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@ellisdg
Created February 9, 2024 16:52
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Example of using MONAI to evaluate predictions on the BraTS dataset.
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{
"cells": [
{
"cell_type": "markdown",
"source": [
"## Load the images"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 1,
"outputs": [],
"source": [
"from monai.transforms import LoadImage\n",
"from monai.metrics import DiceMetric, HausdorffDistanceMetric\n",
"from unet3d.utils.one_hot import compile_one_hot_encoding\n",
"import torch\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.colors import ListedColormap\n",
"\n",
"loader = LoadImage(image_only=True, ensure_channel_first=True)\n",
"\n",
"label_filename = \"/Users/david.ellis/Data/Brats2020/archive/BraTS2020_TrainingData/MICCAI_BraTS2020_TrainingData/BraTS20_Training_001/BraTS20_Training_001_seg.nii\"\n",
"t1w_filename = \"/Users/david.ellis/Data/Brats2020/archive/BraTS2020_TrainingData/MICCAI_BraTS2020_TrainingData/BraTS20_Training_001/BraTS20_Training_001_t1.nii\"\n",
"flair_filename = \"/Users/david.ellis/Data/Brats2020/archive/BraTS2020_TrainingData/MICCAI_BraTS2020_TrainingData/BraTS20_Training_001/BraTS20_Training_001_flair.nii\"\n",
"t2w_filename = \"/Users/david.ellis/Data/Brats2020/archive/BraTS2020_TrainingData/MICCAI_BraTS2020_TrainingData/BraTS20_Training_001/BraTS20_Training_001_t2.nii\"\n",
"t1ce_filename = \"/Users/david.ellis/Data/Brats2020/archive/BraTS2020_TrainingData/MICCAI_BraTS2020_TrainingData/BraTS20_Training_001/BraTS20_Training_001_t1ce.nii\"\n",
"\n",
"# pred = loader(pred_filename)[None] # \"None\" makes the image 5D\n",
"labelmap = loader(label_filename)[None] # \"None\" makes the image 5D\n",
"t1w = loader(t1w_filename)[None] # \"None\" makes the image 5D\n",
"flair = loader(flair_filename)[None] # \"None\" makes the image 5D\n",
"t2w = loader(t2w_filename)[None] # \"None\" makes the image 5D\n",
"t1ce = loader(t1ce_filename)[None] # \"None\" makes the image 5D"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"## Plot the labelmap and the T1w image"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 2,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.image.AxesImage at 0x287a95030>"
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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DvfpBvOY1o550uA2b/3SkowrHYS2QJHm0BAtjmnjrWwcKeSFGLdZaZCZDlhlPWtYaQSoZsswdr8n3x89mWVY4Johjmi6HxP2Voy/5+Wq16vfB15IkKciep5xyCmbPno3vfOc7U7rYROw5iCQVEfFfRK1WQ7Va9QN1tVrFEUccgZkzZ6K3t9ebHoDQYZwdxUlW/Mff0zTFD3/YjWRVghOOXY01PzwZ1167zlvCKcf1n9D0tnHmnSTc+G7d/wRxFPNOuhAt8R8t6YDN3X6OwGyXwbe/rdFu78AFFwx44uX5EYyqykRFApY5Kfle2blCRl/OZWi8dMh+gjfeeCPGxsZgrcXQ0FDsbLGHIZJURMR/EWeeeSZOOOEEdHR0FBx4jBJarZYvfK1Wq35gJlmwmas0IPz85z04+IpJzLC3IDFtLP/kPTC2LOcpdNoXYGFzswRgbYjIHLm0ASi00YYxmTcnsJO5jOS00jCipZEjDQ74mY/8Tj70ZoweMYAHL98PSTJWaIPEHBSJr9lsTomaGDnxp3QJZllWkD+NMWi1WsiyDK1WyxN4o9HwkdbnPvc5aK3RaDTwh3/4h9GqvochklRExG+Aer2OpUuXoqurC9VqFfV6HUceeaRveEwpjWQg5SqaAxgJ0KVH+evnP+9CZdVxUFYhfYPGDLUaNbSABKioSUBZL/HRzMCoCijXR7m/MRKqYBI4byn+YwcAA2Q33I/zz3eD/vfuPQzq3ZT7MhiTFYiwnEdKMIlONQygzzv1yhEPiYqETYmOf5dGDPl55qTka5Kk+Fq1WvUFxWmaIk1TVKtVvOlNb8L999+PO+6442X49iNeCUSSioj4T8IZHs6G1scC6IC1FRjThUcf7cTTTyc4/3xd6NhP2UlKeHTtsZUQB+prr02g9QE45dV3olM1oJQjPJvnmVRJx2MHCQnHEQbW6kIhLwBU0MAZx10PwHWcuOWGpQBegFIKtbeN4IjkQdis5UmK+7AienMEm+XHZgD04rvfHfIynLUt/Lf/VvfnxPOTiyXS+CEdfqoUvZF8eOwkqUaj4bdXqVTcueTRF0nq9a9/PXp6enD//fdjYmIi1lXtAYgkFRHxn8T555+PjRsvwnF/+ZwbRI2BRROV1GAomY2vX7kV554bHGlAGNyZd5HWcjr2AEC96WQcefS9SLMJtGwGdoK1liRnCtETIyiTtz/ynWO9eYIW8vC6t4DnkiCLhZuffg53z1yOUz94PbRuw5gQgTkwT6VgrYYxFqmawKGfeBo2qSBNNRQSPPLcsai3n/ERlHQqAkG6kxGUzB+RcKTzsHwNZXRVqVTQ1dWFnp4ef32bzSZOOeUUHH300fj4xz+OZ5999r/8vUe8sogkFRHxa3DooYdiaOgt0Icvwgt9C9B1ahdmqftg0YbJi2cTm6DTNrH52JPx05+2cO659/pci6wlkiQl81JKKagBhRlq0DV8hc2JBwgE4X4Lg34wWkiwIaz7nCO5UPPktgebQZ01B1c/Ptf9bZkCDnH2CsAV8GYZF+tgYbAFO1dYa6BMG73YAm0TpHDS3twFvfjGvx8APPIM3vWurHBs0pUooyReJyBEnJVKpdBuiYTH93B7XMKnUqkUrnOlUkFvby/OOOMMbNu2DVmW4e6778bOnTv/K7dCxCuESFIRESU4GWollErQ2XkM5hy0Cmf/2WpovRmAzVsNhQFdKaAHI1h5/g24ufcsaK09GZGomKuSTVlplJCymCMZHgkddsaTVvi7IyG3f53XNwUzhiS1EIG5zyTIsOKM6/N9FCMdmeOSn88ydyyhdor1UMbnhQ7Qj2HJW57G6k+twle/eqs7A8vzTf1xkHAA4KKLFhT2r5Ty9nOZv2PkJ0mKeUFeS5k7a7fbePOb3+yNKRs3bsTw8LDfV9nhGLHrIpJURIRAkiQ477zz8NzYe3HwRzeio6OGun40n9W3c8mqLQgl8ZIciYiONgkOtNLNRiMBUCxudXKYgjGuxZEbS4tyXtgfIypKa8rnkdx+k1ymQ6Hg14GSXuhqIZvH8ljcdtz7AslqZJn1JOVs9YBFE4v+5B60klmoVNI8v2SDrCkipXHbgS9esRMXXRTIhteK7sNKpYJ6ve6lSVkszOswODjo66f4GgDfjSJNU3zgAx/A+Pg4JicnMTIygs2bN+Ob3/xmJKrdAJGkIiJyDAwMYO7cuVi8eDGGhnpxaNd9BQNCu+0ioXbWRqITTzxaKzR1F+7ccQrwIIATivmUQvHtNDN4a7kYISW2MoLcR/nPRVjs08coRBfMDpT+wn5puAAC2QGU8aYbsMtkK9/noiSVHwOPPcNs9QISaFR0FcbmDWmN8tJjRVcAWIybGjYfeAq++lONRCVIBu/DxRfP9qQnWyRVKhV0dHQUzBW09k9OTnqzhfwcEMoAZs6cif7+fhhjMD4+jr6+Phx77LFYv359tKzv4ogkFRGR44ADDsDpp5+OAw88EI8/3IkQZQBcY6ndbqOdZVCpk9rcQoApJpIBqL+/F695TSsnA1WIRmSOqgxnwrCwYDQU5LpAEtYfR3EbIc/jvAjsjwf/Ofd+ti7SIgp0+yp3l+DnmQsLeS74bbXbwQYvi3kd2jDGyY88jnZ76varaOPUt/3SRY26A3d9+ggYM+EJyFpbsK1Xq1UfQTabTUxOTmJsbAyjo6N+u4yetNbo7e31NWCAi6g6OzsxMDCAOXPmYPbs2fjXf/1X3HTTTdPfEBG7BCJJRez1qNVqePvb344nJt6BDW8ZxUalsejYR2BNiBza7RZa7TasX7FWQyl2anBOv+lQNjfcsO8ZwCRwztBtvpbIGAN8bQNuGViJU/74NlRso+Sug+/+4MgkkEMgiLB6rmzk6kwaoYs5iYMSpfURnDxWOvnc3yg3BsIKzkESJ2A8MTP3lmUZkkQLqzwt5WFpepf/U4BtYMb/HMV3bDXfdwo6Esc+sw/e//5NPlfVbrcxPDyMsbExjI+Po9lsenNF2XRBYpIWeBYc1+t1nHnmmTjiiCMwe/Zsf91eeOEF3H///b/RauERLx8iSUXs1ZgxYwa0Pgfr1l2ErndXcKRa4+uE3ACcy0tZ5onI93OwJu9nZ5CoJtB9HH72cwubWSi1Buee6wbin//8JDBNtPgTT6OBKq6/6nQ3KJoWXvWqu/Ga1zyHn//cIrMKqSe1sDKuND6E5eCnmhzKcqE0ZMjIptgCqWjW+PW1RdIpGBBINRBSMG/YwmeCpV4HErUWS/AwgGBLV0ojQYI7TpqPL31pLv7H/xj15EepjxEXz5XmCu+azOVCWXTMn2maYu7cuejr68PMmTN91NXT04N2u43BwUE8+eSTPj8W8cpA2d2w2m14eBh9fX2v9GFE7AF49atfjWbzDTj+Uwb1bCdM23U74KDaaDZh8shAaQ2tFBSLUOGMCZVKBWmaQKdVwAKjthP3XjUL5567Ez/7WQv7fmIOFqvnkKQJNCyMVc6kAIvHcRA2X/4UXvvaGn7+8wU44dL16NJNT0Ch4Wvmpb5i/VGIhoLNW/l1oGR3B+cALDZ/dY9/kAydOcQKApTRlVxfKt+7j8gYScp9Bici/xbISvmoT2t23tB+YqCUu7a1Wg1ppYan0kOx/ZPr8Lu/ewBarRa2bduGsbEx312dRBTyhNqbNLjqMQBvnGDBdaPRQLvd9mRWrVZ9x/WJiQl89KMfxcaNG1/COy6ijKGhIfT29r7o32MkFbHXgAsMdnZ25sSS4rHWheh4Swfu+RsFTAKmanDEH9+PmdieN20VOR/llhXUhfqfYEDQsIACulQLHZ+Yh2saC2GXKTz3TxU8N3ggVKKw+M/XoYEqNnx2H0cUExavec2z+aC6EXd+5hToD2isnHNDyUbOpdyV3yfJhL/LGiqSRdHoQOu37FReLNolpBQoI0uX02KNl4zIeKwhquL1CxFeud6rWKwbohyTS5d5TRZCLZXsSCE7uLO9FF2AHR0dfhFGrgxcLhJuNBqFz8paLhLchz/8YUxOTiLLMnz5y1/Ghg0b/pN3W8RLhUhSEXsNOjo6cOihh6KzsxM33VSDUkei85xOdPYPY3znUzjrrFFcd12Ch8dOwJL6k5inNuSrJ+XgIEoL9DTyGgCkaOHE5E7s6OzHC9gHOwbnAZMTgErQQorBdh/OPfMub1VXykVG556r0GrdgWufPgV2dojmilLddHJe2SwR6rdCXRN8Poufy09KnJp0EYbfQ2FxMGhYWzRLFI8V/nOBQGVUxdqtcD5TLfvh2j6Hhdi6cT5StT4cmZAr5bUgUTEiknk/SYblDutun6EBLguuly1b5t972223wVobI6vfMiJJRew16OjowJFHHonR0VFUKr046mP34a6fLMfEVffhrLPcALxiRRs3fvY2PHbA6Zj3bjdrlk49N85aQVLI3yPzMm5Avv+ho4HvrcGiyyewCK49T2KA7fZ499+idkgWqQYeKrrh8v8qEImb/ZfddfDHwCgIAIyR9VOhnioM4OH4Xb7IHYOU7trtDFqzQW7qj80RLY8vFPvy/Nz+5DmFPFK4lCQwnUt3jmCe+eulSCZvxgc+dFhhpd9Wq4VGozGlewd/Z1d6pZSPhsLEwBEa7euMtmq1Gjo7O9FoNNBqtTA+Po5qtYq+vj786Z/+Ke699158/OMfn/Z6R7w8iCQV8Ypj7ty5OPjgg/2aTEopdHZ2+hyDMQYjIyO49tprcdRRR+HAAw8sLHnBruO0Lj///PO49957sXLlSsyZMwe9vb2oVCro6elBs9nEf9x/BLIPtlFTj2PO6zdj+9ErcL01sD+ysJtvgzr/FPQcvd1FHsJIQIICB0TBFjKXwnzL4iOewbMzlmOOugspMpDDFuun8JO5jqiwDnh15Q5c8+RJsKe77S1avM7nZJzkhfxnsJMT7j2hBklGLO5ziXhviE7C8u1akFOIcmTExW4WAI0kFsa0860GkilGerKzhBXSqeyKYZEkXMYjEdsonkPHH4+hveYMKLVjSvQDALKDBV19LO5lo1t2SgfgVzpm8a+URbnWV6VSQWdnp5+cDA8PI0kS7LvvvvijP/ojXH311Vi3bt30N3TES4pIUhG/VSil0NfXV9D/FyxY4GU4yi29vb2+C4ExBtu3b8cDDzyAZcuW4eijj0ZHR4e3DMuizomJCdRqNTz11FM4+OCDsf/++2P27Nno6OgAALcs+fIMpw1cCwA4FI9A7/cojDG46awzob59CA459iHMMpvcYDidr8haWGHXpiMuFLcCgMJirMf+C54VDjont83EFpy+4JdQSuHphQfgmssXwf6BxRkzrwOgkKoESoV1qfKdevlMtkhyFm+Zk1LieGxBlgvvk/+toVRWyClJSdH9Hrqqu9O3ueznzteRnwGt6XyvPFYaNJxUiJy0AnG5/y6eL3NeJyZ34skzDsc/fmod3vve/Qt1YnLJk+JXFPomMrpiVCVJLOT7guzIKKtWq/kJEBvj9vX1YdWqVXjggQcwPj7uSZG2+IiXHpGkIn6r6OzsxIc//GH09PT4xLYcJDjj7e7u9n8noZ1wwgmFBHuz2fQRVLPZRJIkmJiYwIIFC/C2t70NM2bM8BLP2NgYWq0WhoeH0dr/4HzAZyduNyCeevBNaF2WooZWviw7fALfWOuHbmMMbJbB5k4/ty0uCsh1lEIfPNqkZR86kvFivQ4Lr+pCR7IeFd3lTQkACjVQjKYAFEhJRh5yoCWpJUkwQEiDQ9HsECSyYJawYruBMJyLUEFrV8fE6we486VDj+B/0y3o9hVcgaHGSjoHlY/YsswRSRut/PfM54s6OjpQqVRQqVR8Syra0Ds6OjyBcIFEXlNKg5OTk/79XV1dqFQqhV6ASim/6jIXaCQhvf/97/f31saNG/Hss8/ii1/8oo/OIl46RJKKeFmxePFizJs3DzNnzkS1WkV3dzf23XffKSvUlvMJHHDLi+fJ1kLNZrOwomuWZb7Ac3JyEs1mE81mE+Pj4z7aCgOWlLdc9JEiQ5oPmJlVeV4lNIWlDmat9dJfYgysRt5hgcemC+fDRQS5xLvsCqGVRUfSzKVNDvzFvA0J6DD1CObeuN396SDghvmnYeUzq4EMuP6A07Bq2y3AJuDGw05B5vv3qZxkSGxWkAP3IU0UYcn4QGjh+3TRTpEspfwm805BggzXWJowQu2XW56euS7kxcQhepOFzCF3x0kM/3ESIKU7WRfF+4QSIDtYkBRJWCwIbrVa/v7jIotSRqQzsFarob+/H6eddhqefPJJPP/889M9ChH/HxFJKuJlxX777YdDDz0UBx54ILq7u9HV1YV6vV7ILchu10CRiIDiMg/lNjySpIwxmJiY8F0IWq2Wb5/TarVw/fVAqzUb6RGsESo64gKUH8hl5CbBwl6T56aUAow1sBkAZWCyDEprJDqZ9vPcT4gutM8fcTDuMYP+nVppzH1qO266yVHAioct+n5/J8x3DFpNoO9/7kB2dYbNzwL9l29HGxUYKAzbnim5HpnvCdKf6yzBv08lm+Jxy7xY6coUoi46Fx0RhO+8GAWG+wAAkkRuX34XYTJTXqsKgF8IkaTDe4J5Td4n/DwjMB5D+XXXMcMRYEdHh18xGAgrMHP7XV1dOOaYYzA5OYnt27djYmLiRa5PxG+KSFIRLysWLVqEo446CgMDAz6B3dnZWZBi+LBzYJmcnCyQFjsBcLarlPKyCgcmDnCdnZ1erqGEw3oY4FgcfeUT6NG3+oGUg1boUAC02y202xna7bBcuQVgssz1VNAaCQnVGGRi/zpJkCgNo9yIb0yWH39YTkPmfYyxaDZb+XGE9/RgBLMv/xW25/tP0hRrALQBtFst/HK9Qe9f3Ilf5td54GN34yYAbaUw8In7kQDYF8ATlx2HcXSVck1WkIQCaOqArGuSFm8p/4V8WCDfsDwI+xbyPBm1SmehhLTCt9sZlDLIMuPbKSVJgnY7Q4YQLQMoNJtldMT7hETDwudgEgkLL7ZarcLfaV0v57Zo3gHgI3MgTI54D9ZqNXR0dGDVqlU49dRT8YUvfAGTk5PTnnPEb4ZIUhEvC3p6erB8+XIsWbIE9Xrdr5nEGS0QlqeQWn9wfRU7CATpzA1MtA7TMEHTRJqmuPPO46FOmoNquwpttB9szRsM+jGI3PjtB1AZUTgCdEuoB0M2CjKfFbkl/u4yMrmdXAV5UkHlg66zgLPrQzESCa49pYDjsRY9d03g9sxgPL8eaf4Jkyf9jbUYFQaCcXbDUApb8oF2FMBxd67BjuP6cD+OCsekApHI36WdPaxh5XJGSVIs3i0i5LKmGjBIcLKNU7H3n9+KiKyC5OhkvhlmG3aeeCq+/OVR/O7vjnqpTjrypEQsZWLeN2WDBBDOm/mtJEkK637Jz/M+pXTIXKMkK3a4OOecc/D444/jscceQ8R/DZGkIl4W9Pf344ILLkBvby9qtVrhQZeDRdk+zsGDBZm0DQfJyJEcSSrLMoyPj3uZb82aAaSL98Gq828qtAFqtzPQfUfHmzEZjOsim1ugucCfW1eJxFQgKOtMFFKCzLJ8OYrcSKGtETNyhXbWBjJAFt3KNFcVTc9ZSaZRv2EM198CZO02jLX5MvWODNvtNhp5rc90haxaKST5NdsB4JffV1g1uQPp8gm00QFKjE5SA5iTcvyVgMt9tNuA1iY/znDcRQKZmo9ypgYlXgtUr1TqiSo4Hp3LL+QGw7Zk/myG2ox9XvVL3LbjVfjyl5/A7/3eQn8sJBWZr5KTG2lUKUuEkqRqtRrSNPWyHq+pvE+5H5nf5DpcjKiq1SrOP/98XHvttXj66afzey2sFxbxmyGSVMTLgiRJ0NfX5w0SBC3AHGAkQVH6Iyj5caBgfon5Jn52dHQUjUYDt9xSRffly7Ak+dWUXBLJCNYiy9dgyvKmsbLolP98hJQThAKgRXLHAsikFTp/3WQZmsYgzXv9qfw1aGcHDyTtNnWAWofKFS8gQyCAO41BQ8zQVX6szfwayX51MiJgJFBenmLtTzQO+dntWHf5kRhSA/kppD7aSVO5YKIjlTRFvqBiuD7u7ybPXVkRiRZiTsjolJ+TOTH+5DYcUbCzvCQV2RzXSaOHv2Mt1qv98cVPPYMPfGC/QqRDspD3TDmXmaYparWaf71arXpDD6Mo2s1psJATo8nJSTQajUKdVbVa9YXDyL/HZrOJ5cuX49hjj0Wz2cQ999yD73//++XHJOI/gUhSES85jjzySBx88MH+oQ2942zhX7Ffmy3MhDlYyRoY5gSazaafmZLgVq8+BvbAfizGA+i3O2Bsadgs9W0r75O/Q4lGSGJktSg51eSoSxIWI7DNDRXQGjpJoFV5Fq9wIu5Ez91t3IRwrJkx7p8YLHlsPFdJ8vzHayZzNJwc7EgSTFqL5Y/dB9WrAA3cM/8E9KkRHLLpKTy08FgMqQF/ys5Zl1vvjQYt6EV5jsclXXz8LP8eCKZ4yUJ7JllgXM6DuW0Fm3qWZehR2zErqWO9+O7kdS1HSnyN10PazOnak4W+RWNHcJ5KowQjKnf8ulAqISXIWq2GWq0Gay0WL16Mk08+Gffffz/Gx8enHGPEiyOSVMRLCqUUXve61+G4447zg6a0mAMoPMhlyIeedmDOcDmbbTadZVuSlDmkH6e/9TpoaD/Tt9w38iGTko+czuekZK11kY9SUwY9RlVlm7zcto8luM18VFZ55wVXW1SMfOpfbOLGjWIUz48ja7fRys+L75URJ4xBQhkyP662zzeFCErO7EeTBNd/3R1bBcCiqzbhgKEXcMM/ahz7yXUYMr2wKvGH4s7P1Xs5+/p0/f+CC5BtkUIENVVWkzkqvkdG2a7ezEVqxuj8v7nopAnHpdqwNljO5YRFuv7K8h+7nPMzNPKUJT1ZuydX/JX74XZJcpKgym7CJEmwZMkSHHDAAXj++ecxMTExTV4v4sUQSSriJcPixYvx7ne/G0uXLvU2XtnQU9azyCiA0QHbIskuApS05EDBARtwg/HAwACqY1UkecGln43nBJRo7Qkky2tcoBSkzFfOYZB4VJJAWeuMEVLuE9EV4IZfA3iJj4QHsJBV+0JXtxk3qLUz44uSOQBy5i7hbfoAmpevwIM4In/d4kTcgcYVdxfyfTJC9asC54TQVgrVjz+NJ5VCQykMfXQjjj9uE25+4wokSeq7WITJhatdUkq2EOLvNq8RAxgJSdlOSnWMjtyxBds7yUc6/ZizClc2LDA502zGxCeW4Itf2wcfOHezMIQ4yVNGlVI+VEr5BRAZffJzcvJQJhAZPcmcKYACSTH6ZZEv30/SSpIEF110ER5++OEo/f0GiCQV8ZJgwYIFOPDAA7Fo0SLfgggIXRMk8cjaFGkNloNGtVr1URSLdssJckosQLCpS4ODm6wLya40+EjnHsMADp8SdO1NJyXJbTFW0FpDK553OaIA+jCMo5oPoLHFIGtnPr/R3W7jyJMNTGLE+1005pvAKuDKoRXAvbn5w1rctHwV/mLF3dhyM/CIGHxlzkfO8pVSuF9EGQ8A6LhT4eRzbsCjXUdhyMwSpB0iI5KLIyfAGVAs2FeQURX3LSOqEEkX7e9SNS3mrcoFvfDb0VkDB+rHsfmM/fBPX9kHun0b3ve+xX4fJKUy5OsvFsnIe5LfN23r0vVXNmTIhRVl2yYZfWutMW/ePIyPj2PJkiV44YUXYj3VfwKRpCJeEpx11llYsmSJj3xIRLSe12o1/95y0S5lGJlrYo1TpVIpFObKWTDrYXwtSzmKcDsBHXkAvANPAWjnpgggrBFVjo4YPek8GitmlRDOI3+vyotyQ9KfHRpCk9WleAw3f8qg3XJL0jMZf4jJ8Ocdl0CPKb+tKdKV0lD3KUA56Q3WonFbF65Ql+Hyc6/EY9eEXFTZdg0Uo0YgNGe9A4C93OL0S9fi9uqKwnWVROGur/weuZxH5qMiUraT73ilAukwkgz1S7ZEaqGlE/cp3Z0kwlP3+yVG/3wWHryqL0SLYrJTJuuy7Fx2mjJalWQnTRMyHyivI2VpLg0CwJtbeBycUFUqFSxatAgXXnghvv71r2P9+vWI+PWIJBXxG2PRokU49NBDsXDhQnR2dqJWq2H+/Pmo1+tI09RHBnRR0SHFh7parQb5qiSzcSDhonXTzWYB+AazWmvfKLSSVpw4lJsPWHwr2xopETF50lEKaV4UDORFu0Iu4/u5DcDJefkbPBl6UgMbqAJKcebttrDqp6sxeqdFy1qfX5ucnMTyj1l8ObkYerUb+I21QJYVozqlCoMscvKtrxjCR3/weTx/SyCflX8MfLPvQiSJxrse/w5u/HbRkAJxrFIeG7/K4IxjbsStF6xAG66BbYhKposkGVnpwk++HggygbSZJwkdeM4xmGXSjem+Hb7mcmMWWcZu7+49rZZCy7bQbld8/o5lDCzy5jalDEwiKUt4vCe5nAevEQt/y0XlMoKqVCro6ury2+EyH7IVk6z7azabOOecc7Bu3Tr88pcsyY6YDpGkIn5j9PT0YP/998eBBx6Ier3u60v44Mpmn9IiLCUW6d4rkxdnp7J4t9yLTUYLWZYBm4D79TFo6wx9agcW2Cd9p3I/4KAo85CgmINi1GQZEjACm6pF+Z8kMVgbiAvCYJDLdewI3rrXYE3ebkn2grsnORYbb1pY4AEryFEp5QwfSgW7e34OM9QQbnkogdIKSX4tH+s/GM/cvAxaady38jCceeAjuGu9xgTkMh1TZa97ACz7lcXhb/oVdFZBprrwJJbBKnluZdu5jNSCSaL43yE/BzA/6YqH3Uq8xkdJQToM22Y0FC69glIZoBow1WPxpS89h4svDtGRtOcXj7l4/8nt8h6VvSDl/SwhSYqOQdlLkPd92YXJY6tWq1iwYEFsSPufQCSpiN8Y3d3dWLBgAWbNmoVqtQoAvgOA7G9Ga2+ZpOQSCdIpx/fKSIuWc5kTkHJNu91Go9HAyiNvAla7mfT1D56ORe9/2u3PGBjKPQC0KXYil2YIgtEWcmIo57hsvm/kg46f/1ubv9+gLWbuaZLAWA2tWBfmPkGCMsbAmtBpXSnlymdV0UGotEaapEgrKWCBzGSABSr5KrQyUqpWK6hW3Hfz41svxI9PAv7g+U/iUSEfygHanzeARwCoy9z6SQfpYegr90dTdRRkQ2lHdzZxuv6YtyqaUcr/7QZ4drjQSBIXOYXtBgJkL0PXNomvufdUzSBO/sgvcetdZ6LVWleIDiXk5IbHIQt3pXuPdVCTk5OFMgrp4CMh1Wo11Ov1Qh6WzwENPuzILusAqRQMDQ0h4tcjklTEb4xKpeJbHcmuEIwOWNhIAisnnklEtVrN56wo0XDwYDW/bJsEhF5qNFVwpssBoezYA0LyWkZLBCOh1jR2eJ9nUqogdFkxsJPI5PZ8nkspKGHuCF3Vw3tP0sDNV6zENYOrfITE7fI8VB6lJTp3PGpRqKqALeuW4JArz0Km4E0W/zp4KpC1oZXGypW/xMrVt2FtpmAEQTO3R8KS0QK/043W4qR/uR3Z2yzurB2H5f9xD7ACuGnOCkEYJBiuIRUiExblWusIycllLtppt50tn6crO6RTNuQKwe6f9e/lPAKmjXYrw7xjHsGXdixBtVpDcnOC3z9jc/h+/SVVhYmULHdgBxO6K/l36SgtR2bTuVCldAqgYHuX0VSapv79Eb8ekaQifmPIRDAJQxoaWCzJQYEkw9klH2o5q5a5lrJZQOYSOLCkaeqjKhou5GcKg7xSXopz6YycSER+ytBxCGGYAKBKDUf5Hh9pAbAl0lNiGzqX+zoxjtl2EyYmxfuUQucc4LbbzoRqQ4y8xe1DXG/F/ncK0MjzRZuA2zavpOcg767hNmNgMNc8j2x1hom8tkjWAUn3X9mGba3FKIDrn7Y4fXWG/c54FHf9qoXjZiUwszJvnAhXRS5tL5vS8rsoB60KScLIWPltuMsgTTAKbJ0Uvlrm54Ass1ionsai/mdQq9Vw26pz8E//UAXwON73voVT7qmyOaJsnpBkJGujZAGvjELLeT753+VCX04EpMQ9Z84crxaMjY1Nud/2dkSSiviNIWeWfPA42HV1daGrqwtaa7+uE3V3+aCXcyFyYCTp8CGXiWkmquWqqZQay/o+sybOEp4PQrSyW1cIS6cfj0mSlx/YAN8/T8F1sisQqYi0GKkx+nKfzXDiyF1Y/TcW67UG587u3NwxWGX9PqU8WcnPn50LsnaGzIR8H3dsrJMMYeVxuAP4xo3vhHmDwX//9qfwVMkmLfMkNKHwO+XfrLW4/pcG6hdb0QLQaGg0Go088i0ulliW65xUxytR7DwChJWF2TOQ/6219ZzNiIrRHREWSQSYy2o2mzih/nNkf96FX336aLRaQ/78JDHzfiFZyPtKRvG8TpVKxRsoOOFizV85Z6W19vIr98F/5QnB/Pnz8Sd/8id46qmnsH79evziF7+Y8mzs7YixZsR/GlprHH744Zg3b55bhl0ssVEuXORyCExC828cCCjXcUbq64CM7BUXBjSllF8OgZ+Xlf1c3JDLfHDgkcYM5nVITMw12fx1DlT856NFpabvRgEEKbA0K9fcD8MHAzTF4MNBi4YTvw3tlgFJcmJO2RUhX/E3SZ3cp1WQj2BlxFg6Rq1cxLVD47nLjsWK8yx0luGoSzqx4t1TWyvJDgwyisisRTvfx/gNFit+fjO62jsKa3kZk/kO8lztOLzezpdAacGYYjTh9hWWsM8vRX4dQ5SVZW2ERSjD+lJAIDdjDEy7BdUaRfv3uvCl2/b194g09MgaO3m/1Go1dHZ2ol6vo6urq3CvyahfGnkkcclFEWmqmC5ak9JirVbD7NmzMW/evMJ3F+EQI6mIXwulFOr1OgA38z/wwAMxMDDgV7tlPY2UTzhoyZmnlPZY/1Sul5Kz3OkkFMqIJBNZVyUXNzTG5I66fEBBICOtnHvPag1ljJfXvDSnpeU6R54UKeei+E+VXlO5xBfeiyJxqOBsTFoW+mAF09JAy0KtCy2V/LkmqSMbW3LYmVIdEej6Mz6MJGnppsbPbno90lXAUT++H58b+TDO2G81NFZPydvI/Akgc0tu/3daoLbaYMk56/CsXowx9BWOS+e1YUmiPZFYBCu/y6352BO0oLv9hkLfIO+Flkw8V2sThJ6CvAbwuTFkGU6ZcS3ufsOp+PJnWwC24OKL9wWAwr0n7zfex7K8AYCP0KViIK8PiUoSIRBIWJIx31+2xPf19WFychK9vb0YGxsrGJD2dkSSivi1qNfr+P3f/30opTA5OYnR0VForTE5OYnBwUH/UNMkwYLbcl0TJZBqtepNF7J1EokMgJ+B8iHmtmUvuvJDnmUZhoeHfYuhJAnykKu3MT753lYKKq9Boqxmsgw6TZEmCSqVKgCLLCc7C1voiO4G4pzQVHD3aWnThhusaRxwEUqxgDRJEtw+pvDOf/lLtLMMh/YaXH7KpVDjbmCrVqqe4HyuROScfKJe55ZrRhbsXQgLled2tNIw1uAna87HT9/4Rqi1CvaM4oDLBf2kPMbrzYGYRdmZtXj2qiEcf8K9uOHc0z2Bh7yZu+6ZyUIPxfxfC/nikFojTSuQ+atyjrIYvdKYoAuvtdsZKDPKRQuzrI2j9e3IPtGDe648GVm23kt0vOfKBELJmosqsuPJ+Ph4IcJn89jOzk5vHpKTMjpYZVf68uSLkRQjuIULF+LP/uzP8MMf/hBr1qz5TR7TPRqRpCJeFIcffjiWLVuG/fbbD7TQbtmyxQ+OExMT/uFjvkjWNkmdni6nzs5OL4EwRyVt5QCmzOT5fjnAyO4TALwVPcsymE3bccMvV+KwVz2BfdTmfF0p5xLLssxHP0op6CTxNU7MfbkZtajJCakeIP+c7AYxrURjrYto8vWYys4wH6XAdSnPADw5ovCx4z+Fb6l34Pmbl5Q2x5DBGSag4Durq8MU/njuX+If8QGM39jnZVQLMdtnO6JJBWTAO0//KpauWY+bbciTTLs/cX5SFky0RkNrNH4FnD33Ntxz3DLssP3eNm+s9UXRPs8HFGTWcu1RlrmaKWPoPAxdOxhdaT3VfOEchcE9Sbg1sSwqysK8K8NX1u2HSpoCNw3i4otHPPGWI2fp2uvs7JxWFuQkqywRy7KL8vWTaoLsYwnAb6urqwsnnngiZsyYgRdeeAGbNm3Cli1bsDcjklTEi+KII47AWWedhRkzZngSsNYW1tRhXUlfX5/PGZUdVJT4aDtn5CPlk/JsVkZLfOj5UEtyk1JLo9GAUgpHHXUTZrdn497maeirDqFbN70TzVoztYhXu+U00rSSN1hNYEywEU8xeUC4uKz1MhsLduVnjM3QhXGYCTOFqNxnwtpH25RC+5NtnHHpanwTBzpimabLg9IqyJmwmDfnebxw+TiOvPx+3KFOL5B8u91228jt6UopoAIs/dJ63PsCYFWx313Z3cZj5LXoAVBVCtAaY1rjPmuBXxgsPGEHdtoZecG0KXb6ENfLqrz2LJdhISYNLufkaqbCvRNWDA5FyPn36CMqDdfZI0Rk7ho7kgKAUxZci3Rxgmq1hpsfPBPWDnuCksdZrueSa081m00f1UqSkvknTnRIUuWJDLcrc2IA/PPR0dGBY489FkuXLsXatWuxdu3aSFKv9AFE7Lro6upCf38/ZsyYUXBDjY6OYmRkBBMTEzDGYGxszK+f09vb6x9WSiKMoMrkJAlKLlKntfYEyMQyH+hGo1HoMJ1lGbZu3YqhoSG0223vLJycnMTo5U/itjnHY9UfrkYlpVtPIUlyh5sKBodKmoK2ZpcPIIm4mTyAQisk+TPkSULUwohCmRaO/6s7ce9Y0d4s5U3+PFIpfP5Pr4B9SCNNBXkoDZWItlHGOtLRCrDA5jUL8a33XgJ1p4LNMlhjkZmpS6B7vpsErjjrMrxp/+8CVz4yZZB2pza1Q8MMAH2X7IuJtB9dSYa5n34W6+D6HlYqVVRttSAN2jxKFRtx7kify5vmuoEpQNZawZOUIwiulZX4lk1pGswJLn/EXFoGFgI780a+qGFeIF6r1fx9KMmp3W77iRGLbvk781OyRo+5UPbvY16W//hZfp5KABCWnJfL13d1dSFNUxx22GF4/vnn8eCDD/4/n9U9GdHdFzEFXV1dWLlyJRYsWOBnjoAbLGgxr9frvkhRRkFywOMS8CQquW6P/Ed3nnQ8MZHNh1h2rpDFuzRNMHfV1dXl8wSnn74Z2OE6M2SZEUvIBzef1mFBwulUO2dx1r6IViF0gQDgCQywzgZumTsKg/PWMWB7idCAYh2YUgo7lcJ7ZnwdM47ZFvZjHeHwfZKAKL3ppoZ6SgFjCDm0PH/F3JU7Qi5hApy1+Kc48qmHYa3FitdYnPEBgzM+YHCsiFB5vNx3E8B+96/HPPM8NtnZ2O9VFitnAlZrLF6zDStwu8/BScs1PLkab+WHOHdxpcV1J9kxlxWi5nDfuH90/bnrKK9xyFsFB14b2TkZvvKL/fAv/7JuyrctVQAZzdO409nZiY6ODp+HlfWAZeVAOkTldZRSOOsKSVDcd5Ik6Onp8fnYvRkxkoooQGuNgYEBXHjhhajX637Wx4ets7PTP4iMpJhglhJHmaCkSULKdRJlfV9q+AB841q2SiJRMcLr6upCd3e37yXIgSDLMmTWJTOsUVDQSBV8gv/XIeRCgiyUZW0vGXIpDmtRHIAVJcBi/7ZypCKT6S8ohfonN+CNH/8h/kW9txDN0BRhjEE7y2tvRISl8zWdmHsKJ5ATjQ1mCl3ROOUv1+CGSfe+fzn+HXjm1gNgGxZXrLgK1Rs12qXJBwCMWIsbvgecNbQTzZUK1514Ks7e/zbof9ZYfaPGGY8Z6PfoPPpxDKng7OgGGQwUjA29ES2E9DqFoIRk6rupW2QZXaDMWXGtK+2JKXxnIa/otuUmKacs/gWeX7IEm/9XB77ylecAKLz3vYvyfZnCd8SGtdLAw++V95Y/akHsssGtzxEKgmq3214WlM2UG42G3x7bLZUlyb0NkaQiCnjLW96CY445xjeOTZLEu5Yob3BWSSv68PBwIREureaMgCjfZVmGiYmJaZvQ8sFmoSRnqJxdMg9GyY9V+hwIqtUquru7/QPPCCvLMqz+xhnA41vde/9oLlbOuklIPMBUuzOX1rClvwf5iRGD4yQLY0L1qVK5688W7cpSVpIRKuDkvq9e+iHseLgXQLswMLXb7TwizHxbJCBErl6y0gqpzqPOLEwEGFm54yoS2fmXfg09b7O4bMMluHzZpVi+4g70ffIGZOLacxvBVi1qwnguCrmrMskHeIUzfrkam252k5NZH7K4YcZpPrqiiYKNcwmXSyIBSdJR/rtxtnX3XbVarXxiwzWdeIypP9ZAVO4z+5jnUP3E/oBOMKwH8KXLn8ZFF83y95IsoXDfe3A8yto/khc/I/NTfB4k0cntyVyq7OAiJ2BHHXUU+vv78e1vf3uvXXsqyn0RAJzEd/jhh+OAAw7AvHnzCutC8aeswE/TFB0dHV7+K8sahCQZ2V6mUCgqiiLLcl65WLjgjBO1KQCmFO8CgLKDWL15FfD4OE4++R6ccMJdsL8Ebhk9DUal+TEiH/ScHNRqtzwpsCgVkO6s8hLl/g2FwVah7ER7cSilMK4UTsYdqO4/XogsVEXhmJV3Yt6K571cR1kvyzLfhcLY4jVyubH8e4D10ZhtWeD3gFVLHMn8Simox/L83GMKd+48FWe8UeFEZaccY/jp/ntkXidWHqSwYimAE921PB5rcebIrThr9FbYtRYPGIP7swzmJoOVQ7dg1dBq7G+fFsf5664LlcFi8W5QVDn4O0k3y4zPRQXpryxBAhW0sdA+g/3sM1hsnoJdeBy+8pXeKfclz1fKtHKiIaU+GUnJyZeMoORkBcCU50pOzACgv78f++23H5YtW4Z58+b9526mPQwxkooAAMycORNvf/vbMW/ePHR2dha0f0Ym8qFlgpdaOmumpFTCh08SHk0P0pkHBAcZE9N8yMsdEOSsXuay5ExU4rTT7kHrgRbMcuPJ5pT+a7Hmbw5F46oqOjAJZQ1a7Raydhtt38NP5zNnRlNsWEvjQ1haglGFq0XKSpbrqTZ1SdwST1kLe8VdeM8nnsY/6vcDJr8OPRpnX3kNOi80uER93NVjqfwat7Ni3ZTSnpCMNeH3nLSUUdAtjcvvvRQr3nk90k/enkchNrQOul/hivQyXPLfLgP+daozLQzQwFp1PNJ3hhohay16Pj+Bm3YCmdEYHw8dQa69S0Ov1UhTYNUbnsOTx+7nv3up9rkBn78V8z2SIGWE61x9bbCWSmvZH1KhvOCiu5/dPdGtd+L09/wSN99wFqzdUbgHqSYUJj6ln1K6LptNSFJy0kU5nM8TCbEsCzIvVa/X8YY3vAF33HEHrrnmGuxtiCQV4VGOWgD3oMkByLfxUarQgoi95aS5gTNSKeWxOJJSHB/eVqvlSYlOJ5KhLNAkZEKbbqhqteo/I11VHBCkfGbt81hz6Ymw70tx+vxf+nwXB6jbJlYi/d9dWPa/XsCBeoPfbvi8hTGusNZkcN0UGA1a6x1sLg8SooWyLVtuj/+6r9iCy469ApctuASvPuKnOOVra7FWKRynNXSivQXdZKZwHUxmYFSIptxO4AnAkwsUjDW44fGVWPA/D8Dvfv4reZ2RxWXHXgF1tRtcHz91ESYuPRBzrroR46Uo2dUkGT/YZ1n4zh95/yws37ABt37NSV4Lmk3gTxKotIokTVGrVnGPnocsvzcs4Jv0lnsBKh/NFQ0nbt88LxdV0X7u8lW2QEhcFqRSScX1sTCGUVaCJSsexL9li9D41LN497u7CvuSk6nyvVBWG2TXCa4sbYzxBcGSyGicYPslSofsqEL5cGBgAEcddRQ6Oztx7bXXYnR0dMozsaciklREAXzAysljKUfwX1lm42AJYArZkSz4OTkj5/u5f1qACSmBSALk/phcplW9nP+RRcb8zOmnTyBJVuOmm1fizreehPHmuHeKAQr2hgqAm/HcU+fCLOvFIXhS5EZCXsZkzPe4Ala62IzWmGO3Yol6CpsESZUlodkADj8mdPvmYJv1AVBAU9WgBhSOHwBeWDoH+nmxJDodb9ZAl5R76fJjnVQBFrDPWTz33ELYPgtsBA56w0OwX7N44BmLI46xuNccgQeHjsIb1U3Fj+b5OpIBCYs/1yWL0bdgHFqNAwB6jcG/ZWcDqhM1pbDIDiGFWzMrSHDF4tdyRMKzCvKqjLYCXB7R3Utu/SlHZsYUjT2EO373+hy1Ab16CPfMOgXf+MY2vOc9E4XngHmksltP/pT3KFUAWdxbzkPKv8ucl1y0kTlgSn+c8O0tiCQVUQCdfN3d3X52KPuI8WGVdU2UL8qSh3wg2RctSRIfsZQJhJ+VsggfSLoMWUhM4uSx8mGndEKik0uCAPARH89t1b43w6w22LBhgz8uJr7ry+vYZ/vtuPHvVuCQjzwB5vdlroH9/0xIXPkB7PBnHsWNX8OU6yLzFUfMA66YfZlTqgDAAu3MnYPaZnDjjWfjpr5z3MB9k4ssKOXxJ+AiukQl/poaI/5uRSEvgsvP/d9dhxtfAGZf8m38EsDKecAn+i5Dcn0CdawtdIl334Vr9pokGlnmQjXZ4b5araIjrSGtuPump8vi8TuPQNJKkPan2Pf0tehIDJI0RTWPmElAjH7cBIitjgIpOLu5cfkp0VFDK7eIIvv7yftPSoW87lrLBsQJssyRRC0Zxekfvgm3P3IWOjs35fvMfKQvDS+FiBUo1AHyvpcLeNK5R6KTJRaSDAk5yUvTFN3d3f6e35sQSSoCALB161Z89atfxWtf+1osXboUQDF3IjuDl1vG0DpbXjSu1WphcnLSDxLlfBFfIyFxX1JelLo9yZIP7OTkJCYnJ/22ZGQmZcKyvCJrjHiOcgFHYwzW3nce0j9poqurC2o2cOtfv8pFd4cAy1/3yzySMEXSVs5ebZQSdVghAixLRgDw0EaFSxdfju+9+s14+KYjwXZHVocISKncQs4VcBHILtGJj6ayLAMMYDIjS4SQD+d+vXn/PeQGDHetwqCrtdv2RSv/GftfvQG3mxQ0WmdZhnU/B05//EY8/sETMKxm53JZcOMlSQqtXSFvkiR4eCzFp8f/F9JqimQ4QcdXOpCoBLqu8av3Hocx1Qd26/AmCBeiIklcQS9JzEXQrtsEQ6k0JxpHEi4vZb2JJM/d5XVUWjn3ISO3NA2f5T0OWOx38AP4/40vQ/L5F/De94aJklQRwvUqdqmQC3Omaerl6DRNMTEx4SVlubpvWS3g32VXlkqlgu7ubrzxjW/Ezp07sWPHDqxduxbDw8O/4dO+eyGSVAQAYHJyEk8++SSeeeYZdHV1YcGCBf5vUiaRRZoyUpGmCdk1mjmpcp82SShle66U+iRZSXeUJMuyAaFcV1L+b0ku/MlaLs5808UpTuu+BZs7DsHG1lK87qy78YtfHADsnOtn8MZYYTnPcyk62KvVLIWTtMXdAKR5WB7vZmux+TZgv1evw8M4Mr84OTFpFKW63EIu3X0kMGTwRJSp3NqvAhm5j+fEF9I8U74TAFCjwOzTNmHxDS/gxvsV+HXwO3pcKTz/DLAPGn5Dcj0odoLgNofTFLf9qurvnWpVIUkUBhRQQxNjft9BOpNRG3NTPnrioefXWUZHWVZ0/Tn51CBrt12rJmSuVkxpT4gkKWNCFDTLrMPszq24u+dM/PM/v4B3vasoP8pjnE45kCaesnTNe5kqAidGZQegdA/y2avVajjwwAMxPDyMLVu27BXdKCJJRRTw4x//GHfeeSf+8A//0BsY+I9FskAgIAA+8SvzQXzgGP3woaTcR0jjBImPFf3shM6/U+pjfZTsKM5ITDrQZDd2vsZIDQiNa9M0xdy5c738YoxBfbCOrnoPNl21AOe9bq1r8fTxOo7X16PZMlMGKCiLJK+ZgnGy03Xdp0B/bBxLL18DDiVSeipGmDlhm1DPxNFYKRWipzwn5otzrfX999rtdm7kMEiT1JGcmAz4SQHJIDcaOIk0XLebJxSOuvKLuBE0JYQBWh4zHX6ARbXqFkB0UmmKBAl0kqAj75ou80ycdBidL+Whg3uPJy3zRiGCcc11efxaSRMD+yYqhFo3kbvjd6UUTJbBIENmDHQ7j3pF7RknK9VaE8e8/xqs2XYWTPPZwr0mc7DSRl6ePJG4ZKTOdadCblNPWb5e5sBkD0su9lmr1fx6V3s6IklFTAFzR7IruFy6QZor5ODD5C8fTrn423QWcb6HeSRGM+xSwffLPJNcN4oPMw0Z3KYfBIXJQuYJCCnxUHK55hoDvP40zHjfDlRUBWmqfc7Aog2TtQCT+aihGA267VbRwCm/WINsZwbTMrg3SZCIwZ3/pAx47NfvxLFH3+mdexgAPv7cx6CGROGvCBilhOWvfV6/pXOyUDqQkyc9Io/GjDW4+t3n4nXZz3D7p4XxRSkkwnhSjhJIDDR7SDPJyvtugb3N+gUApYRVzg2R5Bgx+SgC5ZokH7QiEBnyayM/6/7mvubcnGAToDKV/Lh8C4/LGT9cvm1y0k1urGlhfs/d+OdNRyP5xhZcfHE7WPVL10Z+N+XonhMzEq7MK5WjKN7vJLNQrOyeR7YkS5IEp59+Op5++uk9emmPSFIRBdTrdfT19U3pPQYUbdLlmiX50AKBLKYr8pVySbmYkQOgNFtwHyQqPrhExSffUSINixtv7IAx+3sSYRsjoI1XvWqjJ6pqtYqf/CQFsADLjn8I89RWGOXI6Sc/MQBmo37YBIyRcgxktWm+X1co+sRtFs8awFqVL1g4dX0kmYf45cMGeBg54QL7KwXzZgO1w33e16ixKSuND2w2q5Szp1vlIisd1pDKW7n6CKQQnVng3huPx/YVM/FO9Q08CWCwdKzl3OEMrbG/1tih5XUPy7mb6wyu32HQbrXQFpMEmZcsRpDBtSdJgyQUlomXdvSwfIf7bl3NGomIsiMj1HAesmuFLezXnR+XjQ8TsRlmHebP34o7e16Fr3zlGbzvfQlkFCSvjQTvE1msLicV5edJkpWcmPHaSWma+zz44IMBIJJUxN6D173udTjqqKMwMDAAoGieYLRDiayzs9MTGQlJuvEmJyf93xuNhsv1iJ58QIjKKHPIh7W8IqokNOkmk4YOCffaKTjp8lsKjWuVUtii98UNn6zhnHPcvsfGxtA64hScfP7t6IRbytzCLahna8fiuD+9Bao5gZZt5YOcm3UzN4LCAFXsPsCf00tYxa4FdBcaRqgukeL/21jjIyS/Xa1QSStgnyFGWNZaHy15GTFvm8RICsqt5Pv8LQfgL19zKa4c+iRuuqNIptIcorXG8as01px9ClTai9QTiMqjkBYmJicwPtbGhJCwZFlDOaJk1BSME84coqyC+0olUdGZJ/OW7AxiwG4gfI8k2SDTGf8dBsIKUZW1rhkxJeVmswkLjaM+8Ev8qrUcY1s2+X57ALxJokxGvH7cDjulS0VCWtqVUoW+lPLeoYogo36lFAYGBtDf3///frB3Y0SSigDg2q+cfPLJWLhwIarVqn9ISEhAqNeQriZpx+Z7ZN5CdoyQRCI/R7IhyUlLrnRRlWeu5Vos7p/7vW7racB/N6ihhVQ1vdEg0Rqz1XZseNNyXJflcYZW6H3DIDpVA4lyUpaGBd5TB7oNOjCBNjJnPVBBUjKmuKT7ybgdHde2cKfKe9OVc1fiGsloUsJaF/Nopb15ItGJs5NTWbLMsfBXZ5qwiy0+MecKJBkw2NWFv73zT2BH8uJXKCjrSMu0Sy7BExq4FJ9F8/N6CjmVjz+7Q+OM7rV44MyTMKp6xXk5J55s6VQ2AfD7YQSrtDumINUFxx6Lb0lMXFMq3Ad02oV7gdETozD+d4jmg+PPbQ95FBWMG0DIrblaKwVohdvvPRXJ7Qkar3aGEU7I5DFNZ9iRpFVWFCgdcuLF3JQxprByAMl+cnLSv7/cvmlPRSSpvRhJkqCjowNKKcydOxcrVqzwpCLdR9LRRzNDuSC3TFIkMQ5GcjYOoEA2/Fu5bqRs3ZYkBRRde/Lvv/gFYO0AZl+2CcvsQ26goZ07n/X36jGsOPqG/HP58Si3gq+fwcLgjP2uz2fW8O+1Vkpc8K4zWKDjrhZuvA1ucT8UZSU56JeJiq/xvNpaI1nYhEnzRfdeAHRbw2gTevDZognDDljsu2gd1lxu0VQKB2Mc6g8t7OMWZoeB2ldBTSqYYddJnZFVkiRYVH8B669U2CoaxyqlkABYZC22W4vh/Hu7ra3Qe53C3HMmMI5++HomZKirYaCFUmRZJClOFJIkEdcpqKbuO07yhrGVQhREslJ5PZXWCmlqfc8+rWXZgfV5LB4Oo7UMCcZUn7u2eTQppTgf7aR5FG8B+/1JnH/BE2g2q/57kvJb+VkIx1EkJL4uI0s+U1QcXkw+bzab/hkkUZWfgz0NkaT2YixduhTve9/7vJuuXq/7v8nckCzc5QMipT1KEYRMLPNzdCHJB0vmreRaPYzW5DHws3xw5XIe/Ml6p2TmiTj8w3ehK3ss3wem5CcAmR9BgZCB4Axzf9dIUw5AYS0gYzjo5QOcUq6A1oTGvGF/xahKkpSUPzngPG8M3vE3n4UG0A/g879/CfAQXCQE0WnCuLxTy7ZwWXoFHv2Exab8Gj2VJHjX5z+F6sdn4B/u+z1c/pMrYT+k8Ok7r/QTBzr81t++BN/4nStx+dNX4qa7gnvtGAB/+4HLcIm+DDf8vS18by7iCxLdCbgDT1zWxOrMyaB0cvLc/KRFOOCM1lB5FONI3xGTc8IlU9Ysk+tLkXisDSSgdeL/7tYPK/Kli4yAZ7Evnr3cQqms9P0wwnIEyO/Xdde4G0r1e1mW9zLbF8mWYWWDjrzvKQ/yGrO9mKyHot2ckNESX6cTdU/vQBFJai9GR0cH5s+fX1j5lpCzPjk7ZAQlZ3jsACEjIn62PEDJ/AC3DRQjDvk3dpGQHSXkjJwPND+TpinU0DgeWHM8lh5/D2Zii3CRBYszC1Ad5Kyf7wnSk6zfYTsgY4wroBV2+iRJMHZiFSsnGzAm7z/XBu6/GdiOqXbw6WbuRNtaPJcT1hAAm9hgSYczR7BQF9aRlxpSqCUaq/7MwiZAMpzhzn9UOMCOQSmFLaMK84bzQRQaBiasg9AAzAsGthrMCytOsdh01gy0V7eRHWM8GVhr0bIWh6x+AvsvfwqrcTKsBTbYuTj8zOfwzLXAkwjEIa9PkiRI0hSr+jTSVQqrVR3Ouo68viosw+6ui5QfGVEYTz6+fspHL2EZ+TAp4ITA5Ztu2rkSuDWBNrfizW/uL0h1ciJERYH3OdDrCZnvbzQaXoKTRbvyeZITkOkmJpzwGWPQ09Pj7xNZLM/nS3acSJIE9XodXV1d2JMRSWovBteEYs6p0WiUEswhmS+lKACFGibq6Hz4yk4uGiYAiMGn6BqTuSdJVNIUUalUfD2VlAflAO+2fy/MzyvYcvw+mKW2FsjBbZuEQfKSclOosQlREvx5mHxV3MxkMHlOQGkNrdz6UWtwInB6OI8EGQ65+bYpJEWUZ908xoJkhGJOCMqRkj+fRAG9gG5pLO1RuPzBS2HGDeyBFh/IrgQA6D6NvkRBpxqqz302aSTIxkUkYSxMh0GX1WhYizVnHY2fXH8eWu0WJlKLbmMxnh9ry1rc8AuDFZsMzPnuGj2D/bDu9P1wxgM34fkXgFQpjItib36PPWkK/SqNG44+PZ/0cOIwVeJz8qrNr3/oOMFck3P35bkfaEwaLjYIZNZ1j1BKe/NJZhKYLyucd9pdSF7X6euVZLTDY/XRZkmSlVGwLIcA3MSP92F5IqZ1KGqXBE4zBBUF7oN1VVoX15iS9YBsC8Yi9OlynLs7fmOSuvnmm/FXf/VXWLt2LTZu3Ijvf//7eOMb3+j/bq3FZZddhi9+8YsYHBzEqaeein/4h3/wrXYAYMeOHfjwhz+MH/3oR9Ba44ILLsD//t//G93d3S/JSUX855CmKfr6+gA4B9L4+HjhBi8MjDlIUlx8sNVq+UXb+OBI+YO5rSzLUK/XPdlIVyDdT2NjY9Ba+/fJY9DarQrM/5b5LCkJNptNZLVTsOR/PoSZeBqJDW4un3vKZ+jsCRcGHgAIDzkHIhc5ZWg083wBirNiGNdQ1j9Myg24Fhaay21Mk6uQhBX2FbbrZVO4+M4Iec7txpk+Zp6xGe+76p/wK61xdF1Ick9Z/MMHP4GPmM/i0u9dji9c8kG8Xv8Mf/oPVwAAun7f4tIHP1HI+V069xM4+hO/wtxP/sxHi9ZafPqxj2PGpTtw/v/6Z2wvOSldiyHjif1X7z8UvWYSxmQ4+Z+ewI0bwjWYrzV6r1iIu9U8Xir/XbiIPslt4m6yQHMAa6Hc8hrStBOirElbwV1XLgfwrL+WvLYyb5Mk9/jcpxzYWdrA+5WTMynvsR2YlOrGx8e9gaGjowO1Wg31et1LelIu53fK/fHem47ceK9TMWi1Wp6s/PevFA466CB8+tOfxnPPPYdnn30WV1999bTP7u6K35ikxsbGcNRRR+G9730v3vzmN0/5+2c/+1l8/vOfx1e/+lXsv//+uOSSS/DqV78aDz/8sP8i3vnOd2Ljxo249tpr0Wq1cPHFF+P9738/vvWtb/3XzyjiP41yPkfO6vlgynZEnGkSzWbTa/KMaKQUKJcwmK7oUR5HOfIqJ4x5rIyeOIjInMdPfzoJO3Aa8DpgH2wEQmWQyEtwyOeSDsoPlOxUQAs581LMQ2UiWvRioI9CwtLx7jNcl8pi9tnAyruBG3bCX1t53uXoSv4NAFpa430z/gnXrliFp68/YIo6uXN8JrrfpXC0BRoHathb8/ZHBlAPK9yx4jS8+h3XYeej+6B1WA1r8+t1xvNBtvIXah1wX8+xuPKdP8W/mEOBAeA1h/4YqTboxwia4rtS2rnj3ECugDxXtsMOwMLAKotDX/UUzrpPDLoDCnfZ+WipTuiczLVWsLqKW3e+CmokNyyYLM/vOZOH7W/jtL6b3dLzue75oD0UO5/aB2C01QBgH8TrX98oREXyvmWup2zAkcYe+QyQpOi+K8t1JCI+Bz7Xlu9zuokI9ynt5/zOy0Xzkmh5/PJZstYVs8+YMQONRgNjY2NT7qXdHb8xSb32ta/Fa1/72mn/Zq3F3/3d3+ETn/gEzj//fADA1772NcydOxdXX301LrzwQjzyyCO45pprcNddd+H4448HAPyf//N/cO655+Kv//qvMX/+/P/C6UT8JpDaOxBkB611oWHsxMREYRYnH3DAPXBSNpFRkGxBNF1lPlDsdSZzNeXBmwQlJY2f/nQSoYV4DQs/9CQWY11+XEG6o3SU79n/3e2nmPcI5ESJyaCVE7axrv0RNyYjJGvcWlIc0JRyLrbrTjkVZx62GvZv7ZRBTp5zuSCUf2sohaeu3IyL3vpNXJJ8HFrY3hUUsLaKK/Xl7oUNAPIGs4lKoBONu1evxF12hZA56RzLB8W8IJYd1fEAcHlyKfA8gGObqF31K4wohYl8xl8tHLv11zZct/D93XTgCqglPKfcXm5TpEp0N1cpWroDyT/uwIUX7kCj0fCNWHlv/ehfDkbzUlcY4L6nBNt/PBfnL7yncD/Z81xtGz8royheZ5kXLU/MyhK03LbMT/Fe7+rqKjRBJrFIqVxa0+W2ZdF60bRj/XnzuCVh8XNyEkmlgjmtvTqS+nV45plnsGnTJpx99tn+tb6+Ppx00km4/fbbceGFF+L2229Hf3+/JygAOPvss6G1xpo1a/CmN71pynYpLRF7etff3xba7TaGhoZQr9e9hCIHsXa7XRgw+E+2SwLCEgVA0YEnF3wj5CBcjiTKS8EzwpMymHT8/eSp47HP5c/mMpgBbIZ5Zr0zBCC0y2HowcS5W6WV3Qfoxmv797jjkQaKvG6n1pH3xhODl847B0BIgMY4InMnCZNleYFtsbAUKLq25DUBiqYTay2e/jZw5T6fxKfe/VG07+gEMhdxsHYqTVMkOkGl6vIyrP/yEUVmCjKTW2bD2dBh4VbtVWGV3D894zOof66J1WnqliThOebHmiYJ0hRe+nKHG66rHCelRNfR0Yk0TXxB7s2bzgT+f8NQ6mGMj3dhdHQUY2Njngzcfu/HLZcexUuaT4QewMQs2boX/hhljpSlFjK/KXOUWZZhfHzcEwvdc+WBnmQwPj6OSqXiXbGAc9w1m010dHSgs7Oz4LiTigWlwUaj4aMw9vWThfCS1JjLmpyc9JGSjKj4fHR2dmLhwoX4nd/5HaxevRpPP/30lGuzO+IlJalNm9z6K3Pnzi28PnfuXP+3TZs2Yc6cOcWDyMNVvqeMz3zmM7jiiiteykPd67F48WLss88+/oGTs0qSg7TNSimEsz+i7E6TUggQ5Dv5ee/0ElHXdC2UeBxf//p2tCtHI0MoYsSFBgfhcRib5QsO5iYHBQT9ipj6u5Ooih0CirKg/EzuBjQa0KXebEpBid+nk+929nZj1YLxPHJgvVWIrNa/oLBeTTVR8NoopfC81tiwGbiw6z/w6KqlaLfbuPuJE13EUwKbr5JwjDFePuP3aZ/QOObCNbjnsROhNqniZyywBXOx/4HPIX1QO88cj1dsg3m+IsJ1fATLsHVktpOlkhRJmqALXd7JBwD6Fo23/LcX0G7XvVuOkxveH2eeadBu3+3vLVrTrQ2RqJTnCtdCROqSpEhQdOmRGOQKz7x2smhc/i5ND/Kel3lNaU0ngcouHOWGy/ycjLT5moyuyutQsTnzvHnzfP52T8Bu4e772Mc+ho985CP+9+HhYSxcuPAVPKLdG0opvPGNb8T++++P4eHhwrLVssKdhgb5kFWrVb8dLmFdrpkC3MDQ1dVVMAHQrcT9cSbK/TCZTVcVBwL3QC/ACR+9ASoLNSW0Iwd5hSpcUV6Ss/rpcwRB9mP7nfzd4qqVSIh5BA7cEDFbrn0xR6WUwn3qWKjfyyPHfDtysDv76tux/iEUBh15nDLK3fKp59CXrUOr1cLBl/bhyQ2Hus4NQjZMKnknbuPMFu122/0Uk47rHrLovvynmH/FPti0eT+APWOtW3jxaze9F8mZwBsf/gwGxfVqZxl0qwWdJEhTDZ1WYJttZNYt/khJTmmF7V/YF6859nYAQE9PD7q6ujBjxoxCHqZ1bAuTk2559cnJSR+5SymLEyaZ85Qr3xa/z6mlD/KaklCkaWdkZMSTXHd3t49yKHs3m83C90Cw76O11kdJlMa5f64cze+c+StKkpVKBe12G11dXf585KSuLEkywmy1Wv555Gs8Hmls2d3xkpLUvHnOsbN582bss88+/vXNmzfj6KOP9u/ZsmVL4XPtdhs7duzwny+jVqvtFS3pfxs4+uijccEFF2DBggVeAuGDKiMKdlumq4jo7e31Dz71b0ZifOhJSuwxRkhbO2eqnBHTGcVjkkTE42tnbaDVQpa1kWVMoAMAm4bmq/oh5KCYJyHc8YSamZCfcSN0iHAAQNazcLl0g8zkRGMtLM/PWm9DJ0EpALkG5uwaQt70/7SGyTI8/Zb9sOpVz2HN5zUmRG5KDrwSMrJlL7+s7dZKSpIEiU6glS50Slda4XvbLsLhVz2EV115Ne7Lt/P7X/oqcCFwxT2X+Ua0Wmt8cOUXMO/rO7A6U7ljUfsotgZg1Uc0vtV/IR6/dCnGxsYKRpYQmT/iJyXd3d2o1+tTnmVKc/zJe6LVarmeimIRTA7gMrIp18kxApF/59Iv3K5snszITA705dwoiYjSHUlEGo94LrL3Hr8nWXzOfcjIr91ue8mR25cSpcyrUa7lxJDnPjExgS1btuAb3/gGtm7dOvXh303xkpLU/vvvj3nz5uG6667zpDQ8PIw1a9bggx/8IABg+fLlGBwcxNq1a3HccccBAK6//noYY3DSSSe9lIcTIaCUwn777YfDDjsMRx3ltH1KD1LSY+EsSUZGSUop1Ov1wgxWkpQkFKWUN2Ew8cuBQ85o5Wq4fChlRGCMwbe+1QczZyCPCtho1nUcCDkcRyIqL/AMBZwWxboaC6bImEcJ2wjEQCIj2TlzhQGgoRihKQSZT+tS/BaISX4HjMKU0lAa0PkxPqv2w3hfD07ufwS2AbRawJom0BSkXv4+tdY4Ua9FY2UnrLVY9/gi2OdCkS/t40Au/2kF9ZjCo88fhbd1/QBqwm3nxg3Ayu8AC9/3jI8QTZZhn+t24sZ1onBaKZxSs6hUgbQTeKB3GZ5+ZhkuvPAhbN26FRMTE5iYmCjk1BzhhJyLzGVKU4P8XQ7cvJ+8OUVE2HIJFoJRBMsfCFny4KNNUTZB0ihLbDwP7ltK4vJ1eTxejs4/y0kePyejPzkZY4TFukLZuUUeZ/k68Nq0222Mjo5i/fr1005sdlf8xiQ1OjqKJ5980v/+zDPP4N5778WMGTOwaNEi/NEf/RE++clPYunSpd6CPn/+fF9LtWzZMrzmNa/B7/3e7+Ef//Ef0Wq18KEPfQgXXnhhdPa9jKhUKviTP/kTLFq0CL29rnK+2WxiZGTEE4iU2dieqDw49vb2+gdIShoEoymlQgU+4O6bcjPMNE19B2c5+5YDlzEG5gOzcOrAtWi122gJmc/12QNIUG7bXJsowLq2sPmDLgkIABIfPQGSVEKxaJKEAuAwg3exkjEWUBbKWmjfBNbAGuMX07PWFKQ/EgGXftdKwViLHXYmrv/wqQCAPgxj4Ir7sUXIYhyo5MC06ar1WGLXIcsyLPjEqbjluZU+spKDfpImhe+JICHc8Byw+LKvFGSiW3Qi2kFZDAC47y+OwlhlJmrVGmbaGVDKKR39/f0+QuJAK6OdarXqiUqSheykwPe3Wi2MjIx4wxSJjVGMjHaUUgV5kDVMbJLMbXLBzrIkGMwcHZ6kOCnj74S0sXNyRTItN4eVxMTaK97zZUcnO58zYmTUJVUH5r7otpXL1vB5mZycxOTk5JTveHfHb0xSd999N1atWuV/Z67ooosuwle+8hV89KMfxdjYGN7//vdjcHAQp512Gq655hrvggGAb37zm/jQhz6Es846C1q7Yt7Pf/7zL8HpRPy/wCaWnKVVq1U/U5UPFuAGHznzBYIGL63glCjKM0xJOBxUZDIagJdgKCVJZ5MkjkRbZAjWX5d0d2TjerQFW7kR/fUgtqG0RorURxh+eXVQ5ydJkpS0JzA32CHfFhBkxaIBgh3Lkdf/OCIDwNVhkUdfBTlJQ+XmD+N0SGRwdnainEsjSFpKKZz17TvwmtfdjisfudybJPhZLW32TYt//9Pz0KuG/d9OUnfiV1dOFvYVIsz8tfx7ThN3bpRdy3kUWSTLQXhychIdHR2iODc4DZvNpi8Ml4v8sZsC7xHZjV9GFBzguRQG7y+5Hpm876W7T26P14tRFttwyciI9zf/LiMvSXqc+JUt5nICxuekbOTgscnnoV6v++dVTiZlNMXruKfhNyaplStX/tpQUimFK6+8EldeeeWLvmfGjBmxcPe3iO7ubsyaNcs/JDRDlN1Ico0mEgpnvXxwpI7P7UkZpJykLieyy1o/tydn8PIYlFJQGxSen7kIs/EMtM5gLZPQoblr2WjgBwOfj9HQxsDo/ME2xhkFci6jRKiU9vJgkq9lZG2oqeJxhf+2Xt9jxMZO3eFVWyAoq4rOQQVKgMpFYVacl7hm00l+8uctz1qc/E8Wff9zBxrtGtqtCrK7amEf7nBgjcX9Nx7tvpdcBty2ag72Vf9eiBx4/YNkqJCkKbhmU5a59lAZQj5T3iPSHSoHVGmEkKUNsnCc9ycHZUl+QHGhS2lWYP5G3stAcd2y6eqnpjvv6cwK8v1laVBKc+VC3nKOkREuESZZpkBABPO7L0Z4nBDuaS2RgN3E3RfxX8OZZ56Jd7zjHQVtn8npSqXii3VZh9FqtXxX9I6OjkKSmBGxHLzKM3sOJuWlw+XDxcGED6ocMPheT4w/uQ3P/uAwzP6LF6CtbPhpp/yz1rUtSsSgI6dUxrg6J5+01kCWyRV7uSJrAiCdZvAC+NjQYKHgiCfz3S9c/ZAxbon3TMzCbR6ReKIGoHIrNonKlg5azrCLpoQg/XFwus0AJ1/x97DW4lBr8Xdvudx1t0WplZM/HuujLH4/8vvlvyRJUEkS6FoNTVWBtfAR0vaJ7b6HHR1nzG/ys11dXf5ekpEUjQaUsJjL5P0pbeMykqrVagVilN0lyrku1jZJc0NRug33LnOsJFrpLqQMx23QkUcFgvWCSrl6KEqM3I/WrkheRjw8VpK0zPXyNbYZq1ar/trwszwe1mbtSa4+IpLUXgA6hUZGRgDAO/cAp2NzgJMPIR8E2dASCAMm806yLxlQHAjlgCcr5qezDEtpsJw7efe7F+DLX3YPqkpCFBVmrtpHHvnGoJOkaAcnoebbtMh74WUZlDIuOivNdoNbsNgxXfaLMyYvXjVOTnSvu/WnLIqDJZTK2/qEJLx0//E6aMAdvwp29bKkVL5mUpJl3m6dUrisfgUww72eZRlu2Gc5rr/+TADA3DO34H9s/pKT027RuEUnU0gKcIR/9kEVpOemWNM5EzXLnBKw+MBn8P2Hj4T5yRN43et2+mORbjzebzQ1SMKV94WENPNIOzmvmyQl/p2vBcNGsc0Wz4fRCI9F3q+yLVI5fyolTf6dNV3SGNRsNjE+Pg7AkYeM4vjfJCmpWHCCJ81E8v2U+7q7u/32+D4+43vish2RpPYCyAeLDwWT3FJi4QPCh1wmd7kd6bwikUmZo5CfEbN9+cBLEpoi7ZWihCCpOAu1MqFfnFLFzxHOVVdsPuqdbiZ0TPAkqXx1regzEZrLlv0GTsoTuS7lGr1Kd581Wf5z6gDsB9ckKRQBh+0rAAkWKIUMwCCmJyle4/L1JwaNwY1fk/sEVlx4K65feiaggBW4GTd/ya2VlSSi4W5+DEu0xtxqPkC/q4rvd78NacoF9zKYzKCOSSw97CE8/r19kCTDUyYYlOkYVZCYCElS5YmQvA+K1yZ8jn9jZCOJUd6vzONI80NZgpPfJ4DCfc/PSHs7oxzpMmQOTroSpewpf+f+JDFKByTPh5NCOhb5bJKgZU5Zruu2pyCS1F6ANE1Rr9cLjWBpfqjVahgdHfXLdHR1dRUefqXcujasVevq6vIPER8ayhFA6ONXJh/pFKTkx3/lfIMkTkozfoBIHEG41juMcrhSq4JbBhwAWA+VD6hS6qL+LwZLbxdXMiJibgD+uJVwAnLfNHCQCC3zEdwWiVvmQBjpAciydsg/5X8fVb14/LLjsPzeX+Hmn2iUibj8HVXSFG0RSfAay24GWmus/Y7G2/EZpEmCligz8HkVbq9SwbVX/T62fzJ3133eIEnaUIqyqgb7GrbbDRhzP4xxNVCyrq5WqxXWReKgzMGXkToNBvKekLlKGb2XzRIyh0O5jG5CuuLkGk8yL8TfZZQj71UZ4ch8EGU7SnTWWoyNjWFsbAwTExP+tUajUahH5LbKbZPKUEr5Z5afY9ExpT0+v3T8ff/738fatWsLpL4nIJLUXgAmXLu6uvxgwYebOYOOjg50d3f7GanU8ElMspWRTFwz+pIEJd1N5dm1zEfQnit1eZlkl3kYngsHr8A3btAMeamwMCE7UtA1B0YKAEArdPl6AXnTVcCYzEdVacE0EgjSEQPyVXKzsP5TSWL0dgmSpPhvHhsjug7Vwkn3rwXmaZxwaQXPX9nCRlssXi0Ql4wkxQAriQxwPpEhcV21iCZ0TiDLKwnu+eSrMPyNA/HOdz6CJHH2+iSpekJLksQv0zI2NoahIe0X/2MUwWOQxbfTGUAkpCNORvLSgMOoQcqB5SiMMjYdqpKYysch65HkPSYjH6kSyAkYiYh9MDkp4HIzxhgv1fG6ScdgeZvVatV3auEEguclj4/nKfN6zAvuaYgktZeAERHgHnTOAomOjg7MmDHDSwac+VlrC+YJOcPlrJ0kyNkuHx45mAIhApEzaEZhMrKSlt9gbSfRqVzKS6A1BxBGVyGXZK3Jl3sINUpQKnSFQBjwCkQlBlAZhRljAGuRJCmSxAAIdTqFQU9+Xmyn/BrkTB40UGjUMQGtgH47jPu/Dxz1RxafXf8X+B/Z5XhBTe9Ck7krvk6ULdJS2pLv5XZ60xS9p6a46y978J53rUea9k6ZeFBOA4IJQZYvyOauvFd4DcsTFqJszZYGBXmf8tjLEjTPUzoH+V7ZxURuTxoNytdsOilQkom8lmzCPDw87BWGer3uz1muEFAmFrmQIRD6BmqtCz0BJflIgtLaTQ4GBwcLUfOehEhSewEYGTHiSZLEmygAV6ArWxRRLuHMrCwzyYJFPkzTae7SaSSLDKWEw8FEmivK+SsOGolOkCjOcF0eBUjQblN2aue1O/l24Qb/SlrJ8y3FtXgo1XFRQ0Zg1rrF/kAJTjG5nfq8DW3mLqIKEhjy95ssc0REAnN/CINffn4yLzbXbELfFY9jUmtkALYBuOdvLN5jP477tYbRofkv4YkS01upXWf0Yh4rKzku08Qt6V6tVrHij1L82+y3QT84WBgMpaTG78ta18JoxowZYJ87FodTMiwTpGygKr9zAL7Jq7XWR/3yvTweXjMpefH4xsbGvETG85M5Jsp01lovQ/J90xk4ygYGabIA4Du2MxfU0dGBrq4u7z4sR118plj4C8DLkcwVd3Z2orOzE0opT2K8rnLSmKYpxsbG8Nhjj+Fzn/vcHrmWFBBJaq8ANWtKKDLRS30/TVPvSJLSikw+y5kkEGaz0mrObcukMvcpE8Tl7fNvMj9QHhy01kAGTyaAMzGElkWsnQourkSz6NKRikugc6Ve5eXAdpsdBiyyLD9fZUOPPmt9kGQtcNvkKTA76zhtwc1QijUxeVRjQ/sjLYwaEoycYIyPvibQgUNPAyZuM1iTL3e+1VpsznMtSX7NVi4F1Cy3j3V3KjyngtlBRnXdSuHE4xRUzZlMEp3APmJx46C7zsuUwj7Lte9GUa0k+Oast+OZXyzD297yqJ+glAdaOZHg98koXcrEEjKqltuQ32+j0fDHTolNSn2FiFTci9PZziUxychd/rdcqr1sied9KYt85fZarZaf/EmJjyvzkjjLuS95bDxXSVJcAkRKlPwcu1ow51WpVPDII4/giSeewNDQ0DR32Z6BSFJ7Adios6urC8DU9XYmJyddziWXKspynpRrZOU9t8VZK2eqzDXJ6nfOEmUXdSaR5aybyW9+loMBm8FaK4t4GeVoGKM96XDb1UoVlUqKJGFjT1VoN2MtbcYZkiR0Sgc4Y6YF3UUfQMiBtb/UiWTnNuDyYn+1kCJSPu/l8yDyS1HOam6TxEt/Q+jFdWeeijOT1bA3FjsO+G0agw1vn4sn1UFINbDi6buweUcwPRgbVkKeC+DO80/ABLr8RODMw1aj86suslm0DLjp/BWewJNE46m/PRhqZDWyBQOFAVIaDyjT8jozmjbG+FWT5cDM+4wRlZzEyEJekhS7oJTvVdkKScp+lCMloXHfZSMPCaacN5XHQ5Kh8UJKh4xuxsfHMT4+jsHBQb+GVHd3d8FkxGOQERifJSnlSWOH7GQhJT7mskZGRnwet1Kp4Oqrr8bzz0+zVssehEhSewEajQaGh4fR29vrZ2jl2SEfTs6IpXxHsqJFnZ+XPdgoY4yMjPjZpZSItNZ+lkk5pFaroaOjIyT180GD/81jIzm12i1okxVIBrCeqEIjXHh5jq2OINY4AhzZOMJlb7RKQZYK+bU2sizPfeV9/NznhaxpXURXqaRwCwlmaLdLdVtS5uPAlR9LmqauG4Z1DkCSnbx+nBwkSYLWFVtxqHYVutmfKcyuLwrXBLnMlyRo6QqytBsVxcGwikcOPQVLPjsIYy0es11ITJJ/1y00mxYH/ME9eGLkeHzv/96Ft7xlRiGakdENEAZseS/RbcbvX95jcsDm/cWBWdb8ZFmGzZs3+8kOnXV0tZFUxsfHfaEwrxFJReZnJicn/eSIRMRryWMjOVjrXHqNRsPvUzoGy5I2ZcPe3l6f+6JkzmhMXosykZaNHzI/y/OgRCmfqXKUtScjktReACmhlV8nyrPFsnwnXVf8rJQzqLOPj49PWfqbM2np5pNSn4zK5DFwf5QMkRvmwnGHRrHcTppSPqThAgi+urASr4uS3GskL7r22LMvEKwr0JWEh1MAPD8bCg/741V5vqxIhjaYKYTBQWvtc2aJTpzTzxgY7x4s5pg4kFlr8TSAhdZi6UEKz3TNxzN2oW9oq8ClJHTuyNN4Ri3FpqH9cercu/GwPhDrNy+BtRa9c7biCHWvjxqzLMMMuwGL6wrPzj4F3/3uRrz1rUMFGVH+k7kqkvuvc+4RZSedNFhQfh4eHvbSFiONnp4eH91QikvT1MvKvLcYxcuck7zX5ZIZPDfZ50+aGbQOrZnK92WlUvH5I2kuKk+0ZM2XnNjxeslefFLqpkzv3JNDXn7d25YtiiS1F4APhNTay447Y8LaSnxw6dST1fGyRkrW4rA+hN2rqe0zSa2UQrPZ9HII9831h6Tll/viw+4efg2rNODzT7J0FmA+iOYGOei4H0y805bOvJsCVC4BugSUv0YksyxzROaOx+3njGOuhz6OXdBltMbci4a12ZSBm3/zq9Jqd8xe2ckHRq2Li/PJ3IkxBgcu1LjuwlPhuDYvxk5SpGmCajUskaK1xpabliBd/QDGr+rD+geX4M3mAQDA9757GOx/1zBWoW2AdqsNpTLM1Oux73s34/ZvvRrWDk65VzigUiZWShUi7HIeSUbjZVeouwbBrJNlmV8XaXR0FMPDwz7q7u7uRldXF6rVKur1euFekst6NBoNjI+PY/bs2Z44yoqALHCnTEkpjmtj8fwoz/G8qArwZ19f37T1gzLa4ut8zvh3GpYYNY2NjfkuFs1mE0NDQ/5fR0cHent7fbcY1jbu6YgktReAAxwjIllBX61W/UyQXapbrZaPiGhJlwNPrVZDvV73Mkuz2cTo6CjGx8f9Ay41+HL+gHLK+Pi4n4HKJLY8Pv6u1DrcedWpaH/A4JT+a0W0wvxEsYaI/00yC9GCIzj3bDtyHNM9uPvK44DzgdMPuy4nJ+S5rkTsgwhFvsZknhh13vmc+Z384ocaKKDQjVyen8zhPLbqICxftQ6PXq6ww0y1bjtTBvJIye2TUZMjQFk4q7Hs7Eex41XzMYAnxfVUSHY+its/uQrNZgvtgwxOfMPPYU0LrDHb712P4pfJbGitsPOLc/DWUx8ukC4nM7IXnjwvSsutVgujo6MFCUzKbuW8W6VSQVdXV8HVxnzV2NiYz2/W63XU63W/+KaM6tvtNgYHBwvLxrAGScpykkh4HD09PX6SJeXIcpEy71lpfODEQja95fcq5UxKeEopb2HncctOEzx2XnOSJ9sjRZKK2OMgIyUOCHK9Hj5cY2NjGB8f90soAPCzSCC0byFJsfpfurW4P/kglRPXhW4HIsIrH/N73jMPY2Pr8NXVi3Hf64/BobgXyrYKBMVcTjGqAQAFYzKM2m48YA+GycL+9kueRxcmobKHYJ87DOpwiG1yG9ZvJ0QVwVmmtbPEh/NVoB0dGWARHH7SYFH8LvwbsAnzMKp6ceLiX+GFdcDjAM7oVkCHO6wk0VCHq8Kg72XIaTAPmzEfW6GVglpg8O//+3BYexfe+tYuWPsYJiYm8O/fP9zV8VhKwhYL7HNI7AZoq3HLGWfhe989DACgsQlve9uwJyYSFYmG9UC8PhyUpcNTOkKlZChLDuT3XzbtyNyWlOAIWeZAEpW5JRlpTzsJQIgY5XkCQS6U25QyH4+LzxLPl+dMAqRCQcPRiy2O2NnZiXq97p8duZxJzElF7BEgcZRneoykJFGwg8C2bdu8CULKFVzIsNVqYWJiAkBw4MkHmlFbeSVWa61PSidJgnq97h1OcmCZLsFcq9Xw7qOfwdc+1cbEn9fQaRsiaR+azSrR1ZtjnTEKz2EhJq+6D+ef3+P/fnXzKBxx/No8Oik6x0K+JHSXILlQNnQrBHPlXy7xkSLkp9pwYyu3GYib9vdyAtwCGLVduPG9Z2Dl/Tdj/XctHv2zg7BJzYMCV59N0ZGbCKw1PtoFFGq1KtyCkGoKiZ8xsBrtKypYfcmBMGZLIedSrVVhEpK0y+PxuE476AbgE25Tt951JqwNlmc644Bin0iSA79Pfue8H2Te01rrbds03siC7rLDlBEa5bFqterVgCQJ61BRxqPphx0oGB3x2lOi4/nw3uV7aMooR/2MtKTzkdEOIyRKofLvjJwom3J7PAe2LeNzx+dmbGwMTz/9tM//7qkFvBKRpPZgVKtVvOlNb8KSJUu8s48DSLmrs5QdGEHxQZOOI8oprVYLAwMDhc7pstULJRnORunKohuL/83X2VcQCAYKOQjwfNyM+Vn86jPL0X5nG6fM+0V+tqHgMxCXG2w5gCxSz2PrR0/CT3xUBBzQ8ah7pwVw5/O46bEzcej/uBcz8/Ut6CKkdBYKeDMYA2SZAQuBAdlwItRxJUm+crDJXWdKtqNFoXAYNrj0rLV45PADcPTh63GvnoWKroicivYE5QqZM38NAthQ1ZFskmhoZZEoIE2Dm+17zcMwcMkWJCaBShKfi2u3AdfFI+QAk6S4PIh00vE7l9EVrwvvGfk90qXHz9LJxl6S/Js0OVCm40q6HLxZSCx7THIVaU7KWEDbaDRQq9X8fc19kGxkflROICQhSUmVxCPlOlrUx8bGvMGip6fH59BkE1wSE+VAEpQ8x/HxcVQqFXR3d6O3txejo6MYGRmJkVTE7o0kSbB06VLMnTvXW73l4F8usKQEwXxBeZbPgYfgaqFM7gPF/IIcBEhm7BDA/Vd8NBDIpVwoygGEMtJ737sAW7Y8gn+97SA8/uaDcACeQYpizzK6+Ny5uQG2jjGcXr91yvt22n4AwOtfvwU//OFzeHj0GBxYfxLz7AYfibjzlC14nMSnFCMPF1lZy+sJf+wsNlZ5fkpGNySjcrd0EtYGtQ826X1d1wwlu5XTgYj8Wim/7yBXUaI1QX4E8l6EQc4aOGYLDrf3wyr4BRltbu9330lwQWqtYOdafOfrC9Fur8XrX9/p5bKyIUfKeLw3eJ/JnBDfS2ebjGR53zDSkYYQ7ocys3TGkcjk2mby/s2yrLAukzQNcd+y4F3KkmWDD58VEiuJSjpq2dWcigHJjnmyrq4u70wkeXV1dfntye4tXP6j0Whg/vz5Pve3devWuHx8xO4FpZTXs+W6NpTXZDLWGIPx8XGMjo76GScHCTnL5MyRs8RWq+XbIpUTwoyYpH1YLqEgk8JykOKMW+5b/kzTFI1GA+887kl889PjmPnxfszCtmkkvhAB0FAAcGDkYONyRrxeb3hDDT/4mzV4fPGpmPPO53I5j0tOpDmhymgvLNsRZrWhIwZQXGaDpNZuZ2H5kNJ35iIthyQ3R9RqXB9JFfbB6+Gi0OB0DFGAgTFOinTvz9C2zrjANjpZZmDgroWTMQORWquQZVbIlAlOW3QDGpd2Y80lC2DM1oIFnRGFlICTJCncf2z+yoGXJhqWK/T392NwcNCTB63k7GZhjPEdVHh/ySif97UsnOX9w8iLz4DcBjuny8iI9nZuX9Y+cR+c1DFPxIiH/fuoEjCaogwp6794r3OJe+l25GSO30tvby86OzvR39+PD33oQ574//7v/x4PPvjg/8fRYtdFJKk9GI1GA9/97ndx6qmnYsWKFQXZhA+yfAg5E+TslIYIPtyU5wA3YMllEqS9VzrA+MBxViulQdqNGVWV5ZUg24WZOSXK/v5+KKVQrTahtcGaxslofC3v8n6ywoojbvCDutscXX1JThQh2unCBOwHjsMP/gM49/i7cO65Hfjxg5xhT5WC5MzbyV+yVZNFWCAxHDuvmdbOtp4kFsoI16CwpLvvKNRsuf0mCK5Ck0c1SS77FXNp1kKc49S6r1bWRuOD3fjO8DJopXGEuRdG5J9ynszPyxSugzFZPgkIHSdks1nmTUhUvL/k/UHS0do1Rx0dHcXQ0BCstd5ezoG+u7vbb7tsbec1ldEb3wu4Il52NKE7sNwpnDkq5oFkDki2D+P15XMglQnpDqR019fX5+9htjGq1Wro6+vzz4E8F26DjkKSuIzMuO++vr4pcmSWZXjjG9+IZcuW4Xvf+94eJQNGktqDkWUZ7r33XixYsMDLCIBM3IeF2yiZcCCj9NdoNArFjDJJLKU/DtwyMS4dUPKfjJj4MHImKUEjhgS3x2W7KxWNLcm+aN3RjdcddScA4Kc/OQHPHz4fidaooYkZdjvygiIEF1yIehJkWDLnYTx+5CH40Y/mulePk/0BA3EEg4Y0arDFEo0j0qbNOq3gOtQasFZDawsZ/QDMewRiUsJVKKMjngNJLWzDeoLif1N+9CaFdhun1H8J1Z3nqawu9Rd0x0mCkgOeOzdGXiFXI6U8uZQ885ssypXtgABgbGzM51cosTGiYbTB/Kh04Mn8kJxEkCykbCgt4SMjI4X7nWYK5mwpR8tJFvfF71zWCcoWUAC8gYNELCdwLPegWYkNdaUVnxEiI0ASJffDyLKsghhjcPTRR6O/vx8333yzr1UcHR3F7o5IUnsB2BaJ3arLjj5JUJRetmzZ4gtz2dlZJnjTNPVJYGlwkJZcFjxqrX3Uxdk2E8scfNI0RW9vr2+VxBmulDmAEA3QGfjf//sifOGzT6DWegZd53VhYmICduxmPHFZh+s+0XkyTvvzG/JcUOjtp0TuZRjdeOyyCszxGY77n08CALR5xM9qHYEij150Hg0xIgyGEspewdSAXG4LOTbmx9zvwTau9dSEfEDoK+iipmLHhLANgITGRruBaChvmnxGTsIt1tkw0gPcsbu6MpYeKG8SyZJ2gQRkZEPZjcabyclJDA0NFYwyMpJqtVqoVqs+YhgZGfGyWJqmGB4e9ver7DghJ1V0+A0PD/t7cdasWejr60O9Xsfg4KAvkKW0ODIy4kmJ7Y94b3HfPT09/p7m90spjrIfj2N8fNw/F2WpmiABA/CEzuvEa9bT04N6vY7u7m5Pusw1yYiezxWJsLu7G8uWLcPnPvc5PProo3jyySfxne98Z0qnmd0NkaT2Ajz++OO4+uqrcd5553m5gQSilPIPrXQljY6OYmJiwkuAjLjojOrs7PS2Yyl7yKJURm98mCizMELjPgEU+q5J2bA8K5ZGDCbH3//+xX4wrFareNvb6l6m/MEP1uHWH59ZGERnnLcJh9oHoZTCLSMrgJ+n0Pp24O6FuFudhqNffTe6MYG2J4yQjyEB3bphJdrPtnHskdfALfLupDxJ1EEKdd9DkOUgCAOF85JRC2fgroNG4glJ5r6C27BYa2ZtG8ZY7/qzls48iEGzXFfmSNxFekAgPOMlSmOcEcORV9EgIY0vbG3Ee4KFp3RyEmVjDWUxRlJli7e8Z6Qcx9c4kerp6cHs2bO925B5o0qlgp6enkJhe61WQ39/v5+IlZu/licP0rTB6EZOLGQbsWLUHZyAUq2QXVoIXg9+Rsq5zHtVKhU/+WMbKDonFy9e7O+fSFIRuzzWr1+PDRs2YPny5QBcIa6spmevPXaOmJiY8LM7ShLSes6HcDqSkkWcUt+XBbzlxd44UHG2SOs6tyMdVfL9jAqZw+Asm/KSMQZvfvMI0vThQu3V9x84EjsP64OFhfpFBecfdC/aB1SRZQ/gRz9qYdNrF2BfZOhIhvygznxSpmsYUT3Q/6Ghtm+DOVKBvit2mqDJIuQaHBkVc0duSRBZiyRlI+af2IMw/Et8NORm9sWiZf4EGAk5kuL3FEgskFVxENVg/o5c5t4rezUCVk/NifC/mYsaHR31xy27JsickBzMSe6UBUkGUl6W9wH3yQiIRpx6vY6ZM2eiv78fWmufI8uyrJAXJRGRuNjFvCyLS6XAXY+i2286OzqPW5KaNFzItmGURJnTkpGczO8SjORqtRpGR0f9PUXyStMU8+bN8wam3R2RpPYSWGuxYcMGn0zmzFbOACn3tVotH2lxJspZrixAZJ6BSWQaIdhmqbu7u0AcdP7JpG+5uJOuM+YFpNwnLco8ZsovlBe7u7v9NmQCXy4hkv18De5TzvKrcRf0wUFafOtbO3D1Zwax49DTceobr82NApTugEftUgxeuQO2eTuA/fJ6p3y9pkQjSdKCrZ6DFBdWZGTlyCavn8qYt1CoVKqF4tVAOoEoHZHYEiGxCwaJwi0A6Y6fBgx+z9IGL6zpPoiTNnLmnkKOTY57kvxlfpMDMElIfuccTJmjKXfO4GBPt+iOHTswMjKC7du3F+5nkjqjn87OTgwMDKCzsxNdXV1+OfexsTFPYCSiJEm81Ky1Rr1e9/cq7zmejzSH8B6V+VZ5TNK0wWiQLlcp83EixZwcj3/27NkYGBhAT09P4bmha5HHInN2MrdLGZLy356ASFJ7EThgK6W8Lbbc3Zk3Ous6OFhI+zm1c8p5zB9wFs2Zo3QqSZcXoyFpQ5ZSCR9gklR5QJADXtnlxHwbz1