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    {
     "cells": [
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "# 2D Layer Surface Segmentation "
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "**Add Proper References Here**"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "Load essential modules for loading and showing data"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 1,
       "metadata": {},
       "outputs": [],
       "source": [
        "# Load modules\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from skimage.io import imread "
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 2,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "image/png": 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C9bxmE84VohZtel4SlcbKq1hiMwD/RRzH346iqAbgd6Mo+kcA/hyA347j+FejKPoqgK8C+Iu33UytBtsZdhfbdGACf5sU3bSTg0C7TgpdUBZbsPIy2BUxr1CbFW9RRWnf2eJuIUkCovn/vH8ommoXVQhDUV6TXQCbFHloIeguHno323ZaJkAyQ9/iNUlKPbQgVcnrpqPXK45j26/fk1ysv1OyrMUDQ5an7aOk31lrXCW0KWk/hOriqeg4hjBqq6BC0cQki5EbuVX09n2TNgqvHYnf3CJxHD+L4/jbL/6/C+CfY3ny95cBfP3FZV8H8Kc/6zNSSSWVVG6THwomFkXROwC+COCbAA7iOH4GLBVdFEX7L3OPl0kfAvxyICpqnd0WFVErhzvwplpaoR0qybXQ32q7Kdb1CV1DUTcxFAHdxPLWNlp+k+Uc2ecrT0nfT91Ri38o7mdxTX0X2z/8blNVCuVLAavwf4hmwf/XMQ61Rz8T87IWkb1+05yy4xPCjtSStZwo7Rfr7vJv1gqzlpneI2TF2XvadrIv+HtrnSe99ybZZEGF0oys3HZ/4IegxKIo2gLwvwL4T+M4vnkZH/bF774C4CsAUKvVvAViJ0Sos/R7y9MKuX9JAKI1/UOkWZuyYl3DJPBS22oXSFKaEv+WyWQcRyiE44UWgT5PF3XIVeB1+k42IKDtskorlJKiQLr2U9JGQAkpdv7dXqvvb904/U7/tQvXPo9KOGnBhP4eSjBPwn/sZ/uvddk4H/U3t22mIRc3NDf1HpvwLOJdIczWtoH/hsYpCSOzaUbEOXXMX1aXvJISi6Ioj6UC+ztxHP+9F38+jaLo3gsr7B6As9Bv4zj+GoCvAcDBwUGswHpSFQAVa0kkLQAK778pwgSEq04oX4b3SMJDQhKy3DRKYzEcPlOBexs9DD07acLYe1MBJSl6SlIysJ2wvLdG29Tq4ITUPghtFrYAny7uUDRUiyra9iuGp1Y3/w3NH+1HC1rr/akw7BxS7uBt+BUDVGy/vo/ipLadGnzgBkxJAslVVMGHrPEkC514lQXmN1mnalyE1qcNwNl5pWP+WjCxaHnXXwfwz+M4/u/kq38A4Jdf/P8vA/j7n/UZqaSSSiq3yatYYv8GgP8AwP8bRdE/e/G3vwzgVwH8ZhRFvwLgCYA/8zI3U6tjk1mquxT/HtpZVUKWnXUJ7Y5gd1274yVFG/Ue2haliFg3wKap2N8kuQb2/5OyHKyrxPe1eWrWnbTunKUsaH/E8ap8kU3DWSwWHhs7dASbxWs2uS68h1pKWlEjm82iWCx6qWO6y4fcQGsBhKwajaBbvErHz45jHMdr7VVcslAorGFo+p99jl6TBAnQPUvCvG4rMc576jWbyo3b8eL9tc9CkuTuJkEgIfnMSiyO4/8HQJKN9/Of9b4UvtxnIfmZdq65U3YRas6YVZIAPDfHto9tskp2E0kw5I6GsDG76JLM603YDD/rb0MJ3yFXwV7D70O10NTVse7bfD5HuVz27mfJoSHOkBXLi1Nlr7SIQqGAQqHgpVdtcp2skrZcxBCUYfFCnUNJCtA+T91gxZ/YXt0MSIPRPrdutioiblJ2Tuk7hnBAm79qlXvSxsY22Y1QvwsRgu06stSm10p2/WFKFEWoVCruc9KLUTbhANaKsNdYK0Cfo9cnfWbHqoLRgSRfydbvspIE8upvNvG+btulXgbvSrJ8SE5Vy8uCxrpo2V7t+03RW8spClUGCVkKmoDOpHF+l8/nHWHavltIuesCIruflhv/5fMsEdhicLSybH9YsXisrcqhypX9qxFftd6y2SwKhcKaNar5oJswsWKx6LXZEoKZ36sWrgaTqCT1fqVSKdHI4Pvr91TMKrrx3RYdpXxmTCyVVFJJ5S7InbDEstksdnd3AaxMdZsikuQqvYyoVUJXwYb41TwORaUsB8rucprXZ8viaLvt+9DisJE1jexY18C6rLzGmuq2D7Qt6n5Zy0h3dO0ztcz0efx/3UUt419zGbVNoT6ie6VuqTL2x+MxhsOh63NWJKU1z+eoVcFoGdurzwWW1hddXlp0atVoRsBkMnGVMni95mPS4rBWEnHBKFqm2VlKCoWYnMXQaD3xmfl83ovQTqdTR8uxx+BxDqnLr22g66o12CaTyZr1r9VXdI5UKhXUajWvHhnfle0JsQgoIRhG11ES3gvcESWWz+fRarXcZ1UqlnhoAT/rdtlwuXX/qECSfHudGPzeumYhBcbJw0NEFafS5/OoND6PdaZUkVhXgQpNF6UuCtaG0kVhlYhVesrrotLUNioQz1pk2j47uTVQQIWjtBndHPisJJebbpRyidS9ZV9Q6XCBU4mVSiUsFgtvQWr9LPandY+5ANkvVEzsO96v3+97Gw/LDOmc03m0WCxzU/m8QqHg1TyzmCDnuM5TbiRKG9F78KAR/RxS3HbM+I723a0StnSWwWDg5rz2AWvGKabI34cgDkv9UZnP564G3Ca5E0osl8uhVqt5f1P8IOTb22ii7QALiForwd6LC4ILNsmqsNiEnWzz+XyNma0LgL/jpNHIFL8jPqP1wBSPyOfzmE6nnsVhcxstaLop4msxIGsJcUEqcG1BXtvHajkRN9SNxEYaVaiwLJ6ioDMQtqhU2D62PYn8SqWRNIds+wqFgmfVhPIEbwumKN6lCpfCQInODdsfyqVL4v7Z9vAdx+NxMABkPQJ9N92YbNWL+XyO0WjkFBs3bh3zEF5m+0U9nul06pRYErEbSDGxVFJJ5Q2XO2GJAes0BrszhUxNYLmjqaVj+TL8m+5AtiyMms6sWqphcLXctCIon293v030hxDXKsTR0WfaFBDyd5LC47xGI6jWLc5kVty34XDoWQP8l33CXVvxE93VWetLLeb5fI7hcAhguWuH0m6UO2f77GWY6Na95me6whbz4nNp1dk+tmNjKRfqbtv+tBkdainzNxZisPNKszjse9PdtCWl9fk2B1jXQblcRjabdWPLMWeE17q4FsaZTCbo9XrodDoAgF6vB8B3Q9VbSMJsN1GNQhki/X7f9U+S3AklNp/PcXNzAwCeTw/AdbJOIA3VcjHZ8jyhNBvexwYOiGMBq9LGVgFQrBlPk58DZsPolv9kAX9VTnyn8Xi85kpYHErvFaIzqPtl80P12Xq9VWJJZFAFmIHlghiPx9795vNVqWNSFFSJ6QKzbqFVomxfkjLjpsS5Yosbcjxt4IOuj9347ILjAtX2jcfjNYqGtsdypuw80kUbcsd5jeVNqdiNWpWY5ZFxXmvNfmJ3wBJGIb+OfaBKr9fr4fT0FCcnJwCWY14qlRwMYxW95TaGOGl2o7WiY7TJnbwTSmw6neL09BTAagJqtE93raSKBBZEpISAee1snspC39tyb5Laazk9lmelwLgqRf5WsbHQIg0FI6wlkxS8UEBcr7MEXI1OhoIpFp/Q97HRTMWI2L9WiVnsLylYQ6tOI2khS1JFn0dR61rbz3dVjM0+T4V9n4SThvDIUBs3icUvubmGrC19h6R78D3Yx6PRyMMxJ5OJt3Fx06ESK5fL3ubebrfx9OlTPH361N2/VquhWq0CWCkxSgh3tG0M4ahJ75SE9QEpJpZKKqm84XInLLH5fI6rq2UFa8vxoauwSSNv0tLAet6bhn+5e9t0DCuWjW6riCpdwbqvuotPJhPMZjPPStCjukLvxV05yZ2yfRPa9TYynl9YQtYl1naoq8LTg+w1aoEodmgtO4uX2HuqBQCsn+Adeh97T72W9AnL4tcxUUuSEWMdc5u1YbHSTeWgiLnabJKN1sWLPrQWqnX5k/ojiqLg73WMtc84xtpm9Sg6nQ5OT09xfX0NAO4IPrrw2n/sc4U0Qu8assS0/ZlMZu2cy5DcCSW2WCycOxcC5W1nh0Bf+xuKgrkA1iaBpT7YwQB805iL1eIfeuyXtoUugKWM2Dr6Frjnbzf12aa0JNt+2z/WpbaLMAQ06/Wb7qe/AdZpMMpPAtYxOEuetUqM39k+TXLH2f96EIctF21Tn+yZAhps4Php/yjdwLr3fCdLxbCBGOtmb9ooksbezlW7EVrRNqqSJMapn7XMujU27DPYnxpws+sy9D5qTJTLZS+VLEnuhBIDkq2K0I6hOVu3cV0IMoeAQ15v8QjddW0U0C5YDppGzLQNdkKH+DJJGMptmFESUMz26GKgYtJnWozH4i8KXG+aRBaot9Ffyyuzlgn/pkRLi2+FTlLS4Inlbam1zb5i+6igLNC/KSvEBgbUyuBvrNVh51Voc9P72fbrmPGz7VdKaD7YTcUqMst3VLHRyUqlgp2dHU8Rh7h81huwBGkbvVSlmM/nHVm2XC57uZgb51/iN6mkkkoqb4DcGUtM8RK1vG7DQiihsDSwokRo+oY17e2OpFZNyNJbLBZrVo+axUwtoljLLkmSsK1QG/Re1sq0Jn+xWHRYHIC1f63YNCgy9pMwIbXA+K/2aVIpI8U7FP/g7xRvsVakSuj9LadK07IsHYBWqL6vjhOvs5aatdat5WXbRGEFDo00Mp8SWJUS0iyJl8k9DPWN/d7CMkpjsbmemn2ytbWFVqvlRTv1fvadQ+2wXEJNfatUKqhWq84SI+VDr02SO6HErMsWCrXqhLGlj21H2gmjeIW9JkQaVSUVcg1CrkiSAlIaA0VdPZu4zffndfpMNc1DaUWKtSgwvVgs6Qckn9L1Slq02k7+3vazdXE1+ZiuICch06is0tBkYUvUtLwsfb9NeBN/a8P9tlSPHU91mfn/fF+bokPIIURcZv+GNh72z3A4RK/X8/hwBMqB5QKu1+suvQyAw4yTcEeOkcWAreJVZRba7NUF134tl8toNptem0Ob4CYgX9vDTUXdx0ql4gV3QmszJHdCiYWImHbBqFjLxlpCIcBUF7TeP5QHaL/XNmgiM6+3WIXiPXy2tRYsByoEpCftqnaiWuXH/qEy6ff7uLm5Qbfbdc9uNpuO48PEaR2D2WzmWUIWE7JilUqxWMTW1hYAoNFoeJOeDH7242g0Qrfb9YIj+n5xHKNarbrNy1oy1nrmNaqUbMK19mMul/MwNSoxG3DQMbWBGAti2wOTF4uFU2LX19fodDoe5rhYLNBsNgEA9XodrVYL+XzekcBp3XOMLa+KeJd9RztX7TxU3piK9WhyuRyq1ap3NqfFVXUdWCyb/afWsFY2oaVvCcy2nSF5ZUwsiqJsFEXfiaLof3vx+XNRFH0ziqI/jKLoN6IoCp8Zn0oqqaTyQ5AfhiX2F7A8OLf+4vN/A+Cvx3H8jSiK/haAXwHwN1+6QcZMpWunu2zIMlN2ue4It2EINlRs3TRaXptSULTuEsuRWDfS7iS6q9MKU1M9FJK3R7DZ7AbbP9xd2+02Li4u3Od6vY5MJuMssEKhsFY7SsVy9dgPNvytlmGpVEKj0QAAV6GElh3bp64SrROOQaFQcO2rVCqoVCrO9bAnV5FjRldkPB6v0WBsKR8r6h7biHaoyob2h/1Mq5DttWVsNJ2G16ulW61WXSSQ97y5ufGewXtYiyspTYnvbrlt1muhsC+Vr5nJZJx1XSgU1riA7HfeK2SFaZkjreASyqJg39i2WXnVI9seAPh3APzXAP7zaNmiPw7gl15c8nUAfxW3KDHtcE5IrcWkrgJD6/alFGPSUHISIGgnrOWNqZmrhFQuXCbA9vt9DAYD1z5iG9a3t8nKtv3KQ4qiyJUEYh8oQZbvqe9scbbFwk/otkpK8YhMJoN+v7/GmeM78Dq7SG37+D2/U0xM8Rb2N93bbreL0WjklNxoNPLwIPatJhvrYmQ4flOuqQY2uOkpkK7vxzZSOP4cn9Fo5Ln/3GiV8KwYF/MLFSvc2try3FdV0jZNjb9lqpD2sa4bGwhQCoPFl7iOrJJIqmGnieLAck6Mx+M1HDQpWMSN2W7e+ny7JjR49NqUGIC/AeC/AsBiYLsAOnEc802OAdx/mRspPqGAr9XofDFd8Pa0GAX+Lb/GAvHEMmyBN7VSbJVVVRCDwQCdTscNbqPR8BYIlREHYzgcYjAYrFXCUGuPloeNBNmopE5KtcwKhYI3gVkUkO/IfE3tU60VVS6XHdDK/pzP/aoUev18Pkev13PvyEXP79vtNi4vL11FAm5aBEEMENEAACAASURBVKtZpZWLWN+Z91fLZrFYOEWi/af1z1h9lfdqt9vunlG0PNNhe3sbwDLyViwW14oC8H6sHKtzSJUiFbYmT+tGTEyUn7e3t1GpVNwcIbBPTAxYWl7j8dhZp9fX1+h2u55HoH3MdWKxWbapUql4itluWBQ9Z0DXIYNFupmHcD+K5ZDZZ3Ed2uCRFnG0wZok+cxKLIqiPwXgLI7j342i6I/xz4FLg4hcJCeAb21tedn0NkVEK40SNLUF+uyhC5YOoBOaaSYqugNtbW05F4i7nU2dsZEyVbQ6AIzC2Gim3SF1QrIPuOiY/sEJFsdxkD2t76KWFl3cdrvt/Z7WJBeohtP39vacEptOpy7dBFgqMVXELBfNPmafccxubm5wdnbmnqcKl1IoFDxLRIH1+XzuKZXxeIzRaOQVzCPYzv7P5XKuPf1+HycnJ+79s9kstre3PeuhVqt5lpFawnS71JLkOLF/K5XKGllYlb7K7u6uU6R8nvbH9fU1ptMp+v2+s1avr68xGo08crWWFxoOh175HxtQCsEyKlQ6nGNbW1uoVCquDweDgecRUXGrh6SK3ZYiCiktuwZVUTEwpBtTkrzquZP/bhRFfxJACUtM7G8AaEZRlHthjT0AcBL6cSwngLdardvPZUollVRSCcirnDv5lwD8JQB4YYn9l3Ec//tRFP0vAH4BwDfwkieAZzKZNdOVYkt8vHieZ+mov8/PqrmJJ/DeGp7njqJWyNbWlsMxoijyrB6WJlZ3UXdtYL0Uj7qOBJgt8XIymTjLS4MUbL/lBFm8Y7FYOHdtOp16nBuC5LQMBoOBs0iBpfu4s7Pj3mlnZwe1Ws1ZOufn5547xt8rCKuYFt+Pn7vdLtrtttvVM5mM12fEmzSw0Ww23TtXq1UP47LtJymTllGlUnEuMPtnMBjg4uLCG1NKFC0PyOCYswyN5tsOh0PXv71eD3Ecrx0Rp5Zit9v1rKhcLoednR33PnowCS1PWqqXl5dot9sYDAaunZYrxzWgc0TdMfueg8FgjQun/EC+K9vUaDQ8sin72EIMVmyalOV/qqglVywWvTp15XLZW1P/osmufxHAN6Io+msAvgPg12/7gXJS4jjGaDTyQGrAr+KpQneRQtdDWdWWKQz4SbbVatVNSGIVyrex7qEF0YvFooc/XVxceAcwKJ7DwdH7WQlVJlWe0WKxcAxn9tnFxYVzlzKZDBqNhoskxXGMbrfrlBInNH/faDTcwmcfPn/+HM+fPwcAPHv2zHMfiSmq66L8PAWE2QdKlKQ7aSemKg2OC8dEcU9yzNQ1Go/H3v0rlYrr236/j2az6VUJ5WEi/H4+X1URbTabHm5I145KsNvtOkXM8WIwgm25ublx49HpdLxAB6s/sL1cwFT619fXOD09xWQyWcOcLK+L/czxsRFBdbHz+Tzq9bp7R80SoLtsMxU4r4kbauBAa+orRsr26rq20Ac3Hc5RYsA2Ys2NwLrkKj8UJRbH8T8B8E9e/P9jAD/zg/x+sVg4KwFYJ7opqEpfW0PGLLXLz4VCwS1YtXCAZWeWy2XXqVQGSexxOwjD4RDD4dC7p0aJFKsBlhO2Vqu5CU/Al+97fX3tQHdbSFHbrIt4Pp+jWq26CXlzc4NOp4NPP/3U/VYjrvP53LMMBoMBSqWSUxKMrvKdzs/P0el0cH5+7tqoE5oTUKObalmwjzlBoyjC7u6utysrXjMajdDr9dzziYFy17clyPk3jhk3KT2ubLFYuP6q1+t48OCBh/Ep6J3JZLwxp0JQTEytnm6360WLiYlpYEKtKAaC2P9K2uXncrns5hB/p9ivRuu1/2zUzpJPrVfDdcONgfOQhoBG39VDIi1H5znXAn+vAS1apjb4pDji1taW12e9Xg+Xl5cAgLOzM1xdXbn7W+NFJU0ATyWVVN5ouRNpR/P53JnqIT6IWmLz+dxhFsAqFMzdK5PJYDQauXSNdrvtok/A0nVSd9HyV4bDobOO+D3NfWBl2bE99Xrdc5WI1ejOUSwWndXUaDQ81+Ts7MwLkwMrS0ctHxJHAXg5eMByB1MeGNNy+I6TyQTdbtdFGGezmaMhAKvIl1oCek4iI3fqLiqmZaNedIM00qW1oWyaDsdKI1u29I5yhgaDgef6EAdVy86SlpvNptv1NcWI1/f7fe+Zejguo8X8HMcxBoOBx5vj4bEAnFWlVg+tYT4/iiLvecotJFwArEfl9JmaH2vfibQZzhWNzrMP1VIjwZhzbjwer8EqGkGnN6IYmEZo2T61ZlUYfVacttfr4ezsDMByXVxfX2+MSlLuhBKbzWauxj4TT5UoCayTUynEGhRPGY/HrlLs9fW1pxDIMbJ5a5zg19fXODk5cS5hsVj03E0ODJXS4eEhyuWymySdTgedTsf9Pp/Po9lseqDuzc2Nw1+oQCx+oJgMa5nrgKqiZh4eFxHdO8W4rHuez+e9NqupTxdbeVM2gZl/B9YTrOlq8X71et1zHeg+s4+ohHRBWvdQAwnEk3RBa/s4brY/1bVhgIbvMZ1OvQRs5bGFKB28L9/fBptCtcYUpNd8XdIxOH5accNSIqySYBtsfiv7VDd/9h2w3NwVnCcEwDaxDxSTVsjh5ubGzVtgdQI43yGbza7ls/Z6Pbd539zcYDabeX08m83cuu12u966DGHHlDuhxIAVDjAejz2yKf/VCUPyIbCezkA8hS/faDSws7Pj8JnhcIiLiwu3EHO5HLa3tx0+REuLuyYZ+bor7+zsOMvo6OgItVrNRZYAeKAt2eS2zAz/LRaLXnoMsFpUSnZVQi0xHGW8a19Rqegum81m3TuSU6UJ57prsoqCBlOUPBri4tmEa2KBAJwC03QjZbxbQJoKiUqaSllL/VgloSA2eYAaXdMFVSwWvcND7EEmTH3jmBKzY3v4d86xra0tNJtNt7EVCgW02223UTEdR5Wu4lm0zEK8qaS0G1qeNtiiPCzFtNinVBoWY9JUOcpsNnPvwOCHBofiOPYOndakf5vlQUvr+PgYwBJ3HQwGa/xLLTqg0dBQqhglxcRSSSWVN1ruhCVWKBScu8XIGVMwms3mGvPXhteptYEV/qTsaobMAeDk5AT9ft+Fv8lnotVArIc7iS13A6xoFfy9+vYMrfNzHMfo9/sufaRSqXg72M7OjgtP23pa6u6Qa8Tnj8djt0uSza8mN0u1ACsMTF1zm6umPCxaOvx9v9/3civpZqglpb/f2tryEqpJD1F3VKOxTGTmmNLVU3fXPo9t5r9qadHqU7zGJh9XKhUvkZxJ8Hx/tcbb7Ta63a4XidME9VqthqOjI+zt7XnvS9dI8VWObVKGh16vOBzvaUvxaJvUpaV1qjm8ioGxRhrnPSEPzVRRzI65luwjMgIsjqs0E0I3wCprghHvs7MzxHHsZWlo9NRSSF5n7uQPRQqFAh49egRg5RqxM/f29lCtVt1LML2CHUysQpNrdXCy2SwajYY3kZTHZE14YkOKBTAhG1jlNXKBMhxPM/njjz/Gs2fPvMkCwFvgWvlVXWcKJzv7ghibJv+qkrHJvfybVmGweWuhz+zDXq/npYgwQZtCd54LiBypJNOf+JYqLUtWzWazHphtT9IJKV1NebEcJQtaK+YI+LwjxWD5nbpexFCV7mCLGKr7vFgsHIygz+dnO37sf5uKZvMPFVfj++m42IM1LP+Sf2cfsW4+AAe5qMFgOWfk77EPtDLIdDrF2dmZ26yZ9qU4ovLKLG+MATq2l2PAcU1KLAfuiBLL5XL43Oc+B2B1qoqC2pwcwHJB3dzceFGS6+trdz0XmEaGNKeLu6767DpwtCp0l89ms64N9Xod1WrVW6gKsl9dXXkF72i18X5c+HqyMfEo4gn1et3LFWTGQQhQB1blpPXvdgIqx4e7qi5yXQzj8dhLQCfvSjEzGzWygQlVCsPh0MOESKxUS0kxM9smKlW1VixnSTG/Wq22RlbVjUutSt5LE/DZ59ontVptLddRiZuj0chZXrwf5wzxNg3u8O9sP7FX/bv2Ga11i4HpvG80Gp6iVGH/aQS1Wq26z9VqdY3tr4qVv6GSpLVNIcmbGy8tWeVMqjXNNaEejb47MU4bTAlJiomlkkoqb7TcCUssiiIX2bG5jUwHsRwmcp7a7bZXYYHYEDX7YDDw3DW7a3OH4i7E56tpz78Dy122Wq2upUsQw6vVap6lyEgYhe4w3QK+azabdTt1oVDA9va26xNG2xSTUpeXVo26Wxpts7ierWlmo5O0Wmzak+76ytXL5XJefikrWNjdU5+v31s8hPiN1vvSSBvxQI0wM/8TWOX92fpfis8oD4z5sqGoK9unNBlCCpTBYOD+4/X6L61M4qCsEMH+Gw6HOD4+dvOYliNdQrbFjonico1Gw+VkckxZWQJYZ9RzDvP3dBdt6hg9BluuvdFoePmV3W4X+XzeYV62Ph9pN7ZvlEajliDxN8uhDMmdUGKLxcKZoSRqqqujFSwzmQx6vZ7L6yPoSqGrk+Rr895KvAT8ha50AdIZ+H2xWMT29rb7PWtvKX+G7QaWSk3rRHU6HXS73bWUFHX/uEg4Qba3t911wHLglXfFFBDLQ0oiClp3SMsB8bMtf6RA+Wg0ciF19p3mHpKSQEXPBG79vbqHVmkocZm/L5fLrj80zYy/034m/UUT0ieTiQvmMLXl8PAQwNJ9r9Vqrn+5aeqCVsxvb2/PG9N2u41nz565sVe4gp/V/WWal+JXyoujcg7llyrVqFqtotVquXdWF3IwGDjuFfuI1BlglcNrNzYrimMC8Oa95u+Sh6fcQNaRY3v4TnwPJeMSg9X31WDRv+gE8B9YFouFe9ler+dZXsAKWAWWC5xF7oAlWVRPo+EOzutpFSjHSPEdDqQqTRspBHwguFAouIWys7PjRTPr9TpGo5FbcDyQgwvcKrFKpeIWOychAVEW7avVat4i6PV6rkYY25PNZr2JokqKoLiCu7qLk1OmmJViGQTOubjsIiWmo5uJMuSB5SIhv4rRZGWo6/M53mo1ML+Q7dV/2Y98n1Kp5GFq8/kcNzc3Lrf08vIS29vbrt8fPHiARqPh5tT5+Tmur6+dVVEqlbC9ve2NcbVa9TA9LdVMXqAF5TXB22ZQMB+T/cG/qyjWy+RpzpFGo+Hxumh5ah4midv8zDpwwEpJaWEExQmJo1KGw6F3uAvvqdbwzs6Oi9gS11SuoNa00/lG0Tmf8sRSSSWVf2nlTlhi8/ncWWJMyVGtr6FclupRzExra9lQOuCXuGZdb93Nbb103TWtL04mvY1UaZqT7jh0Z9lepgMpHlStVr28M7LpeQ2joVqO2VqPURR5XDdbUUHbRJxOMwAUc7O8NdYKY1+Uy2WvygOtLO7mdDXV/dPva7Wa5/7QYtD8PqV4FItFD/NjmR61WDQia+kEALx81cvLSw9i2NnZwcHBgbuW0UZrHagrlclknBXDCiF8HtOs1PVTy+709NTLj6S7q6WELBxAWlES9YfusJ5Pqdw5zjO6wfP53MtCIKap68xGOHkffn91deUx7m3ElmW4gVVVD2UJjMdjZxkyzUifo2O6KYfyzigxNSt1wfB7dTU0R06pFMAKf9DBs0pDXRMmjCvxUXlHi4VfryyTyaDb7boJSfCVC6TT6Xh8Hvr+lFKphIODA68MC90P5eDk83kPp1MeFRO6tXz1fD53E5qkRW2D0laoZNTl1vA3lThdE7oNWhNtZ2fHTUAqNXuaD8eUSo7uW7PZxP7+vmuPlgni7xUzIybK9vE+FGKCOmZa+4plh7gQJpMJOp2Ocx853xSjUwyMlA3dZNS9IdFUy8woKE9sh+94enrqEax3dnbW3CW6/JZ2QiH+pIUcAazNGbaZpZuoiFnqWktQKa2EgQrd/O3ZEyx2CSzHWCEOUqMUA9P6ZfyXGwFzdTkn2Ie6bpPkTigxWlfAej0uxXWAVR6aHsoA+Cfh2EMj1CoBVtYQ76eKxp5uRIBUyal6Px5yQZIfOWI6GXTBF4tFHB4eehgeIzFUzpaQOxgMkMvlPEtJFS8tQy5ukhaV0T+ZTNZqpmlkSDMEeDo1+5i7PN/h4OAADx8+9IB9Fk5kn7CQIMc0m806a+fBgwfY29tzfWQtJyYfEzM6Pz/HdDr12OXcTIBVTXq+/