Created
July 19, 2019 00:21
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Taking a cut through a mesh or volume
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Taking a cut through a volume/mesh" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Load some supporting packages\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"%matplotlib inline\n", | |
"import seaborn\n", | |
"seaborn.set_context('notebook')\n", | |
"\n", | |
"# Unusual ones\n", | |
"from PIL import Image, ImageDraw\n", | |
"import meshcut" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#!wget https://github.com/AllenCellModeling/AllenCellModeling.github.io/raw/master/assets/data/20170919_cell_segmentations.npz\n", | |
"#!wget https://github.com/AllenCellModeling/AllenCellModeling.github.io/raw/master/assets/data/20170919_nuclear_segmentations.npz" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"We found 15758 cell segmentations\n" | |
] | |
} | |
], | |
"source": [ | |
"cells = np.load(\"20170919_cell_segmentations.npz\")\n", | |
"nucs = np.load(\"20170919_nuclear_segmentations.npz\")\n", | |
"names = list(cells.keys())\n", | |
"print(\"We found %i cell segmentations\"%len(names))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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qRGcR3kmEAOclErCTdlxjZ2WR1Hk6q6fZ/Oj7+K33/yqdY2fIl46zfN9bOfGFX0u6sPxp22p8/TJ7jz/A/oVPsnjPGzj5hV//Ar9bQfBnZ8o5D/7Ud7P9+EcRUuKMQUjRllH0Dqc0Mk4QSuNMjU5ybF2AkOA83jdt1RjAmxpnGoQU5MsDdJag05itR55gcOdpvHUMzpxA5ykqUkSDDk1R0VldxJSmnVRnLEprnHVIBVuPXqC7tgwyRiCoJnO6vRVGV67TO3kEbxwyBlM1TK9eZXjuKMXOhGJ7j/7p4wgp2b94leVXHUf5nGEaIYRn86Gned/D5/nyH/lW5nNNnHpAYzqnSPQmW+dH3PU193P7O16NkJ52Mp8B/pyTj4M/s1d0FYv1j/wu6x9+D9P1i5iq5Pav+Zuc/Ypv/pwfZ+fxB/n4z3w/06tPH1wiEEmOEKItOVNXuLoABO/41x8m6fQA2HzkP/CRH/tHZIsLJIOMfHVIOuiweO4Y/duWyBZy2mOYmyVm2olA7c4hD/7VtDNfl4DQAL5MhVnxBz7wA3+D0fmP470n7Q9xoqSzsowQoLMYWzVIpanGIybXtkgGPdKFDvFgoV09C7BNiRAxzhlcWaPSpJ0oJyVCSqQGUze4RqAzxeTKBt1Tx4nS6GBOQIo1Jd4YvIekm2DKGqSimc7xzpOvDqhGc4ROwBqETNBZjLM13oI1DTqJ8E2FzgaUe/t450gXupjKEOUZ1f4Y6zzpoNP2lEmFtQX1nmW+vY/SMd45TFM++3P/1Dmm185j6wKd92kme6i0Q7Z0hC//kd/6tG1ZTUckf6KM5CP/7ofZffTDlNN9lFLE/UWGt72a1fu/lHqyx95TH2/PenUXOPrmr2LlvrcihMBZy/6FT9JZO03Sf8UP/wj76+fo4u//Ck+9+6eoihlKSYQH5y3e+TasWoeMNKacH5yZLZBxitRRuwGFxM5GCB0jdITwFluVLL7mdsxoRtzrIpQAL6hnY6SMiLpdBIJ6XuCMIel18K4EFA6N9A7vQWrBbGOvDdK9LioSFLtT0kFGuV8Q97t426BiKLbnRHlKORq3hTa8Y3j7STYfvUJ3pctkmtMbVIy2I0R1g4VTizjnmN3Y4/aveSPq7JuI04hiWjNc0yyswGxk6A4UUeJp23xoQ/IK8A235g17+Qll3m7au/gYD/7436Ua72GLKaozaEvFZB16x26n3Fnnrm/6+5x461d91sexTcVDP/XdXH/o/YgowReT565UUbuajm8rUpiqAGsYnruft33//weA9/+e2Y3HMZWnf3K1rVXuBd5LwCFl0z6PiVHaAqpdBlMIPr2uqwMy4H88dNkucIV2J7LARWBCG6Zvlo8Jk/9eIl7xDe54/RIf/dHvZHr9Iv0zJ4gyj0oz5ht7gKSztoIpZsgkwcwKkBIZK1zZtKdaM4mUKeXOHkJLzLwi7vdwTc3o8g2WX3UnpthHJxky1uxfuNE2mMITZSmmtqSDGFNW7O326EabOCvw6QJpWlA3GfvX5iweU8g4QmuLNR5xcGDrjCXpZdSTAi88SkU4I4kXIqq9NlzrWIEQSKnxvsRWvp1J3+tjygk60RQ7U7xT2Brq2RRbtpOCbFWAUiip2uVz0w7eWpypkHGGwPO1P/vpVXE+9M//V976Xe989vd6ssd7/9478MUEmXbaerDO4mzbo+aqdvyk0Am2mKCyLq6uiPtDqr0tRJJy21f+Ne79a9/1wn44Xnxe8fvrn9V8e52H/uX3MLn2FM76dnhEFOGdx0z3EEkH4R1e0Ibm+rmqNHF/CMIjlMI2FuEdQkuyxSEykqhY4o1BpQm2atBpRF3MEV7grCcd9KkmU5QWeAcqTan29xlf3mDl1XdS7o4ptvfpHl/FVDVJv4PUBxMBow5IiSnmCK2RUlCNp1R7E059+f3EwyWGp3vkxxZJ8pSNiw1+dJ1H3z9CTy+zd2mPwvQY9qeM9yULwwl3f/MXwcq91CVIDSduN8xGEfOpoL8k6Q9rnI0QsjnIAK8Hwvykz5NQ5s2Zho/963/CjYf/MzjTLhmb5O2pHDz17gY7uxvoTp/L7/+lzxqQr/3xu3nsF3+cZl6iogR7UHz8Wd7hbYM3DUJpkBFYw96TD/PYr/wEZ7/qi0j7O3SPLtK+De3RqncW7yOEuDm5SDObQH9o8d7iHTgShNBICVDjXAzU2GZOlHyQNhhb2jDc8Nx3cEwbrC8CD9AG5BT4CqD3+djEQfC8ePrX30mxewOVaOIsQSaeeloS93KkblfGQkqstXgPrpoTdZbxtWV0eZ3le24DGlQaAwIhG6QSjC5usnLPKawx7D11A5kkxHmCznKiPGXv/BXytSWsGqKKgqLoMdkY07+9w/WLirIwnDzXYfOyR6PYvSZQeYar51R1RJ5M6Q0tybBHM5vjD1bsMkag0xhfC2QU4RqDkBpbl8jOgHKrAA/pYoopS3QWU4+mEMVk3R4Ij/dpG5THJfVEIZWmnoxBauxB2bt0aQkpJaYsmG0+QWe1nSlfT0dsfuwPmG+vky8fA+Chf/V/4MsZKu0ipAJvscUcnXcw8wlIjUfgiik67WCbCi8V1d5mW99ZabY++aFb9yEJXlKctXzge78Z58AbgzUWnSR427Z16epRhGvQiULECU1RU9xoA/LSvbcfHMAVyCiinjRIJVGpPlheuqIpauI8xTmHkKrtfDICRDusybkaFUlM0ZAsdJlc2UDnKelCn72nr6AizfDcaWxVQyVwTlDtTIi7GcZFKGFwzhMJhakszbTkDX/761i65xS7G5KlY475VFAVEpXE1IMz3PNXIM1fRd7zPPGHM5qN63QmhtVXH2FwzyLb657BMox3YbwbMdkT9JcsphZ456gKR5QqpBRIuU4IyM+vV0xAvvrh9/DJf/tPqedTVBTDwQpWyUIfLzxxKin2FWZe46xldPGxQ/c2wDPAZdolImse/r9/GBVpTFHjrSNa7NHsHrqLs8isgxftEafOepim3bmffs/Pc/E9/wYEvPnvfz1Ld59FSItzCqU8VWGIYkdVJiRpzdY1S29B4NxB1SlnUMoeBGpFXXuS1FKWv06UVADsX9xlvrPLsTfeQxuQJW1YVrQHS5Z2sP8YeAJ44/O38YPgL2C2c4NrH34PKk7onVxsL3QKW9QY5+gcXaCZzJGpwk5rhPRkwwXqssY7RzYcHsxo9xQ77QS8qJPTFAXJch/rJKZq6J9cZXujg9u9gFtYBfZYuOM0QjSsX7R0FxJ2NiyxFOxcNaC6aDXmxqWYVE3xHiq3SL05wVhJEheMypii0chtj7cRxcyRdRJsVXPs7gRT7+GRxHmCrQxRt0c1maASgU66cLNHzbq2/quVCKUwRYFOE6rpHkJC1I3JhgNGF6ac+NLXEHdyZtd3QQlsaTj19lfRWd0C2oC89cn/iFSSrU+8j9Nf9i0A7D75ADpNMMWUhXOnGD19lZXXnmT//DYA6XCImU/pnDjG6Jl1koUB3oLBI6MIlUQIUb3wH5DgJenS7/1S21Ncl0RRBEiEkuSLWVtZxnhsWSK1ZvfxZxjeezvVribKs7YMamlRSdZWrVESayxR3KGZFohIIY1DaoEpDSpOMVWJUCBQbH38cZbuOYN3iv0LV+keXaYaT+mdWCHp55h5jZcSU5aYsiFKY/Yub7FwokNZCvZ2GvrqBulSD4TDxX3e9kP/TTsu2nq212G4Klm/YOgueOZjzcqJmslexHyiSDLL0plF9LkhvYWavS3NZE+itCWKBZ2eAOEwVqEUlIWnmGuU8ox3NcOVEti41W/hy97LPiCX+9s8+BPfxd7lxxHWIIUkylOypS4qAoRuS8FIiYg1zWSOF4r+iQHw72kDZIEzghsPPcX1jz7F6JntZ087RsOcentKszf5U89tZ2OEVAcNW4PQMd7U7VCMPMZbx4XfeYTumdtIc01dCva3JYNlh/aayb6HQURd1lgT0dSQ5g11CaqdnMu1Bx7l0V96gHp/H6U1OoupRjN8Y0mWu6y+7h4EAqVvjl9WtOFYHvwfAdcIATl4sXryl38cbxsW7zrTntKMFfVsTtTJUXE7nldEAtu04xStmYPsgZkilCLqpm3lCMBHfXQqUGnO9KkNssUOs50G5wSzYoCuLuDjPjtb0DujqMZTaoZU8zlV3SGRI0zjaOQCStSgUzQVXuVUtUMLj4412oEpK4QsGe30SfSMxim08BQjQ2lzkqsTVk9JBDEgUYnAOYtE4rw/qOtaorsxxeYe3nvy5aX2sjymHs0gjomTiNn1TZo45o3/4BtZve/MwZZraM8a3ZzYs/7sNj3yBsVX/Oi3kA4jYI6p2sUU4n6G1JJ6f0Lv5FHmW2PSxR46kVTTffonjiAjx9Jdp/AIvLM004i4n4BTHPuC22i/M/sv3AckeEm6/Ie/2Y7dlQpbFmSry6TDDs7MGV28Tu/UUaTW4AVLd59EpzHRQpfO0gC8BFHjvcJbkEoRxQJcjasanICkm7U1xYVnun6DfHUZZy0ez+LdZ2lmJVG3w+pr78KUBfGgj2sctjHUswIvIjpLMbtPrLN07xmM69PMLdvbCbO9KdmwQtgjnP2y++jdeZYolTSNpRjHxIlhtCvJu3DklOXyk4rxbkw585w8Z9i8nCClJ4o9+1sR1kiUdiglmOxLTF3DPCFJDPOpJoo8031DmsWMtjx5LyVJS4S4SjtkMng+vKwD8vZTH+fDP/w/H6yQk4F3JAs5/VMrmKLE1iXelUTdGLxFxRAf6WJKgxeOx37lVxld2mXv6WuYeY3Uba+VTDWYtmG2ZTtO+NNGkglB5+gCs40xQsVtjURzcLsoBWmI8phmXrF3/hoblwSn73GUc5juGQaLEU0lmOwKtq5a+kOJqWE29uioLQezva4ZrnrOv+9jVBvbyFjhraWZV3jjEKmmHheMro/JhxlKQ5RIjPEIYVFKHwzjsMD0hX1jguBzsH/5UeJeiuDgVKlpwDY0pSXu5lTjBqklvnHgG9LBAqYoEBq8pV1By5ZUO/tYt8DmY9fIFzLiXoqMM4rLNyj0KeraEslTOB+TiBFb1yQi6dNUBhVleFvjZIxUHodAAEoJlKugKZB6BaoxRSGJZYmONVYOiSlpbIwSBuvbr1yJY7xjMJUj7UEcNywe71Ps7OPQJN0cW9XobpdmMkNmCVGStnMQIo23JUI6tFc08xnpQp/XfcdfYnBqlecm9d78em8OLhtzMyyrqCRbGgIl8KvsPlGgYkW+2CXqLTC6dI2kl7L96Dq942usvf4eNh5+gqiTYYo5aM/y3adJBjn5Sof8yALdtSWEtMBTwBte2A9J8JJSTUdMb1zCzickg0XSowN80+CtAaeQsaLaHYOAfHWZ6fUNOlmftJcQZQpbGaTW7cRbKXGNIc47NGVF1OvgaoOMPKOLW+TLi3jvaGZznLHkqz3mm2Oq6RydxzSzEiFjvLPMdvfonTiCxzIZdUish4Vz7Fyc0NQR8zLFe8gyia0dxdWLfOrfXYMkZ/ne0+i1kyzdc47OgmS2D9Z6rj6tWVxr2N+WWKMY72qipKGca44fa7jylMYDVSFIO4IoMtQFrJ4y7KxLjp6puHZB0pRgG5js15yKwBpFMT9PbxAC8vPlZR2Qb3zoPQjhwRribk7ST4hSCa7GmxopBdZapIpoiga8xhpLPS3Zfewam/oiOo1ppiUqi3HWIhN1UMZN4k274pWQAu8B65BRe32+3KfcnuClZeW+k3jj2HnyOiuvOou1c6QQVLtTOieWqUqDtZJq7pBSMp9IVOSpS0eUQDlXVKVgb9PQWxCUM0VVGsq5Yr6+19ZcbBrAIhKNSiNcY4nymMkz62QLt1PXEKeOqgCtobaGKL656uacH/mOn6OcaUxjWTrW4+7XH+eetxxn49KIxx64ymxcsnSkz91vOs5r3naaNItv9dsbvEJINWdwZpV6VrSnSssSGSuifo+mqlBxW8dYxYCLAIVtGjwKaxWymTPeyxksRFRX9yjFMeTuRcTSXcyvbkB0HJxDSYkXgHHtgag3OK/QqsEJjWaCcFCJRbSvqI0iEgWohNIkKFuDykizBq06SAVSRKjEMJ/WCA9p3DBr+nSjKbURzCaKqnCs3pZTTmaoXKPJD1YC82tLZwoAACAASURBVHjjKKeCOHM4q9oVw7TGNwohBVFXs/fwFQBMWdIG4PrQ1rv5FX+zCs7/QzvfwNAGZ4A5S6+yvO0H/nvy5aV2MQYM5X5NlEeoOAIEfOsX05SWKE0O3VfR9k7fHMIVAVcJATn4L1n/6O/xiZ/9QZQE2e/SOdpB5x3K3QlSaVSuUckidWGI84RmPiYZdEEK4u4AZ8G7BkjwZo6MY3Sc4p1n8sw6/dNH2XnsAgt3nmzbwU6G0Apb16T9HDMrUGlOqjR7T11hePc5ZuvrdNYWkf0VNs9P8TKjHu1jrt/ALZzDzOconbK9GZNHBT5KoLNKKmeYqsHPZ6z/wcfAP4z5+q/h6OtfRdoxbF1TDJYgij2mVgyWPKNtT9YBvODKkzHzaU2c0JaXxDHe1+TdNhx7BJceT0gzi488VSHpDtqzwJvrMN4quDuc/H3evKwD8vjKkzhj6Kwtka8NqMdTxpdHdI+vtQXI4w4oQ9ugFigV0zSObGXI9OoOSqs2HKftGEDvPelCD4/DlYZ6VqHTCKHUwYpcHcqdCfEgR2hJ//Qys+0x9aitVxjnKcXOPuligqssMtYIKekvOepSYY3DWsl0BDpyNLUh72tWjhrSjufqk1CVnrrUOAPlrEbFESKSZINF0mFOPS4OasR6ok6GyjVVISnmjo3LkKSKpgEhLavHoSygN/Cce0PFR3/H4yxsXNpn++qI//xrn6KaG6JUEqeay09u8cD7niJONMO1LgurHc7cvcIbv/J2jp5ZfN7fz6Y2TPfmDNfC6dtXksGZBeY7c6RybY+RirH1nKgraCYNSIuKYlxdE/cXKfYmCOWYjVO6C54rT+dkmWW60zBvMnIuY+gw24FEpjgzhWSZZrqPlTmDbExdO1y0SORrDDHSzJlXMVGSUhUVuhthywqPI80EDgnNFKKETubw1pIsHmF8Y4N0aYCrLXm/Q9bvk4+mOPrY/QleKerGU81AubaKTdJVyKgBnVCPC3ZvGI7f12PnkacRWFZfdzezzW3mmyOW7r2NxTtPMzx3hKVzxw9ttZvloNrvN7g5idjSVri5eX079ERp6Kwu0IZoAWjShXbycPt7G36j9HAQ9gePHx3cjoPbjoD3AWeAswfXB6909WzCgz/5XeydfwSdSPLVlHrsaOYVQiaoOGa+vduemclidBIzvbpJutRFdzsIAdVkjIozJlc36J86hhAx1d6UydUtlu87R7a0AE6wfO8dmLph4fbjmLKi2J+R9TPGz6yTrixjfAcZweDcHcz2Df3TR9h6cptpOSRxe9hoGYFkbI7S27+Ajc8icGgzQwiDVDXzaYdsqaC3vIhODlbHS1Oaaxfwr7+D+TiitwDWCLbXI6T0VHOIU/BoorRtqk/dBTvr4HHMJx6lDKbRqMhTzSVpbrFWggRbQ7sPexZXLB99rwgB+Xn0sg7I3o4Y3nGMKFWMr22SDhfJV9shCirOaFfdkjSlIYolzksQMQiJ6iTgPcmwQ77UxyvQcUQ9aVfLKpopgzN9kkFOsTNBpzE6jYiSiNnmCDNv8NbTWR6AkOw9eY3l+06x88Q1RLyCVDGTa3ukR1bp9GCy6xFSAhprPL0FT11GLCxZ9rciOnXDwppnvCPo9B3lLGIwrOgeGzK+vkPSTbG1OVjvHWSi2zbQQzGV7NxwxJmi01doDaNdyf5Ww2TUjovyztLUjihW7WSjwhAlGhVJEILZqEZpQdpp662Od2fsbk548uF1fv/dnyTvpWTdiO/+V99AlHxuDeJ4d86/+Se/y+7mjL/5vW/njlcfBWB/a8qH3/sUl57c4uInNqgKC97TGaTkvZj//V/+ZeLP8bmCl57u0QXKPUNtC5TM8d6QLAxo5gU6jXG2RGoBoktdeqQ07FyT9Nckm89UOJfiqzGTRlGUCaJzGlSMn+ziE01RZ3RSR9LrozA4cnQm2d9r6PXAOUOsLCI2zOsc5QuQKbEscMbh9BEyMSdbHBJrg9Id0DFNbemvDBA40m5GnCqEUqSpp6oM/cUu8/0pcrjEaP06e0LiZc5i9CR4x9J9d7F5fkzmd9i+dAdTd5y+vMx8ewcvJCqOmF7dxHvL2v2nDraWOvj/ZoC9WcXm5vyDmwH3cFWjm+PDBG3QVTw3fvlmzXUOLrvZZEigOvTz4cesaSc1rwPvB14HvPkv9BkIXtrOv/fnOf+b76KpS9JBRNpP23KIaY/Z9S3kEMrdCTqJGV++ztrr76EcTemeXENK+ezCQK4Bb0oWzq5Q7o6JuilCRQzOHmd86Rq9k2vIOGK2vk3cy5lv7xFlOXMzRBfbdI8PcaTsX6lRvkGqEt1d4OrjDaL07WqZC7czOLZCfmSJhZNdIlmy/skJo0s3iNYfp5JrCFuh6i12t7okE08+tCTDIVGmOfkFt+McxBlYY7C1JMkk1giynmXnuuDkXQ271zVZ17NzXeO8YXFNoCOPECBkw2hXtNWwPETas7vlyHJF2pHUlUUq2Lx6i9/Yl7mXdUB+7f/ydvIljTUN7/32nyYd9ok6GcXOHlGvg8C0tUxNg1pYwM4N1kbUhaNzdI04djjviTspxf4MEIyf2aR39iSmdqgsxRmLjiOcaUtMlKM56VIfIdvZsYt3H8fWbe+Nc5LOsSWSJGF8fURDn8uPKRavxUjhMbVDSM/aScNoRyOEZbyrGK7VXH8mJssto13LwrLhj98j+dJvtBSb+6QLeTsZwYOINLNrO5TbEwZ3nWU2FWQdiNMIfENTCaIEqsKycgKqUlCXlmtPK3QEOE9dN0SxQmmJ0hIhwVv3bBhVkaQoGrzzJGmMc45iWjEflzz0/gu85R13/Znfow/99pP8xrs+QlMZmsby7p/4Y0zjmU9K9jfnSC1I84j5uCbONFLAfFIxG5d86sOXuf9Lbn8ePjnBi8nCbUfZfmwbgUBohasbEO3ZHRCkCzGmtMzLHG13me0LRJIx2vLUJkf7AksHKyDrRFRlTZQ4kqydKJNEGfiaphEoRjS1QXSOksRjKpMQ+SlEEV4uIk1J0ukgXYXuDsh7KXGW44zCGotUCtuUREkXYbaRKkIIQZo6hB5gij280KTduJ1UmA3IEksdxTSlYpDtMPUn6HKZq5/cRmKwJPjROokQdE6cYnb9Kt3jawxecwRnDMfedIYTX/JqngvEMc8Ne7g5Hlnx3KJCNynaJsAfum9KOy4Znqt+I2kDt+C5EHxzgu/hMpLw3PCOw49zmRCQX5mmG5d5+J3fw2T9AjrT9E/0UFpiG9A6p5mXdI8OcFa04bVRrAx7NGVNlGXthNReTjktUEoS5QmjyzfIls4S9UFqTdbtU41m6G4HfEM9toh8icm1CziRsXx3n9FjExbuHdDUDV4q6km70E5ZCVb7ElluweodvPGvfwFrd8RM9xX95YaddU2cwWvuWmO8ew/DlS/m2mNT9i/uMn7qEpPdhnqyi79yA3XsHo6/5U3oYwt0+w1CNFx+EvK+Z/l4w4VPtPtQbwjjHUVZSE6eq9i9Af0lkKrdj24uTTFc8QyXPdbA9YsJd7y6Yn/LU8wsox3FYMniw3Lzz6uXdUDurvWBEqkTvvqnv5O989uc/+0HmV7foqskcaddzMOJGmcVpi6Zjz1x6ZkXCSvHKqSGujDUo3ZJy/zYKsVEYbNlypEl7YLOEmxtGO8o8sVF9h67QP/sGp0jC23po0jRue0084khzRI2LpQYO0CV19BH78HWDpkIlNIg2mEWvaFle12T5I6Ny+0sVmcVswn8wo9avunvOKSHan/O4MgSzaRkfGGdxbtPkC4OKLcnrD9R4W/TnFqRqMghhcQ27XhpHSsme4bFlYZ/8XdgvCuo5g1pJyLSGqXaRUmcbXuXhZQ0tUVpiTEOKQQyUVjb9jqbyuCBT/7xpT9zQPbe8ys/+UdIJamrhjiJuPr0Dt5C1o1RkSCKNfNJTZJrvPeoWFMXBiHg0Y9eDQH5FWDxjiPI6FF0FuEqQ9ztUY7GRLlE6hSwTCYZo03DwlLCeFSRL8VUZUkxbxhkBa5xyHiVejqiqiOyaB+lJEa144mrSqGZ41SXRgpiZ0jynLoqaQc3S2SkUaVFRxG2qslyRZQvY+d7EEUo4fDGobqLmGKEV22lmiiJIc7wziBUgrMG5yRSKzoDidu/SN5bxTZjKt8nZYeJP0FXXqWQJyjkUTo9iR6ukt7R595v+XJ6x5fpDKANqjeDqz9oXA1C3OxBvtkr/Ccb0psB2h76/fD/8Fz1C3voeeShn6M/cZ+bYbrhud5mT7tAUfBK473nD3/gb+C9IV9KiDoRQup2UZxE4X3FfHObztoSO48+xeJdZ5lvXCddXiLKNdV4j2SwiD2oTBH1OxSTEYPTx6jGJdZJJDP2N6+Tra3RFIZmWiC7S0znirXbTnPjGcEzH6+IsozprkMmGXXhEMJTlzOcHlKuX0SoFIsk7mdsr0t6w4bRdkRTSaSuiaKDjiI8g6M9+keH+C84Q9517N7w9BdF+x2iHcXEoiJYXIXlY4Bohzd679uDcO2Z7DuiSPD0I4oTd1qUBmsOOsoFONsOewJYvwB537C3KakqQV3GFHNBU1niKJxBfT69rAPycxQ6VTzx7g8wurLVTqTzGhkl7NyQTHdShHYMlxxNCd54yiplNpqio4iy1JRbNbOtIyR+k6jrUTpjvHOV63bI0TtiFILtq4rV44a6cwLnDOnaIs401LPmYBJRjnWO0bxHX29y5Ov+CquvPk3TgI49OEE5Fwhh2d9uT2surRnm4wgdO5aPWLI+3P0GkBKcy/iqd34Hf/QTH6AqSqJuRjGx+KbCZqtkxSbCCCINxjiqUpBmgrryxJllPgLbOHY3wdbtpBvTWKRWGGuoi4PG81AHkY4U7qCmrPcgpKAuG5rKkXVjHvr9S0j1+3zr937Zp70D2+tjPvK7T7O/MeXMfWtcfmKLxz9yDdM4ItV+Kxhj0Fqh0nY8dpbHGGuJU42zvg3ijaWpLAjYvzF7IT48wS213wbJpZTx1TkITzWzuHKOxdNZzagmnt0bEPtd9tcdycJRmnlJYyTdtKBsIlApibKITk6SNaB6TMYltS1ZGEo8Dd45lKoQuo+kQIiYLLI0dc2cRRY7NVZHZBlUIiVbWMQ1JSLKcLZG6hRnDDiPsw68RycJ1pRE8RAz38QiifIe5fXH8c2c/OT9mMEaiRDs70T05Ca9N385w5M9Trx2wO5eRm9BEKcwHwMCJjVEhacz0Hx6QJbMpxFp3mBqT5LdDLeHl6e/GYzhudU45aHtfbO32fJcD7I4dF996Lo/GcBvBunDY55vPv5F2vHIwcufBx7kygd/DanmZMt9Rs9sMjhzAqEUxfaY2fomK6+5k2xpiLeWlVffyWR9k/7pNZp5Tbk/QYioXSkyTZlv3UBoTWdlkXI0ZzrJUKLBzedY1UelGdNCknQEojZUhWS81eCsxjpJhGK21+CTFFlNEFGKEiBchbcldvEcr/vrb6EqHHEC412FjgXFrCLrK5pKUk4N87FkYVkym3qOnTWsXxAknZh80KBLz2wscE4x2oal1ZqsC3kXEOBPGsoCvBMkuURrjdKOJLUHbSkHi38dHO56kAL6y7BxybNyQiCk4Xd/QXD7fRH7/z97bx6jWXpe9/3e9d7v3m+rtbt6n52jISWRomRJNuQFlBI5URwnNhAplgMLcOLACYIggGH9FVtZYClGgsS2lMAAEcEGATlaHSeOFJmSZa3clyE5W89Md0937fXVt931XfLHWz1DJrSNBNRQafYBBg1U19JT9733nud5znPOCYSvKGgf42uNR5ogx/hQuiTwPrC8f3JB9gRdFzFBc37UpegM0dD7Ah87Yp8iKuf7ks4FnJSM9ZDx9oR/4ye+H+8FH/3vPs/iiyuaSlOdB6zqUMKxXuXU65yV6cmnkb536NygELSNYP36HVT+rXzob3wvZ2cjtAE3j2gVCFIRg2A5C2gT2NiBvoe9J3q0Sf8vQ3FRaZJeS73TaOlRSsBwQrdu8fkN5G7J9Q9cRu5exg5gdRjoO8FwrHAeti9HyjH8p98HdmAAjzGaECKEgLaKLqaOcQgBm2v61lOvu4uwEkAEbK7wkYuY7MSkX/rYPX7hf/xdmnXPGy8e0dQ9pw+W5KVBKPjER2/TrB1Cpk5xW/UoJYlRYDOJd2kh0rn04Ojq9Lk2l4Quokz6nNWs+eoX/jEeISSiNb6xxeKtc4T0zO+vcK7g8tMDfF9zPsuxyhHFGBcDoo8QBVoCCLRKL0bCmr6XDHSL7xx2uIOqZ7RdjvItOtNEOyacL6gRbF+SrJcD8ukE3Qm0FYw2JDrTCNGB1ITunCgkQmpcu0LmG4TqFO9kIsddhx1u0M0P8NUMu/sc9YPPk23doD18Cd9WhOocvXWdrauRb/2LP0zrx2SDyHIV2LwkaNeSGCKXbkSO7imuPuWweWB+2jHZghgDQgj6VnN2EJnuSupFz861d55/X5msCYnERlyv0OadJbx3/j6lc77zivhyacXD5b2HxPhh5/idSjrG+GVpoAL4NVLs/fBrdTAe4w8UFqQi6JgUprVisCnQA4urHJvP3kox68EhJZRXdpm9epeNZ2/x/J/9NiZP7BGDY3m/4uyVtzj90n26OtKdH7I8OINiD6V6qnPP/K01wgRqMSKGHZSErgpE1zI/7Nm8sY3AMzsOGNljsgJiYN1qjHOo2KOUp2osWW5QMTLZWFBul6znLd4r7ACq84jNSR7qIuKDxGaepopYG9l/M8PYwHqRHCqUiSgF3gtuvacleHURAHZRSgrICxDE5EpBjdIQArge1MMML/G25JoIDCdgnorMTzN+7Wd7FqeGL30s8OANeOp98qtejcf42uCRJsiu928Ty9m9Ct8HsklBvjnl/EhRLwVGenwAQk+9Kgl9TeclVlUEk2HCkuAUknMmT+1xdF/gnaRfVYRg0Zlgdd4xHFkIDbPjnnJkqOuMw9cqdp6wLG7v4+qO0dM3kVtXyaMiqhxtPHkpaWrJeukxWeTaMz3FiLdT84jgQyLFXZNIf/Apq12SqtPy8iaTW5coruxy6Zu2OTss8b4luXNAiJGuAWRE2UguoFooiqHnA38cPvebEWPTUVBKIC/kFFmhIYKyhugjeanomg6lJEoruranqz3aCkxuCCEiJKyXLb/+s1/A94lomywtDoUQwIP3AW0k3gecCyglUxKSDwjSgmBeJG2z1opgI5GI61NXTikBUbA8f0yQH31k6Q+tOP3Cm4yf2qNaJjeL4wdjQt2wXHkyUaNEoO0ehnJorGqTv2iY4M7PyYsMqzyOAVFr6nXFaFTQVC06H6ANeCR5BloJtFbkpiGfbOFWR8kfObcE12OKKf3qBB8U2cASXEDYMdG1aFsSRLKZC92C0BlCuyI05/jqHLtxg9DV2Esv0K+OMeM9Ln/7M7znBy5xeNeQ6cjyPHLreVA6cu9lw+WbDV0Di5ljulNy8qBnftYx3YKshOm25OBO6k7Vy0gxFsQQQZKsLt/uImsekuDg4cEbcOPZh7/ryDsk+eHS3UNC/PBr/Zd93sNutPyyjyti9CzPFaOpuPjZD3XJvwB8D3BIs56TFRK4hhA1cEy17ChGOd69D6V3f19O02N8reFIxc9bvJPUmqQ1Oy/c4I//+J+nPluxfGvF4WdfJ3qYPDFhsLXJ+Pom+WTEw/MolGa4N2Gwu8HVP/ICTS2JzYL7H3/Anc+vEeoe81feZOGvMdSRxXkkMx49GLA66+i9RlvJegEq1rgQaUOyRpQKsjzD13OCyRE6Y8u+RKeuY6fbGNUwP2vJMo1SAtcGhILRRiok65XEdS3jDUvb9DSL1LBpKoePEakz8kJxetCyd8vheoPvJ8TgcWpG1yYCLCQ4l6xWY3qdoS/sVrUSuD4iFQzKi0bYRVf5xY8pXv5E4OO/HLjyVOD+bU+1EFx+8vE78PcTjzRBBs96LkDC0WtH5JOC4dVNqkXSCUXfpm3zdY8wGt86lOtom8Aov0ulnkARsRk8+e/+WaZP3mB+1rN7NVmoRa0pRE3ba7rGobRlI95htb5ClmvU+i3mh9foxA6K+7SzBf50ht67xv4duHwzMD9VaBNZLgUxuFRtXnS+YwTXpeoS0rhFXlScSkFbw2oO7/k3P0jbGKwVBD9g+0rDclYw3mro2xywqCdAyIbgBDJzLM80Nve8749I7r5cMhxafAgEnzbsu9ahpEQZSVFmtE2SiSxDQGeK4CLleMB6USMuyl2lJV1K08Z1AW1TdVstOvKhSV0lkhsIQFN1xOCRUhFCRF/om7XVOOdQShG4IMddSF8nAq73ZAODVI8XFB59WEBw9OnXiTGgjCXSIcsd1mc1XSfIjCPIgj5KbBYJwmB0IMSMrm2RmcTogJIBH8DIltpnTEc9vk+TkzwHkW8g18fkowydZSAig61dCA1ZOQYCIepUMIoAUSDxSVcpWoTRhMUJvRDIbIPu5GXs5q0kw5AaM9qhn72OEJJbf+J7sJe22b4RsZNr6FFOnB0w3rhMVqw5vg/3XgGlM2yuOTsY0beByzcDUhjGm5rZSUfbQF3B2b7n0k3Pxg6cPFDMTwLruaacOJq1IB8muygl0zTG9YqDNwOn+45rT6uL0a5L8fVRI6XjnS7yQ7nEQ7mF4yulFF+uZVbMTzXT7Q7v0qLvQ41ycsb5FYSILGcWmzva5g6DMtlazU8lgo6jB3NuPvdvvTvH6zH+P+IYmAEfB2rSWchJRZLny7Xsg80pg80J2++9iRABIRx9p5Eq8I70RxJDT7Uy1KvI5p5nOZMMJ2N2Pzjh0rd7tP0goV3y2u8smb1yn+6Ld9DumGq5hRhoMrmiZoesukfvIgM7pPIlpr9HHirq7Fl0DhEFsadSt4guslgOeO5PPcdoL0krlImsl5DlaerqXU/XZ0y2Nd5HrDVJ8pd3PPleuPfKgLyMbF5qMdZSlNDWA7xLOQaum0IwhFjTtz1Sd6ASEe67i87yIHWWARCJFK/WSa+cFzAcRl78LcHGTsH8pEOIVKwevH7+Ll7zbzw84gTZUI5bvvAxx2hYkW8MEUJQLxz1CiSOthshpUMagwxzojJo4+j1JYiBoAqM6rBb2xjrqVeKvu359h95P5/7h1MOfuNTuC4QjSOoIVLEt2/ALpb44xaFp+Yaw9O38Jsv8Oy/9n66DprKMpwKVjPFaNMwHIOgJ8YeYuoY+4vGjE7uc3iXfBSbpST4EoJGishk65zl2ZS8rNC2o2+30KalbxXEZC2lzACiwIee8RS6pufGMwFrk2ShaXuM0Sgl2dgqcZ3HOU8IAakkSsJ4I8fmmq5Nsd3BB1znU8BChHyoaVZJ2xhjwOYpYCW4ZFcjZSpYvEtZZFIqYoj0nacLkJfmwq5O0qx7ssKkxcAu4Pu0ENi3SXrxFcvzj/GIwgCGxd0T1LDgwYuHuDAFETB05JmidxITGtBTBmpGcAqyjL6q8WpIEZZ4owlRIJXAiRF0K7JyzHrZMJ4OkUrgvcMOcrQRqCwnuAahFf35HAdk421o1wQ1Iaz3AYEebBL6Fp0PaRcnCGXR+Zj6/uewm9cRQuLbFdnWFjvbHr/1HTzxfKC8ugeTTUx9RJx0xNkx0jt0fkxzAns3t1mfV4w3DMEbtPFoo1FaIITDdRmXrxvOT3tcB098ExzcgckWNLXAZjA7SraRZ4eOwdBSjATaiLR4pJI8ajgRvPVq0k0Oyki9NjSrHmVgMBKMpoZiFFA6ibqCl3in6buIyTxn+5LLNxPpTnKoyMl+YHGm2dpTlCOHd6nbfHaQng9Kwd1XA+VEc37ccX8FT3+zY+8W/NRftXzo31l8Hc/bY/zLcQf45f/bxx56Yj+cVjxcEn04sYg068hg2OO94PRAsLEr8L2mrgKzI0WWR/rWJx3wICP4wN2Xe575Vjg7tFQrT14UPPWHS5bv3ePjr7yK09fJ21MEBU0jMHlFr7ZABjCaQiwRqqSJY2z3gDpu07crNp66ztUPXmN4fZNyewttA4uZSF7FTUAbhZQ9Whva2qIkECODocbaARu7DSFkNCvP5ZuOEBTnR2PyMuJ9izZpSTX4JI9KCZMGpS1KZ8SgLt7vHVLWuI4UlS0kvrfUwaQaIwb6dkU+9PSdYPfqkON997bTxfykejcu+DcsHmmC3LUlh3dbyrGiul3jPfSLyPLUojOJF4YQIxvqLg1PkvsH1PoJhB4SwzG63GB44xof/HPPMZsNyMue+amg69KLtp4tcF1LadZ4NlE41vIWmp6AJaoNstKid6+x99QOT37XD+BEibFpVCukwFhQW4YYOoz1yYeZnrqCbJByTLSFtgF8Is1CZEiVoXVM5CBLW+LeK7pmQLUoAcd6PkaqDghIDb5XFJMZ7XoMosdkATsAY9XbnevkVCEIztM2DiEjXevJcnWxKKcJLuC6gBSR4SSjqx3LeYPNFNpaXBcuCC1UfRqvhuCTbvnLYAcarRXrRfv2x2IIicRcOGbEcKHjthLXe9yFZZ7rQ/JofoxHHGlKYAaW1eEMhSbqMbRnoA0Yg9aRVZUzEDVBD4gi4jpA58iY0i1963FBMR4KZovAxtCjwhqdD5H0KDMi1g+QWqPybULXoPIR7fyQKBXSjnB9B6pA+DUqH1/o8AVCJdmFUgqZDfH1GXbrSWLokZnhuT/9IXbfe5N8/RI+20GHFZEeZm/AdAthFWJ1CHaKWM7IiKjcMNiBPmps3uN6UnR1LwgxoxhWjDZ72rpgdLXi7DD9qu7fNuRFuq/LccQOIpuXoKk92gSqZep+3Xiu596rhrb2PPU+ePlTAqkixkYYCkbTFEp0cr9ntKlYL9JC71Pvcxw/0JwfOp7/jlS0nx4Y2iZwftQznKbx8erckeWaroXJhuNLHxe88J09//tPZ3zfD7Z8/JctT73Xc+VJ+LEftvyZ/zjtWrz8icDhHclf+bsVxbD4eh68x/iq+BTwya/y8YfdCkkIkhgcOOwzpwAAIABJREFUSj+U4Xhi1BzcFdx8TnJ4T1OtPZu7kpODyMlbPUr3mF2DyRTrhaBapu5qMdKcPABtBYd3PXkJ25cVvlf8qf/p3+bl3+lZvHaXxb1T1HmP9BX5zoTBzi7V4TGxb8ku7bF5Y4P18Qn13FPsbXP923dRShOj4NrTPZ//bShHloAjBkM2cGiT0zYto+kEpToWsxath2RFj8k6VrMNHAEfOogam0ExPqddlzhvUDrivScEjTEe10mUThOXGAJCZuTWI8QQYyMChbYNwWUQe7JBROie9bxgdrRi+8oI7yEfGISEatHifeDeK8dcf3bn3ToA31B4pAmykC3SwPWbnldfapi/eh83uI4XQ4rwCqr19OpZOnGJ2De06gree8qdMX/yx74XtOHonqSPEZsJju+DINA2hnwQUeUIkRfY/piWLaJUlDs5oyeuUl67xDPfvYEtFLNjjYgRF6EYWYpSpc4ukhg9gnDhgWghOnwvKMpI10L0yXBcSqhWEhnHmCwQEcQgIQqaVUmzLlHaE7yGGAlSkmcNUkPfeIbTBdV8g77J8d6jbcf8uAQqNvdaHtyWZJmm7zzGKHyM+BBQCGyeNMKudwgFzkVslsZN2qi0MBhypBQMhobJ1oDDu3Oayr19LR6S44edJqnS8p2xCm0VeaExRrM8r5PWGLCFou88eWHIC8tyVpMNFINhRlf71I1+jEce67XifT/yIX7jr30EYXKa+ZqBiSgdaIJC+IYsH6DCIcIJvNrGtWuwJSMzI3pJ64cY5bDDLcb1PrYcIm3BWEakMriuQZdTggfvI1IbfN8itSH6FK8cuhqpFf1ynqYj06uEbg2moJ/dRWYjfNcgbUlz8BI73/m9fNOfeYFyMyLPHyC6NXpzEzqL6FawPIF8CLNTwIDRUC+REmy1j62WuJsZOg/M9jcYbswAWJxM01Z8lGzvaer1gOG05mw/x3UNohTUK4HNIq5LKVw3n/PceyXHZB418Kzmkr71jDc1B3cUNu8YTiR9F/AOEEnD/MR74c6XJDvXAmeHgoO7mqaKRODNlzRSeBCertYUI0/bBJTS3Hg2MJw2fPivweZly6uf6di7JfnC73ie/mbNq59zfPivC/7cXxUc3XN8+K9Hvv/Pp0nS8lzwxhdPeOE7bvwLTsVjvPv4PeBLX+XjD+38JE2Vnu31SjPe6FnOFV2dGlGuj3SNoq0iWkK1EimkKzOMph7fBxwCqVJjpF716Uy2ir4DmynGG56uE/S9Y3aYMb6sGF16lvfuwPwsZR7kAw2ip6meSyTV9UQkG89uUYwsm5c77r9mqOqIUpE3X7LkRcogCEEynBjWizZNXcopvYfhGGw+QWmJlB3rxQht06Kq1klnH7WgWY/wTkGUBO/wvcJkjhgkQkaESHs6rjUI6REIQkiTWGPChTTDIdDE6PF1gTGBz/wGKCWZnazZ2CnwfUjv0gCf/PXXHxPk3yc80gTZ2jXbl9MNWx2tkJMtupVGK08trjHkDplYYvwpa3kTJWf0dsz02as0bUZ1orn6VMedlyTlOCCUhCARGFzveOaPPccf/QtPIGXPvS92eDXk1vOethZ0jaCtJdVaMhx7VnPD1Sdb2togZU8kQ0pHjB6lI67XF9pA8M6Qjzq8k3SNpFkPMZlDK3Mh8tdImXyRlQZjO0IQtJVm4/IpIQjWsyn5sKFejkFEXGdAeKQOiC4jhAxtATFByojJNPFieU5ogVs5rNX4kMhw1zi8C8ggsLm+aBg4kMlCzmbJgk2I1P2dbhfMz6qL7V1Bs+4phllypggkjbNJD0KtBNuXR+nrJbRVT1ZafJ9+ZjnM6DtPCJHJRklTO8qhRerHHeRvBHzi/6h5/3crBuOStjWMhUX6jl6OCVVF1JaBWNOFElMUqAjkA4z26MEGrvNsjoYgeqJ3ZKMBRIe2GaGviDES63N8dNjpDUK7BDvALQ9SmubmdXyzApXjqlOEzjDFBtG1RJ3jqyVS53Trc/LpVdziLu/5936Yp546RfnbcJrDZAJrmcxNQw/n5zDZTW2yGEHnoAT0FTzzQtJSvdUhujVOjjBZz/J0Qj5syYoOIjTrAptXaCvYfz3DDmA0Fbhes3Wp5+RBRFvI8lRIuj4p+mUvWJwphOxYnAXe+12O1z6r2bzkqFaBZq2YbEVc+7Cq9cyOJMYK1guZRs9GMxwlUnTvNXjmW1qG08jf/3HL9/xpx0f+puIv/pjjrdfg0//Ucf05w9/7G4LDu4Hf/CVFW3nuvSz5yE9YpHIEL/mlv5umQ30bKMrs63PYHuOfgwi8yjsLmt2X/V3S13Wt5+zIUI4C85M0WchyhzKa5Swd/flpwAeP1hmrc/A+RS5nRUq0XS0UQkW6RjLeUPS9YlB27N2CN79oGU4DbQ3BCean6d8wGFqE6qmXnmc/ELnzcqAcKoKHK0/0LM4085PIYKSQ2nN8XzM76dnYSdpnqQJtlAyGCpvlhNCxc3WM94LJ7oxqvkEMCqn0RbKdR0mB0g31siB4IGpCcMQosXmPdxrnJNmgQ0pP12YoHSCoJEvsA/mwx7tAXrYgAkRJbIcoFYhRIoTCDDr61vCljwmmm46NnQHNqk85AVqme9o91hr+fuERJcgReIC42A8RAuqTOa0fARHljjG0dPoymdunkbvc+r73850/tEdTSWZHktNDyaXrDqWhHA/JB5KijPS9QhmBzdaMNyTKCKRSbFwdMd5yvHUblNJce7rn9uclt57vSEmZE9pK0zVJRxhjQGmP75P5OFEhRIdUCikL2vUIKQNKSNACqTpCeJiEJQnB4Z3HFhBCSvHS1tOsx4BDqki9mKbfRRS0dY5SjrYepnGWrQl+hMkrpM7RWtL0Hq0FvnUYI/AOjBFE72mqBptnhAjWStqqRyhB7B02N7jOk+U6LRfMW2xmGE5y8tykYJGdVPW7XtOserYuTwk+4ntPMbS0dY/r05LgdKfAu4iXKShkNW/e7kbHGJmfrrlyawOdqX/eAXiMRwjHBykxa7i3QXV7jW7v4c0uXRdQGqSMCBmRsSIvdmgWZwzHJcIvic5hhnsYUSGzglDPQEZEtk27XmCKAlctQeXYckLoGqTJCF2DLjZAKMKFbUxwLUJlRC5i4fseX1e4s9cQyqKGlyi3c97/oz+IaEA4D62DIodF+hkcHKRN2/EW6WYycOUynJzCeplI88ERFAOYbKNEYL2EfFShTGB5toXNG/rO0neaGDVCNow2c5xr6ZoCk7WYDHQeeetlmO5q5qeQDTxCBFZzg9Idvk+2da99NiKV4vbnI9oItIXXX0zxuK982rO5K/DO07UWbQTnx5FLN6BrI2+9ptm52vHqZy3v/6Mdtz8X+fxvSXauRv7Jz+ScPGjJBpqju9B3aV/h878TiSF5qL/xRZ+KcgRaSyQBBAxG9l9+MB7jXcQ/AioSOX7obALeO5o1aCM5uNu/HSzVdQqlHPU6kA16qpVg+7KkqSRKRVwPUgZcF8nL1ExansPzH/Tsv2noW8HOVc/ZkUQqxf6bcPlWx4M3NVpJbCYxNk07XBc5eaBRJnLnpYy89NRVoG8dD97I8a7Dh4DvLecLj840o4liUDqygeb0AHzXYAc51gpsHuhqiVSC9XyKlIHgTdoFyhpcN8TkK5r1CKl6pBZI0TIYLVmcTgCHkBahQKkOpXtcp4hBIWSP73J0lsi00oKw7rAbkmad8+C2Y3mu2b0hOL7Xs/+m5aVPrmnWsBA1/VFIASF5mtxykUXwGL8/eAQJ8v8K7AMSIaCrk1Rx531PsH8wR9VHqNDAznuYXtth9z1/jJ3nr5ANh3RNR99Yrj615PxwSugc50eKogxEDCE89CMO+D6jnCxo6wHNuqGpJBuXQFBy5ck1XWPYujRhPXdIpVC6o2sHaYMViRSO4DVCJWsmREQqB0JDlHgvEXhCDGgDXZ22+ZGScrxA247V6Rbl+JR6NUZrSUSidE1fZwjZIUQgNIE+jiiKFp3XuD5DRke7LkD0vPZpQXXUQhC0dY/XEWslmYHGK5TW+L7G6kjoHbbIiL6ja9sUmas7lJ0kDabR9BeR1CmLPqXf9V3qDCutKEcK36fR1GpeI6VCKoGQAqUFzolkbedSNzv4+BVSjWrd4V2kazq2Lm9+fY7YY7yrOLyrKTaHLA7OYLlECkUjhmRihYsKa9O2uSgukZmeTlq08sh8TIgabQWEDN826HyM73qkEgQEoUsOE961adTpakLQSAJ9VZNt7OFWZwibEfoGvMNMd3Hzu3SrOeO8pdt7Hlct0PGMP/yXvw/aJegO1BCqKlXoSkLt4caNRIAv7cLBIXRd+q+ag7Gpc3RpC+7eJQ5HUK+gquj6TSjHKJ2eG1JGlOwgCoLLyYqeLGpcm4GAt15LnlKjzZa26dm+nDE/rckGOYiksxxOJNUqkBXQNQptW6QQ9I2mrQP1SiVNsRV84lclf/IvpI7d//kZyXu/y/H3flzx/u+JfPQfwO3P9ZQjOLrXo63i3quBB2+6tGRMmioF78lLQ9cmI3dlJG3doXTyrJRRIIwkhMjgcQf5DxA8ybUC3gmI8YSQsZ4rmgpc11MtJDrzdOfJwchYg9IXE4GRTPIeG1gcS/quxWQZMXZkuaJtIsXYcP+2IISAEJL7tyUID2TkheN03xN8QFqBNB7vJHYgaSqBNgHXSYQNNOtAlgt8EBeyQ8gKheuhnBjODju29xTGDujayMbOgMETPa5P/t5SdeSjhm6VgTQXCXcSIZIEQkro6oIYI0lmrTDlnLYy5GVDW1lsviJUQ6T2F36tFpOtqJYFUkZys0J3M9bxMoVZEJlQLSp+7id6hCnwsiBi8D5yfpwmOdWqf/uKdI1nOLEE379to/oYX3s8gjPqMwBiFAgB999Ifp/P/MC38V3/yb/Ct//oD/Khv/Mf8P6/9CG+5Yc+yJN/5HmGm2PyUuLaIeWkRQgQMiXK2TwSYrIhEwJs3uH7NNLwTuKdQaqSjV3NajZlsjVgdb5J34wQokfKJLoNXqUK1HiETBGuyUImjRWFdLhOI2TEe0XwyZ85L9L4cbIzZ3pphlbJdbxvMqRqqRYToofgBUq1tOsBqlnSt4Z82DAo1+RlDQTa5RBtO3R/DH3Lr35E8Ys/afAnd4jtHCUCroNMdUi/htjiegd9y0AuUdKlsU69RoeW6DwDsUwyiVgTe0f0Eav7C+mHTt7GAryLGK3oW8dyVrP/5oJ61ZMNNFJJ1suOLNfJedWnRb3g4/8jIXf3aonNFIf3Vyxn9bt3rB7j64bDu4bVPNKd1wiriLLA9T1CQm4DymQopZhsDFI63TBi8gxChxnkhOqMvlkDAt/VqHKCX5+QXBkiUgTy6Q6xnxOFQqm0aJRNd+mrlLoliZjBAF2OkdUByJzYrXHRUu9/gUsbS7a2I75qwHnYuQR1C8UIkLBawmQER8egVeok9ym+nkXSS0eVpTn07JQoL1LrjGZgq6SP9MkeUdk6EWmpKCZzlAlkeYvrs3R/a030OVdu1Tz9zYH1uWRQBpQacO3phnIEr346Y++JlrYGow0vfVxx8zm4/WLB9Wd73vfd8IXfKdi8lKQXn/mNjM/8Rol3gk/8E8npvuL2p3P23yj47D9TDDdLPvxfaGymUVoyKHOM1kgpkFLg+kRUmnWPkqkIfhgsREwLgN572jo5+BTDxx3kPzh4keRQkYqWdN0kbe1pq0gIke2rkc1LimIoufpUcjBynUNKj+sEUnY0VYSQOsIbu2nfZrRhWC8D+SDdDlI7tHGYLH1PY+HSjYbgI8pKbj4baNZQDCO28PQtKbFSK4J3aJOmO02d5BBSRuxAUC8iNlcUw4K9W5IsN5Rjh7UDRpvnST6BYjBcoJRHiMhg3CCiIARDCAHvH6Z4RPoGhLyQQsge7xR20OOdwDvDT/6VnLYGpRyxiwz0EXp9iNYeJTtM2SDrJQN5AllGsz9D+pphuEe2fpWTu8cs3rpL6e8xGn/1DnFTdWSF5uZzSX/86z//4rtwFr6x8IgR5BnQAgbvk7SvmsObL8P5cVp2U9pycFcwKMFmlsFwmSpb3dG1kWY94PxoghCBrhYo3TLZPkOriB305OUqNXIVrOdDYghEL3HtIBHfINC6BwJKR0JQQEq6EiJFXwoRiNEgZRrnKN0jZbLECReWSOV4jTY9+XCJlJFqPiT4JO0IvSS2AaMa7GCdhMvOIUWPsg5tVwzGFe0yR8zPGJQVserIhyvsoGb+5iH/8G/u8+onWqQAsT5ENjOGect4IlGxZ32+4uhBg+8dxkBYnTKMDzDr1/EukIlzBqbBsKZpOmQ3w3Ut1mqMP8dacK0jOI8WifwqIwghEi6kjSHAyf6KatUx2cxxLjDeGuBdRIikdW7rnunWIBFpCc06xUwbozjeX369DtpjvItQ0nL3t18jxIAd5uSXrrE9rgh9Qz6ZokSg2NhE9OdEqbDlMLlL2Am+WSFsiTI5yhiQJa5Zo7ICIUEoi9AZwffphRodSPM2CZC+gm6Bc5J+fkhz/7O4vqc7e53cQtc0fMdf/j4+8B99Px/4D/91VPBJS3zvTpJPOJcIsc1T4s90kjSLWkNdEVyEvia2y2RsPh1D00A+gnEJPnXTBrsaYk+Miizv0KYB6WnWBa6TrOdjjG0JMfDpX/MsZ4L5yYB6ZXn5k5rFqeHn/7albw3VvORjvyJ5/cWc033L6y8aXvmkYP9NyZd+V/HRf5ATI7z0yY6f/q80izPFwZ2Wn/4vK25/dsJbr3g++WsRpSW//Y8c022LImc4HOL6wGicXzjaKGJMBCp1jAXT7XQvb+yWSZKlBCbTuN4z3SnJ8mQPZrJHcLj5/1u8cfFnwHuJdwrvBV0Dk52O4Dve/KJO7zIZOd23TDYEfecZTlLkuc0N23uR2VEgxkBeepq1J7jIZDuwnGvKCQSv8M5y+WbH8X3DeCswO4g0lWS0EWhbUAak0BehGiYtsWtFXqqUYGnA2ozRBhde3BabWSZbaRo7KHO0MbjeYvOOGBTNckQ+XCBkIDxM4BXgvMNYl2wgHSCSl7/QIGRKf/W9JIYMIhjbMBgtWZ6s+fWPnNJXLWb2ALU+Rc0OyLM1pbmPODwBI9GxhtkpAxwb+Yqt6xnH6y0al7HqBvjlKUI8tMz7SrgesoHhV/7+Z/ivf+Rn+bm//bt84ffuvnvH4hsAj9RTaL3YpxgphBAomcb62QC6Cspx8gkVMnmGCiL1WoOIBC9wTYaxEakkUnm8M2gr6LucrKiRukeISPCSYlTTd0WqDqPFOVDGJSH/hd7o4fdFREzWEoOl77joOAdiTLpi12Xppuw85eYMZQL1SQYipArVRfJyiRQ93Uxipx1dnaEW+wRTQj7C5hWhiQgXCHGErBeozSH1PCCmY5pacO8zZ7z8OcPh+XUWL2kGg57QLRC2pNWXyYzntXuO3q955snIeh0pbE12kYW5ai0T1YDoKMqSsHaU5pzYr/HO4ds1+WSIkCWxnSNkTqTAZgqxfAtRPomPF/ZsOu0gAUx3BmS5pF61nB3V3HhmSgzpgdq3jvlZzd71KeU4I8bI+dka7wLeRax/PFr6RoCQker+AwYbI8rdCWcHAmnHmEGL0poYksVSqCXR90id0VcrhNHEdo73nmzzOrGvUHZAd/6AHomZXiP2FZECN38LhESVl1LnuRzj6zmiX5KVQ+b7L1Ls3MCvYCBXlFPD5MqEbGuTYZmlink6gcUCogNjoFrClZvEVQU2Q4wLuPsmYnIFtkfEzCBkASYmUlwUUEeiyQCVuuVlAbXEHxwg42WCNZwdjDDWEHxgsRywcWnGl35vkw/8iSXHb435p78g+dAPSX7pRwM/+J8N+NxvrnjuAxnVUvJzfytn90ZanP3If6O4+YxhdtJydD9y+zM5X/z4gpc/Jbn21AbzkwVKDvmZ/9Zw6ZpGasHP/S3P7rUxL/52YFAaZscVw3FO13mMVRSjDDvQrBctOlMXCZ0Rmyna2tO1nq1LQxazmvHGAGs19bojBsgyjTaSJ7/p8tf7yD3G2+hIU9m0iNdWkmLkqNeGvg0YC21tyMskoR9PA6uFomslxUhzdhTZ3vMszgLzU8loI0kKQwCbp4lIvdLkA0+zCoSocH3P7RclxkrOjyxCRi7ddBRFSn4cTgRZrjk/1Uy3DNpIYkiFNEKwPGvY3NNkuSaEIeX4lOVsjLE9XSMJLhFpqSXaOOplhsoqlEzuLFJC8BIhA1lZEbohwRmyoiMGic0bgh+RDZZEr/G9xfeaTsDZPvwv//khedNx67LD1hZkTMleG9vo5T7CKugd4GBYQNXTDrf41f/hkP1XeibDjFkViUhWfhPdHGOVpQs2XYX49uVgdlRRr3qCDxAiv/crr/LCH3rs/vK1wiNFkKvlGcELhtNIvVZkhWe8CYszuPMlwe51DSGjXWf0rUJlnmqxgTINSiki8YLApojUrFjjekWzGqNti3ea9fmEcnpO31u8VyidZAfKtPg+AwIxZijp050mPDFYhAhIaYmuByXJy5auyig2ZijtqY5zXKNBeIyY4/wGeEk8OqEfPYVYLVGuxqsR0mpMqQmxxvkpolljtzL8Wweo0YR1X/DSL3YcvtJwcvuc4/Yp1HyOER3VaJtSB7zvyPwh63aPsV7z2sE1rg/f4PX50yznLeNsiQwtovPMG8s0O6dpckZDhwjndCIi+zmdUxR5g3CKgTug6nIIAl+dk4/BiZLcH1G7azSNTDbyWr0tLWmqDtfAdCI4V4LVrEaqiIiGrmqRIpIXhp0rI55+YZd//DOfZ3Mn43h/eZG859H6MVF+lGGspjk6pT1bMdgco1xF6DuK6R4irMkGBW51iiAiB7v4doUwGbE5R+ocVU6IfQsqxzcLTLmFUDmCgMMQ6hV2uHUR7SoQURHbGe78Pr5dYaxhPNIEX7E5MURfM9ib8L5///uTSbkUiRhnFsohLObE1RJx8wmYzyAYGBbEB2+lZ0JWEE+OoHeIvQnx/n3IhoixJgSPUJboBZy16Xtrg793j3yrQQ52OX59hn7yaSY7Nfdvb/CLPzniO/5Vx+f+2QQpBTEK/vH/3KFMxi/9lGE4GfOpj2qyAl7+pOe1z0V0Zrj/2oL5sWW4kWFM4LO/lbN71aKt5Od/KlAMLVILDu/q5E7TBiB5pK9nUE4kg6HFZIr9O+ds7ZUMJ9mFR7nAXNznyhiKUUYxEhirQMD8rGY0zdGZxvrId37vNSYbOcNpznSr/Hofucd4G58nxrRQJiX0neP8WOIdtLWmb5NFWfCS8RYsz1OwzGTT0XeK+cxRr5M1oBCK3es91QLWc4Vzju0rkeW5xGSRujII2VGMNEpDs4Zs0LN7DaRKk8esKMgyjRCe7ctTtO6QyhKCQ1uDNj271x3z4wDkiBiolhOEhKYqkNqR5e2FnniU9n+I5IOKECXtukyhOcNFygYIpGVYBEp5AoKuLsnKBYJIU2XYeA5FTuhyLm0cUNcwyjte+r1IPoannq4ont+B45OUltcDgwFMhnB8wr03LP/bh2dpkT6TKJ0kmEp4RmUg+patiWN/Zi/CttL0VZvUOfchXqTLarqq/xdfzsf4f4VHiiBru+D8WGCylOizOE0uSt/0h2B2aBlvtTQrjevyFKARNDFAcBqpA65Jnd+8WNCsxwgZqNcDslwgY4brNNp2hKBRqscJjc3P0blCa+hbg+8VUoEyPfQKISWuV9isZbS5pD1TOFGQl2u6WtEuLcVGjS1qhIh09ZQ8WxLwuC6mhQTp0HGBjGu8GBJbD22DvHKZcAraJI1Se3jCz/7kVU5frTHMkEoxq6cou8b4Bik7tJ/ho6XrLEfzIVWrKfZGXNuac7K4zJOXz3jzaMq0GHNtesyy7Tg5H3HlmqBHY5jz4HTMyXKDW1sHWBbk4RRhexSBfrWgVB6hHbo/4Hy9x92zZ3h6fMbR+QBBJM/SeA6SZCLPoV1VXLm2w8lRw9NPSTYuW3beryiufAvapE5DDAGtJd5F9m5MOD1cMT9ZsXV58nU6cY/xbuDZb9tj+eIJKtf0tUMPNolFerFFp4m+xRST5B8qBaENoFqkHeC7FiUloUux5sF7Ql9jRiOCW6CURcoWt24xm9foZw+I9Smy3GHAgkoZVscPUAqu3lyTX32C8aWC0QtPXnR8WxhP4OQA7tyBcpQeOpMp8WgfYezFvFZCMU1zUQG0ATa3iCE52KA08XQN0qb5LQ4GCqJm8fqa4Xte4MWfv8s3/2DB/TeW/OaHF/yl/z7j3suegzuBT300Z/+NhlvPW2wuOTtaMZ7mnJ+lF+btF1coLakWLYPSspyv2NwtaeoeomC1aCnOMoQQeJdaVNnAEENEGcHR/QXjaZJHnB9UFzZYEWM0bePY3C2RQtI2LnWUG0H0adIzHFm8i7R1z6A0tI1j78aUzb0hw6Hl6fdeRsm0qIsQj7fy/wChqV7H95oYIoORZLLV8eaXJFonecV6rsgLSQiB+bFCZy3TbTjZ14w2oCgNUsLOVZgdBhanUE4cizMYTiz3bzuKUcB1aSKysSFBCg7e6NjY1Vy+GYkxTX5X5yVFYQkhhV4pmUi3UD2hs6nbGwz1siQrOrzTeC8pR+e4LqdrDARBsyzIhzVEQTE9ZzUb4DqL9znatjTrEW01RJkahAMESjlcrzB5i5tL6NZIVTMKB5BZmv+LvfeM1Ww9z/Out6361d3L9BmeOU08h0WkRFOkBMmSISUOAgsODDhBAiR/EiAIEP9I+RElQYLEkFNgOc2WWyLHioqtQoWySPOQFCmK5OFhO3XKmbJndv/211d7S36sIWU4ghDLFg85mXuwsWd2GWxsvOtbz3qe+7nuJkPN7/LrfwMMHmU0x3sln/o/az5Bn/5wRNKRPPtCwfb7h8iq5s4nZozetrz6SoKSJc7HGBEoFg3dtEb5CutgkDV0hONoPEBqgQ/tc7P3j3YY8Sgl2nRa8eTuYXjjAAAgAElEQVTa+Repx6pA9naCDx5vAw/fpg21qHkU45hQFxLnTEtXitsXb2UCTanIswVZt2J6MqQqOi3axRuk1uhoiXQWLyN8o6htgow93ZUzZqOU3mpBU2nirCJOa+ZnK5i4oqlSeitn7SJd3dq9lV/gowhfOrrpYftEef8UtbWNP5nQmFXS8gy9nhKCb7tMcYV0c0RdogcGe7wEIylGJXc+f8bt1zzjmweMJgN0eoxUBmVHVEtJvxMT6lOiXHPn9CKLccxTW47JXLPenzNdxixKzeG4y9O7bXxuFqUYZZksU5KkZpAtEBK8bbBRO+bppwVSBJZVRiKXmAiWpSCRpxzP+4yXOU+vvEqsh0ipcNNDNvMOy3lFL1VMJ38ANi9LwXo/8IGPrtPd2CQKU0RoAIH3Ixo2gdYWs76VMlzPWd3qM1j7lmfxiR5nXX9ulXtfcwghsVbiXYVMBq0tQhp02qMpC+LeKnbykCAMSqVgG0xnBTs/xQZFHCuE1uh0DVdNCcIgnEUphZerVAdv0Y2WjMuSoVkw85qdCz2C8Gxc3+TcD7+A2N2FomjpFGkKSdou4AUPgyHUjhDnUJzBzgXCvXuw0m9HrDpuvycEgooQiwpq1RbYAkINaENwEpFYsIKHtwUrmzm//t9OCD7n3NePuPW6pj4e8/G/vODkMGHdKE4ePMXx/oJmuQQZ0em2HmDvHJOzkv5KxuH9KbtXhtjGMxkVdAZJO9FRkrwb413g9HBGmkX0VlP274xJOxG9YYJSov0ZRSDODJPTJf3VFO9ACoF+xEYfHU3oDRNCCFgXWNnMSDsxUay4/uI2/ZW0LbxdQKo2jEQo8WhsLFrvt3jMVmO+RzWfLHj5kyUvfMTjGk9RaKplhK1rnG2jyfOu5dY3NcErti6209SDu5LeCszHCqUryoWmqS0IQ5QollPBu15suPM6JHmEVIHlzNMdKkJQaBXor3Xor5ePFuaBIBDEhPAtP7AhH4wo5j3SzhQpM6KkZDbK26h4WYLXaOMpZkNMXCCUx+iGuooeeeM9i7MVlKoolylZb0FdpijlCC7gyNDxlCipYL4kZDFNkZCHu8hMwGQMMsL2hxx/7k1++a+nlIVkpbOkcQqVdbDFkii3zEaO8mTM794xzH+1xgfJSjah8QbtpnjVJ5IFNkR4BNv9EbMqByTzheDe2QbDXsGyTlkWEEWq5YmEgK3bKHhb+RY/+UT/wvRYFcinR4pOz5H12slnU7f3pTuvw85lQbVM21Qb18aqCtG0hnrXpylTTFyhI4eJl1TLPsIpgm3T6XSYkuSeehpjkhLnotZB0fhHo5h2US9Oa7QsaKoEpQKuaBOvtCgozxJiNUEu7iEXp9BZh/kZuAqx6CGlJ1JLiAxhOsFkMZw1RF1HkJtM7sx54xdGnLxdc3inoZjsYWUHaxVVtcpKNsGVgsbn+EqjFNzYX8c6xTPDb6CoWOlYGh8z0Ec8HF3g6vYpRalYz47xREBgUSZs5fsUpcEbxVp3hiMijiWjZftzDrIZ907X6SQFxTKwES+5fbrNtY2HrOQLxsucid+lWFg2BwXTqofAMujUaKm40N9naRNOFkO0Bq9zNoc1TrTZ8lFzxix+htTepAltgYwQfP+PXOURRBUET+wV/z9Qt/Myw8tbuKpmPIIk61DNJ5ikjxASUOg4wzUlmBxFAGkQRhF8A1KiCaCitsMSHMEWOC/IVMliNiXqnyNkXar5Gd1c4RA89aPPcO0nXoC1Fdg/ar2EJ6etgb6Fm7dLePMCohgIBCMIPkMMNYwmkPXbs1o6yGNY1AQpwETYWqBTBVJSnAWUckgJOgpUBbz+RclgXfDVlzRf/PIK33fxHr/4VxJCOSGj4bMvnadoMq5sjvAUrG8mdNxdbh9t8vTGHfZn10nCGUm6ymy0IIrbzp/3sHO5ZaQnuSGJNSf7U7JuhIkUJmoRmbtXBq29pahZ2+62y3bB0x8mPLwzIc0NdeUYrufUlSVJW1as8xBnhg9+6Dy/+1s3WM4rnvv+K2zu9h5RaQTh238AF9qucYDgAij/R5yGJ/pO6Xd+4RtMTh1CaJ77Accrn4arzwV2rgrefNlztKfwTtKUgbxvmU8MzjZtwpwQ2CbQWdH0Bpa3XxV0BpLRcSCO4eHtnPl4QdqJWdlImZ6NiRPTeuu9or8qSLJ2Ib6pUpoyJUoLbBWjdPNoSbADBOajVaR2LCYJSluEcHgXkXSnlIsOddU2wkQImGSBcx7b6JZAoSqcS1DKs5z10OaRn5fWauV8xCf+t0MevDrl4nu32Lg8YS2dceuNiOmh4uRQUs/us6xijC7oZe0EuSxaDrSKIgSO0BTILGdWdDBGEOsKIRR1BVJGyEebf34xJ8s7VLUhjT3BQ3CaC2sjkqjmxuE58o4iTiPGp0uEEEjdLrqubMY0VcN/9W/+MsWi5t/7yz/B9uXVd/gUfW/rsXrcOLw7pJjB3k2Dd6a9fzWgtKCp9KObo0KqdvwSgsDWGqUEUjuW0z46qgmziqS4QZJMScySciEJieT2VwWv/96SyYHj5pcLfvN/SihnRTtBrWqUKqgmMSYu2v83VFAu2kjJ5RhhC0TdIOuqHcUa1d5Ykw4UC0Q1Qzcj2NhA1gU1hi9/UvJ//Pt7/NV//SE/9x8rvvJbBXe+UTE6qChdhsATq5Je3oCJqVzEdBGjI81hscultROMsoyrIama0zUzaitpVJ+d1RneBu6ertL4iLI2CFexkpygsOgkRSnBZApV0RCaBcezHko6evIIFyRZ7OilBXUV2BmMcC7QBMO1zUOOJl0GyYzVzoT13pxp1UVGCfMqJTaWTlqjjSSKFTLJUdURFX1EcNQiIylvEr61jRBsC0X3TVtw+LbDLJ8UyI+5lpx7cYbUEldbqjpqrRR2hl2cIEzUFsZSYyf72PkxmA6uLEAamvFDXDFBpT1wBR5DebqHqM6IlUX7GVGsiaavUo32GKxk9Lc6bD27xXBnAE0D41lbENdzKAtYX2txbACnY3ANdPrtYl4dEEpBnBCkad8H+ej7FZgE5xSNTrjzhodM4EPg3hs1VS343K8HRK5ZjDWf/EWYjeD/+hsR158OnIyG3D0Ysn+2wtujXbLYc2nlITcP10jDCUN1n+Npj15aIrUkl2O0n7Oej1gf1lxcP2E2Lgnz4/a1sCmJjKQsKta2uwQEKxsddKSYnZXY2jEZLTm4O6WpHaODBdpoxqcF/bWMpnLMzso2NEi0RW+cahaTksvPrLGy3mHr4oDeIGX7fP/baAAB307BFAKEejQWlm1X2fsnyWDfDXrjKw8pl4HPf8xy8+uKkweBL38SllPFnVc9995sw7SKwhElLYmkKjSuVuRdx8Y5y2wkOT0w6ChCadDKs33JEyWWnYsr9FYkUgrOX+2jdYJUAlBoXSHQlPMuQniaGmwdgZA0VUyaL/FOEEKEjh7ZILRFR5blzGBrWE4G2EbR6Rd4G+O9oJj128X6uk22kwqCd3RWzjCmIsnnKOXJ7S06868h9m/w+hcasJ6bv3fIp3/+Ib/41zRvfGbCvbcE1cLhifCPmMWv721TFIoHowHeK6QMVDYhySJmVQ+8QwnL6w92WNqEvekWkfHsnXRZNDlepo/QcZLY1FgPzjlyecrJtE+aKQarCWmuGazk9IYpvX5CuWwYHy/Yu3mKFKCU4ON/+yt84/N33uFT9L2tx6qDXM77PLgNBEl32KZJATz13sD0tKKpPDrWZJ05xWIAKOoqBVHTVCmSBmVHqHICaQLTKVlW8tX//TavvBQYu11MWCCSLhFzau/5yL88Q4g+uplgixhkwNp2jCqqOUrP0UmBbMaoQQJNBJGGqm63ENIcKgfb63ByivZLZvuat3/niJc+VmLpoKhQWPLEI+ophe2jDFQhpeMecGtylUWV8fy5e+yNVom0xcoOq70lD0Z9rmyccv9khWGnIE+n+GbBayfXuLpxgHrUrVkb1Nw/GbA9rOjlDbXI0HYKXtLpJAgV4UJKpBpECBxV5wgIYlVyPOtzfu2M6dKRiZJOx1M3kmFnDlqzLMEFyXpnyrJQTIuEfnqH4LqsbFxrF3l0QlCevLmJxOKRaDemNJuPCuIaCATZduoI7ZKfNo/VM94T/b/0BYSQ7PzAU+x9/i3KB5r+wNCUc8zaNYqD1wnVnPT8+3HFhHTnWWxdopOE4Ap0Zw2EQrk5dTCY8h4OTcyCydEZC2DQN9Qu8NQPXuJdP/Yu5MVLrT9r705b2FoP9RQaB0loEW1GE6qWmY5uvY1hWRBQiEhAUSHSBFDQaFABQs3y2JNeSPnV/6LiQz+leOVjgavv9vz+p2I+nMJXPhV413s842OQIvCxvxNYW5fMRzU26rPaGxOKOXfLS5zv73PveJ0QJKk/xdYNa1lFmkvGI8AU9OIJtoaOsRSFZJieIWd3cSKFZkkIMXHUoW4EJpLceeOE3ctDzo6nbJ9L0EoTJwopJYO1jLpyRLGiO0xxjSXrxjz7/m3Wtrp8+jfe4vIz60xOl1x9ZgPvAruXB3T76be9kd57ghBtp5i2UPa2fQ0SbYOa5AkD+btCUax4eLu1SnzuNwJ5H25+1ZJ1BHUl+eJvw3ADglfYpi02s65g83zNg9txyxdPgRBQCgSWC0/B5DQlzTUhOEwMwTVURfSIfS+BgNJQzFpSTV2kREnL0c77YxbjAXWRIAToqKCcG3prE6plTl1GbWKklCAsRrS4RmtVm7qpGtr7R0baOcNNA0724OFDkm7NcrpNpu4jrQOliYeS1bWCZlazqFYQIiZLGyCCukbomOlSk0Y1zmuubR1zNO1ydeOAotJUFsZ1huwFGidJNHjaBtKsTLmyPeZsuUkaNeQdkFYxmwUGg4ZZkZDIAp065mUXKWHYsTgEdeWIszZDwFlHtKjor2Ro0wZxpXnEvbdOeeOVff6D/7H7pJP8x5T6mZ/5mT/q83/kJ7/bdO/1I375r+5z+5uKjfOOO2+Cq2Ftx9BUhroMmMjQVBHeKmwjMVFNlC6pi4jMHKN8A0a3GJa6plAdvvQPFkzONN5DVVjyXgp2QbAVf+qndTtGsUv0coqKHSLvtBGTYYbsZHgrUasdODlEKAP9HkymsLuL14aTG3O+9msHfOW3HS/9Cnzt4xVvfl0RgqZyMZ14gRNJ68Es5pgkQ0iFxDNaZAx6rvULq4JhtyZSNQHJ0bTHxbUDEBqjGqpa0ISUcdVjkIzb7o2JsE6RxyVZLkDHSBNhkpibh5tkgw5JKrDB0ISIOFF04iWjadL6p7SnnxUkxrF/NsCIksgEaqdJ4oDCoxTcOtzg3PCEcdlno3OCUx0kjuNpD5PEaA3nnr1CGk7B1QgCoplTx1t42oQjmjESSwgBgUOomN2nN97pY/ed0H/+z/C1P/Mn9UO8M/oc0NA9v86FDz/Nnc8dIIoz7OwA3VlpR5DVFKTB13N02scXZ/h6gVCGUC1JTcX0wS0G8YzJaIyJIhJ7gk7SdgEoON737/4k537waYRwgIHJqF2Yy9JHbQQDRLC5DvMFRBFM5whvodNpn9d0DMjWRWAt9DLCvELErT/39L4jXdN8/K9Df13yymc0X/iERDaeL35Gk3VaTNTXf0/hlgV1GbF3H7pdgfMK7yXdpOBknLAxKMiTim5asWKOCbbCxSvkakZlI4zxRKp85ARRSFezaDJ0WHLz9CK5GlNVgZRTJouUo/2CvJ+Qpu21th7vI0NNpCpMEtE0bfDSbDQlSmPWd7rYxnN2vOAHf/xdxInm5GDO1WfX2bowJOu1RW5vkLR7AiIQwrcwWoLwyEXxLbtxG87SFs1pL2bt/OA7dsL+BPRYXK8BeOVT96lLx/jYU8w1TS05eQgExZsvN0xHgivPa556sWH/nuTua/DpfyB5+Xdg/22BtY+wcLOI/qpEiJgQUiCQ92dUiy4hCEJQCGHbFEtZAwYhLE2VEsU1rlGYxLWJslKRdqetTcIrCJKmSvCuDe+QuvXFt95ljwoLhLXoyGMXjrRXoEd3Ua5EVxNsyDA9AbFmevOEfFNz9AA6fYkXkru/P+Le0QaLMiVJPFlUcjgdcO9si/XuDCE8iyph0CkZzXNqq1npTPEiorGK1XzGwg8w9ow8Loj6fU5GitImrKw4TCSYLw29rmNcdIh0g8PgrUVJhy+XeNPDe8h0wdkyw0QSqdqEv+Ah78SEAEoKVCSRUlLXj2LcJTz13t139Cx9D+gPvWYfqw6yjlsMSrGseXjb8PqXGi49D9ffFxMlgtMDSxRHrJ+f8ODmkCTzCGmpiz6d/hTOlm13t9OB41P2bkt+5b+/S8AgophcjDGxwfgZ8xJkM2Y+3yFxkDkPtkZUlqBKhLeotT48PEBnDqE7iOWUZnWHe5+bsP/KgrdvPeTkUDNfJqzFE7zRWCcReHScAJD4CmTEokiJI4/JOry+v0seV2wNJqjIcDRJ2e0ecDQdUrmY53bv4RuLJMWRYEVGhaG7GpBas3c74tnrEWcTgzCS/prH6w3Ojj3bW57xLCYRngvnLDpSmDTleCzJc0+mGzx9Ch8TJ4FO36DiHi4UDAeePNIEJYkkvPlwhd3hGUpJElMhhGM1nzKdalb6BbfG58jykkQEpBWgOrjFFCEUuBE2WmktFVKAykjLu1T6HKiEIBRaVO/wiXuiP1lZoCB4iXMeNJx79zZ7H3+FZPM6zfSIYCt0bxM7vku89Rx2eYpK+gip8AFcNQMd6K8OCNUxK6s9fDPBWk1ZWTqZ5mziyS7vgK1acPp8Dud24eikjYHe3IA7N6G73uLcxkeE7hDSdcL0EKyGjgYrQEJoirZYHi0RkaZaBu7fEhhluPd78JXfkzz9bOD0QGAb+PoXDUoGXn5J0O973r4hODtpcWuDXoHWCXt7kitXoSoyVnsj0siynAGqTdRTtm69lzImEo4mRESqpLIZSQRHoyGJLglI1jtjElWDqHE+JnYnJKaHW5zRWMNG54xaQqrndDPPrSNFiAyr5pg0K3jmR55nuJ7zymfv8d4futQGJwjBpetrrG522vTQRwWw1JLgwrcGPu3v559wUIRHCaXO+m/HT2e95Dt7zJ7oD9WHfvI6v/a/fLH9R4CmCgTvGR04ioUkSg17twS/+fOCX/hZQ1OA9wFlFGmmuf3qkle/aFjbGvDjf7Hh5tcSPvBnzrj7qqEz8HSGnmIBJpYY44izJXXRwVqQsqSpWwuh9woVeeoyQUpHXUGgiwigtMcSoXVDCO2+D1h0XGMnjjQZI8aHqOEmX/j7U778Kc3m+pQ//5cMQnRBS7LNBu4dI5Kc114q+MhzW3ztHx7yA39hk1/62Yaz4zVStcBkFi0F8yLB6MBqNub20Srr/SUDc0BZD+jlNZ3Uclb0yaKa48UqaXRInEfMyiHOw4MbHS5vnLSvDTZh7yDh3K6nDgofAlk/5uxMkIiKRiSkeeB0GrOSLTk9M2Srrc9fKUlVWYwWWOtQSuO8R6GwtSOKNRfeNWTvrdE7eo6+l/VYFciXn9sk70YspjX3biiapuH21yXHe5reimQ6EggE/fWIW18VPPP+kuZkQbYyR5oIqpIqWefep6fcfOmMt95aoQo9KhuxnpW4JqB1wNYlkREIFZP5Gao0IGvIDNSgIo+oW7xSMRfc/MKch2+OObnlmRTHVJVAyh7Uc7SSpNIgo5jZUj3CmAm6edV2glTD2bILoR0xVSHhyuYpdd1CGqfLmJ3VKWmzT6IWnNlt5n4VjEBGEZXeJMsctx9org0bTkeSfj+gI4UUFq0VIUhC8EgpCThOTwK9vmR9WLCscwSC0ZmiP2gB7/OFwLn27e29nKtXLMQxg5US73pY1UGFJRd3lqSyQQpI1ZzRrIMl5njZp9N5wLnhCcfzPteeWnLtB96LE5I6vQxSk9pDpsnzRPaQqNqjTi4RhEA3pzQIgkracW0IT9A2j63Ct9+8bykP6y9eZPrW83gyQj0lu3iRbHuH5f4DbGOYHbyK2e7iihmoFJmtU89vYpuGfscwmRVsn+tAssq51YTu+S06z14hKpbtMt5kCsKDc+0kSal221d3YNBpN9ymi3b5Ltagt9rkvEZAsAgVUS0z4gHce1lw8QMR5V3Pb/yvgT/773j+zs9qPvhhy8FdwXwOq6uB+VyQJTUuRNy4odiKpkSN49404ulrkpOx4Pz2nLruEMURPmQE5SiXELymJxaQraGUZ/90SBZV7J2tc23zkAejAVc2DhG+oHAZa+mEcUjxeJaVJKDIYstW74SqjDifjyCk3DjcJo9rfupfexdv/fINFvOC73824t4dy7nzKV5qVtZzLj39B6PbrQsD+Kf9w+EPCmKlHz3o/JOpYOIRweJbH/OOwWbnT+5IPdH/ZwkhuPp9m7z5ysPWOS5aaoKJNVVh23tVIxgd0E5my5K0Y1hMa7QSpLkhzaK2y+k0H/+FGReud1nO4fWXBX/6LyjOjjxKWXauWop5D5NUaNGGfUlpQQiSzoz5aNimPIuA0r61NAVwNsJ5SxKVOJsgfI00DeU0phduwRJGZzm/9DMzpuOITlJwcJDzlU95Lr1omZ449n71IWd3ay5+oMvXv2R4/vUJt2/lvPwfWuJYIqXDuZi+OmTp1xCuZiUv8RmUTUPdaJZqg1CV9DdjRoc1JjE4qeh1PTJOeOu25volWJSa87uWvNfh6DSm33fsbFsiYynrmG6/9TSnHUlxVrKyBtORZt3s0YQVelnFslwQdYc4azEy4L1oyTiuaaexkWQ+rfhTP3GN4/0Z7/uhi+/0Ufqe1WNVIJ+7tkbajfEeZme+xbtlmlvftKxtJQQRON23bF00PPzSm7z3RcHtL9VYnXHwxiHH+4bF/mss5RbGR4RIkjJGJz2EcCwLj5QWW0v6XUddBQwVUguIu5AYPv83H2LdGaP7c472jijsAEmDVArlUwrbbmuXTcowq6l9QmJc64+kwIs+STQjNBXLKicxlr3TIVeHdyiqDnkauD/qcXFwn8omrA5qMCnL6Gkciq4wgOTOHXj66oKHxwalAlevepJEsLnukKGkrPJHEduKxaSgqiUhKFa3ejz14ipCGYrTPQ6OwJcLtjZTkhgODhWTcfv7TmKIIo93nrpSSCRlKYhTS2ETekPP7bc7LJeCZ66XLBeCxDQMOiWTZpXpMuInfqrHxasDai9wQOoPcWqAS4Yk7gjnIciYuLxLY9bR9gzlF+BLtKyoy4Y4feJZfDxlgA5Czr9NX8g3Bvzwf/mjnB0MyQdzQgF1SOn0LzE56ROWL7D88he5dzunuf86C3YolhUb/YaLP/lRtn78/TCewvSotUnEfejkcHoG48kjhnEPZrM2Ha/XhaOjtso7PgUEIUkACU0AByJXhGkBIgXp+cbnPU3lKEvJcDdwdA8Ijr/338GlS56zI4G3nn4OTSnJKZmcBYydAEPyesYDNyDXJc2bB0S7FyjLFp1VVZI8jynqCJk29JIZr966TEDy3M49Ylnhg6SfzLFWsrmy5HQcsXB9tvNTTKSwTlCUgq4eUas1Njc8r91uGwE/8mNr3Lqx5Dk9Y307I9m4yOXtr7B9KaWqBC9+9Bni2Tch7vHchRlCJQTRJv8ZaoQvAIdVfbxIvl0cC+HaCHnVtpC/xToWAvy3/MhKoMOS7mr2HT9pT/SH60f+/PN84/NtfHGctul5USKIEkPw/tEo32Jr24bGRIrtSxneebRWnB3PMZHi659THN9v+P2PZ2xdEnzql8ZcebaHc/DZj3v+jf/UMh15ukrjnKBxCWlvjqtjluMOSre2uzgvKOZ9BJZInGGGiuJYYpYn6EZgo1Wk9XSaOwRt+PrvzPj4r3QhBLLUgi2hkXzh/4546dclUnhiY7lxcIW11xf0c8cX/5EnSiIqaxh0FpyME+I4cFRsM+jUlI1gOo9IUsHJrMtqPqO0EcOOwEuDkJbGG/JOjU4cUnW5fh2aJidKHFkuaLwhigTLhaLXD+w/MKyut9jDO/sJK/2G/gCK2hCZJSY4isaD1AzMES4EnO5zeFBz9V0Zh7fucf19l/jcZ8Y8/Z5tfvynr3ByOOfp92wjn3DF/9h6rApkgEtPr/PNL9yjXLSbrQi4/bXA2YFj912OV79Qcv3phr3bClvDZ37DUCwWGB1IUkutV/FOMnNrrKoJLjLoUFE3EpPmBGeJhUd4S+U0Is8Q8ylVusO9T59w6xXL2VRRLDtUPmWjN+H1B7vYEHF9+yEKz+FswM7qBIRivlQkiSQgyfSISnXRwTIp+yxdTjZIuHShAdZJERR+yNa2x7KJloK7D1LOn3No7bl5w3DtqqdxAIIgDYNBaG/UQ48PntoqlPAI6Uj0EikyXDDsXEi5+nTO9pUdapsgREBeGrJ1dsKnPuZaKLn0nJ0pvtXtWV1t0EajjKEqajodxdmh4Vy3wdMuD6yvSw4PoSgj8i6UVcTVpwXKJFx5/iLDtZigarCKOMyw2TZ16JHGS4IVUM2JJzeozSqxHeFljLFzfLJBqXdR6smS3uOtbUK4g9INCpC0s/osHOCaAXF5B5tcQxwfk2QpPlpj+Gfey874FHZ/iNkbB5jOB0hoEGkMpydgUuhutF1iIeF0v0W39bZaUkWxBAfEAo73W7uEbwBP0ClECaGxiLgl9YeJJZBA8AgR+ObLitdfVvzwjy/5n/8TzfPvC0RSsJwEotmCCvCjEZFvEKtruKJipZpjky6XzCmhgXU1J1YwkauI0YI8cQSfoTXMlimzScPpWcK1K4or52bc2utzshgwq2J2hyeoUDGvc3pyycFii8ubI7pdTelSOv2Ek2PNe3/sOt/86hkXv/8DPNh/mSvXNcmFF8kOvszFyxH5he8jbu7x4gc3iDevM39wk+5KjFoUWN8jixylLTD+GBlqCnMOT0p38vuYbJtFdJWsuYsIDuoFId+kVDtIHMovKOm3r0UioCjBBhI9fzIR+i7Su17YwUSqTZgUEGca1zdGHHwAACAASURBVHjAk/dipmdLBispSmvyXkRdW5azhrzbLt3l/YSmtuzdEGxfGvLqFz2H9zVSRrz0qw1Xvy/lK59a8Bf/o5h7rwuuvmDp9CtO9zskuaIqNBKIshlRPUIcLdDDGD07RPkZ9eQciTqByiKaBtPrIuZjpq7HJ39uwt7tFKkkqal5/eEOV7cU2pTUjcFoS1VLorDkwtpZ25H2gS99NmN7fcp2ss+s2CKVY5zL0VGClxEPpytkcUO3M2J9NSf2TctXT2LGc0WUx0gFMslp5g6hBU0DWtYEaRBSMhu3fvxex3JybFgsPecTT9VEbG4CQVKGPtY7+mpOURiiWGCDoNvVHEwFH/4RzUufmPLci7u4w1d593v7+HiNNI9I84gL14YIqZ5gxf859NgVyP/Wf/ajPLh9yt/9r19i78YIW3ukSti/U5F1BQ9u1ey9tkCUZxy9WuL8BsItsLpP2UgIFYmxaC2QMjBbarSSNIuC/pqhHs9QkaF2GaKe87P/dsTGumY5P2ZRaAwJQgeSGLx1jBcddodnPBiv0ViFlA4hBWVtQLeItrpU5F1NMOscHg3Z3emxdxCxu+OJcsHJQ9hYBWM8o31FlgasiDjaV1y4AJOJoNdV9Lrt15gocP2pgPeKLHE0RiGpmM8FacdQ14Ykdnzz1Q4f/qjhh/6VFxB4FAXBCyJV0NgYoQJBaEYjSacDaSb54Aclb7wFdeXJYktQmsg46jpiPrdYJ9CRoWkajk4MZSnZ3PTMF7CxqfmBP32VrNPiRZqq9R0GJD5otHS4kJOoBfhA4zuoUGJNHyUCItQEkSNFA9RIN/02LuqJHle9BzilKkbEKVRLCGVB7E+gG8NoglYz2Noguvsa4txlmDlEpwdlRW8owUStT9g2IA0Uj4I98n77MZ2D8e3fTQrr63D/AEQJq+twOiK4CtbPg5dgXRsDb1sw/8l9S/8aMPeYRPLaK4Lz2xU3vya597ZkemBJ6hJRB1AVE9VjNVjQGu8gCSWTbA08dEKNMzFxsDRBk/oCrTS3pyvIWeDaU21OCUAcw709jVYdLl3y3LnT48rqfTppw53jczRes7NasFmecvldbdy2mlRcueYpFw1BD3j/j14nWTvH1ubLXPjAh/Aq4eIlRWd1DdncBCmR6ztYBL3NIao6bjvrtqRMLuBFBOUDfLxC5M5QdtxSKrwnLd9GSodXGVLXSDslqpcIFWHcCBgSqRpfzrDJJkEYkvRJVO53k4RoC9vDvckjTGogSjRRrFnOKja2eyDh8N6UJFthelqS5oZy2abZLmc1a9sdbOOx1iMEHN2v6A4yDu95FmPYuTzkwY3A6Mgz/qTiQ/+S4s2vBJ550bOyfsD9Wytcer7CThtYFujkDFlNaWqJ0SdYKyiOSnobMWJ8ylc/2/C537QQNKNFSi9u2ceX14/J/AkTt0GeNixKQxrVzKs1DA7RzCBKmc4MipxlNWS1uyCONZO5IgiIE8mVzRHOeyoGmEjQLCVRqqhCQqersY0mTiXLhSXNDcXCEqee5TKm37OcjSVV6Vhd9VRLS9MoLl6Eqml3e2ezQJZ4nBP0BwmuXGkbfo3h3Mach4sL/Nifexo5u82/+pMSPaj44Ee30X7BC9cjlqqHkCBVS7RQ+skD5x9XjxXF4lvqDTNe+PAlvvBbb1IWlslpgVSSowc1yjdU8xpcm//+zddXWOlbbhxuEWlPjwcIVyF0myylTNsZ0n6BjiLG9QCkIghNlj4KHViOmdU9TuZdBr2aN/d32oU66WicYrTsspkdsmwSPJqVbonwJUbVNCGltBF3j9cYrGjSToT3gZVhQBlJCIG9PUVZawiCOBEksUcZycmJYmvTY3QAIVgZ1pSVwTaBqpbEjzB3SmtGJ47YeEbjiL09yeoKdHuBTi7ZubwC1hEA5wJaeSqbInBEcsnGbp/3/OAml55a49ylLm+9aUliMKYdI0eRxDnB4ZEgiiTr64L5UjOfwVPXFZevd3n+PWucf/dzdLKWZzyveyRqhlQKvKNxEVp7AgIpLEJKBBaaBQSBdAucyvCqg5c56ATjz9h89ul39Kx9h/RYbMX/8ZQAz2CrrxJCoFw6Om4MJm4JE50eaj5GnB4hlEQ43xbE0xNQcYtoa4qWW7yctN3gnS1Ylu33FzUoCzqFckHQAjFfQDlu+eRlTchT0D3IIrAeu2go6gTTVchc8c3PSP7R3w7sXPZ86u8LHtyGXl6zvDtF+UAmLPu2x66ZchI69Cna7fLIoITHESGkQBmBCQ1eGmhKFrKDns8IaUouKpQRqFhRFo4kbtjd9mRpYPu8ITQ1Ukmeff9WG+4xn5MmcPmZVfrrPa6+cIlqWbO2nbNzPmPl3BbaBIZ9RVLdZvvKGjknKDEliWCePE8V7RIXd6ji81jRIRJzhC0g7hJ0h1LvktZ3wZWEaIjHQFO0uwwhoCKDFy2W0dgRtV5DqAjtJgzH/5hK7yCUJCr2yJrbrEw/zcpmir74gXf60P3z6rG6XrtrGW9/4xBnPVXR0B0kOO/pD1OkEYxPCwZrOTxatsy6MQf3JnQGCXGqcdYhtSKKFIf3J/RWMrxvbTbW0vK2T1ui4md/bc72pQ7Te4fsfe2YC085vvbphlxMyFY0918LrFxNaKzka79TsvuBAQ++umAxDSgT8ds/P+eVz0hCEJRNRBbV2JCQ+RMezjboZwuCylgsJdZrjAJcRek0RmtuHO3w1OYDTuZ9hBSsDgsWS00SOXQaYzLDfApCGXSSoIzCI7l/0KXXbfGmN2+1TayiEEQGHu4LshQWS4EIVfuAGKmW8S8kRQF5R3N6AoMVgRSOJGvtH4lxbX5APePaC5uMzgwf+ekPYo5+n2xjG6kjnMrJMkEtV1BujlEOp/JH3HFACnaurb2jZ+h7QH/oNftYFsjQ+qXyVHP7tUOkEjSVxVlBJEtW9BjtxhRlzvFZRmpKtBT0cktkYOb6CARlUZN3FD4ITJLQNJCmovVCGYv3jsPJkFxMuDM+RzdaEMWCSNVkeomiYVL12dx0dIYx0hhKn5FmgqoC4WqCjEljx2jeoT+QnJ7AcGDZe2BYX/NoBSF4Vlfh3n3N+nqgsRJnYXMrYLQHodDSEpwliDYNLzENb96IkUqQpoE79wwrq+1FN58JnHccHCgu7Ah2LvdZuDV8kGh/Ch4SUyOcRwVPb72DdK13GhF447UCrCU2SyZTwc6mYvdql3e/f5v3fOQSV59Z59L1da6//ymuXu8y3OgT5X1iXRK8QEhP7XKMLBGhRkiBC7plyAaH84ogJEaULDhPVNwDPMqVKL9g/fgX6c6+RFAJw3d/6B0+ad8RPVY33H9WtSEUXyYAZ8cwiOdAgDxvo9inM9AOZMy3+WHLZVtEByAy7ceth/PnWkqF1G2q23IBm9uEskFMD2FlC9E0IANBpW3HWUYgY+qZR6jAG1+OGJ4X/NJf8bz7o/CJvye4/5bj4duGh29DL684OtBE5ZKurJmSUQZDXywwEjyCVHusjJA4JqJD5WCgawpvMDTMS4mIY0RdE6WGgzpjIyo4LWPWhjUbWynjsUfomN0rq4wOp1x9do3L33eJopH01jo8/6HrzGclF198Nyrt4V3N9qUhQmiE8qSDFfTyAOyCuvcchdomccdYYhJ3gpMpQWcI4THNMY1aRbl5253yJY0cENVHKBNBsyCoGGGXhKiDkoEQBI3soqnZvv8/0ERbrUc01Oze+W84W/+zDGaf5dz+X2Mw/ixZ8Rb6p/8W6O95isVjdb1unh/ww3/ued740h7j04Io1iRZhGs8Jpac7i/oDlKEhCjRhABZJyLJDPNJRd6LqQqLiRXO+dbykEccP5yRdtqHw9FhoJp6pMkY35+gFvv8409vstM7YTaVvP5luHzN8pXfNZjymGwY87G/Kbh0uebTv6m4+IzhH/6cY3IqGM0S4kSjXMHSdRikcwoG9LISaWJUPcKSMOjW+LqmLD0rg4AlYr2/gLpg0KnodAWLpouRlqLU9NZiqkq3WH4ikjzm+ERhkhglHS4YGhvY3Sy4e8+ws1ljnaTbkwgh6eSW2cwglKTbDWjtOT5WrK3D6UlgY0PQNAEtPU3VkHcNVWEJaJxIyDue7/+J9yB9QWJqGrOGxCHDo3s/Gi2WNGpINn2FEPWwISV42L2+/k4fo+92Pf6Yt39aw80O7/uhy4xPl7z65YfEsUZYibMN87DD4b5hUWecTiu2B4ecTFcxKx2UXXBcb7KbHIEzONuOarZWlrz+YBXnJU/vHuIWU1Y7MaVf5fLgHtYGrO1TuYhO7hEmIjcxQsO8CJyNZbsc089JV1P2Hw5YWwvUlePKhbLFva05vFeUJRwft0EY6xtw9w6EIDCmvfFgG0IwBATzuaAT1ziviLPA3buK3R1BnnvyNFCVsLvdUJcBpOTSasFpE/ORjyZcv7pGCI7k9DZhZYivEnRUgIrwlUKUjlrnSLtE2wLRjVjf7tDXms1rm2SrF8irfUQvwy48WhcEJ4hVIIQa6eeEkFL6nF58QuMMIng65oTKJjQhozVZWBqvaZO2GjI/YnP8d7ly/2Po+gQAL2JkcCAFwkO3fBP4S+/gCXui75gCLKeCs8PA7nqMbhbtPHL5KOVu9xLsPWx9B7MFrG60BfT+PnRXYDJpk+72D1pywuoqjM+gnCJOkhYdqGMI/w97bxpjWXre9/3e7ax3rX3pqt67Z+OQHC4jkhIpkrJDIZItyQrtKIEdIIE+OPCHxHASRIKjGDASI0qAIIAjOQFiILEtK5EsK7YUybItUYspkOIMhxzO1j291151665ne5d8OC0lH2KZNiB2OO7/l4uqe1Eo3POcc57zPP9F43UHMVghFAFbVegkRiaS+buWf/TTis/8acHf+E8CwzXB7/zvgv27nrX1wPmJQIuGRw8MpTcMFAgtWRYz+n7CxCWgIlbkmKJRRBTMZQdDQ1SMsEmfIBWuqShkjvCGlV5CFTTr7pjgM9YyS5b22bk8YHS2zwc/eQltYg5uPeDiCzcJSpL3xlx5dglQdPJlkrxAuSnxbo/S9rAmpifvMXGbqLxHWrxBEIrYjQgyQivJVF6kV36dQq1jVIkp7qBFwyy5QNc+IiiDFA4pGiq9Q+wf4VBoX+BFl7Wj/41Haz+KdBVS1GTT17g8+yrvXv1vkMGhpWX33l8la+4/pmw0sPEiJP0nXWlP8f8BWzvKecX6drc1eIkk9x+esntticFK9jiEQ7KY1jS1ozdogzySzOADaC04ejhhuNYh+EAxqxiu5kSx5uHtUwZ9iZwcMD7fxI9GlKlkoz/h1X9iyXunfOnrF1lfO6euBb/099b4Y3ZGUab82s+W3Lsf8/zenOlUIpVBao0RBbXJiIsxsypHiwrTHHIWLtEzCfMmR1U11jYIA6OJJE41cWx5/dFV1jonDNYyJuea5V6CMIGiiqlrwWgUcWmn5NFByy1eX3coKVgUgV7HUlYJaeapGoOQcHQA1gZ2LzjyzFE7yXzmuf9AceOGwNae4VBi3eOkWBMTJRLvPbOZRCjHpZtD7t0quRZSulGgkDeIxRRcg1VLqGqCaR6BSTHynGAyTPkATI1PnjbH/6p4TxM4u0sZV55d46XvusSVZ1aoq1a4pymoG6gbQWYWVD5BqJSOGlE2Gpl0cF5S6G18kEyqDifzAeVkyuW1E2LdMC80PhoymmfEseDu+S6d9WWSQYfOMIU4Z9Fk7O3LtqkVikG/QUqYjCEQKCtN0wTSXoQ0mjQFYwJlpVhbgzR17O1JlHJcuBC4cd1RlQKtPJGpMcoyGkmaBuqQcetuRl0FurnH1QXL/YpQWKQMRFKyvpHw0ncs8dFPXeUHf/RT3PzgNcS8hCBxpUPN5/iTKe5RSWMFflbjRjNE8ChbsNBL2Frxwe+8xNWbK/RWNtCiIUwWAIjxFL9ov+PQeLSdE4Jp6R5qBjRtWIDQhCCJzeIPjlUbBiLBe+LmiBsP/xK92VfQbvr4E20kaZvCICFKicr7sPe1b2lNPcWTQWigLtvjX/oUagHzAsqmpT4sija6PU9Ay9ahQsm2YbZNyxseLsOw3zbV06rlIvfXW5s2E4PpgAeRpIRGcfTAwSDnV/9mIPjA8YPAvbcCv/FzgfkUyjH8Xz8jODoUFJVGKY8UDStizGX7gKipaGQMHmyQZOWYoZripEFrgTUpSSJR3nE/vcx+mZMOMuYkyODpm5pIOE6ajN2ryzRoXvrsTS6vGdLOEquLGZ3VbbJBxgc+vkEvOqWjHrG1qZBSo6Qj63YQvqZ2MVoZhBJETHBmQCc6JWKMT9fRLNC6wYoOVvfJxBGeQBNtIoTC5bvgSiLhwVtwlkScE2yNoqZ2uhXaKQ3NnN70t7l65z+CZgGhQdFAlHP17o9z+fZfBFuTzV9vD25TthP+69/3ZIvsKf65OH50zmApo64dSkvqynLh6hKjowVN5TjZnxF8oCobJmcFUglO9qYcPZxQLxqkkm1DnGikEswmFVKBomBlPaVrTpnPYCN9gMTjkdRWczhZ5vQ0wwfBN77sGd+bMTsqeeXXLWlUcHSroq9GfP23Ks7mHawVDPMFNhjOJgmWmLoJJHpByNaRwiO1pmwMxngejNboZBatHCZWLJqU3bUJvazBBc3S0GESTWeQcO++IophdbnkeJQwnwcuXphTlrBYtLqjew8McaLQSqCU4913FRd3Pf1+QBnDrTsxQrRbrt1dgTEe6yVSBnwQqEjTVA5jPPNxQ5Z6nvvgEuMzy+d+5CWi+gCPQgnXCvDKMUFopDa4dI1pfB3pK4TU1LKHqg6Im4MnXD3fvnhPN8jL2/22oQrwwe+8yMpazrSIOFps4JxGCsFSfELZaO4f94kSw2ia0ljB9uAMRcW4zAnVnFg33Jtc4s7hEpcGdxgtcopaMRx4nOmRZhKvEvYOIs5HnijVeO/Z2qipKt9OfyNNElm6vTbdKo4dLmisFYzOPLYJSNFOiQfdksWiPTxNExDC44MgSQJvva24da9L8IK9PUmWWHANnczjHITKoo1mc7fHC88M+OwPXOPTn3+Z93/yRXavr5OvLqEpCJUlNB5nNbIscKMpSgEefK3x0wK3qImKE4pkHTUbU7sYEITIIJzFlGN84cCDazzNDIJrRYRivsBWIGclxk7wjQAkjdVIFR5TpNooUBDgHQJLcI4wGUM1Af37Fm6SwOMs2uBACKTw8M4vfesL6ym+5fja70iEDBBAxo+b39q2r50OnJ3B6lrrY2xk60Qxm8Nyy68nSSGO4OAQohwGWVtLJiMo1fodJzkQcFbwG/+Ho7cR8Tf/s4YoUXzlHzjuvxVQWnL/TYuztOvTtGR3x3P/vkQrqE49yjUErfFVRfCBBolOYnyUoJoKZxLmc4cYnzMJKcpXdMOcnipxUYoWgSgSDDoCsbLK7ipsX1lieyenc3Gb4c4Kmba8+PI28fgBcTmit7KJMDE+aKSOKJrWS3hWDQkiQqs2yU5iMcbRuJhZPcRoC0qjqZCyxoQZZegjTYREIEKDCgtElOJkglYWm23jRAQi4KM+3clvopMEdIIPEtWMkNWIdPEOF+/9OLv3/jIhOKinBBwgCckAoi5BGXAlpEP42H/8RGvsKf758NZx6ZlVsiyiqSxLq/njuHDBYDWj00+wjae/lJH3YpqmjSRf2eygjUIpyfHelHLRQIBqYUnElGpaUIwnJHKOC5rzRYdeNGZeJvSzAiUsZW3YHJyzWGgWi4S982XuvdUmYD6cbLI/WmF8KimaGOoZtgnYoNkYzjEGUlNB3Gcy0xhqCJZL2wu0aLixfcC0SNFuiiVCioDQGh/3kNqwdxhzNolxHlaW21TYNNd0u4HN9QbrYry1LA0c1gkuXpIoFVhb82gTcfNaiUcwHHgEjptXC5yDulF0soamDqhQ0VhJHLXBQVkusFbgveADH99mUcAnPncdGQrSXt4mDiIRIuBNjhOKMtkhLPZI/CkOzVTtUOsL1CLHeomtnoZq/avgPd0gp92YKGlZJL2+4uN//CpCSLodxzAZ4UMg6ST0sobCpggdMcwLGqdQCioXczRKESbm6vohO6tjbq7dg6jL6pog7ceYPGZWJQyXAlK366SN1RLnW1Fdb6CpG0MUQ1XBYEmxtyfwQbK2Lsnj9iba7UnSrD0xnPUIpVlZUVy74nF14NZtxa1bkuqgZG3FsTy01LXn8krZrreQDNKGupFcXobv/N738dx3fYj1Z3axah11fow6OcRbgIAupjCe4nVEGM/xShNMircOn+aE0TmYCJWnVK5DMtpHTc/wOoXgkQhUcU4YT3BJSphXuO4Q21+BWZt+5h2IaUGdDqkfzKjfHVGXEWEyY1ot4wrZrsl//ymGAKGhVn2oFvgZhLgHJv99xz5QBhFaoR/ewv6XnlB1PcW3EtYOWdkMKO1oGgj1OUSq5RKfT2F+1vKOa9c2zEgYTVrv4vOz1sc4eIhSggQWAda2CRhIuyBUO23WktlZ4JUvKL70SzV37kTcf93z6z8neP1LhkhVPHgY0R8IRieWtGO4e1dhrYD7h8iTEVXQGBom+SqVFQitiXUgFQUPWSOkOUfxBj5KMEmElILISNJEMZl7TGJY3uyxvNknH+S88FyffHeDFz5+GfPoNrFbIKsSITyhFjRnFX5/QvP2Ae6dI6b1kETP8M6TRxNkqBBKY71GUqO0w8gCxQynukhjaGQPS5farJHpMc4FgslJ5DkuaBqytnmQAWUESRhhQ0Ys51w4/Gmy5h5WZXRmr7Ey/TXobRG8pRMOiO0ZxL2WShF1INj2oNaTlu4iJH7lBYjSJ1liT/GHQBlFfznjhZcvsHNtmZsf2ERIwff9ufdjIkWSGQDGpwv6yxlCCLJegjYKqQTnJ3OWN7soLD4E1ldK3OQI6eesdc6wTWApG9PvtA2s97B3ktPNaoraYAxo5RnPFDvLI9ARtZVs9w9JTM3CdriwMiHLJNYr4siBXaCkJU0aatkn0g6nM6IspWgi6pDgZIeko5jLddJccft+Bx3HCJMiZWBri7buVZvMeXLS0iqsbWkjeweGNNfMF4E4clSlR2vHvNAUiwaPRhGoTi312yfM78yJyopMNeAbZtPQZiFEDrDtvQ3PeKr5+B+/xHwR+MDLWzgyIl2xqHtga4wsQMX4dJ0knBOpApWvU+kV5voiQfUAj00uU7LM6//4dU73x0+yhL4t8Z5ukAFMogDwXtJbivjhH/0QV166zuZOhvUa6wSDToEPgb1Rj0dnXWZlQqjGpLpkazhiqPdYuC5WZtTJBjZdJ0o11seEIEnTQBxBUYjWHi7qUJUeFWmkCEgJkbKcnEryZNEm2CnPYgFStuvbONH4uiAgyTPPdCp5tAeUDeOJYnfHk0cNk5nAB8jilopxfg5rmwnXr3T4js9c47N/+qO8/+VdYhFIqlPUYorHIA/2aOIufu5RxZwwKxDeIeKYMHegFL5xiEVBtX6RUEvccBU/X0BjKfsbUJXER/cf97KBMJvjrUBEMeFsis+6YCLcaAZVg026uDpgjh8ikgSRZMj5BDGeI+oKu3cOjQXvILSK20BEVrzLIrpK9dZBm5iUL0NnGboboAwhW2mtpFwJp28+ueJ6im8Zmgdn/Ox/rzg/UVQLKLvb7V2qnLUeiDqCTk7wAvJu62ssAqyttI2Xq+DklKAjyJfbxDcbEJEE1xr0owQkhrPDQFMH/uHfjblype2v791XHB0Ibr2bsLkZKItA1SiMWHB5s+GiOMKOS4Qx5PU5Y58z8wld5tyrBrw9H0B3SF8UFE6yohfUaZcsVZBmdHKJjDVbWxmzqM+zH9oi31pl62KP1a0eURqh+znMpvjuAI6PcMvr2KpE1CXV2i7VpecIpSWan2OtQRpN0wiEAikc3htCAGs1LsQkxrUahmaIURalBVXoI5XCE2F1DyUaUIKGLi4a4mVK3ByQV29SMSR2B4jgufDwJ7l098e4cPw/Mpz9Vku1MDlEj0M/4g7tlsi26n1lWjd17wlxD/nsDzzB6nqKfxHiREOAlc0O119YpTdIee6lLZLU8Knvv8n2lT795ZRi3rQhIUYSxwolBUJCXVpEOabbvMPsdExsTwgIunrE6TTDWU9QOfeOB5QMyfSE9cEMERoSXfLgZEAWN9SNwFlLlgkWrsd0rhnIPZxMKUoYF+2gSypJ4yRCRfiqQSiFTmP6A7AyZV5GCJMgtGFaZiytZxSlYnPDMV8IpITzUWA2CwyXQSlBvw91HdCi4uhIEGTE+rqnrkFHCbaxdPJAXXqUDDgniVRgfmeMnM6wKkZ5R3GyQB6eMX5rjnh0BJOSUFps5ckHMY01fOKzmwQMV59bIghNamYEYhI1bR2eRMCj0RGIOEMQcCZvbRdptTwI83gw0GDLkvuvH+K9f9Kl9G2F97RIDyDrJczP23SphGPorJA/9yzxs2t0tw/52lcEqZgihaCoI1Z6C6rCgUqofczZNObChQwvciZjhwiSSAbKQhKnLfleyoD3HiEVg14NQSFcRZ6lONsghKRaFBRFFxdiBK3oIc8kRR0jZcA5z3gWMRiC85K9fcnGRqAaVXTXY+7ei7hYP2CWrbC9m7K9pFm5sowYXMJQwHSCKx2pmVN2l2A6QfqGprdBPNnHdwcYX+NnDukdDomYTBDDJUIUoxYVTgnIOpjRIcIo9OgQ+kt4bYiO7iHTDBulQEBXcyDC9oeockawjuh0jzA+xwvQ4zN8ZwlnMnQ5wqcdfJ6iJ2ftIG90gM+66NM9RC/BZQO89xg3o3P+e49vogJRnhPyJcT0kDC42K5l4w7CLaBZEKTkqcvjex/Pln+fv/crP8TOTVi/EOjezGF+BHHeNrf4tg7qCbAFZdlOhU/2QQRCXbVCvgJQnqoQlJWh3/HtZDMEgoioJ4KHbyuypGQkU6pZQ3CSS5cE3taMxxF57jkbSdZXSuaPHE1ZEKQhySKO6LBka2YyP5LdcwAAIABJREFUpyKioOByv+L+JOK46TAPcK2nKJ1CAUtLEY9mHbJBznxc8pFPXGXl9iHDq9tMjidsdAO1F+0NXimaOEb7imZ7F9tbJn74ZZrtS8Rn+1SrO9idqziTY157lXp5iXrrOqEQKO0R0qNDhfCOhV8ij0YIPKCwXgCKzJwjKPAuI4oNjc/o+n20r5jLXYRTmPqQzuTLJIPvJy2+Tkj6yHpGZ/711i5PRy2vOMrAVu1xsBWYDPCQLgGhpVWEx68f+fNPqLKe4puBMorfv9CmnRjXeLYuDYDWZeaFD++AEHz001eoq4asmzymYEAQgcntr3LycEQ1URxOCkbzjN3Nik4vpXYNwhvO5nE7HRYSIxruj9dZ7yu0scSRheBY7iw4neXkoSZJ21RGTE7a0dzfH7KxNCcxU84mHZKoT1FFLHc8k6ng7GzA1lZASoHSEmkcrglEj4dbiMDyiuIb3wisrEIYB7SWXNiN2XtQMV/A2hpYK7h4oWRRJaAESjqEEGijCMB4IpGioSMaqrfO8SYlOP84uVOSViXoCF1VWJ1wsed55SBhUUn+vc+vcTKp6XY7pF0HKkfYBULqNlLaebRsaBggmoIqSDz9x/tXSctBE0h7isZSqw0QCV4qfOH4yi+/xeb1FbZvPBXufTN4zzfIa5eXOHs0RlQjjJ8TQkNlLlKJAZcvnxHSm1xcm5F+RfDaF/fJTIV1CdYLogiWVhVOxUTKc3RsyHNPvxfIUodtQEhJHDlu3ZLs7ASiWNJYAUIhcBwcx3zo5ZwL1y7zwZngS//0FpvbktmkoT/wTKqIfs8jaFjMNevrUJaKKztzfIiwjWMyM3zuoxFLq+8jHfZgddjSIzoDxOgA3VUU3XWi/a9SDG/g+ynq0ah1uBof40yCVBLmM1CaEBma3ipRy7fApl1MU+F6K0RnBzTKIKIENRlhlzfQ0xHKjnGqjwqnWDdAlAUhWPT+PYRv0KZkvvlRVBzjMeQHv02x9X3I8xOwBWLWDugoF4jJmLC9i5OCtDqiXOwgYlBNQ3b6Dr393yauH6FXPMHk4GpC0m89kYV5rHoPkPSgOHui9fUU3xqY8g7dnuHeGxbnJVIFcA1hsAx1DUsbhNKCUYTpAkIN8bCtlUzjg0Q62f4+MRy9Gfi5vw7/wV9RdAaK6UnFP/xfBF/8QsTaOkQmotcLjMcQp4o0ahgtFFcu1yAMma6pbp0g4hzlHbF0vOW2ucARtU7I7Yys0+O4GtCMFdc2BfeOJZcGJd1en3t7LRfzE5+8wfn/+XWeff8axwczkkGX3Ss1msDGeoIHdFG2SWZ43NIqWgW8N0jv8IMljG+osh7x3m2qtV3iB29DnhN0jD7ZQ3hHubZDV59Q1xGCmjwaI+2UoBI60SlCBAiCpHnEsX+W5w7+Eg8v/qeUdsBq8S5ZM8b2vof101+gM/kSUX3IC698DyR9QmcdCITgEfOTVlGZLj0OZTklZMuI01uQrbSc7+4G4vD11qdVJXDxE6DNky6xp/hDEB73XgKBc76tRyn4/b1fCO0mNIolWscEF4jdMbVZJbEndLci+lc+TXf+Cu9XQyqzw9C+QaWWuCGXeeOXf5HDO4q4o0nsMcflKltLU3wQhKbCSMuiTjGq5Hg2pNObYmLNw+NVennDQEnS2DMYeCQxvoyRxtKJA7cPVlFKcvWq5f49wfIKdLoBXOBklNDvVswXktXlBmTM93zfEivrXforOZXtUh7fYn+vavMBKlgaRszmAqNb3VAal5RNTJwqpnsV0XiObSzIhoXuEQtHEIJEWLLlHq8+7PGRVc/6R5b5xV+f8PGPXOBqHvE7P/8KcvgcG/EUP5riZA/ZBUONcwYpJVI6gkxw3tAEA0T8PxRFDwhSdx8pQLs5LhiCLfGmj1QSHwxn++OnDfI3ifc8xSLrJsRhTOQnBBkxLF5F+jMICh3mbO0OcMkG7//YLt1+TOUievIYl65R60Gr2G0Ckobr1+HiTkOnA1I2TMYOEHgn6GQOLRvKSjGdCqRWLOYeayWrWz26g5z17RQVRUQ6kOaKxunHT55weqYQUkLVMDlqePQgpj+bc/Vqzr/xIy9z4cYa2aCHy3vI6YRwdIzVOWo2prJpS1OINersiOThW/jpDH94RLVxCdWUhDSDJAPvCE1NfLJHQBCcR8zH2ChFLSYIN8dHMdpOCUIgqznV+i7d8e/hTExefgPqOZIK7SbYizcwqqA//mcQPNnZG+jzIzr1N1DFFKKYWM6QUaBe2kSkEbE4pl7ZwWc9htMvILQmPX2baH6Maqak9S0oS4RRiGoEyrTCqrgPUY4oRu3Ez1at9+1TvOeRlXf4k//WBp/5E8/w5hfhna8Izmc5IjYwqyDO8KWAOAOnCINtrOlDpwdScHbShnwACCV5dKvBVw0/9WOSr/2m5Wd+UvLojmFzM2BM4N59TRoH9g8NWeaZzQUSS5Yr9u40vPvAEJmIgyrnrl2l1inb4RjhPI2MQGvWeoELnZpntts5bTeTXP+Oqww2eqyuRHzsE+uoPOf6M0NWNzKe/8g2OQWdjiIKVUttkAmi02EeD/DSYCQEoVC2wjRzXG8Zm/eJTx7hlUY0FUFpyDtgLbqcYbMeOIvdm+KLgCdDPKY6iFBBU1E3hmm9TGf6ZZ47+s+p5RLbD36SAbfI519jMPkCz7zxZ1k6+vtE5SOYn0C+AiZpOcVCIQLtNNg5sAX4ur0uqQh01OoJqilc+jBsvo+QLRG2PgAv/4dPtLae4l+MJG3F0kII8BB8QISAdx4CJPYQE+YIO0fJhrR5gC4eEIUxujmlMmuk9iG4hjjMSBnhVIIIDZm9z40P7vDhD3iyTGAShQ0JszIhNpbjxSor3RnCGBaux3rvDGHaxnBzwyGNoaoUS6uSadnBR12OzyKciFDS0+95NtY9VaXo9WnpCdbTuIjNrZYO0uuB0XD/jmXr0pCl9S6FXaYTj3n4KHB0KJDU9Loebx1lqZgvJGkcqGYKThYs3jjBzRoqp8hjgY0ypJbsXF3iLF5FZwkf+tRFPnA9Yu3aJusXB/zQdwi6sSW2Cz75uSstJTLtIEyEndfoMCXolNI9FhWLQGUFjf9/USmAdn7ckEVzhNCoWOOQpPV9jBuRle/+Afe/nDRYa59EGX3b4T3fIANceq5PpiYA5LNXSKq7gKWMLuDxWNlBKcnKZpepWyJaWQOdcjZSzMsYhWU0iYmM4+1bEW+/o5A4nBPEcWC2UDTOgNR4L9m5nPHs+/t88nsv8Wf+/IdY3egifIVtBJ/8wY8xXEsJSO7dFeBse7I2guvXPdvLMZ/59Aaf/wsf50M//DJXv+t5klC2PKqmxHWGhEWD27iAHu0TCOi9u5h3vwE6QdZVGw9ra0InJz5+SOtsHvBN2R5xk4AxSAEBgXI1aj7FnN0mKe9jihH5/A2QmvjsHeLJPp3yNaT0LL/9d8hPbxHZE9LZO0STRySL23RnX0QvRmSj16g3L9Opv0p8fgfhLcYeks/eQtQlyk0ZNK+i5ufockJ//psIJcnnr5PM75KU9xHeoToShMJHS+2kqSnAVa1XbVNA1EM0Bcz2n2RpPcW3CDoURMy4tF1y+xXJT/+Y4K07SwAE0XJaD+4EGpdApKlLxf7bC0QCzml++5fEY15yuzR7eDciijV1Kfjb/4PCOo3SnjQq2hAfEbBe8uyznqoEoxuCV5y/W5BUCxCSsYvp+BkCz3mlmYqMCItUiu2rS5Res3ZlleGFJVCGj33XNpuXl0k6Cc9f73DhpSsoHJeuDtHdLipNUVhKnTOLBggEmjZdMrYFgoBMU7zSoCS6KTHzEb6pQQjEfI4pxoS0QxAK4RpcVRNNjjHvfAXvJWI8I3vzC8wWOTO/w+o7fwsWYy7f/XGksGRHv0F2/Ftkzbvk069x7fd+iM7hr2HO30Qo9QeiWeHq1vmjeBxB3BTtz1K3jXM5aa876bBtlleuI8oRZAPQKeHyy/Ds5+DiRxEb3/bJee95RHE74Q949OO9c7b4OnGzj5SOqHxA1BxiQ0xa3UcIj0vW0eUBAk+jVlBUEHWYR5cwfgRBYsKUIGP6q0Oe+/AO3/H5f5Pv/lMf4Xt/cI3nPjhkuNbBRIHjYpU4k4zmOZ2OQEea0VhzPlb0B4KqChgd0MoxmQp2dtrmXZoYhCSKwx/ofdK0FcmbyCNDg1SKTk9zPov5gX/nCvOzE0RwdKIz6sazfyDJ0oDzCiVrxhNBLB2xLXEPzqkOC/y0xEmD8ZYsCkjXcFB3+Nj3XEMZxZ/6/FWuXB8gz8/40Me3Wd7pI8qC1WcvtsmTzqEjQ7W2gyomUFcwHtPcPWda9NG+RvoFSElDn3ZirB4fHU8iR8SqDeJSRrQURYDOEirtIwRk09cwzRFCwMmDybe6hL4t8Z6nWADkl55lPXjuffUe2fRVrpTv8saF/4paL9Gxtwgqp5CbbF/uc/ftEb3hKjpMmUwMi0VgeE0QJFSlY3cX7tyRHJzkSOkQoeH0NGI4DHz0U9skS1sQAlpWSClw8zku1gQEWjs0J6xt9ykWlv5QsRY51j6wRd56v+EP5/g4RsxHCOeoV7aJ92/RDFdgfEK8/y5hMkHPphA8oZMjrcPnObJZUO4+D84SSYOqCsqVbeJH7yC8x6e9lu5gG5rhGur0EFkXhCxFppK0PiJVIxL/NdJsn2L43XROXqOoH5Hbt3n2/r+L7CV09AHBezL3Dr7YoB/fxfhD4vN3WX7wv9INr5LUd0inb0NVEeqaLt+gOLtGsI5O+SrJ9D5MR+gww5RndBa/y0LdJCnvgFRoM8XZTmsFF0Lb1EvdPkW7hoB/nCAU4OwOLF1+0mX2FH/EMGFKTcyLz8fcvV3yj/8uHN4LXH8+5sqLgre+ovDPGi5sS6Z3La/9bszuyzAfC37zlwV/7POCV38Dfu0XwVWS5eU2lt3oQFVJtKwJPrA8rOnlgsOTCKPh1m3FaleS1jNqKxj5jIEqOHQ9luSM3WjMzEVc7Ux45juf4ef/0TmfenGDV353j+ufeoHZ8TnFpGD52YtAIO/UrO5uEVggkTR5jpYBRcOclFg0WAwWTRMkqWhoVISwNdJorIwRUuFrCV1NVM4Jyxvw6B71cAuCxxzdw7gp84sv0uiIC/t/lf3dv4DLely8+1dwD3KmVz9D9uhXuLb/C8yTF9k6/a8xzR1cbxNTnQIBBjsAiPN7+N4OopmDzghLVwkqQlb3CdUQFqfQXYOmIGQriO4WjB9AdxMRPOHKdyJuf6GlRUFLv4gFdC60DfZT/P8aQog2UdGOcSJrH92kRIaytUjTA2SoEXhCNUZJWCTvx4gxsX1EZu+DqxCiJsgEGxKMHeNthU9a324bEuL6AYLA2oUh6fYLdOQ+7/u0ZnQOs5N9dDJhb6/H2kAhRKA7TOgtCaq64d49wY0bktNTiKUnijSnI+j2BHUNRnuG3YLprIMxgm7PUCxaIV93kPHM+zvoNGZ9aZW60US6ZlFonv/QNrdfOUf4wPxhgTuZUqqIpaShdOqxIFBhFDROMEgDd6er/NCfucbp7T1uPL9K1R+y9hw0cY5ajImCpVnbITq8R7V99TEVqiY6uk8oWj9xMZvSrG9jzk7wVUF5cox6/014zDU2skBiSXRBZaPW9lSGP/gulZpjZYaq9nChTdw1zTmNXsLbp2K9bwb/WjTIAOnuM6hX3yZuDhH1Puunv8j+6r9NqKYI7RFmyKUbK3T6OScHcxanDqMrhAgoGfAucHDYPkVfvy64fz9w86ZmbbvHcy+ldDd3yKMFXjRgK5rQJ/YjCr2OCSUyWLQ/Yeo32Vh1bFxch+Cwb+9jhl2aUmK0JTQldvUC0etfwm9fAiAsCoQdQd6DxQSCI3T6rUjnbJ964xI+zYkevo053SNI3a6/kgyz9y4Yg9Mp8uyY6tJNxPgYqTz9+jV8d0jde4HN45/ibPVz9I5/Fz39GqE8Qaz/ObrhLUykMcsriOoU7Ihu8zrF4AMM528RomvEAVSnR97cQWDJp6/gxYC8fB0xPSV4QaZepTO5QmUHmHBGOn4dKUsA4ult+s0XW1/l8T2cyREuIPUUxArUC0K2hHB1e4POVhH1nNDbgnKMv/NPkEv//pMqraf4o8ajVwiACedMxA0u3Ej4zPdVfPX3DvnVv9Xwq8GgIsG1a1AXmp2PC06PJG+9IvjQ6567X9esrlh++sfaP3e8D6srradpnrdbFO/BJIa372nqWvDs9Tn9rqEpPJtqgl4EghCMfcZOuoBgyapzPvzxTQYvvYjs9oj3b4O13Ngc072wxtWZw0SSla0OfbNJLgqkd6RrKcjQ8jlRIAUheLzUJKGmRpM1U2qTEjcziA0NCmSMCYEgJJHwBCWp8nWi6j5N2sWIQCfMcWdnmLOv0my8yODRb3J+8bP0/e8Q3zrg3Zt/ja58hc7Jq7wp/jppekh93iEu3qGTvAquxC88rmnwlUOtLaPNOSHbwi0CYl4jMovoLiFObxHyFXAFwhYEWxJM1jqESAnLV6GaElavtxSL3mZLtxCybZC9gt7WEy2tp/jm0Z18EZtugWxtPoULCNkQuTOwC4LpEPlzQjRA+oLc3sPKHFFXiDRQ6m0yv49xZy1b1lf4eNgmw0YJpVyn4++DTinCMpkeg0wwCrrLA9Y3NFeeF61/t31EnGVUrkMk5wjpOTkWTI8e0jmseOeNks2NGttoDg8Ez76QUJWB5dUu49enpH3Nhatr3H79kM98/7OMDk5Z3hxCcHiStkRlQMZdltMxIbbc2XNsLOd8bRKzK09wOkZWNbXOWBkozgrN+nbK5KzgT3z/DvXZObvXVghRQnx0H98Z4KOI6HiCz3LM3TcJeU68f4cQpzg0qqoheGxVoLJOu+Ut50jbwPIqtpTIpCSPZnhiFBUuCIRUOA+xqXGVRzDHJ0OEB69ThE4QxSm17mJog1ye4l+Mf20aZKEUPX+nXTy4mu3Rz1DEF6mjDYKzxPYurvMCG1s5G9s9CEt85NOO2b3XmBSG42NJ1oWdizFLm0t8amkJozySps1BV47SZiTynKnbBgI6OKLDe0RbKeWZo5lWyPgQJ4DTBa4/bC1pgqdWy6jmGJv30ZNTUAo1OUXUM0SWo4oCbATWUl9+jmh0SMh7+OkZej6iUQqbDyFJ0KcHeGWw3WXU2R5IjawWuLUt0IokL3j29l9ElKdQ9zmVP0J//AXOe9/bxs5mK4jqDsqXJNNXkL4gCAnJGnLygHz62xT9l5BSkc9/lxCtIbsD+uk9kp0UJ4YoZ8ncI0w6xsdbyCpl4L/MTDyL0Iaevo3mHJEmDA7+AUF6EnkfIUuCjDDmnKZaRtmyXR/Xc4JSiKpsraL66wiVEDafB8onWltP8UcL//rfgXSVQfl15uYZQhRx44UBl290+J//2zcBia0Dt98RnJ4k3H3HMz8XTMaOv/GXNYsC4ljR6UrKec3GeruCLBYNWmu0DiwWjrqw7OwYbt+G0zcWTLViS405swMuZTOCs3z209tMHhxx+2v7dFd7bF1Zpoqj1rIsAHHC1fetkyjPlefWkGGBD4JopQvWUuqEhogklBjhWJCSUiKcIwiYkzLmIYmJyVAgAx6F8XU7lRMpXeY0UkNiiEMJeDr1OfX6Bby3DJp/RhXF9A5+geXi56npkck7RIsTdt78SdwkwvmIK/P/glp18FWJ7PXwto3aVvECJ1PCtCYs5lgpcGcekz3EF4GIObYEmhw3ixG+Qg13EdI8PlfHMLjQivEefBnWb7RNcdYHFbebIFeBjmH4zJMsraf4l4BUGrynVh2686/ioj6VXscS0fOvMVeXSR/b/tVqgBQQN4e4eAAhYMQC7xyxOkcQ8PEAmhJjIMic3D7AqxQtHdYnxKIBX7OwS2TqFESE9wGjGqxYJxFTEjXFB4lA0V+KWF7Z5er7As99YkCY3ed0/5yHD2rWt7t4Hxhs7TAZv06cKFZ2t9oHb2NZ2RpivYYgW/vTuqKaV+iqwg9WWN9dwnYlyyspx5O7DIebFJXn/R8b8LO/NuWll9fY/6f3eOlTVxgfjElSic5SfJQgmwpsg5yMiM6O8eZx+NVgiXrjEtHxfZr+Ouad16ivPodezFCjY3AeWyyI4girYqStELMxWaLwPkKqVhhrQw9CQ2R863SBaNNqkQilcfEyka6pmyFxmNAEjZBPG+RvBuonfuIn/rD3/9A3v90Qvf23UadvPE5jg7R8h1n+QRo9QPspjUxARC1PUWoSe0i8tMnmhQ7bNy6wfuUSm9uGNIuQjwV17qygiLeQewfUcR/56AixmKAmY7yNWqFansCkIPiAnM8QSUI4PKDZuY43Gi0bxIOHqGARVY2anuOFgk6PkHSQxQwhWiquCwGpNV6q1q4t7xNMjLn7ZhvsUc+hWCCcRWuJyWLoLxF3EoRcYGWMlymbp79Ae2UqSat3QWqq7Aqd2Zce37y6NGaHbPZl4vk3kCIhiAj0EFnfp+m+SLp4Ez19BR9tYdwY3Rwj3QyRLiFUgklqYhZEYoGgIZl/CbV0gVhOMH5E7CdgctTJN1CRI4rGuCpDaI2UFc72UF1FKCrQWZuyV1eE5WuIm5+G1UvQXW0tH3c+9aTL648S/+W/xGd/4o/qn3hSCF/5n6AYk/g91t/976iGL1LrDbSJufnSBU4O57i6pGk885nk9FjQyT15DrOFYjIRXLoUKIqWt5fErdXTbCaQSmKUpSrh0UHM7NSyHMaMVZ81s+DSKnzsz34313ciLn7kGunONuLoEcdHBR/+kx8ijiQ+StHzCaKp8PmATkcj4gTtG5xpU7iU9JQkRNLhgySyJV60dlANlrm0zIBTjjn3UxoHlXTc45QV1SOuFliT4FCYpkAIQZCCxM1Z5MusnH+B0fIHyZsDdh/8NZrhC6yf/RTFYpOV4guERYlIV0mbO+AbpNFI7UBqRJwi3RTfxMT9M4SwNOcxUjlC6QgyQidtapo0DSFopJsQ6gbbZIjZOcrMqKd9aBx+tiCsPUNYvgRbNxEmI1QFqIhguu30XOjW/u3GDyPEe04K8548Xwe/8oMkxT1MaL31fTTEyg7dxdfo1LfwIqVS6xh7ilU9rMzQbopXMQu9S9Y8wAtNo5YJsrU3VbKhVJsY7fBEFGEFrRq0dAjhHgd2ZWgFSljmzYDMzIh1AcFRuYzIWGoXEzEmIAmhvacmecTSWoeli9dYW9d0Bhkmjrl8RbN5aRWEoNtXQISbWdg7gVmJn86pBhdRk3PQGrWYEkZndJZ7yMWE9aEku3mNKNasrsZc6xUMdtfo64reUk4y7CHqhpD3EMEhvMVLRatmjFqPcK34v9l70xjN9ry+7/PfzvacZ6u9qrtv9+3lbswwG8MA8YANDJtAiRWhSLHzhkRRXsRGjnAIVmyQcJxFUYxF/AJsQwCbGBECmQTGkAFEMHNnnzszd799u29v1V37s539v+TF6cEEIaJJxm7u0F+p9FRJpaeqTv3OOb/z+32X0LSog3uQj9CLE9x0EylAHt1DVDVhNEYCPh+jXAdtgwyB7s37qGEKkUH4QOVGxKpEKnDe9FQW02c0dD4liWo8CbJbIESgkyPWNgTp2vojrqg/U/gTz9k/NxNkgOjat8DLP99Hm+qY1B/x1M3/DB8kq/xd7G/8FZbDdxGXb9BkzxFC6JNtmhU6T4h10dsh2ZbSb2AWR1BbRLWC4DA3XsFJkMMYvzxD+o7gHb6RtKNNorMDyAbgPSQx5s7roCM6PUHMzvByjZAMcJFHlBXMThGTKViLzXKMs9idS3007I2XUUkvtqNpCIMhOo0JaYbY3MG0JU71YQGyOeXc0f/Eja3/CBkcXqZ0eowWNcL1T834QFa93k+Aqhugcqbzj6JFilQZNMeQ7fY0C7NOVnyxj4ZOLxOXt3tfx+pNhJ0TmiEkU9TyswQkcnCVUN5HIkmLN8EbTPMawle40ftILuyC83i3QmYRwVucG4JrEcUxjm1YNuhkRdh5H+HqN/R59r4jAMIW+I//ODzzV5CTy4+6zB7jK4gQAkSmF4AFCCpisPwUi/wbqW1CGs357u+/ynK24CO/+DLLQuIcnJ4KnrgkWRe+V557w2rhWFuXzBeS9YlluVTMjz2+XeK6wPYwZ3fTkU3XGOyssZ6skcQa78reW7RrUKszNq/ucvG4ZDiJYVWj58f9KrQosDtPYjpBqxKUbfBIGp1yl32y4DB4nKy5rWb4ACMm7NvbBB94IrqMx5MywMqOhpqByjhgwSjRZFRkrkE4jzSCQfEmp9kzPHv3x1ikX8dW+RmUWyKkZmv2iwRyIjtDj3JcGaMSg68DMmrxncd3CfHoCOeGuFaDF9TLbYTooClInmgIXtKVA7xtMdmK9iwnoFGZwjUWpSwiy2m7HLYvE05fg/ETEI9xB02fdik6VA52HlDjlrAM6O0UEQ2QUv2/1sBj/NmAcivGxccZn/2fgMRFE2TXc3OJMs45i3Oecu0DxLPP8cV3/halPs/luz8KKmU1+Fpqs0sRXSMSBVI2tGITpUJPq5UaLVqEECgRKNoxw3hGJGu8BylbUr1ECIuQ/ZwrFksEGkKgclMGyYq6NUS6JgCtjcjMsqclGYenAZGC9bhWomYrOuFQ1QpvYoK1CKmI798E20GkcMMp2ragFc21d5Lfe4NuFDPUKZQrRteewKUDzl2e4MbryLpEpCmhXCKHOSzmMBzjixVSCEQSY5VB1ye49R28tci6RLctdrpBGK3hBwHZlP39rVritUGeneIvXEROxnQnFWHuccM1zPIOVknE+SFVNyRXBT4oOh8TqQXe9nQsHWtKt44JBfbBDK5ee7QF9TbAn6sGmef+XfjID/ZhAioCnUBXI33JqPwc4bCjGP4kEglC9qv+7oigBIQ+6tJWYA9qjL6DrAuCiYlmh3QmIoojvIkQ1Qp76WlCMiC58xo2RIR8RDg7RBiFb1oYryO7Bhsn6NmM4AOvyyslAAAgAElEQVQdGk0AYVB+iRsMUV2DS1KED9hsCFEC3iM31sEkSGOQWoKUtGgi0ds3eaXpZIwKgefe+mG8TOjUGIJHhJbj6beze/wrfYJdZBD2hKR4nSCmkEUIWxFXrwMefAnxGmL1CkFfQoQVUXkDCIjyVYRaxydXEAiCTBFaEtq2nziHDlG8/odmNLLZx6sthFAE89CLUek+FCQYVAR2PsP7iFAVuMl5hGuwJyXim74Ndq4QWk+IHr5joP8b6lN48Al43CB/VSGcvArlGdgakiEMd8mLF9GhoAwTYiMJOIYTzbf/O1d55YXbtGXH2ZmirXuB3ZUrgqLoubtaOQ4ODJNBwM5b9tYE7/tL10jObWPHGyS3X6HZvUwwMcmDmwQC8vgQst55RjU1hMC1v/A0qi77B0rRq+PN3i6tlAStiWlpdEaHoPMlicxZ+AWtqsnICRKccwwZk8shQgksHQ7LWE5ZsSDq34V5c51SXmRd5dSrnyMf/QAKw+7hrzGIt/GuZrL6A6KjN2nS5wjREFm8BtkOspsjVIwZnvUx3HoPRQVygFsGfPI0vvbYwxskewuCTLH1BJmsaMstpKgQskWpirbeJpTHqI0pOprj1XlE1wf/kE5huo1YXMeP9tBb6/gHFoLH1QIKgcwU/nQFeYSvHCqfPOryeowvBzrrxZiu7Td/9VEfHS4fxrgLiQoVw+P/C0Rg6+RX2Tr9FaL2PiJYxvPf63U3IWa1971U2RVk6MiKl1iM3s/95PsYmmO8iLBOE8sF3nkiXVN2E3ACLRtciJDOghQU3TqZXCBCh9EegkPLkqobMohm1D5B6Q4RHGWbEYkWXzvc6RLVHOHSASK0eOsgkvh0gDk7xK5t41crzMl9hFYEpfDZEDU7wnvQq1OEd5BmsJoT8jHSxDitYXYMWU5IB5hBRtP0wlTRdZAP6bIR5vQ+TNeRXY0MgZCPcPkUUy1ws1PcU+9CfP55xN4FghCo+QlhrXd0Es7hpluI+QmmmCGrFS6fUq0iBvEpVo4Qor/PC6FxJBhqWr1D1B2j3Jzhvd8BvufR1tPbAF91u60/FULAt/+38B8+D//FGfzQXfjBN2F8EVzDsPg0e/d+Ai9jcA1epmg7B9vRdga76LDHFT7KUKs5IUoIpyc4F9De0403aM9dJcQp0dkhAC4fE7oWOT/Brm3j4qzn/xRLgveo4LH5FLIMqRUuyVHlgpCmeJMQlEEJsJNNaGuEsyAEYbKBzlNsnOBVH2ndiYiAoEOilKSTEXF5HSE8S3MZ2Z0icASZUsaXEN0pIlS9GwYxyi9BtiA1IRrihECWb+DNLs6XiNASoiHBjBFK9KlZ0Q4ohbAlyAzS8701YyQJyTmQDyNmv9QidyuE8aBHhGgd4Vb9v6Zb9TxFk0EwgEdlAdXew9kx4eo3EyYX8BVQVXT7Ba7oHsbV1n3gwOL2v/GSeox/zXjpZ3sajdbgJQjQoca0/fklBSjZIVGsn9/mm77jWRo/YrouKUq4dMlRloKjo8B40IDUXN6qUTcP2Ug7PvBXv4V83AvHRFvjo5ggJKKucPN5fy6MJz33f7zeC2RdhxSC0HUgRH+Ob+7AICMOTe9GEzyNSrjLPjfcDeacUqmC4AOTsIYhBhWYcYKWBgS0oiEiZsUMFzwZOauuYOPeT6P9ilgkXDz5ber7f49AYLD8HTbu/yTaK+LmFrJ8jXT5+8jqLUK0CTJCmxMCBm+uEtLLCKHw8TOE5AJyoEEaFCdIrQlOQryJMEA6xqSH2DAmqAjnEsRggEgivFnDih2CSRHKYdlAPP0B5CDHM4LBlBDAuxZXgHxoEebmJUGo/pjNKkg3HmFhPcaXjWwL8P1w6UsfwUG7BBn1g6c474c48Yi9458lqm/1gk0V9aE9KkKnCZOTj7Bz8s/Z3v8Z8uLzTGe/y3b3+0hXIvE0LsfoQJCK2uakpkCK3jVKiQoItF1CFi1BSowJdC7GeYOQEhc0vumImjPcSYm9M8PVgsoNCUdnCNlHvAtrkcFh17bp8inm7JAwXkN4i9KKkAwID+Pc7Wgd3ZSIJMHlU1ya9378IWBO7oPWxCqgTATjKZFwVDrvN7pbm0QXL0I2INIBkeUE1WuDbDZEJBG6q5CxRqUx+tXPILZ3EcWq5zC7Dh/nOCQhSdBtiYxiKEvs+g6iXOLqju5giQ4FrY3QsqG1KUK0OGKkdGCXbJ/8Kmn91iMuprcH/nxNkAHe/Vf/n1+PtuGb/za88E8Qp9fZPvklgoyYDf8ixfjrej9Bb2lthvQK05wiY9knP0UJcrpGs3uZ6P4NpO1w3uGyEQ6FPrpHt7GLWs2JTu8TkNg0IzQNpAPsZBOzPEFWHvIRgoBVBpkNe3pGOoDVDBdnxKFFrk2JRUNBSochwdIFQ1q/waR6kScWn8S4E4L32HiHqLmLau4R9IBGj8nrmyiT0GTPEktJMBOC8Ai/6qkTYhNUhFh9kRBdpdMdGoEXhk4PqMfvIrIturO4SLEUKyZyCCH0U7RoHUR46LtsQQ+gesC/Svp56FlLIJi1fprtVoR4E6o7PZ0l28EH0KpCyiVVcQn5zr+IjDXutEOkEt84hBLoQYRH9+/tu/5nPsZXDfzqQZ98N1iHjauwOIDFDIbn2Hvrv2G0/q2crH8fVuQ4EiJ/htU5H/y+d3LzpdvcfvkOILl81VC80OB8THm74ML5nOjCFcr9Y8zZAV4bQvDoxQlCR6jZMfLhRMyqCDdeJ+lqSAY469Da0CZDVLXEDGKIDV73O98OTSQDjXNY0VK5kif0ZVIy7nADoSQzTmm6mkjH1FQooRFB4vFAy+6dv8f+zt8imEDrC945f5FQ/nU++8zP8nVnL7KjXudT+ZOcyoLT8R65fZldryC7DFYgu+uE7CKiPiKMnuuFrdkQfNOHBdljpHXo6AE+jEEPIQNXl+j1HFkf42xDtzSIUBNlx9hS4UYXUcubuN2L+HqJDGC3/hKCBJEafNng9Zh4dwoBzHpCt1/jqxoZRYjgkaMRyIA9aWiO1kkfa/TePgi2TzJVhi9ZjdFVPZdcyH5gUs97r2whkb7pN7EqhvKYMD6PaFcPG2WDaAvQCaJZkslbZG/+HfAd7fgaZfwMq8HX0qZ7FLybTC4R3mHsjM7lKONxYYDyHSo4KpcR1Se4ssOjUUbQHM6QWUaz+yTx6gZ6dojyDjqLiwcQp+jZIQGJKReEEPA6Bm/RXUubjDHB0iQ5xndEd17vDVq8w+1cQjUlHB/gB8M+vjqOQEncdAOpFCEbEtP290TrII56zREddjBCL08I0ylGCYiH6LNjwuYWonNgA0pAZy2Rgm66iew6ZFBwckzY2oGmpN27Qrw4xmcZcTkHBMvViIFZQCx7n2fRW+LZzjEpPkFcvg7ZuUdcTG8P/PlrkP8kvO8H4H0/QPjETyI+8jfYPfoFVH1Ml+4BovfhVRqfaoSUhOBx6bCfMnUOvTjpJyPeEt1/iy6fEM+PoCkIXc/TCyYmOI+SsufuEnBSQgDVVNh8DWmbnqesFF7H6HrVUzbqkma6xUgUNKiHtALLuXs/QVq9hqr3CSoB0v4J3i5RtkKEhqAn4Cvy5g46XqNR57D2kOnxhwlec18csCM3kGYTUd0i5FcI0TmaOOVIBOL8KpNQEbzD+mOcHjHsSlzIsXbOA6XZkZuEroY4RbQn/fQqWGgroOHhL9wf6/ClV4Gws4cXV9O/ujNCdIUwyXDDCWF3B7kKBAEg8MsKgUKvK7q7C/T2FCFtz9MKBkz6b7pyHuNfJx58il6BGSDfBufh6DUEnnh+g3j5Bkuxw2L0PWzb5xHVA06G3836cEXynh1sp9h/7T6b67t86NsCL/zmF8lHMZe/9y/QnMxoJzHSWzwSuVogtSI4h/K+p1YMc2yW9w/DbdNPi9KMMDvBcIrf3kYJT6FyUleAUkS2Rkmog0OR0PoWqSSWDoXGB0eQji50DBnjsNShIPdTnOpw7j6D4lW27/4Y5aW/z4ZK6LTiLPJM7/0Irw/WaaXhwv4/wuORvqWgYanHDNsE6e4Q4t3eOisAbdlvV5AEBv3DsLeE0OLTJx9yu2NkbhE+AmEIZowZnGDdOtJXeDSeddi8gD+9DKM95FpJuPMW5JtIHUAEAhqme7hVi54kPW0qSwjzOcQaBgaZK+ovnDD/mU+y97m//0jL6zG+TAhAR1Ad96mmGAhN70ziG6A/b/AB4hRsQ4g3EMFBMu6nzNEQ5ncIW08jqjlUJyANQWlEPIRqRtSdEdW/x+Tgw4ThLheLGW88+4/Znv8a09PfRZy+Sb31XorwDGfVM3RyG3fhPbSFRM8WtOevEB/dJWQZLhmgju8TANk2NE88RXL/TZyOCFWFjDOkt9i43wq74Rg1P8bmYzAa62Oik3382lb/fckITvYxB7cx01F/Pk83EG2FjDQeMIMEJTze6YfDIw9a0qFJlaVrA5Fw2MigRyMUEmFrXJr2e9Y0Ra0K5HCIrgu8EMgkw7kS01WE9S1C20KUEu3fxCUZyla0yQjTVkSHd/DDCLu+jVYWSYVzCaPVJ9k++iWkqyF66hEW0tsHjxvkPwL59f8p/nM/jXjwIpvL3+Se+ltYNUa1R6Szl3BVSpC9nUS3tkN0/yYqiXG2RbgOFVqs0oSo5z3J+oxm42sY7H+SZnCJdrpOND8kTDaQTYlH4ITsVenFHJ+P0HWBUzHdaIP4eB8ZR/jtPWLR9II3IOlWdEqh6wOkr/sm2BXI5iW8fgeifBniKxBN8MIjVUTc3UEsOppoh+lbf5Ph4mVsvMc80qjmPjJs4dIp1h1yXZY80y640Cx4OT/HTnGP1eAS2IKZihj4iiDX6VxH15xRpAMG2oAroboLetz3Na7gS/nw/wq2b5J9A+0pYf1dhMEu/tw7EWsxyAHqtIam7oMQfINej7CzDuKIEPprskxTuqMas53iW41QDjl6HBbyVYXT6w8/CZCtQT1HdAVeRn3de7j4xo+wO/5nyDRjyR5n6YfoHsxRPvCOr7+IbT2jyxeQwfHu77DkxhOd7JM0FXYjxSV5L6rpGkIyJiwWhNEYjCEUC9TxA2QS4RGotgITITY2saN1hAAfGkTwfcocAeNaapFigAP/gFyN6GgpRIMIkJJhfERtajS6F+mJFRJBFAY0zX1y16FXLxHf+kH26ruU3qJDYFTdwQsBtsCphE4lZK7BItmPWzp1wqYaEukx4+YAKTXCK0T9CgKPH74X0Z4i2gOC3Oqt5UxCwKHiFcKXiO4EzRkhfxJRl2gqgtlAbF0kxDnhyrcgogi9ndPcvItMNEiPn/ecUL2zjZA1vgJ3skTovD8+kUREKauP3KL4yCvIQY4cDB5ldT3Glwud9lHhZtBv65QGkfX0iXrWv5octOqpF8285yivHkA8QpSHhHwTEQ3AWYKKEfk2IPvbxOI+jM/320BCP112DSodcP7BT5GVL+MXCwhD1J175NVN1ie/SLPYwB1FlPl7Wep3w0xjpzvow3vYzXNEB3fAdnTr25jZYe/6VC0JywVkOd1giJts4YVElAtCPu71NNYim7oXvhMQxvS/lzKIOMFHKWJ9E5cM0dIT4giPwgvQNJRqQBJaJIKClKFdgFYIKSjUmIFW+CCpiMm1JeQpnoDWmjCdgAA1mdIJgzCGSAMixq9KfBQjmxriGFWtEFKifMDnE9TylCZeQ3pBpJaIZkYUanZOfgn10BaSk9cfZSW9bfC4Qf6jEAKe+S7C4WtI35GvPksX7ZB291gOduk2z5MeXYfZW/3FoVxCFmMnl0iKuyipEXToYp+oukfEIXb2FmlzkyY6B+kAzlag1/Amxjy4hdu9SDr/DKeX/jK0NWp+H7FqMWWJHA0wkyEFmhiL9RIpHaUZ9DxH3xF0hpx/gRBdJMgE8DTpRaJOEDpLIxekpDjhiIrPINa/h2WYsRltU5uMihXWVxwMCmJrUb5jG4kKnqUZ0HQz7g520AocA7rmkFW0BhKcC2zYjpmSZNllWNshtO8G6wmDLcQ4R3ziHyK6+iHLwvbTguGT/fdO1/5weizoejeNYNDjmvatjuhyjj0JuFmDUBGurkmfHOCWDns4Q5+b9o59VYPvOuQ3fNMjLqDH+Iqi/CMx4jru0xQBhluE5gIhHiMOXiSev0TothnO3sCO/gbae9zeFZLrX+Rd7zlPcnIHVgUbwxSXjvA6QtoO7Wqa8Qbm7BX8aIrLx5jlnIBA1BXCWcRoRJAK2VmMbwl1iVpfQ2LxKIL1JKajRRFh0e6ULr6CaucsxJxRNGQezlBIVnbFhs4YMeXA7uO1R6FYlgckZoloDshnv81cpzy1OuZmt4+SAi8Ekbc0KubJ1QFLIbk3yHlmdR8nBC8mE4zrEMFzYCSj5i6iLTgZbDJsZ2ym19DVa4jiLZCKoKcIe4RoA7gzhBgQ4gGotX5y3twlJEPE5CI2/gbE8i3E9BzBBpAetbYBYoZ55wfASHzVIYYBv6iQcUKgIXhF6CRCCkSaERrH/B9/Dnu/RkQRcnf3kZTUY/z/QH4O/PP9vU8aaGaEeNLrRtoKYXJoziAd9zSMOO9dn6SGdA26Ze94MdhEfClUZn6XMLnYbxDHez1VA2B2F6cvQt0gIk26epHu3px4/ZSu3AQRUGlNV4+hXKFcwrr5dYanH0eeOkTacVx9Myv/TdSjryEIRciniAdv9cE8CBiNkNZiH/oSe2mIAgjnaKIIhhP04rinJSUpSjhUU6IGKUIHGgx6skEqGpRShCAwoqEk6x+ovUNIR3CeXPXDoooUoxzatdQq7SOtuxkhSqiIGbQLQqQQeY7yHTZOMNbhbYfemNCWjlA3KCX7v2M2gzzrw8HqEtEVuPE6XkVEL3wCNZwhtGA3+m1Mc9D/X3wD81uwOoN8+sjK6e2Axw3yH8dgi/Dkt+B8w6h9lROzRdLdw3VrNGKXqH3AcPFR9p/4euL5PYSSiOV9soMXCGsXUG7VBwOEGWn1Kk7lxMWr7K2+QPrZj9NuP8tb1/5r5PwMN1nHLE4YFX/ArPhWiBLSPODSEcvkAoP2Fs42aJUgRKCREePmBtuz3yUtbqDtDNkeQLL3kOt1CdoFNzLD0z5DukOsLyB6ks7NkL4k7m7RhBYrIlahJWorbDzEOMeV4pTb+QYj14F0HGnJmreMmxnH2QadEkzqlmUSsOs7nOaXmYx2yFXEvSA5xwS6rV7wpDQIj/C2F2kE11/8Rjtw5T39RdN3gO7pFmqOtxsIOesHCq2jO3D4VQtFQRiPifZG2AcNrgO1NkJoTWgA62H7u5GD7UdcPI/xlYI/uwG4/gEqtP3nJiFEA8gmiNkdbJpBYfrVbVkRKs/g3vPU0WXwDq81RoTerkkE7GCEmp3gTNLTNpQk2n+z31YEB4AoC+ylZ6GtSY5uo7XElwVIgZIBl6YPnStA+5YgJRKPCwYpOjaP/xfU+EM8n0TEMiWEQAB0iIh0hPcr5vWn2KleIW33efroY2xq8CZlWp1R6AQTPPcHU9aagjsm4v1tTdO1XB/ucBilFDohSM3L+TYIyITiQbvgaoC5ge2uohUSgaeVHqrr2Ow5VP0mIboIegK+gGKfEO8gy1cI6XtASRhu4i+8v0/IizKwAXZ2Eb5F1Bo12UD4hmBTRCoBgxo3+M6gdL8tEtoQOlDTIb6wdCclq195DXc47wNJmgb91OMV79sOz/5luPnRXsQqFEFG0MwJ412EiQj1EgYbhGSMOH6DsHapd3oYbgMeuhbiEbRFr3WpZzDcRrQlwSSweADJGFsaqNawddEz8EQLQROUpivX+5+jh6ikomsGiGGMjk/pinFP9QkS5Wqm5e+zdudjRMMZRXGZ6vidPFDfQRhsIeME0Vasn/4aTf0sZ+LbQIJql9h8ndiUtFUKziO0pskmEFq0bAhCoI3A4tHBIpygUwYtAh5BQo13gpgGkFQyI6/PqJMxLkgG3QytU4KvmZ7+Bqcb30tLRE6Fj2IEvqd+SY3yPUVDZxEtGhlqQtsiugY32aR74hmS+zfwJsLla8jiDLwnu/spxvYz6Koinb2O2Tyiz8L2hCiH6gTx/P8AH/rxR11Vf6bxuEH+47j0vYTFPRCe7LDizDfE1VsEqSnaJ1HNKdnsJdL5m5jF63TxU4znLxCbO6zEHmuzX6dJLlDXQ4bVpwhB4OYNk+RjuDSBep+tO7/ASlxGjRLKjSuMDl4nF6dUeo/YrBDdkiraZlR8jln6XhIRaOSIq/f+KwbF5xGY/omRjqBGPXc4/RoEKwqlWQVHZwLx6pCTwZTcl5wowWawqOKz1EJTRAkH3YwkOJw0rLUFr0cxrpmTS00XjzkabaIGG2xvXGYsDbfKGSHJWZeGVkguBsexd3gEY+F6uzXpCFYgpO+pFOFLor22P76qD2kJCKReEvwYaAg2AxcIjPB1id4cYU9XJFeHCDWkuVUR8OidGHdzhRwmBBvwK0vwMckH/+1HWjaP8RXGg0/0gT2hI6B6FXenEeo83VFHCrgqIU49TTdFLg5RI0Ny/+P4Z84hj68ToggfAj4bI3SNG60jjx7gti8gqxWqKWi2L5HcfJFutEEwMXI87nmD3vecehPhIjCRxElDm6akwmNRRLYhGIMNDwVLAtLZR3ni5MO8cu2/IzbnqWVB4g3WnpA0L3Lxzk9xuTxgZmIyoTiiRZFyaXGfl9MxRsc8vTzg89mENe9YuoqXsy2QoL3lNMoRtkE5z9LVECxRus776yW3h9tgSw7jAQLJRr3kKB5yPxHs2xtcVRorW3J/RiwMMh5BdQOf7hDWLsMTVwBJaCNEskKKOV5uIEIMYYQ0cb8+F6fgs/7B1wMiRroWHyJE1BCkAuegFZRfOKT4tS+gNzYQxvQCZe9JvuEDj7a+HuPLx7v+ffjCP4X9TxKUgsEm4PvNoIpBt/0DbAgwvYRAAg7qBUQDMDF0veNQiBJEPYfyjJBvI8oTQraFOzjFuxhlGkymsTOPmjhcnaAeSlXMtKE6MrRy0gduiAihLEIFwGCSB3TlOiIWCFnjugRtzxgtniezn+b24Efp7JQnj3+UpL2Ld/87xeAZhskpW2f/kJvqr2FEgdNj3O4TJO0J4+IFyvRCr0UKklJkxHQgZX97Q6LoqDGY4NAq0HiNsI5EW7q4pxMN/RnD+fOcrX8b5+/+92SLF+jMBc5G78c0p7TJOhKHkxESTxckjckZUAESqTTVpWeID28j4hg9P6Ze20W5luj2a4hBxMW7f5NaP0sm3sTOUpLVdfxoHelmhGwL0RUEnSFu/BbwuEH+0/C4Qf5jkJvP4lqN0C3pWkp893afK796iWr6HKxmJOkpg+UX0OqYmbvG+uEvQxRYTr6JtL5JIm9Ruu8DFxi7j3NivhG38HhXEa9N2Gt/jmDO488mdLME45fk3ZuIKEYES7b6PIP4Ivnqs8zyr2cy/5eks88z6F4h6Bwx+zRCpvjBc8jiZby5jJAW0ZzRhAXINWoKuuFlWuZ0aOp2zi08u/VNtPCYah+yEZED6S1b9YJUKG7m6xR77yDdfpY1b8ml4sBZIiBLx0yk5Mh1NN7ytdGA+0ieJvyh2wfCILTsL5J/6I/5sMxE9DBqtgKvCX5MwCBCIGBAOBAaFRkcY8y0orvfoNcipBFICe39rm/EM4m7VyINMHxsF/VVh+V+39zOHN0b+5jLa9gzj2wGBCfxLkVurGGPtnEyB3tEFBeMVy8xOpwx655hOfpmtFS4KEG4rn/ffIg+2ofxuBfpVCt81E96ZV0SRmP0/Ag5GiEmE5wDOx2T+IKVylDBI2VD4w1GGyJ7RlbcgijGqXWkhE7ucvXO/8hpusmlgWN88ClS23AnHuCBe/kmSMn2fJ+b+QZPRCmymqECDH3g3ngPIRVH2hE1MwaixjjPPZOg2pIsXiOzFWu24XxX82o04mY6IRIK5RsUisOon0QvfINxHYmOOEOiQsFtW/BO64n1BP8NP9Qvd+I+KS90EhFbCCMQZwhRPmyES6QK/TnaJnwp2jO0LSKJ+nS8JCV4QWjnHP/EJwn3FgQTodfW+wCGNMEvV9B1pN/5HY+yuh7j/yv+g98gvP7riH/x1wnrlxHXfxcxOQ9d0ztaxP0DHCLAbJ8wvYSIxwRlHupS+qaSriUMthHlUV9HTYc73Md3OSqpcYVCpgI5MHifIuyMYCOE6r/WeUJoa6L8kLbcwTV57zpTeaTKEVGHWyqS9RXNYp1QrZBSI8WYywf/JWW5QTp4C+ummLTlufs/AMOrYDp2T36O0fwWrgMZTiF9GumPEPU9XPYcRf4eVuMPYM0m2s04Td+HVJ6ovUeQQxQSaVe4ZJfR4g+wyTlkt2AeX2Xz7Fcx5RvE3W3y+jVCPCEq7/Dk8re5t/0fs3vvpznY+wGEs3Ta4JVkQEFBRt7O8cqQNQt8lpFUD7Bmip7fYaP5fQ7k+7lw8vNEy0O0aZCiRQtDaC0UK+qziuipFhEAbQgHL/TezMY86qr6M4vHDfKfAJ9/AHfrDzDbjlH5eaRvSevXGQ6fo1YK12hGq4/Rmg10qNHdCm1WyIMbhK4mCgviqIKiJRJzsrxARluYqIA0IoSr4ANSeBL7gKDXGaw+TZAG4VsG839JPXiOtHgRGVrWTz6MXHy6F9qM3g3RFhD16mAzRoSAEy23I0VrNV54uvYMgaBMEg6kZ7uoOU7HrETN5dURX0yHxF2NkIZxs0QC+5PzJJe/kfXBBsfB44ViV2q+4B2bBKwQbArJvndc1Cn7ATyC13xH6z3vkhK8QPiC4A2llmTxiCAlItpAtSUhXwNpEaEDr/v1t1EIVgRyhJwjVIdUU2ANNW2wM8AI7NESOcpxneTsH3wau79EjAxrf/v9j7ZgHuMrihAC7b19/PGC+MmMbjREjWLsokFc/RpEabFij6A0fnAOuoiQz4AHGFGQVB8jiJZl9G14paBtcfkEvKebbhE/eIsgJTafoMsFCEFM13ufGkOol5+B4ooAACAASURBVGiZE4SiE/3NQ9oW1BARLKIsyKKG6fz32Tz+ZWR1E2HPehGcb1ixRIUz8uI6W23GkY450jFXilNezSZ4adjBsty6ynY8JADHJmGvLTAOluNNzlUzyCaMk5TGeWZCc2l2i03b8uZoj7X6lJmOKZ0ltQ0aOEUQ2YpMJST1jFgoNroaJxRSJVxdHVJIw1EUUwwmzCZPImTHRGkUAWEDQivwBuSCUKeIpCTYIXjRP/yaCi8H/fmr5giRAZYgIwSBYD00ntBq5HStd6AxBlZF7wbSdcjNDdT645jbtyvkte/B/96PweZlmN/pqU9rFxGDNcTZLYiHUBxCNu398YXqLTyd67UEcY5YHUC8gSiOsMUAt4yRSIJOCLTobEU7y9Ejh9AeRoZuERMlx7TVDgKLHAjsKkKIDrcSRGtzfLMGQiFDSWeHtPU2InIgRr2gVraIdJfMnsLoGqJoQJUInRBcjfBzhkYhzBitPaKpCKLuKYGDq6jQMqy+yOjofyaM3ouo77B45pfJTz/J3vEvIMs3CNlVgm947dpPsXf/p0Ap5PJFDs7/COODf4ZLrzKobz6kmSyY2N/DtK9xqTuhMucQrkQJwKXk5Usss3eQuSOEUEzLj/Fg9CES3fDk7R/m+rWf5fKdv4sJJU1dMuKLeBkjvCOUC0S+hsgzBBaVpYSyIgyHiPoUpMK//L8i3/XvPeqS+jOLxw3yn4D4g98PH/x+2n/xnzNsvoioD1HSMyw+gaomKOVJFi/TTT9IVr2GYE4IikHxCiq1gGAk30Str+PTCwzEHDnYQlS3oJ31ARphjijvEJI9CJ5B/QYhGIROkG7BYPY8Ak9W3kD4ipA8Bf4Y4ZYgDbWIafwxcXfKYerRtuFQKt7dVHzRZNyVnq+tFjxBTmDJzKRUweIIaAJaxmzbijMhmXQVr+2+A3H530JLySm9y+VYSu50NR0Sj0CGwBvBExC82i6YRBO2RWAeAjkeqWacigFBtdx2CzIhuDTeQTcrCJagDFZpFCBChNAnYBMCGVI14DLwyUNWhoPUEqoBahL1VjmTJa6UmFGHvXEA6YBwuCRsPHav+GpC9dGP0r16j2i7T6DSk5TQWIINqHMT7J0lcvIEIFBPXMG/eQ+EoStH/aRSCJKDz6H2LM10h+j+W7TDJzCn9/FxwmT5MZaj78ImGaJaotfXEJHCiwDeEwaj/gbjBSjJev0KWXWTraMXSeqbRNURqn0VP3oX+JYQbxHiHbAlQU2I2gecGc/FzjKsj6jPvYNL915CEtic7pG3DXQOGw1I6iVOxxih6JIhXZRjmiW9fC8wPbmFdJazc+9EjDfh5B5btkZFKUFE3JcG7R23tWFsC8YITqRi6GxvU6sM15qCN9cv89JT30qpJIkZcFcajADlF0xVxEFwtFIyFBkT2UGRQmKg66fGfQPsCN0QkBCtICiIAsgSIXtqijtbcfzjvwn5BN+06K0tQtcRlERojRhk6Oyxe8XbGkLAte8ECsL590JTwHiHkIwQiweE576r5xmf3oLVMaJawPIepGuEjSv4ZB0eHOBHF5HdLUIUw3CM8V+g8xcIfojrVE+hCxHStjg3QihHu1oD2RFaTzRY0KwmCBNQWYEth4hE471EmwIVBYSv0VlJfSKRmcHkCzAbsDZClK8S4qcRdk4ww3672SyQ0RCIEcV1QnrpoV5hSmhPQSSI+gFhcK1PmA2w9+CfMDr7P0CmhPQJsB3SV5x78DMINyfIMSF9gvWT30Ak59B+RlA5oj4mJGsYd4bQA+LyVZSYcTw9ZFp+kk5vsHnwT7l59R9w8fW/xt0rP87u9R/CPvWzbN/6u2h3wt7+T5HKEi9izvufBzVGihU+3gY3IDhQcYcLQ0RY9VSVrAOTEhwQ/fnKivty8fjo/GmwGUwuoH0Btia2h8RnnwffYPSStHqTbPUC0bgmOMHAX8fVGbZbIzXHyCRFlDdR9Y3eE1gaaCtCkCAHvWE6AlSMsguGi888bLgFg7Pf6t2t6pf6qOb6dYLaBdfyQEuuxy13leXNbMS4W3IqJZl3vD46x06A823FrWTALBqw2Swp4pxUaBqheXm4SxssB8mYUie8+syHWHvqWwmAcx11cFQhcOIsN9slKlgWCKSQrKzla03CM/EYIWBLiD4ABUEXQn9y4qhtxUDqnjQWHibeKYPz0CLBdYQQgTQIYQk2BbkCURPsoE9NQyFihcCCLEGMUEmE3XfQdogQIIro3jp9pGXyGF9ZlB/+MHbWosYav+pQI4U9qfr1bOeQKsGPzuNDjNrbwudjhG9QpoA0IwSJTBXx/I1+armcAyCLJU/e+Dts+f+NEDyYqA/jiSI6FF