\n", " '079',\n", " '080',\n", " '081',\n", " '082',\n", " '083',\n", " '084',\n", " '085',\n", " '086',\n", " '087',\n", " '088',\n", " '089',\n", " '090',\n", " '091',\n", " '092',\n", " '093',\n", " '094',\n", " '095',\n", " '096',\n", " '097',\n", " '098',\n", " '099',\n", " '100',\n", " '101',\n", " '102',\n", " '103',\n", " '104',\n", " '105',\n", " '106',\n", " '107',\n", " '108',\n", " '109',\n", " '110',\n", " '111',\n", " '112',\n", " '113',\n", " '114',\n", " '115',\n", " '116',\n", " '117',\n", " '118',\n", " '119',\n", " '120',\n", " '121',\n", " '122',\n", " '123',\n", " '124',\n", " '125',\n", " '126',\n", " '127',\n", " '128',\n", " '129',\n", " '130',\n", " '131',\n", " '132',\n", " '133',\n", " '134',\n", " '135',\n", " '136',\n", " '137',\n", " '138',\n", " '139',\n", " '140',\n", " '141',\n", " '142',\n", " '143',\n", " '144',\n", " '145',\n", " '146',\n", " '147',\n", " '148',\n", " '149',\n", " '150',\n", " '151',\n", " '152',\n", " '153',\n", " '154',\n", " '155',\n", " '156',\n", " '157',\n", " '158',\n", " '159',\n", " '160',\n", " '161',\n", " '162',\n", " '163',\n", " '164',\n", " '165',\n", " '166',\n", " '167',\n", " '168',\n", " '169',\n", " '170',\n", " '171',\n", " '172',\n", " '173',\n", " '174',\n", " '175',\n", " '176',\n", " '177',\n", " '178',\n", " '179',\n", " '180',\n", " '181',\n", " '182',\n", " '183',\n", " '184',\n", " '185',\n", " '186',\n", " '187',\n", " '188',\n", " '189',\n", " '190',\n", " '191',\n", " '192',\n", " '193',\n", " '194',\n", " '195',\n", " '196',\n", " '197',\n", " '198',\n", " '199',\n", " '200',\n", " '201',\n", " '202',\n", " '203',\n", " '204',\n", " '205',\n", " '206',\n", " '207',\n", " '208',\n", " '209',\n", " '210',\n", " '211',\n", " '212',\n", " '213',\n", " '214',\n", " '215',\n", " '216',\n", " '217',\n", " '218',\n", " '219',\n", " '220',\n", " '221',\n", " '222',\n", " '223',\n", " '224']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load Feature Data\n", "MP_DIR = 'mp_score_max'\n", "DATA_DIR = 'max_clean'\n", "\n", "Compartment = 'Soma'\n", "DATA_TYPE = 'max_clean'\n", "META_DIR = 'metadata'\n", "\n", "_allFOVs = sorted(glob.glob(f'{MP_DIR}/*'))\n", "allFOVs = [x.split('F')[-1][:3] for x in _allFOVs]\n", "allFOVs" ] }, { "cell_type": "code", "execution_count": 6, "id": "fe9d62da", "metadata": { "collapsed": true }, "outputs": [ { "data": { "text/html": [ "
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channel_numbercycle_numbermarker_nameFilterexcitation_wavelengthemission_wavelengthBandwidthch_indexSplit_Num
010DNA_0DAPI4054454600
120Blank_488_0GFP4885213811
230Blank_561_0RFP5615944322
340Blank_637_0Cy56376987733
451DNA_1DAPI4054454604
561NWSGFP4885213815
671VSVGRFP5615944326
781FLAGCy56376987737
892DNA_2DAPI4054454608
9102HSVGFP4885213819
10112CRFP56159443210
11122SCy563769877311
12133DNA_3DAPI40544546012
13143OllasGFP48852138113
14153GFAPRFP56159443214
15163NeuNCy563769877315
16174DNA_4DAPI40544546016
17184pRPS6GFP48852138117
18194RANGAP1RFP56159443218
19204NFKBCy563769877319
\n", "
" ], "text/plain": [ " channel_number cycle_number marker_name Filter excitation_wavelength \\\n", "0 1 0 DNA_0 DAPI 405 \n", "1 2 0 Blank_488_0 GFP 488 \n", "2 3 0 Blank_561_0 RFP 561 \n", "3 4 0 Blank_637_0 Cy5 637 \n", "4 5 1 DNA_1 DAPI 405 \n", "5 6 1 NWS GFP 488 \n", "6 7 1 VSVG RFP 561 \n", "7 8 1 FLAG Cy5 637 \n", "8 9 2 DNA_2 DAPI 405 \n", "9 10 2 HSV GFP 488 \n", "10 11 2 C RFP 561 \n", "11 12 2 S Cy5 637 \n", "12 13 3 DNA_3 DAPI 405 \n", "13 14 3 Ollas GFP 488 \n", "14 15 3 GFAP RFP 561 \n", "15 16 3 NeuN Cy5 637 \n", "16 17 4 DNA_4 DAPI 405 \n", "17 18 4 pRPS6 GFP 488 \n", "18 19 4 RANGAP1 RFP 561 \n", "19 20 4 NFKB Cy5 637 \n", "\n", " emission_wavelength Bandwidth ch_index Split_Num \n", "0 445 46 0 0 \n", "1 521 38 1 1 \n", "2 594 43 2 2 \n", "3 698 77 3 3 \n", "4 445 46 0 4 \n", "5 521 38 1 5 \n", "6 594 43 2 6 \n", "7 698 77 3 7 \n", "8 445 46 0 8 \n", "9 521 38 1 9 \n", "10 594 43 2 10 \n", "11 698 77 3 11 \n", "12 445 46 0 12 \n", "13 521 38 1 13 \n", "14 594 43 2 14 \n", "15 698 77 3 15 \n", "16 445 46 0 16 \n", "17 521 38 1 17 \n", "18 594 43 2 18 \n", "19 698 77 3 19 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZsLjT/5dffsErr7xiWN+0aRMuX76M8+fPIyMjA4MGDcK8efOskiQREVGpstFTC23F4mIgJSUFzZo1M6zv3r0bAwcORN26daFSqfDee+/h+PHjVkmSiIiIrMfiYsDJycloNqPDhw+jffv2hvWKFSsiIyND3uyIiIhsQcYHFTkCi4uBJk2aIDo6GgBw5swZpKSkIDAw0LD/8uXLhc6dTERE5FD0Qr7FAUgaQDh06FDs3LkTZ86cQc+ePeHj42PYHxMTg3bt2lklSSIiIrIei4uBBg0a4JdffsHPP/+MoKCgfLMdubm5FTpjEhERkUOx4QyEtmBxMdC2bVu0adMGY8aMwfDhw+Hm5ma0PywsTPbkiIiIbMJBmvflYvGYgf/+979o27YttFotqlevjhEjRmDfvn3WzI2IiIhKgcXFQEBAAFavXo20tDSsWLECV69eRdeuXdGgQQN8+umnuHr1qjXzJCIiKjVCr5dtcQSSnzRUtmxZvPHGG9i/fz/OnTuHoUOH4ptvvoGPjw969uxpjRyJiIhKF+8msFyDBg0wffp01K5dGzNmzMCuXbvkyouIiMh2OIDQMgcOHEBERAS2b98OtVqNwYMHY8yYMXLmRkRERKVAUjFw5coVREZGIjIyEsnJyejQoQOWLFmCwYMHo1y5ctbKkYiIqHQ5SPO+XCwuBrp164Z9+/ahatWqGDVqFEaPHo3GjRtbMzciIiLbcJCBf3KxuBgoW7Ystm/fjt69e0OtVlszJyIiIipFFhcDP/30kzXzICIish/sJiAiIlI4hd1NIHmeASIiInq2sGWAiIjIFLsJiIiIlM1RphGWi0oIoazyh4iIyIx/tANki+Uevl22WNbClgEiIiJT7CawnUfpF0v0/jKe9WWN4+xSs0RxcnOuyRrH3s6L+RSdz7Ma51n9nHleBbO3f6dP52RVLAaIiIgUjrcWEhERkZKwZYCIiMgUuwmIiIiUTSisGGA3ARERkcKxZYCIiMiUwloGWAwQERGZUtgMhOwmICIiUji2DBAREZliNwEREZHCKawYYDcBERGRwkkqBpKSkjB69GjDep06dVC5cmXDUrVqVfz999+yJ0lERFSahBCyLY5AUjfBkiVL4O3tbVjPyMjAzJkzUa1aNQBAVFQUFixYgJUrV8qbJRERUWlSWDeBpGJgz549WLJkidG2AQMGoH79x0+QqlevHsaOHStfdkRERLagsGJAUjfB5cuX4ePjY1gfO3YsPDw8DOv16tXD1atX5cuOiIiIrE5Sy4CTkxNu3ryJevXqAQAWLFhgtP/GjRsoU6aMbMkRERHZAp9NUITmzZtjz549he7ftWsXWrRoUeKkiIiIbEov5FscgKRi4K233sKnn36KnTt35tsXHR2Nzz//HG+99ZZsyREREZH1SeomePvttxEXF4c+ffqgSZMmaNy4MVQqFc6ePYu///4bAwYMwNtvv22tXImIiEqHsh5NIH3Soc2bN+O7775Do0aN8Pfff+Ps2bPw9fXFpk2bsGXLFmvkSEREVKqEXsi2OIJiTUf8+uuv4/XXX8+3PS8vD9HR0ejXr19J8yIiIqJSIsuzCc6ePYuIiAisX78eGRkZyMnJkSMsERGRbTjIL3q5FPvZBFlZWYiIiEDHjh3RvHlzHDt2DJ9++imuX78uZ35ERESlTy/j4gAktwwcOnQIa9aswZYtW+Dr64vhw4fj999/x+LFi9GsWTOLYuh0Ouh0OqNtGo2GT00iIiKyAUnfv82aNcPQoUPh5eWF33//HceOHcO//vUvqFQqSQcNDw+Hh4eH0RIeHi4pBhERkbVwAGERLly4gNdffx2BgYFo2rRpsQ+q1WoREhJitE2j0QD3rxU7JhERkWwcpHlfLpKKgeTkZERGRmLChAl4+PAhhg4diuHDh0tuGdBoNI+//E08ui8pDBERkVU4yi96uUjqJqhZsyZCQ0Nx4cIFbNy4EWlpaejYsSNyc3MRGRmJc+fOWStPIiIispJij9l7+eWX8e233yI1NRVLly5FXFwcmjRpgpYtW8qZHxERUelT2N0EJR7A7+HhgYkTJ+LIkSM4duwYunTpIkNaREREtiP08i2OQNa7+apUqYJ//vlHzpBERERkZbIWA3fu3MH69evlDElERFT6FNZNIMt0xERERM8SR2nelwsn/SMiIlI4tgwQERGZUljLgKRioH///kXuv3v3bklyISIisgvsJiiC6fMETJe6deti1KhR1sqViIjombd8+XL4+PjA1dUVfn5+iI+PL/L1Op0OoaGhqFu3LjQaDRo0aICIiAhJx5TUMvDJJ5+gXr16cHLiUAMiInp22aplICoqClOnTsXy5cvRsWNHfPPNNwgODsZff/2FOnXqFPiewYMH48aNG1i7di0aNmyImzdvIjc3V9JxJX2r+/r6Ij093bA+ZMgQ3LhxQ9IBiYiI7J2tJh2aP38+xowZg7Fjx6Jp06ZYuHAhateujRUrVhT4+l9//RUHDhxATEwMunbtinr16qFdu3bo0KGDpONKKgaEMH5wQ0xMDLKysiQdkIiIyO4JlWyLTqfDvXv3jBadTpfvkDk5OTh69CiCgoKMtgcFBSEhIaHANH/66Sf4+/vjyy+/RM2aNdGoUSO8//77ePjwoaTTZXs/ERGRFYWHh+cbYxceHp7vdenp6cjLy4OXl5fRdi8vL6SlpRUY++LFi/jtt99w+vRp/PDDD1i4cCG2bduGSZMmScpR0pgBlUqV73HFUh9fTEREZO/kHDOg1WoREhJitE2j0RT6etPvVSFEod+1er0eKpUKmzZtgoeHB4DHXQ0DBw7EsmXLULZsWYtylFQMCCHw5ptvGk4iOzsb48ePR7ly5Yxet2PHDilhiYiI7IrQy/dDV6PRFPnl/4SnpyfUanW+VoCbN2/may14onr16qhZs6ahEACApk2bQgiBq1evwtfX16IcJXUTvPHGG6hWrZqhmWPEiBGoUaNGvuYPIiIiksbFxQV+fn6IjY012h4bG1vogMCOHTvi+vXrRg8JPHfuHJycnFCrVi2Ljy2pZWDdunVSXk5EROSQbHVrYUhICEaOHAl/f38EBARg1apVSElJwfjx4wE87nK4du0aNmzYAAAYNmwY5s6di7feeguzZ89Geno6PvjgA4wePdriLgKA0xETERHlI4RtxsMNGTIEt2/fxpw5c5CamooWLVogJiYGdevWBQCkpqYiJSXF8Hp3d3fExsbi3Xffhb+/P6pUqYLBgwdj3rx5ko