2Qy8fJlm80mZrOZCwY9f/4cV1dX+PjjjwEA3/3ud70xY+7t0dERADhsRw/20PppjUbDW/AkaWoWiY4vK47wexakVJCb/6rHoRsZNwIC9Uye1iKCGjyI49gdPgKsrD32aRRFXpaCPfWcGJzit2dnZw5npDJTxdxqtbzoJyP7wCrYo5F79cB4sIrWlEuSFBNLJZVU3mi5E5aYVgygGcvdiHwoNfWVU2WpEuR82aqbysDX+mR0y5TprHWT+v2+V5uLOxKjk/V6HZPJxLM61Jq0kTZWzFA8iBFWLc1r02IUg6H1RykWi2g0Gm5XzufzGAwGXnnkxWLhcXoUYyPlRGko2WzWhe85Fuzzt956y0vl4vjRchoMBhgOh15k68GDBw6PYSqZDa/bGlo2d5Fj1G63kclkXB/zubT0dnd3Pfec1ILd3V0ASyvm2bNnePz4MYClVdDr9ZxlNRwOUSwW3fsyesnvAb9KKS0UtUR5X46fYnzMKmH/7u7uujEDVlxIde9oCXNeszwT50y73cYnn3ziPAJabUq7uby8dL/f2try5iE5ZVoah+8JrDhpnGO05AmjHB8fI45jZ4l1u11cXV15fErl4tFF17LwzNEF4OAHRjdD+BzlVQ/PbQL47wF8Acuj2f4jAB8A+A0A7wD4GMAvxnF8tek+s9nMO05MfX8ClOoeVioVj1yqmBoXqw52vV73UnSUBEjSo+IZnHzAckGyY4FVuWlOcGJPCjprfXXmCVJIBdC8R+bisY08y5JtJFnS1suyGAyFmBwX98XFxVq+pLqWbLcm32oSPgtJKh4yGAxcMObTTz/F5eWlWwDEuJTsqfgNF7UqZfYNn6fven19jefPn7v7kaPE92F7Nd+WtBRgRbjU8kmaJvT48WNMJhNHV7BpQkdHRx6lghuTbpyFQsFTOArME6Tm+5N2Q56akpwBeAe+JOVOcvPjGH/66ad4+vSpFzxR7peSr9nnChFQKSlvMpvNenNsNpt5BSw1IZ19pqlew+HQS6HSd8xms6jX616uJGESXq/A/iaKxataYr8G4P+I4/gXoigqAKgA+MsAfjuO41+NouirAL6K5eEhiaJESe4wNgdMNXa9XncTMpvNotPpuN/P53MPsKRfrZ2ntZyotJQcu7W15VVMUICVVphGAtXXB+ApHOIaWoWVnBkKI0d6TuPJyYlTEszbUwY58ysBONCe35dKpbXDUxQYV4UOrEd8CWzz/jw8hdfzHEniIc+ePcN0OvWsX+0TAusK5M/nq2q+xPw4ZrVazTu8lXiVHlabz+fdGDDoQEuMVp4m35PsCQD37y/Pcz45OXG/v76+9nh29Xrdw6xoKXAMVcnS0tY5a/EofT7r0bG9jUbD+x5Y4UM6TzTgxT7hZ56DoG2wDHxLmFYPg/2rwQgbIbXBl36/7553eHjoWa+MqNtgEvvt8vISw+HQKXYqXN1cFSfclAD+mTGxKIrqAH4OL04ziuN4EsdxB8CXAXz9xWVfB/CnP+szUkkllVRuk1exxN4FcA7gf4ii6F8B8LsA/gKAgziOnwFAHMfPoijav+1GakXUajUcHBx4eIJSJuhKUoMPBgM8f/4cT58+BbAqR62ntLRaLYc/0A1RCofWHyOzmWY6GfZaaVZ3KHLAdAdT14tVN2hVMRKq5v3+/j5qtZpXNeLy8tLVGx+NRl5dNUYuNZpmMRqlAaiVyXfQShxME9Ljt6IoctE8YBUCB5bu6ZMnT/Ds2TMA65Vj6YqqtayW5unpKQaDgdvZmTfHPmMWBPGUvb099Ho91/5Go4Hd3V13/Xw+9/CayWSC09NTN4bEh9SyOjw8dP3FyKJWLSVthPdXmIPsfK0Eq5CEjaiTB6e5puptcL5q1Ytnz57h8vLSzUt6A8qlGw6H3tGArDLMNqulxnWkn20OaKFQ8KrZWkvO0nDm87mHG+qY67mdvHc+n3eYHXFf5b0phEFaVFIlWpVXUWI5AD8N4M/HcfzNKIp+DUvX8aUkiqKvAPgK4Jd2qVQq2N/fdyCshmCBdfcPWJrGn3zyCYAlwKglRra2ttDpdJwvX6vVvHAtAUcqRaaLcLC63S6Oj4+9srv1et2b4MpjYxkaPTOR5aVfvDcAPz+QE8omLLOdfB9VRsojY3llnaCaF8cUH60dxdQcYJ0WQveSSoALiAuKLrEGH5TXxSKBb7/9tusDJat2u130ej3vOC7FPYk5EtR98OCBey9gleysz9Z81ouLC7z//vsO8+L99Ag5/p1jqu7wfD736s0Ph0PP1VM8j6JKLpTnp8EpwD+mkLw7VcpMqtc6eTrnF4tlkUSuDx5Lx8263+87Ui3HgNQVim4czEdVWstgMHD3I66nMMtisXBK58GDBzg4OPBwVVX0LBPEdaZFG/h+lUrF4ZKFQgFnZ2fu7A113628ihI7BnAcx/E3X3z+u1gqsdMoiu69sMLuATgL/TiO468B+BoANBqNWPMAWbMcWHGGNIveDqZiTp1Ox7OMcrmcxyzWiMyLZ6PVarnnFQqFNRC83++7yUTOF9vD2lRUACQEKrM5m82uWU2WTc7DOoClYtvf33cDyh1O8Q5VKjZayR2UbaRS5Tu2Wi1vV2T/chGz5hoXfa1W8xY1a5vxHW3CdKVSwcHBgasRVy6XcXFx4SxLRqAVxFUcj8RZPv/w8NDDhsiY5++r1arb9IClpaeFKYvFojeGJILaSqtc0Mw24ILv9/seT49VNPh8biKaL6uROEa7FZTXSie5XA7vvPOOFw2+f/8+zs7OnGXEA47tGCuZ9ejoyCn88/NzXF5eeknwGqXn7znn9vf3USwWHYl7OBzi6urKs371+fa8hb29Pezu7npZDKzSTNFKKOSNUalxfnLjyuVy6Pf7rj2bDs/9zJhYHMfPATyNouhHX/zp5wG8D+AfAPjlF3/7ZQB//7M+I5VUUknlNnnV6OSfB/B3XkQmHwP4D7FUjL8ZRdGvAHgC4M/cdhOm+rhGiZlLU195V8Ph0KMjME8LgHMr6JsT+7HmqJr8ysK36Q0047mjnZ6eYjabufYR29C8Oq1GS9yB+BFPjdFa5gC8M/YKhYLH6qclpZaC4gVMK6LYsDrxMn1HZYNrTTM+j9QU9mmj0fDal81mnaVEXp+6LoVCwduttQoCx5B9SooJ75fP5708O2J4Oge0fFGz2USz2fQi1OpykoajVUf5Hnyelmqu1WoOJ+SYK3eRkUxNywLgLKlWq4W9vT13f5YX55yjJaelfdQdzWaz2N3dxeHhocNS6Yppji//zjE6OjpyEU/icJx3tJA4T3n6kFr7h4eH7vdbW1vo9/veUYhag86WjR4Oh15+6snJCabTqbs/cVy6+IPBwNXNA1algdhnNitlk7ySEovj+J8B+FLgq5//Ae/jGhs6uHUwGDjf+Pz83MvBouvICQSsjnUDlhNUE76z2axXk94u6Mlk4pLC9X5cQJ988gnOz8/dAjk6OsLh4aFbgAT19VAPkkuBVTje5m52u13PvdGzLgka67kByl2ja6ScHeXw2Bw8khrJZev1eh6XzeaXEmPT54fwFC1Nk8lkPPKr1nDTQzqA1QLlArm6uvLcN5ZupmuxWCxr2CtRU130nZ0d7/iwXC7n1Z0jJUMpIbu7u9jf33fvpyXHh8OhgymAFUFaNwEWTmR7qtWqV3iz3W678WBBSC0PpZyvi4sLt9gVv1UXlsU+uVk/fPgQDx8+dBsP08CePHkCYKmIp9OpayP7k+9IV47fP3z4EIC/2duim+Px2M2h58+fuxLV/Gz5mOPx2HNX8/m8+/1wOPRS7YbDoVPgth1W7gRjn2A4sCqQqICm5nSdnp56VgAjRcREuOtqXqFGCxWn4L+6yEn64+Ay30yB/MVidWgElRInLJndHIx+v4+zszOv/roqKN673+97itsWnLP1wawlpVUv+BwbCOD1rBRCS2M4HLpJBIQPXrVF8/QkHWItWvSPmQvAisemyb/KJiePixgdd3w9uOT8/NzNgUajge3tbTeWs9nMA9pbrZYHMlPB8v7WMt3Z2cHR0ZFbwEywp/R6PXcgjL6f5tMqgbndbqPdbnsRba2vxmKHes7DJ5984lXZsJYIE/K1jxRHYxaFkkMzmYy7nopWx1TJqE+fPvXqjzEYwudzfG3hTPYTf6+FFPSUdI6p8iU164KWOdc1q2Toxp4kae5kKqmk8kbLnbDE8vk87t27B2CV0kIzs9lsersgsAovA6sqocQzuANwh2Aaks0A0DIrtmpFu93GRx99BGC1w9DSY4UIxVvU9WLtcroGZLbzMzlQWoqY4WjlninthOFtCjEyWot6Ug5/X6vVPFoII3p8pp6jyOgav+dxY2q9klYBrNxR5fbpSeaMnNpy2XRHd3d30Ww2naXGsji0VpkSYzE7WnK0xLQS6mQycWNAnEXxo1Kp5OYIQ/98X1q9fF9inrTMrq+vvfpamUzGS/UiPYJzlnNHv2elU76PRoMJl9AS07JJes6j5qfm83k0Gg0XjSyXyzg9PXVz4vr6Gnt7e869vLi4wOnpqXf0oEZgLy4uPI+DeZBaY382m3lUJGUFsJ6ahW0Ui9Z5vLW1hdls5h0L+Mknn3iZNSEqS0juhBIrFArOLKbvTAwMWLlPwIp0qQvG1sbiYbHAKlyvFAjlcTWbTZdWA8CRDFmm5fT0FAcHB/ixH/sxAMtwfxRFHsdJOVDMo9PwvILCJLsqKFwqlbC7u+vwjVqt5uWNsSwK20iyL/EF1nXiO9tcPFIGtLQPD8tQ4e+r1Sr29/fdfVg+nGPS6XQwHo9de0i5sCXBtbwS3Ru2j+VpgO5KVwAAIABJREFUKLZUsuWdab0vJkJrXh4DPADcmZhU7Cydw/eh66LBpOl06lyvm5sbRFHkwv0sOW6PUuP7NJtNV18LWOKmLAcELJWqgtikNyh5mGPJ+zFtiLgQ+1jXAd1gyne/+103bzOZ5dmrn//8590ztCS2LTEex7EH4+RyOezu7rrPNCR0zmhakU2DIulbYRiFOPhsxaL1sBW6r0nFSVXuhBIjgxmAI0Gy866vr70FkMlk1oid+lmjVsBqQej13MmB1QRTrKDdbjtOE7DMtfvJn/xJ9/9XV1euAgLZ/MpkVpIiF6Oys7VA3nQ6xdHRER49euSsUSbEa9G+QqHgLAOyyTkhT05OMBgM3K7LKhoKCitbWwsYAqvghwYjuAj4WQvgPX361Ese5jmVaqkoTmWjeayQoXXENIOAxfGU+Njr9dyC5mlXijlpTbrxeIyzszO3IHZ2drC7u+vae3l56SXYM/JJS/Pi4gK1Ws0laHMxay6mBko0MZ3CTA32d6FQcOMD+MA18yQZGbx37x6iKMLl5aXrM461nu2ppOzhcIjT01P84R/+ofv+0aNHeO+999w7f/DBB27e2cNoLM5aqVRwdHTk+vj8/ByPHz92ip45w7ZCshKsObYqNhdagzNqrKhFeJukmFgqqaTyRsudsMR0V2MZF+5q3Dm0NpT61sz0V94Ky4QAcMxoNWP39/edGU4empaXvr6+drv07u4u3nrrLbz11lsAlq7NxcWF2yFJB+EOyTA47zebzRxmBKyY0cre3tnZwcOHD90zrq+vXUQMWFqnxNKApel9dXXlchuJJWnInlYFP+u5kMTAdLdUjMa6vIVCwTsnkrXZOTbkZdm0GrafKSy0PK6vr/Hw4UNneZbLZbz77rtrZWJoeVarVXQ6Hbz//vsA4Nj4tBQPDg5QLBZdn3/44Yd4/Pixh//oaUUcI74f8U79vWZxME1L+1d5b6QIsf92d3edx8D+0nrzxPvUVdIj5/hvv9/3oumaHlcqlXBzc+PwN3UrOcbz+dzBND/90z/tVbdtt9sYjUZevqu6uPl8Hnt7e/jxH/9x1+ftdhvHx8duDO/du+dh2e122/UprSrFeTWCbavYqqcErCxOjtnrLMXzQxE1i5lwrZ2pKSZMetWSHep+8mUtEZGdU6/X8fbbb3ukwE6n4xbY2dmZw0SAJRFRa6Cz2JuWktZ67r1ez6sZH8exdxDu22+/7aUQffrpp4iiyDvyi66NpoyUSiW3KC4uLnB8fOyVBOZhpuwzPWDY0iO4CNknuVxuLW1pOBx69dMvLy89V8CW4FYKiAWlieewz1iKiGN4//593Lt3zymlTqfj8jk5RlqKhxw1Yk7kNJET9cEHH+D09NSlPTFBm2NIjFRBZg22XF5eYj6fO8XAIImG+/VgD6YU8X48P4D9YXMv6Wrr++icZhoU3XqOKV04PvPk5ATf/va3XR/n83lXZmgymXg8skajgW636+b5xcWFl+ROBasJ5oPBwK2TZrOJx48fu42k0+ng3XffxRe+8AXXR9/73vccJseS4Urg1WAKa/DZklS6sZLDyT5KkjujxCj9ft+dGASsQG7FnGzdfO0sjfgASw2vwD0XOzuLSpMLnqeuaEVKDTRMp1Pc3Ny459ma+/1+36tlTsuRSqzVaqHRaHhYRxzHaLfbbkK1222XGQAsJxD5b8DSsjk7O3Pv8PnPf97Vc+K7c6dlH1xdXXmHsmoRRvar7oK20KRGiPl7W29LrQYdU5JDtcb8zc3N2jmZyq1rt9teVQlayMBSidbrde+MQw32kMxKpchNkM/nGHOBKymWY8Z2cI4A8PAjDURQKfOdt7a2vMqyw+HQW4SWXMzkcC5wFhi0pxNxbNimk5MTt9FEUYQvfvGLDsinUlWuYKvVcn1CJr/immod0vIlpvbw4UO89957+NEfXWYZfv/730er1cK7774LAI6Xx/Y8e/bMcdM4xtoHDDQpjqrt5fy0xklIUkwslVRSeaPlzlliNPs1emez9xl+BlbnOioPTPEfmtTcgcrlsscmv7i4WKvUSdoF28PTdigazq9WqygUCl4FBv6O7QFWURaG6mlVMPI6GAxcNOv8/BydTsfblbgj8xnE0oAl7aPVajm8ZDweo1QqOUuCPCQ+s1QqIYoir2yKtnmxWHh4DFN0+H29Xl87BV1Ts+yuySoV1j1WdyyOY2fxfPTRR3j+/LmHCbJvgFXJcT3tSJ/barUwmUzcmJMiwvfUfES2L5PJuD5+55131rJItDIK8UK13rUiA7NAlAOl84fRSJ2jpP5QMpkMGo2Gu4anyPMdSJFhGz7++GO89957jjemz+E7FItFh5Gdn597lWNtVYvBYIA/+IM/cJbaz/7sz2Jvbw9f+tKXXHv29/ddH7KKhi13rVF5rZnHa9RbUHdS23Sb3Aklpjyuer3uuW+j0QhRFHkJ3QC8CUBeDQCXCqETmIciAEuFqXlwmoTM+2n4P4qiNVdKU0aIp6i5r6F2WwudLojSDTiJuYjJuVJgWhW5JcNmMhkvWZd5fHwngthc9KxFpi668nDIyVL3plwuu/u1Wi1XbJLvcHZ25vqSGJ+WwlFaS71e9ygNrHfPz8+fP8eTJ0+8Uj3qfgHLRaiBCN1I6Hqzz0ajEZ48eeIdLKKuNA8G4ftQwdoS5Er8pKLnWGqaFgtvss0E+TUNiv0GrM4MoJBSo4TlarWKbrfrFRXUA3qBldvO6wF4m6ueG3D//n0v/5bBMs6pWq2Gq6srR9kgoZfuI2v4M1DAck6KwSlNhyWwklLnLDUKgDssBcBGZXYnlNh4PHYLjHl1emhnuVx2URBGUZQt3mg03GDRJ1fLTCcIOUu26ikXBK023p8nGSlHSNnaXOzKdtcFwkRivt/Z2ZlXBfXw8NCRVxVH09OeiVHpOZCtVssD1vUEZZ5ToMm3WsSQuYp6f62hz8RdnXAKhLdaLS/XkAqU37MOlNbCevjwIb74xS+6d37+/Dm+973vAVhOYI4b26tVTWkJ8rOSWIFV1Q0uCOaa8n2urq5wenrq8bl0TgyHQzSbTYdbstKvWtF6OC95cGzH1dXVGk+NlTHYXxq9ZXRZF61GBnlQLTmN7EOeXcA+0OouzWbTawMrjWh+rEZ0j46OvOACo582aZ1zkjglMbft7W0cHx+7aCVPNuK6a7VaXrVhRry1eKjiirTEtA913b2WGvuppJJKKndB7oQlpruaUiv4r54ZyFpP3MV4jqNWncjn8y5SxwoVtEKY3qEn6+j1rGukZVdUWL1BK7fqqS+2ogFZ0fxMnIBWzPb2NnZ3dz08gpYP37FWq3k5ZNVqFQcHBx4mM5lMPPdMXQWeq6nH3tEaA+Cd08l3UvfIpgHR8qX1pKdfsz0fffSRa997772Her2On/iJnwAAfO5zn/PY44PBwGE+AJyFoRFnbZ/yj4D1lBxaMbzf6ekput2uVy9MI9TsD62cojwvMvS1DVoVg6c+KeeqUqm4yN7BwQGOjo7c+HY6HcxmM++sUmDlXs7nc1xeXuLi4sJlDZA9zzGhtcZ5TwqD8gPH47FrI1PX9BwDpYVwTurZFvYcBJa8Zh/2ej2PhmOtYYVVOJ6Kwemxfvv7+2i1Wm6ek1tIvbCJuX8nlJiCzKVSCePx2GEBgM8foTupC0pN9cFg4CWWckKqe6j+NbElLciXz+e9PD5N8KarwglNV41KrNlsejllnBxalkbxJOI3mvTORF5OqHq9jk6n49o0m83WcEItV6TnYAIrPEMVqfKcaKqri6wALMmcXHTn5+decGU2m3mpW+QDqfu1u7vrOEf1eh31et25NszjUwKk5lVaXmCpVEKr1fKS8kmlYfv1AGPWotekfVUImUwGNzc3juzKQ1a01JCeyzmdTtHr9dz1lq7Ag3E1Afytt95yc4YpUQwwMC2Jc3AymeD8/BxPnjxxzygUCtjb23PrgO6l0mpGo5G7J+eL0mpYZpx9SGiE3yvtJpvNugKfwBKmoWLl9aqIyUXkmPO5msCuRQG63S6q1ao7h+GnfuqnUCqV3IbAHGqO6fe//30kyZ1QYrlczisop3WPWCtL6yiRIQ6EgX3+DlgpJXvyjAKiTNoGVpFSBb0tkA+sFj4rgCp7XS0Fkjr5fqwdz/tdX1+7gn087ITWIn9jd0ViepxgPP1b26aKmniXEoCVXW0Pg6XiphBr4fM5wRRXPDw8dAnTpVIJ3W7Xtefo6AjlctlN4KurKw8zswedcFPhot/Z2fEOw+VpRXoKvB782u/3vRr77CuttmuTizXLgeOnVsvu7u5a8EhBdh4uy/7UChDz+dyzJlndQSvfakWK8XjsGPJ8Bi07zlPiTVTkjMpTyZDnx3E8OjryovQ8tFlrwNkqFrpRtdttPHv2zAsO2YCT4oYkbysjX6sRj0YjPHr0CD/3cz8HAHj06BGePn3qTi1jxgDb/3u/93tIklfCxKIo+s+iKPqDKIp+P4qi/zmKolIURZ+LouibURT9YRRFv/GidHUqqaSSymuRz2yJRVF0H8B/AuAn4jgeRlH0mwD+LIA/CeCvx3H8jSiK/haAXwHwNzfdS6MwrBvFHYfMbVonvV4PW1tb3pFuums2m03v6Cnen0KLw3KZ1OfWbHxG7rQOmXJ8iF1pmRuNwkwmEy9dhCkrdB2JB15fX3uVR7n785nAig/V7/e90454X30HLSe9vb2NXC7n7s/cVOIpPAPQ1k/XXVXxlHw+j36/75UG0tLGURTh6OjIucwHBweYz+cuz4//T9fh5ubGVRMBlm6ZcqT29vbcuwCremoavleeGU+Etyf9KENfq5DSDaKVQKxILSXlcZFxT2v64ODAsfQ5TlqK+eTkxMttpMVBekKlUsG9e/dcfy0WC9TrdRSLRZcX+/3vfx/5fN5zoTUndzabuZQ5YAUZcEy2trawv7/vrGNabrw/eW8awWYeMrC0ni8vLxPPdWBWjeK6xFb5vWK1i8UCDx48cCWu9vb2XAlttqdSqeBHfuRH3Bgnyau6kzkA5SiKpgAqAJ4B+OMAfunF918H8FdxixLTgnz0zfUIt/Pzcw/YLpfLLhzOo52SDtmkq0Khe6ocI8XMiGdpOF4Poi0UCl4tK5rJWmvq5ubGowzs7u66ycYUHk2RIflWU62UI0TMx6b1cIJdXFys8Z6iKHLuCSkjyiPThGStzQ+sQFwuYvaPvvPNzY1zv7iJcMJWKhW89dZbrn3FYhGdTge/8zu/A2CpBKhoeD9dcFTA+r56hgB5Y1pKR8eegLBicoqJVavVtZpzOgeJ5ylZlQRhtr9YLDrOFACP5vPhhx/i4uLCKamPPvrII3p+9NFHePr0qVNytVrN4Yoch0ajgaOjI/cb8g0571l0QN9Za6gRSFegnnxE9qHmx56fn3suOV0/uo9ME9N8T4UYiC2zvfasUj1Hg33MQ6L5/WQy8XDLarXqlJwGCax8ZiUWx/GnURT9t1ieaDQE8H9heQp4J45jmgjHAO7fdi+1nHK5nKssCqx8dw4Oa39r7SyesQesqljweu7ICnSrlUI2tvLAFA+yRFDu0qr0lH1OMFXzAjWYwMFToN8mwhI45qS21ma9XvcY8JrjyM9aX525ilQaxOiUzKnkWWYUaPKuBitGoxFOT0/dImX/sX2sYqo14Z48eeJqsLXbbSwWCzcxGSFW8u7W1pYXXNA+ZOUQrVyr0VQqXFWCit8Q1Fa8Jo5jb6NZLFZnJJLHpoRbVjcBlgusWq06haDEXWBpGf7+7/++Z9WwEqqOryr1RqOBR48euTlweXnpzUMues3y0PYxV5RjbM+6BFYnFAGrgJjNNFElablayrjn+GmxUhvNzefznkXV6XTwne98B8Aqy4K/uX//PprNpju8ZZN8ZkwsiqJtAF8G8DkARwCqAP7twKXB2GgURV+JouhbURR9S0srp5JKKqn8IPIq7uS/CeCjOI7PASCKor8H4F8H0IyiKPfCGnsA4CT0Yz0B/ODgINbonpbOZc6Vhue3tra80r5PnjzxKrFqRQWa4dwxKpUK9vb2nOvA2vG2JIgyo7WqBU9f0vD9fD73KjQQ0wLg3AhaJdzNFEOjaHRQy6Z0Oh20Wi3HGbp3757Hjbu4uPDcPQrf4fj4GI8fP3bWLqN77NMHDx64uvzAKq1JGeTK8QGWOBg/M0KrKTI7Ozsexvb8+XOXwkIKjbZX05wsxYPWsvahVqWYzWZe9K/RaHgngrMihLoqStmga6X1whaLhbOCGB3X1Lhms+lK/WxtbXmcrFKphKOjI9eGarWK09NT5z7yvAF+zzQuLeddKBRwdHTk1Z3TI9AYTdSzNNUa5cn0FB6vxj5QignHSKEX4oCMONNSVOuVlSf4WXFVmybElCOua/YX1y3PblUMr16vuzHdxNh/FSX2BMC/FkVRBUt38ucBfAvAPwbwCwC+gZc8AVz9ZXaUljU5PDz0yknn83nHzTk9PcWnn37qSHiZTAb37993eFCpVPLM1Gaz6cilwAoLoKvBAoBcINPp1MsbZI4jQ9ksu6ODVqlUnLvLQIOSTzOZ1fl66rapqPnO+mp8pwcPHqBarbqUD9aw1zbm83mnIJ88eeLK91CYZE5R94mbBHHIy8tL3NzceHwymwfHvuL76cEbJCDrolJFxfr2Wt+L9+G/6s5yk9EFo+RKFiVUDlWlUvHKK2lhSubSqmulKTP6bgDcmZZc4LVaDY8fP8bJyYm79ujoyNU5I9zA8QKWiovfHxwcIJfLuU2GG6Fy6XK5nJfwTRoMx+DevXuI49gFT0gk5fc821LHiil1vF43CnLz+Hye/6q0HA1g8be2TLweU6dzhkEAjhEhDV7PFCulvSTJq2Bi34yi6O8C+DaAGYDvYGlZ/e8AvhFF0V978bdfv+1e3Gn5/71ez3UWJ7/ytOI4drva+fm5x3liZIu5lgQ4uQBarRaKxaJTgoPBANls1u0AZEGz8ziZOGHJd9IChaqgmOjK71nrnpEx7i4s4Ed8SCtxAKuDEwC4hHhiLrxeT55RS6ZWq61NCK3JZmvsMyrFRViv11GpVJySOz099QIrvD/7lBNOldJkMnETlJYZo2/9ft8jDNuCfwSI+ZlWltaXZ5I1n6e8tUKh4J1WVKlUPGCdGKkm+evpTuSJ6eHB2l9UgoqdtttthxGOx2O8++67LiJZqVTQ6/UcB4qWv+bt3tzceBF1niCuB9posICVb1l59dGjR+h0Oo5ryH7XRHDmDfOdeQAu+0yVDDcJ3dgUq768vPTycTlumm+q/EpWj+EY0cOikiR3UjdGPWHrtSWAx3H8VwD8FfPnxwB+5lXum0oqqaTysnInGPvkpABLDa7upUb5ALha5nTnWA+Mv2dkSy0rZQ4z/Ub5MDs7O85yI36h2FWj0fDY6OPx2Nulc7mc56rk83m3g1xdXXl5dG+//baXUsXoKS1ItknLlFxeXuLy8hIffvghgKW7RP4M26Tln2mmayoU8wX5/cOHD517yoqctPSI2dA1oMWilUH077TsaJFyt6VLzdA5LTG6OZpKRmsJWO7aOgdoidFyIx1C8221fhfgYyjc4bXEOY9tA5aW5IMHD1x7aSnyfReLheOi8b20fhrZ+5pxUC6X3TiTEsQ5yageMU/OR3K2SIegBQssGffdbtdx666urnDv3j1XGWR/f98r+d1sNtFqtbxUJqYm8RnVatW9M61Gzc0kZ5PXKzeM7jfHSCPB7HOmdwHrlVzH4/HaUYdRFHnnxWp7LXVK5U4oMZ2wpDhoze/FYuGRQ4vFogeCjkYj5+7kcjlcXV15h1xUKhVnqjMUTVfJpphwoWsupi1Wp7483SQ99GI4HDp31yb5lstltFotp+S4+IvFosP9rFCBsQ++9a1vod/vO0yF5/tpWH+xWHhHsOlBIwSeGSgYDAa4uLjwXOydnR0H/LOssRIltYwKybuquEulklsgTF9R9458O46RnlPANCd16dXdtEUbScNRDpNy+9jPijnxKEAALsjB/uRi4wLrdrvegmU/cjyIoSocoAqVRxJSiTNvVUtLkwzK92PhTc4JzkPdXJWqMx6Pkc1mHSWBilCB/uvra29dZLNZtzmzbUpNymazXm6lBneUDA6sSmgpF6/ZbHq/V0iDa5DBqU6n46XGcV2wz+98PTEdcBITOaFJJGVn6YnZ/K0SIYk9cFff2dlxuW7AsrOurq48dnyz2XSdyURcTkhGpTjhbm5ucHV