f+BBypnXeewk9+0gKOPRI2sfj+C3mkcZfCm950P978ZuD7v0qQpglc7W0YtDOb4MILK2g0+vGv/7oDd961CjNPfA4H24cL9S/FFkUKQIgI+Zo0YIWef0mh0Dbk42jkMIXP8LhYuMu+e1J6Dfb7YnsfkqvbB4Dchk4pMrynPBsvGzmsnwiwe3mWZQUDguzSILspyPXF5ASGxDYxMYHBwUHfoaHcAT1NU3R3d3uZj6THjioAfK6TpgZOIjgB430hpVrZ1oj3kJzMSRMHpWeeLz/LY5Ud0glGXGzrJA0XzMfy/qazT96HkqTls8HnOJQl7P6IJLUXgDetvLFlJCPfx6SvbGUkOwcwsU0dneYJFvbKFjmypZLMK5WlQYJWd2utM0BY6xPbUqOXbqeyHMhBKk1T34G9LLu4n7Nxwnm3ombHc8casHruOfjBDxoAFPRBLiqSRCKluSRJ8La3GYyMPID/ePAItI5cj0pikCSyIJTRifXkIQeWkCcLRMJBUkaXjLRIIsHsEKRDRk8hWuNSEJTSwqAqB1lKf9LJxwgvdOuwCKQaJEUp9VG22rlzJyYnJ710xesvB2pOgmTNEU0Esrcjc6TDw8M+EpYlDSyC7evr89GUlJQZXc+YMcNH9SGyNX7tK0qFfE7KdVfSQl/+l2VZIZLnBFC6aaXlXk78KHlL55+0wsv3lFGWFcv1hySpKPdF7BY48sgjsXz5csyaNavgOgLgpQutdSHxWl6LRzoAaY1lqxbOTrkdkgK7ncuZneybZozxqwUzWgPgJRomhev1+pQluWUURWcYBzo+mKzJkTUn3L6TzfKFBvNI4qhj7sD4cX1uwLH3ALZoJTfGwqhAUoDLn6XffQxrf7gcJ155HyoYF1e+uNBiyB25QZ9E5AazQG7tNrsmhMUKHRkYL+HxmEgo7XYLrVZYwTjIg25/7DUYIjN+tzL3Evad98IACZbOQXccFm0Eo40xxi+tsWPHjkK/PA76dMnJCMRa66MnynEsImf0xPsAALq7u9Hf34/u7m7MmjWrsHAmtz0+Pu6juJ6eHnR0dKBer3uCZBRFVWBiYqJgSS9H57yHG40GBgYGPDHyuFl8K80+wFRZUOZnSTDcryQ92aaMZAa4SaAsOJYd2En87FfIgmnWhu3uiCS1F6Crqwtz5szxWrys+wDCTIyr8nJmJx9mSii0C8sEr5T7ZNQlE+qMfjjgyPoPmRsry4HyIZPLhHOmyhmujPSAIIFwhirtwt/73mGwx2XQ5gnfbQIAuu0I+jAGbfPC2RJJMWKRhgOHw4CjDZRpwWq3hIf7W9E67uznoUltWHsqFOCSYKRcSCJiVCUNFswb0SrOz9KkwUgpyIXlDhfSOBHyTU72kzVS7O6eb8NmyI7ZFz99eD7azTbGHrkdRxyxzd9LcvLCCQq/N0Yg/F0We/PeIHHJFko9PT2YMWMGent7fTmFzBfxu5HfPUkpnG+4LjRpyO3wXpJkw+ORchyJhvcUIyo+P3IiJe/J8J2FyQ7VApIPn4eyoYZORCoLVCnkNZeTsT0higIiSe0V4CyrPGgA8A8fHxTZN09q8DJHxUGFDTO7u7u9DFc2R/DzclYnSZKDkJQXi/mU0FRULglCzZ8uMB4rpUYpXXJ/zKXZd1ksX3gDTNaC8U62QBY8DhdByDZLFhYG3/72Vrgck7P+4q3A6QdfB5tZZFbBLe0ho6hQ+JskYaHDcNzlpcA5eXB/cxFUaOZKtyAnEGERR0ckoWtF0VRRrBEruhalHT1EaCaPzBgd61xOtEjsOE59zbXIsjbGGm1c9xdH4K67NuOEE+DXbnox4wyAwoSFzrq+vj5PLEopbN++3dvGq9UqZsyYgVmzZqGnp8ev+cScDq+NvL/kQobSyEKwXRMAfx9xkCdJSqmP9UuU4qRhROZiKVuXz1NGSDwmkjnXxeL1kiqGdBHKQuEsy9DR0VEgMT5v8nve3RFJai9AT08PFixYIAal4gMre6iVbbdy9sfXSEwcPDgoAY4kWF8l6z9otKAGTweWBB96SY7SpMEO7ewtyFklJRcg1JfItjOcZXKgV/+yHrelK3Hyn69GioYf8HmeWdZGiEb4miOKxckj2P6Jg5Hkg8jk5CRmZr+CNqGGqWhOyNd/Uhq1WsjDFGUYFtAyXwgAdOgVZboQLeSf9PksaT8PnTUk8aWp6+8nC32NUWK/wXzhiI55MedMbLVayEyGRHNperfgYpdKcMhfDmHdfa9G36ZrC+YVLidBWZD3COW1WbNm+XuB8h+jK0qEXV1dvqUQI59yrRWl3rGxMa8EyEmRNELwvqZUyHtXSoYyb2SMKRgZrLWe1PgeWu7l9rg/fo7kxdwaJ3dccZc5LYL3bbVa9ecrJUAaLnjfMxc3OjqKwcFBDA4OYk9AJKm9AIw45EAsE8Yy4uEgKnNLckYJBDlQdpdgrkuaE0gsnO1KOZDbpcwBhJm9bHfDAYgzXLrI6Bbktnm88qGVshilHPfgz4FalNdVCScboyeSRPhpPElV7BD2bz6IWq0KpTRaSRNt20Zmi1FLmM26FkVKBSmuDPeZQB7ctzu/4rYcZJQWDBBhe1MlveDIQ34sMmos/pT7cLJfHsUJowvNGNYqVKGwJHsBzy/ZH+m2sAAgSxU4iE93L8kOElIm5vco++rJAnRpJpDSsQSNM2XpWObGylG8NOJQGQBQ6K7C93NbvC+ZP5M5Wnl8PGbe/3zWZLQvnztZD8V7W7YPk8+arBWT12fhwoW+e8zuikhSewlk7Q3rNPjQSoKRDwsfnrJxQtptpfWVEgsHFiaBx8fHC8cyMjLioys68miOkMTHmSrNFyQ5uWgc63GkHbkonTlwgKtWq+j8/Vk4fb/roFQF7XbIVbUzwK0TZYDcJSeLVNvtVmGAqFaZAzBw6y4Fp52UXBwpuJ53hOvswKjKGSJojCBBSAejazBblOfccQTpLkRcoQA3NLud6jhk1FUsAlb+c22T95NrhPIBR/ZJfm+wO72FsQqVNAzMMgqW3R7kAJymaSEKd9fF+u+L95i8J6W8xvcz78OIh8cwPDzs9yOjD96XMqqSEyduj81v0zRFX1+ffybq9bo36LC3YKPRwMaNG31USNMGTT1y8sXj4PFTXeC9L+VKPp/S6Vp+Nnk/8rwkqZ1zzjm47bbbcP/997/44LCLI5LUHozOzk78wR/8Afbff38AReMB7bCTk5OeFOTSAEDoYC4jLg4QNFBwwJFOLs6auehcd3e3X0mU7is+2GNjY4Xt84FkhCTtweXjkwQiE+U8xu/YQ9C5bAiwFjpJoJUCUMVS3I1WKzj8iFs2rET2LxkO+ehaDJit+XZCnoMNX9vtDM1mI3c6VlGppMgyjVarKWQ0DorBqsy/O+ktAa3kzrHnPhdquooWdR6DUoknB5lHc+chSQz5dxi6tDOSCkYCOgotuBaVe7+znd944+lo/qTpJTTdq3Hqx+9FVzIpBlmDZqZw3ZdOQfbETowfO17ImQDwAzujZhJDkiQYGBgoLFvBwVn2enT7CQXdcmDmuXAAlzKdbOvFe5mlEgC8bV7ayBkZ8d4kgciJD+8xOk+pGDC6p5VeLk3DHC4dtsxzAfALGXZ2dvr7nT9lXq2cY5K5L3aOoWWfBEx7/u6MSFJ7KHp7ezFnzhwceuihfgVdShdytislEZmHksWXZSmpLIvIRLwsWqTeXp5BcnkObq9c7yTriTgolR1TkjS5f+YAOFD1HL4RR2QPuIHZBvOCUsAkanjUHIIsbzqbGQO72sI27sCk6fIRSX7WYJNVkoKLnjJPOkEahb+27nW5qF8GdjB37zNiIM5rnegEy/eqlRakEuqrJLlQkiwidIlghBfyVGFbQOje7vZD27oGHgNWrrwJmzdvRqVSwdq1i9FWVSjV8HvZambgqWw+sic24Ljj7kKzGSYvQIgCZNNgEhVn/ZKcKHEx+uEAHa5pQFleJsHInKuU2WSxtZzoMNKTMiXzp7z/ZT5KytKS3MpSORUIkpZ0/wHwkZKscZLPmHyeZE5yumsgIzB5PdgybHdGJKk9FEcffTROOeUU9PX1oaurC52dnQV3HmeZTPayTQybbNbrdX/zc3bPh4bSH5u4ytktIxpZQ2KM8bNrWsLHxsYwMjJSiOQkeVLq4uwUQGEgke8rmzv4YLfbbbSR5dIZ/DkoBbyAOdhyxSM4//yaJ4psUYYf3htkujCYcXHBYHpwUU8bWrfy49e5zdoCaKPVosSjxSCXieiJK8kaZCbzmap2Fv7bAkgTNrV1P5NE+xyRNJnI+ihpfQ9GCYNarSMn2TDgZpnNv1+u1ZVCKe27XjD36AY/nnvY9gNPHYGTH/85thy5BaOjof8c86CU7GRHfNl+SEZW0vRSlr/4/ctiWCmHElL2YoQ9Njbmt0WiJImQkKQkzXuH7jkO8lQQ+AzxvbxXZsyY4c0Yvb29PhrbsWOHj9jmzJnjz5HXRinliaxsVuLzxN9DROzuWUZrNDKNjY35PLA0puzOiCS1h+Lhhx/G0NAQDjnkkMKDDgRbbFnDJynJ3mB8GOWaUoxgAPj1prgdmdzlrA5AoWhRuvoop0jpTkohJDAgDAjlWSXJjDPmNHWrnW7++OHYOuuMwnH45PyYRTZ5I4aHa4XZafhPF1G4c6bsRtdjiJharSaMCR21nSvOEQq3Ewb2Yn0VIxe337wdEKNZraFQHLh5/G6gDscsI13+JwmL9VM0YuRn6Q0ZWeYk38fMgdj4fxb5z1YqFdjtD2FkwK3zdPtzr0LyxxbduBuARcNWcOvXlqP1wBB2HrXTS2PS6NLV1VWQgjnASmmYZFmOlGW0IyGjJJKVjJ7L11dONnh/y6iHkwVOxqQTkcfB93KfbNkla6UA+NV42SOw3W6jXq8XGuPyeZFkyXubP6VhiY5HXjdKd8WJRua7fKRpioGBAb+twcHBgtFjd8TuffQRL4pt27b5PBBrO4BiHRJnanwgpnuQOSPlYDOdTMcHVeavOGMuGy7kPrjN6aQMSXLluo/ye+keo92ZkdyZZ97iH2x+RvYQzDI34AAhv2EMFwC0ufmgmAdQSvbMC3kxN7BQeqLNPzgWefwyj0QitFbDGMCC1yhB6OUX3F68FkXHX7HzOf9b69CRgsfq1oJyhEiTxmSzjXWNWXjmiTk4fMY3/aShr68PHft3oN3Oh4gjgNO6b4A2NWzHADZl+2Dy3odx7LEPYXR01JcayAkMc1BluVfmn6R8Jp1t8qe8P2TuUkZRJCr5GSm7hfxecT98BlhsLG3n0i1HMPLisUtiZKumer3u65fYqby8DD2dprKOS0qR8tilpM7jlg5EuU1OPDs7O9FoNLBt27YpxqXdDZGk9mAYY7Bz506fI6BUx2QyX+NPNulkIlvOgCnTcTDi0gLcD/9xpk+ZgksfjI6O+geOvdgoLwJhMOV2KEFKYpFuJr6Xs9Ph4WFs27bNSzR0/lWr1cLSI0NDQ77mpLe3t+AqVEqh3XbGj4ZtFkjcdVsw+SDPwcIRUpaZPN9Urklyf+cEwb2v5UkmEIqCUgkSv+gHHXocoDJPOO6zeSPZXOJToOEh5MecESJY2wGLiYlg22/RJTnZxK8uORzW/gxbDtgCY0yhxU6tVnNRUtZGM480brnjBLR/eBMWLHgUTz4ZlsrghGX27Nm+Zx7JA0CheSoHZZIio19+x+XohYMvC8WB4EqV0l85nwOgsFYT3wOEsgROqBj1cII3OTlZmCgx0mKuTE7GeO5SgSCx7LPPPr7+i1KozCXJ90unn3Q9yiJ22uGNMV5GLBMq5fvLL788klTErgtrrV/QEAhynkziZlnmBw4WFMo8AR92DlgdHR3eoMAohBIPZ8l0UMmHkd0s+BDyWMqRivyb7I7BiIWDAcmTZASg4GIaGxvzNuE0TTE6Ouof9EfG/huSZQm6brsHZ50F3HBDF9R5JwB1QL1ToV+tgVYKxsCTiXO8ueiEs9Yw0IR8jRsETU5gXLojdaRiWoWaHrkqbuj6UDSpuO3BExANERYG1hgohkyF2qnQj9Da8Hu73cad5lgMf7MebPftNqrVx3H44UOo1ebhYbwVlWMqML19eBaA2W6w85ofwxqLm55c5b6fRy1OOmkE7fbc/JqowrIobJTK75MJfNrNOUGSxgfei7LWSUZF5d9JGlmW+fyqrMUqGxsYucv7uauryw/8cm00WTwrI+Wy2YPEwNydzI1x/SySJpvZkqglmUk7uZQ8Zc6R58t6LPncyYhSkp+MbndnRJLawyFdSjLPI+U/Jri7urr8gyMlBwBeDqnVaoX6JCA8QEopv0JoWbphnkI+7DJXJF1r/AyjO7q2OLDKHBYHNeZAAHhrvSz4XLt2MYxROOywh6DOVFi29FE8v2YpbrmlBa1n4egT7kYfRoQc5+qF3GDhXHruegEkJJejCrmoZrPlpTSVd4LgGlNKZWi3XWcJFsYq5KYPpfL9yTxMWGBQqam92BTtFSq0QqLTL+S5pNxnYQGMPdUL+8ijQPYclKkgMTORVLrw1FPLUa3WMPdTCU7vugfd3T3Y1urEE4152PndFMcd92NY62p10lNSaF0vrF2UJImvv2P0zO+TZQh8nYtb8rhkboXfv7R+y3uEP+nKY6cJDuBlyYz3mcybcuIjC9wlSfHvEnJbMk/Ke6+c95XXRqoM8lj4HJafA3ltJCEzuiv/Tf63PFYqFdLhuDsiktQeDlbq013FWSElGulgks02JcHwNUY0fPjkSr18jfsEULAXS+mOtncZIYW8TuhKQFmFg4nMf7FjNiUU6fyanJz0XbQZ9XT+2QkYmDOE7X+VYPbs2Th01qNY8teDAABlR9CBFmArYB88PvQkQWsTsL1RWIY9kADP30l6bYRVeCkLuXWiOJBl7bazvRvjrOZaQ6tQ8OnkJM6uAaAYfbjvI0WaBsnKHQsHRRYWs02SRlea4pwj78Ho5+q47/KTgf65OO4P1yBJgCQBOjoU+jueRUdlJpTSuP/rJ2Dy/ltw5plNJMmsQvEtk/+Am6TQqdloNPxkh3IrB3F5j9DwIJ1oXGZFdhOXkjTJi5MQmmV4PwHFVXw5MPf39/sIhs47TqTkEiAEJ2JsrUTZmi7ZNE399qW0yPuUhEJVQlrI+Rx1dnb6hs+yOwrzp7yP6dbbuXOnJ1BedynZM3JqtVp+de3h4WGcf/75uOuuu/DQQw+9dIPKbxmRpPZQ9PX1Yfbs2VOs3QRnirJ2BCg2f5WDCn9nBT0bXXIGLffBqIl1WdyHlAyljl6uP5Ez5hdLMMvEOYsguW85g7zxxgOhVi3EsQc9g75kAk+++Q2Yf8RG9OguaB1ySNbymDI/yBtTQavVBNdzcj3tHGkEwnId02UCnZGeI5YWKhXmBCn9ZT4vaEiCWsOI7yBEVTRwhCXiHSmFRRKZMws1UAqhA0aAUgoVADU0UHvHIthtFg/cerr7/AEaZx50K5RJsKE1F4/ccCSyR7biVa9qY3AwDKaUhhlZc0Dld1Tuns/9lkmHxERZlivZshckIxPuU0picvLA+4PHIsmQ9wgJtVar+RykHNSpNBDMj3Ff0gBCopSRkSQYGXGV1QGeP1G+Z3htSH4TExMYHR3F8PAwhoeHvZQun0dpoKDcXq1WvYmobPzYHRFJag9Fb28v5s2bV7hBJUnJGa6UhIBiJX85EU39nU4mOorkNmg3Z50UP8vPcYCmRFiudZHg7FFW6Uu3YDmvMT4+jmazib6+PiilcN8DR2DFm29GqhWsrmDBeY+5a4G5sHyAFWDyCKidtWEygxRNdNpJaK1EziLYo5GbFdyA2/ZWb0cW2tcekcBc3VGCSqXqt2Fzpx47XyhrYUTi20l48OfdRgWTqCFNUlQ0UNdu+XOjUowht/UrwCoLCyuVPycPqiATnnj0r3DPuhNw7ta7AAA//cYJGL2yC+NtjWcwB5O/uBbnnKPRbBo/GeFEg9Ex21oZY/zfKpVKwR03XT6E3xcT/yMjIxgaGkKapj7SIRmyxQ8Ji5+T+SCZ++HvvO/l65KkKEFLIwTBbZDkZL0YgIJ0xihJTqCklC2Jmq+RbMskxWeEz5C8NhMTEz76khE1o0gZyfEn79vdWeoDIkntsaDktXHjRnR0dPicAB9omVCVzTdlTUVZ8+ZgSYdSR0cHJicnMTQ05GtLpGbPh40PEaUifo6SBAc1uU8+fGNjY34WLQsrSZxSjuSgwnyF1q7Asq+3D7AZnsKB2HBlBjZYDYWvoW6IxgccsQSnv+l6JIlGs+kcao1G09m2G5PQykUyMn/HnIcjr7bPJTSbDWjdgc7OLu88rFSqGBkZ8e2V2LYpTdn5mjVqIUK9efOZwD8+6c530UFY8bs3QGuNR9Wh2HL5qHf9he4Sstls0apurQHs/cC5nN3fjrWXzc4jsWdx3nm1Qo5HggMio2rZB1JGAuUJDq+T/K7ZH48r+iqlfHcKOu5mzpyJnp4erwyUJ0ectGRZ5omSEbucpPEekpEdj0OuACCLbYHQ5JZd2SXBUJ4kqfE8aXBghMhFGKVUKiVwTrhY8zQ2NobR0VFf/0RTkzyncoTGZ4O5wcHBQfzwhz/0BqfdFZGk9jAopbxuTl2bFmxKMkBxhiflCz5w/CnzV0CY1XPWR32e26TcIBPC5YFKDirSAVhOMJdruMpFidLFVZY1vLsM23Hrw6vcgPmcxcUXP+fP19nBQ4dqKZ18965mbrMvdobgey2AYduL+x49AYlKkPQkWHXInaglWSkSDTIcr922ZD7ueeJUzN//bsyuPAuuW8X6Kq0TtHUH1jy9CqoZSCpdA7zpra6Z7ve/P4bVj5ztzvsZhbe+9cFCDZjM4fCaSjNBmHy4CPUNb+hAkoz7a5hl4TvndwgUoyAZ4cjJDL8bOYHga27bWYGcBgcHc8J2sjG7kKRp6nNdvb29vjiWA3w5VzWd6UCaKGTkLe9VAAVjjzRNkIQYTfLcy6oDt8n7iU2UGYnJa8+f3Ja875l3pWVdmi2kbAmElmGUNOkwbLVaeOSRR3Dfffd5i/rujEhSexi01n7dHWOMbzo5Pj7u26OU802seeIDAcDP2DgISQeRHIBIUtyeXE5BmjOm0/T5OkmL0gsQ1tKRjiop5UzniOJ2eB2stfi932uh0Vjvjv8Qi2az7SVB6vYkHm77Bz8YgzlgMcbGRvPt5l3K2220MovJtoJtN/B81oGRL/0MRx65FY89dhw2fdpiZrWJjopGpVKF1RUYC2S6ijYqaBiNqgKeNYtQ/dFabPrDI7B/906wL6BFggwJjDUYs31I/u1hvOUt7lo2Gg2kp6So1bqhtcY73rEZ7fYL7nwXA6G5bOjIwO+X17Zsyea1o+wq63VkKywJ3gfSiSclPk5YpEwrSRuAjzJ27tyJTZs2YWRkBKOjo/5YJSqVCoaHh9HZ2Ynh4WHMnj0bfX19mDVr1hQClIPxr+vZx+tEWYxEVCYQa613JEpzTtmWzmvJtdQmJiawdetWH3HKDurlyRvPWV5X1jJKkpIye71e99Eft8XokZ+74447cOONN77oOLE7IZLUHgoOMnRQDQ8PewmFAwcHGdZaSBPE+Ph4gRiA0K2CDxxneL29vT55zQddEgeAwv5k89pyISbJq7OzE9VqFT09PYXIUJor+GCTGAF4Rx8lzXa7jbGxMWzfvh0jIyPYunUrhoeHMT4+7pcASZIEfX19qNfrWL26Gz1XHIED9AOoKNeLTynWPSV4xhyEDZcotP+whrm19UiSNJ/5Pos7/nwZKm9fgLOPXY260rht05nQX97uo1KlFOZcMoFFuBWbPzoP+6b3opbUfB3VZjsbD126CMA4gDaq1WdQrc70s3FJzAAK5gReYwAFoi6bSvgZuWwG/zFCcdJmoxABy/1RxuU+eD/IyUc5X8SFDAG3hMamTZuwfv16vPDCC4Xj5fHz/mm1WtixYwe01tiyZYtfHXfhwoXo7e31q/pykJbRBLu3k2TK9z2lQ9mmq5xD4zFTkeC5yaVoqFRs2bLFS3xsTzR79mzMmDHDT9JI5FIO5Tnz2rLQnTWOdOACgYxIkuyxSacsAL/C8Z6CSFJ7IORDTumA9uDyLJg5BKLcuFM+PPIB5mDEh4WRmyQPDnJAsaWRjMLo9OPrJBc5g5WyTjkpLslNEhMlpYmJCWzbtg0bN27Ezp07sW3btoLWz9lpd3e3P85F6UbMUYNQKoFSBtvVbDy45XB3To9ZnHfeTfjpLSdg6yHd6Fi8BE+PZkj7M2D0VqibFuLm+Wei3lVHcr3Fa1/7TCGP8INbjsaGJfOhtcbGatWZICrO+m63AWl6K972toH8Ks/x11FGDeUBjsYAAIXvk0RR/u4AFKIKObOXTkvp+CRkZFX+Tsrfdfl9JMrBwUHs3LkTQ0NDhTo3eQ/K33lcvH8ZQYyNjWFsbAwDAwPebdrb21s4dt6nspu+/Lt8bbpj570p7yvZMYMOxfHx8cLSHr29vejr6/O5pLJUKM1C8liklMiclaytkt+JLO/gJG5sbAy33HILNm/ejD0FkaT2MJCE+FCwZoMPErs18D0yqgGKHciBIAdxoJN6PWfm0iVIuULWOZXlDTkzl8fN2SJzVfyszC/ICEwSk5w985yHhoYwPDyMjRs34plnnsGOHTuwc+fOQiPanp4enySnMSOt1pCqmnPHZRmeGDsKFw4+7AaI+UCW7YN39D+BH/xgXxzzFw/ANMewsdWPhy8bwCnLrkflIde9o