7LYoCIiMiOTJw4ERMnTixwX2RkZL5tTZo0yde1IBWLASIiIhNKezYBiwEiIiITct5N4Ag46RAREZHCqYTpHMNEREQKl+L/imyx6hzZK1ssa2E3ARERkQmldRPYVTHg7FKzRO/Pzblml3EepV8sUZwynvXtMh/GYRzGsV4ce7uO2Uucp2NZk9KKAY4ZICIiUji7ahkgIiKyB0obTcdigIiIyAS7CYiIiEhR2DJARERkwlbPJrAVFgNEREQmlDYdMbsJiIiIFI4tA0RERCb07CYgIiJSNqWNGWA3ARERkcKxZYCIiMiE0uYZYDFARERkgjMQEhERKZzSWgYkjRn4z3/+g7y8PGvlQkRERDYgqRgYOHAgatasiY8++ghnz561Vk5EREQ2pRcq2RZHIKkYSElJwbvvvosffvgBzZs3x4svvoh169YhKyvLWvkRERGVOiFUsi2OQFIxUKNGDYSGhuLcuXOIi4tDgwYNMGXKFFSvXh1jx47FoUOHrJUnERERWUmx5xno3Lkz1q9fj9TUVMyfPx+JiYl48cUX0bx5cznzIyIiKnVCyLc4ghLfTeDu7o7AwEBcunQJZ8+exblz5+TIi4iIyGYcpa9fLsVuGXjw4AHWr1+Pzp07o1GjRoiKikJISAguXbokY3pERERkbZJbBv773/8iIiICW7duRW5uLvr37489e/YgMDDQGvkRERGVOkcZ+CcXScVAo0aNkJSUhDZt2uCLL77AsGHD4OHhYa3ciIiIbMJR+vrlIqkY6NGjB8aMGYNWrVpZKx8iIiIqZZKKgcWLFxe4/cCBA8jKykJAQAAqVapkNo5Op4NOpzPaptFopKRCRERkNRxAWISvvvoKYWFhhnUhBHr06IHAwED07t0bTZs2xZkzZ8zGCQ8Ph4eHh9ESHh4uPXsiIiIr4KRDRdi8eTOaNWtmWN+2bRsOHjyI+Ph4pKenw9/fH7NnzzYbR6vVIjMz02jRarXSsyciIrICpU1HLKmbIDk5GS1btjSsx8TEYMCAAejYsSMA4OOPP8agQYPMxtFoNOwWICIishOSWgYePXpk9CV+6NAhdOjQwbBeo0YNpKeny5cdERGRDQgZF0cgqRho2LAhDh48CODxQ4vOnTuHzp07G/ZfvXoVVapUkTdDIiKiUsZugiJMmDABkydPRnx8PA4fPoz27dsbjSGIi4tDmzZtZE+SiIiIrEdSMTBu3Dg4Ozvj559/xksvvWR0ZwEAXL9+HW+99ZasCRIREZU2R7kLQC6SioF79+5h0KBBRoME7927Z/j/zz//XL7MiIiIbERv6wRKmaRioGLFilCpzFdLeXl5xU6IiIiISpekYmDfvn2G/xdCoGfPnlizZg1q1qwpe2JERES2IsBugkI9fecAAKjVarRv3x7169eXNSkiIiJb0jvKPYEykXRrIRERET17JLUMEBERKYGe3QTSWDKgkIiIyJFwzEAR+vfvb7SenZ2N8ePHo1y5ckbbd+zYUfLMiIiIbIS3FhbBw8PDaH3EiBGyJkNERESlT1IxsG7dOmvlQUREZDfYTUBERKRwSusm4K2FRERECseWASIiIhNKaxlgMUBERGRCaWMG2E1ARESkcGwZICIiMqFXVsMAiwEiIiJTSpuOmN0ERERECqcSQijsQY1ERERF+4/3MNli9Uv7TrZY1sJuAiIiIhO8tdCGnF1qluj9uTnXAACP0i+WKE4Zz/qyxuF5FezJeTFO0XHs7c/L3v4e2tvnw8+56Dgl/XyA//+MrEmvsCfycswAERGRwtlVywAREZE9UNpgOhYDREREJpQ2ZoDdBERERArHlgEiIiITSpuBkC0DREREJvRQybZItXz5cvj4+MDV1RV+fn6Ij4+36H3//e9/4ezsjNatW0s+JosBIiIiOxEVFYWpU6ciNDQUx48fR6dOnRAcHIyUlJQi35eZmYlRo0bhlVdeKdZxWQwQERGZEDIuUsyfPx9jxozB2LFj0bRpUyxcuBC1a9fGihUrinzfuHHjMGzYMAQEBEg84mMsBoiIiEzoVfItOp0O9+7dM1p0Ol2+Y+bk5ODo0aMICgoy2h4UFISEhIRCc123bh2SkpIQFhZW7PNlMUBERGRF4eHh8PDwMFrCw8PzvS49PR15eXnw8vIy2u7l5YW0tLQCY58/fx7Tp0/Hpk2b4Oxc/HsCeDcBERGRCTnnGdBqtQgJCTHaptFoCn29ymQqZCFEvm0AkJeXh2HDhmH27Nlo1KhRiXJkMUBERGRCzhkINRpNkV/+T3h6ekKtVudrBbh582a+1gIAuH//Po4cOYLjx49j8uTJAAC9Xg8hBJydnbF79268/PLLFuXIYoCIiMiELeYZcHFxgZ+fH2JjY/Haa68ZtsfGxqJv3775Xl+hQgX8+eefRtuWL1+OuLg4bNu2DT4+PhYfm8UAERGRnQgJCcHIkSPh7++PgIAArFq1CikpKRg/fjyAx10O165dw4YNG+Dk5IQWLVoYvb9atWpwdXXNt90cFgNEREQmbPVsgiFDhuD27duYM2cOUlNT0aJFC8TExKBu3boAgNTUVLNzDhQHiwEiIiITtnxQ0cSJEzFx4sQC90VGRhb53lmzZmHWrFmSj8lbC4mIiBSOLQNEREQmhMIeVMRigIiIyIQtuwlsgd0ERERECseWASIiIhNKaxlgMUBERGRCzhkIHYGkboK4uDg0a9YM9+7dy7cvMzMTzZs3R3x8vGzJERERkfVJKgYWLlyIt99+GxUqVMi3z8PDA+PGjcP8+fNlS46IiMgW5HyEsSOQVAycPHkSPXr0KHR/UFAQjh49ajaOpc92JiIisgW9jIsjkFQM3LhxA2XKlCl0v7OzM27dumU2jqXPdiYiIrIFFgNFqFmzZr4nJD3t1KlTqF69utk4Wq0WmZmZRotWq5WSChEREclEUjHQs2dPzJw5E9nZ2fn2PXz4EGFhYejdu7fZOBqNBhUqVDBaLHnWMxERUWkQMi6OQNKthR9//DF27NiBRo0aYfLkyWjcuDFUKhUSExOxbNky5OXlITQ01Fq5EhERlQpHGfgnF0nFgJeXFxISEjBhwgRotVoI8bjmUalU6N69O5YvXw4vLy+rJEpERETWIXnSobp16yImJgYZGRm4cOEChBDw9fVFpUqVrJEfERFRqXOUgX9yKfYMhJUqVcLzzz8vZy5ERER2wVH6+uXCBxUREREpHJ9NQEREZEKvsLYBFgNEREQmlDZmgN0ERERECseWASIiIhPK6iRgMUBERJSP0roJWAwQERGZUNoMhBwzQEREpHBsGSAiIjLBWwuJiIgUTlmlALsJiIiIFI8tA0RERCZ4NwEREZHCKW3MALsJiIiIFI4tA0RERCaU1S7AYoCIiCgfjhkgIiJSOI4ZICIiIkVRCSGUVf4QERGZMa3e67LFWnDpe9liWQu7CYiIiExwzIANObvULNH7c3OuAQAepV8sUZwynvWf6Xzs7bye1c+Hn3PB7PVzZhzHiPN0LJKPXRUDRERE9kAobAAhiwEiIiITSusm4N0ERERECseWASIiIhNKm2eAxQAREZEJZZUC7CYgIiJSPLYMEBERmWA3ARERkcIp7W4CFgNEREQmlDbPAMcMEBERKRxbBoiIiEywm4CIiEjh2E1AREREisKWASIiIhPsJiAiIlI4vWA3ARERESkIWwaIiIhMKKtdgMUAERFRPkqbjpjdBERERArHlgEiIiITSptngMUAERGRCd5aSEREpHAcM1CE33//Hb/88ovRtg0bNsDHxwfVqlXDO++8A51OJ2uCREREZF2SioFZs2bh1KlThvU///wTY8aMQdeuXTF9+nRER0cjPDxc9iSJiIhKk5DxP0cgqZvgxIkTmDt3rmH9+++/xwsvvIDVq1cDAGrXro2wsDDMmjWryDg6nS5fC4JGo5GSChERkdUobcyApJaBjIwMeHl5GdYPHDiAHj16GNaff/55XLlyxWyc8PBweHh4GC1sUSAiIrINScWAl5cXkpOTAQA5OTk4duwYAgICDPvv37+PMmXKmI2j1WqRmZlptGi1WompExERWYcQQrZFquXLl8PHxweurq7w8/NDfHx8oa/dsWMHunXrhqpVq6JChQoICAjArl27JB9TUjHQo0cPTJ8+HfHx8dBqtXBzc0OnTp0M+0+dOoUGDRqYjaPRaFChQgWjhd0ERERkL/QQsi1SREVFYerUqQgNDcXx48fRqVMnBAcHIyUlpcDXHzx4EN26dUNMTAyOHj2KwMBA9OnTB8ePH5d0XEljBubNm4f+/fujc+fOcHd3x/r16+Hi4mLYHxERgaCgIEkJEBER0WPz58/HmDFjMHbsWADAwoULsWvXLqxYsaLA7vSFCxcarX/22Wf48ccfER0djTZt2lh8XEnFQNWqVREfH4/MzEy4u7tDrVYb7d+6dSvc3d2lhCQiIrI7cg4gLGzQvGmLeE5ODo4ePYrp06cbbQ8KCkJCQoJFx9Lr9bh//z4qV64sKcdiPZvAw8MjXyEAAJUrVzZqKSAiInJEct5aaOmg+fT0dOTl5RkN1Acej9dLS0uzKO9///vfyMrKwuDBgyWdL2cgJCIisiKtVouQkBCjbUWNk1OpVEbrQoh82wqyefNmzJo1Cz/++COqVasmKUcWA0RERCbknI64oC6Bgnh6ekKtVudrBbh582a+1gJTUVFRGDNmDLZu3YquXbtKzpGPMCYiIjJhi1sLXVxc4Ofnh9jYWKPtsbGx6NChQ6Hv27x5M958801899136NWrV7HOly0DREREJmw1A2FISAhGjhwJf39/BAQEYNWqVUhJScH48eMBPO5yuHbtGjZs2ADgcSEwatQoLFq0CO3btze0KpQtWxYeHh4WH5fFABERkZ0YMmQIbt++jTlz5iA1NRUtWrRATEwM6tatCwBITU01mnPgm2++QW5uLiZNmoRJkyYZtr/xxhuIjIy0+LgsBoiIiEzY8gFDEydOxMSJEwvcZ/oFv3//flmOyWKAiIjIhJwDCB0BBxASEREpHFsGiIiITBTnAUOOjMUAERGRCXYTEBERkaKwZYCIiMiELe8msAUWA0RERCb0ChszwG4CIiIihWPLABERkQlltQuwGCAiIspHaXcTsBggIiIyobRigGMGiIiIFI4tA0RERCaUNgOhSijtjImIiMxoV6OzbLH+d/2AbLGshd0ERERECmdX3QTOLjVL9P7cnGt2GedR+sUSxSnjWf+Zzsfezsve4tjb58w4pRPH3v4e2kucp2NZE2cgJCIiUjil9aCzm4CIiEjh2DJARERkQmnzDLAYICIiMsFuAiIiIlIUtgwQERGZYDcBERGRwvHWQiIiIoXTc8wAERERKQlbBoiIiEworZugWC0Dx44dw59//mlY//HHH9GvXz/MmDEDOTk5siVHRERkC3ohZFscQbGKgXHjxuHcuXMAgIsXL+L111+Hm5sbtm7dig8//FDWBImIiMi6ilUMnDt3Dq1btwYAbN26FS+99BK+++47REZGYvv27XLmR0REVOqEjP85gmKNGRBCQK/XAwD27NmD3r17AwBq166N9PR0+bIjIiKyAUdp3pdLsVoG/P39MW/ePGzcuBEHDhxAr169AADJycnw8vKSNUEiIiKyrmIVAwsXLsSxY8cwefJkhIaGomHDhgCAbdu2oUOHDrImSEREVNrYTWCBli1bGt1N8MRXX30FtVpd4qSIiIhsSWndBLLOM+Dq6ipnOCIiIioFxSoG8vLysGDBAmzZsgUpKSn55ha4c+eOLMkRERHZgqM078ulWGMGZs+ejfnz52Pw4MHIzMxESEgI+vfvDycnJ8yaNUvmFImIiEqXEHrZFkdQrGJg06ZNWL16Nd5//304Oztj6NChWLNmDWbOnInDhw/LnSMREVGp0kPItjiCYhUDaWlpeO655wAA7u7uyMzMBAD07t0bO3fulC87IiIisrpiFQO1atVCamoqAKBhw4bYvXs3AOCPP/6ARqORLzsiIiIbEELItjiCYg0gfO2117B371688MILeO+99zB06FCsXbsWKSkpmDZtmtn363Q66HQ6o20sIoiIyF44SvO+XIpVDHz++eeG/x84cCBq1aqFhIQENGzYEK+++qrZ94eHh2P27NlG28LCwoqTChEREZWQLPMMtG/fHu3bt7f49VqtFiEhIUbbNBoN5n22Wo50iIiISsRRmvflYnEx8NNPP1kc1FzrgEajYbcAERHZLc5AWIh+/fpZ9DqVSoW8vLzi5kNERESlzOJi4Mkji4mIiJ51SpuBUNZnExARET0LOGagEIsXL7Y46JQpU4qVDBEREZU+i4uBBQsWWPQ6lUrFYoCIiBwa5xkoRHJycr5tt27dgpOTE6pUqSJrUkRERLaktG4CydMR3717F5MmTYKnpye8vb1RrVo1eHp6YvLkyYZnFBARETkyvRCyLY5A0gDCO3fuICAgANeuXcPw4cPRtGlTCCGQmJiIyMhI7N27FwkJCahUqZK18iUiIiKZSSoG5syZAxcXFyQlJcHLyyvfvqCgIMyZM8fi8QVERET2iN0ERfjPf/6Dr7/+Ol8hAADe3t748ssv8cMPP8iWHBERkS3oIWRbHIGkYiA1NRXNmzcvdH+LFi2QlpZW4qSIiIio9EgqBjw9PXHp0qVC9ycnJ/POAiIicnhCCNkWRyCpGOjRowdCQ0ORk5OTb59Op8Mnn3yCHj16yJYcERGRLfBugiLMnj0b/v7+8PX1xaRJk9CkSRMAwF9//YXly5dDp9Nh48aNVkmUiIiIrENSMVCrVi0cOnQIEydOhFarNTR/qFQqdOvWDUuXLkXt2rWtkigREVFp4YOKzPDx8cEvv/yCjIwMnD9/HgDQsGFDVK5cWfbkiIiIbMFRmvflUuynFlaqVAnt2rWTMxciIiKyAT7CmIiIyISj3AUgFxYDREREJjhmgIiISOGU1jIg+amFREREZD3Lly+Hj48PXF1d4efnh/j4+CJff+DAAfj5+cHV1RX169fHypUrJR+TxQAREZEJW81AGBUVhalTpyI0NBTHjx9Hp06dEBwcjJSUlAJfn5ycjJ49e6JTp044fvw4ZsyYgSlTpmD79u2SjstigIiIyISQcZFi/vz5GDNmDMaOHYumTZti4cKFqF27NlasWFHg61euXIk6depg4cKFaNq0KcaOHYvRo0fj66+/lnRclVBaxwgREZEZzi41ZYuVdf8idDqd0TaNRgONRmO0LScnB25ubti6dStee+01w/b33nsPJ06cwIEDB/LFfumll9CmTRssWrTIsO2HH37A4MGD8eDBA5QpU8aiHB2mZUCn02HWrFn5PlDGYRzGYRzGeTbiyB2rJHJzrsm2hIeHw8PDw2gJDw/Pd8z09HTk5eXBy8vLaLuXl1ehTwROS0sr8PW5ublIT0+3/ISFg8jMzBQARGZmJuMwDuMwDuM8g3HkjmUvsrOzRWZmptGSnZ2d73XXrl0TAERCQoLR9nnz5onGjRsXGNvX11d89tlnRtt+++03AUCkpqZanCNvLSQiIrKigroECuLp6Qm1Wp2vFeDmzZv5fv0/4e3tXeDrnZ2dUaVKFYtzdJhuAiIiomeZi4sL/Pz8EBsba7Q9NjYWHTp0KPA9AQEB+V6/e/du+Pv7WzxeAGAxQEREZDdCQkKwZs0aREREIDExEdOmTUNKSgrGjx8PANBqtRg1apTh9ePHj8fly5cREhKCxMREREREYO3atXj//fclHddhugk0Gg3CwsIsamphHMZhHMZhHMeLI3csRzRkyBDcvn0bc+bMQWpqKlq0aIGYmBjUrVsXAJCammo054CPjw9iYmIwbdo0LFu2DDVq1MDixYsxYMAAScflrYVEREQKx24CIiIihWMxQEREpHAsBoiIiBSOxQAREZHCsRggIiJSOIe5tdAenD9/HgkJCUhLS4NKpYKXlxc6dOgAX19fW6eGEydO4Pz586hevTo6duwIlUpl65SIyM6cPHkSx44dQ5cuXeDj44MzZ85g2bJl0Ov1eO2119C9e3eLY8XFxeG3335Damoq1Go1fHx88Oqrr9rF9ZCKweKJi0vRsmXLxCuvvCIGDRok9u7da7Tv1q1bwsfHx2yMXbt2iUePHhnWN23aJFq1aiXc3NxEgwYNxKJFiyzO5+7du+LVV18VKpVKVKxYUTRq1Ej4+vqKihUrCicnJ9G3b1+L5tHOyckRH3zwgWjQoIF4/vnnRUREhNH+tLQ04eTkZDbO0KFDxb1794QQQty/f18EBQUJlUolXFxchEqlEv7+/iIjI8Pi8yvMnTt3xPr16y1+/blz50RkZKT4/PPPxRdffCEiIyPFuXPnSpzHE//88484cOCARa/V6/Xi4sWLhr8DOp1OfP/992L9+vXi1q1bJcojMDBQXLp0yeLXb9u2TWRlZZXomE87ceKEiIiIEBcvXhRCCHH69GkxYcIEMW7cOPHrr79KipWXl1fo9suXLxc7R6mfUUGOHz8utmzZIuLj44Ver7f4fXJ+PvZAruvGtm3bhFqtFlWqVBHly5cXe/bsERUrVhRdu3YV3bt3F2q1WmzatMlsnBs3boh27doJlUol1Gq1cHJyEn5+fsLb21uo1WrxwQcfFPtchXh8HdmzZ484f/58ieKQNHZXDCxatEi4ubmJSZMmiREjRgiNRmP0EAZL/+I7OTmJGzduCCH+/x/Bu+++KzZt2iT+9a9/CY1GI7777juLcho5cqR47rnnxOHDh/PtO3z4sGjZsqUYNWqU2ThhYWHCy8tLfPXVVyI0NFR4eHiId955x+jcVCqVpHN7//33hY+Pjzh69KgQQog///xTNG3aVEybNs2icyvKiRMnLPqs5SqW5Mrn7Nmzom7dusLJyUk0bNhQXLx4Ufj5+Yly5coJNzc34enpaVGR8uOPPxa4qNVqsXTpUsO6OSqVSpQvX168/fbbBf4dkkKuC3pmZqYYNGiQcHV1FdWqVRMzZ84Uubm5hv2W/juT6zOSq8CV6/MxdefOHbFgwQIxceJEMXfuXJGSkmLxexcvXixGjRoloqKihBBCbNiwQTRt2lQ0btxYaLVaox8tBZHrutG2bVsxb948IYQQmzdvFhUrVhRz5swx7P/6669F69atzcYZMmSI6Nevn8jIyBAPHjwQkyZNMlz/9u7dK6pUqSIWLlxoNo4QQoSHhxt+8N25c0e88sorQqVSCZVKJZycnESPHj1k+WFD5tldMdCsWTOjf6wJCQmiWrVq4pNPPhFCWH6RUqlUhi/Mjh07ipkzZxrt/+qrr8Tzzz9vUU4eHh5FXsQPHTokPDw8zMZp2LChiI6ONqxfuHBB+Pr6ijfffFPo9fpinVvz5s0NF5kndu7cKXx9fc3GMX2KlukSHx9vUT5yFUvmWFoM9O3bV7z66qvi1KlTYurUqaJZs2aib9++IicnR+h0OtG3b18xYsQIs3GeXJCeXJwKWiz985ozZ45o06aNUKlUonnz5mLBggUiPT3dovN+mlwX9ClTpohGjRqJrVu3itWrV4u6deuKXr16CZ1OJ4Sw/AtGrs9IrgJXrs+nevXqhj+fixcvCm9vb+Ht7S26desmatWqJTw8PERiYqLZOHPmzBHly5cXAwYMEN7e3uLzzz8XVapUEfPmzROfffaZqFq1ar5rkym5rhvlypUTycnJQojHLWdlypQRp06dMuxPSkoS7u7uZuNUqFBBnD592rD+zz//iDJlyhgK/o0bNxb6hD1TderUESdPnhRCCDF27FjRpk0bcezYMfHw4UNx4sQJ0b59ezFmzBiLYlHJ2F0xULZsWcNf2CdOnz4tvLy8xPTp04v1hVmtWjXDheWJv//+26IvcCEeFwO///57ofsPHz5sUayCzu3atWuicePGYvjw4eLatWsWn9vNmzeFEEJ4enqKM2fOGO2/dOmScHV1tSiOk5NToYulF3K5iqVKlSoVuVSoUMGifKpWrSqOHz8uhHh8oVKpVCI+Pt6wPyEhQdSpU8dsnB49eohevXoZ/h494ezsnO8zL8rTfxePHDkiJkyYICpWrCg0Go0YNGiQ2L17t8Wx5Lqg16lTR+zbt8+wnp6eLl544QURFBQksrOzLf53Zo3PqCQFrlyfz9P5vP7666JLly6Grp7s7GzRu3dvMXDgQLNx6tevL7Zv3y6EeFzMqtVq8e233xr279ixQzRs2LDIGHJdN7y9vcWRI0eEEI9/hatUKqO/A//73/+Et7e32ThVq1Y1+rN98OCBcHJyErdv3xZCPP6MNRqN2ThCCKHRaAzdSfXq1cvXDXjkyBFRvXp1i2JRydjdAEJPT09cuXIF9erVM2xr3rw54uLi8PLLL+PatWsWx/rrr7+QlpaGsmXLQq/XG+3T6/XIy8uzKE6fPn3w9ttvY+3atfD39zfad+TIEYwfPx6vvvqq2Tje3t5ISkoyOrcaNWogLi4OgYGBeOONNyzKBwA++eQTuLm5wcnJCWlpaWjWrJlhX3p6Otzd3c3GKF++PEJDQ/HCCy8UuP/8+fMYN26cRfkUNWDR0sGMOp0OEyZMwHPPPVfg/suXL2P27Nlm4/zzzz+oXLkyAKBcuXIoV64cqlevbthfq1Yt3Lhxw2ycX375BQsWLMDzzz+PZcuWoXfv3hadR1H8/Pzg5+eH+fPnY+vWrYiIiECPHj1Qu3ZtXLp0yez7y5cvj9u3b6NevXq4e/cucnNzcfv2bcP+27dvW/Rnn56ebpjrHACqVKmC2NhYdO/eHT179sSaNWssOh85P6Mnf09u3LiBFi1aGO1r3rw5rly5YjaGXJ/P037//XesWbMGbm5uAB7Pnf/xxx9j4MCBZt+bmppquGa0atUKTk5OaN26tWF/27Ztcf369SJjyHXd6Nq1KyZNmoR3330XUVFR6N69O7RaLdatWweVSoUPPvgAL774otk4L774ImbOnIn169fDxcUFM2bMQP369Q3/5m7duoVKlSpZlFPdunVx+vRp1K1bFyqVCs7Oxl9JarUaWVlZFsWiErJ1NWJq6NCh4r333itw3+nTp0XVqlUt/vX8dPOlaR/Wd999J5o1a2ZRThkZGaJHjx5CpVKJSpUqicaNG4smTZqISpUqCScnJxEcHGxRv9aYMWPE6NGjC9x39epV0bBhQ4vOrXPnzqJLly6GZc2aNUb758yZIzp37mw2TpcuXcQXX3xR6P4TJ05Y1FQ8YsQI0bJlS/HHH3/k2/fHH3+I1q1bi5EjR5qN06FDhyL7Gi3tJmjQoIFRS8Dy5csN/dFCCHH06FGLfgE9fdxmzZqJd955R2RlZUn+1ft0E3hBzp8/L2bMmGFRrBEjRogXXnhBfPvtt6JPnz6iR48eon379iIxMVGcPXtWdO7c2aJfrI0bNxY7d+7Mt/3+/fsiICBAtGrVyqLP+omSfkYqlUqMGzdOTJs2TVSrVi3fwOEjR44IT09Ps3Hk+nyebn2rUaOGUbO4EEIkJydb9OvXx8dH/PLLL0KIxwPjnJycxJYtWwz7d+7cKerVq1dkDLmuG2lpaaJr167C3d1dBAcHi8zMTDF58mTDNdLX11dcuHDBbJykpCRRv3594ezsLMqUKSM8PDyMWrfWrVsnpk+fbjaOEI+7a5s2bSrOnz8v/v3vf4uAgABDDhcvXhRdunSx6M+LSs7uioGTJ0/mGy37tDNnzoi+ffuajXPp0iWjxbR/dv369ZJGygshRGJiooiIiBCfffaZ+Oyzz0RERIRF/YZP51TUaObr16+LyMhISTkV5OLFi+LKlStmX7dq1aoi76pIS0sTs2bNMhtHrmLp008/LfJ4KSkp4s033zQbZ9y4cWL16tWF7g8PDxc9e/Y0G+dpWVlZ4p133hG+vr5CrVYXuwm8pIq6oDs5OVl8QZ88eXKhF9l79+6JF154QVIxIMTj5uJx48YV6zOSq8CV6/NRqVTiueeeE23atBHu7u5ix44dRvsPHDggatasaTZOaGioqFq1qhg7dqzw8fERWq1W1KlTR6xYsUKsXLlS1K5d2+xYCGtfN5KSksSff/5pdiDj07KyssTu3btFdHR0ie/Oeffdd0WZMmVEkyZNhKurq3BychIuLi6GuxRSU1NLFJ8s4zBPLczMzMSmTZuwZs0anDx50uIm/qLcunULVatWlSG70hUXF4fJkyfj8OHDqFChgtG+zMxMdOjQAStXrkSnTp1KNa+zZ8/i0KFDSEtLA/C4eTMgIABNmjQp1TzMSU5Ohqurq1HXgaWio6MRFxcHrVaLatWqWfSey5cvo3bt2nByst4cXxcvXsSDBw/QpEmTfE2tBcnIyMD169fRvHnzAvf/888/OHr0KDp37iw5l59++gn79u2T9BmZc/HiRWg0GtSsWbPY75fy+Zh2R7Vv397oHvwPPvgAV69exebNm4uMk5eXh88//xyHDx/Giy++iI8++gjff/89PvzwQzx48AB9+vTB0qVLUa5cuWKdlxQPHz7E3r17DV05Wq0WOp3OsN/Z2Rlz5syBq6trqcR5WmJiIn7++WdcvHgRer3eMF9K165dOWdKabF1NWLO3r17xfDhw0XZsmVFkyZNRGhoqDh27Fix4+n1erFz507Rv39/4eLiIkuOUu/HL2mcPn36iPnz5xe6f9GiRaJfv34WHTMvL0+sXbtW9OrVSzRv3ly0aNFC9OnTR6xfv17Svd32Rq7zsrc4csUKDg4Wd+/eNazPmzfPqPUmPT1dNG3aVLFxkpKSCp2DQQq54hTF0uvGypUrRe/evQ3r7u7u4oUXXjC0xnh7exd5XZE7jhDm72h6spD12WUxcOXKFTF37lzh4+MjqlWrJiZPniy5D9JUUlKSCA0NFbVq1RIVK1YUw4cPz9f0V1yW9mXLFadOnTrir7/+KnR/YmKiqF27ttk4er1e9OzZU6hUKtG6dWvx+uuviyFDhoiWLVsKlUplUXeMJUq7WJLrvPR6vejVq5fdxJHz3EzHMZQvX14kJSUZ1oszn0dJ4ph2pdg6H9M4gwcPFmlpaWbfZ604RbH0utGpUyeja567u7vRZ7Nx40bRvn37UosjhHx3NFHJ2V0xEBwcLMqXLy+GDh0qfv75Z8NEKMUpBh4+fCg2btwoOnfuLDQajejdu7dQq9Xizz//lBRHrvvx5Yqj0WiKnJ3r/PnzFt1aGBERIcqXLy/i4uLy7du7d68oX768LF/ipV0syXVe9hZHzlimX76mF/TifokrJY6l5Igj13XDy8vLaCCkp6en0S2Lf//9t6hQoUKpxRFCiP379xuWffv2ibJly4pNmzYZbd+/f79Fsahk7K4YUKvVYtq0aflmiJNaDEyYMEFUqlRJtG/fXixdutQwgLA4RYVc1atccerXr19kq8b27dstmrK5W7duIjw8vND9n376qQgKCjIbx96KJbnOy97iyBnL0b587S2OpeSII9d1w9XVVZw9e7bQ/YmJiRbdISFXnIIU93OmkrO7eQbi4+MREREBf39/NGnSBCNHjsSQIUMkx1m1ahU++ugjTJ8+HeXLly9RTnLdjy9XnJ49e2LmzJkIDg7ON0jn4cOHCAsLs+h+71OnTuHLL78sdH9wcDAWL15sNk7FihWLHOQjhLBoEJBcceQ6L3uLI2cslUqV77MszkAtxrF+HLmuG7Vq1cLp06fRuHHjAvefOnUKtWrVKrU4ZF/srhgICAhAQEAAFi1ahO+//x4REREICQmBXq9HbGwsateubdGX+4YNG7Bu3TpUr14dvXr1wsiRI9GjR49i5dS2bVsAKHRkdcWKFSEsuClDrjgff/wxduzYgUaNGmHy5Mlo3LgxVCoVEhMTsWzZMuTl5SE0NNRsnDt37sDLy6vQ/V5eXsjIyDAbx96KJbnOy97iyBlLCIE333wTGo0GAJCdnY3x48cbRrU/PTqccfLHeWLHjh1WjyPXdePJj4hevXoV+CNi9uzZ6NWrV6nFIftid8XAE25ubhg9ejRGjx6Nv//+G2vXrsXnn3+O6dOno1u3bvjpp5+KfP+wYcMwbNgwXLp0CevWrcOkSZPw4MED6PV6/PXXX0Yz9pkzbNgwPHjwoND93t7eCAsLK7U4Xl5eSEhIwIQJE6DVag0XApVKhe7du2P58uVFfmE8kZeXV+RtVmq1Grm5uWbj2FuxJNd52VscOWOZzlo3YsSIfK8ZNWoU4xQRxxJyxJHrujFjxgxs2bIFjRs3xuTJk9GoUSOoVCqcPXsWS5cuRW5uLmbMmFFqcQrDWwltw2HmGQAeXwijo6MRERFhthgwJYTArl27DO/19PRE//79LW6etVcZGRm4cOEChBDw9fW1eBpQAHByckJwcLDhV4spnU6HX3/91eycDqtXr8bDhw8xZcqUAvffuHEDK1euNHvBkiuOXOdlb3HkjkXKk5ycjAkTJiA2NtboR0S3bt2wfPly1K9fv1Tj9O/f32g9OjoaL7/8suQWGCo5hyoG5HLnzh1s3LgRYWFhuHv3rtnXyzXJj71NFvTWW29Z9Lp169ZZORN5yXVe9hZH7ljkGLKzs7Fnz55CJ/lRq9WYO3eupEl+7ty5gwsXLgAAGjZsaHiugFQljcO/z/ZDccVAcWYyfPXVVxEYGIhp06YVuH/x4sXYt28ffvjhh1KJY4/0ej0iIyOxY8cOXLp0CSqVCj4+Phg4cCBGjhxpcdOfXHGInhXffPMNfv75Z0RHRwN4PLamefPmKFu2LIDHM39++OGHhV5XiCxSejcu2FZJZjKUa5IfueLYGzkn+SmNSZCIHImck/wQFcZuBxDK4erVq4iMjERERASysrIwePBgPHr0CNu3b5c0gPDGjRsoU6ZMofudnZ1x69atUotjbyIjIxEfH4+9e/ciMDDQaF9cXBz69euHDRs2mB24JVccomfJuXPn0KhRI8O6q6ur0XMu2rVrh0mTJtkiNXqGWO/JKTbWs2dPNGvWDH/99ReWLFmC69evY8mSJcWKVbNmTfz555+F7j916pRFD72RK4692bx5M2bMmJHvCxwAXn75ZUyfPh2bNm0qtThEz5LMzEyjO0hu3bqFevXqGdb1er3Ft0wSFeaZLQZ2796NsWPHGu55VavVxY715L7a7OzsfPukTPIjVxx7c+rUqSLncAgODsbJkydLLQ7Rs+TJJD+F4SQ/JIdndgDhoUOHEBERgS1bthjNZFijRg2cPHlScjdB27ZtoVarC53k59ixY2bv7Zcrjr1xcXHB5cuXC23VuH79Onx8fMz+epErDtGz5L333sOePXtw9OjRAif58ff3R9euXbFo0SIbZUjPgme2GHjiwYMHhpkM//e//yEvLw/z58/H6NGjJU1TfPnyZUyYMAG7du0qcJKfp5vtSiOOPVGr1UhLS0PVqlUL3H/jxg3UqFHD7J0bcsUhepbcuHEDrVu3houLS6GT/Bw/ftzhfkSQfXnmi4GnPZnJcOPGjbh7965FMxmaKskkP9aIYw/scXIeomeJXJP8EBVGUcXAEyWZyZDys8fJeYieRXJNFkRkSpHFABEREf2/Z/ZuAiIiIrIMiwEiIiKFYzFARESkcCwGiIiIFI7FABERkcKxGCAiIlI4FgNEREQKx2KAiIhI4f4Pn8KpWZdH8ykAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# load