15Qax0Whgf38fjx49ArDEizqdjtsxj4+PvXryV1dXqNfrzpI7PDx0lWWVYKtJz41Gw2M78yBbzR3UyhrcdRUD0+gmo05cIDc3N3j69KkXnVMc7969ezg8PHRKjJEunZCKs3FToZIjZkalyKiW1i/jfYFVbqcGHiqVipsT/Fd3ccWnMpmMR7wkZ0zniOZ2MveWSpb9qUUNtZ2FQgFRFHlVRJS8SyuN789oOxXMZDJBp9PxEszz+byXH8zNnEqh0+mgVCp55wHs7++7PmBbyF3b3t7Gzc2Nuyc3dq1Bp0qOEXSuk36/j3K57BU+0Eg6+1iT3DXBfGtryxszBgk04qtFD5gcrta/1v3bZIml9cRSSSWVN1ruhCXGkDywymNTH9uaksq25g6q+MVoNHKRNprl3CUvLi4cjgYsdzSN5E2nUxwcHHhpDp1Ox1kJjJZyV2atce6yjBqqK3d2duasguvra1fKhs+nq8M21ut1NBoN5+JubW25XDlgZbEoBtZsNp010u12vVpMwKqOO4BgPfdKpeLeYTAYYHd311kmjCIpt0p5XqSYqCWnqVs81k4pEnovYkT6Xjwaj/fTNpMHqJaR5u0pPkpRS41WLfGdk5MTVKtV1z5y3Gids+wz+297exvlctnNsY8//hiffPKJ+8x6b7RqNGoMrCw/rUKibHlaJGp9FAoFV3uO17RaLTfPbm5usLOz47CtTqfjpQ0px4ui3LbFYrF2TN/R0ZEbp0ql4kpc853U+icdhJ9prVJY2offR1GEk5MTZ0FeXFx4WRZsk+KuSXInlFg+n3c+Od0UfRlg3SfWZGES5YBVuF1TaEh4BeAdXw+sajcpWK0YGQ8M5WBns1lHQQBWOV6cqMQNlPNkU55IuwBWx5FdXl56SeU2gXkymbh3JsiqNc+05DLdSeW66YKeTCae68B+pLvX7/extbXl3mE4HOLy8tJLAK9Wq16ajtaSIhGSk9i6fwTNOUYs4aLkWs2N5EEjSoa1m5suek3x4vN1wbH+Pd+ftATlTBUKBadEiW9SgRwdHXlpVaTAUImRDqFHvenzSQ+x9c/0fYgJ6aLX4A+PQ9Ma+lpsk2V1OEcY/NDCiyy+CCwhCpaE5hhpHTzmk2qqWxzHXn6vbvyTyQSj0ciDAJRSwb/znEp7eIstVHnnMTGtg28bTU6WgrqKFbDePEHkxWLh1UWazWauyCCwIobq6UEaWaNC4eCT2Ep+ThRFuH//voenqKIi/mZrf2nRRQ4w28OsAM0S0EWWzWa9E3Om06l32AUnj2I+Nzc33kEbWpONyk1zCVm/iW1UDIk4JJWorV+Wy+U8DIzJyRrpmkwmHlmWdes5xr1ez33mv8ob00hdqVTyfs9gi57so79XKxZYblQsJMn+IFman4vForNKLi8vPaui0+k4y4SiSpveAMev0Wh4wSutb8fnqRJj32lOr1rdvEZP7aLly42FPC/dOPRfBluoqHVjB1Z8SK4bzilive12223gANympopdSeSsEacR7vF47BQ/A3javlCdv5CkmFgqqaTyRsudsMTUFyavS/EchtCBlSXGnfXevXs4ODjwSh1raZ7r62s8e/bMu9/Ozo7Df8rlsmc50WTWHUDrhbEMM3cG+vnK0OfJMAA8zAGAq6apx6nN53PvpBmylW0IXzEorcHP96SQnsCdnyVbdJfUU5ms29doNDxMi5achte1dA7zLGkJKQdP20/RdCJgvdIIKRVamkdTcMj50nMUWN1V28v+5AnhHGPyCrUsjVZKIbWAVg4tSXITHz9+jIuLC68SieZqsj16yrtabqyMonmRSo/Renq8hh4Jx0qteWCJSfV6Pa9KhHIFCWFoHysX0VKbaN3zHVjZhH3MY/joASnHEVhaZhrdtEe2cQ3raUjKOiB8oO50ktwJJTadTp1ZyVQIdgZdHZsIqiApC8jxXprjRTyIndxsNnHv3j0Xiq5UKmi32y4lhIm/Skit1+uuc1mMT3PSSNwD4MrwUHmdnJys1XVSIiWwKo1DXHA0GuGTTz5xpjxdR1siiEpuOBx6aTj2YA/2qxJALY9KCz+SnqBKyNbtp9vOe2m5ZV1s/P10Ol1zX5UCokUK7bsy71GJktqn+/v7qFarrn3D4RCZTMZRSFiEkdgW+1MPftUFr7Xm2B+z2cyNx/e+9z2vSMBisfAKNzJnkEpRqSJ8X823ZX009hlJqFrz3gagCENQkeVyOU/RkzysSsxuJMTZKLbftQ8YmNEEdNYMU+EYV6tVNy94/Ww2c8YDA1fKz1Rcky79y8idUGLj8Rjvv/8+gJWG1mz77e1t11nEQTSyUywW3S57fHyMk5MTD/cpl8uugF2pVMLBwYHHHlcS4WAw8EDnSqWCg4MDpwTJ+dEkZbXyOEEtudYCnJpLubOzg729Pfc3YMWjYZt00dDy0QnCJGu2QTk8xEfU2lUhMVVPsOZ92OeaJ6d4I7CyCtRa1cXAZ6tSVSug2+063A2As3wVc1JMj5FCjiHzYbUS697engtUMDij9d2bzaZ30IpaKbyGCoJcRFu/TTfSSqXiWWZkvHN8dMGzMqyt12ZP3NJ5yN8Sw+ImwGd2Oh0HtnNM9fxWnkualK/KrBnL2aQ1vL+/77EGnj9/jn6/7wB5Enp1o9K1QW6lcgm1OjAtOs3CsLX8kiTFxFJJJZU3Wu6EJRZFkYf/6PFetu4Rz31UXzufzztL7OnTp17JE5sWxEiVmuXAyjrM8tDKAAAgAElEQVRhlFCxAkbFgJWVoRidZRZrXh6Z7OoqKZOZu5dWt+WuarkxWrsJWEUjR6PR2jOs65fJrM5R5A6uZVCUB0aOD+9Pq44uOiurqmWo0UxiSmrxMQsAWLkmmuKi9bsoWnONlUl5r8PDQ3e/6XSKy8tLr5JJqVTyUsgePnzo1eBvtVpujjFVjKWKOp2OFw22JcmJ1fD+zFGkhcYsDy3nrdFZnR/aXmsVKSbEvyssolgxrUGNkivFgpafjkmhUHDWK3l6mntZLpcd7+y9997DZDLxMmd4NiTbpudWEhLSE6EU0uBcV26eWoFkGLwxmJj61ZbcRtdMy6ZYVwNITkFh2FlLggDwSHZXV1deiZJsdnX8OxeX1lXS0DPrbCnorJSKg4MDj1/DPEYNRFh8o9PpeDiKncxaKx9YuXWcQFtbW971VDiKQVl6gObJ0Z3T0ja2KKIqHb6rgsY8YIXvrDww0iF0o1D8Y7FYeCW/if8p70oXxLNnz/D06VN3/4cPH66VCL9//753ZNze3p5zR8vlMs7OzpwSu7i4wOXlpUdhUQ4UIQ/iO/fv3/fyc3O5nFeUIJfLeRsLNwU9fEYTypkS1O12vXsAKxeWXDWFPfRsUc5RdXF1DNRVZR8rTsoy8dz833rrLa+Uz/n5OT788ENnPDB/V/mU8/nc2/g0tYqGBOcQ6SA65lojz2JvKndCiUVR5B38oedI9vt9DIdDb4eh5QAslYhOMFbM5MsTIFV8B1hhC8+fP/eKxXFChfLzgOUC6na7rl786ekpSqWSOwSUJzVzUe7u7nqnc8dxvEZMZV4bd8XhcIjr62s3ga2lQ9GIp0Zs9/b2vNpPxPyoeFnDTEFjncA8UVsnjuIZlntEsjHfkdUP2Adk7CvmpdFPjj3vTwtDCcdqyWQyGVxfX7tgEHd8Xs9keFr3jUYD1WrV5Y5ub2+jXq97h91ScQDwgkQUjWby3WkV8SAYraemfccItwarSqWSt0C1CCat+8vLSze3iVkSo+JGrpHlxWLhnQ2qp6LbYAKj7Hwn4tCKy3Ht8P01mNJqtXB0dOSCJbSsNfJMvhwAz/Jk+8hLBFb1/nVji6LIqxaTJCkmlkoqqbzRcmcssfv3l4ciMTKjR0XpDkLXgwz6Wq2Ger3usbdZFQBYnWyjOWR0j4CVFWM5RhpNLJfLbocajUY4Pj7GBx98AGDp+rHtbL/ustb9VGwIWFqEJycnXnVY6+6R4a2MfRXSBZQy0Gg0HMWAR5TRMuExdzacri687qrZbNZzz9Q15r9ahZP1t9TS03A6K/fSiqBbQUuFrgUtN7K79fRrxRBZG4s7O99bU2i0fhnhBWudEyOjq8w5xoogGt2li0ixnCtmLfCzwgVM/1GLT61sYnAWNmEUlW22UfFer+e4bPyblsLRE6JY60stsYODA2cVc0y0pJR6A1tbW3j33XedZcZqyGwvT3BXLp7yP3nWKq1PVnKh0JVkH74RmBgBRKbYcMBZg15rTU2nU9e5wKrkM7ACBBVj0TK8wHKy0rVoNBo4Pj52aSej0cjDK1gQka5au93GxcWFU4qFQsHDuGazmQtn890YjABW/CylR3S7XYzHY8+F1XLTFFsqR3lMoesVKC2Xyx5vyioNywMrl8teXh6DB8CqBrym7ajLT4VqAxAU1vPihCflRBe1PXZPk/yJ4SlxUt3Fe/fueWcy9no9p7g5Brop8MxH1hOj0ucYE2RXpQ2slPn5+bmrccYxVXpAv99Hp9Nx/cdzIvh80g20rM2DBw88HJOUCo4xx4dt5EEkHPPd3V13diXHWGu68XATbhQsJU1FztI7rDHHTYcbERWUdW+VO8gSTOwzNRa4xknRSApi2fplIblViUVR9LcB/CkAZ3Ecf+HF33YA/AaAdwB8DOAX4zi+ipbq8tewPAV8AODPxXH87dueoQAek7X1FBddoJxM3IWJZegEB1YJ4rRiLH+Gh3Jy91KGfbPZdIO/s7ODarXq7seJyIjl7u4uHjx44DqdFS8Ur9ITwy2obfETYGUp2J1eJ4RiMPyNLhoV5j2qpaCfp9Mpbm5uvARzvR+fbSO4en89rHYymXiEXibha5FBPUCYz9NaU8pIJ5tc66spDkoel56OrTXkaMnz+STOagI9cTNgqSA0+moDJUye5wJkxoFa88rJ6na7OD099SxTVbLEgjR4xKq7nJeDwcAd2ss2arXaq6srHB8fu37Z39/H4eGhC14wgERrNZPJ4NmzZ56HomRoJuHriVpqvfPEc92stboM+4RKjyfas/220Ccr2dignM6hJHkZTOx/BPAnzN++CuC34zh+BOC3X3wGludOPnrx31dwy8nfqaSSSiqvKrdaYnEc/99RFL1j/vxlAH/sxf//f+19aYys2Vnec6r3pbqrl+rqxXedO2MzRFGwhkVKIAuE2JbA2WWUKI6xhIjsEBQhjGUp4Y8lCApRIiKQIyzbEWAcBcJIAbFEIfzBEHBsz2I8vvZ45t7pvaururpvd1d195cfXz2nnvPW+ap67p2+t1v6Xumqb1V9y1nf877Pu30awB8C+Ej7+88kKdv8vHOu5JxbSpJkrdc7zs7OvLWQ0fLqc2TxDLV6AKEoyqyYPAU1/xHQyUBJayJPAuIfm5ubODk5CVLtqDf70dERJicncfNmOiTT09MoFApevbUhN5QyrCSm7gZULfTUmpqaCrJaaB+IV2gsZavVCrA2HR+qeqpSx6w91uqo2XO1uhJPTD6DudA0awaxQD5Xze2NRgP1et2/Z2JiIgjz2t3dxdbWVhDr2Gq1vDWQ0jHby7hS9VlS9U5LoHH82G7+VZeRvb09VKtV339irKpOa+4tW+aP1/F5lEJ1zKlSA/CqpmYN4Zjxmp2dHTx48MD34ebNm0EOe0ZdqIV6YWEhiEQ5PDz06h+jBlRqZwprrgHuRc5ZrVbzbWQNAb7PznGr1Qo8+Ll+KO3SD08hBfVVPDk5CayxurYtPSwmViFjSpJkzTnHWuMrAO7Jdffb3/VkYicnJ173ZjC4xhoq6cIC0gWthVw3Nzext7cXgMKKyWiQNX9XDGxycjIIc6pWq4FYW61Wg/JgBwcHWF9f9xuIYVJaLk0dGYGOy4P2TzfRwsIClpeXPVOoVqsoFAqBusFiGmyDquBUDTgGZD6abkVVdLqU6GcNaSFTogodi7FjAV/2RTctw8LI6DXXVmxOt7a2sLq6GgDXmjOODsfqcqHP19RObI8mmaTjrkIWqq5wTtlGhqYpLqvOutzA6s4AdA5Q+gZq+iam0uH9R0dH/iBnLdWTkxOf+mZtbQ2tVsurh/Pz80HxlHK5jLOzs65aEep3pUHstVoN1WrVq9TEotlnxjJqfCcNFHyuhiExHE8dlrUMHtVNDWhXKGV6ehrT09MB3jgxMeHV6l5xlG81sB8zIUSVWefcjyBVOTEyMhIsmOnp6QDT0hqMTAbHDcWqPQr8aRUVSj6ap8z6GA0NDXlQd3x8HNeuXfP302GQJ9Trr7+O3d3dwLtaLW0rKyuYmpry7bc1H8mktX8EzvlMrULDZ2hBXm5IPnNkZCSwPu7u7nrpCejk7NfqPOoNzfqEGmTPeEwgXeBcZLzenrpA57RkzUfNWQ90JBMyCRLnnM+p1+tBHCA3iDJ8PcUbjQY2Nzf9BmWSTXW21fdzDVByYnUslQIo0ZMUU7OgM6Vg+z4eHmNjY0G8LMePxHbw+cRpW62WNzgxaSHHpFgsBuucILtK0dvb24FTt9Z6sBWaGCtqkwSolV9xT/5fqxnNzs4Gh4cmceSYaH4yriv2p1gsBkkIqAWxLVn0sH5iG865JQBo/2Vp6fsArsl1bwOwGntAkiSfSJLkuSRJnrOnek455ZTTeelhJbHnAbwfwM+0//6WfP9h59xnAXwngHo/PAxAcKpTBFVztqovlJyoWrEcPK+ne4PiE4oFnZ2dYXt72/t58T5WUr527RoqlYq3PL366qs+ywKQZsl47bXXfHtYwYUnEMOieD0tk4rbjY2NBaob/Wd4Sh4eHmJvby9T0uGYqLqikgDT8mgdR6oLHCNVTajqsM2Uwng9VTdVD21qF5vaplgsepcOnrKUChjtoD5LQEfdpYuCjhHQkVhYKYjSDFUj+qlNTU2h2WwGuKrmsKckp76C6s4wMjIS5Kij5GStr1pNSZ/PiA3NclEqlfx4DA0Ndc031S3OF62rmiH4+PjYS5u0DKr/oqYcbzQaQWYPxoNm1XG0oVTFYjGoCMU9yvtYYk01nJGRES85MX2S1q7QzCB8B+e4XC4HNQP29/cDf1Fda5bO42Lxa0hB/Hnn3H2kFb9/BsDnnHMfBPA6gH/Uvvy3kbpX3EXqYvGBfs9vvyMQF8mo+JuGbBDvUHxIAcEbN25gdHTUb5jNzc0g/OLg4ABvvPFGsEFHR0e97n3r1q1AvSUT1Mk/Ozvzk/W2t70t0OUZQ6ZJFnVDDQ8PY3p6OnACZEC5iupUqYBO6hfNP64YG59BF4Px8fEA/yJGRsyITEBxOw21suZytolMlQn+FOS1OKC2j5uYG7BUKgWph+bm5jA8PBykp1a8hEzIzhnHnExFN6AyOWJ0JKazVudZrcswMzODb/mWbwkwr2q1GhhSbKJODbAfHR31iQeAziGhtVQVE2QAOJkiw+4UaFefMqCT95/PJKbGOVImyjWgjIuQBsdlbm4uKKhMFxNV4Tc2NrqKvSgGpga1ycnJQL0k09ZUOxrTTAbKz41GA2tra3j11Vd9+7PoPNbJH8r46Xsj1yYAPtTvmZZUN2YCQy5IBtOqxzur/wDwGTg5GbRcqQ+PWpIoFSl+sby87JMkAp38U0AnbxIXAC2HrMB9584djI2NBZYmBXlZJJT3M4ZQg7cpxXDTkmkrXqEMZX9/P/CNYyEMMjFmGNBsr5qdlgyLm+7w8DCwADMzqWI/GrsYm7+xsbEA2NdT/MGDB8GczczMYGdnJ8iVpd7cGqHB+1USYkydVm+amZnxjprT09NemuUa0GK/3HwKFmv/JiYmsLKyEjjzqjWWzrGahJL+jEC6gefn571Plq0UResm38eMqoovVatVbG5uBlW5VLLa3d314DfnV6VjZqxgmxirqpiZSruq/XCM1ImbPmkqic3OzgYZXRuNRmB1Z6QFx4xO1myfXeN8DwAfJWPrQsQoj53MKaecrjRdirAjZq4gzc3N4datWwDSU3Zra8tbaeypzgwGahmzYu7+/r6/nyeKxkY657zfV6PRwPb2trderq+vB1aYSqWChYUFj6HdunULAwMDXvKrVqtdNR8V27D51Hli6anJ7ATsI/15qEJUq9WgZDz9dXiKsbIy30n1m8+jeVtzQ6kliuOkOdcUt6RkyefTvYOfz87SHGxqnlf1mCo5T9+Dg4OgWtDIyEggiVk8hfdqLq1KpYJnnnkGQFpVvVar+VJsq6urPioB6GAxKnloyAxxSrVwa1gUEOKa9MjXNDcaAcA0PCqpKqbJd6kF7/XXX8fGxoaX1uihr7ic5jyjpMg5ZnymxnuqhdWG8TQaDayvr/t1vrS0FFhsR0dHg7hfZg3hPtvd3UWtVvNW542NjcDLgKQWc40KKRQKXWm82S/gCsRO6oZ1zmF6etq7UJRKJa9SAh2xkwvo9DQtAMFOUtTX6xUf4mLRwh47OzueQczMzARxfcRPOJizs7O4ceOGVz9nZ2cDUJs+a1oKa2NjI0g+Z324mNCOfaLYrkC5qlvNZjPwcyIGwwW2vb2N+/fvBzjc7OysV7eoainTUIdjgsAk4jNcoDT1axJBVTUY6sUNxDG+e/eub59Vj5WhcANqWJRN+nhychKkOh4eHvb9q1QqGBoa6ip+qyqLxgHaMKtarRbk4iIzUAdoTSXunAtAc96jsZ2qzlN9VJ8ojSNk2UCuZT5PGas1eJVKpS61VQ1cp6enQelDqpYc062trQDndM4FyUMHBtJ8Z2zzwsJC4De2u7uLarXq18jQ0FBXLcqhoSH/meo/sWWuJ7Z3amoKAwMDQbGYLLo0TEytkWdnZ0EufcVv6J+iXFutNEDHmgakG0KzgDIXOJ/HDcTnbW5uolAoeCaqgc5AJ0Ge+vSQ0bG9QMdrm9kIyLSIrylobR16ibEoE1Oij5RG+Ktf1ebmZhcQWiqVPGamxXvZp5OTE8/EmBSQG4iZT7lg2TdeX6/Xg9hK3kdMbn9/3ycu5BhwbAH4egGcQzIULZyhoLGtEUDsRiVZK/mdnJz4z4zT05qJGpy8t7eHer3umcrJyYmv7sP7Jycng8pDavzhwan57DWLhcbV8rNimPSF1KLMrVYriIrgwUXGXS6XgySJ+/v7qNfrwWGqa41/1QJeq9U8Fjw7O4ubN292xeeqQU2ZHoUJYs/OORweHnqmRcdc9rnZbAZzcHBwgM3NTX9/uVwO4mV7MbEcE8spp5yuNF0KSUzVsWaziVqt5subM80vT4yjoyMcHh76cIzDw8PAVMuYLX6+fv06xsfHvaTFtD4q2am6eXR05C2QQHoi8GTm/eqxzxNNaxxqzQDiFhYPoc/QtWvX/AmvFhg1hxMD5KlEjIl9GBsbC1RuShokuhBoeS816VPSYp+outmU2Gwf08aoasPQHAC+yg5PdarCvN7iNbxG39dqtYKc9honSEyL7adPknrwr6+ve/M8VTNKBfv7+5ibm/N54LheKGnSHYK4aK1Ww8DAQJAPTK2TxAOpPUxMTATWTkolioWqJN1sNoP025SyCCPwHVpxanJyEpVKxVvJV1ZWUCqV/PX37t3zIXIkrUJFKUpVXMXt9vb2UKvV/DqiCwdVdM2VBnRyxmlYn1p0SZxTpmRX38RareYhinq97rUwroEsuhRMTMOIKFZr4OvQ0JBnClTHNKGdBpqOjY158B1IY8xWVlaCggXq2Hh8fIy9vb1gMqhyAuliUZVye3s7MBRwofJ9DLrlZKyvrwchRXQNoCHh6aef9vgCcblGoxH0SVUXAH58FCPSxUL8Rid+Z2cnSC1DtwheD3RAV+Zn07g3ja2kD5FiSno//aqojrHf3EA07Wv7kiQJAsbVL41uMCy7x6ISHHua7vWg297e9sD++vp6gIExl5adY9L4+LiPyQU6hgxNTWTdDdQNh6of1yydV0mKsQKdQijqZzY3N4fZ2dkAyjg4OPCbulKp4Pbt27hz5w6AdJ0PDQ0Fa0jjP5kS3ebVJ9HXjevs4OAAa2trQXqnzc1N/zymlKewQPVT/R91TdINimuE7hmqUrdaLa/+EndljriLCAB/S2l4eNifirSCEVg+PDz0oCLQAWn11NIYK1qRKN0sLi6iWCx6nx36DGk1bC5qoBNrqU6DhULBX7++vo7t7e3AW3toaMgzXRYO4WLa2dkJmNjk5CSWlpa8dZNMrNVqeeNGtVoNalsyB7xiPBrArQ6I/EsnW/5er9cDj//Z2dkAdNUMA7SscUwZnM7n0a/LJjvU4GCVXtWnjXNM3IekWRx4P9+3tLSEO3fu4Nlnn/VttbGTx8fHfnyYSVfjBnkf0Aku5vWNRiPAaxiHqIYQWsU5fhpPu729HWTCtQxgYWEhYOJ8hsbfav/pfH3jxg0/pswmy7m+ffs2bt265ffN4OCgt6wDaYwvIyOAdB9oXj3Oo/qRqfWS1l3VQBqNRoC1Mo8b27e0tOQxMxoSOEfMmsF1wMSkWrGKxVHYNhqk2L8syjGxnHLK6UrTpZDECoWCV8eoGlEVIRZADk1PZbXaAGEtxtHR0aCCuPo86T36O09BZrTkicXThGLuq6++ivv373uxmLmwrO6vMW/qbjA6OorFxUWvGl2/fh3FYjGwXvGE1Gy36itHKcZWc9b+NZtN3we1CPFvoVAILLo6JqwErRZdzT1FHJF4Btugp6VWMyJ+xjGmhZlzZsOUaL2lNH39+nXcuHHDS9PWx4nhM1rXUVUXRnVQ2qaLikqOx8fHQWqf8fFxHzbEilSa+ujo6ChIfcS55fM0IoESHMeLqXw0ioOZSIDUknzr1i3cvHnTY1AcD47T8vJy4Ft5cnKCw8NDL4m98cYb2NzcDFwYdMztZ1rQNbyJVl62Ueu90qLMMaQkyzninqK0SwhCXUaazaafo3K5DOec71Or1cL8/LzHju3+UroUTIzpaYC0M8Vi0auL6+vr+PrXv+6Bfi3DBXRKTXFyCZLyeQzh4eAeHR1hfX3dL0imHtZNpKmfqZpxcWxtbXnnTKATg6Y+XqoqKIMEOqA6J495qWq1WhCrp0TTtabGUedVOrqyzTReaCEOdQBmaiANrmUOL46xdT5VVYKLn0yRKr0WsWDfdQzUBYGxc0AHL1MfJU3lMz8/HzA6BtizPYwNVaZeKpV8HODp6WkXyK0+VDy01Nl1amoqyFl3fHzsD5HDw0Mf06vvU6bC0nxAymDq9bpfu4QDOM9kmJpeqlwuY3R0NCgIrHM8OjraVQZNnawZqkVShgN0H5SMl2Wb6HKhxg4aG/g8LQNIGIaMnLgq15x1tt3Z2cHe3p7HvK5fv46nnnrKf2YAONXTK8HEuPAHBwd9UDfQ2UDcsATGmQOfdR7VcqaOhwQUFS/hZgXQlQOJA625vVVKGhsbw+Lioj8hWJDB5vhXJsf4TX7WWE7ifWSOvFdrV6rTKtDJ16Xt1nhQy5gpWanfl+J29+/fx927d4PiKxpEPzo6GpzSzCKq+cgUz1BLGwCfAFCZhGZ1oDe41tlkji/2m7U4OR6NRiNwZj07Owt8mGhtIw0NDXlpmoYdjjcPKB3/ubk5/zziRezT1tZW4Be3srKCW7dueW3C+r0VCgXs7+8HDIZt4t9KpeI36uzsLFqtFjY3Nz3jrNfr3imX79D8XsTpyJRmZ2d9oD9JM5EwXplMiRZsrlNm3+WYUHpUJqcYF3FSjUyZmpoKLMiU6Pl8Oknz92vXrgWMX/8+ao79nHLKKadLS5dGEiOH54msdRuvX7/uT11KGcQrmMaFv/M0UHxpdHQ0kNRWV1c9Z7cVxJnWhuoqvfO1SoyGQ9jKOzYrKMOHtH3Hx8ce83vw4IGP1eSpylxcapmZm5vrSrlM6ZLjRWva0tISJiYm/KlKb34VyY+Pj71kcvfuXbz88sv+FGX+dE19o7hbqVTCnTt3vLo2MTGBarWKl19+GUDHgqy+f8x+CnTiT/V3lSKIr2kuLFVHKblpHKESrdOaqVYxLM4BJbDT09MgNxbHV62lKo1rO4A0hGZ5edmvSfrkaeoetQTSPUSrPWns7MHBAb7xjW94CR3ohONxXWpmX7ax1Wp5yatSqQTZQOizxd9psac0zAwZWu91bGzMr1uOE6XRmJ+Zrvtms4lms+nXMFNXa9WwarXqJU3WAeX9jUYjCD2zlnClS8PENDWz4jWDg4O4du2aF3tv3ryJer3uFxKdCrlhiUlxwzPESAO019fXvZjaaDQC8zdjvrhAmVqYAekrKytBUVBuFPU707TBxKfUEMFNCKSqzBtvvIH79+8H8Z/0zQK6fWpY91JFbs2Bz3L0WiiDOAxJF+yDBw+62qypb4DQJYBMjMaJVqvVBfJreS76DHEOl5eXsbi4GBRCUb8r3sP2k+mzvZVKJdj0IyMjXQehc86/r1gsBqoQVTHOWbPZDJ5HFV8xOIbtAJ0NSUiDbjzqI6V/GUKlabrpF6XzzTW9t7eH1dXV4DAmfGCLyWqfzs7OgpJtzjnPdA4ODgJGwINCA7y1DXyXHpxa3CSGuelnwjga2qWM9/T01BdkAdIaAjxU+TuhGI5RFl0KJqbBzfRSppQxPT2NSqXiT/2NjQ288sorePHFFwHAe+5r1k4FdYvFYld+sFgWC82CoY6OTHjIyeBpbU951d31FGfMn+YaV+9zLnD1bibwbk9+jb9UP6hWq4WZmRmPyRweHgbYH+NB1TlVPfhHR0cxPz/vNwATNxITYmUlzVxaKBT8AtzZ2cHm5qbfEGRQ3GDEc3jql8tlVCqVYNETGOaYaN1J5t5Sh2QLoqt1kYHG1uJpDSy6ZugLR9I4RZuDjuuD3vLLy8tB7CWziGgSAY395GZWi7iVLMnUuSZsIgJaN1XiV2mbhUTUl04lNTJm7jOuB5W0AARWfmWSAALgn1EbmqiS6xTo+G+S+ZLpK9CvjIrrVSMMsijHxHLKKacrTQ9bAfznAPwAgCaArwP4QJIktfZvHwXwQQCnAH4sSZLf7feOo6MjH+dGsVTFWiV6zzPlx5e//GUA8NWKnnrqKbz97W/3uaVarRbW19d9BoXd3V1flg1IT1W6CACpFLGwsBBYbay6an2iqJ4AHe9x4h2U8tTUrKWtmAWU7wI6