7p/FdZ2FMjk9Z33QG/U3k4s641Ul4K6eF//PdA9R7IhOMDxvGXSvvx9STLid1SOSFmXxAEWCNZuKR2WvwdZ3sCBvyztEYy0Jicn8cILL2Dz5s0+QqIzUMrO5QkOX6OcNjw8jJ6eHm+oYFPXRYsWeeOFJGgp08ncKL8b6XaV15j3MdUGmVti/mx4eBhDQ0MYGxvzRLlo0SJPUryHeQx8tvg9MPqT/xit8Tp0d3d7xUA6CaW83mq1sGnTJlx55ZVTZNPdGZGk9jAYYzA4OOgGyWrVSweMKhg9MJpiroIDBQchaYCQgw4fYq11IQ8hc1YvllgGMGXAoFNL7l+6nThblQOrHEjl9ljIODg4iE2bNmHLli0YHR3Fjh07sH37dm8eYf6hp6cHM2fOxMyZMzFr1qxcImngsUv2xWPYPz8HBaV2QF1QlDxdHuM53P9XZ+V1VE3MmLEGixcv9ufDf3RVEow8ZaGnJAwOMGEBRBQGz3LuTeZcuA15rLJgumw0kVEOEOzV8pjkd8tjKS93wePiMTLikX0RGUFt3rwZo6OjXh7mfqVUKAfZ8iRH3hey/VWlUsGWLVvQ39+P2bNnY2BgwNvNpcmA10q2UeJ+ZH8+qTjIa02JPMsybN++HcPDw97cMWPGDPT39/vojhGOVDSkasBzZaREkwbzybJAnefOImHZM7DRaGDHjh3Ytm3bbzBa7B6IJLUHQpKA7EJejpD4dz78MndSTjRLSNIqE5Pc/nRSEP/Gh1QO5tNJLuXXppNmOABMTExgcHAQ27Ztw5YtW7B9+3Zfa8LOAnIZkr6+PvT396Ovr893IDj//Cq0fsyfUxj8QxspwA3UF1xQgTGPiPMfKBAyz7PcCZxSDQf60NWiaIuWMmg5YpH/Lf8uB0D+LuW+MtHLfU533eV75Gc5YEsykzLz/7+9awuSq7qua3rePTPdPT1PCSEQxDbGCEKEUSk4cWKEHlAu8/gAFx8Yp0wZS0nZJk4VrgrE5VQpDnEqsYtAnIp5lInBcoIJGCvIyBLBlgQIiCwBQhJ6IU3PaJ7d093T8+ibD3mdWfdMCySQNK2Zvaq6Zrr79r3nnnvvXmfvvc4+6jWTUHK5HAYHB6fUk/TvK1+Nptdet+UARStO0LuhEKahoSG0npLvxfBc1KsiATG0p4ITtoW1AhmdiEQirgI6c2QkVw6gOFDk/aOqQLZdw3fMYZGIjk1dqHbbVlVVuQK+o6OjIQHKTIKR1AwFb2x9YGlQeKNTVKCfM/zkGzE/zg+EE91qCDXuryE67keTunochlTUu+N+NFeiDz+JNpPJoL+/H3v27EF/fz9SqZRbSI4Gkb9jle85c+YgmUyGlu5mKIVtojHRoqM6uVMHBABCleP5GSemMpzoG3Qdveuy6TS+PL56TYTfF0pSfi7KH4BoXpH70s/1Gun1UxWchokrKipclRH2E+f2ULzS3d2NbDbrvBglPIahOQHVD60pdBCl4WWGEVOpFAYHB5FMJjFv3jw0NjaG1KZsn3qLJCet8K9z9Hhdeb+RdFmstrW11Qlw1POlCCKdTrsFGBsbG0P1BPXa6nwrbRvPW0PA9BBHR0edJ+XnH892GEnNUGgSlg8ZF2VrbGx0eR1d1lsLg9LzUEOhMXs+COpFKQECYak7VYHcxs8tqZenSjaOFOl18ZisAchlOgYHB9HT0+OEERpK4nnS2MfjcTQ1NSGZTKKxsXEyJ1TCWBDcn87rUsOp3+tyDH74zQ/hqaeloTmquDRHoWEpHYWT3DQ3Ucp7UnLRAQQHB+oV+blKDflpCFfDsjwP5lJIymNjY86zHRoaCnnvSshsa6kCrjo48b1Bgm0ZHz82zeDw4cNIp9MYGxtDZ2en86r8Y/N+0v2wjxhWq6ysdEvMsJ4eJzuzrl9DQ4N7sb9Ievl8PiSs0HtLvWw+J7W1tYjFYi5Un06np4guOAilujCXy4WK984UGEnNUNBwqRfBUa2u7snJgTSw+rCo56IGj7/VsJMaDjV23FZzIpoULwXf+KuHxv0xDl8oFNw8MM5/oiFVz4Kj1oaGBidd1omhCt9D5DH90CU/4/b0RNVjUqKmx+R7nJrnI2jkSVylPFK/LdpnJHy9dr5nW+paKKHpex5D8zS6rd479DiqqqpcSKy/vx+ZTAbZbDZUDqjU+Wi40hd56HnofagESgOeyWRQLBZdCS9eI/XOgfA0Ce0jfRYKhQIymYybd6jz+XSSLfO4vG5UFvJZ9EOmer9ruNwfCPhKWw5O+AwUCgV0dXXh8OHDmGkwkpqh4Bo70WjULXrGUATDbQxT0KhQlk0SINS70Pk16gmQEDhSpAdBslNZOx9WfVCBcILcDyly9Ml9MQmdy+Vcgrm6utqp9SKRiKsRGIlEnBfZ0dGBWCzm1GBsq7ZPQ12+16Tf89w5n4xeqRIf20vvgXNtuC+t8MGBBNvBSbI6yVnPv1gshqTnOqlUDbrmV/ScCJ0/pOA1Va/QN+B6b/DV0NDgclCpVAq9vb3Yt2+fK59F1Sc9BnphPCb7SqXjPpQUSVQautTwMfsnl8u5e96XhOs9zXCsVn7I5/Po6elx9xnVdqynx2tPr4/3OYVLbIuuJaUDPR1McikcelGcPqLny74h8Q8PD+OJJ57ASy+9ZOE+w9mDYrHoQixUFZEAGOJjXFs9LyUbHdVWVExOYqRhpgCABlCNGA0RQ3WqmGL7+OAxX6DhDCUyHS1zPzwe5yFxH/l83o3iabhIUi0tLW55bxoKPyzmv+dnarSVtP1iqEC4ZI3OPVPjqOeg3pJeP56XehLMwQBT8ypq+AjfC9P8FY0p9wWEBwk0uBoi5DbcjiSvIeaRkREcPHgQ+/fvd14U86N6rrwWdXV1ocULeR4MxSrp8B7SMBnvFR0A8Fy5IjMANDY2Oi9VQ25KcqzaoDlStj0SiYRWGGbRWuaYdLBHD4qhcw3TkXT8e5u/52/4TOo8KbaD53jo0CH84Ac/wN69e2ccQQFGUjMe2WwW6XQa/f39Jeu4ceTKh1JXKuVoVYURlF/zoaHB0ImGfjiIn2noRslBQxoAQt/xt/zcT/RzjhP3QY+hoqLCGQsAbmVYXXwPCNcw9ENgPmno57o0BV9KeiR7DdPwXPVzYJJ01DvV4/ohOiUEHRD4k6K1/zQJrwZR26F9r6FZJVf/OnH/mlsEjlVo6O7uRk9Pj8tD6Twhtp2hMhYd9q+JDnT8EJreV+8FVhSPRCLIZDKh9cn8+5TPDHOePCdOi9DcG58D5qTU0+d5sK1+bUiutaX3B3/HXCt/x3yjhh81dDwwMIBf/vKX79kHZzOMpGYB3nzzTezbtw+XXHKJy5kAxx4GLpBGomJeh7P6fZkxyxWp4IIjYBprehpU6SnRAQhVK9eaab5x1DAhj8/9cK5INBp1o2+uI6VyXxowtotJfRogP2+mijcNw9EAAQgZKH8JB/5Wl/XWPAiNlhp+lWPzcyUFJU/fIOuoWsldvT5Ct/H3wzb7uSYSkLbZz0X5YULmoPbs2YOBgQEUCgUXumSoT/N3qs4k+ahR5jwz9lOxWHQKPFVvsq28RuopptNpN/AKggBNTU2hSiCaR9LSWrzHGxoapkyTqKysRCKRQCKRQENDQ0g0pB6f3vskKL0e9BYrKytD4UEW4c1ms6FlOEhgFRUVM1YsoTCSmgVgCOPpp5/GFVdcgWXLlrmHl6ojyn75AGiC3Pd6lEi06gG9Mc72p0HwxRSaJ2D7VOzAkAYNgibxdeSviWQN942Pj4eS5WpI+X0pguIx1Bip9Fu9EzXW2ga/33k8/Uw9BCUm5t38/bBdfOlkbPWKeH20Krn2k4Zi/XPhMfx2+nkQ9qeSKPuH7clmsy68p/3iiwYqKiqc986lXvQ6kTj5W50CoIMYEp/2h+a9NM/K8kW8njoI4nHYh8w5qpCG3m59fb0LIasHxb7RNul5sy/5rDEUroV9OShguFqvUbF4rPQR8dOf/hTbt2+fcr/MJBhJzRIUi0W8+OKLqK6uxlVXXYXa2lqMj4+7MjMMH9CAA+EcDV8kD47QValVWVkZWhreDxUBYSGEGiT9TvMqfj5GoTkIhuCAY94F5dvMa2ixWX+yKI/Jc9Bzp7Gi4de2qvFS4i1l2PleyVqT7Bq20+18+CFBlU4rqfthRf/Yft7qeIStHuDxvmOb6CWQCFRqzt/4hlsnumo7lGQ590rnz/meI6E5QCUcrec4MjISWupdhTycw+TnWrX/qqqqXOiYIgwlKT9PVoqkOEjU+4nPmn/v6NwpkhTPc926ddi1a9eU+2QmwUhqluHFF1/Eq6++im9+85vo7OwMqc0YhvFHu2oIVDSgMfJcLhcyaFqVmv/rfJdS+RV/1A2Ei+X6hpXtUAPL36jwo6amxoUkOcLVkSzbRGOgJE2jw+OoEASAmzDM0a+q3RguZJtUMKDeiJKyKtJ00rOWnmJfMBSp4gc9H9+z0DwOwb46Xh5Q+wGYnKzM9z6RFQoFt0aUvw+tBcj7h54DPR6d88Vz1PArw7badvaBeq1ap7BUrlC93ImJiZBK01ds8j5l/iyRSKClpQXRaNTd1zx/DvZ4nXXNKp4jz5+CjMHBQUeqOjUiGo26ahkMU09MTLiK/gMDA065O5NhJDXLwPh8Pp8PGUQaGg3V8XMAITLQ7UuFj3QCrp8b8eck6f6O994nLm0PH3g/7OULEEjAVHX5E16VeGks1UOiodL3AEJLqOvqrrqUg+8Nas7J905KiQB8jwyYuu6Shh1Jer4aT6G5Kv7Wn7+kAwl+Tg+DnpNuz/AcixkDcHk7HUhobktDbn5Ojeep+9eclR/21RA1ayCqqIQkR9k4iYyf87xUuclyWQCcEpEVSjQU7F879eI096WhX94DJFn+r6FyvW7qgR05cgRbtmxBOp2ecr/MNBhJzVJQbEDQAFGQwDVrdNSv4TyGNggNLflzewBMWe2Uv9Hjl/qf7/3v1dtT70flyX44saqqCo2NjccWEPQ8JhJURUWFMyTqHanXpyPx4eFhdyzWZVNDCYQrJiix+l5kqfPn5wyzqjdZSvzAfWrOqJSx0wEG918qHMh9qtFVI6ogUTPZzz5Qz0c9Zp9YSxlkhQpPfEGIhvgYplOvhX+Zq2xoaAj1BQcvKpQhSfF8E4lEiOD8sJ5eex6PpMh7VXNvfKZUscq2cxCgfaPe3+HDh/Hcc89hNsBIapaCuSdWNeBoUuetELpCroa3OJr1575oUpvhGHpXOqr1wx++wAEIF1HVB1X3r2V9dDTtkxswGa4sFouhskMM1VDZqKN0fsdtNbSWz+dDXhiPp+FPypP1HNUoawFaJVdfeszzo+S+oqLCtdUXSrBPGC7TuWW8/kqabB/7V8O9alDVKwAmJ/OqB6TSaU56pcSc84YIerRq6Bme0+95L3BbnoufuyE5M6zL/qAX3dbW5sQOIyMjLhxMkuKUhtraWjdJl8TBKAPBfuM9wiXoeY011EdJe21trcuD8ZqwfyKRCJqamkITu3ls5o/1PpwtMJKaZairq0MikXCjWN8jASbnYRA0VgyB0Mj7+6CB0uQ/MDWkxc90VF0qEa6/54OpL01m+6NNDUdqG5S8NGTFXALLLOm2hH9MICyU0OPRG1NS8xPnvgjBP55+r2KBUlDC8fudfaH7IBH5eS7dl4Zm/TykLxbRY6iXAcAJDSKRSGiFW22nT3SEH+ZUMmfblVz1Wun14FwmVihXz7Cy8lj9PZ4jyYk5Ia2c74dPNR/Gz5m/Yjs5CKGcnUIRKmnp2ev8Q54Tw6WcoB6JRFyofrbASGqWIR6P46Mf/ahL3OoomdJmhm2Aydg/H2KtSceHU9VNusyBGgrND2gOyycBACESAMJrHKmR9UNH3MYnQM0nMT+mye4gCNwIn0t7MAzEfIqfI1Di5r41xKYegJKUHpfnr/kjkoyf36BHpJOEtc8Y3tI+9MN36uUo9JxKeXR6j7Dt6iXr79QD0fazCjn7g56E5u3YJ/SG9fz8PteJsNxOr7mSJD2UpqYmJBIJd26+18Tz4BwqCiNIUtom9qcOdPgd7x3eZ/Q+2XdUQPorRGt4kW3k55zjVVlZiYGBgVmRiyJOmqReeOEF3Hfffdi2bRu6urrw5JNP4vrrr3fff+ELX8AjjzwS+s3y5cuxbt06976/vx9//ud/jqeffhqRSAQ33XQT/vmf/9kt4W04feDiaKlUCpWVlWhrawuV82FIZmxszKnzaNxGR0cRi8VCMX+O9gA4ia8+tGrEfGOkhKEjY+a7SG6lZNzcNxCu4uB7Iqpeo2HSsJF6VTxXkprK29kuKs7UW9BqAjy+zlVSImTlbBVUcEDAdvhkxcEE90dPhKV1VD3JQQXnvTFn5g8OeE3ZVoLGlBNo1fjr/DlCr01V1bGVjufNm+cMPPuM14AEzvbxnHX9pVKetfYNMElKvliG/c21l+rq6tDc3Ix58+YhHo+jpaUlNDDQSd68rylB5z2pHiKvI/uwlMCG50syU4Uonxcek3MVNd/H/fAeYJkmrrD9X//1X9i/f//7PuszBSdNUtlsFpdddhm++MUv4sYbbyy5zYoVK/DQQw+595xRTdx6663o6urC+vXrMTY2httvvx133HEH/uM//uNkm2M4CdCQjY6OIp1OIx6Ph2bh60hbR8l8+eEiP1dAqGrJD2P5hqdUSM73smh4+ZeGgygVAlSPyvccNOdCUtLag+wHncfCY2qbed6aNOdfJQz+HpgavmJ7+Dvdh36nBpxQj+d4eSIlOz+sqH3o5+70cw1pkXRotPU6AnCkQDLKZDKhivWqhtSQn95nmlvz2+KHi/1rrvclw3stLS1IJpNO3q33tXo7JKloNOqOw/NV+PeeDprUc/dDs+rdcrBEAtMwoj4D9FhJ7LlcDr29veZJvRdWrlyJlStXvuc2tbW16OzsLPndm2++iXXr1uHll1/GFVdcAQD4/ve/j2uvvRb/8A//gLlz555skwwngIqKCjQ3N7uEcX9/P6LRKAYGBtyoUz0IGhHNMdEoaA1ADWP4xKXV0dVL0t/RiPK4GtPXMJWGDf0cjYo5aDi1jfpispyGif9z1M39Mwmu9dt8Q1rqXPhi+3R+EhBW4GmoSg0VoQSneSJ6T2w/jS2vD8Nu/jpV6tHqfUHwc47eeU/U1NSExBA8RxZrZTu5/87OTlcq6MiRIxgYGEBvb68r4eMXW+Wx2YecfKv3DM9ZyUOJjv+znFdtbS3mzJmDlpYWzJ07F8lk0oUh2S+au1QVHxfA1DW6eEyFto39quKaUpVO+DypSlKXgee9zOtIIQ9X3u3t7S050JnJOC05qY0bN6K9vR3Nzc34zGc+g7/9279FS0sLAGDz5s1IJBKOoABg6dKliEQi2Lp1K2644YYp++MojJhNo4hTCRICR2WZTAZHjhxxkwfj8XioOjowaQzU21CJNjB1ZMlj+SucajjsvfIv3DfJSUeZ6vHwoWeoSEedujyC7lffU1Wly2tUV1ejubnZ7YOegIYodR9+qExHwcx5+Hk0busTBAcDWome56p9p2RIQ8kQoHqaJBgdePh9oNeTxlMJ1ic2vSaq0lSwmkM8Hnf5TBKTLoHOc6MHo32n36maUb0l7lNVeVxpub29HRdccAHi8ThisZibt8YQn08qzBUBcPetVoenss/35Liv6upq9ztK5JnLUgWmnguJmPctSYrQkDPDvEePHp0SGZjpOOUktWLFCtx4441YsGAB9u7di29+85tYuXIlNm/ejMrKSqRSKbS3t4cbUVWFZDKJVCpVcp9r1qzBt771rVPd1FmFIJgsIMqRMo0wH1LKz/VhBCYl6JorUA9BDZXmetSg8CEtNceGRphG2k/aq2HwQ2tsHx9mjd/7UnId8Wsozs8FadFYVr/2q5qzPUSpMJTfL/rXD+0piWofsx/9NaJ8cigVfi01CND+0NAUoSo77R/10vT6+ufP9lHRR6JLp9POKPM6sV+VAIGwcEIFJX6fk3SY/6JyNZFIoL29HR0dHYhGo24KAM9J81EkB0rEdbkanj89OL0vtX9LRQT4DHEwxUEXCZrPj+bQ+LfUdS0UCujt7cU777wTUt7OBpxykrrlllvc/wsXLsSll16KCy+8EBs3bsTVV1/9gfZ599134+tf/7p7n06nce65537ots429PX1uf87OjowPDyMvr6+kFHgqFHXSVJRA8M1VMOVCnf5Vb/VE6upqUFTUxMAhI6pSWM1qn64joZCDR5H6qxDSOWUPvhculuT5FVVVc4w0RCzsjqPxbANt2XbeHwaFbaLISfOZ6KHp6ErACGhgH6n10LJi56SypsZluTveU7quegSEyRmvySUtl/FCWwTyT4IgtCyKLpQn4aESQD0UClESCaTGBoaQiqVcov1DQ0NhcJ2vF/0HlLRhQpxeD/NnTsXzc3NaG5uxty5c0Pzm3R7XjfeF1pqiPdMNpt1/cjBD+cpMbyqpM21nthOkpx6hrpaNMN5IyMjIcLj9dJJ20p8R48excsvv4xHH3301BmEswSnXYJ+wQUXoLW1FXv27MHVV1+Nzs5O9PT0hLYZHx9Hf3//cfNYvNkNpw7ZbNYZ5EQi4RLGXNBNy9/QuPGhZJycSXDN1fBh1QcwCAK3Hw07MZyjxkcNJ3/Pkaj+VidDAnChEnpQOulRw0g6Ei8Ww1J7TrbU9gOTuRpVj+l6PxqS9PNlGoLzFWCa2+LnzOPRcKvB4mckBe1TkpXmeXjeviflhxJVZk2y0oEB+4MvDT0SSqzsY80jJZNJJ6pobGx0hNDf3++8GF5nGnn1oJhDJPnw/7q6OnR0dLj1wrQcla4bpX3MwRAHNYVCwa1uy/WmOD+K5Y9YgUU9G5INAPfc6PXX+4h/OXjSRQ9VuKRCDc6pGh4exr/9279h79697/dYz0icdpJ699130dfXhzlz5gAAlixZgsHBQWzbtg2LFi0CAGzYsAHFYhGLFy8+3c0x/A66bg0fFI78aahKJfNJDCp00FCdhtH83If+74/gfaNHsvI/07k0fOkqphpa0bCVbyxoTGlIdA0hACWJh79RpZ0SsI72NZfgww9h6XYkHfYr+0aFBXptVGGnfaTXTYmqVA6QnqLun9vy5V8jzUf6np8fkquoqEA0GnVGv7LyWKXxbDaLurq6kDiAJOXfg1VVVS4crXOx6urqkEwmHdFqSFIHOjowInhM/ctBCz0hle/zXiI5cYDCQR2l5To48UUzfOYozNF9++HxqqoqDAwM4MCBA3j11Vfd6sKzDSdNUsPDw9izZ497v2/fPrz++utIJpNIJpP41re+hZtuugmdnZ3Yu3cv/uqv/gq/93u/h+XLlwMAPv7xj2PFihX40pe+hAcffBBjY2NYvXo1brnlFlP2nUFw5v/o6Cii0ShisZhL8hcKhdAcF1WpaXkjzo/SXBMVcn6oictrM0muI3egdHUJIDwXSnNZJEWdm0XlFI2VTlzlqF4nStK4+sIDHktFEUC4ZiDPVfNyFHFovT8eF5hUHKrxZWiL585QHA02jZ8qEXX5eO5f+4xhTbaTZE5hAIlVK9UzdKgEql6M5swIDTv6eTAlWe1PrsOkXijbrhUYdJDBqgsNDQ1TSFuJmvvh/aneJYlAF07U5ew1J6UTp5W0+BwMDw87VSw9O72e7CMNdXN/XFR0fHw8pH5lmzjQ4rHWrl2LRx99dNYp+hQnTVKvvPIK/vRP/9S9Z67otttuwwMPPIDt27fjkUceweDgIObOnYtly5bh29/+dihc99hjj2H16tW4+uqrEYkcm8z7ve997xScjuFEkcvlUFVV5TwqTuJVCTcVeUB4NErDxs9Viq2GXVfppUGjUVHDx/1ool9XW/UT537OimRLI1Mqp6WhP014+5OGdX6Ltk+9LH2vHp+O0rV/SoklfCEHyZjhPLZLc10kMRUY+HJyDRupJ0SwL3XKgdYZpCenyj7Nr6i3qCHAUqFB7Sfur6KiwpE7SYrbcYCjIVISNcN9eg0J9VqV8ElSem48Z207P2e/M71Ar02XB1FCozc0MjIyxSvSMDDJS9ds00GDRgfo0WezWfzwhz/E9u3bZzVBAR+ApP7kT/6kZAiD+J//+Z/33UcymbSJu9MMLk/NZRVIUhq68SuAqwBCVySlh8Xfae5CH3B+rw8zMFUl54en9GGngVFDo4aDo1CFGljNY5GEfW/Rz2P5+/DzSBoW5PnpOkh+eI37870qhgw1dMrv2T6/pqJvsDWpr23ScKR6pcwxAnCiCOb3NCepZK+hQYV6MUpS2udKwH4I0e8bPy9HL1WNtvatT/bsf99zZn/qZ+rxqbevoVC9Bir04IR4hv1ULMNzBuDaruelfcP/M5kMUqkUnnnmmRm/NPyJwGr3zWIMDw/j7bffRmdnJ2pqatDZ2emqMFMlp54PZcVcroDqqNHRUbdMBTAZBgKOzfrXmoBqhHXOjOZkWEdNwybqAU1MTCCbzTpizeVyTlXF0TP36YeDONrWHI96bxzxc9E5zReoUWI4Tg2Tb3QZ8uQ+/aXI9bxVOcht/Zyeht/UW9Lv+L2Gw7T9eh5sH1EoFJDP5zE+Pu5UbjU1NWhubg6FaHlNuH4Ww4c8L4YPNXfDbTRMHIlEnPiG9wpJ1h/saPhWPSaC56pKVF1kUcOSfE8Jug5aKJBguSK959QTUtUrw4I6yFNSPt414GdajLiyshI//elPsW7dutDc0NkMI6lZjmKxiH379mFwcBCHDx/GlVdeiXPOOcc9gH4OAJis0afiAw2zcbRdWVnpvDHmVjhSV9ICwvO4dC4Vt9NwnYaCRkZGkMvlQtv5hEby4ndq0NRw+YbdD13RU+Nf9oVvAP28jI7QfXEG/ypp+Z6lnx8iIWi+SWvF6SRV3YfvSZKYlbhohPP5vDPiVLf5Kj+tYadCByU+Xgv1rkg0PL4OhPi9v/Q828vz0XuC9wtJiYRWar6dXhv1YP2+5LnoPewvG8J9+W1k+3htfS9SowD8TWVlJYaHh/HEE09g586dRlACIykDDhw4gAMHDgAAmpubUV9fj2QyCSAs2aUR0XAHMJmEJlGopJmhHQ2h5PP5kuE0NXq+fFiFAuph0YujMfRJigaL7eP5aBUF7peGTkNG7INIJBKaKEwjo/OKlKw0t8J+0HCVTz5q9GjoNJSnITslBJ6XTxgajvLnSKl4QHNdKgPXKgkcBOiy6twfr6MWKda8GftF81p6fHolWumC2/Bc1BNRT0WJmcfQc+A9pL9lHyqJkIz4UoLwyZP3Mq+JDuT0/lOS1EnqfGnYliSVyWSwdu3aWVdR4v1gJGUI4amnnsLWrVvxF3/xF061pDXMdOSdzWbdA84wEdfGqampQSwWc4YIgDNI6klo+IVzT/hXPaogCFz4BYA7BgU5vuwcmCzPw/AcE9w0emp0WRqKE3mBcL01hhi5PDoJipM8GfZTRaEaRp6/5rz0GGy/nm+pUbpv/HRytc6f4rGGh4dD3ozui+RGMtNwn+9xsI1c0ZafqQemcniVkqv4ApgMVzIkxwGN9rcfmvVJXCcSV1RUhObJMZRHz5X3Ez9XsuB10jXEOBVDc6m8T3hseov19fWuP5V42A4SsHqrvNZUU/L3VDUawjCSMoQwMjKCvr4+/O///q+L0f/hH/6hMwaM2fMhIziC1ZCIihg0NKhQQ07ZO0OHOhlS1VnAZH5J8xd+nkelvGr4mTvQAq1sn06y1BG8kjOJgt6HH8pi+9UwHS8von1A4+6TmIY9Ve2mHoH2Lz0fkocSAqHhMkres9ms6xsu1cFzUu+Bf+mVcH/02kiIGvYtFRrjefF/fs+QmO5b262E7k9qVi97eHjYnR/bS09fQ7u8Djr/jW3iysssTKvXqNR9TDKn8ERzhbyPea1JSmNjY3jjjTfw9ttvG0mVgJGUYQoymQyefPJJAEAsFsPv//7vuwdY6/ox7EdxgBoaPrBAeI6TfqZJ8kgk4mq9MYRH406DokZWF1f0lWbcrya6eUy2OwiOTaxkEp/7LBQKbhTOhftULsz3wGQeTUOQPKaWK9K8m1bbVkNJI04JMsNYJBoaNBpZnR7APlJpM/ehIShVVGoOL5fLIZ/PY2BgwAkb4vF4KMzlh7XYnxpm5XXU66HhMvYBz4PnRmIk4ej8Ow5WGC7TcCkHUewnzbVxAUt6PexzbkMv3M9Pai61UCggk8m4+44kxXtKvU0lQXqkJG09d4Z96dnzWj311FN4/fXXSz2Osx5GUob3xPDwML7zne/gj//4j/GpT30qVACTXg89B33INc/BSZw0CEoaOuLXcBEJQr0UNZRa9JOhmmIxPDFWJ68CcIIAGopEIuF+l81m3bHVw6F3oUt28Dx17oyG7WjgeI4qUefveW7aN2wz26uEpyo4Gj9WXPA9Goa+VFTAY/EcaCBzuRz6+/td7iwej6OhoQHNzc2uzay3yAnf6k1puE+vC6HLYvB8tF+0Tf4gh/vX/lOiVQIG4K5roVBwdSl1ccXKyko0NDQgHo+H1oxi5XuSIgU8DFdSFs5c5MTEhAtDMtzL81ClK0OK/mBFQ4b79u3Dww8/jMHBwRN6HmcjjKQM74lisYijR4+iv78f6XTaGVkaJw0laehFR5kargLgwmV8gIGwcILgNjqCp6GqqqpyxT1VTq4EwxGy5j1IOkDYmyj1e46YNWekyXs1oCQYkraqGkvtG5i60J8flqSXoWIHErv2L68Tv9dkvR86pKfFygckZ0rNuXS6rudVX1/vShKp8IDkpCRFz5KE5asWtb/961bqvjleuEyvkfajHw7We4/3DEO6PD69R20fiYghaBK75tVUNEMPitEFvV91EKMVJXbt2oW3334b3d3dH+DJnD0wkjKcEDjBsKmpyRkHPsjRaBStra1O1ecbIAAhY88cBw2hKvho1BhyO94cJIbjfCOlyjz+r+G4gYEBFyocGRlx1QX8/AaNlRoVFRL4pAAgVOCWHojmaHxJtIo4KO7QXJsWsfVDltyXEj8NKL3JyspwaSCO3vP5PAYHB117E4kE4vE4zjvvPOcJqReWSCRcAVWKEHQOFMmZpKIr3NbV1ZUkX1UqMpTrC0x4Dj65+eFmCiLozbBPVOigpM+cXRAEjpC1IjqvN4/HOVOas6Ngh+2jt8s26XOgRZlZHSUIAvziF7/AW2+99eEfzhkOIynDCaG/vx979uxBR0eHMzBVVVVobGx0RoyGDJisrl1fX+/W+wEmQ1jqOdB48D2NQ1XVseUxuBij75HQK6C3pB6EhoLGx8ddmKq9vR19fX0YGRlBT0+PC1Mmk8kpoTr19BTMHdGQ0miq/FnDjprD8fNZKoxQj0dJkJOoleC0EgS30wnBqnpju+g90ZNoampCZ2enq1BOZaPme7QCOI0svZF0Oh1qP4+rVcw5ENESWVTE6UDG9zg03OcLJeixsR/Zr/4KzQwZc9DAvtXrxnuD9xzvKxXk8He8P4DJQYG/UoDmbvkZw9EAUFdXh927d+PBBx/E4cOHT/Txm9UwkjKcEDKZDLq6ulyxT62eQA+E3pGSiT7opcJlNKAcodNA0wBo5WzfOwPg5OM690T3QUNOT6upqcmtLcXlShjSUsNPA6nhMvUgWTFb1Yq+wICgEVTD54eWVG3n95O/P7aF+/OhfQ9MVofQSc9c2iIej7viv7yeKuH2q3WQ9Hj+Sro8L18swN+qZ6uhW+0/9gG3VVJRSbgfMiWZsT0qTNH7Te8R/U5zaTo/TkObekxtg9/3fB5IvDp5effu3di5c2eoSLfhvWEkZTghMC9VW1vrVj9lOIMPpc5dqqioCM17AuDCIVp8lcbOr0hNkopEIi4X0tDQ4IwSR+vxeBz19fXI5XIuuU1DR3JQT62+vt55HIcPH8bIyIgTDjQ3NzsxBQ2eEgXzTax5mM1mMTg4GDKsJHC2v1g8VjjVV8b53hZDXCpf121Vzk8hAhCuRK5GmefAdudyOeRyOdTU1KCxsRHz5s1zJa5Idgx/MRdDqPw9n8+7MCH7mufAsF1jY2NI1MHf0nAr2dBL47X3c2jscyBMUgzz8d7TPCA/z+fzof6goITeKdtNUtJ96zUnKbMNOneL7dCBBT17YDJ0yWv73e9+F/v37/8gj+CshZGU4YQxMTGB3bt3o729HcDkAzs8POxUcxru4wJ0NLZa6sg3yiQ1ljni5E4SAkf3wCS56ciWxo51AnVUTYM1OjqKTCbjQlv19fVOCbZ//3709fWhqakJ0Wi05IRPLYvEfTOxzhxOXV2dC33SMA4MDLi+aWxsBDCpTCOxaZv1RVLMZDLOYHMg0NTUFMq9ac6HSXzWOOSSLI2NjWhubg55nzT0DQ0NznuigfY9vVwu5+ZVqSdIL1RXtaXqTecfcYCh8nKVzRN8z22pCtUBEXNhWjeSldJ5jSoqKkLnqoWItfq75kt9L5bXleehJMSBl5IjrwHJMZ/P4/XXX8d///d/m0jiA8BIynBSSKfTqK+vRzabdSNmXchN55D4ITo+xDQIurouDQsT0Py9GhZ/1Orne+hVqOoMCNe443t6CyTK4eFhZ9xprBny8hVnSpjAZHiRxowvGjwlNeZ9NP9GwvIVczqPiIKMQqHg5tko0Wm4jYabK86yHQzxsYI9PQEaXZIKP9fwHj055uI0zKkqSopnVPruhy01rAdMeooK3h/MPalKU9WAwOQaUf6kar1WOodKJ3nrYMBvh4Yldd+lvFXCDxlOTExg//79ePPNN20e1AeEkZThpMEQGasS1NbWIp1OA4AjIc6tUYUbR9scJdMAMxHPSaVafZ3bcNTMYzCEFgSBW86AxlENEIkACOdxGJaqrq7GyMiIW858cHDQhS0pBCH5NDU1oba21pFYRUWFEyOQQGmYWaevUChgYGDAna+GiVTlpgaXBEODrspIyserqqqQy+VCI3waTxJ9Pp/H8PCwI6CmpiY0NTW5xQPp+VCYwtCfejjj4+NIp9POe9JJzSpY4YAlFou5QYAKO9SQK+Gz3bqoIPOFJFlgMtRH8lPy4DLrOpihok/3TVLXQYGWhWLb2F4NUVZUTM7d4/WIRCJOFBSJRNxEbF5Heu5r1qxBb2/vqXsAZxmMpAwnjVwuh1QqhaGhIbS2tgI4VpmCxooGgGorrYPG0Tkwqe5S5RiNID2rfD6P+vp6N0mT0BE1PSWOnvlSAqQqTfNoDLUpQTCMqGWgaOAbGhoceTHfwuXPmROhEaWXVlNT43IazA3xmAx/ariKxOpL1RsbGzE6OuoK9Pr5GhUQsNICR/kMDTY2Nobq0imZqPdEkiLR0XuiIeexdC4VQ5BUBNK7U+9V58cxr8aclYobOOmaoV+tsMFryN+wL0nMmttSMDzHyeXqefJeIRnphGXeUwxjsw3sW60soQKb/v5+bN++HVu2bEE6nS4psjCcGIykDCcNGkdKkFtbW11JnaamplBpGRopVU9pqE7DJtyeI12OiDV5rcTmKwVpXGkQdF6QhtyUqPhewzMMoamMvrGx0ZElw3mqamT7/FAijR5FB7lcLiSJZy4OmLqAoqoSVZTBfBHDrOqJFYtFV7MOgPMGOeInSdHr9AmF/UjCZs5FxRwaytV5TgyR+jXu2D72q+Z2lEzYBt8r0u/pwdAb1gGQCjzUI9IBgd4/fpjVF5+wPxkFUKWfSuBVbMLv3333XezYsQNbtmw5FY/crIaRlOFDYWRkBN3d3cjn82hqakIqlcLHP/5xtLe3o6Ojw4XdcrlcSAnoK+g4oZL71FAYR8mZTAbAJKmQ1LRGmxpaqs+0OCwAZ/ApnNAlOEZGRpywIh6PI5lMuooLSlIEDTLPi3ksHpPqPoYzWQsukUg440oxBA0dDTAAZ/x1Mb50Oo18Po90Ou0mmNK4s094jlQsNjc3u3wRz4FtZvhK5zxx8qp6oP60AvYnvTJ9AQjNR9IcH79jKJf9RFLMZDLI5XIoFotO4MKJyZqHI4Gzfyorj63JpCSmxMO/mvPjOZPslYD8uWq6HA37PpvNorW1FfF4HOeccw4GBgaQSqXw3e9+F8PDw6fvwZtFMJIyfCgUCgX09PQ4tVQ+n8fBgwfR1taGa6+9FtFo1I14tcICSUZzHWoE1UBoOOq95qz4CXAtQqtCAAChkByNFGXura2tzntqampCfX29KxektQk5GqcSkcdQtZqq3bT6hErS/aoXwGTNPL50HhVH7JTka84qCAIkk0lHCNFo1L24pIiKQbRqvSoY6aVpbgqYXGKebWc/MgTK0KsKFEpdI73mfOl1y2azmJiYcOE89gE9HP6W15LQ+0L7mddKZfB6P6mCkSTFa8W8J+9VhiKHhoawdetW51k3Nja6/CZJ1vDhYSRl+FAYHR1Ff3+/MyQDAwPo7e1FMpnEwoULMWfOHMRisdAET1WuqSfjx+1pWJSkdNRfarKwT34qBFBFGT0NGpPx8XE3cbilpcWN4Gl8dUSvuRZ/4qq/JpN6FyQXhtt0hE+SYmiM+T16Z7qwI7dnHyiJME+mZKRhOFXIqZCEIEmo16AETJJSr5h5O3oznB/HPlCQBFSpqCE4khj7cGxszHmXHLBQxq55OF+MwfZpbo+fa+hR86O8hszzKXnSM6cQJpPJoLe3F//3f/9n+abTDCMpwylBX19fKI6fSqWwZs0afPrTn8ZFF12Ec845x+V1dP6N1oKjcczlcqHSOari42ifCj+W29E5NNwfQ2E+oWmeR4mCXtT8+fNdaE+3ZX5MczMkIlW6TUwcWxyQBnd4eBijo6Oh4q0qYgAmDaIWzKUxVUUayZdhUpJOZWWlyz+xgoQ/D0on/vpzzhj24l9fVEIyaGpqCuWC6urqXCiUhElvlr9TD5qfsR94PB5TF0Ckt0UVJvtAS2hVVlaGyJReq94HvF/YDv1cc5DsDx6Xx9FjHjp0CP/5n/8Z6ivD6YWRlOGUQEexfJ/L5fD2228jm80inU4jmUwiFos548tRK2P+NH6an9E5Nzrq9ysUMJSnij56Jf58LZWlKwkwV1NqNVhKzIFJTzAIgpCXokIMGn9Opi0Wjy2FQQFDNBp1JKCkp8TI/lQCUcPIMBcFHgy3af5Ic0/q1egxSOTMaWkuieTG/tLroQTJPtI2+nOlNESqf3ksJUj1rtgHzFNye81r0XPL5/OhNvK3PHcNPWoIlefHfuP1UxEKVYSqxjScfhhJGU4r9u7di3fffRe5XA5z5sxBMplENBp131Md1dTUhHg8HsrLMJREo6PqLDWGKsLQUBL3wZeGirTqgSq76N1oXoztVKGDEo8aZWDSgGq1cYYSuUy9TqhVA6lEp+TkJ/p9KT29KPUU6G2q2pLQybDAZBhOCwDze3pdvqKOIUrmxThQIClwO5+kNAfGbdluJSl6Q9oHxyMphngpz2eej9B9+4SvCkJVAhYKBVf2ilMOdJ6Y4czASMpw2jE+Po6uri5kMhkXUuO8mrq6uhBhNDY2orW11YWstLID1Wo08ISGiXSiJeF7IiojpuKOxkfVZwwTUkHGUBYn53J0rjkTGmoSH5Pq1dXVbsE9VbnRKHJfun4UxSj0RJV8+DuGJX15usr4/bwMAJdzonFnLkpDXPTI2D6+Vwm7tpneGPtmfHzcTRz2czskKpI8Szhprq9YLGJoaMj1PXOb3DenJLB/q6qqkMlkXD8lk0lHrDy2imlUZMF7hoTPQUYikXDX8fHHH8eRI0dO1WNhOEEYSRlOO4rFIjKZjDNWQ0NDIXICECIjNSDMOQCTYTSdswOEFV1qsCkr1rCSiihUds39+PvW75U8NImv3pzvRZCMdLKrv+YWKyIogercMJKIP//HFxMQ6rWo/N6f6+MrJQluowTN/bLd9KDYRyQ8v9aeEp5eK7+tOgFX52FpEV4f6gXxN9FoNDTXjp/zPJWEVUyj4eeXX34ZmUwGw8PDziOvrq5GX18fcrncce9zw+mBkZThtCMIAqTTaZdnGhwcDJXhASaXGa+oqHDigEgk4gQUmicAEApjKbHo2kdU9/k5MM3DaD6ISXP1IjjqBhCah6UKPRpEGj2ejxpvnrtWT+D/VVVVTrygIUtWfNDK7upJsV94fgyHsd004tXV1a7NKrP2Db+q4dTA8/fcRvOH7EMtX8Vj6XwkDdOpIpPHovCFfc1wYjQaDXmaft6TL5JpIpFw/cfjshgthSeqLuV+eF/kcjk89thjrsyXYfphJGU4YxgcHAx5VDSwLS0tOO+885y4Yv78+S505U8C1jkqHNUD4YoTlBA3NDQ4o8zKCfRKOCk2nU4jk8mgWDw2QZOhI760thtFCBpeUoWeVvLmOXJ0X1dX55YV8RVz2Wx2ivFWL4dqPK26wfwZPbuKigpEo9GSuSwlAVU5sm+00K+GwlSBSTKlmlI9N5KUVhgBJstMAQiFDNXLYvu15h7/r6qqQjKZdOWotLSW5rtIMuoZqTiG18+fO8eBSjqdxg9+8AN3/WwSbnnBSMpwxqBeiYLqtGw2i/7+fgwPD7s1qz72sY8hlUphbGwMCxcunCLPpmdBA0iowdelvVUBqOFGEsbo6CiGhoZC85rUi+C++VcFDEo0VCkCk6WJdBkMFUHwHHgMncCsk1KLxWKovBQJRo22Gmf2uXp03JcShIY9+Vuf0NSDUgWhEoGGXTUUqH1cat6UkoZfP5G1AFWCrqFb/athXX7uKyQV7PtCoYDDhw+HakMaygdGUoZpBz0aH/Pnz8eqVavwox/9CL29vfj2t7/t5ho1NjaG5tfwpfNeqMLr7+93QgEm3dW4qyEcHR1FV1eX85h0jhFzRwxFagUJhivptTAv1tDQENoPyUhH8gytqeRbQ5KaH1IlHWsBkryoNtT5Vn7ej59zYipzLDwPtkXr+kUiEVe2ip6gHxYkofIclWh1/0okqtJklQmSlJKi7kdzXCQZFo1VAgcml/AgEQIITWXgxGNuZyhPGEkZyhbd3d3413/9V3R3d2NsbAz33XcfrrnmGlx++eUYGRkJGcSXXnoJP//5z1EsFnHhhRfimmuuwU9+8hN0dXU5Q51IJPDZz34WL774Ivbs2RMaxUciEVx++eW48sor0dXV5er4AXCTVrkcRTweDxGGPz+qWCw6mb2GzUiqzI0wD6UEpAZVBQvqHTFkpSpCki/zM8wNjYyMOIPPMkcVFRXIZDIhJaSKLUhKnNNFstKJzwyzEVyAUauJM0fI89DQqZ6vhh9JUtFoNERMeqyqqio3z0znavk5NQ0pslo5j80w68aNG/Haa6+ZtLyMYSRlKFsUCgW888477v3bb7+Nc88915Up0gmb27dvd4vK5XI5nHvuuXjrrbeQSqXc75PJJA4ePIhDhw7h0KFDU46XSqXQ3d2N7u5uVFdXIxaL4ejRo6iqqkJbW1to1K2hMa0AoR6EkhIwOaInSZE8aWBVHKHehhKCP6eIx9N5YJwLpvk5ehBsk85nUuEIj6dVzf1SSNpeto0hRD1vVelpnx0vJKcyeJ67/k7Djn4YULfVEJ+KJPh/RcWxNbf27t2LvXv34uDBgx/g7jScKVQEpbSdZY50Oo14PD7dzTDMYFx88cW45ppr8Nhjj6G2thaf+cxn3PytlpYW5yFQTUiJN8v96LwqJRjNEfEznfOl+SEVAuhEW1XmkaC0dl4kEsHQ0BByuRxGRkackpLe3cTEhPMSlUCCIHDGn14Uw34ULqhHxfZppQmWFOJ7LhSpQg1d5kI9uv3797s2z5s3L7SgI/uJtRRjsZgLBerxtQKF/tUSSNlsFkeOHME//dM/lcyRGs4shoaGEIvFjvu9eVIGQwkcOnQIP//5z5FOp1FZWYlNmzahpqYGnZ2duPbaa10ehDX6giBwISr1KnyvSr0rvwIEMBnaUnk85dV+qE09H9+zYIV0kovON6IHxO/VA1PVIn/LbXyPCEDIC1NPUPN/PAclEmBS+EFiobiF/aBhQZKxVpLgNjo5mOILkjBRLBbR1dWFp556yk2SNoI6O2AkZTCUQCaTcetXAXAhoeHhYRw5csSJJebOneuIRYvdamgKQMiTUDWbKgd1fhNzNxqOU8JSVaBW3OB+dG6U5n9Ifr6kXGX+vpJPPT1gUiyhoTUAIQLWEB7brUTG7RmKUw+S3hFl6Ow/JWnuRz0zAM7j5Gejo6NIp9MoFAo4ePAgXn311VN6nxhOP4ykDIaTQCqVwr/8y78AOJbj+uIXv+gMqObJKKhgboceBCeTcil5GlQtqqvhQBKGrjhMcYAWcFVpOCcPs8SPSruBY14bawjW19eHPD7Nbfm1BX1CUpm/n48DJusBqsSen/v5okKhECrSy4UvAbg28riUjauMn/ujOIT9unPnTvz7v//7lPYbzh4YSRkMJwka7Uwmg+eee859ziUl6urqcO2117o4O0NL9Bg4F2tgYMARB0mjrq7OGV4lOZ2vpHOY/HlaQNgYa7kiYLI8k1/tHUDJ/fN8lZA0bMnPtBK5elT04FRAofksPVapauta8BeA278/AVk9NJ7vc889h71791pY7yyHkZTB8AFRKBScolBRW1uLRYsWubxVLpcLiSAKhQJ6e3tdYdvq6uqQwIFGnkRCL4uhLzX2fqUKP/el5KjKOJ+gFH5FClUR6vZ6HH91YP3e36+Sm+6TCkTNjflLjKis3K8cwXayIskrr7yC7u7uD3OJDWUAIymD4RSjUCjgvvvuAzC1CgIwabw/9alPoa2tDel0GrlczqnXCK0EH4vFXAULhsXUkOtEZn8+Fr2PUso8zR+x4gaA0Hd+bup4xMjfcRsVWvA7iim0yrzmv7itljxSEQnPhfk6goRVKBTw6quv4mc/+5nNfZohMJIyGE4DTqTEzjvvvIPu7m4UCgUsWLAAra2tqKqqwrvvvov+/n5ceumlAI4Zdy5ToWs4+epBgkbcr7TgL1BIw09C8isv6L5LTdRVebgeT4lK26S5LR5Pw3XqiWmZKf5GQ4lKxPl8Hvv378fu3bsxPj5uJY5mGIykDIZpwoEDB9z/bW1t6OjoQBAE6O7uxp49e3DBBRcAgJuLRcm4X1cPmPRggHCxXYoW/FV0NTzG7ShWoPpP5yHp8VQWrso9LU4LTJ2DpR4VvSkNE2rxVy2H5HuHKsiYmJhAOp3Gjh07sHHjxjNx2QxnGDaZ12AoA5RaRLCurg4XX3wxLrvsMrS1taGxsRGJRMKRlF/bTleUVcNPoYTmuzTMx2VNqDYkSWlZpFLFYUleDAVOTEwgl8uFJhoTXJBSc2X0oLgkO73K8fFxNDc3IxqNorW1NZRbKxaLGBwcxP333x+q/sFJxIazDzaZ12A4C0CZuGJkZASpVAo1NTU4dOgQ2tracOGFF6K6uhrZbBaHDh1CZWUlmpqacPnllzuRAUmORLB3714cPXoUn/70p91EWBr+0dFRvPLKKxgYGHDeSTQaxSc+8QnnISnZaMV5htRIkCQcDQeWqrbhe0ZHjhzBG2+8gXQ67UiSBLVo0SLXN7lcDl1dXUilUm5Zd8PMh5GUwVDGOHLkiFuy/MILL3QlkA4dOoR169YBOFYt/vzzzw9VYtcc0bZt2/DrX/8aCxcuRHNzs5OFj46OYnh4GM8++2yofl1HRwcWLFjgpN5a4UJVgdls1oXr6urqXGhOJzH7knS/JFQQBNi7dy+eeuqpKed+3nnn4fzzz3driA0MDGDr1q3Yv3//ae51QznBwn0Gw1mC6upqN7F1fHwc2WwWwDFRRHNz8xShApHNZpHP59Ha2hpaLoPEMTAwECrRVFlZ6Sq9x2Ix3HzzzQDgFHU7duzAtm3bQqq7G264Aa2traHwYyQSwbPPPou+vj7cfvvtzjPTlYbHxsawbdu20HwzoqqqCrFYLBQi1NJJhpkBC/cZDDMEpUKCwDFv5ejRo+/7+xPZBjhGRv39/QCOTUTesWOHOw4A7Nu3L1RdHgDeeustJBKJ0LymSCSCAwcOIJ1O47XXXpsy8Zf7pKdY6rzYDsPshXlSBoPBYJg2vJ8nFTnuNwaDwWAwTDOMpAwGg8FQtjCSMhgMBkPZwkjKYDAYDGULIymDwWAwlC2MpAwGg8FQtjCSMhgMBkPZwkjKYDAYDGULIymDwWAwlC2MpAwGg8FQtjCSMhgMBkPZwkjKYDAYDGULIymDwWAwlC2MpAwGg8FQtjCSMhgMBkPZwkjKYDAYDGULIymDwWAwlC2MpAwGg8FQtjCSMhgMBkPZwkjKYDAYDGWLkyKpNWvW4JOf/CSamprQ3t6O66+/Hrt27QptMzIyglWrVqGlpQWNjY246aab0N3dHdrm4MGDuO666xCNRtHe3o5vfOMbGB8f//BnYzAYDIYZhZMiqU2bNmHVqlXYsmUL1q9fj7GxMSxbtgzZbNZt87WvfQ1PP/001q5di02bNuHIkSO48cYb3fcTExO47rrrMDo6it/85jd45JFH8PDDD+Oee+45dWdlMBgMhpmB4EOgp6cnABBs2rQpCIIgGBwcDKqrq4O1a9e6bd58880AQLB58+YgCILg2WefDSKRSJBKpdw2DzzwQBCLxYJCoXBCxx0aGgoA2Mte9rKXvc7y19DQ0Hva+w+VkxoaGgIAJJNJAMC2bdswNjaGpUuXum0uuugizJ8/H5s3bwYAbN68GQsXLkRHR4fbZvny5Uin09i5c2fJ4xQKBaTT6dDLYDAYDDMfH5ikisUivvrVr+Kqq67CJZdcAgBIpVKoqalBIpEIbdvR0YFUKuW2UYLi9/yuFNasWYN4PO5e55577gdttsFgMBjOInxgklq1ahV27NiBxx9//FS2pyTuvvtuDA0NudehQ4dO+zENBoPBMP2o+iA/Wr16NZ555hm88MILmDdvnvu8s7MTo6OjGBwcDHlT3d3d6OzsdNu89NJLof1R/cdtfNTW1qK2tvaDNNVgMBgMZzFOypMKggCrV6/Gk08+iQ0bNmDBggWh7xctWoTq6mo8//zz7rNdu3bh4MGDWLJkCQBgyZIl+O1vf4uenh63zfr16xGLxXDxxRd/mHMxGAwGw0zDyaj57rzzziAejwcbN24Murq63CuXy7ltvvzlLwfz588PNmzYELzyyivBkiVLgiVLlrjvx8fHg0suuSRYtmxZ8Prrrwfr1q0L2tragrvvvvuE22HqPnvZy172mhmv91P3nRRJHe8gDz30kNsmn88HX/nKV4Lm5uYgGo0GN9xwQ9DV1RXaz/79+4OVK1cG9fX1QWtra3DXXXcFY2NjRlL2spe97DXLXu9HUhW/I5+zCul0GvF4fLqbYTAYDIYPiaGhIcRiseN+b7X7DAaDwVC2MJIyGAwGQ9nCSMpgMBgMZQsjKYPBYDCULYykDAaDwVC2MJIyGAwGQ9nCSMpgMBgMZQsjKYPBYDCULYykDAaDwVC2MJIyGAwGQ9nCSMpgMBgMZQsjKYPBYDCULYykDAaDwVC2MJIyGAwGQ9nCSMpgMBgMZQsjKYPBYDCULYykDAaDwVC2MJIyGAwGQ9nCSMpgMBgMZQsjKYPBYDCULYykDAaDwVC2MJIyGAwGQ9nCSMpgMBgMZQsjKYPBYDCULYykDAaDwVC2MJIyGAwGQ9nCSMpgMBgMZQsjKYPBYDCULYykDAaDwVC2MJIyGAwGQ9nCSMpgMBgMZQsjKYPBYDCULYykDAaDwVC2MJIyGAwGQ9nCSMpgMBgMZQsjKYPBYDCULYykDAaDwVC2MJIyGAwGQ9nCSMpgMBgMZQsjKYPBYDCULYykDAaDwVC2MJIyGAwGQ9nCSMpgMBgMZQsjKYPBYDCULYykDAaDwVC2MJIyGAwGQ9nCSMpgMBgMZQsjKYPBYDCULYykDAaDwVC2MJIyGAwGQ9nCSMpgMBgMZQsjKYPBYDCULYykDAaDwVC2OCtJKgiC6W6CwWAwGE4B3s+en5UklclkprsJBoPBYDgFeD97XhGchW5JsVjErl27cPHFF+PQoUOIxWLT3aSzAul0Gueee6712UnA+uzkYX128piNfRYEATKZDObOnYtI5Pj+UtUZbNMpQyQSwTnnnAMAiMVis+ainipYn508rM9OHtZnJ4/Z1mfxePx9tzkrw30Gg8FgmB0wkjIYDAZD2eKsJana2lrce++9qK2tne6mnDWwPjt5WJ+dPKzPTh7WZ8fHWSmcMBgMBsPswFnrSRkMBoNh5sNIymAwGAxlCyMpg8FgMJQtjKQMBoPBULY4K0nq/vvvx/nnn4+6ujosXrwYL7300nQ3qWzwN3/zN6ioqAi9LrroIvf9yMgIVq1ahZaWFjQ2NuKmm25Cd3f3NLb4zOOFF17AZz/7WcydOxcVFRX42c9+Fvo+CALcc889mDNnDurr67F06VLs3r07tE1/fz9uvfVWxGIxJBIJ/Nmf/RmGh4fP4FmcWbxfn33hC1+Yct+tWLEitM1s67M1a9bgk5/8JJqamtDe3o7rr78eu3btCm1zIs/jwYMHcd111yEajaK9vR3f+MY3MD4+fiZPZVpx1pHUE088ga9//eu499578eqrr+Kyyy7D8uXL0dPTM91NKxt84hOfQFdXl3u9+OKL7ruvfe1rePrpp7F27Vps2rQJR44cwY033jiNrT3zyGazuOyyy3D//feX/P7v//7v8b3vfQ8PPvggtm7dioaGBixfvhwjIyNum1tvvRU7d+7E+vXr8cwzz+CFF17AHXfccaZO4Yzj/foMAFasWBG673784x+Hvp9tfbZp0yasWrUKW7Zswfr16zE2NoZly5Yhm826bd7veZyYmMB1112H0dFR/OY3v8EjjzyChx9+GPfcc890nNL0IDjLcOWVVwarVq1y7ycmJoK5c+cGa9asmcZWlQ/uvffe4LLLLiv53eDgYFBdXR2sXbvWffbmm28GAILNmzefoRaWFwAETz75pHtfLBaDzs7O4L777nOfDQ4OBrW1tcGPf/zjIAiC4I033ggABC+//LLb5he/+EVQUVERHD58+Iy1fbrg91kQBMFtt90WfO5znzvub2Z7nwVBEPT09AQAgk2bNgVBcGLP47PPPhtEIpEglUq5bR544IEgFosFhULhzJ7ANOGs8qRGR0exbds2LF261H0WiUSwdOlSbN68eRpbVl7YvXs35s6diwsuuAC33norDh48CADYtm0bxsbGQv130UUXYf78+dZ/v8O+ffuQSqVCfRSPx7F48WLXR5s3b0YikcAVV1zhtlm6dCkikQi2bt16xttcLti4cSPa29vxsY99DHfeeSf6+vrcd9ZnwNDQEAAgmUwCOLHncfPmzVi4cCE6OjrcNsuXL0c6ncbOnTvPYOunD2cVSfX29mJiYiJ0wQCgo6MDqVRqmlpVXli8eDEefvhhrFu3Dg888AD27duHP/qjP0Imk0EqlUJNTQ0SiUToN9Z/k2A/vNc9lkql0N7eHvq+qqoKyWRy1vbjihUr8Oijj+L555/Hd77zHWzatAkrV67ExMQEAOuzYrGIr371q7jqqqtwySWXAMAJPY+pVKrkvcjvZgPOyirohuNj5cqV7v9LL70UixcvxnnnnYef/OQnqK+vn8aWGWYybrnlFvf/woULcemll+LCCy/Exo0bcfXVV09jy8oDq1atwo4dO0L5YcOJ4azypFpbW1FZWTlF/dLd3Y3Ozs5palV5I5FI4KMf/Sj27NmDzs5OjI6OYnBwMLSN9d8k2A/vdY91dnZOEeqMj4+jv7/f+vF3uOCCC9Da2oo9e/YAmN19tnr1ajzzzDP41a9+hXnz5rnPT+R57OzsLHkv8rvZgLOKpGpqarBo0SI8//zz7rNisYjnn38eS5YsmcaWlS+Gh4exd+9ezJkzB4sWLUJ1dXWo/3bt2oWDBw9a//0OCxYsQGdnZ6iP0uk0tm7d6vpoyZIlGBwcxLZt29w2GzZsQLFYxOLFi894m8sR7777Lvr6+jBnzhwAs7PPgiDA6tWr8eSTT2LDhg1YsGBB6PsTeR6XLFmC3/72tyGCX79+PWKxGC6++OIzcyLTjelWbpwsHn/88aC2tjZ4+OGHgzfeeCO44447gkQiEVK/zGbcddddwcaNG4N9+/YFv/71r4OlS5cGra2tQU9PTxAEQfDlL385mD9/frBhw4bglVdeCZYsWRIsWbJkmlt9ZpHJZILXXnsteO211wIAwT/+4z8Gr732WnDgwIEgCILg7/7u74JEIhE89dRTwfbt24PPfe5zwYIFC4J8Pu/2sWLFiuDyyy8Ptm7dGrz44ovBRz7ykeDzn//8dJ3Sacd79Vkmkwn+8i//Mti8eXOwb9++4Je//GXwB3/wB8FHPvKRYGRkxO1jtvXZnXfeGcTj8WDjxo1BV1eXe+VyObfN+z2P4+PjwSWXXBIsW7YseP3114N169YFbW1twd133z0dpzQtOOtIKgiC4Pvf/34wf/78oKamJrjyyiuDLVu2THeTygY333xzMGfOnKCmpiY455xzgptvvjnYs2eP+z6fzwdf+cpXgubm5iAajQY33HBD0NXVNY0tPvP41a9+FQCY8rrtttuCIDgmQ//rv/7roKOjI6itrQ2uvvrqYNeuXaF99PX1BZ///OeDxsbGIBaLBbfffnuQyWSm4WzODN6rz3K5XLBs2bKgra0tqK6uDs4777zgS1/60pSB42zrs1L9BSB46KGH3DYn8jzu378/WLlyZVBfXx+0trYGd911VzA2NnaGz2b6YEt1GAwGg6FscVblpAwGg8Ewu2AkZTAYDIayhZGUwWAwGMoWRlIGg8FgKFsYSRkMBoOhbGEkZTAYDIayhZGUwWAwGMoWRlIGg8FgKFsYSRkMBoOhbGEkZTAYDIayhZGUwWAwGMoWRlIGg8FgKFv8Pxyo19hm9Qz5AAAAAElFTkSuQmCC\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"idx = 70\n",
"cmap = plt.cm.jet\n",
"cmaplist = [cmap(i) for i in range(cmap.N)]\n",
"\n",
"# Set the alpha channel to 0 for the background in the colormap\n",
"cmaplist[0] = (*cmaplist[0][:3], 0.0)\n",
"cmap = ListedColormap(cmaplist)\n",
"\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.imshow(t1w[0, 0, :, :, idx], cmap=\"gray\")\n",
"ax.imshow(labelmap[0, 0, :, :, idx], cmap=cmap, alpha=0.5)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"Notice how the labelmap is a 3D image with a single channel, where each voxel is assigned a label."
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"## Convert the labelmap into a onehot image"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 3,
"outputs": [],
"source": [
"\n",
"# convert the label map into a onehot image (WT, TC, ET)\n",
"onehot = compile_one_hot_encoding(labelmap, n_labels=3, labels=[[2, 1, 4], [1, 4], 4])[None]\n",
"# note that the labels are organized in a hierarchy! WT equals 2, 1 and 4, TC equals 1 and 4, and ET is just 4.\n",
"# This is important as otherwise you will not get the correct masks\n",
"# Also, the labels have changed for the more recent BraTS challenges, so make sure you are using the correct labels for\n",
"# your dataset."
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"## Check the shapes and unique values of the labelmap, onehot and T1w image"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 4,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"onehot shape torch.Size([3, 240, 240, 155])\n",
"onehot unique metatensor([0, 1], dtype=torch.uint8)\n",
"labelmap shape torch.Size([1, 1, 240, 240, 155])\n",
"labelmap unique metatensor([0., 1., 2., 4.])\n",
"t1w shape torch.Size([1, 1, 240, 240, 155])\n"
]
}
],
"source": [
"print(\"onehot shape\", onehot.shape)\n",
"print(\"onehot unique\", torch.unique(onehot))\n",
"print(\"labelmap shape\", labelmap.shape)\n",
"print(\"labelmap unique\", torch.unique(labelmap))\n",
"print(\"t1w shape\", t1w.shape)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"## Plot the T1w image and the onehot image"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 5,
"outputs": [
{
"data": {
"text/plain": "<Figure size 1500x500 with 3 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create a colormap for the labelmap\n",
"cmap = plt.cm.jet\n",
"cmaplist = [cmap(i) for i in range(cmap.N)]\n",
"\n",
"# Set the alpha channel to 0 for the background in the colormap\n",
"cmaplist[0] = (*cmaplist[0][:3], 0.0)\n",
"cmap = ListedColormap(cmaplist)\n",
"\n",
"idx = 70\n",
"cmap_t1w = \"gray\"\n",
"fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n",
"for ax, i in zip(axes, range(3)):\n",
" ax.imshow(t1w[0, 0, :, :, idx], cmap=cmap_t1w)\n",
" ax.imshow(onehot[0, i, :, :, idx], cmap=cmap, alpha=0.5)\n"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"Notice how the onehot image is a 3D image with 3 channels, each channel corresponding to a different label: Whole Tumor (WT), Tumor Core(TC), and Enhancing Tumor(ET)."
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"## Make a prediction via thresholding"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"### Estimate the Whole Tumor (WT) mask using the FLAIR image"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 6,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"metatensor(0.) metatensor(625.)\n"
]
},
{
"data": {
"text/plain": "<matplotlib.image.AxesImage at 0x2ac598be0>"
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"# estimate WT using the FLAIR image\n",
"print(torch.min(flair), torch.max(flair))\n",
"wt = flair > np.percentile(flair, 98)\n",
"# plot the WT mask\n",
"fig, ax = plt.subplots()\n",
"ax.imshow(flair[0, 0, :, :, idx], cmap=\"gray\")\n",
"ax.imshow(wt[0, 0, :, :, idx], cmap=cmap, alpha=0.5)\n"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"### Estimate the Tumor Core (ET) mask using the T1ce image"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 7,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.image.AxesImage at 0x2ac6743a0>"
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"et = (t1ce > np.percentile(t1ce, 98)) * wt\n",
"# plot the TC mask\n",
"fig, ax = plt.subplots()\n",
"ax.imshow(t1ce[0, 0, :, :, idx], cmap=\"gray\")\n",
"ax.imshow(et[0, 0, :, :, idx], cmap=cmap, alpha=0.5)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 8,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"pred_labels shape torch.Size([1, 3, 240, 240, 155])\n",
"onehot shape torch.Size([1, 3, 240, 240, 155])\n",
"WT - Dice: 0.85, Hausdorff: 58.49\n",
"TC - Dice: 0.65, Hausdorff: 69.50\n",
"ET - Dice: 0.83, Hausdorff: 69.50\n"
]
}
],
"source": [
"# set tc equal to et\n",
"tc = et\n",
"\n",
"# pred_labels\n",
"pred_labels = torch.cat([wt, tc, et], dim=1)\n",
"\n",
"# print(\"pred_labels shape\", pred_labels.shape)\n",
"# print(\"onehot shape\", onehot.shape)\n",
"dice = DiceMetric(include_background=True)(pred_labels, onehot).squeeze()\n",
"hd = HausdorffDistanceMetric(include_background=True)(pred_labels, onehot).squeeze()\n",
"\n",
"for i, label in enumerate([\"WT\", \"TC\", \"ET\"]):\n",
" print(f\"{label} - Dice: {dice[i]:.2f}, Hausdorff: {hd[i]:.2f}\")\n"
],
"metadata": {
"collapsed": false
}
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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