metadata - load full codebook as well\n", "full_codebook = pd.read_csv(f'../{META_DIR}/full_codebook.csv',sep=',', index_col=0) # this is \"legal\" codebook\n", "Procode_gRNA = pd.read_csv(f'../{META_DIR}/PROCODE_gRNA.csv',sep=',')\n", "legal_codes = sorted(list(set(Procode_gRNA['ProCode ID'].to_list())))\n", "codebook = full_codebook[legal_codes]\n", "#AllProcodes = pd.read_csv('AllProcodes.csv', sep='.')\n", "sns.heatmap(codebook, linewidths = 0.3)\n", "markers = pd.read_csv(f'../{META_DIR}/markers.csv')\n", "markers.head(20)" ] }, { "cell_type": "code", "execution_count": 59, "id": "8afeeebf", "metadata": {}, "outputs": [], "source": [ "# cell_label = 1\n", "# coord_data = AllFeat\n", "def get_cell_coords(cell_label, coord_data):\n", " \n", " x2 = coord_data.loc[cell_label, 'AreaShape_BoundingBoxMaximum_X']\n", " y2 = coord_data.loc[cell_label, 'AreaShape_BoundingBoxMaximum_Y']\n", " x1 = coord_data.loc[cell_label, 'AreaShape_BoundingBoxMinimum_X']\n", " y1 = coord_data.loc[cell_label, 'AreaShape_BoundingBoxMinimum_Y']\n", " \n", " return round(x1),round(x2),round(y1),round(y2)" ] }, { "cell_type": "code", "execution_count": 7, "id": "339462a4", "metadata": {}, "outputs": [], "source": [ "## Assign Gene ID\n", "procode_gene_df = pd.read_csv('../metadata/PROCODE_gRNA.csv')\n", "procode_to_gene = {}\n", "for cell in procode_gene_df.index:\n", " procode = procode_gene_df.loc[cell,'ProCode ID']\n", " if procode not in procode_to_gene.keys():\n", " procode_to_gene[procode] = procode_gene_df.loc[cell,'Gene Target']" ] }, { "cell_type": "code", "execution_count": 8, "id": "1d775aa2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(22, 2015, 2018) (25, 2015, 2018)\n" ] } ], "source": [ "# load sample image\n", "fov = '000'\n", "mp_img = imread(f'{MP_DIR}/F{fov}_{MP_DIR}.tif')\n", "img = imread(f'{DATA_DIR}/F{fov}_{DATA_DIR}.tif')\n", "print(mp_img.shape, img.shape)" ] }, { "cell_type": "code", "execution_count": 93, "id": "9e2ae4a2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'mp_score_max'" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "MP_DIR" ] }, { "cell_type": "code", "execution_count": null, "id": "10814967", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "reading... mp_score_max/F000_mp_score_max.tif\n", "reading... mp_score_max/F001_mp_score_max.tif\n" ] } ], "source": [ "# Iterate through all images, save binary images --> skeleton op is fast\n", "# params: raw_scale = 0.1, enh_scale =0.25\n", "# footprint = square(15)\n", "# calculate neurite length\n", "from skimage.filters import meijering, sato, frangi, hessian\n", "from skimage.morphology import skeletonize, square, closing\n", "genes = [procode_to_gene[x] for x in codebook.columns]\n", "RAW_SKEL = pd.DataFrame(index = allFOVs, columns = genes) \n", "ENH_SKEL = pd.DataFrame(index = allFOVs, columns = genes) \n", "\n", "# params\n", "raw_scale = 0.1\n", "enh_scale = 0.1\n", "close_structure = square(15) \n", "\n", "if not os.path.exists('mp_bin'):\n", " os.mkdir('mp_bin')\n", "if not os.path.exists('mp_enh_bin'):\n", " os.mkdir('mp_enh_bin')\n", "\n", "for i in range(len(allFOVs)):\n", " fov = allFOVs[i]\n", " print(\"reading...\", f'{MP_DIR}/F{fov}_{MP_DIR}.tif')\n", " \n", " im = imread(f'{MP_DIR}/F{fov}_{MP_DIR}.tif') # MP reconstructed, max-projected image\n", " im_mej = np.zeros(im.shape)\n", " im_enh = np.zeros(im.shape) # initialize with zeros # to be saved\n", " im_raw = np.zeros(im.shape) # initialize with zeros # to be saved\n", " \n", " raw_skels = np.zeros(im.shape) # initialize with zeros # to be saved\n", " enh_skels = np.zeros(im.shape) # initialize with zeros # to be saved\n", " \n", " for ch in range(len(genes)): # fill up im_enh and im_raw first\n", " thres = threshold_otsu(im[ch])*raw_scale\n", " raw = np.where(im[ch]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.filters import meijering, sato, frangi, hessian\n", "from skimage.morphology import skeletonize, square\n", "fig, axs = plt.subplots(22,4, figsize=(30,150))\n", "\n", "raw_scale = 0.1\n", "enh_scale = 0.1\n", "close_structure = square(15) \n", "\n", "fov = '000'\n", "im = imread(f'{MP_DIR}/F{fov}_{MP_DIR}.tif')\n", "im_mej = np.zeros(im.shape)\n", "im_enh = np.zeros(im.shape) # initialize with zeros # to be saved\n", "im_raw = np.zeros(im.shape) # initialize with zeros # to be saved\n", "raw_skels = np.zeros(im.shape) # initialize with zeros # to be saved\n", "enh_skels = np.zeros(im.shape) # initialize with zeros # to be saved\n", "# make im stack first\n", "\n", " \n", "for ch in range(len(genes)): # fill up im_enh and im_raw first\n", " thres = threshold_otsu(im[ch])*raw_scale\n", " raw = np.where(im[ch]" ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.matshow(raw_skels[6,600:1200,150:350])" ] }, { "cell_type": "code", "execution_count": 140, "id": "4ab9e3b3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.matshow(enh_skels[6,600:1200,150:350])" ] }, { "cell_type": "code", "execution_count": 98, "id": "7d4b002d", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9445 9276\n", "9748 8834\n", "17225 16348\n", "8112 7964\n", "10405 9580\n", "8410 7541\n", "13767 13276\n", "1606 1519\n", "6961 5801\n", "9046 8314\n", "13363 12704\n", "3100 2745\n", "4282 3954\n", "7548 7337\n", "4315 4074\n", "15194 13862\n", "10240 8885\n", "7201 5612\n", "9360 8123\n", "2534 1894\n", "2119 1506\n", "3900 3218\n" ] }, { "data": { "image/png": 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uraotO+gBAED7yFcAAPkjowEAZZTnwuk8tw2y0p11A4BiGDmIpjWhsaq2bNzBe7gNBncAgPYYzl5jZT2ZCwAAAIB2yHPhdJ7bBllxpSKgaVlcJWiyf2/k61VY7KpCHwGgyiYrqO608f4dV4sEAMrKXAsAQHpkLygeRUVA4SksAgDKLO/FPH0D/fJJgXnvAKi6vGetCOM1AFAeshcUj6IiYFLj3QYjT6pSWOQqAQBQXmNlmLyN+xNlkTJnsDLL298YAKSpKPnFeA0AlEGRsldR2gppUFQETKhIg2ZVCosAAPJKBgMAiqRoxTqyFgBQZEXKXkVqK3SaoiKgVMpYWFSWfgAA4yvCVYpGmqhtsgsAQGfkOR9OhdwIAAD5p6iITPjCWCxFm7AoY2ERAEDelLWwqMhtByB7xpHiKPJ7VeS2AwAUTVmyV1n6QfraXlS0YcOGeNvb3hZz5syJBQsWxHvf+974wQ9+0LBNkiRx/fXXR61Wi8MOOyzOOOOMeOKJJxq22b17d1x66aVx5JFHxuzZs2PNmjXx7LPPtru5ZKRoRSpVZXAByDe5C8qhaFcpGqmMhUVF2fdA+mQvmmEcKY4iv1dFbjtAM+QuKJeizhENK0v2Kks/SF/bi4q2bNkSH/nIR+LBBx+MzZs3x8svvxwrV66Mn/3sZ/VtPvWpT8WNN94Yt9xySzzyyCPR29sb73znO+OFF16ob7Nu3brYtGlTbNy4Me6///548cUXY/Xq1bFv3752NxkYw/AAX9QBZlVtWb3tfQP9hQ4sRX0PgM6Tu6Ccijb2l7GwCGAssheUh4ySD0XLvUB65C4oj76BfmM+FFxXkiRJJ/+Bn/70p7FgwYLYsmVL/Pqv/3okSRK1Wi3WrVsX11xzTUQcqBReuHBh3HDDDXHRRRfF4OBgvOY1r4k77rgjzjnnnIiIGBgYiEWLFsXdd98dq1atmvTfHRoaip6enjgj3hPdXTM72UVyyiA1PUUvKhqpTH2BiIiXk73xjfhqDA4Oxty5c7NuDjmSVe6KkL2QvaaqyFcpGm2ixbmi9gkiZC/GZ84LANpL7mI85rwAoP2azV5tv1LRaIODgxERMW/evIiI2L59e+zYsSNWrlxZ32bWrFlx+umnx9atWyMiYtu2bbF3796GbWq1WixZsqS+zWi7d++OoaGhhgfVZuGC0Yp+xSKAyaSVuyJkLw4me7VHkfejKxYBVWPOC4pJLgEoHnNeAJCdjhYVJUkSV1xxRZx22mmxZMmSiIjYsWNHREQsXLiwYduFCxfWX9uxY0cceuihccQRR4y7zWgbNmyInp6e+mPRokXt7g5URtmu7DO6HyaPgDJKM3dFyF7QDlXLJFXrL1Bu5ryguMoy3zWarAWUlTkvAMhWR4uKLrnkkvjOd74T/+t//a+DXuvq6mr47yRJDnputIm2ue6662JwcLD+eOaZZ6becKiwshUUDVNYBJRdmrkrQvYCxjZZhpTBgLIw5wXFVOYsUra5PIBh5rwAIFsdKyq69NJL46677oqvf/3r8brXva7+fG9vb0TEQVXAO3furFcU9/b2xp49e2LXrl3jbjParFmzYu7cuQ0PgJEUFgFllXbuipC9YLrGyiFlWQgqSz8AxmPOC4pLTgEoFnNeAJC9thcVJUkSl1xySXz5y1+Of/iHf4jFixc3vL548eLo7e2NzZs315/bs2dPbNmyJU499dSIiFi+fHnMnDmzYZvnnnsuHn/88fo2QPtVocjG5BFQJnIXkFcTZa4qZE6gnGQvoAhkLaAM5C6gKGQvqqC73b/wIx/5SHzhC1+Ir371qzFnzpx6lXBPT08cdthh0dXVFevWrYv169fHscceG8cee2ysX78+Dj/88Dj33HPr21544YVx5ZVXxvz582PevHlx1VVXxdKlS2PFihXtbjIwisIbgGKQu6A85C+A/JO9gCKQK4EykLug2PoG+iuTSarST6qt7UVFt956a0REnHHGGQ3Pf+5zn4vf+Z3fiYiIj370o/HSSy/Fhz/84di1a1ecfPLJce+998acOXPq2990003R3d0dZ599drz00ktx5plnxu233x4zZsxod5Oh8kZW0VZh8BvuY99Af73vVeg3UD5yFxRTVc5gGpm5RqvS5BJQHrIXAEA65C4oLnM+UD5dSZIkWTeiE4aGhqKnpyfOiPdEd9fMrJsDuVbVwpqqFVNRHi8ne+Mb8dUYHBx0T29yQ/aC5lUte01URFWVfUCxyV7kjdwFQFnJXeSR7AXNU1AExdJs9jokxTYBObWqtqySg/zIPlfligEAQPaqlr0m6u/IK0cCAAAAUFxVmu+CKlFUBFTa6MIii1oAAOmTwQAAAAAA8kdREVB5oyunLWoBALTfZGeryWAAAAAAAPmiqAggFBYBAJ0xfCVEV0Q8QGERAAAAAEBxdGfdAIC8mmhRy31hAYDJKJAZ26rasgn3zXivyV8AANPTN9AvUwEAAC1xpSKoGGfKj6+VSRX7DwCYyHhZQYY4wGIWAED6RmawsXKprAoA0H5jrcvKXRSJoiKAEVbVljW1yGUhDABgeuQpAKDdLM40b6wsJp8BAK2QvZozeu3R1SMpGkVFAGOYaDA30AMAtMfwpMpk+Ur+AgAmY3EGACBdslfrZFaKSFERVMjIimEDFgBA+mQwAIDOkLMAAADaT1ERVJBJFigmlxIFAEhH30B//QEAAAC8wndlqBZFRQBQAMMhXVgHKKZmbvEFZE8hEQBVY9wjD/wdAhSLOa6ps+/IynTWGRUVQcUYrKD4Nj35WNZNAGACo7+YyV9QHGMVAMpeAPmnIGHqVtWW2X9kzncmAKpE9iILw3lrKvlfURFAiwz26bK/7QOAIjM53h7GQgCAzlFYlA37/AD7AaBYHLenz3whWWv1b7C7M80A8sYg37rxDqgjb4lg4O88+/jgffBysjcifpRJWwCgUyZbzJK/AIDxyAfTZx+mzz4/wH4AoKr6BvqNgxSCoiKAabC4BQDQPqMz1VhFRvIXAAAAAEU3fIKdOS6ysunJx+KIN06+ndufAbRorMF95NWLAIBqG3l/aqZnon0oe9FJq2rL6o/3vXFp1s0BAACAXDDf1V72J1lqds5LURFUiIGpfYYXGEYbLi6yyAUA0B4KiwAAAAAAsqGoCCrAYkvnWOQCAOi8yTKXom4AqC4ZoPPsYwBgmFwA1aOoCCrAFYoAACg6mRYAIBvDOcwiIgBA58lc5I2iIoBpssAFAJCOyXKXSRcAgM4xBwYA0HkyF3mjqAigDQzwAADpkLsAAAAAANKhqAgqxJnbnVW1Ba6x/p76Bvr9nQEAHVe13DUeuQsASJv8AQAA1aKoCKCNqrTAVaW+AsBUWHDpLFnEPgCACONh2uxvAKg2WQCqR1ERVIRBPj32NQBAdhRzAQAAAFAW5rrImqIiqBDFLukz0AMAdM54+dYtWQEAAAAoA+u7ZE1REVSMxZV0rKotqw/yw4taIx9lVNZ+AcB0GB87b2TuGq3s+QsAIEujM5bMBQDQWfIWWVBUBBWzqrbMgJOiKlQPj7VQ528MgKobmQGMi+mYqLgIAKgGuStdozNv2bLYyL8nf1sAAFSVoiKoIIVFtNNYC3hlm0QCgKlQ5AIAkC7ZKztl3Pcj+1TG/gHAdFlrTJ9MQhYUFQHQFoIMAIzPJAsAQDrkLgCAdFgXyo7MS5oUFQF0WJVClSsyAAAAAFkyLwEAANA+ioqgokywpMv+BoDqUnQLAEDZOVseACA95hpJk6IiAAAASsOkCgBA+mQwAAAoJ0VFUGHOIEqXyRUAqDbZK1v2PwBUh3EfAACgPRQVQYUpcgEAoIzkXACoNlkAACA9Crqh3BQVAaRoeFJLwAKAauob6G94AABAWci3AADpkb1Ii6IiqDgLWtmx3wEAeSBd9jcAQOe4QhQAVNOq2jLrjRmQvUiLoiKoOFfOAQCgjEysAACkzxwjAFTTqtoyczEZkL1Ig6IigJQJVQDA8ESLXAAAQJnItwBQTYpbsiF7kQZFRYAFLQAASmmsjGuSCwAAAACgOYqKADKgiAsAAACAMlLEDQDVY90rO7IXndaddQMAqqxvoF/QAoCKMOYDAAAAAO1kzpFOc6UiAAAAAACgLSxsAQBAeSgqAsiYyxICAHSORS0AgPSZ7wIAgHJQVASQEQtcAAAAAAAAAOSVoiIAAAAAAAAAgAJylUg6SVERAAAAAAAAAEABuTsKnaSoCAAAgFIzsQIAkC75CwAgXa5WRKdUrqiob6C//gDI2vAEi2MSUFayF5AXq2rLZC8AAADayvdLIC8UddMpHS8q2rBhQ3R1dcW6devqzyVJEtdff33UarU47LDD4owzzognnnii4ed2794dl156aRx55JExe/bsWLNmTTz77LOdbi4wikCcHvsamC65C4pPHgAojrxmL2MJNMdnBaA48pq7IiziQ7NkLyiujhYVPfLII/GZz3wm3vrWtzY8/6lPfSpuvPHGuOWWW+KRRx6J3t7eeOc73xkvvPBCfZt169bFpk2bYuPGjXH//ffHiy++GKtXr459+/ZNq03DZ6euqi1z1jw0QSAGKIY85q6IxuwFTM5npfNcrQhoh7xmrwhjCTTLZyUdMhcwXXnOXUDzZK90yF50QseKil588cU477zz4rbbbosjjjii/nySJHHzzTfHxz72sfit3/qtWLJkSfzt3/5t/PznP48vfOELERExODgYn/3sZ+PP//zPY8WKFXHiiSfGnXfeGY899ljcd999bWujBS4gD0YehxQ7AlNRhNwFkEeyFzAVshdA88y/A9MhdwG0RvaiEzpWVPSRj3wkzjrrrFixYkXD89u3b48dO3bEypUr68/NmjUrTj/99Ni6dWtERGzbti327t3bsE2tVoslS5bUtxlt9+7dMTQ01PAAAKiCtHNXhOwFAFSXOS8AgHSY8wKA7HWkqGjjxo3x6KOPxoYNGw56bceOHRERsXDhwobnFy5cWH9tx44dceihhzZUHY/eZrQNGzZET09P/bFo0aJ2dAUgFSqHganKIndFyF4AQDWZ8wKYGleHBFplzgsA8qHtRUXPPPNMXH755XHnnXfGq171qnG36+rqavjvJEkOem60iba57rrrYnBwsP545plnWm88AECBZJW7ImQvAKB6zHkBTJ0T6oBWmPMCgPxoe1HRtm3bYufOnbF8+fLo7u6O7u7u2LJlS/zlX/5ldHd316uGR1cB79y5s/5ab29v7NmzJ3bt2jXuNqPNmjUr5s6d2/AAmudsoeyZXAFalVXuipC9AIDqMecFxWTOC6B4zHkBQH60vajozDPPjMceeyz6+/vrj5NOOinOO++86O/vjze84Q3R29sbmzdvrv/Mnj17YsuWLXHqqadGRMTy5ctj5syZDds899xz8fjjj9e3ASgjhUVAK+QuYFjfQL8FsxbIXMBUyF5QTMZ9gOKRuwCmxzwh7dTd7l84Z86cWLJkScNzs2fPjvnz59efX7duXaxfvz6OPfbYOPbYY2P9+vVx+OGHx7nnnhsRET09PXHhhRfGlVdeGfPnz4958+bFVVddFUuXLo0VK1a0u8lAtHeCZXigMmkD0FlyFxDROEnQN9AvgwF0iOwFRMhbAGmQuwCmR16lndpeVNSMj370o/HSSy/Fhz/84di1a1ecfPLJce+998acOXPq29x0003R3d0dZ599drz00ktx5plnxu233x4zZszIosnAFCgumjoTVEC7yF1QPXJEc1bVltXzqn0GtIvsBeUnMwDkg9wFAOnoSpIkyboRnTA0NBQ9PT1xRrwnurtmZt0cqIzxLqdnwqV5irGYzMvJ3vhGfDUGBwfd05vckL0gG7LX9Izcf/YZ45G9yBu5C7KlGBk6R+4ij2QvAMqq2ex1SIptAkqsb6Df/TnbzP4EAMYzWfaSIwAAOkNB0fTIqQAA6ZC7aBdFRVBh7SoEMii1l8kpACif4dwle+XLyNxlvwJAuRjb88m8FwBAOuQu2qUyRUW+RMLB2jGY+Gx1lv0LFJXjF7yinZ8Hn632M8ECFJ2xAcZmjAegE2QvAKqm9EVFm558zAAPEzDBkk/eF6DoHMfgFSM/Dz4b+TT8vvjuCBSRsQXS0a6rTgJQbLIXNJKP8s97xHR1Z90AoNhW1ZYZjGCaRn6GfCml6DY9+VjMnXOIv2UYg88FAEBxyXIAAAeTkfLPe8R0lf5KRQBF5Yz5ahj9/nq/AcrJl3fIF5mLMtj05GNZNwFgyozFAABQDIqKgGmbbJHMIhqMzQQaZeW4D53T7OfL53DqjM/V4TY2FN373rg06yYATJm8CgCQHvMf1dLuOa9KFBWtqi3zJQUy4rMHrRPuAJiIgu7OsN+qyfsOAAAAlJ35j2ppd31Md9t+E1BpBqPO6hvot48rxnsOwERW1ZY1FKEaMwAAKBpzHwAAkH+KigAAAArIAgw0b7gIb/hz4/MDANkzHlfH6CwGAEBxVOL2ZwBF5Ys2UDTve+PSrJsAAAAA5MDIYiLznAAAxeRKRQA55wt3NXnfASB9Y42/bjMHAABTMzI/u90dAEAxlf5KRc6WB8qmb6C/YXELAIB0yGAAADC5sXKzgiIAgGJypSKAgnJ2Tzl4DwEAAAAAAIA8Kv2VigDKzNnyAAAAAAAAAHSCoiIAAACg9FwhEgAAAKCRCxgUWxrvn6KikvGhh/KzGFIe3ksAyD/jdTl4H6H4zHkBFIfsBQCQjjRyV3fH/wVSJaxDNayqLatPqI6cWHUMAADorNGL2vIXQDocb6FahjOXzz4AQGfJW0zGlYoACmpVbdlBA70zNwEA2m84d401ySJ/AQC033jZCwAASJeiIoCSsbAFAJAu+QsAoDPkLAAAyJaiIiAzJgUAACgL2RYAoP1crQgAALKlqAjIhEWXzrJ/AQA6Y7yFLQteAAAAAEDZdGfdAKCaVtWWKXwBAAA6bqzvHYrAAAAAAGByioqAzJjIb4/R+1GxVjEMv08+BwBQPMPjt9yVbxO9P30D/XIYAAAAwATMnxDh9mcApWORK/9GvjfeJwAorlW1ZSZWCkwOAwAAABifea9i6Bvo7+g8l6IigBKzUJI/3hMAKB+39gUAgFfIxgBQHsb1/Bp5V5ROXnTC7c8ASsjVigAA0jVeYZEzuvLHewIAxedWHPnmvQGA8jCu589wFh7rvenE++VKRQAlNry4pbgov4QxACiPscZ1OSx7w5MsblcHAOXhhLr88p4AAJSLoiKAkjPJki8WswAA0iN3AUC5Gevzx3sCANBZaectRUUAFaKwKD8UFwFAOblaUX7IWgAAAADtZZ6rehQVAVSMwR4AIH0yGAAAAABF5ySu6lFUBFABowd4i1oAAAAAlIn5LgAAaD9FRQAVMVZhkckWAID0yF4AAJ3jrHkAAGi/7qwbAMD09A30Nz1pMl5hkUkXAID2GS9byV4AAM2TmwAAikFuKzdXKgIoOIM0AAAAAGVjzgsAoBjktnJTVARQQq3eWmP4rHm35AAA6DzZCwBgauQnAABIl9ufAZSQimAAgGIYb2FMngMAOJiMBACQb26FVj6KigAqbqyBfeTiloEfACB9w3lMFgMAaB+LXAAAnSVrlY+iIoAKa2ZgV2AEANAe42WpiW7jobgIAKB9hjOV4iIAAGjOIVk3AID8WVVbNu4VjIYfAACkR/4CAGgfBUUAAOkzv1VMiooAGNd4xUURobgIACBlshcAAAAARaWwu5gUFQFUzFQWoxQXAQB0zkRZa7SRV46UwQAAXtGubCRjAQDAKxQVAVTMdKqAFRcBAHTOcNZqJa/JYAAAB7TrzHdn0AMApM/8Vn51Z90AAIpneHJlrAF++DkTMAAAUzdWlppocmWs1+QxAAAAAIpg5NqjOa18UVQEQEcoLgIAyNZ4RUjyGQBAa8xzAQCkY2TeUmCUD4qKAOioZi5XKBAA4/GlAaD9HFsBAFpjcQtoN8cSgMnJYPmgqAiAKZto8G7l3qfO9gLG47gA8IrxjolTuef86J9xvAUAaM5kucmCF9AMxwmA1ox13LS+mI5Dsm4AAOW0qras5UF8KgtiAABVN5XcNZocBgDQHsO5TL4CAOiskXNislfndKSo6Mc//nF88IMfjPnz58fhhx8ey5Yti23bttVfT5Ikrr/++qjVanHYYYfFGWecEU888UTD79i9e3dceumlceSRR8bs2bNjzZo18eyzz3aiuQB00PCAPtZjLH0D/fUHMDm5C4Bhk+WsychfMDnZC4BmWeCC6ZG7AGiFqxV1TtuLinbt2hW/+qu/GjNnzoz/83/+T3z3u9+NP//zP49Xv/rV9W0+9alPxY033hi33HJLPPLII9Hb2xvvfOc744UXXqhvs27duti0aVNs3Lgx7r///njxxRdj9erVsW/fvnY3GYCMNHO5aGB8chcA42mmmHss8heMT/YCYCoscEHr5C4ApsscV/t0JUmStPMXXnvttfF//+//jW9961tjvp4kSdRqtVi3bl1cc801EXGgUnjhwoVxww03xEUXXRSDg4Pxmte8Ju64444455xzIiJiYGAgFi1aFHfffXesWrVq0nYMDQ1FT09PnBHvie6ume3rIAAdMd7gbuLlYC8ne+Mb8dUYHByMuXPnZt0cMpSX3BUhewEURTMTKvJXI9mLYXnJXnIXAGUldzEsL7krQvYCoLyazV5tv1LRXXfdFSeddFL89m//dixYsCBOPPHEuO222+qvb