flU257xWfHrw4IFXr+j3paL52dmZD7upVqsYHh4OPM6VmP1AXSYWFxc9xjYwMIDd3d2g3NeLL77o+7C9vR1kq6WUxPbQJYGneKlUwsTERJCtV+eakqiq4OoewPxnPMUPDw+DCACNgwQ6mJT60qmbi1Wt+D51odD2DQ4OYmFhwUu+lNY5H5ubmz61Dd+lubeYD02zWiikQoxMs8/SKq8ZidXiy78aX6pzQBVZQ7lUpR0aSutMqhuNhqbx2fQ7o2Ss+c40PdHGxkYQecOss5qZRd1YKPlq9heVjHtZJ8+jTn4KwC8A+Ix89/sAPpokyYlz7mcBfBTAR5xzzwJ4H4BvBbAM4A+cc88kSZKNyiEdMOsHpql6abIGUtVkbW3NX1er1QKmsrKygne84x2eqd27dy+YPCDdRPx9aWnJx5UB8GqVBohXq1UPsLZaraDAAdMGUQxnTKOmKtbAW4KjnCDmumc8IBCG4PAeDbOhuqqMUYOF7927F4TFqEoBdGIruUCZ30rHZ3Fx0afuYdA9Nx1VJS2EmiSJX6B0qdAA6vn5+aCQqpbhI/O0zqHKbDV4mvichl2pzxPdYlQ9o1sKP2uqZvs82z46K2shFt1gVA25JqvVarDe+B62b3h4OAjQt3gS36kbl35yqj6q27Wn6eMAACAASURBVAbDfEh0adDiuurgyxxvZEo0YGn4nYbbMdGC9lnXTKVSQblcDp5P/z1er30aHBzE7OxsMPfb29vBuOnB8kgB4LEK4EmS/J58/DyAf9j+/3sBfDZJkmMArzrn7gL4DgB/3O89NjcVN9DAwADW19f9Ij48PMTu7q6f9HK5jMnJSc+U6MnMyeag6vPoAQ6kTEzxEfqycMOzkg6ZlC5moFN3UjeZbhAaBogFsKagguQ8qbmALEYWi5EcHR0N3qFZNOkcqx7xFnPTgHJuQs15r3FvLFihTFEzndLbnHOytbWFe/fueSbGWECtiE0HXz5P8Q/Oh02UqM6wGvQ+NTXlsybwWlog+bypqakgYNvmY2MANMdHGQDfpfNhEwKq5Y5GALaH46/jpRWyms1ml4MzE2dqVIHWTKCzqzrw0sDBMVbnUmobWg2p0Wj4fUe/RPaR46+JGy2uODw8HHgJVCqVQFvQg2ViYiIwoDHpIn+fmppCqVTyBjjWNeiVR4z0VmBiPwzgd9r/z6oAnlNOOeV0IfRI1knn3McAnAD4FX4VuaxvBXDGHwKdTKkUM7ViMNDJmqk1AWdnZ70kxnTR6s1dLBa9O8DIyAjK5bLHoag68n3EBdRfxuYyVwxN/YGADtai0f0quQ0MpKmx1eJICYXPYeygSk50/eA9aq2ZmZkJ0r0cHx8HKi1xOJK1/lES4PUMX9FyWxsbG36MqAJrdWaq3UAq6SgmtLy8jIWFBT8Om5ubQV1L5xzm5+cD9VhPYVrzNFWPHfNYVg/NKqo5/alq8nm06qnLg6rrdFnRuEOqrLyeVmqSSjU29xz98HS+6KvG59MFhuoVJWGtm6BhQgy/o8o8ODgYpGtiplhVR3UM6GuorkXMC8frbd1K+z5NH0XXIsVZ1W2IEItieFNTUx5Xs7DMo2JiUXLOvR8p4P+9SecNb6oCOIBPAEClUkkIkhIr0HJcAAJV5OjoKChWOz097YH6wcHBQL07OTnx+cf5HM3Ptb+/7zc90DE1q1is/jKlUglTU1O+PcfHx4GKSTDU+mSp6jczMxP4v6jLB4Bgw7JPg4OD/pmM1eTYkLlpiTLN0UZVWn9Xw4A+k7S1tRWY4xVj4ngq6MscWrx+ZmbGHyx37tzx6juQYkarq6t+jmK4h6pYbCtVJ3USBTpMWsdYXSyazWZXyIwaj6haKpPSdk1PT3umAXRUJW2r1nJgsLO6jNic/upewDWtPl98LtchQ3S4jgkfKPA/MzPjmcrx8XHgRkO/K/WH1DE7OjryCUhJo6OjQc45VXmp7qpD9cHBgW8fXTw4Z3yPhp4pDQ0N+XhLIGXSmqizFz0UE3POvQvARwD89SRJHshPzwP4VefczyMF9p8G8Kf9nnd2duYnmICkBisroMn4Lk5ukiSYmJgIvJ3VmkWsRxe8BhvzeRxcPZ2ATuCtJjUsFAp+8ugoqUAtpS2gIzlSapmamsLY2FhgtWGwtS7i4+PjYNM9ePAgWHCKTXATaQzg4uKiZyILCwsBMH94eIiNjY0gzxYLtvL9FiNSPzMWp1WH4Vqt5j/Pzc0F1s3l5WVMT08HURN7e3uBNMkcYEBHKtBCIMpEOe8kYooKNFN6AlJmpFICpQDNIkonZAA+Sy0ZQqVSCYr7UkrmfFByU0MCHVh5va4pGlZ4P+dG1yAZtzIh6yE/OTnp1x0ZGPvAzC8alWDzmem+0MzDHHMN0qfvoFrhNccdKyWpQWtubi7A9DQ+lgWt+T47phMTE4Hx5JGA/YwK4B8FMALg99sSzeeTJPnRJElecs59DsDLSNXMD/WzTAJhiAed4NQjXk8AOh1qFlF16mP5NmUICvLaDA9Ap8o3f1d3AIY5cQETYNUsFAyZ4O/quKhqAq9XMVodT7nQKSlw4qjuapYKXgd0Aq5t9SM6/FYqFb/ogHTTbmxsBCpvrywBbGdMKub4aeodZh8g6EuLL8eQSSB1A+kGazQagbqrTp1AB1hXqyvVJbYH6GQ6YUk7zeTKSu1AJ2Gfqu9aFIPP0agEVV/phMr7meFCNzCDwIGw6juQusSoZY6uCwraT09PB5kymFGC61SzrHJubHZdLZCjztjaJ5WENFEmIQu2iW4kmvFYYSGbxJCSmx4+Ood8v5Jm7Xikkm0ZFcB/ucf1Hwfw8X7PzSmnnHJ6K+hShB1ZLATocGXFgkgqttI/RlUPvYeSmIK4mi7ZmnEp1mqbVOxVXxrer46KBGUVt1Fgnwn7FH+hn5mqwCpa82S34KZer3FqTNKo6snY2BiWlpYApOpcs9n0xg0tksvrOfZ8P1Uy9tkW22WYCe9XHHJwcDAolHFycoLx8XH/frpMcI7q9XqQ/4rSsy3fpfnA9vf3gySDnBeOMdDBW1k3UtVj+vNxjhlqxHFWF4ejoyNf7IRk4xJ1/RwdHQWGDIb78JpardblI8XncAzL5TJmZmY89stQMCXFs9gH3QdMza7ttX+5FsrlMpaXl/0czc/Po1gs+vvPzs5Qr9cD7FjnmE7ebBMTaVKiYjoklQhVKiPmqxpPFl0aJqYLRhPK2eBnXm9BZbUM6QLT+DeSMhFbsIKqJyfn4OAgqKZkC3Dos4AOqEuif5DGWlL9AjrVndbW1nxbmWRPfXZsG/lu9kExFhZzZZTC6elp4GzKbLKaaVQdgsmElUlpH6nqacYCVscBOvnGuAD39vaCmoJkYooTqkWZpB77Nh98oVDwqgsD6tXQoUx8b2+vC3/RDcP8ZcrMVZ3b2NgIaioyhlATCmpcI33MbCEVMjEWw9FEmtYhm/2g+lgul3Ht2jXfZzq7KgRxdHTkx7xYLGJ5edn3maql1tJkFACvV6a5sLCApaUlj2sS5uEanZycDGAczguJ60Ox4ePj44CJcSz5V3Fgtk3nPIsuBRNzzgWpjwEEVg0OmBIni2ZcNU+rkx5DctSbWyP6GVKkydw0/IHYCK2nDFMicQNrsK/q8pRa1I1CMTueYMSBAPi0O7pJGYrDe9TiyQB1jsnx8XFQbYebihgVTeNkOrVarQsot6f4/v5+gAuqNEpJg2MwNzcXJE1kEQ86VtJax/ZoKAufpxgc54tjSvcAMgmGr6hxRVPd0FBCJnl2llaWUmdbTTWkRiUgdWZ97bXXuiIeeB3nnAyH1lF19JyYmAhSrqt1lJZExVX5HnVWJT7L/mn2XbZDjRdaaZ5hPRqORfAd6DiNa+JMDY9jWzgmNmqhUEjLBGqhkHq93pXOSHFTXXPcA1qmT6Uz6wyslAeA55RTTleaLoUkppgWpSYNgQE6nJgSAKUO3kuObRPOMRmfumBoPjKKvdY3RwNbNfUxgODEYmArJUme6IqXaD4xpk22pnOa9fl8ewrqGBCj0nTOpVLJq9gMGNfCIDZVM9BxIKZjqlorh4eHg3JamrqYkpBKhpoE0Rb+4Dyqeqzpo/kciyOqlGETH2r+MEoB6pyrkiLDrGw8LCUxJphkf1WNA+Atv7xeJSI+34aaEZcD4CUUPpOqtxZYtm4+QKcIMUmhC1qvOecTExNB+iT61XHO+Gz+Pj4+jkql4nOisY6B+uJpGTzCC3aMGFPMOaT2wHdqLVDr+6hzYnPSsawif+8liV0KJgZ0Bpf4j+bmVoZAJqUbqlar+cG20e/8Tn2aVldXvY8QnWG5AejuoCDpwcFBgBcB3bn0rTqmuap0w8VA40KhgFKpFFRQ0qwSBEU1FpJ539kHjhXQAX1tTnrdeJpjbWNjI8AhZ2ZmvFsCx1gDjK2IPzIy0jVPGkt6enqKsbExv2Es82KWCWVK+tc6D9PwokxUs07QD03nRIF8xgHaOD+NxSROByCo+QCkzr6s9E5SdZaHlo6TYoALCwvY2Njwv29tbQUuNawxqYdhs9lEo9EIjESaWIDuFlwLq6ureOWVV/w6Pzo68oH9HA/1kGdFKMXlFFccHh4O+js0NBQ41+ohzj7U6/Ugg7EawOjAbR1ode6VaV8JTMx67KulSZkQ/ZHYuf39fayurvo0tzyVNWMlK60AqeVrc3PTTy4XJCeDEoVa6hqNhr9eTz6gU86Lm5Z4ifocKahMa6n6EDERo2Iymtm0Wq0GQDCdGpWpqEWVDsNcUAcHB3jttdf8yc/+aRs4dnz/1NSUt0yxiKla56zvnpakZ5sVBFYmwHAaSjYEmbWkmpUeVZrl5lVjjrZpb28Pe3t7QfiRzQyqfm08WPTUV/xnenoat2/f9u1jfzQiwAL7BN6Bjp8fMcDx8fFgzRGXIvEQVAMV05hrpg+mNOIzT09PvWT00ksv4YUXXvBzOz8/j0qlEmT/tb55WrhjamoqwMymp6eDdFDUTgj8HxwcBNg11yPHncaZmM8k36fGpHK5jPHx8UBDy6IcE8spp5yuNF0KSaxQKPhTn6cTT3XiXdaHRFUpqohAKplp7ijiBOqTw6R6QBoS8453vCMQi3d2doI6k+rtTqsf/XUABHF9lMI0uZu6XdAbW/2KxsbGAhcI5uNSD/v19fUAUyoWi12qBomSgarQh4eHHq9YWFgIkjHSJYHSUqlUwvz8vD+1aZ21QfhKh4eHXgrY3t4OAqIpVdgcbHyGJssDUmnVSk4sGQaEahRJQ8FYmkxVLx2fQiEt1mwLefD5DKexiTM5Z7ScKmbIFNrsn1pj6a7B/heLRZycnHgpamlpKYjN5BpSFZ44Lt95fHwcSFNDQ0NoNBq4e/cuAODll1/G2tqa7wNjWW2ZPy3RptbD+fl53Lx500d9FAoFrK2tBUHvIyMjHiKguqpjAnTHQJO4vjVuVkshcu1RWr/06iQxIQA+F5j61ijoaeMGNV4N6JjjNYe+iqJ0XCQ+sby8jOvXr/vPOzs7QUJBLkg+n3gKzfXOuWDDET9SjEBBbQtY0/GW8YhAumG1D9zU2m9NakgsQ83n6gzJxap4Q6lU8u+j6qnBxBp2MzEx4bMUcIw1H1ehkBaY4PNPT0+Dog+8xgL7ZHJ0wmR/uZnV701VS64Pvo8MU4PqFa9hhgotBFsul33/ySBUraYbCNA5CNVBWesyML+/rpH9/f2uHHPq4lEodCqw0yijcZE8hBQYt4HnxC7Zpo2NDZ8huVqtBkxmaWmp6+DVpIoAgoPrzp073p8QSA+mra0tD0mwWpIepJrskVku+E49VDlmGqDOQ1WTFqj62osuBRNTKYAnnnJyLQLBoFi1XqrkRadH9S4HQo9qzQAxMDAQDBS9kBVkpkc5n1coFALrl76HWIj6cCnR/0bxGkpCNp5NN5GWsZudncXY2JhnvIwFtBOu1jLGnAKdYF6OGZmKpo4ZGOiU9+Jv6ohoJauBgQEv2Vl/J8a66oLXLA7NZjPI3mt9/fh/i4mpI6VKrvQtZIRCq9Xy0qG2S8dHDzoycZsgUKtR6TyxzfzM1M0Wx1E/OJX8+D6NKnHOBQYqtaADHclXrd6rq6v+8GCK8ZWVNJ0fmbAe+jQYAemhODc358esXC4HOCbTK3GOKpWKD4zn87SiE/ewGn/0IKFzq86JxY7tGGdRjonllFNOV5ouhSTG9MFAh2NrGhqgc4rZXOKU4ig20yxNMZspcTW1sWapaLVaWF1d9c/f3d0NMDOaoHlqW8sgJSRbf1KTuekJQ9Ly76qK6L38S/M52zI/P98VxUCvfbZJS5wxpETVRbaNbVCMie1VfEPjT3niap9GRka8KkDcT831GmpFTE9PbaoXbJcdLy28SklMJR3FrJhNQaVttTizZqdKVOqxT1VdJU2dY64nnTPFPekeoX1Q6ZuuBBxz1qG0vpB8FtukKcNbrVaQRWJgYAC1Ws2/Y3l5GZVKxUvHmi0FSCU5xfH4u+KOCklQctQwJQuBKAxk20/fPbWmjo6OBq5RqoExQkPrNmTRpWBiGgc3NBRWEqbjpgVVNaZqYmLCM7HZ2dkgtQtVAQ3lUGfVoaEh1Ov1rsIjGo6xuLjoAVEyDw0Z0Q3FLJ3qA6WuALENenZ2FmR45YTpAh4dHfV9LBaLwYTzO5INneKmUudZTbhnF16sfaqK2CB5xYo4pgrycg41q6f2j7GIGoys+c8KhYLPJsv2KsZGI4eGqmmBYpsuiRicrimNdSyVSoHTJhAGV9uiHUxho4ePjWW1SSfVn5FrXh226V/ItcBDQxkdcS0dS03VMzs7G2RaVZWbGKrOtdZ5YHgcicYda3ywa4BjSqanFb/5PfusKan0mbxe45ovPRMD0AX6kejBn8WR+TulFBuQbXMzKc7B+7V8FivhaCAscSugs2G0qguAwNLFnGJAeuLpCUpLnfqE0YKpmJS2lfgX+zgxMeHBdY6JjhGfz99pDNFNpkHzKnWRlPHzxLZl6GJzAXSyTqjflGI6w8PDHlfj2Km0enJyEhwMp6enPvEh26v4EJ1ttYCxeoNz3LUkG9/DdtuICWWqilXpeKlkphEUtJ4rrmqjULQ9AILgd96n72C7bVylSsfFYtED6fPz88FBsr+/H4ybPXhoaFCms7+/H/hblstl/34WY1HmZSUpjQfloaPGIJvIQTOV8BmkXkwsx8RyyimnK02XQhJLkiQ4iVRNYopcVTeB0INXzd02+ynT6qiVREV56uKUcnZ3d9FqtbwkxpJr/MwyU5rvTCUvixcRV6DERssgn0eR3Kb3ATqSAnN5qTqoGA4tYRryodY+qitWwtPCGzq29HPTsBmVLGyON0oaqlowO4fOp86RzUemc0bpme84Pj4O0hnZ3GpU5zTdkZ7i9BlTddfG26o1lnOi65Dt1v7reNANhf3V2FKbLZiYnlq0Lb5JVUuxVdVQ7BjQ4k7MibGkOrcWp1ML6czMDBYXFz02zVA1lfZV3WT+ON1vKunZz2yDDS2zMaiaqUTnqBddCiZ2dnYW1NQDQpwmFg9pU5Co7mxVCVWFuEDU3YDAKpBOfqPRCJiKjfniO7UtusGU7GawVWFsKAbJuiRQfOc9mqqGG14xGgs0W3O/DRuKOeSq+Zt544GO+qSM3KpLzWbTL3g6UWr6JO0zF7z6sXGe9Hdts/aXDMMyApu7yqbOsc/XBH4xcz+JRgptjxYCIRNXZ15ew/fb+VD3BOJRmu7m9PQ0cPLlOleIoFgsBlXKiavxd8XpGOzNd87OzmJmZibAMVutVmCAUuPO2dlZl0uPDRPTOWLMs8JG1qHZuqVoXr9HCgB3zn0SaVWjzSRJ/pL57ScA/ByAcpIk2y6dpf8I4D0AHgD450mSfKHfO8j1gc6pqgtOF6TN6ECyJ4wGXGuMFhew4k9WslAmyNND8SW2mdfawFg7GZrP3VrVYsT26KZWxz9iRCpZqbXM+mlRMtFTUKMe2A8dM80Zppgh0Im9VCamySIZK2iZmCYd1HdbqYLjr1kdVLLRnFpAd7Fa9s8aLLLGnd9zvOr1epCxgaSHkcU9mYlE328ZtZVSVMpivzme/EzpjU7VWlVLcVAarBQ7tvOrjFuZHdDx/eMaYCyqZlbVOaXxIQt456Gm0rSVqjQyw44BtQGLR8boPJjYpwC8y37pnLsG4G8DeF2+fjfSCkdPI60p+YvneH5OOeWU00PTeQqF/JFz7mbkp/8A4CcB/JZ8914An2nXofy8c67knFtKkmSt33s0A4ItNqsnCkVkK4mp35ZybT3BgW7MDAgxHtalVFJVg3Um1edJ329VD6qaaolTKcee9mzz0NBQoH6oSwDVW5V8KP1oW1QdshZf+7tKDhT9VR2yGSP0VLe4INMIWclQJUmdJ03Bwvap5a3ZbAZpW9RnkH8t3qJhLpxfK5nG1ET2X9W7GHZHLJXjYa2/1qdL38VrrS+hXUMq+YyPjwf7guOnbhqaAorvVwnJumxoGwgBkKgOc95ZC8LGMKskphoQ1zyfzzlX6Vjja20mFpK1osboYetO/iCAN5Ik+ZIRI1cA3JPP99vf9WViGuenTIM+TbacmZKaeunkqaqRTp4lZQT6nb1e8RJNeGd/t/iOdc6lmqRYhWIXQAcfYRsYlkNiuIaqHcrY2QZlErYdqiITeNYFxo1l+8bfdIy5odTvymJGygQZoqKGA90AZMrWVYbjwb86xwrmW+jBJuBj2+3G0P4WCoWuNanjrw7UVj0mBqn9se4RFtJQDI2HCg9MXqOMme9TNw9lrAw4tyqrxVktk9D79XuGDCmj031imQ+NKVnwD5+pa5DrkO/VOXokTMySc24cwMcAfH/s58h3URbqnPsRpConZmZmgtNHg4mp26vlShc4F4t6X1sQmNcBYRZZvd8G/6qlTt/HjJMKsNpTV99NKUjbpxuE12gbdYPzHv2d7VAcwVo37ZjENqxuCBu7aSUjjp39jvdr8VcgNCbQSmU3hjIh236Vjq13POfI9t9KosrE7Dss2YPPziHfw+frwWKtoZQc9dn6O6/XNaSSLA8o7ffe3l4gjfJ6frYahm0zGY4yvVi2XF0TygTpV6jVyPTQ43yoH6b1P9Q5oKSve9HOuQosvZjYw/iJPQXgFoAvOee+CeBtAL7gnFtEKnldk2vfBmA19pAkST6RJMlzSZI8Z9W3nHLKKafz0puWxJIkeQHAAj+3Gdlzbevk8wA+7Jz7LIDvBFA/Dx5GkzTQCduxp2KWZEWyYrY+W08IngbK8WOYkc1CodKD9VGypmTrfa6m5RheZdU565bBNttTzWI4Gsajp7+1JFmiqhKTvrSt+n69nu/Te1TdpRTAvvM0j0mPfI+q81aS0XG0/+dnxdysVZOSnIUclKy1WimGy2r/LB6VpR7zMy3WdjyoUgLwcY1WAlZ1TyUpZsZVNxtVN6kyZ7mRWEnsPNKphTSs1Vnvs5AH227H9C3BxJxzvwbgbwCYd87dB/BvkyTJqgD+20jdK+4idbH4QL/nAyET42fdgNo5uxFjCzLShy6x225AfZ5dKPYaxX+4QW3IUK/Bj7XRTrjFAzSkI4bZ6YLmhsrCEyxOwcWehW9YUrxPn6NOrTSR6xjomMRU4CwMin3TPuvBwbZbJmwLU+i91sUD6KyN2NjGmLo6bOqaJQO1c2/nwcII9lptvx0zZUD6PMW09PDmM5TJ6HvtwXIe9duuQ8ukLWwTO7TsYWT32XnoPNbJH+rz+035fwLgQ+d6c/gMP4jWMTOGz9jBi1m2SFl+WVk6dmyDxgbaMk1dkL0mP2ZgsM6pth+xPugYKL6lfegHkqo1zY6bMmYueLtIbZts1ITdEFn4hmWqyrD1OXpq6/tsO3jw6UGo1sNeUqf2r9dBpJhQzDfQShX2c4zsBo7hflnSox3jGONVwwD9Gy1TtBbwWNuAjrRssWh1SreHve5tvq/XPFjpMIvy2MmccsrpStOlCDsCQlMuEJ7mapXR3/Q+K0EpZWEv/AzE/bX0+ixMLva7tczZDBBK1vSvfbJjoKeYXm/7YvvMZ+kpG7tfr9X7rfoVe1+MVCqwvmDaDivpxDBBnZ+YNde+T6U5qmLWaqntia0p66Ki11p8UN8fc/OxkpPFffWvSmFWdc1aK/SD66XCxvrQa2/Y+63kp5IbpSoNS9LfrdtNP5zwzdClYGIqdsaYSswlwW5Yi3ll4StZkxxjHLF32ffZiYi9g89R0nxoQLe6YTeuYkC2zYxpUzXRMoyYOmnHMIYF8T12HGPv0LHTBWz7bnFMbSP/anu17/xdx0tLr7G9MWdWbaduKHtQxrAm69JCB1+gU5ilF9Oyz9XfYhCD9Zuy19l1mdX2rHUcY+S2zbomeAgozmmfqSp7rM96fWxsrCCg7exFl4aJWesgO8QsENppezLyGUD3gohZPWIYSBZeEzsZYpY5/U3bZqWmGDOjpKLWNAVGaVXKwtroNGjxE8vQSfzdjqlKeoqzWUbNe5UJ6PPYfntK2+uVejE9u1k4p2qJ0wiHftZYMgj+bplkjAHqQattAMKYSvZP10VWf62UZdtgreCxPmTNMZ9n16kyNct0YpKWzfirzqlAdyIGfZYyRR6CWWA9599iZNY4FKMcE8spp5yuNF0KSezs7MzHTlJKyMo1FVNV+qk5WaI0kK1eKmVJMrHrY89T6cye2lYFArrDeOgtrZKS9ZZmu2L9sJIJJY+YFZF/9f32tI+pW/ocfYZtV+x+PsP2w0rHVjWymFVsTLTdJNtvZpK1z7MuK7bd6s2uLiBco1Yytv21/dTx7YcNWbWs3/W2HB77Y3EyUhZeqWtEpW+7RmKuSbHr7Nzq+1W76CWJXQomFvMP0fg4K4bazWrVIhsHaK9RsTUmFlufJD4D6KhSVt2w8XxKqp5w8WrcoHXbsO+3GI9Vf2J4Fu/jmNi2qnrH8YgZHc5DMXcAVbc4Zuqywb7r/dZFwT7fjrnOiV6fhQ+RYkYgDU6OvcuqhMTVgGzDh7Zff7eqnW13jDHpeGofsjAjZSa9nqnxnBYD04PFGhb4rCzDgGU6qu7z97OzsLAIk1Wy3TFfvhhdCiamTCdr4+lgqqWJ9+skqeTDxZeFz2S1J2Yx429KWYNrF43FybS/lLx0AfVqIxeA+mXFfHr63Z+1IPsdAjGK4U82goBkJRv2xZ7SFmTOkqZJthiFfX8vo04v6SdmwIj5N/Vqr/3Nkj0ENEst77eb2uJRsX1gmZn2QfthD5KYxGRxUKUszNbuF5X67RjFcOssaT54ZuYvOeWUU05XgC6NJNZPtLaWDyVr+Yo9J3atXt8PW8iydGVR1gkDdFKxAB0fKut7ZD3m7Sl7HtNzrPo577fq43lOUXutVZG0f7F71dqqZKv6UMpQyxaf26u9WZJaDL9U7JRSmOKV+nuWNKHvjWFmSueRmuwa1jVBDDPLFSg23jF1z7Yhi+wcZPUvC/OyGJxNb0RJUDUSaz3tN6akS8PEsuL2+qky58VtlHoxJLuQ+qmeWc+25vEsPAeIh+vYTajXx8z/Wggky1nVqpn9cBV9hgLdBNEZYhJTTWPttMzEvt+qGtp+pRiOmeVyo++282599fTeLDghRv3U86z3WKZix8fiYPoMXm+NCTr2ug5imB0CIwAADI5JREFUYUt6P/us4xhbF72YojWqKbbI8dG5s8YU208NWO9Fl4KJxTYAKTaxdvBiTMaCzEoxTI0Uc7Kz12dNZOwzr9d+ZBkGspgQ26ObXzeNBYpjGE6sToEFqm3/eo2zttFuIOZgs5QlRWQxUW2nnYPYOrHjpxvISl72Xn2ftbZaqcVidvZ9vKcXk9Tnsz06LrF1aykmIdp1qgVsYpJYP8utfm8PNdUIsnwTbZ+ULMana5iGgPNoQDkmllNOOV1puhSSmKWs0wHINk9bqSLr1M6ybtpn2VMyS+JS1wF+b5/dy/2B98SsXVb0z+qjlWT4m77X+rbZU9OeijF11kqTKhnG1DV9fq/4UVKWzxJ/U4klJhmSrASUpUZaTEolVQsHWOk7JqXaebASbyyjMP8fw8iA7JheK/mwP9oHnZNCodClstnnaVv7SUF2jcWwZR0jSlb2d9vnrLnrBRtdSiYG9AbYdYDO00m7+XtNTgyTy8J8+r1XKaaC8HOWMcKq0DFGl0V2/Kw6YRmc3bg2zs0yY/Xj4ZhmqYVWXeIz9ffYocL7Ys6kQFwtjn22Y844SavSZxVgtm2PvS+GN/WjLPWWa07dTrIOCOtGYpmQXTOWGWe5KsXeadsYc+2xPoBW3dRrdcxi6aD6tYF0KZlYL6tF7FqLR1iKAaD6m5KtlsQ2ZD0v9ru9N7YZrFQDdDZNVoJFJYvx9ANA9RrNPQ9095mL2VpslRlY6VMDxMkQbb9ji1j7Q7KSS8xyZd8fkwSt5KmWMu2XPsfeZ3/LIvtuG7xtpQ57aOj/lZmexwqd1Wagu4KTTazQD9PVw9ZKV+xn7L7YeMQSN9iq7efBmC3lmFhOOeV0pemhK4A75/4lgA8DOAHwP5Mk+cn29x8F8EEApwB+LEmS3z1PQ3phEBZPsaeJnvjWsmR9lqzUYqUongZZ4nvMyhLrRy8fK6ua2DbZe2PqTeydJPu8LLXLntL2GVl9sqlvaBXLCsWyZDG1rHTZ+pxeGF3snlh/LfVS47V91mfK4lExacFKjiqJ8VlZ6n0Ml+L91vqXJQFxjCzmpFENWf3n82PWx1g/9X1KFgPTdsfeqe23WTx6aTvnUSc/BeAXAHxGGvc3kRbK/ctJkhw75xba3z8L4H0AvhXAMoA/cM49kyRJX2cPy2iyFiAn0i5ypdjgc7A4OL02bYxR6fvO47eW5dtkzf2xZ2apYtoHq67YZ9hNZK+LhYlkqSRkIln4h70/6zPJqlKx6+yz7futOm8NDZbsBs1ijPZa+y7er2ssNm6xTW3v12uzMDedc0v2ALdMr9c7LIYWa1e/g0Pbd153iJgBJkbWt7EXPWwF8H8B4GeSJDluX7PZ/v69AD7b/v5V59xdAN8B4I/7tqTzPgDoOjGUk8dAdrWOxABwBdZ7WZL0Hj