9++PXbs2BErV66sPzdr1qw4/fTTY+vWrRERsW3btti7d2/DNrVaLZYsWVLfZrTdu3fH0NBQwwOA4hjvLHqVxDC+rHJXhOwFUFTNXLlI/oKxmfMCAEiHOS8AyI+2FxX96Ec/iltvvTWOPfbY6Ovri4svvjguu+yy+J//839GRMSOHTsiImLhwoUNP7dw4cL6azt27IhDDz00jjjiiHG3GW3Dhg3R09NTfyxatKjdXQMgBQqLoHlZ5a4I2Qug6BQWQevMeQEApMOcFwDtZJ5retpeVLR///745V/+5Vi/fn2ceOKJcdFFF8WHPvShuPXWWxu26+rqavjvJEkOem60iba57rrrYnBwsP545plnptcRADKjsAiak1XuipC9AMpgsqsWyV/QyJwXAEA6zHkB0E6rasvMc01D24uKjjrqqHjLW97S8Nxxxx0XTz/9dERE9Pb2RkQcVAW8c+fOekVxb29v7NmzJ3bt2jXuNqPNmjUr5s6d2/AAoLgUFsHksspdEbIXQJlMdtWiqtv05GNZN4GcMOcFAJAOc14AtJv5r6lre1HRr/7qr8YPfvCDhueefPLJOOaYYyIiYvHixdHb2xubN2+uv75nz57YsmVLnHrqqRERsXz58pg5c2bDNs8991w8/vjj9W3ywOI2QGcZ4GFiVcpdEbIXQBYce+EVVcpePvsAQJaqlLsAIO+62/0Lf//3fz9OPfXUWL9+fZx99tnx8MMPx2c+85n4zGc+ExEHLkW4bt26WL9+fRx77LFx7LHHxvr16+Pwww+Pc889NyIienp64sILL4wrr7wy5s+fH/PmzYurrroqli5dGitWrGh3kwHIsdGXJOwb6FdsBP9O7gKgXSa6DHSV81ffQH8MvZB1K8iLKmWvqn7mAYB8qFLuiqj2dy4A8q/tRUVve9vbYtOmTXHdddfFxz/+8Vi8eHHcfPPNcd5559W3+ehHPxovvfRSfPjDH45du3bFySefHPfee2/MmTOnvs1NN90U3d3dcfbZZ8dLL70UZ555Ztx+++0xY8aMdjd5ygzwANmo+pesTU8+Fke8MetWkAdVyl0RshdApyksauRKLYxWtewFAJCVquWuqn3XAshaFee5pqMrSZIk60Z0wtDQUPT09MQZ8Z7o7pqZdXMAmKbRizpVHOyH98HQC/vjiDf+KAYHB93Tm9yQvQDKY6JimiplMNmLvJK7ACirl5O98Y34qtxFrsheAJTV3/3g0abmvA5JsU0AwBQ5Ux4ASEuVCocAAPLC3A8AAGl63xuXNrWdoiIACmH04lbfQH/9AQB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2W17aAcDsWA66GpotGJO9p5anfZKntkQo5AZoVd7O45A3eTpG8tSW8VxwA4BjxsZE4+Ls5Wnf5aktzJ2iIlLjQhcAQGfJW+Uz8e/Z7AdyH9wBAAAAyDvFRJB/iopIlQEBAKCz5K3ymG1BEQAAAAAUgfkuyL8Tsm4AVJmVBGBmjhMA2s3YAgDQWfIWAACQJz6jzF7bi4q2bdsWb37zm2PRokWxbNmyeM973hNPPPFEwzZJksQNN9wQtVotTjrppFi3bl08/vjjDdscOnQoLrvssjj11FNj4cKFsXnz5njmmWfa3VzITBFPXEVsM0CZyV0ws4GhweO+iqAo7aQ8vOdgZrIXNGfsERZFYhwEyBe5CwDyo+1FRbt3746PfOQj8eCDD8auXbvi6NGjsWHDhvjJT35S3+amm26Km2++ObZv3x4PP/xw9PX1xdvf/vZ47rnn6tv09/fHzp07Y8eOHXHffffFgQMHYtOmTfH888+3u8mQibHJlaJMWhSlnZRD0S78QlbkLpi9PI8xk7WtaBfmAMpI9oLmFDG3FLHNlIP3HkxO7oLmuZZCFc0mQ8lds9eVJEnSyX/gRz/6USxbtix2794dv/IrvxJJkkStVov+/v649tprI+JYpXBvb2/ceOONcfHFF8fIyEi87GUvizvuuCPOP//8iIgYGhqK5cuXx1133RUbN26c8d8dHR2Nnp6eWBfvju6ueZ3sIpReEe8wo7imC7/eh8ccTY7EvXFnjIyMxOLFi7NuDjmSVe6KkL3IryKOK7IXaVPINj3Zi6mY8wKA9pK7mIo5LwBov2azV9tXKppoZGQkIiKWLFkSERF79+6N4eHh2LBhQ32bBQsWxDnnnBP3339/RETs2bMnjhw50rBNrVaLVatW1beZ6NChQzE6OtrwBcyd6mbazXsKOiet3BUhe1EcG2tr6l8T5XFMymObAJicOS8A5kL2h+aZ8wKA7HS0qChJkrjiiivirW99a6xatSoiIoaHhyMiore3t2Hb3t7e+veGh4dj/vz5ccopp0y5zUTbtm2Lnp6e+tfy5cvb3R0yVIUPWHns49hd8u5Spt3GP95s4hcwO2nmrgjZq+zKej6eqrAoL/3NSzsgIl/HBuSROS/apQrn2ir0ESKae6/LWNA6c17QGuMMNHJMzF1Hi4ouvfTS+OY3vxl//dd/fdz3urq6Gv47SZLjXptoum2uv/76GBkZqX89/fTTs284uVOFopaNtTW5Oql57AZ5ZOIFppZm7oqQvSiuvOYb4xudNtuibu9NmJw5L9olr9mknfLWR2MbndLM/O74GzjzdmxAXpnzgtYYX6iqyea5xl/v9jlg9ro79Ysvu+yy+NKXvhRf/epX4xWveEX99b6+vog4ViH88pe/vP76vn376hXFfX19cfjw4di/f39DBfG+ffvi7LPPnvTfW7BgQSxYsKATXYHUjH3wzMOAn4c2UC5TDdYT32vN3tXlPQovSjt3RcheZVbVD1dpjy3NjovQLs28t6p6/EOrzHlBsclbdIIV36EzzHnRbq4tpGP8/IL9TVome6+Nf817cfbavlJRkiRx6aWXxhe+8IX4+7//+1ixYkXD91esWBF9fX2xa9eu+muHDx+O3bt31wfxtWvXxrx58xq2efbZZ+Oxxx6bdqCHsjCZTxmNvwtr/Ndk25mEgebIXXRCFc7BU/UvrQw29u9MHBPLvt8Bik72AqDdzAPD5OQuOsXcS+eNL7S1v6Ec2r5S0Uc+8pH43Oc+F3feeWcsWrSo/lzSnp6eOOmkk6Krqyv6+/tj69atsXLlyli5cmVs3bo1Tj755Ljgggvq21500UVx5ZVXxtKlS2PJkiVx1VVXxerVq2P9+vXtbjLkyvgl2Do92E780Gpwp9O8x6C95C6Yvbw9ehaA/JO9oJisSEAaZvseG/+5xPsUXiR3QXEZz8gzuWt22l5UdNttt0VExLp16xpe/8xnPhO/9Vu/FRER11xzTRw8eDAuueSS2L9/f5x55plxzz33xKJFi+rb33LLLdHd3R3nnXdeHDx4MM4999y4/fbb48QTT2x3kyG3OjHpMdnFMydOisikIMhdMFdpFhaNH7eMXwDFJHtB/k12kUD24v9n7+6DLCvrO4H/GnoYgWVaXmTGjoNiFfFtiGMwQYgJuCBtIqLJbtCgI6mwBldFJ6Aia7Ih1grRVMAkrCZaVtjVuFhbcdRNsYxjoigLCBnsCL4RK7MINuOYZOwBxZkBzv4xe5t773TfvrfveX3O51PVpXSf7nmee895nu95zu+eU3c+8AAHk7ugOVyroUnsqyszkWVZVnUjirBnz56YmpqKM+OVMTmxqurmUIA2TFJFFRWl/rqRjmEXVNq2Tz+a7Y8vxmdifn4+1qxZU3VzICJkL5rPp1Qg7ew1zjEue1E3clf6rN0AEe0cC+Qu6kj2AmgH2Wvp7JX7nYqgLG24NWwRfUz1tSJN3ftr90WuVPbjNgYUoNlSHre6H0Hb/d9AM46HYQuiHONAE3TnEuMVtJfjH6A8chdgDFjaIVU3AMbRf/EnRTPTG1d8C9ytc7MLX1CEUfetcfbFvCZzxwPAyrXhxCqv7GW+IS9l7led/b8NHKNAE3gkElSnicdendpcp7YADKMt58IRxmiISPM4KLJP7lRE4/VP9KqJn9CGoiuq09mv+vev5Y6/5Y7Roo/hsscHxx9AM8mTVKnM/LBY9mraRewmtRVgVDLJYNYBKUoR+1Vqa14RS/fJcQlQXysZo2UuqL/Oel4Rx6qiIpKU6i3tBy2Wp9ZX6mG5CzSL7XfjXtQZtC/ndYFrsb+R9zE0arEVQNO0IZesZB4c5mcwjmGy0Cj7Xxn7ahXnZ8P8WxZFAYBRDMoOw+SKsnJH0RlHhgJIyzDn7MZ9iiJXDK/KvOnxZySn+2BJ6ROrBtRqpbQvDauKPpf1b3Ye7VHkIz7K+DcA6iqVeXPUMdy4Tx7yKqAe5pFpRR+r/f9+3cYGxyrQVHUbT/OWev/qxus9vEEfdhvmzt1lKTrjdP99eQpIXRvmye61rDb0l/oYtqBoJftlWftyShlvEHcqIkndk19KFY4rndRT6X+V2vAalv2YjbpJaawAKMNyuSSlcTXVonWqV/UCx7DH6EqP57IWJRd7JDZAyoq8rX0d1O2Oe6nzGo5mseNvueMx5eMVIHVtG7/b1l+qtdyaa+fn46xJFa3sY6aqXKmoiKR1TvJSO3HL6xFQ0K2oamAA2iu1DAZNUFSBzTjHc/+HPrq/B8DKGEehGqMWFEU4XgGA9hl1HWmleSmPD8LJastTVETyUi4s6ljukQYp9ZtqLbYvKTQaTv/r5LgEUjHMHYu6t2s6xd2s1KBPXA2z7XKW+lsr3Wf7j+1UjmEA0mHNi6IttpbTv8+5QxEAwMFSvVPQIClnP0VFtEJ3YVH399qgLf1kaUVfCErhcRNFHyeLvSYphwugndr0OLQOxRYUZZR9qknZq8zH9YxSxAVAfQ2aN4zrlL3mVfbvAwC0XdHrSHn+7TKy32I3HSnj31VURGv0f0I3xQtb/drQRxbXxgK6Ousff7wnQMoG3RUllWyyWK7s/zntUmWBWdH/Zt5/P8XXCKAuUslaMIj1FQDqItXslWq/KFZR+4198WCd17rM10ZREa2SamHRUhfvUugbo6liIilbU/vW1HYDrMRyhUWdbaDpmpK9lrqTWBuOx5T7BtAvxTGvzLvcUW91zV32T4D2SnX8778TSqr9ZLBR3nv7SbmqeK0PKf1fhJpp0uMCYDmjTiT2fwCKstyCvzmIFIySveq8uOJ4BKDO6jyHUp667gd1bRcA5GHQBwdJWyprXuRDURGtU8dPtOQh1X5RvLoFwq1zs0t+tVnb+w80V6qFRbJXexSZQ+p0DKSUuzrHp2MUANqr6XmmTbxXAPWmsIhR1WV/qUs7UuDxZ7RW9yTYhtv+k548byfYP7FWfSxU/e8DkK+UFx9S7hv5Lz7030K8/99YSQZyi2kAIDV55JvFcpfMVE/eFwCoRlFrSnleuxznb8kY+VFURKuleBHIAJm+PPfZxRZYOv/fvlQv3g8gVSnMOZ32p5Yr26yq93LU42HUdi72t+23AEDd5H1+0PTzDQComrk0TXV/X+tSnITHn0HSg4gLBOkZ95Psg/Q/IqKM/af70RTD9Celx3IAtE2qj0EjPWXtj+NkuWGy0Lj9kLcAgLKlnj0G9S/1vgMA9VJG9hjn38gzN6VcC1AWdyqCOPjT5QYX6qTsRYWVPnYjj7+f4t3DAHjCoHHeJ0ZgeXllLgDaJ7WslVp/aMd7utyaGADpaMO8RnOVtX8W9eiylf5dx+XKKSqCLp0LXakMKt3FUin0hwPq8l4WVQlcl/4BUIyUC4ua3HYGK+q9zetRZ/0/y7O9Rf5tAMqT2vhtzSsdnfewzu+j/QyAUZk3qKu655ru9i22FlZUoRKDKSqCPqkVFtE8gy4Y1WmfXGpSr3t1MwDVG3RimMKdI+XI5mlK/lrMuO0r+/G3AADd6p61IprRRgAogzUvitC9X3XvX/a1+lBUBAOkcFGrw0RPkYrat1zYAkhbqo+9lLmaZ6nCmjq9l53jpew21ek1AIB+5imazHotAE1j3mq+Or6HdWwTvQ6pugFQR/233G36xa5BdwOgfjr7X1Mm0SLb2ZTXAICVW2qs79w5sqma3HbqSzYCIE/yClRLtgNoF9kLquc4XBlFRTBASoVF1NtS+5fFBQDaYNB81ykualoW6y7qblrb28B7AgDWHKBO5FOA9MleUD3H4cooKoJl9BcWNfUEr0l3vmmTlB6xV5Rx9t2mHq8AbSSrUKbl9rW27o/j9LnJ50oAOH8mf8PsU/Y7ANoqhTkwhT60jfds5dr+2k1W3QBogpQeH+ZZ3fXQeR+GeS+8Xwcb5lhs68VAgKabmd645Djf5BzT5LanYJTXv+3v06BjcCn2b4DmM46TN2teALC0FObAFPqQAmtexRrlem7K3KkIRtAZNJpeXNT09jed1x8ABmv7SRr5UvBSLNkWIC3GdahGZ815sa8OxydAeoztjMuaV7G8vge4UxGsQOckr4kDSfcJahPbnwKv+3gWe/0Eb4D0pFDI3U/+Ks6g19ZrPp7UjkMABjNvQnWGeUQvAGkxtrMc64nV8do/wZ2KYIWa/Eg0A2B5+j9RRDHs0wBpSvHWsrJBcbyuAECETEC67NsAAFRBURGMqcmfondRq1id1za1i6GDLHZr5rKkeOEZgAO6x/im5RdzU/E8EqL4fneOwf4vANLXxLm1yR8EpP6q3K+avA4NwPKaOsY3td00Q9XZiwM8/gxaykloOdo64VTZ77a+5gBtkNIFIrfPLUbbXtOqj4W2vd4AbdTUsV7WoihV71dV//sAFKdz3a5pY33T2kuz2L/qQVER5KC7QMfgRod9AQCKs1gxhbkXACB/1rwAAMrR1LzVxGKoJmj769r2/teJoiLISf8n5w1y7VPH977sCbdOfQcgXUvdcdGJZrt03m/v+XiqvtsRAPVnrqWOObuObQKAvDVlvmtCG5vEmhd1o6gIcmaAb686vvfdbeq+YFTHtgLAKDzKlbrnmbIX/lb67y32O44tAJqu7jmhaer4etaxTQCQt6Y+Eo3xeL+fYP+vh0OqbgCkrs4L8gZhAKDJmpJlOp8sakp7yU/R5wLd+5b9CwAAANLTpPP9Ol8TpXmsd9WHoiIogUk0TU17X1OZfJv2ugNQLEUV1FVnn5RdAICmaWp+aWq7I5rddgDosDbXLvJLeygqgoKZQNPlvQWAeto6N3vQV13IDwBASuqUs8iPzAoA9SV/AWWbrLoB0AadE/HFJvqqT9I9j7V9mv5eN739ABSve67o5K/O/9ZpHpHBAICm689dsg1Vsv8B0AbmO6Bs7lQEJVpsoq9DRbEAMrw6vF8AwMqZy+uvrneZWilZG4C2MOc1Wwq5q8kcPwCkQqZoD/mlPRQVQclmpjceNMjWYYKtQxvqzifuAKB5OtlrsbsX1UGd2gIAkKe65Jy6tKPurHkBAACLUVQEFXGi3iwKigCg+czlAADlkb0AAMpVh2JqGRDSM1l1A6DN6jSx1qktdeT1AYA0dOZ0BcP11L/45T0CAMYlTwAAbTEzvdGaF5A7RUVQI90XUaqa8OvQBhhEIAYgD51Flu7/rurf7vx/85vXAABS5nwelub4ACAv5hNYnuw1Go8/g5raOjdb6W0K2z6Q1uEWkQBAecqe+9uetQCA9ukvrK5C1f9+HXgN6sn5AQB5M+cDeVFUBDUyM73xoBPITnGRyb8c7hRQX94TAIpWduYyt1ngAoC2qTr/VP3vV8maFwC0izkfyIuiIqihTnHRYgVGZfzbbdb2/lMNhYMA1Vhq3jcml8PrXF9VnIeULcU+AcAg1rwAoL2cA5fPa15vKWfjIvY9RUVQc+5cVB6vKVWw3wFUa1Bh0VJfZfz7qTP/AQDdZINieX0BoN06608yQTm2zs22ds2PNE1W3QBgeUt9UtiklC+vJUCx3G6fulpsnxy0yFLUvtymbNeWflJPFlEB6kc2KJbXl6q06RwHoAkG3ZnYeJ0fryVVKmL/c6ciaLgiPj0/M73RQju1ltL+2ZnchUyAehlmXE5pPiqau21SF/ZBgGYwXkMarHcB1NvM9MaFL4CltO5ORYudkBooaZrlPk3vEyDQLI5XgHoa9Gi0xf7/oN8ZVoo5zkVBAGBUi32KPrWMBADQBnIclKeo463wOxVdffXVMTExEZs3b174XpZlceWVV8b09HQcfvjhceaZZ8bXv/71nt/bu3dvXHLJJXHcccfFkUceGeedd1488MADRTcX6JLyBaCU+9YGAigsro65y91JSNGgeci+Ppg5HEhJHbMXpEqGAGg3uQuqYZ0LmqWo86ZCi4ruvPPO+PCHPxw/8zM/0/P997///XHNNdfEddddF3feeWesW7cuXvrSl8ZDDz20sM3mzZtjy5YtccMNN8Qtt9wSDz/8cJx77rnx2GOPjdWm7tu4dV5UAyIpGPQc1HGkeHyoigZSVMfctZQU5xbaR2ERNJNbu5OXJmUvoD3kUCBFchdUo/9a2kpzRsrn37IXbVFYUdHDDz8cr33ta+MjH/lIHH300Qvfz7IsPvCBD8S73/3u+LVf+7XYsGFD/Lf/9t/ixz/+cXziE5+IiIj5+fn46Ec/Gn/8x38cZ599drzgBS+Ij3/843H33XfH5z//+VzbmfJARvsUtT+nMil2+uG4B1JT59zVX9DtQi4psX8vrfsuZV6b5kkl/0NR6py9oA3ymKc6fyOVOc+aV/Olsi9C3uQuqE5/rpiZ3rji+SrVeU72aqZU98ciFVZU9OY3vzle/vKXx9lnn93z/R07dsTOnTvjnHPOWfje6tWr44wzzohbb701IiK2b98e+/fv79lmeno6NmzYsLBNv71798aePXt6voY1ziAIddNfNZzHI2dMitSJ/REOVnbuihgve0UI7tDN3EadKQiDgzVpzStC7iI9eX5i3hwHUG/WvKBeZCdSYD8e3WQRf/SGG26Iu+66K+68886DfrZz586IiFi7dm3P99euXRv33XffwjaHHXZYT9VxZ5vO7/e7+uqr4w/+4A9W3GY7DymxPy/O6wKkqIrcFSF7wSDj7t8pfdI8hT60UeeDN94/OJg1L6gX+/cBXofm8x7Cwax5QTocF9Bsud+p6P7774+3ve1t8fGPfzye9KQnLbndxMREz39nWXbQ9/oN2uaKK66I+fn5ha/7779/9MYDEZFeJX1q/Wkr7yMcrKrcFSF7QVFSeFRY9yPPAFJizQvSkcoaQyr9aDvvIxzMmhekwzwHzZd7UdH27dtj165dccopp8Tk5GRMTk7GzTffHH/6p38ak5OTC1XD/VXAu3btWvjZunXrYt++fbF79+4lt+m3evXqWLNmTc8XQIQK6FS4OHnA1rnZ2HLv3VU3g5qoKndFyF5QhFTmuVT60XbexwNkL7pZ84J0pDLPpdKPtvM+wsGseQFAfeReVHTWWWfF3XffHbOzswtfL3zhC+O1r31tzM7OxjOf+cxYt25dbNu2beF39u3bFzfffHOcfvrpERFxyimnxKpVq3q2efDBB+Oee+5Z2AYoniIOgHqTuwAAyiN7AQCUQ+4CgPqYzPsPHnXUUbFhw4ae7x155JFx7LHHLnx/8+bNcdVVV8VJJ50UJ510Ulx11VVxxBFHxAUXXBAREVNTU3HRRRfFZZddFscee2wcc8wx8fa3vz1OPvnkOPvss/NuMrRS57EUADSX3AXNMSh7uQ001JNjk36yFwBAOeQuaI7lrje6FgnNl3tR0TDe+c53xiOPPBJvetObYvfu3XHqqafG5z73uTjqqKMWtrn22mtjcnIyzj///HjkkUfirLPOiuuvvz4OPfTQKpoMyZmZ3miRHBrAccq45C6oh072spAC9defv371p0+OiH+qpC00j+wF9SF7QbNsnZuNs576vKqbQYPIXVAP1rwgfRNZlmVVN6IIe/bsiampqTgzXhmTE6uqbg7U1qCCBQEAqrXU8XnWU58XX4zPxPz8vGd6UxuyFwxvqfG9Cdmr0/YmtBVWYrHjU/aibuQuGF73uO6CF9Tfo9l+uYvakb0ASEn3OdGw2euQktpGSdzRAiANxnOoN8co45iZ3tjz1VH3/aru7YNx2ccB0tOfuRQUAcBgzosA0jTOh0UVFSXERM9KLHVRK6IZ+1QT2gh5WOo4hbpLcZzu9CnFvlGNJhQW9berru2ElepeWBl0jgQAZZG3SJV9GwCgfOOscbWmqCj1oJp6/wDaysUsmmrr3Kx8AitUt2Onbu2BvHmsH0C7NCXbmJcAAIBx5XH+05qioojmnDBClRZ7DEedjx0LLKSkc7y5sEVq6jyPQF31zwlVtgNSVYdjDPLQhv24DX2kPM61oVqOQag3xyhAGvK81tiqoqJUWVihCIs9Cq0u+1pd2kHx2vZeO2EjJW3Yn9vQR+qhTjkswl30Ulan/awM3fuxfZoma8P+24Y+QkT75uI2a+t73dZ+AwDVamMGyfM8WlFRYiyykKfFLhhV/an5Ng76bdbGMa2NfQagOcxTafP+AtBGdVprMhe3h/cagLaqU/aiPdqavfI63lpXVFR1QUSeUukH9VengdYn42kD+zkpkllgsGHG/iqOo067zE2kyr5NKlLOWin3jXrozAP2NSie3EVqUps7UusP9WQugPLkdbxN5vJXGqD7BWv6pNj09tNMM9Mb7XsAjKTpi/OD2u3kl6Isl7m2zs0Wuv/l+axtAMrTnbuM4bAyjh0ARpXa3JFaf6Cf8yVYmdYUFXVr6mDR1AtypKP/4vCgi055TcwmeIDma+I4LndRpeUK8oooeLPPA6ShibkrYvC5f1P7BMux5gVAVfrnIHMSbWA/h5Vr3ePPmsxAR111P1aw+7F8eVycst8DUAXzD3VQxn7okcoA1MFSc545ijrKa790zgFAVfrnIHMSqVNQBONRVASMbGZ649CT70oXWiwcAgBUs7BnkQWAuvAodupo3KxknwYAGCzPvKSgCManqCgxTkopU1GTsAm+3YxjQF2Yi6iLTkH3KIXd4/xbAFAn5iaq1n9n7nHZpwEABsvzwwWyF4xPUVFiDIzU0agTv/24vRQUAUB1ZLD2kb0AYLDOB9/6i7vNoQAAxbJOBfUxWXUDGM2gykyDK3XW2W/tpwAAxek/VxiUvdwdEgBgZWQoRiV7AwDQVIqKgLF0Ct2WOin2ya3RWGAAAMoicwBQZ86PgZQYzwAAaCpFRcDYRjkpXmxR0ELhE9r8OtgPgDrK8/ndkJdRirnd5ZSlyF4AsDxzJXmQuwAAaLJDqm4AkLb+Z85HHDiR7v4CAGB8i+UuWIp9Bag7xd00jf0VgCYyfwGwHEVFDWTxFwCgOrIYdWcfBSAV5jSaxP4KQBOZvwBYjqKihut8GtmkT93ZT1lK55MQ9g+gCYxVNIV9lf2ZL38AAQAASURBVMW4UygAQPlkcwCA4lnzKo6iIgAAGKCzAGwhmKaxzxIRHjsMAAAAQPKshRZnsuoGsDIOCqDp3KEIaBJjFQAAAABAvWydm7V2CwVTVATUwlKfnBYEms+n4gGgfhabn+Wu8SiYBgC6ucDVXt57ACiPOReK5/FnQK0pSFmZ7sdceA0BAAAAytW5wGVdpj0UmQNAeRbLWK6LQTHcqQgoXf+Jtck9P017LS2yAEDxFptvl1p4MTePpu7Zyx2pAKB65t781TW31rFNAJCqxeZdc3H71DUXpsadioBSGdiL1aTXt0ltBYa35d67a3+RHdpkqfl2ZnpjzxcrU+fXzlgMAKTIhSMAADrkwnIoKgKgdCZ5ACAVTSrOakIbAQAGkWcAAMpXtw+v1a09qfP4swbxTGZgGDPTG2s7mRq/gCaQuWgz+//4unNYVa9jfxb0fgJ1584jAAAA9VW387W6tSd1yd+paMu9d1fdhFzUtUAAymD/B2iOX/3pkxsd6LvnHPMPbbZ1btYxsAKd8a9Ody6qSzsABjFW0SYyFgAATSTHtpc7FQGN4FOLo6nja1XHNgFAaoa509AoCwDueDO6ql+jOtwpCWBUzvlpE/t6OoxdANAc5u3xef3aS1ERUKnFLmr1T0qdbVzUah6PUAGA8pl328cnxYCmM3eRMhew0uV9BZrEfETb9F+f6t7/XbuC0ST/+LMUWCAmVcPu2yZ1AMpSp0cWQd480gyAOjI3kaLu3OX8Ik3GLqBpzEe0zaB13s7PzOfN4b2qVvJFRb/60ydX3YSxmehpskGD/CgXbvu3c1zUfwK1eAYA5VouGyy3kNL/RTMs9b57D4GmMF6RInlqPHVf84owdgFAXY2SI8znzeBOa9VLvqgIqJZBvlidT77VbbFFQREApMe8fkDdctdivFcA0DxNyBgAAFUoKifJX81gnat6k1U3gNE4aGgztyLs1f/818VemyrGDAVFAFAd82856nJ3oLrkP4Bx+NQpHOA4eEL/mlfnv40XANBORc3/csVgdchedWgD7lQENIyJYzhV32bb+zS87rtNKZoDoE7M58OrInvJDePx+kF9mG9og2HnHfPTwbrHiKrHC+/P6Kx3Qf04JoFhVZ296tIGFBU1RtUFAlAnjoWD1eU1cUICpKQuYytUqXMe4nhoBu/T8LxWANSR+WlxdVlv8v6MzrkE1I9jktR56sn4vH70U1QEVG4lIdaEtrg6nKhX/e83TffFWmGXtllsf6/LMWAsI1WL7dt1Oe4YnseeAUCzmKebT2Yen9eQNrG/Q7Vkr/HU4fUzjtbLZNUNqKPOTlqHAwbaovvZ6MM8H9PxWT8m+HzYt2mLzphRx7HDc5ppmlGPo/79u47HIQAA1IlzxPF5DQEom3Xe5vK+1Ys7FfWp24K6Zw7TVCvdb00SzWScAoBqlDkHd85N2n6O0n9nyLLzq7sUASlp83xCc42z39rnAdrBORrkZ5z85FhsJpm5fhQVdbGDQn7GmahN8itTh9etDm0AmqH7sX/9qsxk8iAsrs6PK6xKHR4722kHwHLqOmYbw2gia17lq/J1q+v4CQBtIT+1j/e8fhQVdanLonCHExaaqopPzFO9Oo2fQLNVPZ5U/e/DSq103x1nn5fDqmW8AoZlvIB8lL3mRfWMn0AqzCswWOcYcd0RDjZZdQMYzEkLTVTmfjszvXFhgne8VMdrD6TCeAajWckxI7eNx2sHANUpe80LAPJiXoHBOseIYwUO5k5Fi6jLHYvq0AYAgKLJPDCeupy/LKf7k14+8QUAAADAUqwdQX0oKgIarykX0lLi9o9A0xnDYDTjPiJtsWPOcTiczuvn9QIAAAAgJda7msHjz2qm+8BRJAHFcrytjAkeKIJxGOqv89jZ7v9ejtwwHnkVSI1HYEJ5OjnCMQcAQF3Jqs2gqKhGLLhDsZY6xkxYwzNOAakw9sPK9BcWLUVmGI/XD0hNp5hIBoPi9BcjO94AAMrhwxOkTlFRjRhsoFiOsfH0X9zyegJF8qlaqK/ljsthC2Ic3wDtYcyH4jnOAICU1Dnb9K9d17mtkAdFRQAsy6M3AIA8yRNLc5ciAAAAgPqyrkXbHFLEH/3e974Xr3vd6+LYY4+NI444IjZu3Bjbt29f+HmWZXHllVfG9PR0HH744XHmmWfG17/+9Z6/sXfv3rjkkkviuOOOiyOPPDLOO++8eOCBB4po7lC2zs32fAG0gTEP6i/F3NVN/oLm6jx2Y7EvRuM1g/pIPXsBANSF3AUA9ZB7UdHu3bvjF37hF2LVqlXxv//3/45vfOMb8cd//Mfx5Cc/eWGb97///XHNNdfEddddF3feeWesW7cuXvrSl8ZDDz20sM3mzZtjy5YtccMNN8Qtt9wSDz/8cJx77rnx2GOP5d3kZbmIBRAuAkINpZi7IpbOXjIZ1J/jNH/yF9RHqtmrwxgOtI1xD+or9dzVYRyC5nC85sPr2EwTWZZlef7Bd73rXfF//s//iS9/+cuL/jzLspieno7NmzfH5ZdfHhEHKoXXrl0b73vf++Liiy+O+fn5eMpTnhIf+9jH4tWvfnVERMzNzcX69evjxhtvjJmZmWXbsWfPnpiamooz45UxObEqt/71PyMxz7+Z998FGFcRYx7jezTbH1+Mz8T8/HysWbOm6uZQobrkrojis1eH8QgOqOs5RF3b1STGvfqRveioS/YqKncVwTklUFdb52aNTTUkd9FRl9wVUWz2MhbB4up6bNS1XbBSw2av3O9U9NnPfjZe+MIXxq//+q/H8ccfHy94wQviIx/5yMLPd+zYETt37oxzzjln4XurV6+OM844I2699daIiNi+fXvs37+/Z5vp6enYsGHDwjb99u7dG3v27On5agp3/yAFKkvTY/EX6q+q3BXR7OwFTSd3pau/KEsOg3qx5jW6zlhm7gLqRs6CemvLmpexCBZX12Ojru1qCueFzZV7UdE//dM/xYc+9KE46aSTYuvWrfHGN74x3vrWt8Z//+//PSIidu7cGRERa9eu7fm9tWvXLvxs586dcdhhh8XRRx+95Db9rr766piamlr4Wr9+fd5dK5yBCIphkhqdgiJohqpyV0Qa2QvIn0KYlXOXJ6g/a14rZ1yjyawrAZTPmhe0l+yVJnd5arbci4oef/zx+Nmf/dm46qqr4gUveEFcfPHF8YY3vCE+9KEP9Ww3MTHR899Zlh30vX6Dtrniiitifn5+4ev+++8fryNAMuryqcitc7O5tqOoPikoguaoKndFyF5QF+brweqQAYehoAiawZoXtJO5eThNWPMCmsOaF7SX7DWcJuUlBUXNl3tR0VOf+tR47nOf2/O95zznOfHd7343IiLWrVsXEXFQFfCuXbsWKorXrVsX+/bti927dy+5Tb/Vq1fHmjVrer6A8pgMhuN1AvJUVe6KkL2A+mvKgoWCImgOa14AS5NjgDxZ8wIYrCnZqynrcwyWe1HRL/zCL8S3v/3tnu/de++98fSnPz0iIk488cRYt25dbNu2beHn+/bti5tvvjlOP/30iIg45ZRTYtWqVT3bPPjgg3HPPfcsbAMwijrcrahJk2aT2tokVe+DpEfugnbqPGKs7vN11fNe3V+ffk1rbxNUvQ+SHtkLoBxF5SLZAJpD7gJIg/WuNOReVPQ7v/M7cfvtt8dVV10V3/nOd+ITn/hEfPjDH443v/nNEXHgVoSbN2+Oq666KrZs2RL33HNP/OZv/mYcccQRccEFF0RExNTUVFx00UVx2WWXxd/+7d/GV7/61Xjd614XJ598cpx99tl5NxloiToUFuUpz4m482i2lF6fOkptH6R6bchdTjqg2cx7QErakL2A5pK7BvMpeWiWNuUu4zc0i2OWOih7P5zM+w/+3M/9XGzZsiWuuOKKeM973hMnnnhifOADH4jXvva1C9u8853vjEceeSTe9KY3xe7du+PUU0+Nz33uc3HUUUctbHPttdfG5ORknH/++fHII4/EWWedFddff30ceuiheTd5RfI6CXEyA+VyvB1MAILmakvuypPsBVRF5qrGSsf9zvtlzqCb7DUauQvK5XgbzOtTPOM+eWpT7srruHEMQjk6x5ljjjaZyLIsq7oRRdizZ09MTU3FmfHKmJxYlfvfH3egsEAJVG3QhS1jU/H6X//lXvPueefRbH98MT4T8/PznulNbZSRvSLGG5+6jzvjHJRvqezRhuNxmIKiNrwOVRh1v1tsrpC9qJu6r3kB1I1xrTnkLuqo6OyVF2Md1IfjkbKMu68Nm71yf/wZAPXnk/L1M+jxc53ve99ou7wKioD6sMBC0YYpHhr0PQCguXywF2gTYx3Ug4IiylTWvqaoqASdC8XdX0A9pHA8ptAHnjBozhBEIR+OJWAco2avYbeX6co36DzdXAFA06WQLcbtg/m8WsO8fynspwDQrc35o3teN8eXq+jXW1HRCg07IHi8ENRb97NP21L01/0prf6v/m2oD3MGbecuRdB8bZzLjD9AE610zast59TQFG3MXjSP/RQA0tE9r89Mb3R+WKKiM9VkoX8dF+mhIbqLi1K2XP9M8kBq3HkC6sUxCJCO/jHd+SQA3QZdG3FeAPnxqCWgroxN9ZDHPKGoaEwma0hLysfzsI/RshAMpMJYBlRp2AsnxqriDcq+Xn9YmjUvAPJgPoFiOb4AWEpeOczjz8Y0ysV3EztQlLwvhigsAgBYuf5ibueCQBMZuwDIg/kEANLi+mH7uFNRTlTbA6kxplXL6w9Lk7uAqnUWT5Ybi4YZq4xn9eG9AIB6GWVudp4IAFAOmas58nqvFBXlwB09gLKsdKwZ5/eEg2KYO2A8xiegDOZqgNHIZ0BVRh1/nFMCAPQa9kN0tI+iIoBEFHHRS3AolsIiGI3jBWgCY1Uzyb0AUC9FX9Qy95dHARcA1Ff3PN35X3M3/RQVlcwFZGCljB1pEswAoFkGzd3yWvPIYgBQL52LWMvN0T5J3xzeIxieC/lA2RYbcxb7nuzVboqKcuRgAqowaHLPS//fM84BdSB7AWVbbrzJ60Mk3X/DGAfUgQtcQFmGHWvy+iS98Q2oE+MRUFfuYtRuiopyNspB5KADitI9uQOkRn4CqlDV2KO4G6gDYw9QV+OOT8Y3AKCNqqxTUCPRPIdU3YAUuGgPVGGYW0EX8e91/5vGP6BpjFvASqw0c22dmy38DpIAACmoW8apW3sAAOogj+uSCoqax52KcjDq3YkAqpbXI4NM/ABA6kbNO3k9Am0Qdy8CAFJTtzxTt/YAaXPXDqBtute2jH/1p6gIoIFGfb58RDlFjU5+gCL5FATA4mQwAACA5nI+B7SRsa85PP4MGJo7bQEA0CZ5LW50HoNWxOPQAAA4QM4CABiOgh5G4U5FwNBMMEsr49PhVb7+3nsAgPL0P0KtP4u5YAYA0MudGwEAyiN7tYuiooJZ7IV2aOrEmfek39TXAUiD3AXURX9RUP/P8vj7AAA8QT4CACjPuNlLdmsWjz8DKEBdL2zPTG886GtYHtcBANRRXfNJVYsrHrMGABRJxgAAgHZRVARQgBQrbMftU9MWnZrWXgBoq6bkrlELuvOguAgomzEH0teU7DWqNo1fbeorpM7xDEAZPP6sYINuex/xxISf6skYcEAdjvUqH7Xh5AYow3K5K6Ie4zFQvP6xoKpjPq9/19gFNIVxCmgq4xfQRJ21MGMYAEVyp6ISVPGJVIA6UlwEFE3mAhYjgwCUx2MYAQDK0ykskr0AKIqiohpw8QvS1znOUwj2KzlB6S6udIIDFG1QtlLsDTTZMBnKOAdUrTMOGYsAAMohe0H7tP06W9v7XzZFRRUyyUO7dI55RTUH1Pk1qHPbAIB2WCqPDJtTmnSuKR8DAJSnSTkRAFic+bwZUlnvUlQEwIrkMRHWfTKte/sAgMUttrDicTxLq8trUpd2AAAr1/T5vOntBwBokqKzV9XZrnOziaZTVARQspQehZaH7gt8dbzQV7f2AADD8fidJ9Q9z3S/R3VvK7A0xy8Q4VPzTRgLm9BGYHl1XEsHKEuTinVSyMeKigAozbATZ91OiOrUFgAgfUVkj7oWcC+mCW0Eem2dm01ioRTIR1Pn8jzGssU+TFi3DGa8hubrjFeOZ6DpxhnHmlRY1HSTVTegDZbamS24QHv1H/udcaJJY8JK27rcJN+k1wCoJycSQNMNykujZKWl7pBpnATy0sRzWaB4/XchbMoYkWc7u/9WU/oP1J/sBdBrUO6s0/pXkzLxYhQVlWDQztv0HQjIVxNOCvJoWxOrh5vw3gAHDHrMpOwF7dSfPfrHh9THhSZmL6AZUh8/gfH1n58ZNwBWzhgKLKdta17d+vtap77XqS0roagIoAaaPpmsxKCL/sOoqjCgu71tfN+gSVxEB7o1bd7O+wLcuNmrbIpAobkcv8BijAvDK2scNV4DQHrM7fXV5Ox1SNUNaJvFdpSmLOoCFGGcx6hVbevcrDEcak72AsZV9ZgxM72xFrlnkE4myjsbFfV3gWLVfcwCqLuyxlHjNaTD+RKwEsaOcvR/YLCJr7uiIoAEtfHCS9v6CwzPQikwLjnjYHkW+3Q+qdX/tdS/CQDQJE3KL/IWALRHyuvm4+aZvPLQYncnauLrrqgIoEFGncSashCQxwTa/zfG6fswF7UW+7eW+gIAmql7Hl9uXm/KnJ/XwsWgvzPqazFqm+QsqD/HJzCqlMeNJl046l4HWy5zpfyeQdM0aZwB6iXV+XzccbH798d5jYa5vtgEiooAGibVCyj9CxZ1N2rh0Uo14bUAgFSN+gjFts3bdVi4VswN9VSH8QFolpnpjUPP5eb9ciy35mWsB4DmGyWDtVWRmWeYv12H90dRUU3UYWcA6m+UTwt1/05T5NnWzmtV9fiaZzU0kJ+qxwagOYosHq7KoEeLFX2XoZUYppg7xfcJANpmlLm8qfO+c1EAoG5SuZtOv6a2u18dcu9k1Q1oozpc5AaarbuwqPt/U7DYY8zGmTDrMNkCAGlJIXsNOi/tfF+OAgCqNO6aUB2l1h8AIA1yV/3U6T1xpyKABit6MqnDBbO2FWK2qa8wyHIXugEY33KPtBj2zkVFPha2LosnAED5inzslnPLXmW8Hl5zOMCxANTRoHxlbSZ/w6631YWiohF5XjNtYl9vhs6kUtSFnLqo0/5Y9fNToa3qNA4AFFlIU4VB7a/j+Nv01xsAoC7K+hS8/AYHOBYAqlWHda6mzQWKilaoiJ2tDjswdNgfm2/cCalO+0D/497GtZK/M8wn+YF8dD/asfurqH8HYBhlFA9VPS4tV1hUdvuGfa2bthADAFRPfnjCsK9F1VkVUrHYseT4AihP256QkgdFRcCSnFw3xzC3g15pIU3d1PGOcXVrDzSdW63SNnWc2xisiOxVl31guXF2JcWeRfbNvADAqOoy55KfpuaufnVtF5Cvxc5h8nqso3EEKEMKY033zQzq2J+6tWmy6gY0jQVL2sK+nqZRbmdc931gsQl1lDaXdWtnYOUco7SFfb3d6rZIENGcT2w5dqDenHNRV/ZL6roP1LVdnfG8ru0DDnCMAmVJ6VpcXdtWt3YpKipZExZmgTTVbQIa1WLtH3dMLTLMNP31hqrldQwNGiccp0CRml7InfcjX+u+iATkzzEPlMV484QiMpfXF+qvc57meAXqxriUBo8/qxlFRwArt9xtCou+jWHnU1tCEgBAfW8hDRTD8Q5QPWtS0B7d2cuxD1CNtpwHu1NRybqfz7dS/b8rLAD0KnsSNw5DfXUfn20J+ABlMa4C3fI4L+r+lL07nAEALE1OAsjfcueh/XeGa8tYrKioJkbZ4fIoTAJIYYHWeAgANEUK2WtYbeknkL/u8cNYAqxUm3IXAEDVUspe/R9S7u9XKv0clcefNVhbd1ogHymNIWX0pfP4ju4vAIBhpZK9BvWjqMfAyl4AwChSyV0AAE2QavYqq19NWPNyp6KGS/UgBShLEyZrAIA66TyWqP97eVksnzn3BQBYWh53CEjpLgMAAE3RhPylqAgAVqAJkzwAQNHyykSDCr3lLgCAwUbNSx7nAQDAsHJ//Nmjjz4av/u7vxsnnnhiHH744fHMZz4z3vOe98Tjjz++sE2WZXHllVfG9PR0HH744XHmmWfG17/+9Z6/s3fv3rjkkkviuOOOiyOPPDLOO++8eOCBB/JuLgAsq/Moj6Ie6QErJXcB0CSLPU520KPNZC/qRvYCoMm6M9dSGcsdvakLuQuAlDQ9Y+VeVPS+970v/vzP/zyuu+66+OY3vxnvf//744/+6I/iz/7szxa2ef/73x/XXHNNXHfddXHnnXfGunXr4qUvfWk89NBDC9ts3rw5tmzZEjfccEPccsst8fDDD8e5554bjz32WN5NBoAlLbbI4uIWdSF3AVCVUQp+BhUOjfu3oUyyFwB1NGzOGiZfyWDUhdwFQJP1r4U1PWNNZFmW5fkHzz333Fi7dm189KMfXfjev/t3/y6OOOKI+NjHPhZZlsX09HRs3rw5Lr/88og4UCm8du3aeN/73hcXX3xxzM/Px1Oe8pT42Mc+Fq9+9asjImJubi7Wr18fN954Y8zMzBz07+7duzf27t278N979uyJ9evXx5nxypicWJVnF3OxWNBv+s4EpKGJ41MRFb517vOj2f74Ynwm5ufnY82aNVU3hwpVlbs6f6dJ2SuimeMbQJONmtHqOibLXnRY8xrNYo/WASB/KY23chcd1rwAaJKm5rFhs1fudyp68YtfHH/7t38b9957b0RE/MM//EPccsst8Su/8isREbFjx47YuXNnnHPOOQu/s3r16jjjjDPi1ltvjYiI7du3x/79+3u2mZ6ejg0bNixs0+/qq6+Oqampha/169fn3bVcNXGnAtphsfGpjrflW+5xGeMwRtMUVeWuiOZlLwDKsZKM5s5ENIU1r9E4roE6q+Na11KKWv+COrPmBUDdpXQnouVM5v0HL7/88pifn49nP/vZceihh8Zjjz0W733ve+M3fuM3IiJi586dERGxdu3ant9bu3Zt3HfffQvbHHbYYXH00UcftE3n9/tdccUVcemlly78d6dyuM5mpjc6GQBqqc7jU97tSn2iJ21V5a6IZmYvgLrpzzXD5JKyFyxW0sZBZC+azJoXQBq6P0le50+Vd9q2XPvq2n4YhzUvgGZrUt7qWK6NnX4Mm9FSkntR0Sc/+cn4+Mc/Hp/4xCfiec97XszOzsbmzZtjeno6LrzwwoXtJiYmen4vy7KDvtdv0DarV6+O1atXj98BclfngQIYbKm7FlVxTOdZTGRMIhVV5a4I2QsgD/2F3MvlrCqLvsfJT7IXqbDmBZCeOueUOrcNimbNC6DZxikoKus65Kj/TmfbNma03IuK3vGOd8S73vWueM1rXhMRESeffHLcd999cfXVV8eFF14Y69ati4gDFcJPfepTF35v165dCxXF69ati3379sXu3bt7Koh37doVp59+et5Nro1Ui29S7BO0WXcQGPTzstoBbSZ3jab/4r1xBKiDYe8QWdX54qj/prGVlMleAGmQV6D+5C6ANKwkd7nOWD+H5P0Hf/zjH8chh/T+2UMPPTQef/zxiIg48cQTY926dbFt27aFn+/bty9uvvnmhUn8lFNOiVWrVvVs8+CDD8Y999xT6URf10cBARRhmFsrL/bV0Xne+2Jfw1rsd9p2S0EYJOXcBdAmHmsBzZBy9rLmBQDUScq5CwCaJvc7Fb3iFa+I9773vXHCCSfE8573vPjqV78a11xzTfzWb/1WRBy4FeHmzZvjqquuipNOOilOOumkuOqqq+KII46ICy64ICIipqam4qKLLorLLrssjj322DjmmGPi7W9/e5x88slx9tln593kodXxNlsAdTXoU/crXbA2PkKvlHMXQBuNk3XyuhObO7rB0lLOXo53gHK5DgCDpZy7AKiWHDa63IuK/uzP/ix+7/d+L970pjfFrl27Ynp6Oi6++OL4z//5Py9s8853vjMeeeSReNOb3hS7d++OU089NT73uc/FUUcdtbDNtddeG5OTk3H++efHI48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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.filters import meijering, sato, frangi, hessian\n", "from skimage.morphology import skeletonize, square\n", "fig, axs = plt.subplots(22,4, figsize=(30,150))\n", "\n", "fudge_factor = 0.1\n", "\n", "fov = '000'\n", "im = imread(f'{MP_DIR}/F{fov}_{MP_DIR}.tif')\n", "im_enh = np.zeros(im.shape)\n", "im_raw = np.zeros(im.shape)\n", "\n", "# make im stack first\n", "for ch in range(22):\n", " thres = threshold_otsu(im[ch])*fudge_factor\n", " raw = np.where(im[ch]= 200\n", "\n", "# skeletonize\n", "sk = morphology.skeletonize(image_binary).astype(bool)\n", "\n", "# receive a degree matrix\n", "_, _, degrees = skeleton_to_csgraph(sk)\n", "\n", "# consider all values larger than two as intersection\n", "intersection_matrix = degrees > 2" ] } ], "metadata": { "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": "3.9.15" } }, "nbformat": 4, "nbformat_minor": 5 }