6/n58ZvwO6q0XzGcpQrD8R79f30pOfZK1UvTAIy/SIPdjnZ0kavCeG3/FeyzR6MX3nXLTPlnpZlG07YgdJ1oK3Ukw/Y0yW1dda92x7rfQbw4X4/n7Gpl7My14DxCUruway7rX3ZL0rxnwV07IHS+wg6vW7bZeOS0/DXeYvvekZAN/tnPsT59z/cc59e/v7rArgOeWUU04XQg9rnRwEMAPguwB8O4DPOeduAw9XAVyL51qchGSlgSwdO+Y/w+/53BhXt6e9tseePr0kQf4/hi+wHdby55yLSnAkZjG11X2sCpLlM8QT02JPiq/EpEu1kllJSqVLjmmW710s35iesnyedTuxqopKJ70szDFJLaYKWSzVSqZ2nHvhUfrOmKd+Pwt2rP0WR7PjZ6WZGE7Yq/9Wmo5luOVnVnTqh8HFftP3KY6YpbrGru9FD8vE7gP4jSQd4T91zp0BmMebrAAO4BMAsLCwkFi1r5/4m4X/WEfGXuE9+twY2M77Y/5TvTaEtp+b0362fj62r71ylVuMigzMOhLaflo8gr/bIh72Xtvn8yxYbTM3izJVBZljbbULOKb+KJOxSQz53l7t6df+LIqtofNuOH1/r4M5C1vVZ7At+tcenkpZiQDsu/nefs9KkiSohRprj97fC8Ol24xddxcZO/k/APwtAH/onHsGwDCAbQDPA/hV59zPIwX2nwbwp+d5oE5koVDoyoCqFGNCKsH1OvXsfVkgv31eFkZhJRDLLPQ6bXsM+8sClAcHB7ukHFslW/tEsjiflSDYFptxwOKQbK8aJ2LVyJXJ2bqP+pfjm5UfKyZVxigL74n1U59nJbt+ZA/W2P2WscU0BBubqRT7LmZMsc/NsjzH+hZjSnaM7GHeywAV8wroBdb32peWmVIyfEskMRepAA7gkwA+6Zx7EUATwPvbUtlLzrnPAXgZqevFh85jmcwpp5xyelh6lArg/zTj+o8D+PibaYSe8lbUj/noxNwLsjz8rWphsYYY9ZJotE38LdbmfliFxTpiYTwx6YH3x1IVZ0mLqrppG+39JLZFT3mVnKyLBttppecsdc5Ko/b7mKRjxzBWJyFrTdj+cT1ZTFAtyLF26fssRmjnJ2bJs+2y0nnMwpuFrcZwX0v9nsdnss2qxcQiDvRvliSnn2PvYt+txhTTKmJqf7Sf51G9Lpqcc1sADpCqpE+S5vM25G0wdBnakbcBuJEkSTn2w6VgYgDgnPuzJEmey9uQt+GytOGytCNvQ2/KYydzyimnK005E8spp5yuNF0mJvaJJ90A5G0g5W3o0GVoR96GHnRpMLGccsopp4ehyySJ5ZRTTjm9aXriTMw59y7n3Fedc3edcz/1mN55zTn3v51zX3HOveSc+1ft73/aOfeGc+6L7X/veQxt+aZz7oX2+/6s/d2sc+73nXNfa/+ducD3v136+0Xn3J5z7scveiycc590zm22Hab5XbTfLqX/1F4jX3bOvfMC2/Bzzrm/aL/nN51zpfb3N51zhzIev3SBbcgce+fcR9vj8FXn3N+5wDb8urz/m865L7a/v5BxeCRiMPKT+AdgAMDXAdxGGrr0JQDPPob3LgF4Z/v/RQCvAHgWwE8D+InHPAbfBDBvvvt3AH6q/f+fAvCzj3E+1gHcuOixAPA9AN4J4MV+/QbwHgC/gzTBwHcB+JMLbMP3Axhs//9npQ039boLHofo2LfX6JcAjAC41d47AxfRBvP7vwfwby5yHB7l35OWxL4DwN0kSb6RJEkTwGeR5iS7UEqSZC1Jki+0/98A8BVcrpRB7wXw6fb/Pw3g7z6m934vgK8nSfLaRb8oSZI/AlA1X2f1+70APpOk9HkAJefc0kW0IUmS30uShOENn0eaxODCKGMcssjn60uS5FUAzNd3YW1wqSv9Pwbwa4/6nouiJ83Ennj+MZcmfPw2AH/S/urDbVXikxepxgklAH7POffnLk1PBACVJEnWgJThAlh4DO0A0qy8ulgf91hk9ftJrZMfRioBkm455/6fS3PoffcFvzs29k9iHL4bwEaSJF+T7x7nOPSlJ83Ezp1/7EJe7twkgP8O4MeTJNkD8IsAngLwVwCsIRWjL5r+apIk7wTwbgAfcs59z2N4Zxc554YB/CCA/9b+6kmMRRY99nXinPsY0iQGv9L+ag3A9SRJvg3Av0aarWXqgl6fNfZPYr/8EMKD7XGOw7noSTOxc+cfe6vJOTeElIH9SpIkvwEASZJsJElymiTJGYD/grdAVO9HSZKstv9uAvjN9js3qC61/25mP+Eto3cD+EKSJBvt9jz2sUB2vx/rOnHOvR9pcZx/krSBoLYKt9P+/58jxaOeuYj39xj7xz0OgwD+PoBfl7Y9tnE4Lz1pJvZ/ATztnLvVlgTehzQn2YVSW8//ZQBfSZLk5+V7xVn+HoAX7b1vcTsmnHNF/h8pqPwi0jF4f/uy9wP4rYtsR5uCE/dxj0Wbsvr9PIB/1rZSfheAOtXOt5qcc+8C8BEAP5gkyQP5vuycG2j//zbSXHnfuKA2ZI398wDe55wbcc7dwpvI1/eQ9H0A/iJJkvvStsc2DuemJ21ZQGp5egUpR//YY3rnX0Mqhn8ZwBfb/94D4L8CeKH9/fMAli64HbeRWpu+BOAl9h/AHID/BeBr7b+zF9yOcQA7AKbluwsdC6QMcw1AC6mE8cGsfiNVo/5ze428AOC5C2zDXaS4E9fFL7Wv/QftOfoSgC8A+IELbEPm2AP4WHscvgrg3RfVhvb3nwLwo+baCxmHR/mXe+znlFNOV5qetDqZU0455fRIlDOxnHLK6UpTzsRyyimnK005E8spp5yuNOVMLKeccrrSlDOxnHLK6UpTzsRyyimnK005E8spp5yuNP1/xv+9u3TTRJUAAAAASUVORK5CYII=\n",
          "text/plain": [
           "<Figure size 432x288 with 1 Axes>"
          ]
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
       "source": [
        "# Load image\n",
        "in_dir = 'data/'\n",
        "data = imread(in_dir+'layer2D.png').astype(np.int32)\n",
        "\n",
        "# Show image.\n",
        "plt.imshow(data, cmap='gray')\n",
        "plt.show()"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "## Detect one layer"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 3,
       "metadata": {},
       "outputs": [],
       "source": [
        "from slgbuilder import GraphObject,MaxflowBuilder"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "Let's create an object that represent the layer we're trying a segment. Here we are only segmenting one layer. The image data is passed directly to the ```GraphObject```. By default, it assumes data is structured on a regular index grid.\n",
        "\n",
        "The algorithm segments layers by detecting dark lines. For better segmentation the image is inversed by `255-data`."
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 4,
       "metadata": {},
       "outputs": [],
       "source": [
        "layer_1 = GraphObject(255-data)"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "Next we create the ```MaxflowBuilder``` and add the layer. Then we add layered cost and smoothness. Edges are added automatically for when calling ```add_layered_boundary_cost``` and ```add_layered_smoothness```. By default these edges are added for all object previously added to the ```GraphHelper```. However, it is possible to add the edges for specific object only, by passing a list of objects to the function. The graph structure is based on [Li et al](https://doi.org/10.1109/TPAMI.2006.19)."
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 5,
       "metadata": {},
       "outputs": [],
       "source": [
        "helper = MaxflowBuilder()\n",
        "helper.add_object(layer_1)\n",
        "helper.add_layered_boundary_cost()\n",
        "helper.add_layered_smoothness()"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "The graph is cut using the [Maxflow](https://github.com/Skielex/maxflow) algorithm to get the maximum flow/minimum cut. This algorithm will find the global optimal solution to the binary segmentation problem. "
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 6,
       "metadata": {},
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          "Maximum flow/minimum energy: 86761\n"
         ]
        }
       ],
       "source": [
        "flow = helper.solve()\n",
        "print('Maximum flow/minimum energy:', flow)"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "The segmentation for ```layer_1``` can then be displayed."
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 7,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "image/png": 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xxAk7DjR164PAcRwkk8mlA4Vz0vNMJpOCvFoj5O8kfL2uXBNes+qwI/HrzB4eFHoPtFbG9+hDQZvs42ZkrYXpg0kfLDSl83vu4Yf54g0YMLAeYPiE4RPrzCfWQrByXRd7e3sALs2cWoP4MAjDy5RQLjARSEuefA7NiYTRaLRkftWby2fo4DZtKqQUrwmI92sNSSNLvNjbbDaT8WtNJP4sbi5TcvWzOb9EIrFEXLPZDO12G91uF7ZtI5PJIJ1OS2qy7pSuET2RSKBYLC6NMQgCDIdDTCYTeJ4n2gwPLa71YDAQRNb7Qs1G13FxXRe+78u6jEajpW7mrusKYfLadDoNy7Kk4N10OpX1ZT2Z2WyGdDqNXC4H3/cBQIhUHxJ6DUlsLBJnwICB9QLDJwyfuCp8Yi0EK8/zUK1WZdA6JTVeTIygJ6p/15K0NoNqYiLQB6zTTIlIRGDf95eQmUjJCrpEqNFoJLVIKMHrbA6OkeOiJDydTkUz4Du0+TROzEQeVpPlc4GF6VYH23G8qVQK8/lcEC6RSCxV4uV8tGaQTCYBQPzecY2JBejm87kgfBiG4ivnWOJmVO6TJhQ9bsdxhJCJ7Lxfj4vrrE3Y8/lciJrj0xqVNssDyzELhF6v9zGx14ABA38f8GnwiXFoYxxYSCBAxgmvPJ/ozR2EloMAAQIrwDh4ZD0LbHi2B9dxMQsVn4iARJSAEzxqjhwGCOBiao+RSs0wngWYuRlM/SQiz4MfTeE4I+ETrpdAABtJ18I4ctHHwjKWSyWQSj3OJ6xECtlU4ql8IghCdOYOZpYNx7aQSUQAIrgJH4PIx9x2kHAScCwHQwuYux7m0RweAhQyCwFnFFgYhg7GoY0gSgIRYDse0ukFnwhtF92ZhcAJMLVGmFpTwPEBJDGFD9t6VLsKHkKEwCNW4TgO4AABHvEJBxhMBx+Kq2shWLmui1wuB+CyDodG7FUSvjbJMe1TX5/NZsWMSXMg/2kmzw3nM6fTqUiqlLaJJCz9rwmGwYAkKj5rVTotABEMOA4SGQUEbd7lMzhHbULlNXGfMYUsba7UAo6+Vr9Tm0Ft214S2vgOzjke9KhN2RSGtHajM3lW+eQpSGmzLp9N4ZIZNvT5c48oaPLgmk6nMvfxeCy1YPS+E7TGwfcMh8MvjDvwV3a+Jn//6fHffY4j+XRAz+dnBa5H/JnxdfqVna+tvPZJ66mv/zB40nufNkf97Cdd+1Gf9XHgvejiU3vWJ4VJ5CKTzcG2gDCM8H4nwoDhVnOeRRbCcDk9noJLdxriT8+ymEc2bET4L8tdXHOScEIXUcTyDItzKAgD2NaCRwRhgGDmYT85xiyy8GCSRMXtI2kvSjzM3DTuBRlYgQUrsOA6LtzQhePYcGcLQSLvJrCVnsKybNyf+JhNL61JURQhjJbP5wQWhUsXirWLIEggESYenb02AAsf9Gz8x7M4C8+tWLnkh6wq70/jFzJNvDPKoh8mLsdhhfju5hmu+VMcTpL4T40CLqYufmFjjL+6SCPE4iwveCH+6d4crhVhMM1hGvjozRL4D6dFfLUwxnPpMVznkidMZwUAgBMtePtbHQ9v9S7H+Xx2gpfzY/yHiwzOJk+eo4UI/2hzjIwH/MlxEvMo7up08AvlBJ7LWPh/TlLozPh74Snr8TRIfyifsLQA83nBzZs3o9/93d8FcGlSjPsxWYtD+zuBBWIOh8Ol1FrbtrG5uSmCFQUvVpjl82jS08KI9hVrq4vWSlzXFSsQhYFVvZviwpX2I+u2ANRetPmWY+b+9Pt9GasWDHVvI32YELhmk8lE5sR+WwBEUKHwyft1RWKOj2PgmHlocRwAlsbIccR7b+k95TsAiAWNa5XJZMSCNRqNEIahmG0pCBH6/T7a7Tb6/b5Yw6hZxk3wegxaKASAbreL3/u930O9Xv9cUwPzVilqn5Tl86fJJD8KaOa8Stj4OPdfNbjKY/+s4PXo++hGzc+VJvztW9Ev/4//C66lI9SHEd5ofvxivlVvgm9k2vjJMI+H09TTb1Cw40/QnzvoBi5SdoCXU20AwE9GRQzDp4/lH1Sm6E0i/LTnP/XajwpfzY+wnxwDtMg9cpFZAKxHZx1jy7h54Yqz+L1RBh+MM/CtOb7ln8D3HLiuh/+vW8AgdHE9OcEHoxQsREjZAYahiz1/hFfyI8wjC/+uWcAofNwdm3Xm6AcfTVh5NdtB1ZugNffwg94GAMC1QvziRge+fema04VU3x3ncThZ9DSsJWZ4Jd1EFEVi3Xsw8vD6xYKXZZwQ/0WxjclogPF4fFmZH4+slcyetKzF2qmxWTGlfDQa4c++9z8/kU+shcUqCAJ0u11hoiz2RoFFWy5oedCZEnGLBy0xOmiP/+tUU2ZQAI+befl+Xf9iMpnIfWxGSdAWMwoc2szLa5l2qgUrbVHyfX/Jj0yLEj/TV00BT2dbzGazpayIuMAYhqEglM5qoYVqMpks+fnjwttkMpFrKATSWsdrtWCkLVbxQnzx+jHAQgDTacOMK5hMJhiPx7KOiURCCsw5joNer4d6vY7j42OMRiNsbGws+e0pVMUzYuKWUQBrZbH6PBm7fvcnGcdVFkqu8ti/yJBzQ/y0CfykacNChFfzfXwtN0D46Dy1LQu24yAMAsyD4DE+MZ/PUbDGQDjHjneMnp9BLpe/DBGIIoSPYqt08U0LwMk0gX/XqSBhhfiV3EP8YFjF64OF4pO3p/hu+RQJPLKKPxqHzgr8j60cftBYCCbfynfwUma45HWJuwNpSNDFOm3bRkQ+kkjAd20kZz1Mh4pPTD8Zn6gB+ErCRyIYwZ3O4IYuvNDDP/Hr+LPJc7g7SuIfZJt4KXGBaDZGZ+6i5E7hh4tzdq/UwMhOwQIwpecgDFH1A4zsNMazQISTOJ+wbRse5kiFC5fjngU8l69jFjnwowlS8+VyGppPXHMcjDeKcFwPmaCH2WTBJ3J+Dgkk8KVCAq9mEwgsB+6kg/b5KY6PjxGNRsj8DHzCegqfWAvBajwe4913313q96QD/ghxdxZwmd5JfzUtKs1mc8kSoa/XwWnJZPKx2iEs70+XH4UhPY645WNVOm88AA64RCQdHKmFD75Tz9e2bQmeBC4tPJoIE4nEkhtTx2Xpces4NFrhtJDJHkupVEq0HS2kxavy8rlaINPzWjV3jpUBhPp34NI/PxxeHj4cN4XNZDKJdDoNx3FwcHCAd955B+fn50gmkxI4qYNJ48UCAciaa/dyMpl8jIgMGDDw+YM3H+Kfuz+45BP9Ofrdj8cnujE+YXWSH4lPbCaT+K/xHoJ5gLAV4h/jvSU+EU0TCD0PwRP4xCsAXrEe8Yk20Gt+OJ8IaSGJIjgr+MTcdREkEhji0+MTFoAZgEmMT/znzvGCTwwcjIePjBHTKc6fwCcsAM4jPnGOSz4RhCFmMT4RAZiFIWYAho/mTj6RfjTW5lP4hOcNEVgWOh/CJ5KOg4N7f398Yi0EK7rz4oxauwN1DJBGJOCy7oa2AgGP1wqhVUvH3Gik5uJRQmWqJ7UOvpdxRnr8q4QJLfnyPdPpdKngmBZU+FmPKx5zxDkwQFLHQjHQXLsogeW4NR1zQJcrCU6vuR4nnwEsF9Dj3mgijK8ngfunhUZdWI/frdKs4rhCly6JZzKZyGHBQ5fXMmOElkqNO5w/98rzPBQKhZUHrQEDBj5fMHzC8Al+t+58Yi0EK+By0Ve57uLptFpijS86kSoML8vi64DweNA3TYr6vniQs25xwPfys3b36XidKIqWEJjv0v2V+J0OBtfz4D8d+8TsOSIHr/U8b8kdqc3HHKOuKRIft14DrokGTXyr6pXo3/Vc9broQ0IjrzbX6+dyfDrrjwSnr0+n0yiVSo/FUMX3RR+a2sLmeR6SySRSqZRYwQwYMLB+YPiE4RNXgU+sjWDFyXBDuJjxwWstgARFHzIXTGeAaW2AG6Hv12mzvGZVEbW4FEuII5b+LplMirlYaxsEmlCZFcjxjcfjJYIkgsXrZtCFR/eabdsSAK6JlHPV7yUSMhZNEzeJKh4UH18jfchoYJwcJf1kMilxUYx/03PUe6u1F02ExA3GoPE9QRAgm82iWq3CsiyMx+PHtEL9TO0vTyQSSKfTyGQySCaTMs5V+2/AgIHPHwyfMHziKvCJtRGsgMelXABLiMTf43VFtAZBBNSlCrgARAzeS61AB6jHzcKu60rckUY6IqiuNcI5EJlarRa63S56vR4cx0GxWEStVgNwSYDz+Rzj8XhpnvxdF10rl8soFApwXVdiBDzPw3g8RqfTQbvdFi1lNpshlUrB8zz0ej05VBjwzUOHda10CQdew+9pSqVpmD5prSnoQnW9Xg/n5+dot9vy2/PPP4/NzU1Uq9VFnEO3i+FwKMStNYN4ID/3EMBSAD1xJJFIoFwuw3VdZDIZDAYDWbNVrgLGzHmeh3Q6LQTMfV8VqGjAgIH1AcMnDJ9Ydz6xVoKVlnxXRefTxKlNhxq0tM5Kq8Al4lO6JjIS6ZLJpEj1cYndthcBgR9F4yFwXOfn52g0GphOp8jn87LBemwAHjN5ZrPZJW0pDEOUy2Wp9UUpfjabYTgcLhFMOp2Wf8lk8jH/eCKRQL/fX8o4ia8zDx4eEtrEqgldIzkL2vFw0Uht24vSCTTD8hkkBmYaMhBS++L5XgByWPA3ffjZto1sNotEIiEBnMweIdHwMOXB6fu+vIsHsT60DBgwsH5g+IThE+vOJ9ZCsOKgdal9boSuWQFcEhXTRTXojdY1oogsLF7Z7/cxGAwwHA5RrVbFtKe1Cv1eZqUxG8DzPAnaAy6bYvIaIgWJks/hWCgtE0mz2SyAy4C+ZDK5hJQMQGR5AwYGtttt9Ho9jMdjkepns5kQm+/70jMqlUohmUzCsqwlpNOZLSyIyrHEpffRaLQU8EhTMM2jqVQK0+kUiURCiJ6/s7QDgKVCnryGPnIShdbouAc6NoDX0qzNcbIAK7N+4vdos7jWVgjD4dAIVgYMrCEYPmH4xFXhE2shWAGXBSGB5ewJStLMZtB+Xx3kpiVOIjtTLUkMGpGHwyHa7bZIx2x/wppRw+FwqZioZVki4VvWZYV2Ei2leUq5URShWCyKROz7viArCTKVSiGVSqFQKCAIAoxGIylBEAQB+v2+BOLNZjM0m01cXFxgMBggiiL0+31B4mQyiXZ7UbCOJlweBCQI/ouiSGpDNZtNjMdjZDIZbGxsIJvNwvd90byYssqsCRIY55lKpWR9uTcbGxtIp9Pi52Y/qW63i8lkIoSuNQPuM5HVdV2k05fVbXUWDwDRqnzfFzM+e1PFNQoSCXGGOMbDjMRKjdXEWBkwsJ5g+IThE1eBT6yFYEWfLE2twKW0SumdEr7205JYOp2OmBYJyWQS2WwWuVxuSQoGHhVaU5tDTUITFTMeuBGz2Uz6z7GpIwljOp0u9bWjOXl3dxfJZBLNZlOu4yZ5nodsNotKpQLP89DpdAAsJOhOp4PJZCJFQXltt9vF2dkZ+v2+ECdwKYFnMpmlelgM/mPRS/r6mXo6GAxwfHyMZrOJSqUixJDL5US74PrrgEGuA/3rmtgBoFwuywFDguh0OpjNZhgMBuj1euj3+0K8jEMYDodLhUm1qV8DD89sNot0Oo1WqyWaK9eK680DijhAs3XcJw8sNLdisfhY8KcBAwY+fzB8wvCJq8In1kKworQ7GAyEMIDLKH2a8ubzOSaTiWwE/dpBsOgLN5/PJXp/Y2NjybQYBIFI2MPhEJlMBmG4yKw4PT0VqTaTyYg5NJPJwHUXVdBpQmUWg/b5UkNpNBo4PDyEbdsoFArIZDKyQdRsdnZ2sLu7K1LzeDzG66+/Lr9Ti6Dpkkh0dna2RGz0wxOm0ylKpZJ0Jk+lUmIWDYJATJeO42B7e1vmc3Z2hiAI0Ol0EIaLOjHJZBLVahWVSgXAwuw5GAxw9+5dMUGTOMMwRLfbRbPZRLvdxo0bN1CpVJYk//F4jMPDQxwfH2M6ncr+0v/PHoSdTkc0UMuycHp6Cs/zkM/nUSwWRSPiPjNI07Zt0Xrm8zm63a5oe9TCdHYKTdaVSmWpC/pwOMTp6eljWo8BAwY+fzB8wvCJq8In1kKwCsNQTJXaxKc1hfl8Lv3iKLVOp+MW7cQAACAASURBVFMJ0EulUrBtWwiG2oPO9hiNRoL8ACRbYjhc1HxNJpO4ceOGmCxHoxE6nY68i/cAkAC6IAjENN1ut/Hw4UPJNhmPx+j1euj1eoKIw+EQjuNgPB5LVkS9Xpd5eZ6HTCYjBMF5ZbNZWJaFcrm8FEA4Ho/R7/dFO2IGg04xptmTpt0wXNRuyefz2N3dRTqdXtIIiDyU4Kmh9Xq9JT87Ax+5PmEYotfryRrxft/3l9aP2hDHobVCHm5hGGIwGIjmSVM998r3fdHIqtWqEMN4PBZcoumesQcAhOB930epVAKwiKW4uLjA2dkZjo+PjWBlwMAaguEThk9cFT6xFoJVEARoNBpLZlguKJGXmgKJhNLvfD7H7u6uLAw3l+mlNHfSd82ec5Rue73eUmuVfD6PQqGAwWCARqOBs7MzkbhphrZtW9JhmdXABsX0zVPS7/V66HQ64m/udDoyhul0islkglwuJ6ZSEr82bepAv1QqJeml0+kU3W4XwHKrGWpt/EefNpGz1+vJWlPCJ4zHYwwGA5kb58zMCGo0PJw2NzdFw0mn0+j1enJIcTz5fF40NuDy0OFzWKeF46BZlnPjocY5k7AZk1Aul+WAJLFwfNTqiEcEx3HQarUwHA7R7/dxdnaGs7MzIUgDBgysFxg+YfjEVeETP5NgZVnWPQA9AAGAeRRFr1qWVQLwbwA8A+AegH8WRVHrw54zn89Rr9dlYlxQnZ6qg/2azSZarRY6nY5kRhAJadKdTCY4Pj7GcDgU0y1Nvvl8HltbW0ilUqjX62i322JKpZm02+1iMBiIX54mQhKe9rEyuC8MQ+RyOZmHDoyjP73dbos0TK2J99BfrjMpqEVks1nk83lks1npb9hqtYQQGCg5edTdnARLImY6K33mej4cLzUAxgnQ5MsARl07hoF+9Kvze5rAmf2i/fhcL+4pkZljoelaBzjq9fW8RX8pmq85xouLCzkku92uaGS5XE4OI7673++j0Wig2+1KkOR8Pker1UKv1xNN7vOmCQMGvihg+IThEz9vfOLTsFj9YhRFDfX5twF8P4qi37Es67cfff6tpz2ESEk/NACRJrmADHAbDAZIJpMoFAoolUqIogiNRgOj0UiyDWi+7fV6kjKby+VQKpVQKBSws7ODXC4nyMDsCyI6308JnObn2WzROqHdbi+ZRFutxZlA6Zepto7jiMnWdV2ZJyX8fD4v5tnJZLIUcEnEI5GTWPhOps3S3zyZTNDtdoUAGGvAuRAJqdnxe2oRLPLGmiTz+VzMx/1+H/1+H8BlwGexWESpVEKz2cRgMBDk00GfOpgRuKz5woOE2hHnw/u495PJZCnzRgeuAovDttFoSHwATenUnrhmJP5+v4+joyOcn59LQT4AciCk0+klE/onhE+FJgwY+AKB4ROGT/zc8InPwhX4HQD/8NHf/wrAv8dTCCabzeJb3/oWer0ecrkcKpWKBA12u12RrIfDIRKJBIrFophBC4UC7t69i9FohHq9DgC4uLgQgqDUTu0hl8shlUphNpuhXq/jzTffxMnJCYIgkOdms1nMZjPxwXMBKaH2ej0cHx9LfQ2dKstriRAkfqb40vc8Ho/RbrcFyenPZ9ft0WgEz/NQLBZRKBRg24t6GpS0h8OhSNKWZYnETamd7yRB6Oq3iURCCMn3feTz+aV6H9lsFs1mE71eD+12W8YZBIFoUNVqFXt7e6jVavjggw9Eg2JzShIKxwBcNrCkH55aEuMMWAWYB1EulxOCJQHdvHkT2WxWNAumWLPeC9e52Wyi2+2KabfVasl7Go2GaB0krGKxKO4D+vk/RfjYNGHAwBccDJ+A4RNfVD7xswpWEYA/sywrAvC/R1H0PQC1KIpOHk3mxLKszac9xHVdPPvss1KzgqY5AFLNlgGClmVJUbF0Oi0FxJhKSqSgFK//bWxsiFYALKTPVqslZfUdx0G73cZoNAIAQRL6rTVinZ2dCZIAlzUw+BxduEwTCzeFz2cNDu2b1yZTXfyMmS1EMkr91E7S6bRoDTprhCZwakUMcCSSMXaB7+TBoMeay+VQKBREG9Sanuu6yOVyiKII5XJZgjSjKJLgS2pL2oxM7YPBiYVCYUnT4Bx4yDGLh+Pj2jDegJoHTc0kjPF4LIcpidn3ffi+v5LwtOb0CeBToQkDBr5AYPiE4RM/V3ziZxWs/rMoio4fEcWfW5b17ke90bKs3wDwG8CinkU+n4fjODLgwWAgPvBOp4Nmsyk1PCilD4dDQRIiAxeZUieRDrgsLse6FiROpl2yxgiJlAgThiFKpRISiQQ2NjaQz+eRy+WWCsxpMzCw3MwyjiA08RJZw/CyyzqLz9EcTITXwXJ8XhAEgrwkDlbF5d/NZlNM36lUCqVSCRsbG4LM1PLom85ms4J0fBc1ImaGABBzKk2vJHZqcjTNj0YjyaCgVqTnDVw2uaxWqxIfwQBIZmzofePc+RwSNYmuWq1K1sn5+fljKbVcM5qkSYAMhtTBsZ8APhWaSCL9s4zBgIF1AsMnDJ8A8PPDJ34mwSqKouNH/59ZlvWHAL4JoG5Z1vYjLWQbwNkT7v0egO8BwP7+fsR0U5oGme7JmhE0OQKQYm7MAKHGwCwIbjS1Efqa+/0+NjY2pIR/KpXC1tYWgIXUm8vlkMlkpOIrTZA0+dGvn0gkUCqVxNfMVgO6Ii4zTwjcJCKz53ki+ZKwibzFYlEC+gaDgSBEJpORlGIeEhqxaU5ljRX2Q+LvuVwOxWJx6ZCZTqdSqXdra0sOAx5YREzW82B13GaziZOTEwkMBRaIzz3TKaw0WXMd9AHGg65arcqzGQjJwyifz4v5l3EOGogX3NdCoSDmdt7P1GCOwbZt0diohQDL1Xc/CXxaNJG3SqYTtIEvBBg+YfjEzxuf+MSClWVZGQB2FEW9R3//MoD/CcAfAfjvAPzOo///76c9azab4b333sPJyYmkXrK+hOd5qNfr0n2bEiQRhD51mjg9z8N8Pl9KjyURMTW21+vh2WeflewBEooudDYeL/oqZbNZ7O7uCnL2ej1sbGzgxo0b2NjYkIJpk8lEfM8MitOVbKkh0IRL6ZhBk0RQYOE/7/V6aDQaGI/HSCaT2NzcxGg0Qr/fl9TbSqUivl760hmsaVkWfN/H7u6u1BUhQunaLScnJ3jnnXeQTCZx69YtvPzyy6jVavjjP/5j1Ot1PHjwAOl0GhsbG6jVakgkEuh0OhgMBmi1Wtje3hbNxXEcvP3221JvhQGaJBadGsxYA8/zkMvlsL29jUKhIAXuqIWVSiXUajUxQ5+ensq76MenFkjt9K233hLcYSDq7u6u1FFhrRYewlx3EtJbb731udOEAQNfBDB8wvCJn0c+8bNYrGoA/vCR1OYC+D+iKPp/Lcv6awD/l2VZvw7gPoDvPu1BQRBI8BkHr02fwGXqJXsLcUE4Sc/zpEgai38xiyAMQ/Ez93o9nJ+fCwEcHx9LuikD4ZLJJGq1mhCo7nNEItO++16vtxS0VyqVkMvlcH5+LtkdDH7jQUCNi8GJTF2ldsTASVbE7ff7ok0x04KmTErizC7hgcLsBQCyJrqYGyvjMr2X/aCo0XieJ+morFhLzYd1T7gXROJer4d6vY7xeCzISnAcRzQxHR/AeXNtGX+QyWSQz+el8jCzVGh612Zm3e/r8PBQTPbJZFLGQXM//eaJRELcAvweuKyf8nnShAEDXxAwfMLwiZ87PvGJBasoig4AfHXF9xcA/tHHfNZSZVsOWPtWSTCUpom82rxILYVEw+9oMqSGAEAKhDEgke/f29uD7/vY2tpa8ltrTYMERm2CJth0Oi2+Z6bR6v5Qs9lMaoNoIqAfPpPJoFarYXt7G1EU4eTkBMPhEKPRSJDGcRzUajXs7u5KryPgEhk7nY74i4koLD43m81kfCS6+XyO09NT3L9/H/fu3cO7774rZu1kMomdnR2USiVUKhVBWJpRuS66cu5kMllqqZBOp4V4AYgWxgOnWCxic3MT+XxetEQSfhRFktGitQ8GQ/J7pvUyWPXhw4eS8cI12N/flyDGTCaDTCYjqcSDwUC0EwaefhL4NGnCgIEvAhg+YfjEzyOfWIvK66yDQZMoI/65qKVSSZAuDEORilkun1pCGIYS3Z/P58WUSf8zA9sKhQLy+bwgBYllPB5je3tbskKYljoYDMT3qkvus/UBzad8LomUxeASiQR6vR5s+7IKrPWouq/jOOK/L5VKuH79upip+/2+tEoYj8eIogi7u7soFouoVCqi/URRJD2Rer2emC6TyaQUtWNAJ820NDfn83mUy2UEQYCDgwNkMhkxI7Oc/+7uLgqFAgA8hqDUgrheLMjmui6q1SrK5bIEeJKYeJgxS4T9pA4ODtBut2XfB4MBLi4u4LoustksMpmMNM0ksQKXQY30kTcaDRwdHYn5nu4BHmjMICH+0MTe7/clONaAAQPrBYZPGD5xVfjE2ghWzWZTpFWaGLlQrCtC6Z2prLlcTiRHLiTL67uuK+mcbA6pzX25XA7T6RRbW1vS9oAbwOBDmv5IwMPhEO12Wyq2xmt86PTP6XQq7RdoFiXRU7Miwd64cWOJ+I+Pj/Hw4UNcXFxgOBzKIUBNirVZSLAcM7WsTqcjjSkZV8B3MUWZgZoAUCgUsLGxgVarhYODA0ynUxSLRViWhVKphJ2dHWQyGTH/0gTLIERtbk+lUigWi8hkMtja2kKpVJL1ByCF87hG4/GipUSn08G9e/ckLkAHEfq+L+ZpbcKmqZ2mc9ay0YGGDPxkwKte/0KhIBolC79FUST7ZcCAgfUBwycMn7gqfGItBCtqEN/4xjdEoqVJb2dnB6lUCsPhEHfu3MG7774rUnI+n0e1WsX+/r6YY33fx/b2tvhCafLs9XoolUryL51Oo9/vo1QqCQLW63UcHR2J2ZL+1y9/+cuYTqd4++238ZOf/ARnZ2eiMVACDsMQzWZTpHSag23bFkk5k8lgOp2KhsGsFiLTcDhEo9HA66+/LunAhUIB2WwW+/v7cBxHJPs7d+6gXq8vpYbu7OygXC6jVCpJ0bOdnR0h/nQ6jevXr+P9999Hp9MRid/zPHz7298WrSWKIhweHqJcLgO4NKszHZZpvnET82AwWDIfb21tSSG409NTCVicz+dIJpPodDqo1+vIZrNIJBLY2tqSg5G+d+6rDmgkQpOoCoUCTk9P0W63EQQBdnZ2cPPmTSmaxwOVJv92uy1xDVznvb09eJ6HVqslh5ABAwbWBwyfMHziqvCJtRCsGAC3ubmJcrksPk1gYfakL30ymeDw8BCtVgu5XA7ZbBbtdltK6wOX/mvWHwmCRYPLo6MjlEolMQMyKJAInclkkE6n0W63JY2SgYr9fn+pnge1IKbF0mevA+p02iyJNJlM4uLiQnz1fGaz2ZQ0WjbpBJYLn7300ktIp9NSA4VZIqz74bou9vf3UalUsLu7C2CBxNVqVZ7FFOK3335b1rBUKkkhOAZkkijYa2k0GkmWikYmnX5KIFKH4aITfSqVwo0bNxAEgdRcmU6nUtiPmTKJRAL7+/uoVqsYDAao1+uieTGGgi0rwjCUg3A4HKJUKkmg52w2k1oqtVpNNL75fC6F5VKplJi8eZhtbGwgkUjgtddeEw3TgAED6wOGTxg+cVX4xFoIVjSjUoLlIkVRtBSgOJstKuuyQSVL0B8dHclGsfAXWx1Qah0MBmi32+J/JbJRm2CmwdHRkRAKn8n32baNzc1NSSml6ZdZJEwBJkGSEJmZwUJkJHBKx6wYSzP11tbWUn2QdDqNZ599FqlUSjqp0x/OWAN2KM9ms9ja2hJzJoMZM5mMaBZszeD7PgaDgWSk6M7mlUpFTLiDwQCu64rWNB6P5YDY3NwUfzQPifF4LMX06EMPggDXrl3D2dmZaIB6rah17u7u4vz8XBpmMhWX11UqFfi+j/Pzc4xGI7RaLYzHY8lqmUwmyOfzqFQqKJfLGI1GS6myLLBnWZYEJzIWwXVd0VAMGDCwXmD4hOETV4VPrIVgxQqqruuKD5jmOwapsav4xsYGBoMBCoWCtB2giZRSMe8nUFugeZHmVqbL0p+cTqel9gYLwXmeh06nI1oFs0A2NjYkpZcpv1xovlvXKvE8T0yX9AGTWNjwk+/o9XoSoMk6H2y8yVocTItlOmw2mxWJm/MjUUVRhGKxiGKxuLR2NKfSN891YnVbtj2o1+sSZEk/OIMRr127JsRFLY6ElU6nUalUhCDK5TK2trZwcXGBVCq1VFWXmSW1Wk1qrrBhqe/70hhze3sbW1tbqNVqyGazcvAxXZqpx6PRSOrRHB8fSw2VIFh0ex8Oh6jVakt9p/gcAwYMrB8YPmH4xFXhE2sjWLE6LU2Nw+EQ9XodjUYDvu+LKbNarUo6JWuTsLw/TcUMeGPWBLAwPR4eHuL8/ByZTAY7OzvY2tqSYEDXdUWroA+e9U7Y54jSK3sNsaHlYDCA4ywq6DKwTXcgByAZCqzDAlxW2aUUr5/H/lKsq8KsD2oQzFKgyTIMQ0mfZZf28/NzqR/CYDvHcaRBpeu6khnC8fu+j3K5jFwuJxoFtT/WL2EQH7U3SvQ0m9MnTe3ozp07aDQaQgCu64pGw3YThUIBe3t7yOfzkj58+/ZtMdlyPs8++6xU9t3b2xMcIuGxoNvp6an0gTo9PUWhUMBkMsFkMhEtpt/vYzQaCSHRfP2zVF43YMDAZwOGTxg+cVX4xFoIVr7vY39/H/V6XTQCSr71el2kfQC4deuWSMIsZc8UTxYpo1R5cnKCg4MDPHjwAOPxGDs7O/A8TzY4m81iZ2cHhUIBnU4Hd+/exd27d1EqlaRs/mAwkP5I1WpV/K80C5NImJnB+bDiLSXuer2OTqcjgXMkkFQqBQBotVpotVqSsUJtIYoi9Ho9XFxciAaTy+Vw/fp17OzsCCI/fPhQzKpEas/z8LWvfU2aenY6HaRSKbzyyiuiBTB4koRZqVRw7do1iTugn1pnS1BrSKfT+Ju/+Rs0m0289NJLkhkCQDTLfr+P3//93xczMrA4PM7Pz0XDe/XVV/HKK69gPB7j7OwMvV4Pm5ub+IM/+AM0m03s7+9LYOUbb7wh2SAM1qTmwvU8OzvD22+/jWKxKIfqycmJ7CO1jXq9jrOzM9y+fVsyQBg3YMCAgfUCwycMn7gqfGItBKtEIoFqtYrJZCLdpek39n1fpGj2eCIy6Iqz2k+dTqelr9G9e/dQr9dRq9Xw6quvwrIsSclkdVvtI2agIiV6bl6hUBBNgcGEvu+jWCwilUpJXRDP88QvzKqtQRAspZICEMLd3NxEsVjExcUF6vU62u02gAVSURsJw1A0GPrwWSEWgPRY0gTF4Ej66DkGrttwOJRCbqVSCa1WSzI3+LtlWahUKsjn8xKQyXiEYrGIRCKBN954A9PpVJp2bmxsLAV9NhoNMTETIS8uLqQDeyaTEUJ79913ce/ePalsnM/npWgd66nwAJlOp3BdF+VyWSoSM5iQgYtM+6VGyL1lwUDWTWFlXtajoVZjwICB9QHDJwyfuCp8Yi0EK9YSYUBYp9MRxAAgk2Y2BTeWhc8ymYzU2GDU/vn5OZrNJs7OFr09r127hpdffllqcPR6PZFumYHAAD8GRbJg2Isvvojt7W2po9JsNqWGB1sKHB8fYzgcCnKxEi5NxiRQSsbapMyqt81mEw8ePEAikcBkMpGAPNu2MRqNxMxLk3KlUoHjOBJDEIahzL/f7+Pi4gKdTkfqrZDQHzx4IFkS5XIZmUwGJycnmE6n4nO/d+8ecrkctra2UC6XhYC5J7qcf6/XEy0on88DWFQsvri4wGAwQLlcltRmfgdAzPLUeur1Ot5//33Yto1bt27h+eefx+3bt2WvqP0xqyOdTosmyaJxNP3TvM/KvrqYG2uaaJziM4lbBgwYWC8wfMLwiavCJ9ZCsOImtFotkeoBSNCe4ziicVDinEwmskn7+/vY3NzEzs6OSJjtdhudTgfT6RTlchnXr19HsVhEo9HAYDAQPz19uI1GA/P5HLVaDZubm/B9XwqT7e3t4fr16+h0OlL5lwF8DJ6jX5j+4n6/L4TFSrrM7qD5kxoPTZQsbMe/WdsDAPr9vqSNkhC++c1vSpqq7/vodrtSdK3dbuPtt99Go9FALpdDrVaD7/toNBp44403xEy9sbGBZDKJH/3oR4LcAHDnzh3pJM4UYI6dZf1nsxnK5TJs20YURej3+0in0xLcR6meAZEAhNiz2SxSqRSSySS63S7u3r0r+MCD8Otf/7q0UqDfnsRFM3mlUsHNmzfRbDZxdHSETqeDb3zjG0gkEmg2m5I1Q03WcRxJ3dVBkY7jSNaRKRBqwMD6geEThk9cFT6xNoJVEAQ4PDxcCvYLggBnZ2dSKZamQ9d10W63RULd29vDyy+/LA0tT09P8cEHH6DdboufOZPJ4Pbt2zg6OloKhKNZlcXkXnjhBdy8eROFQgH37t3D+++/j7OzM4xGI9mUwWCA559/HvP5HO+88w4ODg7wjW98Q4Ic6fdvtVpyL82Kuo4Gu5IzmyIMQ2SzWamdQaBkTR83/eU7Ozt46aWXpAjdj3/8YxweHkqWTKfTwd7eHm7evImbN2/KGjcaDXzpS19aMj8Ph0Mp1uZ5npi7C4UCgiBAsVhcSqXt9/sIggA3btwQ83qz2Vw6rHSndGCheeTzeZRKJalt0m638aMf/QhvvfUWfv3Xfx2/+Iu/KD2gqtUqkskk/uIv/gLvvfeeaIi6Ai4A/OZv/qbg0AcffIBf+7VfQ61WwzvvvIPXXnsNt2/fRhAEUvBP11DhvvB/ugsMGDCwXmD4hOETV4VPrIVgxSAwZlbQfAdc1iVJJBLShZo+UCJ9KpXCeDwWjaLf7wOA+NFZF4Q+YfqtGbwIQMyANINGUSSm5uFwiG63i/Pzc7TbbXieJ5I1N+/atWuoVqtIpVLSyPP8/FyCEZmRwk32PE/89ZlMRqriskowi5mx1QDvZc8q+qFplmy32zg4OJCMkm63CwDS2ZxEaNs2tre3xb9+cXEh6b96bZ955hkpisc9CIIAg8FAghRt20Y+nxcNhXvHZpXcIyKgbdsoFApLGTDUCvlMFq2jhuj7PqrVKs7PzzGfz2Uc3Jef/vSnuH37NiqVCl599VVJj2ZGD/tLkSByuZzgG1NveSABkP0xYMDAeoHhE4ZPXBU+sRaCFett5HI51Ot1MeWxZgcXnoFtzWZTNpzVYBmYpjuIV6tVkXiZiaGLzDFAj5LyeDzGycmJpFPSHMkmlQwSpHkUgBAx66SwWB0DDRnYyJRTbVbUAXPsxF6tVvHcc8/BcRycnZ0tmTXZwHNjYwP5fF5+b7Va6Pf7uH//vkjoXIfz83MxJycSCcznczlIxuMx7t+/LwF5AKRD+s2bNzGbzaTKLiV9Ejm7r/M3HTCpzaZ6bWmyz2azCMNQWiOwdgjrpLB3F99RKpVw7do1DAaDx9KOW60Wbt++jXQ6jRs3biCXy+H09FRiLAqFgpjK2QaDh5U+cAg6q8WAAQPrA4ZPGD5xVfjEWghWk8lEzLX0zaZSKWxvb8vkcrkcCoWCBAbSXMpibZTYKVEyO4MF2Sjx0n+qEZXIMh6P8fDhQ5ydnckCsy8RtQtmiNAUmMvlUK1WpQkmx5rJZDCZTMQXzqwN9qZi5drpdCpVb2nWZLl+No8cDAY4PDyUGh6vvPIKtra28Jd/+ZeYzWZoNpsAgIuLC+mv5Lou5vO5dP3mWGezGQqFAizLQqvVQr1eh+d54jMfjUYoFou4du2azJXtClgvZTgcSnYIEZAHVLFYlHgCIiIzRbhnhUIBlUpFtAlqiNQCmdLKhqu5XA47OzsYjUawLEs6mAdBIP7xZrOJL33pS9jY2MAPfvADtFotZLNZJJNJ2R/GKtCXzjmxCvBkMkGz2ZSaNgYMGFgfMHzC8ImrwifWQrDiJgCXfuJ8Po9yuSwS/MbGBjKZDLrdLjzPkxRV27Zxfn4O4LIuCGuJUNNgkKMOJmS7AkrlQRDI/ySOYrEofZMoYdP8S20lk8mgVqtJiwOmu9JESeQl4bPjOnDZQ4kBckQmVq4lwvV6Pdy5cwc3b95EPp/HSy+9hGeffRbvv/8+hsMhMpmMFHtjbAHfwQOE2RokdPZZ0k1HufbUJBhsSATjYdZut/Hw4UMAkKyUmzdvolarYXd3F+12G/P5XNaAB8zFxQUajQa2trawu7srBMjARMuyxDw/mUzQarVECy2VSpKNwsBLmsBbrZbMJ5fLiQ+fBwTjGbg+jF2YzWbY3NxEtVrFaDSSJqwmM9CAgfUDwycMn7gqfGItBCtKwiQCmgtZMbZQKGB7e1v8wMPhUCq6ep6H4XCI6XQqi0ATruM4S9kZrBsyn8/R6XTw8OFDqc5KxLp+/br0UiqVSgjDED/96U9xeHiI4+NjAECtVsPx8bEE9Nm2jS996UsAFkTJzJSbN29KRgnTZLWvmlIws0N6vR7Oz89xfHwMz/OwtbUlbQAePnyI3d1d7O7uYmNjA0EQSN8mbcJ1XVe0J9u2cePGDZRKJfi+j8lkgjAMcefOHfFzU/OhT34ymUhQITUMptvO53OcnJzgzp07uH//Pnzfx9nZGba3t/HMM8+gUCjg5s2bODk5QavVQhiGSCQSePnllzGZTPD666/jBz/4AWzbxne/+10kEgnk83kUCgXMZjMpwsasF2bx0N/NQnKsK0JNaDqd4u/+7u/wV3/1V5IBAmCpEB5bF/AAHQwG+K3f+i3cunULDx48wJtvvokwDFEqlWSfDRgwsD5g+IThE1eFT6yFYEUJPJFISPojS9NXq1XpZM4NrFQqEmTHFFtKywRKzdqsyq7f9PVGUSQmRpqCGTw4nU7F3HdyciINNok8AKRfFAuV0WwLLA6B3d3dpcwUmpNp8mVAJOt+MICStU9IzJZliaQfBAHu3r2LAOCJwAAAIABJREFUIAikii5rkjDgr1KpSFdw9npidd52u72kITCw03VdOXCIVI7jSMsFEhS1K/ZgGo1GUv7/+PgYOzs7ePDgAR48eIDT01Mx/YZhiHw+D9/30Wq1cHh4iHK5LNk9vu/j+PgY3W4Xk8kE0+kU2Wx2qXnndDqVIE+u4Xw+l2acPLyY0cHgReIAC7sxtfaFF15ApVJBvV6XYMqvfOUr4rs3YMDA+oDhE4ZPXBU+sRaCFSvm0tfJwm2j0QipVAr5fF76BtEUDEBqfjAQjxI5zZGWZcHzPAn4o6Sui30FQYButyv+552dHYRhKCbW2WyGbrcrPlwG1engOMuy0Gg0lgL7LMuSZzFQkeZizplmUBIsx0VNJJ1Ow7IspNNp7O/vw/d9tNttvPbaa+j3+3j48KEQerFYlPRjz7tsocDaJ0QC+qlns5loLzpYj0F69DMziyOZTGIwGMD3fdy4cQPAIj7h3XfflT5Ld+/eRT6fx927d/HgwQOcn59L6wgGCO7s7MCyLHQ6HeTzeekgPpstOtJrUywJmlkoNMNSo6ImyC7u8/kcruvKeLk3zFjhfgIL8/XFxYXEL/BgeeGFFySQ0oABA+sDhk8YPnFV+MRaCFZhuOgzxMwCmvOGwyG2t7elSi0lTlaspURNUymDELn4OjWSiMXCX7Zti8+WG0VzMeuAENm4yLPZDP1+X5AsnU4jn88jmUyi0WjIXPr9Pmzbxr1799DtdgXRisWimFPpv9fprZZliaTMAnfUFFi35P79+zg4OECz2VyKFfA8TzJfAEjxuE6nIwcRS/jHgwmZ6sp1YmE6SvAMfByPx1JEL5VKSRVk+rvb7TbeeOMNtFot0WTopw/DEIVCAbdu3RIEBiAI2+12JUOFpmY299QaGwlDV8nldwRt/ifxM0iTKdQA8MYbb6BarUrbg2vXrmFzc/OzQ3QDBgx8YjB8wvCJq8In1kKwYtT+vXv3JJp/a2sLL7zwAvb29nBycoLDw0McHBygXq9jb28Pu7u7iKII3W4XmUwG1WoVQRDgwYMHmEwmKBaLiKJF93Cmyl6/fh3tdnvJlMhgxL29PWkZAFzW6mDGAbDYmJOTE8znczz//PPSFDKTyeBv//ZvZWOYpfLDH/4QP/nJT6RdwsbGBn7pl34JOzs7qFarotEcHR2h2+1KdsXOzo5kivi+j1qthlu3buH999/HW2+9hbfffhthGGJra0vMsQzgpJmbwZWO44gZls1Hv/rVr0p13mq1ilqtJmZgYOFzpkk7n88jCAKcn5+jVCphd3cXL774InK5HA4ODuA4Dl599VXs7e0hmUziT/7kTwAA+/v7uHHjBmq1Gur1umS1vPDCC/B9H2+++aYEARK5t7a2cPfuXZyensLzFsXn7t69Kwcpze6sN8KaNa+++urSAcqKyzxMGZhIrYYd2TudjrSboJbI+w0YMLBeYPiE4RNXhU+shWDFSfX7falBweBCSrvs6TQYDCRIkaZAthY4OTmRWhulUgndble0AmaPMJiNLQto3qQfvVAoiEn5/v370jCTVX3ZjLFer6PZbCIMQwmmZGouN5gpu8wuYDDkdDrF8fEx8vk80uk0bt++Ldkj7LzNDBNqAkFw2YiSabbMImGNEP7PQEWah2munUwmS7VeSEDMOKFZnGOneZzxCel0Wr4HIDEON27ckC7m6XRaqu3S1MwgPwZYkjBPT08xm81QLBbx4osvolqt4vDwEMDC58/1YqNPtnqgFkW/ONcsmUzi4uJCzPXUVqIoQjKZlAKBXCua66kZhmGIer1u6lgZMLCGYPiE4RNXhU+sjWCl+wrplFoiNyvlMhOjWCxKvyfdJJMR+7u7u6jX65J5USgUUC6XMZlMBAlc15Xicv1+H61WCy+//DL29/eRzWYBXBZ/KxQK4q+dzWZ47733cOfOHZTLZTz33HNIJpMi8du2LSZd1lWxbRt7e3vwfV8adDrOosM4N4j1O7gO9K3btr3U/JIpwpSsifhcDxIMYwl4sOgeTnwfa3PQhOv7PnZ3dwUp2R6AvmWmrvZ6PakunEqlpKdTsViUDIuLiwsEwaJpJv3gJHrf9/Hw4UO0Wi1sb2/jlVdekeBEmsJ5ODGAklVyNc7MZjM5qGiO14XsOIdSqSRmbAZbsvCeZVlSW4aajgEDBtYLDJ8wfOKq8Im1EKyIIEQCToZIxSwDpkOyHkUikUA6ncb5+TnG4zHa7bZIwIVCAQBkg1nLhMhMif7GjRsS7EYTYSqVQrVaFQKdz+fY2NhYGjPTYtmUkhVo6UfmZrDuRzKZxM7ODvL5PBqNhmhNpVIJX/7yl0UqdhwH7XZbzJkkZN2egFoEfd6+78N1XYxGI9G8qJX0+31BCvqP+RtwmVJ8fn4O27axtbWFWq2GnZ0diTNg2imBTUNZx4UZLqwITMRtNpsSD8BATwZnsrpvEAQSp+A4DjY3N4W42GKBe+04Dmq1GgCISZeEzQDTeHZPJpORmibUTBisSVM2U51Ze8VYrAwYWD8wfMLwiavCJ9ZGsAIg2RhBEIi5kXU0GChH/3gul0OpVMJsNsPp6SlarZb4e4vFopTAZ5uB8Xgs1zFAbnNzE1//+telkBkbb7ZaLeTzeaRSKWxtbeHi4kIkbiLo7u4uBoMBLi4uUK/XcfPmzaVO5syoqFar2NraQjKZRKVSgeM4ePDggRAife1bW1vIZrOYTCYifVMbYcovzb61Wk1MuVy7yWQijUKBRasGaiMkXppmdUVfItDJyYloePTf61oxACR7gv2auK7D4RCj0QiJRAKbm5uYTqdot9tyoHEPGTzKPk3ZbBau62Jzc1OCFK9fv46NjQ10u10cHBzIITYcDiX7ZTqdChGnUimk02nRXvWBSNMvK/AyiJMaCdOkqcEyc8hYrAwYWD8wfMLwiavCJ9ZCsPJ9H8888wwePHggpjn6i7nZ5XIZ165dg+/76Pf74kdnITMWf6PkzGem02k0m00cHByg1+uJv3prawv7+/uygOyv1O12MRwOcXh4KF26Dw4OxCdOE2UikUC5XJYaGCSOQqGAdruNVqsl/n/6r+nvrlar+MpXvoLBYIBcLgfXdTGdTiVL4datWxJPQESjSRq4LBiXy+UwGo1kzIwvYMovqwLTrMk15cHiuq5kiwRBgKOjIzQaDRwfH+OrX/0qEokEWq2WVCz+9re/jVqthtPTU/z5n/85fvjDH0pWR6FQwGQykWJ57BDO2AeaYEnQu7u7MmcW5Mtms2Ka//GPf4xut4tEIiEBosPhEK+99pp0Tvc8D9evX8fW1hYAyGHDIoG6QWu/34fruiiXy9je3sbu7i5ee+01HBwcAFg2dzPrxIABA+sDhk8YPgFcDT6xFoKV9qvSB870R9u2xW9brVaRz+cxGo1ESmczTmogAMRUd3FxgdFohHa7jUajgXq9jmvXronETcm/1+tJpd58Pi/aBBePabfUEHgtEbrT6UgaLavBsqYJEZQZBDT5VioVMTmORiNMp1Mp3lar1cRky1on9HlPp1PJCuF9/X5fghpt2xZpnz5qFpZjejDnw6JrwCIIkJkO9XodR0dH4ue/uLiQBqbpdHqpxkcYhrImNKszwA+AZNQwhZfBkbyfJmAeFrotBDUnrtNsNkO9Xhe8SaVSmE6nODs7Q7fbxcOHD9FsNlGr1UTzoCmamhi1U6b40p3AdyQSCUlFNmDAwPqA4ROGT1wVPrEWghVNjezVA0B8vQzc297elnRPBp51Oh2cnJwAWCDi5uYmUqmUmBTZqJEIp6urplIpqUfC5ozsXUSzqOu6GI/HYiKkRNtsNqVXENM1Hzx4ILVGxuOx+N1ZVp/BkEQWBkSyI7n2/epiZ9oEyecAEALQNVqoeXjeoocWAx6ZjcJ2BQxuLBQKCIIAvV5PfOosoNdutyWtlGM4ODhAo9GQui2sdOz7PgaDgbQ30PVgKNVzDADkQKS5ltf0+33JBKEZmnth25dd0xljwQJt3W4XnU5Hmqey/QEACaj0fX+pwJ3OkqGvn0UHjWBlwMD6geEThk8AV4NPrIVgNZvNcHx8vLTxTMGcz+fI5XIoFotS6p6BaqwKu7W1he3tbVy/fl1MuoeHh0gkEpK1kc/npXO35y36LhF5hsOh1C1hIKROnWWfpPF4jMPDQ0nP1YXljo6OxJSrm2Xq7AqaaJleS180EZDSe71eF/OyTm/lxpKgqAnR38vxpNPppfL+mUwGm5ubQvSTyUT6SN29e1eKtzFtmUGOwKVmM5/P8d577y2lr1YqFZHsuYbM9uAaUAvJZDJSJM9xFq0P2P6AGt7p6SlyuZxkrwB4TGvRVYMJ2qfOwn36N2q4LBC3ubmJQqEgRfW0hkQXgwEDBtYLDJ8wfOKq8Im1EKwmkwnefvttlEolqVS7sbEB27YxGo0kFdX3ffR6Pbz11ltSyCyVSuHFF19ErVaT9NJEIoFutyuEl06nUavVhBiz2ayYbLlQzHigJsJ35vN5VCoVkWy58LrORRAsOnKzozqRl6ZOIgiw8NEy4JGbTgLUaaCU0Jn+qp/FTaVplaZepvhynPRTk+CpidRqNdRqNTSbTQnEZIZMJpMRYqHplQGhfB4PsHQ6LQXrOO5kMimd23lo+L4v8+WelEoltFot0VyovbGWCIMZqRHqA4wp18CCkPb39yWd9vT0FBcXF3BdV3CJlZMZkMpAT2otACTV2ASuGzCwnmD4hOETV4VPrIVg5TiO1IUolUqCEFEUSf+mTCYDz/PQ6XSkkFgURajVanjmmWdEcmfHbJpOuUiVSgU7OztSFv/i4gLz+RylUgmTyQSu60pFXQbZbWxsIJ/P4+zsDPfv30e73ZZGjDolE4Bkb7A7OrUMmiZZ+XZ/fx/FYlGaXYZhKMXQaK5lBgSApbYKOrCQNUt0RVoeAL1eD0dHR2i323jxxRcBAPfv38eDBw8QBAF+9Vd/FZ7nYWdnRyr2Oo6DarWKVCqFs7Mz/NEf/REuLi7gOA5SqZQUo8vlcrh+/TquXbuGdDqNu3fvijmb7SXYwFSnRVPT4SGXyWSwu7sL27bFb16pVJZqm7BNgSYWIjSJrlQq4Zd/+ZfR6XSwt7eHN954A9///vfRbDYFZxzHkQrKnudJld58Pi9Bm9Tq9IFkwICB9QHDJwyfuCp8Yi0EK8uyROJ3HAeDwQCj0Ugk71wuh263K77ScrkM13XFZMiAvFarhdPTU3Q6HUEw+l6BRZpur9eTlgesGcJKseVyGc1mUwg1nU5jOp3i6OgIk8kEo9EInU4H8/kcvu8v1bGgtJzL5VCpVKQp6Hw+l+adlKpZkG06nUrAICVk+oZZ1bbf72M2m4nZlYF2bNhJSZrETxM3gxd5wIRhKEGF9P9T89ja2hLfMpGeTUCJoDS1U2Mpl8tCQDSpWpYl2kgymZR5MitnOBzi4uICqVQKtVptCVkZtNjr9WSttamYfaOorVK74Rqz4jAzbjgWxhhQeySwtspoNFpqcMqigAYMGFgvMHzC8ImrwieeKlhZlvUvAPxTAGdRFH350XclAP8GwDMA7gH4Z1EUtaxFNNf/CuC/AjAE8N9HUfS3H+EduHbtGvL5PHq93lJ/Js/zxKfKTI90Oi1IFYYhGo2G1Jwg4tJvSwRlmfqjoyPcvn0b7XYb165dkxL3NOuyIBnNnK1WSzQfSqsE/Vn7gxnwt7u7i/l8jmazCdd1l4qnERloXmXjSBZAcxwH/X4f/X5fAhVd111qB8C2AkSmbDYrDUQnk4l83+l0pCJtpVIBAElD1QF6s9lMDp/nnnsOiUQCp6enYv4sFosSKApcNi1l5/EwDKVOCU27XB9de2Y2mwlxct7AoqAcs2aogbAnGH3qpVIJtVpNDstEIoF3331XtMJsNotnnnlGzOaz2Uyye/hudkbn+sb9808LXv/7oAkDBq4SGD5h+IThE5fwUSxW/xLA/wbgX6vvfhvA96Mo+h3Lsn770effAvBPANx69O9bAH7v0f8fCrZtY2dnRxCm0+kIsgOQ+hjszaQlZWZc1Go1bG1toVAo4OjoCMfHx4J4hUIBlUoF0+kUjUYDvV5PTLHz+Vx8tLZty8YyuJBFzXQBNV2NlsRFU6IOiAMgjRu1NK0DEFOpFEaj0VJWBdNZqY3xYNCaz3Q6xXQ6XYorIPINBgNp5aCJglpHKpXCbDaTmh0kZKYmJxIJ3Lx5U9aGJlvtsz8/PxfNgYQzGAzQaDSwsbEhMQQMNGX7CJq8aaZOpVLyntu3byOKIpTLZRQKBezt7WE2my2lPPOQqNVqkh305ptvSr8r13WXiIPme2oYnudJ6vTFxcXSAUii4958njRhwMAVg38JwycMnzB8AsBHEKyiKPpLy7KeiX39HQD/8NHf/wrAv8eCYL4D4F9Hi4ixH1iWVbQsazuKopOnvafX6+H4+Fj8v6xV4Xke/v/2viU2suw87zv1LlYV68F6kEUWm+yenp6WYkEjjQUZsmwDApLYCKB4EWC8sREYURY2skkWdrywNwaSIEaAIIEBGTFsZ2HBCwcWAgd5aGMBHmc0ATSa0WBmmt1Nimw+6l2sKhbrebMofj//ul39mBHVvDVzPoAgWXUf557z//f8779er6PVaokGwkmgxJjNZvG5z30OX/va11Cv1/GXf/mX+O53v4tisYjNzU34fD6k02l0Oh3E43F84QtfECK7d++eXMfv90vAog4KpAaQyWSwvLwsJkP6tFl5djgcCgGyrQKzK3h9BvCRiKn50J9MBmm1Wmg0GpKamk6npalnt9uVGik0uQLA7u4u2u22tEsoFAp46aWXZAw0XXe7XXS7XQwGA/h8PsmioXk8l8sBmGph4/G0eSl98+VyWWqpDAYDYTbOwdnZGQKBgNRtaTabSCQS2NjYQLFYlMyYN998E8vLy9ja2kImk8H+/j5OT0+RSCRQKBTw8ssvIxaLodfrIZVKodPp4P79+6hUKhIsGgwG0W63sbOzIy0GotEo1tbWAExfAIyTuHnzphSEi8ViODw8xHe+8x2pexMOhzEajbC2tvZMV+CL4gkLi0WB3SfsPmH3iUt83BirApnAcZwjY0z+4vN1APvquIOLz57KMKPRCEdHR2KG1AMej8dCrJQwd3Z2xJTJ6rHAZd8lEj4zRth5/OzsTJpfdrtdHB8fAwDS6bT4qpmBQUL2+/0SOJjP51EsFqXfVCKRkHL4nU5HSviznxCfYzAYAIBIwtR0OP5+vy+tF3SKaLVaxWQykeditkulUkG1WkWz2RRJemlpSV44AGaeh5oEz9XzxXTSXq+Hdrst2R1nZ2c4Pj6WBprMOKFPmpoR72+Mgd/vx9raGlKp1Ezvp0ajgZOTEzx69Aij0UjaQuRyOWSzWTHDr66uSmor157aY7PZlPgDtknQDU/pmx8Oh0gmk1KJlzVRmOJMTZAvi2QyiWQyCb9/2mtsY2NDtNyPiCvlCQuLTwDsPmH3iU/lPnHVwevznI7O3AON+QaAbwDTeh3NZhPZbPaxPkrj8RiZTAalUgkbGxuYTCYSZMcKsePxeCb4LhgM4rXXXkOpVMJkMsHp6SnOz89x//59NBoNmbhut4uNjQ2pXRIOhzGZTKQQHcfClFnW2AAg0jAJjgxWr9fRaDTgOA7W19cRCoWky/dwOJR2B6y9Qj8uFy4Wi0mWAwDRglKplCxkKBQShqcmQpOt4zhCLMwOYQZIuVxGtVqVLA8ydCgUQqVSQb/fFz8zx0BzJ1Ni+Te1LgaKMiNkY2ND6oEA0+A/dpyvVqtSFbdSqcBxHCQSCQnGZNG64XAonerZhoFMwpomuuYL66PQL86CdAzSBKapxBw//erJZFJeenxR0Y1whfhYPBHB0lWOwcLCS7D7hN0nPtH7xMfdQU5oujXGrAEoX3x+AKCkjtsAcDjvAo7jfBPANwFgaWnJ6Xa7IhHyhxI5zXClUgl+vx+rq6vo9/tSvI2BiR988IFMys/+7M+iUCigVqvh4cOHklq6t7cnWRmsnjoej9Hr9YT5gCkBUFsgUbPfUrfblR5KerzMxqDUS38tWyEMh0PcuXMH8Xhc/NxkZmourCECXAY6xmIxpNNpWdxWq4UHDx7MtBpgfRLt4+73+2KmpSTPOihkgNFoJERKc7bP55P0WjL4eDyWQEbdOoGZMqxZsr29LVof54zzScaleZrBpJPJRLJY+H04HEatVhPtSKfPJhIJ5PN5JBIJtNttJBIJydhgx3dWEmbPL52iy6yPVColtVsCgQA6nY5km1w3TyybzNyNxsJigWD3CbtPfCr3iY8rWH0bwK8B+DcXv/9Kff6bxphvYRqM2Hoev7kuSa8XhBNJQkkkEgiHw7hz5w5arRbK5bIE9D169EhqdUQiEWxvb4uGQ8aiZL28vIyNjQ3RIriQzHZgLyZdup9SbqvVQqfTEWIOBoMSaBcMBrGysiLptzT1VioV6eJNDYCEyWquDCZcWloSH7A2PXOBU6kUqtWqdBen1M20UzIMA/2YPTIYDBAMBqWdA82i1DQYkMlgzHQ6jbt374o5t16v4/z8/LH2AZFIBJlMBrlcTuqF9Pt9KRIXi8UQjUZlvGxpAFwGNwJTE+zR0RG63a6sOZkAgGiGKysropWy/ksikcDJyQmMMWKOBiBpy/F4HNlsVpiYGi5pKp/PIxKJoN1u43vf+95MVs518YSFxScAdp+w+8Sncp94nnILf45pAGLWGHMA4HcvGOUvjDG/DuBHAP7JxeF/jWkK7Q6mabT/9FnXB6Ym3hs3bkgQXSQSQaVSwcnJibQiYDptIBDA3bt3Ua1W0e12UalUcHh4iP39ffHBrq+v44tf/CIePnyIt99+Gw8ePMBwOMTdu3fx8z//87h79y62t7fh9/tx7949mcTDw0Pcu3dPFoiERNMj64IsLS1hb28PlUoFfr9fKvYmEgmk02kAU783FyWfz0sJ/3q9LnU+2EqB9VgYgNhut9FqtcSfzeA+Ng8Fph2+m82mZKKwzgkAYRQWkWMGxEsvvYRXX30VkUgEe3t7ODw8RKfTkVotNJtSK8zn86KhZLNZbG5uiobWbrdxcnKCbDaL7e1tyfBgtVpqA8DUHH5+fo4PP/xQ/OeZTAZnZ9NO65VKRVKQmcrKWiHUVBggOh6Pxf+/traGUqmEXC6HfD6Pra0tmadGo4H9/X3cu3dP6pZoeksmk5Jdw3OCwaAEa143T1hYLBLsPmH3CbtPXOJ5sgJ/5QlffW3OsQ6A33jWNd1gDYpkMinBhzS5kRDG42kTSEqfLIfPlFS/3y/BdLVaDZVKBa1WS6Rzn8+HTCaDGzduYHNzUwIAb968KZV32bxSp7RGo1EUi0Wp/DocXjZhZEsBSsyZTAaBQADValWC7lhPg+ZhpsQ2Gg00m02p4EtfOLuGN5vNmd5ONDXXajXs7OyIH5paEQBpPMp0WF20jY1GC4WCtHLQjMWy/jQzs6KtrpdSKBQkYNAYg3a7DeAy2JIvFVbSZaBfs9mULvJM06VWqM359OkDkOBDNkXl9SuVijAxe0KR+fx+P/L5PDqdDhqNBur1usQX1Go1AFMTMbW8W7duwXEclMtl9Pt9qbBL18J18oSFxSLB7hN2n7D7xCU8U3mdWRXs+RQIBOA4jkjhAMTkS4k3FAphdXVV/MuO4wgBlctlYRISOwPnJpNp93GaBwFInRHNANoPDUCYid3BgcvibyzHzwXodrvI5XJIpVJYWVmR9FLW42g0GqhWq6jVakgmk+JL53etVmsmTZem5aOjI+zv74v/ntki4XAYkUhEGlnSvMkS/5lMRoLveC0yVqfTER85y/sze4VEHg6HEY/HEY/HpZElS/8PBgOp0XJ6eipmY5qCd3Z2pB1BLBYTTYZzyZfKnTt3Zu7Nlwl/AAjzHRwcIJPJYGtrCwBmXAFkqHa7jXq9LmnS1Mq4zjdv3kS320W5XEa9Xpd02mcJVhYWFi8edp+w+8Si7BOeEKzoh242m9jd3ZWeQt1uF6enp3j06BF6vZ4QBbMZ2KWczRSpibC2COuJ5HI5aRfAbA8uQLFYhDEG9XpdCsBRQk6n0yiVSkgmkxKoRumehceYacJeVWREEgaZjMTLQm/MVOH1WMCOZf0pnYdCISwtLeHg4EB87EzrJaitDIdDkdxZgZZl+9nJfDgc4vj4GA8fPhRmYH+n9fV1xGIxaUDK1Nxmswm/f9ojiv51Bg+ylstoNIIxRmqjDIdDYaxarSaMEYvFRIMaDAaIx+MoFAq4desW7ty5g+FwiP39fdTrdQCQjBsywdLSkqzR6empjK3RaOD09FTMw8yS4ctDv/gcx5H6MWdn027r5XIZrVZLUq8tLCy8BbtP2H1iUfYJTwhWweC0UeLOzo5Iv7rgG4MFaYaMxWLI5/PIZrNYX1/H4eHhjFR+enoqEmcsFpNibgcHB+Irpp+Y0ni5XMbx8bFkaUQiEWxtbeH27dvIZrOoVCpot9syBmowrVZLWgFwUehPB4BarQafz4d4PD5zDDMRGDTHIEUStz5uMpngRz/6EQBI9+/xeCydux3HkbTjbrcLv9+PYrGImzdvIp1OSxYL02+r1Sr29vZwfHws92ODT86VrgnDOijj8VjMzs1mU4Iou90u6vW6pNTSJAtMu4GzE/nKygoymQzOz88lDqJQKODmzZt46aWXkMlkZJ5p7maxPwDS54nz1O12pcFouVxGs9mEMQb5fF60FAaW0txMbZbmeAaFNhoNqcx8xeUWLCwsrgB2n7D7xKLsE57YQSKRCF599VUAkNTJarWKSqWCg4MDWUCaIfmQm5ubKBaLyGaz4mtmTQ5qAJ1ORzSGN954AwcHB9JIMh6PS+YBTcmsUXH37l186UtfkuBFFkFjpgYbdNJMSe2IOD09xWAwQKvVkuJkxWIRiURC/M5kvkKhgHq9jnq9PpMNEQwGJQ2VTSsZmEe/NRmKn4XDYbzyyiv44he/iBs3bohzifxsAAAgAElEQVS5mrEGNJGen5/PZIMwdoHZJmw8GgqFkE6n0Wg0cH5+jsPDQykgN5lMG3a+++67qFar2NzclEwdpicze2d1dRVf/epXpT9ToVCAz+cTxk4mk6jX63j//ffxxhtv4P3338dP/dRPSbq04zgS5Eim5TgymYxoZuPxWF6YpVJJ0npbrZbML2uX8IWwvLwsbQtu3br1cQuEWlhY/ARh9wm7TyzKPuEJwYqF1j772c+i2Wzi+PgY9+/fx+7urhRFI7OwQi6DECeTaVPJ4+NjOI6DeDwuVWvD4bCkVg6HQ1QqFfE5My2TBEPpmQXNmL5qjEGz2RTTKlGv13F6egq/3y8+WxIHU29pOmWzyfF4LC+Cw8ND1Ot18Y+zEu9wOMRgMEAkEpEYgl6vJ0F51AbOz8+xtLQ0o5mwE3g2m0U4HIbP55Ou3EzpZebHxsYGxuMx6vW61HjhS4a1R1jbg6mxu7u7whDBYFDSetkCYTQaCeExFmJpaQmlUkmyMiKRCLrdLgqFgvRzYr0Qd5ore3ABkDULBoNi4qVGxBiJWCwmmihN6JFIRAr78YUzmUxQq9WwtLSEzc1N3Lp1C6urqxJDoM3BFhYW3oDdJ+w+ASzGPuEZwYrBiKxB0m63pd1AsVhEsVjE0tIS+v2+1MqgyS6RSEhncVZR5cREIhHxqUejUayuriKdTksDR5pidV0Pv9+PXq8njLm3tyeMxkJnAMSvnUql4PP5MBwOJXiPC8sKtySoe/fuYWdnR+pyRCIR9Pt9DAYDySQplUqipTCw7uzsTMr/9/t9yb5g+utoNJLia6xXwsA+ZnZwrgqFgjB/MBiU4nA0/wJAr9fDysqKaE7s3UQGX19fx/b2NlZWViQo0ufzCcHz2sFgEKVSCZlMBsPhEOVyGScnJzMaIqvhMsYgk8lIICrXw+/3y4uTjUeZYswsIDIR15Payvn5uax1IBAQLWx3d1cYmutDrcfCwsJbsPuE3ScWZZ/wjGA1mUxEUk4kEtjc3MTp6SnS6TRyuZwUODs9PcXx8bG0D4hEIqjX6zg8PITjODg9PZXCZizjzwyPV155BX6/H6lUSj5nYCAnm4Tb7/dRq9WkK/ZwOJT6I5lMRgq8ARBTJ33Ba2triMViUo6fkm2/38fOzg7ee+89tNttRKNRxONxyYRgFslXvvIVxGIx1Ot1ORaAjE3fhwGYjBVg0TVqLCxap2tusO8S02tZRZY1VRhMqPs8saM8MGVyvsiWl5dFeyEjU5Phs1P7ePDggdQk4Rrw5QZM4xiY6steXdQYE4kEstmsVFPmiyAajeL09FSqBjNAk1olez7F43ExxbOtxO7uLiKRiBzH4n8cj4WFhXdg9wm7TwCLsU94QrDiorP+RDKZxGuvvYaf+ZmfwXe/+128++67+P73vw8AUrV2Y2MDiUQC9Xodf/u3fyvEcXJyglgsho2NDcTjcUSjUal7kslkAOAxYuEkTSYT3LhxQ8y2TF89Pj4WQiAxFItFTCYTHB0dodlsolqtIp1OIxQKYX19HYPBAB9++KFoL36/X0yprIHByr0rKytiNi0Wi1hdXZUYgnA4jFJp2v2h1WphMBggk8ng5s2b4nNnPZXz83PJjhmNRkgmk7h79y6AqdbU7/fRarWwtrYmWp/OOGG3dRZhq1QqYoY+Pz9HsVhEKpXC7du3pdjb2dkZ6vW6pB2702SZVcE1pvn3c5/7nGSO8AVFwv7MZz6DYrGIN998U+qOsPowzdDMikkmk7hx44a8tI6Pj0WDZF0XBk+WSiXk83kJxHzw4MEMbfl8Pty8eVPiFSwsLLwDu0/YfWJR9glPCFbn5+d4+PAhCoWC+ISJwWCA4+Nj/OAHPwAAlEol/PRP/zRefvllSQktl8tiDs5kMmImzefzsoAkKPrVAYj02u/3JZBuaWlJCIYVb1dXV0UqpmTb7XZFOmcvJ/r1j46OMJlM8OjRI7kGtZFMJiM1PSKRCFZXV1EsFqVeSbPZxFtvvYVqtSpF1FKpFOr1Onq9HowxUvofgGStLC0tSe8pag4A0Ol0pO4Ln5/fUdrn87I2BzNPmKnBbIuVlRXk83nk83np11Uul6UYG/3UrIBLEzznjnPKdGi2baDZmtkdzKRhsTtmsNAs3el0JM6AmsrS0hKWl5dnCvaxSN3JyYn0ner3+1LPhpkqfOGQLqwr0MLCe7D7hN0nFmWf8IRgNRwOsbu7i3q9LimdDEo7OjpCvV6XTIxAIIBXXnkFpVIJ+/v7svipVAqlUglra2uIRqNSVp9+83q9LiXuKdXSP86Jp8+bjERzYCaTEQ1EmyNpGhyPx1heXpbaG/v7+yJ1A5ACZqwXwhdCKpXC6uoqYrGYEHS9XkcoFJJqsizmxjoh2WxW/PesxQJMNTTNmKwTwmrCLK4XCATEVz0YDMT3T8ag1M9mlwzG9Pv9EtwHQLJOmEHBMQQCAUnJBaZMyTljLAHHRbN6p9ORoncAxMdN0zD98bVaDb1eTzQSPlulUpF4Bq5FoVBALpd7LNCRYwgEAigWiwgGg9L2AoDEAFhYWHgLdp+w+8Si7BOeEKwAoNFooN1uY2VlRdJWO50ODg8PMR6PkcvlEI/HUSqVkEqlMJlMhFk2NjawubmJGzduYG1tTaq70oTLjt00mQLTxdMLzRL20WgUnU4H1WoVPt+0/xODIZk5QqLk/5TAk8mkEHu9XpfrMqiOwX306/t8PjiOI6mzrMUSDocRDoeFQSuVCu7du4dIJIKNjQ3JUqGvmDU82CUdgLx0eG9qCPQp9/t9BAIBLC8vSyaMMUaC+0j8NE9rM+vZ2ZkEMg4GAzGnctzMcGGTUWoQ1BLYpBSAZHswsJFF2ZjKy87k/OFx2oTLlxcZc319HSsrKygUCqIt1mo1afTJrJyNjQ1pT1Cr1aRCsIWFhTdh9wm7TyzCPuEJwYpm0PPzaU+n09NTAJCqq0yhzWQyKJVK8Pv9ksGQSCTw8ssvI5fLIZvNivbBwmQ624HEnUgkJJCOpkZKvkx55cLRzOo4jviHuVjxeFwCBdPpNKLRqBAjgxhZs4SmYZbyp/mSTH9ycoLBYIBQKCQF4ahBkTGKxSLy+TzC4TDK5TIePXoEYwyy2axoCMFgUAL92AwUmBImiZ5mYhY+Oz+fdg/n8fTzs1hcLBaTzAxqdsyMACAEzLlhsCXngtI/gwl1wTZdIXd7e1v6f7HRqK5HMxwOpfYIqxPrrvPU/vL5vBT9c2f++Hw+0ZaAad8svuxYwM+6Ai0svAe7T9h9YlH2CU8IVsYYbG1tyYNoqZe1QRzHEaahabff70v5fGZ0nJycoNfrCbMBUx9sLpdDLBZDMpmUDAYuRigUklTeSCSCQqGATCYj/lYuqLvvka5sy2q1Jycn6Ha7WF1dxZe//GX0ej3s7e3h4OAAx8fH6Ha7SKVSUq+EUj+DFwuFAoLBaefyWq2GTqeDVCqF119/HcViUdomsL4JMI0vYENJxgjQjKsZhv7127dvi0ZWLBaxvr4OAFKuH4AEZRYKBSkAV6vV5GXBYEbWPdGmZHYR9/v90gaA/nw2vTw8PJSUXgZIbm9vIxKJoFqtShwBtTm+eGjWZuPPYDCI9fV10TpYDG5nZweTyQTFYlECWIfDobTAIAMykDIajSKXy8lnFhYW3oLdJ+w+sSj7hCcEK/qfGVBICZlg1VimhNbr9ZkUT6aWsokiF5MSN33irGfBgm6RSESkam0ipOmW5k1mWfAYn8+HbrcrJlsAojG0223pd1QqlYTpWq0WTk5ORCNwQwftMUiO4wgGgzOaVq/XQz6fRy6XE4YDIBV+6dMnKKlTsk+n00gmk4jH46LlUdth5d3JZCINKxncx3GSOWgqpXZCgqQJOxAI4OjoCHt7e5ImzV5aq6urSKVSUrCN7SEASAxBs9mUpqk6tZUxACx8l8/nEY1G0e/3US6Xsb+/j2q1KlWTGWxIEzNfIoxt0OsRCoWEjiwsLLwDu0/YfWJR9glPCFaU/FjdNhAIyEOQaCnxU9LmZyRiZmmQwGhu5LUp9XPBaLal6VHXEWHgG02TjUZDgtooiQOzWQEsrMZFok83Go1ibW0N3W53xo+sgxbpd2bHcF5fd1DX1XXZfDSbzUqw4WAwEK2NFX2ZvaHbNgyH0yq0fHYAoqEx00L3pKIGQaajpsg55VzzmY6Pj0Uz8vl8aDab2Nvbk3kKBoNIJBK4ffu2pB1zHDQZM0MEmKb26sBG/o5EIsjlclIUkAXhJpMJ9vb2JH230+kIA1CLMcZIzzB3sTg2I7WwsPAW7D5h9wlgMfYJzwhWTImNRqPIZDJIJpOyaGzaOBxOq65y0ViIDIAQOKVk+m2ZhslmllwIHs/JAy6zFegXZgG0o6MjMSfSPEsTqSZ6Bgeyx9PBwYFkZ2xubiKRSIi/nITALAsyEut40IzZbDbFv396eopyuYx6vY7RaITV1VUsLy9LLEGr1ZJn5wuDWSysvEtNiCX93UQTiUw7lgMQzYFpqNVqVXzunGf6r/li29vbQ6VSkbEweJKIx+NIpVLY3t4W/zrN8efn56L9FItFVKtV1Gq1me7qrO2SSCSQz+extrYmLRDOz8/lmgCE8BnkyOBHrjlpgIzGoE4rWFlYeA92n7D7xKLsE54QrNiBmv5wBvzRNMegQS1FUvqmRNntdjEejzEajdDr9aSB5Gg0mlkEmhFJkNpUGQwGRTLWAXvtdhuDwUCq6MbjccRisZlFYM2LcDiMfr+PbreLcrmMpaUl8dunUins7u7O+LPJrJ1OB71eTxidRdyGwyFWVlZEo6CPnEXqlpeXAUyJmyZyzgVbG7B2Bzu+62aVZJxKpTJTkZYvKb/fj0ajgb29PZydnUmaM+dta2tLmCgWi8l86bmhGZ7Xm0wmYnan353ryuuPRiN88MEHEgcATJlta2sL8Xhc4iX4AmCgp249EYvFkEgkMB6PpcDf2dmZaHuMl2DKMl822jxuYWHhDdh9wu4Ti7JPeEKwYnPGVCoFY4yYSFlDhJJys9lEp9OZKQwXCATQbDZxeHiIcrmM0Wgk2gID5lha//bt28hms+IzJ3NSuuVEkSDYXyiXy4kJlvdm125mOrBp5crKCkajERqNhvRhokm0Xq/j7bfflufVhep0VgfN2ZoJ2UYgFouhVCrJnJydnclLg2OJRqMSkEltYzAYiB+6XC7DcRykUimpOnxycoLDw0Mp2Pb5z38eGxsb8Pv9eP/99wFA/OiU1GkSZmxDKBTCV7/6VYxGI5ycnODBgwd48OCBxDEwvZlzS22OGTirq6sAgPv37+Odd95Bq9WSGi7JZFLqjrCi7tnZmax/KBRCIBCQFgpMkU6n04hEIjg8PESr1RLG4MuKmUBkMAbAWlhYeAt2n7D7xKLsE54QrIwxUv2W9TloaiUhs1bJycmJLBIrwbZaLZTLZZTLZektxO/oo26329KAMxaLYTAYoNFoSBVXmkNJsNpnvLa2JgGD1HrYaDKVSol2Q189C5fV63Xs7e2hXq/PjAWYSspMmS0Wi8hkMmi1WhIQyPuzbH61WpUgQgBSd4WmT5b6J9PTDMuUYQBy7dPTUwnYpL+amhjN5DR/+v3TppY3b94U06rP5xMtkIGinU4HjuOIDz6ZTMoLBIDENdA8X61WReNMpVKi2VUqFfzwhz/EO++8g2QyKZk3jCvgc5+fn2N5eRnxeBy5XA7j8VgycwqFArrdrmizfr9fAk+p9QBTs/zy8rKY2Zk5ZLMCLSy8B7tP2H1iUfYJTwhWPp8P2WwWqVQKvV5PHo4PSNMtiX4ymQhjJBIJNJtN9Ho9qZL6yiuvIBgMolaroVqtolKpoN1u47333kO9Xkc6nQZwWemWE8rJZWYCA+ByuRyWlpbEZHp2diZ9oUhENCMCEGJqt9vo9XqIx+PI5/OIx+PY3NyE3++XDuPZbBZra2vI5/OSaUEtotfroVKpoFqtiu+eCzqZTNBqtcS8DEACLgFI6wVdyMzn86HX6834/jnmfD4vAZo+37RNQafTmdGWAEg2znA4lN5OOoWXazIajRCLxeRl4w4uLZfL0gxUMwObjx4dHWFrawulUkm0P774aKbNZrPY2tpCoVDA0dGRZO4Ui0Wcn59LrZPhcCgvUIL+dJ/PJ53s2S3dxlhZWHgPdp+w+8Si7BOeEaxSqZQE2JHQ6IMGLoP/BoOBMIfuVTQcDkWq39zclADGVqslmowuHmaMESme2gV9qkyzBS7NmPSpM5NCMxSZiWZHYGomJlExgC+VSkl5/HA4jGg0KqZj+p51vY/z83N5YbBuCOMGqDUwuJG+fsYBUCNh6X1myXS7XdESqHmdnZ2JFE5tiExpjBEmoD+ehD4ajXB6eopOpyOtEVjYzuebtjtIpVIIhUJi2mV9EG36TqfTiMfjaDQaePjwIer1OsLhMNbW1mZebrxHNptFJpPBSy+9hM3NTfT7fWkEmkgkcOPGDSmiR+02nU7L/QFIwGo8HpfrraysyPpZWFh4C3afsPvEouwTnhCswuEw1tfXZwIEGZhXq9VkwguFAoBp9276fEk4NFlOJhPs7OygUqkIY3GymBXAdNxoNCr3YqDecDicCXij6ZESPDA1n7766qtIJpPIZrNiSmQAHrNF8vk8lpeXEQ6HkUwmxWRJiZgECEAYMBqNCpPQVJrJZPDhhx8CwEw1342NDQksZKopzbLRaFQIxufzSRNJYFobZG1tDcPhULQcSvFk5kwmI4GDvB4L3bEAHhEKhcT0PB6PJYU2GAwimUxKQCVwqcmEw2F5eb333nvY398X8y07slMzJaPTRx6Px7G+vi4tCd5//31Uq1UAQKFQwJ07d+A4jswFAKmhorueP3r0CADkechk1mJlYeE92H3C7hOLsk94QrDy+XySujmZTKTGBvsAMbUxFouhWCxKECEXE4BkAASDQbRaLRwcHCAYDGJlZQW5XA6rq6tSwp5ZCMFgUHzlJLzhcCiTTbgnMhAIIJvNSl0M+tpJNAzsY/Ab/cUsHkfwHt1uV/zlJDR+R79uMpmcqT3CHktM/ySh8r6hUEgC72hSZvosU2pZ/G44HKLVakn9FTbc5JoAkKwZaii6joxOH+bLgGMks3BOaXoOhUKSwkotg4GdmUwGmUxGtDGmHZOp2ZOLWTlMqZ1MJtK5nfNHMy4zSEhvXHvgsgaOzjyxsLDwFuw+YfeJRdknPCFYAZgxmTLYLRKJyOD5WTKZnCkQNhqNZHJoRmTqqK5jwQJsfv9s7yUGCjL9li0ISHBcdF1EjkSSTCZnzLK6j1QkEpF0Uh3w2Gq1JD2Y16Jm9CR/t65Qy0rC1DJodta1WfiiYX8kYKrtLS0tydwxo4GaB5t5kpio6VHz4HzTtM7zdI8ln88nmhS/B4BmszkTLEl/9nA4lFiFwWCA5eVlpNNpiaNgECWvz/lg887RaIROpyNF4KhFUivThQF1zRam7DJgkpoRYQUrCwtvwu4Tdp9YhH3CE4KV4zhSiwOApITSxEhCpd+WLQK0/5OSbyAQmClmlkgkEI1GpYkipWcuGnDZCoF9nEKhkPiLeSxwqTnQPEwNQ9fZCAan/YrI/HqhAIiZlUzI4mocM8fHFwSlatYuASBzoIPsyFTUNpgxw3HwOWiK5mfsFG6MES2MDO7z+WY0Jx20SV8/zeIkUM4LNUVdlyQYvGz/wHnQlX1pUtdNMSORyAyzZDIZKXjHQFC+wGim5YuKzMYfzjuZmyAT6ToqFhYW3oLdJ+w+ASzGPuEJwYqZC8BlPx4yAIAZbYQ/ury9lnxDoZBkRLDuBAAxB/I6vK7WCnQKLBfNbfJjDRBglhnIPDR/8tp6YcjEuqKr1oDou+YYdD0Pvhz4nBy31gJIlPyMY+F9aR7W0jiAmY7nPJfmZBId51oHPBpjJE2X/mdeVz83mTIQCEhhNzKUMUbaLSQSCXl2XciNz9zv9yVQMRAISDAqNS6mEVPL1NoPe1UxroHPw+M4XqbiWlhYeAt2n7D7xKLsE54QrMbjMcrlsmRAkCBJqFww/k1pkdVPOfn62FwuJ75s4JIpeW36wt0EEI/HZ6rNaoai+ZXNKJmVwGwPZnfo5o2U+rkgukYGF7Ddbs9oKCSaaDQ6k2La6XREktYBkJo4B4MBBoOBEBRTV6mpUFvTvm+OU8/z4eEhjDHSRwqYalHUbpiGyiwYSvE0CVOb4VxQe2RKay6XkxRapk6z7gzvpYvFpdNpeSHwe/Z08vv9czU1vpQ4l0zHJg0wA0ib7/misbCw8BbsPmH3iUXZJzwhWAGQsvF8IC68ziogg1DiZJCbBh+cAXlaizg7O5shAADie6fPmWPRDTf5OQmIKbgAJFMkGAxK4J02MY/HYxnjZDIRQtBZCNq0zXvqdgLUJoBLEzE1F46d88HjmAHDFwK1HmaYkGE04+q5ZJ0Sjo9MSm2FDKPN0I7jSONTHW8wGAwkOLDf78u9dbwENS++qLQ2Q3pg4T3OFWljMBgI8/B4twl3HiNoHzvnQfvpLSwsvAW7T9h9YhH2CU8IVhwoy+5TauWPJgqa6NwPpSP5NdFy4cgEDDrkBDHwDYBIqrwfCYiLTW0DmDULurUNLs5gMJghQi4ymVAHEnIe9LHMSgEg2RG8BplTj4NmXh1IyOtSMueYSLRuP7Iev54XXofET2Kn1sPz9HecZ64ZGYLF4vhS4ZxrAgYufdrURvhMZHCuC19E1Er0y5TMyxcNn3c0GokpmBoZ59wKVhYW3oPdJ+w+sSj7hCcEKz4wB+teML2gWnrVmogmFi3N6lRbrRXQBKmZkgurNQd+96QgPR5HnziJkNdzE6T2//N/7ePVn+lz+TcZnVV7+d1kMhHzKMet504zI4MPdaCevo6eI+DS1M7vtEmcmoqW5PW1dFApn4EvLn7OdaF2RU1TB5nSlK3nX7/INHNzLFozdJ/He5L5tAbn1m4tLCyuH3afsPvEouwTnhKs+HD6IdyE5TbV6clyE5peEE0MeqI1seiJ0vfQGQmaaLQfnPeh1K8JC7gkPl0Dw60B8Bm0mXE4HM6YYvUYGEzI/92mYppyNbNxXijV69gAPivHQWiJn99pH757ftzn6TnVGhLHwnOoifCa1AZJF3rcPM/n8808g76/ZgJd2VjPGZ/ZWqksLLwNu09cwu4T3t4nPCFY0fwKQBaZE0Ji5ASSoADM1OzQkj9wSQjabKsXXJsV3f5f7W/XGSHah85KtVwA+sn1PUis2mypGYwETGlbS/GEZhYtkQMQkybPoRmTY+Y5bm1MF7jjscyQ0doO76d97jxW+6e1uVn7tkejkfjdeQx/0wdPJifD83tqHfxeZ8/oteT6a0Znp3utpTD4UJv3NUNZwcrCwtuw+4TdJxZln3imYGWM+WMA/whA2XGcv3fx2e8B+GcAKheH/WvHcf764rvfBvDrAMYA/oXjOP/zWffQwWDazOkOEtNSKyf4SRqElljnXUNPmNtnTdB36zYBkhj1ROs0Tnf2gHtxNNMAmCEsADNBk2QqMiSh54LX5b10ECPHrjUuzZyE9qMzYFDPCV9orOtCEy2v79ZE+L9+Tt7XbZKdt776ubgW7vXj/6QVmue1RqZfKPp+erya+Xj80/AieMLCYpFg9wm7T9h9Qs3TU7+d4k8A/CcAf+b6/D84jvPv9QfGmM8AeB3AZwEUAfwfY8zLjuOM8RRQE+FkMDWTk6AXV2sK80zBhDYl6kXQZkWep7UELU0DeCzzghqP20RLqZnjc4+Hn3HMWqvSzKJNl/qlwXu7v+fz6bgAt4mY/mhK4U+arydpT5xrbX4nUT7JrK4/08TqNiFrJpr34tNrRAZwEzvHy5cK6UNrSk97wWpTtDvr5Qn4E/yEecLCYsHwJ7D7hN0n7D4B4DkEK8dx/sYYs/Ws4y7wdQDfchynD+ChMWYHwJcAvPG0kyaTiTSv1FK4NhdqInAfQ+n/YrxyTddzALgk3HlaCCdTB7DxM5os3aZWTWS8vj6PC66LwvH7eRqRJi5glrC0VK+fj3PALBnNfJrISXDznp3zwpRgnQLsNomyponWetwvCo6X19ASP6+hn0Nfn9BBn/xezwPH72Ygrenp9dLPqtdG04hm6ifhRfCEhcUiwe4Tdp+w+4Qa0xO/eTZ+0xjzqwDeAvAvHcdpAFgH8HfqmIOLz54JTq6WfklgmtgdZ5oV4F4cvbA8FnicKHjdeSZJrYVoiZzZDO7PKcGSyLQUDmBmkXh/rcXooEH3ImmtQgc98p6aOehfJxET9BcT9IO7tTESPs9ng06Cf9N0zWBOnuvWNvQc6GcgA+gUVl6PLxVNyIwF0GvHa7nnwM0ApAmOh/fXL0z3Wj+HpepZuFKesLD4BMDuE3af+NTtE4+nGzwf/hDALQCfB3AE4A/4XHOOnTsKY8w3jDFvGWPe4gLRVy2D8/lmHsLtc3abETWzae3FLQXPg/t7XbyMk03fqi5q9rTr8hzt751n/tXQz6zH7fa18xj3uLSWxjHqH37OcWjG1b5jbXY2xjw2bk2keg54LR0/oM/lXGrm43PPWw/N1G7M05L0ubwfX2bUxjSj8L7ul93HwJXyxBD9eYdYWCwS7D5h94lP5T7xsSxWjuOcqAH9EYD/fvHvAYCSOnQDwOETrvFNAN8EgEKh4OhJnTdBmmDm4UkTrqXup503b0F4jpZg3UFrnHyahrVkze81UWmCJlgnhZIzi7xpxtEvA+0/18F6PF6P0a3JuJ91HiPxGPdxGiRStxl7nhmaAY88jxqam2n1s5Lx3L55XkMT/bwxcjzudeC5ZFy36fd5gtfn4ap5YtlkbDEti4WG3ScuYfeJT9c+8bEsVsaYNfXvLwN49+LvbwN43RgTNsZsA7gN4M1nXc9tbtWTryVRTfRuv6leKK05UGvQhMUF0tcndAVe7ZPWjODzXRaU4299HS118946lXWeZK/H5PP5Zppg8hpawnf/T2qJwUYAAAkbSURBVPBebGDp1uy0tsFncxOd+9puDdCtUbmZhWvi1kSe9NLT2givRQ1Of+deYz2fmjHm3VP/7zb182VFevk4uGqesLBYdNh9wu4Tn9Z94nnKLfw5gF8AkDXGHAD4XQC/YIz5PKbm210A//xion5ojPkLAO8BGAH4DecjZD89yc89j7A0k7k/cy+ANhfytzugjue5CUPDbQacZ8Lk//qaWnMAZjUCLW27pW6tJbDHFM27buJzBy26s0P0vMxjWLffWscsuDUCPvtkchlkyWPcLSOoIenndzcs1eunNZBgMDg3/oDXdz+D+3vOsdYCtUlYz5E2ez9L632RPGFhsQiw+8Ql7D5h94nnyQr8lTkf/5enHP/7AH7/WdedBy3JMviOk6sJT4MPqzUG4PE6HNpEykWeFwjolmS1tKqhCcDdMZ3f8zNmWbgX05jZ7AwSDAMheZ7f73/MLOp+YWiCZZ0UrVXwvlp7cDOUnlsdQOjW1vQxZGD9DGQkPX9u7WzetbiGHB+DQdmCQY/R/dLSY6S5nSATuM8lQ/L4Z/nNiRfJExYWiwC7T9h9wu4TapzPPOIFQUvlwGXgnS4Ep4lfS4/at0xC0lIm4fbt6uPdplD3wrmPIWHrcwiORxOqvp++jlsTYhYFmUIzsAYXV5tr9dj055qoNMO4oT/TjKDH7CY+fV2+HLS0z/G4tTZ9nB6/1h55XZ2hoo91M6d7PG6XgD7PPWcckztmwMLCwjuw+4TdJ3h9L+8TnhGsuAhPW0ht9tUmOV1wzX3ekxhE3xe4JDwymjugjefOS7PV5tV5i6HPdWsCHMO8++lnd88LTbD6c7e2pe9BQnDPsR6nZnB3sB6vMY9An0ac80yxbs1GM5CbWfSau03G7ufUDDXP/Ot+HrdG5Pf7ZzQYCwsLb8HuE3afWIR9wjOCFXCZCaCl0XmSqtZOeB4XkmBQG8/V0r5mGncQGgmbxOde8PF4/Jg/121u1GZYPQ63pM5ztNbgrkGiobUfNzG4iZS/55mm9d/zXjS8HjBLVHxuvSbUuPQzztM89L2fNCa9Fu7nm2fadz8Hj6Hp2c3o+nncZns3g1tYWHgTdp+w+wTh1X3CU4KVm+i1VKqJ3G2qnWe6dXey1lIsP+O5WpKmFKsl93kZAKPRaIYZ3AFtvA+zK9wmWPfzaEagudsd3OhmFj12LcW7JXp9DvC4j9+tAWnGnkdAeq7cWqIber61yVhnapB43dqEe9yaiTXzzcu2cWtH+uVKrddNb097DgsLC2/A7hN2n/D6PuEpwYqS8zwTp/vhnxRAyIXWi8pzdN8iLhSrzmoinOc71eZYnYrK/znRHJObEN3Sth6XfmZjDCKRyMyC+nw+9Pv9mXEZYx57HpqK5wVR8p7uYEbO1TxNhtDMr+fZ/T3nz51pop/NHazovrZ7nLqruX52PU5+x2fQmuK8AEh9vDsuwK3xWFhYeAt2n7D7hHucXtsnPCFYuReYD8HP3VqH2wSqJVwN/fA6ZVYTFj+bZ3acNw5NnJxgmqV5ntYY9OLN83WPx2MJRNRBcXy2eQSjtSpN5FpC5zHuzBbtN3YzBp/VHSyoCdNt+tbzr8fB67k1Gc0smmndeBIR8yWi10Q/s/u6mnE5VmbAuM3b7heBhYWFd2D3CbtPuOHVfcLMk7pfNIwxFQBdANXrHsszkIUd41XA62O84ThO7joHYHniSmHH+OPDCzzRBvDBdY7hOeH1tQTsGK8CT+QJTwhWAGCMectxnNeuexxPgx3j1WARxugFLMI82TFeDRZhjNeNRZmjRRinHeNPFvPzDC0sLCwsLCwsLD4yrGBlYWFhYWFhYXFF8JJg9c3rHsBzwI7xarAIY/QCFmGe7BivBoswxuvGoszRIozTjvEnCM/EWFlYWFhYWFhYLDq8ZLGysLCwsLCwsFhoXLtgZYz5h8aYD4wxO8aY37ru8RDGmF1jzDvGmO8bY966+CxjjPnfxph7F7/TL3hMf2yMKRtj3lWfzR2TmeI/XszrD4wxX7jGMf6eMebRxVx+3xjzS+q7374Y4wfGmH/wIsbodVie+EhjsjzxKYDliY80JssT1w0WGruOHwB+APcB3AQQAvA2gM9c55jU2HYBZF2f/TsAv3Xx928B+LcveEw/B+ALAN591pgA/BKA/wHAAPgygP97jWP8PQD/as6xn7lY8zCA7Qta8F/32l/nj+WJK6E3yxOfoB/LE1dCb5YnXuDPdVusvgRgx3GcB47jDAB8C8DXr3lMT8PXAfzpxd9/CuAfv8ibO47zNwDqzzmmrwP4M2eKvwOQMsasXdMYn4SvA/iW4zh9x3EeAtjBlCY+zbA88RFgeeJTAcsTHwGWJ64f1y1YrQPYV/8fXHzmBTgA/pcx5v8ZY75x8VnBcZwjALj4nb+20V3iSWPy2tz+5oWp+Y+VadxrY/QCvDwnlieuFpYnng9enhPLE1eLTwRPXLdgNa9FtFfSFL/iOM4XAPwigN8wxvzcdQ/oI8JLc/uHAG4B+DyAIwB/cPG5l8boFXh5TixPXB0sTzw/vDwnlieuDp8YnrhuweoAQEn9vwHg8JrGMgPHcQ4vfpcB/DdMTY8nNJNe/C5f3wgFTxqTZ+bWcZwTx3HGjuNMAPwRLs24nhmjh+DZObE8cXWwPPGR4Nk5sTxxdfgk8cR1C1bfA3DbGLNtjAkBeB3At695TDDGxIwxCf4N4O8DeBfTsf3axWG/BuCvrmeEM3jSmL4N4Fcvsj6+DKBFU/CLhstn/8uYziUwHePrxpiwMWYbwG0Ab77o8XkMlid+fFie+GTB8sSPD8sTLxLXHT2PaVbCh5hG+v/OdY/nYkw3Mc1CeBvADzkuACsAvgPg3sXvzAse159jaiIdYirF//qTxoSp+fQ/X8zrOwBeu8Yx/teLMfwAUyZZU8f/zsUYPwDwi9e99l74sTzxY9Ob5YlP2I/liR+b3ixPvMAfW3ndwsLCwsLCwuKKcN2uQAsLCwsLCwuLTwysYGVhYWFhYWFhcUWwgpWFhYWFhYWFxRXBClYWFhYWFhYWFlcEK1hZWFhYWFhYWFwRrGBlYWFhYWFhYXFFsIKVhYWFhYWFhcUVwQpWFhYWFhYWFhZXhP8PANsn8nRCZjMAAAAASUVORK5CYII=\n",
          "text/plain": [
           "<Figure size 720x720 with 3 Axes>"
          ]
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
       "source": [
        "segmentation = helper.what_segments(layer_1)\n",
        "segmentation_line = np.argmin(segmentation, axis=0)\n",
        "\n",
        "# Draw results.\n",
        "f,ax = plt.subplots(1,3,figsize=(10,10))\n",
        "ax[0].imshow(data, cmap='gray')\n",
        "ax[1].imshow(segmentation)\n",
        "ax[2].imshow(data, cmap='gray')\n",
        "ax[2].plot(segmentation_line)\n",
        "plt.show()"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "## Detect multiple layers"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "This time we will create two objects, as we want to segment two different layers. Although our graph cut is still binary, we will create the graph so that we get a multi-label segmentation."
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 8,
       "metadata": {},
       "outputs": [],
       "source": [
        "layers = []\n",
        "for i in range(2):\n",
        "    layers.append(GraphObject(255-data))"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "We create the ```MaxflowBuilder``` and add all layers to the graph. We then add boundary costs and smoothness as before."
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 9,
       "metadata": {},
       "outputs": [],
       "source": [
        "helper = MaxflowBuilder()\n",
        "helper.add_objects(layers)\n",
        "helper.add_layered_boundary_cost()\n",
        "helper.add_layered_smoothness()"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "We've added the layers to the graph, but because they all are based on the same data, and there are no interaction contraints between the layers, they would all result in the exact same segmentation. This is *not* what we want.\n",
        "We want the layers to be separated by a certain distance. Luckily [Li et al](https://doi.org/10.1109/TPAMI.2006.19). describe how to enforce a minimum distance between the layers. This technique has been implemented in ```add_layered_containment```, which takes an *outer* and an *inner* ```GraphObject``` and lets you specify both a minimum and maximum distance/margin between them. In this case we will only specify a minimum margin."
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 10,
       "metadata": {},
       "outputs": [],
       "source": [
        "for i in range(len(layers)-1):\n",
        "    helper.add_layered_containment(layers[i], layers[i+1], min_margin=10)"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 11,
       "metadata": {},
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          "Maximum flow/minimum energy: 174018\n"
         ]
        }
       ],
       "source": [
        "flow = helper.solve()\n",
        "print('Maximum flow/minimum energy:', flow)"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "We can now get the segmentations for all layers and show them. Notice that the blue line, representing the first layers is the furthest down, or outermost."
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 12,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": [
           "<Figure size 720x720 with 3 Axes>"
          ]
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
       "source": [
        "segmentations = [helper.what_segments(l).astype(np.int32) for l in layers]\n",
        "segmentation_lines = [np.argmin(s, axis=0) - 0.5 for s in segmentations]\n",
        "\n",
        "# Draw results.\n",
        "f,ax = plt.subplots(1,3,figsize=(10,10))\n",
        "ax[0].imshow(data, cmap='gray')\n",
        "ax[1].imshow(np.sum(segmentations, axis=0))\n",
        "ax[2].imshow(data, cmap='gray')\n",
        "for line in segmentation_lines:\n",
        "    ax[2].plot(line)\n",
        "plt.show()"
       ]
      }
     ],
     "metadata": {
      "kernelspec": {
       "display_name": "Python 3",
       "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": "3.7.4"
      }
     },
     "nbformat": 4,
     "nbformat_minor": 4
    }