4Z0IY2HSFoyKqbfM2b/wmXbv4wW0f/nOnBzxP7JSIZEMy050b73mtcFG8AEbK+TuZXLAPMpeJ05xpOa2bn3sHp3juIbY2NU+p8m/TsLqOj6wQTM3rwGhv3X0O3FfnsPjLOMdWC5caTWB2RH99ksDhlNT3P8PQ2rZIwWGNazdmpFyRtn0h5mq6Rh8AqeDrfET88pkIZ4nyDcZRTIcmEYEMqUqV53dUsg8dKx8yfcI+O5+Ut9uWcMxHoRC80RDqCjxB6Bm4M3YDgA+5EUb94wOp37jD7h5/oHSyaBjUe9wmIweNXBdIY9HQNvb31KMrqMb6SSGJAw3AXNp/qm8t0SNi41lMoTAo7z8DVDxKe/U7IpgQV4dNtiCZ01Ri1t4sbPU0ICnHpCl240LtNTC+jkwq9PQQ9QJkKhjsIX6JSiY5WuMrSLCeQ9N7/OvP4VYVIU7Q5wdkN1Cjv77VqQLJrIRvh1bmHrqP+/2bvzX4sS7Prvt83nPnOMUfkPNbcXewmm2zbkGXSFAxBliGatmz/D4JhGhBgvRh+MQw/Wg8GDBiCCcECSdgUBYGWCUOkRLLZarKb3dWVlZWVlVNEZsYcdzzz920/nLSfrG7CTaC6gFgvN3CB+3Jin3P2t/baa0FyHW0bJB5BfYyIRuJbgEVUCJQoWXXSQJFuaoIFmo4ZF49EG/Tz73XEl53gfUEjS6ahpSq/Q60UXmxHAgWANKjlI1RzglIlirKLA23PELuFj0fcev73sK5g6+XfRznHjef/DT7a5OqL/xYZfJXdV/8D1vaQ+Bb98jvgu+U9nVxFIZCsoazDE6Cs0F6oziGqraAVxCbdNcjGEF+6WPwoXDLIPwIS7sHkLdj/gy4NyLeEaw5fDvC+wFYnqPk+dW8IWoj7DhWPuqhWBLX6DAmvQRhCWyPBCAVod4GoFNwKVV8g0Ri1eopRHm3vIBKgTYQPx6TFp0h6C8R2J/f8kFR6TLwirZZ83t/mGBi1Na/ClMx7VsZwzdW86q1za3XOSltqbeg1QmpB+4Zl2OP+dJ/vbL/D2tZb5EpzK4iZoqiUwpqQ1BiuRiknIux6Rww8FM0ZiqU4QmX4YTUnszHaBHzmW1JgIUJkQma+YVdblDKY6T4+XUNomXrDtgZ8BEYhYlFiOjcKQOm2a5BtJ8EQE6F1gy+FxT99SvEHH2P3dmmXOeQ59Xe+C//xf/JFlckl/pJR/fkPCLYF++9do/zohPj9DVwumJ5FqhYijV3v444t7cwhziC1w/WuoqMEXxuCfsvm+a+TffKclbqDz++wVv8Rg+AI5RT98gESfICYgCR/hpELksXHJPUhyfnvoE0fibZQ7QIJR1BWSLDZaeoRJN7t4tFtH1XP8Nl7OBNwbG/w0s8ZNAUnRjOxCUFTo5scH4+YvOpCCuYbd7rkzDAjLOecbd1ksLggmb2m7q2j2woXJmTHnzPde5c4v6BORjilEBvS4ulphRtscKJD3r94zidJgjGG8v5fRyE8WhySxSMWyZjAWGLgwDXcC2JOgXWledYWDE3Ea1djgdsm5Eg8Extx4QtEVTytl0zCEdfdBGVKpEnAlvi5Yf7r36X83qfo4RC7tYmKE8yg3/0jlULqElEamc1QV69iJgnB7qXF25cZvlpBkwOuCw7p5OvdM3vjVhfoo82bBW0FWuHf/RuU//xfYtdj3HIFN79Jc9igrryDHB9j1ya057dQ83P0tes0n150QSI7d2mOBNm9D0cP8Os/gzn7c/TNt1CLA6w5w/Xeo704hixF9zaRs2N0rFFBgtEHSPIuomqMadA2BzPu2OFgG4wDM0DJG920a9DFJ/jsAwh2oLpA4l10eYCqXiK9ESLbXeekLLgcVbymHNzlSI7xVNS+oFEDbixeUAIf24a3mznoLSKdEiXvomVOm+zgmjOsF3SwBn5FUCxR9QH9+Z+AHnWXz60w7RScR5JNzPJfQXy1O5gXL7rUzHaFlzFojU4svtUoU6BtixgwOsdrcD7CNIJJhp31njJfaC39tOOyQf4RUNc/RB78AMcQrQq01mAU2pYE0QxZhajAo+I+pv8mcrl8guibEEYo6m7stPwU6b8N9Qy8IIGBKkfiGyifoxcf4ZP7HdvlclSQQd2i6oLQvYbmpBvp1AVtdJ1lUDKXhj1XQ1vS2JhWWxSezDfETcXz3iZVW/N5Ou4Y6TpnoRRrruU4TAm848Vwl714QBpniAlwriERzU69YmE1gqbvWlycclbVZL5mqC2CUPiWxBgCE1G9YZATFLkribSlb2PWlcIbi/YOn447l4C6pHQNSNxtxPuqe9BoB+5Nyp6xoKeIXwO9ovzhIc1nU9rjp/jTKRIEqDSDVQEitA8//WIL5RJ/afBNg0yn1Aczpv9LCkGN3elDGGO3QtxpjUk0iMYtC8JbAyobIRj8+BqqDfCnM4w6JfJH9Ff/M227ifn4v8bF6yi7hmoOuXr638ORQ8kK6d9B1VOojrrFV1+B6iHaAiH4ChU4RG1Au4KmgTDqdInKoIuHCIpng13G1QVJEPNBXfDSBtg676QHJsA0FbPtewTlClPNabXBDzZJZof0qiXnV7/C2v73WY2vYPNTVNDnYrJD2JSAQjU5gba0xmDFdi4cWZ/d15+jRdjYuYe69gsUriaJ+2wOd3hZzImDhNK1tGjGxnIqMDKGfVfTMyGpAq8tlas49gpRmhtBxitXU9KlAha+ZF9f4JVn18BHT85pf/MT1laG4OYVnIELM2OrCAm8IEWOCkJQFpWmEIWQJAQbG5cN8pcdJ38K3nUJjS4HHQG6a5KDuDtEugp0DF5wpad5mWPu/zx2zeIb0IHHbnRMZuNC2vMW1m7jk120DdC336f5wQ8ItrfwCsx4TDu8gb17H+IQdT5Htt7Cn/0AtbkDyhPknyJZH7XsgqN8NEL0XbAZJDGqbTsHDbEoO0JRInqzWzBnANUZSvJOJmF8R2j5vDsIqwBJbnWOHUGMWnxEPrhH3k6Zx5Zjzhkow0ZbMTUhYDgxhiro09eGuK3YD5Y4XSFuyjaWY5fTahAt+CDj1nIfgglBeoOwPQMXoHTZBaY0SyTeQrkFEt/t/IyVR+JrIAE+3EK1S4jWAINdfITLDabnoNdHm5xGr6PiBCcD9GjYacXnL77QUvppx6XE4kfA3v0QaRxNudVpE5VG1UBb4eoE8S3iPNYeoqghiLrAC9d2Y8XBh4BCevfAN4jqQXOOalcQ91D1KaK7JSCxA9TiAei0W1xjhXIX3akx2uJM17wIlwTlY06tZlLOeBimmCAmbiqKZkVf4EJajuM+Ux1yu15xtZgSKs1b+TmNKxiXCzJXMwwTri6OiYMIpyyVr0iqEgx41Xk8Gu8obUhaV4yl5blrKMUz9Z1nbCmwpQ2JtCTS4pVi3cYoHVCj6CkNRqOLBRQz9PyIcH6EmIZ9O6fWU5zpcobAgH0zbnpDPLRnBef/3bdY/uYPqD+/QIoWVzedzjQKoW0hCHCffcb5r/2XNMvlF1Uql/hLQvHbvw2LBTjI/9nH5P/8Fcd/9//CneToUOOXFUoB2mC3R/jcYdfXAY25fhO1cQ2dmI4Nqiu82kSFEd5sYoIunUri3c6n2w6QYKeLxNUJaItyOSTXwAYovwLbRcOLAG3evWyjPqp62Y1efcV5do2zMCVpVkyDhFAZPg0izo2ldBXYCFuXNEbRP/qcor+JINTJkDIdsxxfY7l2HVtXVOkaDkOTjElPn2HDXhcp3ZSoppNpDY+eEC+Ou+jra9/g4q/+HU5/+e8S3PkrBEmfIB7SMyHWWqwJuQnc1JpYayIdctNYXruG13XOkauYC9RKcyfMKJQiQ3HoalCaoi3JbEzhKkJqthC+9Xs/ZPUbP8RXFa/CFc/iJcHn+yzbnPL8mKkqmFNx4E55ok6ZlVNULyPaXMdsbmCGoy+2yC7xk+His47EEAe88bMX6T7V/5OaqhEvNEcr/Kzukia90BwWKHyXjnrm8CvX3WPaEF7vQTqAIMWbIXL753CVRV+5h5u16Pd/EXEDuPoBausq9v23ka2fQdsQdfcr0LuG6g2RK98E1cBgDS0rlFuh2hy1cRW1eoyKLBIOoDxAJtdQ7TlKFV3oSXOB6Kzz5i9fINFu561sx2+GRwqqY06yHQ5lxuug5Xo5Y4TC41iFKbHSaA2JDpAgZpSfM4/7NEEI0lLFI6xvCX1LpjS4Cl1Ncb7hhSz4Lme8ZsGBXXARJEj+CLEDcHXH+BqDiIU2R1WvwVVd34EgJkUtP0eCHfRohG/7qGxC02x0z6t0CwnW8IOrMNiExWWD/KNwySD/CGht8Cth+bhP+EGEakpEGZR1uDJBaQ39HoQpYnqgAnz2/ptgA+kWeHSGqqYQJCipOybZV7i6wthNaAp8/8Ouge5/FXzRjapMjBQvmSVbzIMW3DmrtgRga3XOSdzHaYtxntxYBipipgxfL6a05ZzPhlfou5r9ZEToGp6HCaMg4zzLWAtCrHimt34BdfOb1K5lva0pwxQlMA9jQlE4bWhNiEjNrKyIlKbwNVsmohDFphIOBLQyjJXmpXjumoD5ckn9ZMq/enTB17cfQLtEI4gOEa3YUZpICZ+LsE7ByHikyfB5SfXRGe3+ivrlDOY5xDFCiw4CXJ6jlUJ2dpDWYdfX8M7h9w/I/7f/nfAb3yD4j371iy2aS/xEKL/9ne4l6333uVqBUpTfOyQYRah+1j21fIgZgDsvMVmPZnwNPRmhqxaVrOFyhU6XYNLuPtUKmhXYNyEh6I4tCiddCphaQbCGkgZRMYQZqpkDgoQb0Lao8nNk+CG0C5TPKaylKJ6SVQseD7Z5Z/6aTwe7xL5h0jY8iGJuzI5gEtEEA7RrKLN1grpAwh66rjDlBW0b4oMInGPR2ySYnxH6BfPxdcL5KcvhGuP5EZGNmQ2vs3jr36HsjTHjmwQmwIjQas04n+NUDVFC5GoW2rGXjpgpQeqKPhCJ46F4FLAX9ahdQ4MwUN1C7sKVXIsG7Jcz1qIxmdIoFbCqFMfHFzz/3U9ZvrpgXfUQL/goIK6FNjKEDrJpyctUMagq3DikakpeZZZrWchgc4NgY6NzyrjElxfltLs/fdWxyLyx88TgckEHNe25x5+fY7d6+Nyj8GBsp8TAUL/sIo+lDkA8OlM0py3hbog0YCddCA0a9MiimwA7yYBu4qjWb3XN9Y0PO/eJgSB7X0dJDbs3kGKKSjLEDiFZh3KKbO/B6mc6i7P+/c6ycO8tOH2A7Pw8FCWSvd1pi1WE9itESlA9WjzInDM7Jq6nFJJQq4jrZc6zdIIRIfUtSmkKbRgUc5ZRj9A1iI05swHjpuBMCR7D5/GAntI4pRipgCmek2zClWKKNwG51qxXMz4KCnaSjAu1IBPLHUkIvXT9RN0i2a1O7uIbxGRdcFiyhVMD1EaCmX8LyPHJVRhdQW1dAdE0+yXBnT66mX+BhfTTj8sG+cegORa4qGlv/S2C178LskRcl8eusx46jvBhhmpmXXiHEkT3URSITlF1x8qqeoqEa136kC8p2+ek6X10sY8EAbQhNQtmcUCp58xMwDulcGiFyDfEbYG3MR6YhT1CPOvFBQfZBrcWp2Su5uFwl+fZOpGrsa7kSTqmF/WJjSUxGq+gSrvln2g1Q659A4xFvFBEGWFb09gU4z3eNXhrCHyDKEMSBIBjzSuOUZRtyZUwY+UVdxvPs0evWOyv+KNHx+hZ0xmkb9aY9SWibbfk4x26mBEohVaKW8Cr775GP3I0h58hRUN7McPEEQKYrIc0DSpLcWWJFgCF1F3YgLIWHUV4rSEIqP7Fv6B32SB/qeHLEuouVEZtbiBn5+A97dMZZ3/0zzDrazCyrP/aL6NMC0qhA4u++T4+VxBFqI0dzIvv47JbaGZIuImqjxDdjfZV8RRJrqKaKTR90CGq/Aw/+ErHNPkZImtd8pe/QPS4G7XSci4rFu4FLu5zIa8JgpCemVA1BfvphMYELH1FzwT0nHAURIy1ZVr3WV88opmsoXxNMj/mJLlBpD3r5w84Hdxk6kfcWv45j9P3uJfvs0ivoJMt2tvf4PXdv4mKBIulQWOVBxUSNTl1GIKrmCc9jGux3tGagNALYgyDfMpZkhI5xUm9YhimlHXBwjsq3zLQloV3nPmW98I+RyhGQY/GO6afHBL+xhOqUKOUoi6WbAQ9gkXB2WbMeFrRn1WcbSQUvgIgclDHljoybB8K9XJJcO89/NYaEgY4dfni+VJDqTfBT6ZjNF2LCNT7c/AWZQRxHkyAGVh0oik/vkCvjwl2U6oXFRoP2nZZUmVNeHVI/uACM9hBnMctVuish9IKWoNOmjd62Qyo0WnQscRaEJmAX8DaDXzToEJBdt+D5RlqtIdc/1nk6AAVaOTKOzC7gJ0taEuwFhnfhJ1rqOefQriOPvx9fPYBPrqHk5acmsNexP3FKUdxgE7HpOKotMGKw7YVeZywUS3o1yseDvdQTcFmOeNpMiQNYpwIcVsj2TqTekGjDJOm4HEYM24rJEzYLBe8QqFNRL+ccRDGbOqAYb3C2IgTaqY6YN2HKFcgJumiuNUcCTZR5QKJUigbzMDid95DPn8O8SZUCcRreJXCYo4yGl86dO9SRPCjcPmc+jGon+X4oqZ+eIK9cw8/e0QQHr/JP++hyKHuRhyqnaPyx/j++6jl56hkD9G9Lm1Ka/Ty+7j+u+AcfZdz3JwSGcuFqQj9CYXWBGXB9WrJo+EVnvY2KXGsNwUFnqIpKE2IaE1TLZg0Ja+rBUfxkJ1yxkYxR7uK42ydrF6R9tbwux+g+usENkGjKaUhv3iCJyKIhvi2oQwDstWSi3SAFU9Sr6hsSNCWNDYkakowljgZ0i9mvKobgk9n/PFnn+HOGr59siTO284+VVuKECI0k80zPBqlbTfGztZQUYavW5zW+MbhzwuWn55hoxSpW4w1+OUK2dnENA4pC3xg0aJQoe2CRcIQf3qKXt+AssAMBnjvO5/NS3ypIdML6GWwXKGGIyQvAFDOY9YmKGtpTyuagznR7QAzjlCNQk/66FTABbB3BfVCUDu34OhjMCkS70C5ROJNdL5CTAbBCOVO8fENKOkac1ejmldIOup8yYMdUJY27DHXmxxwwVebnGMzZFle0AsHeO0ZiaLWhs38HIUwU7CN51gperPXZMUznqhr9FYBrfbcqpYYN6W2m5zc+kVesocRw0kvQFUBhzd+lba/zimbTJIKWymU00zaJbOoT+gcVSA0GowXagWjYslF0mdSLJgnAVp1Y/BSGZTAoF4R24QLE2JVxat6yTjMqMSTe8dOkPCkXrAVDfgsn9H/wymTf/yA19sx1sOVF0se72quHSx4em9EVrYohIVuKIcTZtWKozXL+LTg/IPrRPM5wX/2K8gffZvk+jV0GOARprrkUoX8JYaNARAcUrdI7aAtkVWN7nfLecpqVGhpT1p8LXinUEVJe2wQEVQWojOD0orm2NAeV9jREGUCSCz6TWiUSnKkzlBR2GmHzQJcD6g7m0HxKN+ATkCXEPVAz5BkGxWPkTAGM0dtXO9+019Doh2UqpCtW4gzsPE+KoyAR8jubeTiIU35hO+t79FUNdvtknj9m+wvj+iFKU084s7Bn/F44x6H8RBRiqV4XmYbTEyArUvO0zFFW4EKWFnI6pzXUY8WsPWKNupzGvW4n19gRPDhJsPlCQ8H26y7mqN0HZsfkXhhGvVo6yVjG6Oac76voUfIMFhj1J5j0aACtM4RNYIshPFVVDZG1t6D3ghZOPRwF1/X3eElslBLJ9/6Akvppx2XDfKPgx7Svlqw+tYpyb/1NdTaO3hpUBdLWBwhpQNKRKedgF9n4Eok2OuWFNo3+iuVAOBdi3JLDmxA1BzzLBmxqo/5Zrnio2yM8Z5KW3pNga4XrHpbrFXHPOptMFGGC9NgXc0IxYWNuVUucMbydLiHKae0W/dpR1cw/U02o4x53CMQoWgLlE0IfUt77edRzkFTkzQFuY1YBgkGRetLVmFM4B1RU1EGCbYomb2sKA+WnD864/TwECWKUmp8FJLVnuRixXI75e2H53x+I2bnqKH3NZB4grYgPu2CTpRGAa5qsUlAshPzQ31KXdash2P6NiJLemjtcYs5Oo5RTYMeDJHlAu8chCE+CNDed8lc3mO3t4h/5sMvtFQu8ZNBRJD5AjUcIqscm8S4XmclBoLOMqRt0UnC/B98B19VhLfXSf/tdwjvJoh3EEUgG0h6DSZbqJe/h0veRa9eQpCCaCR7B1FBt9BSWZRv8enboEK8SdE4KFcw2IDpD6h7lleRIfGC6a3B/DWv++v4xSG3F0d8mo7xOuD64oT9/iZ3F4ccpUNKYOJa5r1NNoqnFOEaQRix3/uAxc3/gDAKCLUjjxNsLsxLWL+yS+ZanlV97qdL1tyUcxkj1BSVJo5CnBhyXUMtJL6hjFJCgVJ5Au8pgphGFIF3pK4hj2KiN0mClQ2IlOJYG8Czpjs9slGKxrfcCfs8mq1Qv/UE/eCcs70+o0XDPHEoLyhRnG5FONdw47M5x7sZgbeUIkxUnzoseH1njH3nNvf23uNgJBTvXefG3g0qPCGGmsuD7JcZ4kJwnvrpBSoIUXGE4SjOJAAAIABJREFUNC26nyBtt3OtIoG2kybbicbXQ6IrIe1Zi2obFJrm1BGsBdiJRVmLlBHiI5QqAYOXjjFWgUZqBThQ2RvXDAGzQtwYJWUXZINF6QZcD2V8N8EFaBMIDJCAvkCF426hMI1Q4pC0B+aCk7UdNgYZj9OE9vYvMowHxG3FYv/P6Icpi933qc4+Z33rPs+WRygT0G69xd2nf0yz/TYSZhTSkDUVq3TM268+5ulwm3Z8m80X30a04fPehI2550AUhY2Z2ogCYdCseJSuYVDkviZxhitNzadZj6225jTso5olm+WcMhlzhKP1C86DhlNpedvNWLNJxywP7yPZFgQhbNyGZIiYFTaL8acFKrHoXoBvwC+jyybwR+Dy2vwYZL/6H1L99m+jXAy1R0cGWQlq9yrqyTGUHpU/Q3p3QYfd6bQ+Q5LrUC9R7RESXIOq4HG8xqg+JEo2OaDmmmjERqT1jKfp+I22KOZ5lDL0nv2NO5CsMbv/i+gwY/nyB4wPvkugFMuoz0nUbfdPszV2Nt9mzRhOXENoArIoplIBDgdo2rBPWq6oogTtHEo8Tmu0A1yBbirEGCyKFot7eMjsoKJ89YSzkwX6aIoa9PBaUFnC5rMZ6fGC77+TsvGypk4CYm843UoxQcjZXsLuTgxqBfUM1VTIaBe/8y6uaQmTiLZu6W9mZLXC2JBZ6KmLBU9MxVdWO9SxIcoL9HCAILiTU+zeLlLXSBR3huxZCqMhw7/57xN84xtfdLlc4idA++w51DXBYEB9cop4jzKmm+Si8G3bSWoOXqL3dtFhSPknD5HGEN79ECTpAmbMChnfh96gW36NE9SqhfwxsvNLqNd/gkrfgThDkXfevtU+PhxTbr5HvP8x82Sdi1EP1wwp3THh8EPmUUpsImZhRjq5TbS84GQ4pOlvo5fHXCRDBq7l8837FOmY0flTXlOyK/DJ3q9QRFcIxiM2TEhmGiwNJ02PYd3Qek0/Ek7KhFYproQrzuqUW0FBmzv6pubRrM9oTVM2kBiL1DVFZikbxbqU5KEl9J7WWLSGsG0pwhjnKnpNQ6kDnDVoDMMwo49CiaNCsWMiMjwPX05Z/dYDgmlFvtYdSKpehDeeZ7cH7B7mnOwEZI3wyXVLL4pglePFYeuWxSTl+vMl+m+/zamGFEtx8xrexhwx5QqXC3pfdpSf1QS2Qg97uFlBuK3xhcZNHTq1+GmJ6SW00xwzTnFLj44NblYhjUIZwVcOrQOQEBV6pDboJO5kU2JRocZ07S3KzJFgHSWLzu3Ih1B5iHvd0pyOwFwgbtJpkN/Yzil89wedxE+pOfgB3X6QxoulsQ5vlrySmtk447St4Na/SRFnbCpFFmXMr32DM3Fsbd7jwEYExpLvfkA1e8nO1l2eTQ/QJiTYuIOkE1Yvv8d4cp0XTY1xFdVkj/3VDSb5jLS3wWPv2FhdsNy8x+DJH7KMhjS0xErhESLR7K3O+Ly3SVLNQAe0SnGuNOFgl6q4oB8PaNIR2xcvWO68S3F2gKx9DeolMthFkmHXm/TWwDnsaNhdF2tAoJ1WmHEMefWF1dGXAZcN8o9B+M1f6JwSZjPKR1PSr67TnheoJINbPwfTM7jY61K3BluQpUhkkPMVavYSdTEF8TTJGi4bcjpcpz9+jy2dMzQhZx//U6JogGsKytEV1OgGw/46aTqiLmesRUMCpTirpoTbb3GeDol0QN7fYqKETRPx7eIMh+egLkjjMaMo6RpKZQnEIeJxCK2xRE1JHqWotkUrTWUMYkIKVTMul5wdFOS/+5S6bbCFw6URpmph1EMtK/z2mKvf/5zm9jYcL9guQ063DUYZrBNaV6OWDdXmBK39mzjsFK9iHlz7BnuDTZgXGOexgaUNGozzuHEPnRfQeIYu4CBc0FcJkY9pHn1GeOc2en0Nv1yhrMW3LWrYx66t0fvlX8IEAdy//0WXyyV+ArSPP0OFAbbXQ65dRacJbjZDygqSBHdwgHnrfieFEOn8Vo3Bny2RyqGC7mWIT/H9KygRZHQfRusI91D5S1RvgCRXIEqRwd4bq6Mj5qNb5OVrTvuWbLSFrnOqwQSR25jTx8SDLUy2Tjl9ydNsDGGE+dn/lOdNiRbHetjj3LUE0vC6FtYCoXflq5w3K4ogYV7cZt3WHC1remFD1VoaH3AruWAjrPh2sc3PDg4BeFhscFxarqYrnpdDJkHBSdMnbxSRrwhbxf4qoWdqMgIC3zIjJaCm0hFpndNGESB4bRFfsowztGvQInhjiRF8khFWK3aiDL1c8MM//ZzV7++TtApnYHM45vnZS67NDFePFjy5P+RsIyKsHdOgZXcmHF8F20uIz5dUgSYdr7PMQXTJXt3jddQQxik4xakqOJEVhdZc/0Ir7RI/CaJ/929z+Ff+Kto2BHcnuK9dIbo36ezSPJj1CPEtzimiNUv9skWqHO8jUKqTM1QNZquHCgLwqguE0oA4xAcom4NLwJtu+qgakKD7Tvuuc5Gqy6GqQOmunRYXorTvLNAajwrfhHE5IOgmF+KEuWmYyTlz71k3AQMUS6UItWWvN+aTOkeZEI+iH0RUwERrDkZXeCVCsnaTMuoRmBC99wHSFAyzdfrZhAMlJDYluv51VstjBqNdvMDJ+TPG0ZD05i0Wz/6E8cYdnp49Jms62cM8iNlbHHLRW6duci6aJf3eFlenB1QKZPcDBoefsp+tkbmaweZdnkvN+s67FBcHNOsb2HKAZOuowCBKgV4hMkDpFdImmN6QdjpD2QBpW4L1gHb/KfbqZRrt/xcuG+QfAxuGhHfv0pyfU/zpEcn7E1DQns0JdjZgfAVZz7pkKS9gWlAatTlCNm7jzYdQB3ir2FRzFkpIlGPpFQfikb2v0oYpt9IRB95RAQ7NfrMiCzvN0rF39G2Pla8Jx9fZ0YaX9YKNIOVEPKNohPcNo3SNQRDjFVjnEdV0cgalsGhEabyvsW1DhSNGkQcRSdtQBH0Of+cT6u+8oN2eYCuPrytoalQU4wODWtbYZUlzdQP96pz6natsPn5NmwXk7+1R1zWDhUM1QjHoo1TdLXAkI+qtb+KyBK8Uj+OW+0HCYe1Iyorq9gR70dCbNSxMQzgYcxE6dj96gbpxE9oWXze0r14T3rmNm8+hlxLcu0v2la+gwxCatvu8xJcW8uo18d07uKMj4rfeot7fx52do7IMnSbomzf+XxspBTSvX2MmE3zTsvy9feIPNgmu91FGQ7rZ2VBNroHRyO47cPYctEFG96BaIaN12rbH4eIhxfgu2dEx/eEOeX5OdPKY8WALgpjpxT4bvU1C4OOL5/S33uHIN2S+ARz9sMcVrfnECxOTcFTnaDQ7NmKB56qNWZqc69GCZbvOh/0jFo3hRbOGKMWsjbC+4FG5wcSsWLM5a0nOn1xs0AsVy0aoVMhGUjN3CYmqCXWPVjS9qmKpI14tQm5MWhaF4SAfcHWc47UF1xJ7Q9ysKMIE23oq7bG+xa8aXv7mx5hzIfrjh4zHMedbilEdEm+NQYT7rxyrqwPcyQLrwJ7n5Fcm+FXBcOVxJwXNlU0Gs4rTv/Y1tno7nP7L36evI/ajFZmkpCrEiyDieKhO+MfhE375iyuzS/yEsGtr6K0t/PPnVD84p3owhzzHXF8nvDNGGU3zbEr7esliGBC+s0GwGRP/zBXEG9rzGpk7VOZRqUFWNe3rM8J7I3SUdMxvG3dL7+YcigSsvPH+LRGXoGzZBU2JoCwgCVChrIXGQdCyCg2NahjrkpweIpY5c16RE3rFhomw3nHqHaE4lvWK7STilXgGQcJxm5MpsEoTi/BaINWGRmluacPT4S5T8fR236YslhxpCMI+gytfZV5XBFFE2BshQYIfX2E02CI0mkQU/tYvEGZDRre+yaKY45oSOfgBrrfGRphSKcOWq8jDmMONO7SzA9KNe8zCjLCac74654aJuLL3NSRIWG7cZxZCG62xpTpHEaVapElRpgAJAUGnMXrYSbZ0rJj+T9+j95+/vmyQ/zW4bJD/Aoj/2i/R/sP/FfckxzcOs57QPJvBzsYbOVSCiEaZN+MfXQARytfgI1qlyXXFzAlGw1jDo7rgRphy3N8kVHAsQi5CoBQlQg2Eb+xzKiDSGqMiluJYoRnalMq32HjArlIobdAIQV1QRglhW6O9I49SvLZY19IoT/gmKS8QS6kcaeuJ25bloxOqT05pxim28ZhZgdMtjAfE33pMc3MT189QTUP42StWX7+NNhZnwJ4uiE5mpKXDhyFYQ3Re4rNtZHIHJlcoXy/YNgE5irFN2G9y/OsalVim1YxRYSizgGjVcu3BCY/fnfDq7oSmOqJ3c8J4eoK9uoNUFThHuTVi66tfpQ4MkQgYjTs8xO5crv98WaGMJtjaxl9cEN68TnN4SHT/HvXz510gzOERdnsbNRrCeATPnqMnE9x8Tv3gmOL3P2bt7/0ydgsIMzB5N25sc5wOcFs3qHVLvTbm5Ogl1/shISGL545rG3d5NHvBronor99mf/qSiQkZ9jY56m1hlUYrhZpcZyMZUeRTVq5hHGTECl56R6IMh85xI4iIreJcHFsmYhYGXJcZp02f1Ho+Xk7oWUffttTeMHMRd/tLembGd5c7rIclf3puSUJN35S0YhmbJWdNzKt6SEgJCANbk1Fx5jNOlsK1TLEmc85lzP5FyLUNQWhpjcU0JYhQnpasDs+RV3P4R9/B39vGtApvFeHmhNsR6EGKKIgevsRtDQmsZf7uLuPTJa93BmiB8QoOtxN8aImu77F56yvY9Zi+Clhs71BZSHWKcYqqqVBE/J/6M37XPGRLb3/RpXaJnxD+8BCKAoZDlPfdlPXllPJoiRQFKokRbfBHK4rTkqKumf/DjzDrE5Tu2EtlDSqKut8eHjL+O79IcCVAhTnu1NFMNeFe2A2LXi5pX80w4xizrbATOnbUDzvNstegNF4XFCbkpZujrWEAHAkcuddkOuOmUsxMiEIoEbR3tEq4b2N8CNta88R7PMLApmwjPEXYVjCT7vstbVlFKROlEKUYFgtUPECsRUSIRDFIB4yKBat4SKM0I+/w2rCKMsxqjultUxpLOLpCmBWYMENvvsUwP6FqS+JXP2S4KlhceZ9ADNMgobEhanIDjUeXOUfGEIcJs3JKuv0OF9SkRjh2jjEKq0zHzpu8CzVsUkQF2I0h7fkFF3//O7SPXtP/r9Ivupx+anHZIP8F0Psvfg338QPcbE6zPye+M0HEdze5c2CjN+MhECwKB7ph7gFbcSgNqTI0OqCvWh45h9GWQ+9ZNksG8Yj9akZmIjABgeokC0oZirZgYBNWgG8LYhNyLoLzNXG2RmQClG+ptGFQ5XjxeGVBgeFNMp144qagDELmgSFGEbiWJojJlUeLgn/0XXwUEOgMVy2oxwnkOQpDfX0dGWaAoGpPfXcX40EXBcpDvZaiw4jg4VNm37hGeljgDOjRVdRaD+88VRYSKjjxnqvakJmMb3/7Cfrf2CVtY25+eszBzQFtP8Udz8nmDeOTFU/vjsjLgiYzSHPGReLZUYZidcx1BSvVEtVv/lGvX8Flg/ylhC9LrGuRNMZMJtjxBBWGBDs7NK9eobTGbm0BYIdDdBSjez2kLBDXgtaYyZj5b3xM9N4m0c/FSKh4HDb40KDcATuTEctqyc5wh4PqlEhbjFJU67foRRnh2l3AM07HPJtcw6BYiKPdfpun3lG4kjLucxiktIlnw0YEdBMeCyhlcG3LOLLsi8H5mu0ooQYmSnjuMoZqyVa65EG+zTCoyCVh2gSkxnPeJvRsS+01k1Qj0uBUyEjP2IoqjqoIULStp5IIqxI+Wg0Qbfj6+JR5O2TNrkhMy0UBq0IYhR7lPYs46zTJ/8cDqk9OsI2muj4mWLXovKLdHuH7SRdGYgzh6Rx3ZQM9XeKvrhPtHxItKravbGEbRbWdUPiGycGM3q176EHGWtInWTlO3r2PKM12MmaWL8nJWVLyB/E+tFC7+l9fCJf4qUf94kUncwoCKEskSTq/8ihEmgbatiOOoo7hpchRYYQejdBJgjQ1KkzfRFFrqBvM+gazX/8eWIN79hx74wa0DX6+wOc5wY3rNC9fIasVdm8XFQeENwbI165T7xpGI+Ghd/Rbj6oF39Q0WchWEPGgKYlszAbCgQje1STaECiNtwlbCp65mp62PHANSikK15Ca7ijqBA6lZUcHFHGfnmup3jTHSZWzilJCFKVv0aKolSdyTSdrQoGryKMU7RpM61gmPaK2oRUhqUuKuEfiWkzSw4RJp9HeuIf5w/+RpL9N7MHFGU2vT1k29Oolg3TIUjyVb7gaD1kCnoiVb1m2MySwbNUKiVPExaAi5I3/uDstmP2Dh7T7UwDaICT6oorppxyXDfJfAFpr+r/yt+DsjPPf+S10EoCAm6+wkxRxptNINQKBcCHCGUtaqxBxxHQ3WSGO1wKBUmRBSt4sybTFKMMo7DPUhoV3OBR7Nua5eNAh60pzWC8ZmYBNE3CiNFvJCKMDVFuhdEArFYF3FDbEi2OlU0LT0kiDtAFF2OnCjEkQ11Brg5ysiNdj6qrFv5wzuDlmcVpg1hJq7QkWFa7XopzgEOrAEVcKfbFErMbFAdn3niJfv4M+PKcd9zDpAFUvCc8LlNGIB9946mGCFocoTS6OsmxRz+cE37xKNbtg/2YfCS1tU/L0ZsrOYcWDa5pUwa2XDbapON1OiLGUriQ+vqDxQktnB4QxcHr6RZfKJf5/wv+TfwJ1jcoyols3Udag05Tw+lWKH47xq057jtFEV2/QrnL8con0e9jRiFYL3jWUqxXmt77FdM+zcbdPYjRGWbQTdBQzDRLmbYkZ3+CZq3HawObbPPYtMtzj1HumUuPX71CKJ1EKm61x1xieEhIrjwGsTVjTllNxOFdzK0g7S7dACLWmrIUrccqkbXgZhiyspWjA2ICwTViUFV/tnfOkHLEoYG8w5eN8C6scG8GKozpjPSh5WvQJwpQH+RBjNQE1K6XJbEMlAU3T0o9anuU9drOSj2Z9NpOSqYoJ6pLzhabNFfrkgODxjPr5EoZ9gj/7v9l7sxBLt/RM71nTP+15x94xZUbO05nyDFWnVIPqlKRu9VHJVguMkGQ3uEFtYeOBxmCwrww2tI3BF76xDfJAG0wPIFtyq7usllVyt6RSqaRSVZ0xzzk5Z8Y87Hn/81rLF/vIV8KWqi6yCvIJAiIgiIvgi///1re+930fkn12B3laUg0S5LzAOYuMYkRRYdsJwcMjspubiLRAVlBd26Lx0SHltQ2iRov40hbRu18nGmzg8OjKUgpPpzUgMIqgBAJNVEWMXUHtKiSStFo+63J7zg/A4nd+B9IUGg2QEhZzkBLRbOGPj1c/lOWowQCnJHo4wBUlFJ/WWJwgopD64BC9PqQ+PsZV1arxFQK9ubmKsgZkr7ey9Syrlc1jfzWcynEsv/kxp/cekgWCC/sp6Wc3mZ5lXHnnmLph2L/ZhssbTK4ZonPrdPptRs6BlGypgEQIPrCWthC0pKJAIKucQgVoV+G8Q5kGO2EMWtHPFpwqw1IFqE8HUcpZFlKikAgUJl+QRzGiXjnK5NpgrETZmkqtXDPCqqDUAYF1zMMQ52usUDgBmda08yVp1GJ86ydQYZsomxPGPZAhOgzIpcDbioGX3C0XK/GeDOkJQeZqKtOglhnvqiWbdGkREzsPHooPT1n+049ABqsDCrB8710aL734rMrph5rnDfJflp0LcHpK46U3sON7qEawspXyDoTCUSFkgHcVuyxpqZC+q1YnUx0zcRVGaLSAK0LxBIE0DQyehatwQhEgqBFEWGIUpfdEOBpC0NERZV3Q1hGECU4KlK0I65JlFGNQTKRCFTmBifDzDB9aTBxTTCuSyOKAZV2AtyTUnHz3CdFP32S067C1Rn80ZnrjKpt/egd/bYjrxMhlju+1cBJ04fDW4rfWMPf3qC5tUrx8kToJEOf7K5HsIqfe7sNkCkoglaCYV4RxyMhVSO/oKc3D0SkqrZg9GjOoG3ROU44vRNi4gV5k1IFkowhYhhKrFaOeYSkrAm+InMT+zFeQeKRbKX9lXa+ip5/zI0f9x9+EyXgV/1zXK+GO9+itTXS7TXD1Cmatz+TX/3fMuW2CGzew77+PurBDeXzI9+ITAtXgysGCO5c0vWGI3RvRut5mS2qOnGWBYAuBUIqXVcz7dYH2NdpLrDFck5oHQYwTkqEQ7BpFX0g+KGagE5yXnJQL1sMOPRypUgRCcFrmJDpiIhVpueRi2OSwcrRMhJWWIxmircN4R6yWeKdWe8RmJVmYVoZeBOM6oagtXit6erVCcXcWE+iaeW04Syte7eUkquBDt84rzUOmdciubwOWVztjvvukizuY8PTRMdMzz8kHd4iKnIO1cyRlSnsgCQ/H2PUW2cvnkVED21Sog1NEnOAXGb7fRp9N8N5RbLaRQuHzJW57jfDOHmqe49sJyZe/zFo45ODGhzSDGCccqvQ4I2npiHBumbcdbRmic8m/G/wmpS1RKApfsCjnNIPWsy6953wf2D/65mp6HASrwKY4wacpvpFAHCMbCQ6xWocrCpw20EhwywVSK0QcUe3vr94lYbiKH3cOH4TUe7uowQCKEhmFlHt7BOfP4b2nVoJJPmE3zjl/WDPZaiBrR1h4RrFEPRizDB1PdxJaqaOxhOydQ7a+NuPplad8lDqWb25QXOvy3rig+Z0j5kiW1ztEN/sEGx2iMEJKSSUS1oXAxQmGVRhKZiICwAlJO58zjjvMdYApC5wAETbR3iGsIzchxlU4oJQa5Vaedyk1sbPYlaSRqCqwYYKwnka+EtPmQYxzHrHxCkJAGjXxroS6JBCKphCMowiN4ZoOUK7mxAu8d6TAutSc2hJhAk7tjMpVbIwN2Td3Kd47XoWjZCnoVftX/+7vwS//8jOsqB9enjfIf0nU7du4RkK4uUn6zQeo2K0EaIVGmDkjUdOVBmRGXpU0vGFNBYwA5x0g6UvN1NXcqxZo08C4GidWTfFQSGpXcZpPuJ2s8WkYLplzPHQW5yr6rSELIXGAw+DKlAYen1foSLL87jHyXIRKctzBkrqt0dsWu7sgPRcRxQI7LanqAtdsMPvmFP35kMk7u7Q8PNm5gV1CN2pQNwKCEupQIPdGiOtbqLmnSiRaCspL66h5ij0/QBQlTOfoIIZklfYnFtkq2MN7pLVEYcR6JflocYwwHfxxSR4K5L0xM7mkU1T09mcs1mKq0jLdaGEnI1zuWfRCqlAijcQKiWgb+tsX0Qga1iM8eGMQ3ecWUj+SPHm6ugH485UgwElJdGEHlCK8dhUz6BP9tZ9gtv+Y3sY69+8tKNccWicEMdhWQljMiE2CKi3LT05YfOUiGo8DEmmwQIig8h4jFAtfU9sCvONIBnig9I69uiLQIRYQ0hBKyRGejk7QwMw5zilF6j2BMrSCmJMy5VrYxAO1CAmFY2E1l3zKVBkWStGKK5ZZQOVAS89B1aYbeqQUnNYN2qZkVCq+PemiTYRSFSWG6+EZpe0QyJqTqgm25KNsQCgsRtRsmCV/9vWKxR9+h/jkEBnHDGYTlt0+k57h3O59Hm9doXVyghovEJGiuL5O+w8+In/jOtHRguyVHj4tKI1DbPbQd/eohwnh2QIrLdYoypvncI2A1ld/hpaNKUKF/tmfoDJgCo9VgsLUNDNN1hYEFnCQmdXULib61HzE8r+89z/z733m7z6DYnvOD0r54YcrsWxRIJIEP5tBI0EVJdZa/GKJWh9iixKpDTJJoCpxZYXo9XDeo9odnPdQltR7+4huF9VorKbFszlqrb9KmN0csKsWjFSOqcFEYBptCn1K7zhlbzti66DguOMJo4DuMsdKyV4fOtYjlhmjlsClKROdMPwn9xgPI5aJQWcWoQTF8YTwa3dJ+23cepv+K+d5dA42Lm/QKgvmUZNGZUm1QgJBVZCGDeIyZWE0TkYYVyJsxTyMCZGUeBpFCmGDUkqaVYGnxEYxwpdIa8m1JtIR1lkKFaF1Db5EeImQDikU1mZoDFZHSO8RzpFqg7GOykja3mG8ZywNus7ZVgHH3lHhyedL0n/2iPAP9jixGj1YQwSrNRghJXpzg/ppifv2t591Sf3Q8jxE5S+JEAJ17Tr6Z75Kfdhg/n98hJ1miLAAXTByJYdyyf1qRFuFNPCcuZotqXFAKARrQCIllY6J8AyVAQQG2PhUBKCF5NBZ9uqUFoK2ChhKxdWwSUMZrHPoyRKWJX5ekXpBPcrJsyXZ73xM/fEEAZR3Dsju7CMx2HvH5E9mOC+xJzOO3q149MBRnVTM5oLou/cpgwBZFoRYTte3UU6t9kFVQHF1A+EFHo+PVo4cIgioh22srdDjJdIEq/3nyCAXS8yiwtV2FRt6mhFWBbWJWU/6nEyWyHtjHB57OGPNxsx6AZO1iI2nc2wSEixzaCRI50ibBlM65sWMypbMbl9FSQNApiW1hKxaIm698OwK5DnfFy7PYToB50ArauF5Vx8zsUs+SGZgLXc3BanL0Z95hcM3L1Epz5kuqC9uEXmF3thEBREPr7dBCAZHKflsgTtbrBQBQrAtFSPvaUvFE1sAnljFdGVAomNmn5qnGlcTqZCiztn3jkQZ8I6ZtQipaAjBTAgK7zjylvM6wrmaQdIhdBZrItZD0FrhvONAhKvodieQ0rOZ1Fxo5Gx1IqJGh34jIgkDQuWZVgEtmdEKDW2Z8pnOGS1dMbZNWqHgtG6ydAEtVXAlHDFaGpbHOY9+7Q7F7z/C5ClVu0uYL9lajsiaHS48/ghTl9TNJmdhl8lrNygvD0nunZDdvoqd5Sxvn4OiwpwticYVappitwdEswq5yDFfeJP2rZdY/4m3afz8z5LoJkW8ulEKr1xDO0ElaupYIStH1pDgBbJaNc0LVZGLikjrlXAI+Ob+Hz7TunvO94ddLvGHR58G8nik0ahhU7oOAAAgAElEQVReDxGG+LJADYfIbhdhDKbbQXU7iLLE1zV6axOKAulX4nOVRFBViChExCGUJU6I1fqGtYyKMenxAUuXE5SOoPZYX6NLS7K0VKGmUJ6jrmD71GGNQiCRlSWUmkp6tvcz8n6TSIa0TxeMN5vYqmRRzXBK4bRiw8Yk3Q7tKCYsFfX/+qf0/vFDpv/1tzn+z/+A9Fu7zEcVcVlR4dGuopBy5QqDWr3bpEJ4j/ZghcTUBcuouboJ8540bFBqg3GONGpgfI2RhrgqkMIAdrX2KAMKKVfNtauInSApViK7ghrx6d5ygkN5KKWk0AFNrREC9p1F4uGkJP3vvo3ZXbJMJCfbDaZtQ23k6oYujJBaI9sdODsl39191qX1Q8nzCfL3QfIrf4fTf+1rRJ85h7/UpxQe62rqQBGbmBCYOEeFIBSOUiiELRhJw9zV5M4yVWa1GO8qCqF4akucrxmEbbyrKZAkynAOxzhuUuMR3mLTgmpisXKKm5W4YUj9JMW9uwQpsX/8CPPXr7D81mNUbCg/fx1R1dg/22e53uHgLEa8ex9fbCPxLB7OuHD3MXcuvEgkBV5C4RU4i48SxGyJizViPEMog5QaLyQqLXCRgkVG3U1QeY3rJPgso9kPaP+111GNADsr8WVNpTRSStaiBmk6J/7OISJyxPOCPIBis8PmvRG6sJRVThoE2EijCo93jv5xSn4uRnz+Tbo3XuKkmNElAKEpnWXeCGj3+8+4Mp7zV2Xy+CMKU9GwksdMuOqbRAQ8VFMaBBzLlBLLlIJcWHqXbpAVNbLXpfHCbV5+7at8697vI/cPuXB/xnfeHJCkFpxl8d98gw+CCPeffIUgVoxczRqS3K/2hDtCYKTmYZ3RVyG5EGzoEI3gkVfk3q2cYqShrxT7dUagDFtJi3uzA7pRh0BItIkIhGQaNRBS0yyWlFGbqq5YEyVHhAxsQSVDem51gM3UAOOWVLqFxbNlTtHRFt4arPUEwrGkwXo7RAvIc4vdK+G4JL1/yuM/+i5z08NKxVqVYsIYk6dMBpukZc7o0kt4a7l39VXKsqK5XFAEEadnNcFYUjQGNB6ckL+4g8kzZJgRFDVVuiR6cMbs1euE+Zz43/wF5NY2rVmFV5pEglWCeC5Im6CVxlsBgcY7T1RIau1pjR2LxHHHHvOf1f+UMIjwThAZgzGSx9OHFPVKPPWcHx3Sf/JbEMcwn6+myGGEOztDbayvNAL1apXAA/b4eDU9jmNE0sKdniHbLexohGy2sCdnqOEQ1e1CEOHqCtdKSNuGsRgRTjKW2w2ElLg8Z9FtcuGjGWExZ96PaU4LWs2ICke8rLBVQdo07NxdkOSes40GBztNkJI08uxMKs52uqhQsR3GtOYVfnOInGWINIPSoU5OKa5tEHiB9+BOl9T/511y7Sn/7BHZL75JdbGLL4+on87Jj+c0sgL3N25gL67RaVmKpEVoQdU1hQnQrkY4T60MeEtYZlQmRtUr8Z6ra1qs9DRKQCUkZRDjseQ6oNYh0lUYZUDUFMHKZUYiKExA4SyRNJwhyeqU6ftHxP/oLi62GB1y0HYM8pSj0PGRnfGKvkCTCL9crg45w3WUc8+6tH4oed4gfx8Eb34WdfEi9aMJ1YUebjNiMV4gtjxpvmSzuUbuS5pC4r0gEpJaasbesiM1h0KRVQsK3aCrAkpvmdQF7ahDoAI265yzMMR4oCyoMseQlEnUxI4LqidT9CAm+5PHNF7cxp0tcL/xDnJrAKczikmBOFkipinFxye4uobf+5iHw4tIo2g/OaTCsxCC9Pcfce/iCwR1QR206I0Oac7HnLUHZHXIMAZtLb6s8GtNRFljqQk+2EVc2qDcbCEzC8Ygygpf5PT/1qsE/QhXO+qTBcGlLqIqSYMYaVcz8yoIGU7nZO0mlx9PWFzsk1+POFxOaNeCSnhsVRJIg1eGk89cZuMzn2c+TPB1RY7jnhpzzvWZUbD5C7/yrMviOd8HenOb+/UJnaBNr1KMVIETnoaKCKxnpHKkkCzNSihqnGNsKtrXXmAgWxxWM/rNAWfxlIMLTbwR7F3rYVWFMREL6xAPT1je2iD0HiUlbe+Z1gVrQcKElb/qtlR86Cq0MCRCYHRAz3nuVym9ZI0N4HGdEYYtAjybSZ8CAd5hpCLO53ihmIWrNREnNZvMOPUhRnjmMqDwAsFq9/hsUXAjPGWkmgTUGApC6QjdEh/F1CLBWfC5JZt60v/pX+APJ9BsEhc5WXedZlGzsX+fo6svsHn/I94/f5N4MiVrNJkUjpujpyTLKZ9cepnL9z9g3OgyHm6zSAu2Hz/goxtvcK5cYB4co3qGur9G/GCfxeVtlr1Nzv/Nn6cYxuSZIotLrJcERQ14Mi2oREVUSnKrsGFBNw2pEoOysGx4LI5/kX5Ip91klC1w3mFMQFVV/NyNL/Ktvd/nrYvPHZF/lMj/5E8gzxGNBNlfg6rEz+eI7W2E0jjnVyl2xuDmC3xVYdb6uPkCjF59ek99eIhsNhBKYBdLcmk5NBmDuyfMupp8rUE6jAjHSyKvWbQjwsoz3mjgBRRGsOjHeFfQcAGzniCsPJmp2N2JaaSWCImJYraPUvKrG9Sdkvb+FHHtPN1PjtFnc/JGhGuEBA8mVGsthPOowynlpQHRvSPKC4OVwHdeUJ1fw3z9I7JL69RhhBlPUIGmLBzyH73PZLNH+acfU/zsbcLbmyQXu+RRgVoI/NMx1oG/1CFpCzKvUN4SFCmVNHgpqFWE9pakLMmjGFcrpPBI58iVRtqcSsWEVc5SOIwKEVlNLCrKKCQ0ARs0OP3tx8xaBhmE+ApaMqGKPC5NWVMxC0qS1OMRCClQG+vI6PlB9S/ieYP8fSClJLz9MtV730CtN2DZhXTOeCDpuYTSe4YqYOmhJVYH7VMPLeBJnaNVwCthhw9shXIWIRQvhS0yE2GloJzUlJ+kLO+POXpwgCoUy0aEjyt0u4U4miP/+iX8cYVNn8Ir5yg22gSHI7xS5H+yh20E1BeHZN98yDJtsl56zDuPSQdr4D2z05pCBchJzrXHd9g9d5WZNnjv2T13FVPkCOspZhVpadBpzEg32alPMCEUVzcgCpFO4KdTaDaQlUC0E1TDYEuL1BIqj5eKXAUEeb5KDPpwn3CWIdcHqEigqhHR41OiJGJqHTYIaY5TZkNF52fepjvYIrcFHsUahtrmLJRmy7eZiBwZGUzw/B/8R5F2Z51x5Iit5YrrcCea0rQBCypCEZJWU2yguF4N+TCakrqKi2WLcZLQryO+l33M59dfYHyyh7p1gy4l2/ffZ/+LWyymZzR0TPm/3eH0wbc4+/I5Jq+dp325iYs1o9pyMFqwOJnzaLtHrkoOCPBTS1wEZANBXRW4ecreuKQ+G+Ff6FElkmqcIe6fcWoCxLUKJyXL4wn+/oiDZoR/0RP0NZWGqLL4oiI7yPijuxX1xydMpncZn4+Yna/QowWX37tD1X1AdKGB2B5SHy8JvvYvyS9dQwCiLKmH60itie9/grv9OkKVKFszHc047e1Q1J43Du4yb3SQGxdQtmLUXSexJY8v3kJUFaKq2E7P+N7GVVRZIQLL3XiDG2aJvXiVcG8fud7n5bfeYtwKMb6izj0+USy1IHeGQVoy0iHdElwNTwvFTWeoJZilY9EVLGzJAVNGokQKQ2RCyirHWkuoAsb5HGVmz7r8nvNXRBwcIJpN5FofEUX4xQJxbhu9vUV55w4Iia9K1GCA3txEdrt4oVbhWYDqreFrizQG2WziipKzxDMrT1l2O8S9kI3Tgrs7Eck0o7Y1y8QgtGb96YynaxBaiVUByVlGOUxY2x2zdz4hNAHN8ZTEJJhLW+jlatfXdQVx7nAX14kPz1CFo25HuH4TpMCXFdXVDdTeGG8UtptgjaTqNwgeHFG8uEP45JTscg8VDLB5wfjE0h8kMM7xWKwx2LOU7OY27v1T/GmG/9P7ZNe28N0m8Tv3EEpxdPUq9uF9zl59icFPDuhc7OLbGucdde4JfYYA2sspCyK0sVQiJCxrSi8ozlKy3ROqj06p5g79zlOywzHFL71JeKWLtHDaCwlGBbNqjgs7NBaeOtToqmKua6Sq2Iiaq1tibQhvXIf4+fvzL+J5g/x9Ev/b/w7pz38NOWygZgUuqfDfqRmdb3Otvckaig9czTWhefr4jCovWF7b4LqO2fOOIi8pjudcaSRUay2O3z0gP9rHP56SL+dEmaBWHrOssOeGuHkKGRTTGdHH+/ifugoC/B/dp7w5QLRbiOMl6aUe5ruH1MOY+P4R4mHEaBgTtfosJp5FvqQM1rl670Pu33htJUwyAVmQoPMMISWlidk+eMSxuYCazJgMNgkrkB7k8RQZQ3VlA5XW6CcnVNtd9P6E6uomg7hCSPC1o57lyEAhEkNiCyxw8LV9xOOM4tKA4HiOMiuT8vryJuEHT9luhlS9PrQHvPL23+A0qalwnKubfCJOeJFNHgUV2oFC0rKacee5i+OPMv+F/F2wlpvBkDfkJd4ohwSVQKqQy/S540YAXMob3FMTvscua65HIRyN3pB7fkKlFeuXrjHb/4TRTg+ZRERhTGd/wehCl4NhQOOdE9InCw61IJ4XjEYlBILRuufyJzXT6zF+YWmLiGJzjeh7jxhcWkP02/D+UzauDql/c5fFdEH6+kVaf3iXctjAnRtSPzymfPE8YppinYc/fMTsg6ecfOYqycEYU9ZM2n3s1FJIjZGajfsfkXWOmAcJ43nB2WJC68kxReMUUVUkQZvTXHFDF9S9NfRiDmVO9vJrVEmDx7Mat36VXjZnHjRo2JKH528QeovIM+aNLqciYGMxpTM54cOLL6HyjFiH9OOAZZaSC880aGB2n8IbG2RRQvBzf5NPioRGZolVgMBRFYoGnvlSkHYE5RiUhUMdUGeWqqFpzR1/qCy/pf6Ad9NHGAWxiTCuQVnVeOExUjFs9llWOYWbPuPKe85fBVfXuOkMFQYkr79G8cldit09ki99keSLX6D88EPiz3+W9P/6+sr2LQyIbl6nvHuP/NEj4h//Io3XX2f8D/4hdNrYazs8vPcdRJZCHNHeucTg2wdMOwYfhoQ2pz/1nLy4g7j3hMkwhqahkoL+WUneTaiU4OxCh62ZpdppERcCjMQqjTeW4L0npD92A7FM0ZMMvzPE15aqHxFWCh8FBMcTfFXjnUMua8LxAmG2EYGhfOkCXkrKK+ugJSUVmWpQpyW1VYzqmEv3PuHk9RfxxwtC5ZmJiI3jGYvrFygyB+Oa6eZFBiLl9CAn2tkh/N5DlsUSd+cbBP/V20T9iL5NsVLia08eRHz8QNKvMsyTpxTfeIpQQLtJ/P59XBLAxU1cqKh2BtQf7GPvnhI8OGb96oAqUITjilw65pGnmRbUzQYRlkpBWZYYpdGbfcKLF/DB83foX8TzBvn7JH79NYgTqjsn2GWX+EbC/Dc/gl95g/rplO98cky2v+B3nxwzPLMsjGO21uZoLSL2AbNlTbOC6bTEJgFurY2bz1BxQpRLXBJixgvqYQdXWcKzGWUsEWtrK2X43gw5WyJKS/ngGBUE1FJQTSS5tTSOFjzp7yARJGXOrDdE1TXhfIHAM+6to7ynrmtOepv4qsBoTdZoQ1Uy7q1TSkVSLLGzEdVP/hTdl17CLudkj58wGp3RyvZY331IeqmPDhSysPiLDaRReC2pnkxWPtGhRLKKB/YWWBZUIcSLAtdpUF0YIBZLfBxQd0LiixfZfOmLLFtwpbJkkaJZeNpRmyc+JaklubDMZEXpa0z33DOuhuf8IDjvkEbxZ9VjPhFj/kc9J/SKz8urfMFcplmtHlMSwW074AMjiK2i6TVeCG5Wa5x12+ysX+Nguk9x4zxBU1KEM7pzyykC2WqRFyN8bRBeUDZDDiNF93hJWArKUBGice0IohYCQX55QKAN1ijyS32k1NQbXcw8xZRQDVt4CRhDdWGAL0tEZPBe4IscZxQqryi7DQoHsoKZiXDOI4GHvW2k90jhOUp6GO+YBgl15UnKit3WOibLIHaUSBpVgchyivN91HJOWlaEUjFp9uguJkxaG5zfvcPHl14hKlOywOBVyNRFRIspvXxOgVpZbVUVG4szplc/y80Xb3H2z5fEOmTvx36Kl4hZE5Y7S8ElD4n3PE0Vm6HgIgXH3qC840AEKOcZhpqshHljwX86/2N23IKALkaWIBx78xN6cYdlNSIMQ+ZVys/d/AJZPae2FVqZZ1p/z/nL4e58SPLGq2A94YUdqkePiV5+ifi12+gkJrx+nebnPkdy8xbF/j5CCILtbaqnu4Qv3KLx5pvQbvLwcoNgZxuTaPSrL5POx2x98x4bNz7Hw6t3aR5O6H7+87T+h9/g7O03uXz5Ngcf/0OCWUX1whXkk33ctQus94Z0732C6idEn3xM9vpN9MEMMS9QL9/E3XlAeaGP1RbXDgjvH1MPmvgwQNYVvq7xOsautcF5ygjC3Sn12gbO1aiswvUUi1TTKme4OkQvcrwJicsM/6jmxPRZ6/UpK8mR6XLt8AGTzQ79MqOapewlQ9bTFFXWHMQdGqFHPT5k1FmncVpw2Nkm/QdH3HxryP5Ckh8taN3ZY/Pju6Tbl1kWJYOOIrchIq/pmJL8yhZeOXTtsJtr1MvFKkn3aEJ5cUA0z2ieLMku9PFZis8LKm1QlSX1GS1heFodo29c59XP/gwyClFB8KzL64eS5y4WPwD66jVc4aknnu4MliHMfv1dPvwH32X5f9/F7k6JrWHSMQgpIYjYvpdx/l8+JAgjGu/sQm0RUiCsI1haSAvCdx8jrEcejqGqUHmGXetgrELOU2wzwj1aUPQS0mGPyWPD9HHBnBaTMmZKTCOdU8cNBqMD6jhGl6sJrlECqzVpq4suMlRZkkUNMAFSQGoipLcsdYSSq7QgZzRVbw3pHWWzTffFm1z88S/Cz/8b8B/9x5xOuhzLAdXTGfW7R6s/jveUT6bYbsKfG3j5wuLe38M2NFYL6o0uXoBrxpgHR4iiJPnJt+h84UsULYlQcjW1ljDtCXZEm4ZVXKrbdHTErM7IhaU5OP8Mq+A5PyjeO5yzCASVKwlUCFrzR+Ih/6X7bf5Y77GgYFfPKYUjcwXKC2rhafqQuaiIzu9wN5pRKOhevkmzO0CqlWPCpBzTmuQ4rRjuLznWObry1NJTrLW4pPu4a1ucaw0ZqJgwrXGuhk4ThEDOcmy4+l1ykWF7DchL3Lkh0gSovVMcbrVcjEAejfHOk13ZJFCgPFSZZJoGJFXOejoBPFYoai/opTOMXe32bszPGC7HaLGKwW2WGXOh0RLkMiW/egPz6D7Je++gwpgXTx/x6sHHuDAgEY40btDI5ngP7cWU/mJCb3LCYWcdPFzb+4STRo/h+JD0i29hvvITrG/1Oemsk7fW+NyXX6OoJQcyJpGCtIAzGdM1UC0938kNR0vFAs3xHBp4pPfYSvGwnlPLktpa8rzNrFiihKKqY/IsREqBETFaSoQQOCqezN9/ZnX3nL8ix8dEN28S3biGiCLCWzeJX34JISQIQXjrJliLbLeIb90kunUT2WoS3rxB8OptjoKcx2qGefVlbtx4k0zWtF99jf6Xv0LnP/z32e+Be+0Wp6/sEK9vMrq0RvOzn0P3e+Tba/gvvMrFN77AIGxy7l/5KoNrLyOkpPnGm9TDNu0vfxlvLfzi26xdexXhQQ6HhIcLwv4QhEBNM9SVHZKPD4k+3CXc2YFhDy0U8cECf2kTdTyFJKJqhvDJIYtRBU5yYmOmSQ+fVpRxg8wb4rpgEnYITyYkWtEoUnxesxdtkIUtssozCtpkQUzhYBEmqLIErVjkis3TA8z+nOO//x7b//0/I/vGU6LdE/YGO+jS4r2impTE85R910DkJcWogtJRWU9ZeoInZ7gkQS0z9LxEBhECsIGh02jRjTpETqGWGZGOaJ2muB97jfZbX8aGClHXCCGedXX9UPK8Qf4BCF+9vbKnmiyQ9yY4Z1lQEWSr02n7LMMlEf32gA3dYKuShLXDNSPCWUX62g6218AaiTqbUSUKm6fUW33kPKW4voU+meMaMeF37+O9588/OJgxfuxY1CEzH4GDUXuNoEihLLl/9RWkrXm8dRVRVmQ6oJnOEQjiImdeQ2EiXByjnMV4ixUCbM3O4SOkEsjXX4f/4O+y8at/BzlcpxAKjaf2jtoLlLNMml1Us83SB+QupLo/wn+a2pP+zn3SeiVMAlaWN9d7SC8JD6boB0dYVyGFRHzpdYJf/ddJrt8EKakC8MJTBQocq2bZQS9oUIaCc3WD33Mf8h25j/u0eXnOjyZaGVKbEukILTWRiqhdTeUqBIL33D5jvbKA2jMpfdlEIThROYnX7MopWhlulT3KZsiFzevIRoOWiSkHLXwc0Tlc4Nf77O80uZLG9BeOzbBLe9DHeLWKYfWe4GCKeXKMU6BPF7gkRE2WRIcpzkjM/UPcsAsI6nKJ3eojljnBkzMkCpdEqOkS0YjxgcR7kLtzOgfHSCk5PzlikE4olOHi5IBFEBPaiouzQxY6YmM5IqlzZkGCF5JaKvasRo7HqNEZfrmAZguEoDc74eHaeXITsjU5Zm18xGlzDWctV/buMm10KJIGg/ER3hiUq1F4irLG/8IvUb3xJv0AliKg9ZnXKTY2WSpD063EtomW5EJRO4tzgPN4E6AqgVCCRAl05YmF46xWfFjN8GqCtzGZn+Jtl9oa8JrZMsQ7z+F8xi/ceotxPgfg6eK9Z1p7z/kr8Kn9GgB65U8e3Lyxaq68J7h4Ae/9KqHNe6gqcI76xkVOb60zlgUzXRJcuMiH0YT6/DrW1lwpWoxMgfTQfOU2jVdeQQqJevEGwlpyUdN77TZXX/oCzU4Xc+0ygYqotrqoK5for11E/PjrBM0O7uYO0a1bMOzhzw2JPvsGdFtEm+dwX3wFaQJab3wOu7NOcXOLtVfeRF++QPjZ1xCdFtFLr+GaITYMKdt91CInmU85iwZk45IsE5ROsLV7j7Nmn7b0lA5KFaJnE/bPX2PNFXjn2Th4xJZb7RRvHz7i0sFDQjwVkmqZchI0GXWGSEBXFSeD83RFzbTVR9maVjolj2I6p4esHe3hECziNickFAtPHYfY/Tl6muNsxfLaENeMcFWFF5LEK2QzxkUBzUVFFRtahzPkz/00a7ffIPMF2fPY9/9PnjfIPwDh22+vHhjOI59MEAU0KrASkk4PM1xjvdWn/8Eeot3CzApsIKm3+6izOfH7u7hGiM8LzCf7SC8QUUTdjhDTJb4RUbdCRFlRvLSDTyLkPGXRG3Awj7h48JBRb53IWbz3FNKwbLQRSlGqgGsP3mdrtE93PsJFCa3xMZnztOcjdJ6SWUBKOosx8XKBdRAazdmrn2Ptq2/TfOVlqqTFQho6epXqt/SgvV811FKRYHnx7bfo/PIvEf7tv4XIatyswjuoRzn2tz7A+dWVspvnRKMp5mQO7SayKIk3z9P7t/42nZ9+G7M+WJm3W4+V4Eu7uqarxep7IfBKsuhIypbGd0N+Xb2Df35F+yNNP1oDIKszsjqjsiW1r/F4Yh1zqpd8XT/kN/T7/D3xz/l74uv8trnL2C8/tZTyKKmYktPc2GY3zpkbh4kiZCPm0sZlbKhpNbtcGDnaaNyNbeKz1V6isBazN8IbjR4vV6raOMY8OcFGCm9rzNEE1wgRzuOkB2+JH42x3iKcR08zfByi906pzw9woUY9HbG3aNGZT2iUGUsTEdtVo19LTatMQUkEnmaVU4vV49gjqIXkwvQQKzU6y/FPHrO4dhP38Sdk+wfc653j8miPnfEBH+68wNHwHHNpqJXBaLkS/1qLqEoe7NwkDxPKVodHt97gtV/8V6mvXGUj0ZQojIR6OCRWisNSciQCruiKSAmWztPFob3jYWU4L0tuiYwKTZ8K4RxHKH6t+C5/330PRcCyFAgsaS6YphrlepSkBCpm6XJGecow6SHRpPUY654nYP5IIOX/a+OGEAitEc6hPhV+C+9XN6WfJpp67znRBY8Z0SdBNxoEtSBRIb2gw1pjgLSCU5WR+prMFmyKDuHFS5TC0bj9Mjow0AnZuHmbetCkjgzxiy+i7OqdEP34l1gMDc3XP4PHEd96gaj0yNoR3H6R/sYVzI+9jtEh7Vdex710CRUYzGdvE375C+TtgGC4ztrGNfjca5Smg3l6hiRC7lxnfu4SgXcUvQusL6c0p2PyZpeDrUuYQJMGMVeOHzKLm8TSExYZVRgRjE95unVlNc5aLjncvMRpd52wzDhe32F9OaEtPf35iJkTnDt+zMILcJ6ssnQXY46SHl5rDobnGbXW2MnHHC0Drhw9Rp4syKZQS8X+5g5yVoMHeTLB6dUjzNmK8PIVBh8fkXz1Lbba62z/6q8SX75C7msiDEsyLI7d+999xsX1w8nzHeQfgPgrbxF96Uvk3/kOAC8cwe7AkV8I6VYaLSRyklJdHCK9oDYeWSvqrT51mhIWJWqyJE8U6UvbuEgjoxj9+CFqklJc3wCtCO4eos7mZG+9Qv1kyq5qM6jGFCbESYXJ55TaoIzm+sfvgBDc2b7BqDPgLGqT1Y5mOuPp9lVstArf2FycsZ80cGHC/PINgosXaF29SrvdoHKAgDYVM2F4hQUjITghJsaxL2MC59DABEntDYGC7kfv46yjeDhF9QO8EASJhtqTKcPJuzP0Nx4TfP4qhQgQcYTaHVEriFMLsSbMLLO+R5UeIUFaTxUp4oXFaoFVHuGgPbLsrk1RXnOqCp4vWfzoUtY5iW6Q1SkCQWpTYh2T1RlCSKy1/Jr/A5pBi5ldCbv21JzPV+cR3nFB9jjVNUVTc0XvsDlRcO469qNjxEsDQpbI2hKXDn99h/DP7kK3hZpnuG5CudZEnno8jnKjhdvogzaUN88hraAcNrCbfWpfUb6wg69r6nYCt85TS0t5ZYPw3iEejzP1MvgAACAASURBVHl0gl1vc5gMGOTg/Sr98bjZJ1CC97ZvUTqPqireHV6hkprd/jlKoYjqgveHVyhNgLGrmNpplGCqivvdc+QLzyBqMQrblNoQOssyTmiVGc6DDEKkUeQq5P7OLVrLKcJaTvobtAOJHW4y+PHPUWhDC8ex1TSkw/iCZjOhSc0kDLjFglLBAsVW6LEIDixsa8cCzYCKtivwUvHYe/5b9S0+iHbxNkYFOWUV4dQ+VRWzyNo0Q4k2BuEj1kyXYbSOEA5HjbUR+4uP2Gm//GyL8Dn//wThqvPSenVzau3qa/9pAqbW+LLkLKzIfEqmS0pX0yPh0GQUdUEsAgrpaDvDQpS4QNIrIyZBTbc2fCSOOKcHbMQJBJYog7kQRBZE6aiFR3TaRBNL1dOEDhqzGkGDifQEV69glSQNHR1zlapwqJtX8XlF5BpEEVgpCF96EaEN81LTbg0oKlDXX+R4L6P/xdfJK0PrwjUmhWH28V2a3db/w96bxVq6pvV9v3f8hjXuteepdu0aT525+nAauuluAmYIFmBCAontQExiK1KkXESykosoFpaiXCQ3JLlwEsUZUWRhSDCWwTiAmKFNj2ceqs6pYdeu2vOav+kdcrFOHF9ECKsbVWPV72ZfrHWx9/7+37ee9bz/5//QfPtnsW98hc71K6ivXpCNTzlb32V62iNqxbA9YPvJx5y2+vTFDD0dcj7YoFvNsHXFxGbUTeDS8AknS+tkTclBf4NMK+7tv4AMkalJ6Rdj2tMh2co2VdOwc/KQjzevImYzfFnzaP0yXil0EZm1lrGTCcNSsVScUq91iakEMUfNKlo3bzHd+zrZ8y/Q3X+FppMwpkCWEYnAsRh2v3jvy+xcvf1U5fWtyLMO8jeAEIL+X/23FkHnaYoCggRXFiRnJSQJ6nSM+fiY0EpRWYsoBWo4RU5L/EoXOauwIkFKTfbxGcl7j3CrXeYvbkNcmBNiK2Hy+iVoHCPTIQmOeavHva2rLA2P8QHKNCer5ry3eZ3zpTVUOac2CV5psAlbhx9z9eF7CGM4u/ECx9/9g2z/2A/T+4mfYP9HfoD+qy+x1G1ReFimJoTIMjUNgjdDzikpnego0AgCbRmQeByKnvQ0SOzHHxFtQv3WE8o3jpnJDD+smGApnMC9dQIuEj46pmoEYnUF0+7jZcSWERcC07ZDOZDSELXG+4AOAmcFch6JEpSPjEzDTEaOihMeVodPVwjP+IYQQlL7CiUUVlhynaPF4rt7ExqKWBAISCGRnzyyooL/OP1V/rf+27w1GCIzTWosVmqchkxbZG7J9q+gkhTfzdFKo67s4l66DELgXthDH43QVSAudRDjxbG/vfMY1cqx7z9CxkjS6mMenJDOIvrhCeZ4jFjrk37lI7LjOSoKxLwiSvDLHY5X9lGHY1rljEYpznoraGPI64JBKOn2WrSk5/nTewyEI13qkYiIjYFerLk0OiKVgq3ZOWp1jevDA149voNJLNvjE/LlLhvaszk5wWVtXIz05iOSuiQJntAboDfWqT73BcZ/5d/htR/7Ab7jJ34Q84XvoqMly9JxGjVGRrZjyVhkrFMjiMybyFd8xofkZARqFB5P3yo8gg1RciekXBIVR6rhP5O/yUfimERLlEhJWGXCW6SsoVWFjxovJkzKmtoZBnlC4+0nfm0om8D90f2nortn/AuS2EUxXH9yLC/l/1cox8hMOu4xYh5qZtR0osUIzVA7Mq9ZocM8VpS+xMVATWCnbnFg5rRJiEqSmJTVOiFIiFJQtiQ6KspcUXb0Yhl945l3JSJE2lPFvKuorUAHSdSSfBowcfHe2iqyRiFaObqOJL11vIj0qoS8VBSFwDnNXGpMbQjGYm++RrVzHUzKjef2SG+/gs0Sbr56g/GNF8nbKfLT306wCeneDser26zMRmRry3TmY1pKMF3ZoGz3aCKM233mOiUATbuLBIyWVD6ye3IfExy4hv1Hd6BpSJpFERyEQBUFJ0vrWAmXJsfkrkS4hqwqiELgIgzOn3AaU2QTsEdjFJbmM88jXrqB6nSIL11F521CbimySC4NztWMqRmrhgbP0uH8qcnqW5lnHeRvlO0d1KCPPz4GYHUEd5Y9QilEVeNWu8hWSjQK9eiMcGmFKATZO4eUr18nJIYQA3pW4bYHpF/9mGb/Jsl7D6i7XczpDH1wRqKg2cwo8zbtakaMME1atGdj6iTjYlZz++Quuqn54MZtciUoNjawq2uY83OOX3mBfG+bjcEqAdgSNXNtucKMuzGjS6ATHWekrAjHudA8ERmJ99QIGgdOGyKCTmgopUZHD8JwjERKmD4+QQLVh+eoROCEoup36arIxf/x5uJhClSXN5nMNcuJRsYAAd7GsO8anDL4ECkVWLfYLqQD5HMY5o58rtBR8jhvmIaC9dYah5NHT+/6P+MbJtEJRhqa2GC0ZVQPSVRCIhPEJ18SO7aDFLDeXgYi06ogSS1vmsf80vBL/Lu97+anZs/j2pJZK2KkRbba9AbbTC4eE16+inABu7FFHQPi/Y/R16/iP36MnJaIVNNkKT5roz88JFvewK/2UFkHsTkgpJY4nOBfvY54+IT2tedprj4gRo+5dQPxxj0YbDIP59TXbpGc/QEA+WCJcWKQeU54fMRke490Y43yy1/jYPcGUinM3iXOvEMePWFy9RbZm1+iuXqd+elDeq++BO98EYDW7g7HTUFy7Rrq7Td5snsN6RoqlTAYnzFt9Th54WVWvvtf4booSETkTXKGItIOBWuiQUnBAZYooIPnoUjRIRCl4NhrEhVpS4EiMkGyQ8EpCUIIdlTF/9gc81G44KR1yEN/gVVdXJwhyciMZRI/RPtLBBlRMkGoEU3Q9NM+IZ4xSC8jRI1zFm0LTsYZuCHsPiXxPeNPT6u9+Ck/6avFCCEQQ+AoaeiUgspGTHAoKWl7xaGqWYtthICpbNDCcqXqcioLhmHKXKYEI0iUZhILLtllKrM4KeyfR4aDiIkS6QKmikw7gnyuCIBLIpMlifSRsiVQEdJaMW1H5nNF3opUM4VWAl07TrLFEpumgFnbM3UaN4vcqzQrJgKSfp4Q8g2mOSANLRVZvXKJoyB5ICStb/sUYXTBratdvlQ7Bu2c5jPfQfGlL9G/vMPB+DXMeEi8tMfm772J2bnKaP85tn/jHyBC4N2XPovThnQ84slgm2RlCxEDjIYcru7SDTWjtI2NHucDeWqZNQLrPQ9Wd5kKgxUNwXvKLKfV62HvvYP2DdPdZbJZJDkZk/7ID2KzDkEKlq+8RCgc87bBxYK2zql7A5qiwniBRrKC5d3jt7i19uwk55/nWQf5G0Tevo3dvwJGIwDrIJ05xHiOyzRCCKJ3CB9waz3EvEQWNW65TbAKJnNkBJdJ7Fv3qS+vEBNNs95DHJ8RJbitpUXE1LxZrK6sCpxUpKFmmHVppCZvtzn6zPfw5Cf/Bls/8WP0/s1/g5tfeJ3nn79M53OfJb70CmplHa0kz+uKD50lCIkGpkKT4DkgQUjJW2Tkn0ynIyJVFLR1RCAwsWHGYh3uTFgUkU4I9KJDDscgJe7+OdWdM2RT89FXK77+CxeIX32H5qzCLbXxxZRJoal1wPuArGBWQG0FvhE0BkIZEY1CWE0IAq/AJZ7fs/f42c4X+UCf86Q458n0iHH9LE/1zzNt0yEQccHhg0MJReUrrLI4HJc7m2y3l7FKM6om9JIula+RQhA/KaC/zEN+qXuHI10s/JERkhvXUMqg0pTs+g0wmnZ/je7ONUCwtHWF2E4x949JvufztF/9FD5K/M1LoBXu5X1KbzAb6+j9GzRBkFy/hrAJdmUV+fx1Ap72zmW80RTJDpPdK/SuXIYYebJ9hSRN6FzZw1zeAxFJd7bZuLKLFBBvPoe1mu39bVaeu4o1iv2XbyC1Yv/GJY63rzDYWKboDTgebNDtt/F7l9m4sgMC3P41dFmQfudnefQ9P8T5+i7Z+iodsSh8Z1GyT8lyKLgTM/ZUzQhDDSQE5lFQeEGUkjM0SMGGaOjguIiKm8w495pRFWiqOf+h/HV+Xn+FL6d3OYhjlMqpxSlEReUCQZ2g3BaoOSJ0kBKE8ajQp597bizv8Mr6VealpXaRutbIKBjXc/z/O/z1jG9dXnxxYbGARXHsHCEETmXBmZ9xZOaUomFMSRY0d9Vw4Yt1gZ6zNDhU5TBICuXZtEushYwN3UVqyZrtIZSgzhWEyLSvFlvzlIMYCCoSpaBOFck8QBSLBBURcU7ghCcrIjEIRnMJPtKZ1zycanAK1UTuzRRnI0HhFE0JVinmZWDTV4yjJkTBinBczyNGwKlI0UIQgmCJhrWOpdna4lC30C+8SLG0wnPXt4ivfRtWK5Zee5Wq02dld4OHL36aaC1rL9/i5MVP8Wh9j+XVPkc3XmbUWWKtGjNXCc4kXBofI7Widp7CRzaPH+KEZB4Ea5NTnI8UWYv0+nW2H98jrG9Q9lfoXNnj8bWXGDRz6t4OTSlhZ50k66AacNIjVpcWzpgmkoRFHGxXJuQ6wfjAiawQwN3f+ydPU13fkjzrIH+DSKVof//3Mv1HvwJKYbznyqGn6AaC1bS/+AHVtQ2id8Rejqw8LtNUHY0dz5CjOVEnnLWXEVf6rLQrmFeEbov8Kx9T7vYRyx3qSnJxLIhtSXd8QeJqPshW2Vga0PnRH6WfZwgBVkliDOzEOXdDjlUCA1xPah7IFpVzaA1NDPgo+VLTonQ199KUrgyo6BAIzjGkeGqhyVVDJQw2emZCo/CLCDg8MsIYRQyCpbomGo1wi07xtJsRK/Bfe8SwO8BNAiedHdKhR4mGMC14Y6XN9lgTlCFEOG0iO7PAXEZmjUIaTR4cQcA8eP5X+zUkkhM1JYjAaroC4tn3vD/PWGXxwbGU9nG+YbO9hhQeLVOO5x4tFSBxwTFvSmKINMFhpeXx9IT11gpTKn52/Gv8cOc1/mbxWWYZ2OUVqqGnSSSrS3vU9QyjU7JWwsX2GlnWp97soW+/SGf7GmzD+LTEtMGTkF29zskbx+wu7RBSzzh+lc7GVd5dPmEndAnr1zm+M2Y3X+HO3nN0EkO5vYPOM8r+Mnp7CwMs727S6bX44h/CK1e3UK0M0etx44UrvDUr6HRyNvc3+aOvtrm8ucQfbO9zpZVytLuHUYrR7j7aGNIIg8s75K2MZn2TzSs7PDo4ZOvmPvbmHquff43HVaQWis1YcFd2yGLDDIUXkUekhOhQwiBjZB4lWkkigamDTARKbTkNghfFnCfR0gjJUM74W/YXGcfFCVIuO8zVHXTYJJMtWkmPKlzgXJu5vE8nPocTFSK0UVRIJOfVI378xb/I+bSm3VYgYFwIlIr44Hjj8T1u71x9ykp8xp+EThLcygru/JSxbOiIyFs8IVeLIrLxDRmGtrCsNylDM6cOFYOYcteM2a1bTLXnWFTkac7m3DJrC5SMGKXpTKBJIGjQTqIqh8sX1glnIIqALgNpBcpBOQeTeAYjyTgIworgidX4JjDxgqXSMI+eKioOSsVKrNFS4oTmrFhYBEskS6miQOK8p5aKD5zEC4VSsBYKDkVGXzqGwpAHRyolMTiWdeC0v0QpCvTVa4yriq2W5tgrkJ6dT7/K3TsH9POE3muvcHExYTiawfWr9B7cYdLpkcxmlPkK96+8iNWS1lKf9eEZmE3WBm2mJqX34C3asxFvX36ZpRdu8OToIflzNxDnQ8or10jKivEXv8T65j5Dlulu1gShcXnANIIygaSWBBXRQeIFCCQdEqZ9wbz0rJaCztnwaUvsW45nlcU3g1deQbTb/8xC8GhFcdaV2HGNW+2BFITpFK8F+sEJrd9/H20y7PuPKWXKYZFTTTX6Yop5+yFCSqJZDEIUnS7DIuOx7yKFICtnTLoDjrMlVp67wit/9S+hO218hB1KQox4JLkAVOQyMzwQhKAgELXmj2tDPzGMXKSlA8ooWjhCFHS8Y1R4mhBoUKxRI6JkM5bcZE4qoCUi1ylokLwg5uQC+iogBIhP5jUiILQmLaao4HnQ36LRlovKMwwGHSMXg1VcWTCTGqkEVHA6lbSKQECR145RoYhKMDYGXUlKXyCV4JEfkqoEoxSZebYF6M8zlzpbuOhYyRdHsVIElDRclCNaJmPSlCA8g7RLN2lRhZrt9jptnVP6irbNqEIBwLvxmP8q/z3e1yfEKNANZJf2MWlOsncFEaBKJcm3fxtOCsTOFfqvf5YmSIZaIbeu0t65ytxbBqtXqDd20cKSpxnixhWyJOO4v8PpJLC+vk69u48SkvGlqwQEm3ubNCESt7bYvLmPyHO2V3tYa2hdvcagmyGlxN66xXK/RbJ/GSmgkyeol19aRGbduIkQsHJlMXqabW+zfusa0mj2d1eRAuTePle2lmFjHSMiswCPSVBpQiDwRFjS6HABVPB0FZRREIRmOTaL8QYpSQmMmkAbx66quRpndETkYUyxIvKH4YT/3Pwy3lr6aRubnrPWTbjUepGdzhZrnR5Lec7cnzDjHkm4jCCQ6EA3yWjpPtKc8srqbT46P2cpzRjPc4xZxDu2spIHJyl/74sXT0+Az/jT89wt7qsJF2HMAzvFygQrDHPhSGTC5aZNEPDATDFC05dtjk2FjRqdJYxUTSUdXZ0y7Uu8EdhGoqKgsYLKgnAe1XiaTKGDREW5GNBG0x8LahuZZQrXaBqXcJEbZlERas3xTFA0lo4RHBUaJQSD0NBuGgbR0SXgAlyLcyIKEQNGRI5JWBKBnIraR4IUTJrIiUgIMaKUYI85h06RiQBak2WW9VRypnJWdaAyCcs0bFzdgf0r5Fcvc/1zr9Fb6pDfvM726y+z+/lPc+PbXuTaf/Qf8PxP/Ti7//6/x7W1Flt7G2w+vMPmZz5NFjySSL+Zs//5T+O2tvE3n+PSjV2WVpfofupVnru6yVinZFphn3uO5oWXaLzm2gtXYHuHcanQQSBCpBE1QUuilLjYkMw9IdQECRmWjjAcMuYybQ7Hz+yK/zzqZ37mZ/6k1//EF5+xQCwNmPzCL8D5OSKx5FVkPDB0ykjYHIDVqNJDkiADiKIiZAmH2RrTmCCNoT0ZMrE5jUo4rTJcrTjvrDByLdLJhDLJsdGxfPyItKmY//C/Rv/5mzid0Is151FzWTacCk2D5BSDC4JzLJ7AGZYl4Wk8dI3gYB7IJKAUmYrUUVJ4KJXiU7okCEUtJFcpOMcQiLRFIBKYR0UlFus/xsJSInBIkt/77cX/QyyObU9UxnIxBuc4SNroxHLz6GMm3QEKaJrItHDYl15iXS261ePSUxmDBcZIjmawmjsOnONvqV/DywaNBKFxoSG3OTcGz/PaxutPUQF/5vztf4H3/syf1S/xZ0WiPXN/SgyC0/mQ0pf0kx6PJkdsdVaZNxVKSKRY5F0nyuBjRAnJWTki0wlKKhKVIJXij6cfMk8Fn+UyQUWaXNCaKyaDzmIxjZOYdsK01sS1LUxb0JoEyqAwxhC2utwpOwxWUsYyJ2kl3KkU+d4GFz5Dd9vUNmOkLKytUyjLSjfFobi83mOsEmSrxc5aj8ciYaebcB4V08Eao6TFBQq5vMIFGrpdjhqJlwq7vsaRV8RuHx0D/ZUeh94gOy3U8jKVTYl5zhOvce02E2Gx/S57GcyFxgtBG88aFedk1M6zKRrQilmUPC/m+AiF0MzQpCICDQHFuo6M6oARsEJNB8d/G+/zC+qPMUaw3VvDM6Vrl4EGqxKklCQq4+H0XTZa+/hYs95ZI7EVqREsZUsYU3FleYMX1reIMbCUt5Ay4JqEIEruHnb5ud9eZ1oG/tp37j9VHX4T+Zf2fhXLyzx+94so50miplGRdjBIpShCRaFhIioyNKMwRyhFR6X08zYygkgNW/OUqiURISwaOkaikDQ6kk/iYh+ABuEjqon4REIjaRrBLJegI0XQnM40qvLIIDiPlugkbSJl7ZFSMQ8wk5pbouAYwwVmYW0CZtKgo6cO0AhJJiFIhYqwJgMugtKaXSq0gEobYprRb6fkRrFRjZm1++Qi0DYSk1i6WjAzCUtWknRyerMRvreEcQ1SsIjAyzLWxqdMO32wCSZPae7cofvi8xQROt/+OvN797G3P0VsHO3XblM7j97eItvfQ6+u0NlYpUwy5PKANLWsWNjc2+T9mBPTnFaSUnhNW5UU2tCqBVEtIlIb4YlSYCsBViED1FryXvWQAW3+zvQ3+QtXv+9py+xp8P97zz6zWHwTEELwwU9+juv/5WOoatxmn62jKXJZ0RiJEAo9KdD3j6ByFJc24P6QteaUj1/4NJ2TQ9aPHzLde55hu0+/nBCCIZ+Mma1sMTh/QtnuUveWObt8la3XXkJlfdCCiVDo6DFa8uUqYdWGRSallJzUsJVGHAIXAoUwzIJn6AQtA1MX2bGBEZpPyQlTBB/FlEZKpkEiQ82BSumw2LTzvmjzXJwwC5KhstiqYM0G3ikVeWoQWoP3eCGRrkEpTRMUSTljreupo+bOyiW0NhhXo+cF4+4yWawoZIvEBaZO0A+S2EANmOD5Whzy3+svcl4aLI6WTagqy1LaoXKOTOdPWwLP+Ab41PoXOG/ehRiZ1K/ycHzG8WzMaXFBCAHvHVoaQGClAgRd22LqxqxkfTKVoqXCqpTaNyghORTnjEPJQFoICSJGdAEzpVF1YNXDzAVOgqUlAw8i0AjGMWcwhc0s0ikceb/NrPIsqUgg5xIFd7MUbyTX4pQHSUouAoOlFu/2M06kp0SwsraEpSKurHLoGqKS5N02y8LxoAAtBbd0xV2VkyFofZIY0yJgchjFFmvKcacRXO8YBrLiS90uq6LgHEHfCF7UJW+vDJhTM/WCRMEEhcPSDyWPsSxLTx0dLkbeIadCUlc14ybwSjvwwBmUq4lSEozgN32g0TP+b/EBb/kLhIgksrXYdhgbmhDJVJsHk3epY8m13ussJRuM61O0sLgwpXBTVpJNWlZiguF7r97k8YVmp72E0RWPh5LLa3PORprGSYwUPLwo+LU3H/MDL20+ZTU+409CCMHflL9MW0Ze9zvcZo9Kt9l0GVomyCCZqoqrTZeZbWjbnCAFX9OPuZdc8GZ9SKsnuak2+Vic89vTd/i72U/RjQmzWNEkEik1TeM5VmMuzJztuMzOKGUoLfMiENqObglCWS5c5INyRmFmDKqcL2jHhVbc8dBTkXHt+Uqw2NTQizUPS0FbNJhUsS4q3lMdQlUxEgJpNd0o8CLghKJHw9DmLOtIahKSqgDvKZXlYml1EUEpE3qjM0b9FbJQoIKnsSm2LJi1e8jgIQSaNKN3dkQ1WKNMc5yQKBFozSfMrl6j3c5pnr9FBOyLL7CxucJxr4uP0HvuOi5rUeUtEkARQQmWlrosFWPKLEfESJ4GdkzD+1XCpSRQKwUllFETZUEkR6LpjCOjvkCGgBSwNgLX2+WvT36O+eP4tCX2LcWzAvmbxGf+2n/KUexh/oe/T0sp4viMqt8QlUL6QIwRczGnuH2Z07VXaH/3NmurHS7JlMJ5ZoeHyIMniNMzOh8+pNaWs92rmOUV6s++xmDnEnNluK3mfEjGRtMwDoogJbMoSERAasFIaKR3lAhMrKlFiomex2XkL+RTnIY36gShDfuyYBPPO7R4J2SIpsFYwWORoiQMS1BK0UTBydyz1fI89oqxi3gFpbQ0lOym8EhIPGIx4WwNQrcQvS7nc8v+yT2GarEZb6wsy1WJl5JZ3mX96CGzaY1N2mTRYZVgEGoqYRBCEiT8cv0RTWKZVjPapJw0ikhNbh2FL+ml3ad9+Z/xDWBUQsesMqqfkNmU51f2uLFS87m9mwznJR9fHPLO6X3G9RwXHIM0QUuNQpNqweHshI2sRxEcQkRW8wGV89yJj/h8uc+FNBTthpWp4x2TMK8VZl3w3gF4IjszKIIklZKujkwqidaaAwxaaU7rSAD6WvKQBK1hHuGetyAjI2FYpmbeQG4dZdAIxSL20UOVJMyCIHjPRBnyDAyRRyQoAYWHc2EQAi6iZkM2jMPCP6li+GdzUQJ46C0ORS4DYzSESIVkS3lmUdAVgWGUVFEgteB9ckQIdESkEhIZIpVQ3M5KDlyCDh6rNb/VHPOz4vdp5YJZ1ZAag5YNszqwki9xUR0i0KQqR0hBR61w5g64KB8zbc7Z777MWfmIs+KQnfZNrA3UoeAvPfc68yphq5egZKB0FdvLJWfjLucTyfEwx2rFtPb87X/09rMC+c8BQsDQev6hf49fCm+TipSbaoUV2eWr3McnCmUDN+0Gx7rg7ugRe8kGIXik1oDgQBWc1UO2epv81/53ecyYUT2lFjWX4g53y0dkRtKxbQoX8LphqbrOoRoh6gleQRKWmCZPiCJg4gCUY4XIZ8Jtdlnnc+QYK7mP4yEX3BAZIUv5yM855ASNYgXPNJnyoXzIWXC8onZ5temTSkM7MXRixcR2SV1NYxO0d+TFjEmnSwwB4T3j7oAqgk9SsroifnLDpsWUxqY01iKCp7EJ1jWoGEh9QxBiEc14/Roj7xGdJRptyZ9/jiIEdHdAYxIGmaXMU2qt0a6mTjOWLk4I3SWc0jgkma9IJNytNTJGmiiIpUVpKCee9lJCMm04iBbbDyA8JgiCgEk3slSltIThnDFHo8es957dh/CsQP6mkeqMt+QRn75xlfqDu4xf2sE/8cT7E/Tta/S+8DnS7gZCJCy7BB0CZwFaBAplCJcv8+reOu+FDFV9F1s0NPkyu2ER13SXBIlgjuKijrxkHIc+pRc9SkpaoeZMJgu/MYJVX3FmDHuipBMbeusD3rqANR1oJRoRPbWUjGNkU5SkMvD1aEkbTzQSKQSNkPSFYy4lcwkuwGm0XLM1h8GhhGcaFJkS5DEiE4vptHGTCUwmTJd2EMpw0V+FEJBFQafVoj8aMuwtI4MnJCnBVVxjxocuYSWJnEbJEpE2jsY0HDnNNDqEmuDpMC1LfhF2IwAAIABJREFUWqaNp2HWzFlKnhXIf9753NZfpnIF98df53HxATN3ToyRpTyjn1/j/vCEO8OHAKy2lgg0RMAojRRgdIp3NUaBkimnszm/M3vM94d9Tr1gsKK4jyJWkdu25uEsYy0DqQRnlWRdlDysIpcTzzgm3JIVX25S8DVdq1DR40JkFhW5CGTRUQmFjRFVlUQrWDaRjypFN138TYdeM8gWxaohEI0kxkgvOkZBIYzGu0BPeJyQBAQDFZAIloXnUbB0NAyDpBSSTASC0qziCUJy3xkEMFGGJRoKFA2Kuq7xEoIS9EIFQnAgEp5jTlsG/jCmXKiUjg9UmeX37fv8gvgie8kKWkYOZ/ewokPtG6Jb5vH0EKMM6/kSD2ZfQwtDIltcar/M0fwu+90XaYJHy4Su3aDyDVU54Sdf+T6aJqWbLooi0KSqQxNnSCF4837GH7zfJkSPEnA2q/E+oNSz0ZhvZXq2z6PpAQKxGLAl8IE+4+3whIqKTbVGajQHcYqVhkvdTWKMCKEWfv16vmgYKQNEjtSIqmlYaw04mBwxch4fFC21wqPJA7pmnTkJhZ1Q+hJVt9DKU8sGRCBjg0IeYBnwoIocJ79DEjf5b3iA8V0QXTw1Qk0gZmjVppB3EYDx+zShxkgPMvCxHPK/m/fZSC7zWXuL226Ny1hMFHQmQ4b9FZQ2ZFWBlwrpPVWWL7YDNJ5GGUQIOJNQKfPJXE6kOzpn3FsmK2fMkhYiBGR0lGmO9B6hFUpJZFPitIHoUUoDgTLJqI0liYHSpiTeMe4u4XwkmgQlIkkxw0XNkgwMo0YTOKosm43jPAjc2NPOFGEMdd9hZwqN57f7h/xO9R4fqFNGykMDP/JLP0g/7bOSrbLX2+enX/zrXF++8ZRV93R4ViB/E3lLn3L70y+iDg7pXZQcZh3W7n/IR5//QcivMW8iZYQg4BoF78kWBaCEpBVrPg4pbRGYJi2CFoSw8Es9DgYlQQo4xWJi4CEpfR2IUTBFMg6el9SMA9VCJZadqqDb6RJ9gy88S8WUvm64J1tY71gWDSWSD0VOFhfe4q6N+Ci5QslpNGxbx1FMSGNgJ4W7pWcjgTOZIoAbsuB3i4TLuSSGSP7Ky4j1DfqXdwnO4f/JP2VtfMGw1SfYBDuf4ZRE+YbCZqSTEcvTc2YBDmJKIgKNUsyioscFv8gZv2Y/5nE1J00rDB2qMsPYkigC8yaQKMv0WczbvxQkOuPG4DvYKK7y20f/C0ak+BiJePrpIoPVSkOuU0b1CC0tZ/NzMm0ZljOmTUErrFPLhmkl+A31Lu+qKd85e42degtCxArJuyEj1tCoknYQlLRYlY6Hts15qNlVDV+qcy7pmgdOsiEbTHA8EJa2K7jAsGYiwTvOouGVxPNAZNjG4axBERmhqZHoCC0W0WlPSFmKNSpGRtqyFCqOZEI7OnJq3vMZ11XF++Qsi4q7laKTSKbSMI9gFSjXoIPjwmZIV2PTBFuVlEKwZmqGQSO0IYpITuSgksgsYd9PuRMsr5qKNRXYVYEn/S5/X/1Tfr34I1bzXU7nD1hJ91BSkJmcDdPhg2pI7RK8CxzFCVu9m7hY4IPDhxojLU2oaEIkVRnTUJAoS5CC89mUtVYLISIhKIQIROFRwtJKAuNS0bGSURVQUhAi/Ob7R3zf88+6V9/KFK4gxoiPgZZJqH2NwxEIbHXW6dkWj6cnDPIew2JMBELwLOc9KlfTMovPj0xZmuhwPix05Bw9vcKkDMRmlUfDSDvZITQ5IUwJYrLINyehEvfBrRJCD5EIUtEHn6PUOd61capAxXWiUPhYo1Qg+i4RR+HnZHYHFyuErOmloJWgbbvM3ZSOvE6g4qvygF9zv0uue2ykazyn+6yzzlEy5VfKXycLmh9q/6u80CxzLXawUeGQ6BgxsaZVlVRJRh0j83aPKCWFMnSnQy66y/TmBfM0RwJeafR0jE8z6iBAGzrTEeNWlzJt0ZpPmLe7pK6hFoqEgJeSpKlIqoJhd0BajLlkHBeV4nG0iLJilBm8AOMDrpQU2pDOG2IR+Ltrb/BH4QGNmjMsJotiA/B4LsohRVPweHLInYsP+fkf/b+eouKeHs8K5G8ij/OaYQ37//ZfRlQ1+sEjJt//vejVXRySG0x4EC1lgAOVUqDIgiNIwRTFviy4Q04qoBdq6qgXXSEhyfCMCofJLFHCDVHwVVrcFjMOo+VRkKAFvU6KbBrmokVWF0QpOeoMaOOpkPhJTSUNI6U4KwNtHfGAdJHUSLZjwbs+o6uhQ82HaFbFBb8qhpzYhttxj0+HGQ+84Q014w+SI2RM2RRrdL/rCwSxiEZREdJem947R4zW9wlCkirJ8pP7eEDFSEd4ih/+MXxvjcui4C3dJomBfyzf43f1Heo4QcsERESGnFJ9jIqrCBSBGSfzCzZbXXa6zz5Q/2Wim62SyA4uVsRPntovbm7z0uZl+mmLadHwd778D+ibXS7qCa14iyKeIEgQ0lC7EhGXULHmULzPl1tn3Jr+6zxSJe/W93iUHHCMZs4jjEm51FzihWaTbbPBjCl35X1GmeJWGPCF7BZ9akopqIXglvFckEOs2FGOEzIAplHS0xJDoEZQIehEzyxqNkVNJRSzILklHUOhcRFWaDiICY33ZDoSPlnAUAVBBAYaUBIZI7qp8cayr2qOoqL0kU9Zx5s+4br1fN1nLMeSTHie6BZaaXbrMa0s8GZQHMuMdVnxXsjYUwVvG8vP6d/hY3fAen6ZST2ml6yjpGQ928dHR+VrUiNwcY6MGVUteTT9iCRcQ+hj0kzStRvM3JgYJT0z4FKnz8Pph/z0qz/EveEBG90tAiOc72K1QJBxPmmI1JyPW5SNZ5BbZrWnbSUvb/efkuqe8adhVs84L88RUZIoTeMXsaBzN2c569GxOcNqTMtmpCqhVDVGGhJlUQKiEAhAicW03Kic0DItRLScVyNkbBFDjtJDCDBvIqnq0YhTVBxQFoqs9QSBxirDLMyZ+SOUjoSmB8kpabiKizVeHlE3Ft90GORtCnFMWfQwdk6UNR09oJsmHM4+pHJzBunrTMKQJgwZJGuMqlNW0h3mbspFnPMb8RAd3qcTlpE6YRpLfiu+za8rz4PpW3xn+7t5ya9ym032qpSm1UE2DVIpkvkUESNOG7zWCCmZZW3yYsqk1UWGQJPmEANKSoyrqbLWIkc6NMi4eD5IItY3WFczzTpYxGK5lpJIHAGQRHoq4hLNNCjWVM3ECQqvWZKOuhL8J+oPmXPArJR0M81S0qaVtPng7B4+BgKe0pd0bIfT+TGTYkIn6wBQuYrfffhbvHHydS73LvMXr/wIqUmfqi7/rHhWIH8T6axs8tXhIzbp0kosS9evkqC4QNFEtxiSkZIsOs6ExYYKiSD3jrFKuEuOCoG5lKRRoqVkHCVtPFMMwkgSApWRHAZDIgIPRUohJNs9y9i2kM4TtGEsNImEWkiy4IlCYIJnNxc0SYaoa4ZFgY+RS6Lk/WhRCKyAUkgeiwP+nhzx9eaYJ3qEk0OUbPGLvMFqXOKgGdPKFJNqzj82Ahcm/Kb/cTxgouQ0LjpZQimWyxHnaQLaMN3aY7x3heUbVzArK1yWBUczx0ckxBixAppS0XTGqJjiQoWVS8zl18nFNUZuREulCOHZzq/yV155hav9l572pX/GN5m+3eCo/BAjMppYsJL3ETHh8Nwyq2peW/08986nqPgQHx1CeFTMqTjDh0j0NVYrCCvcUef8DP8zMlqSbJ3G1wT9EdG30HHAgTrnI/sVEn+dxntqN6Nju7zB22zKTXZCzgdU3I2HODqUvuKBbviDOOEJZ3gGrNIggRUqPvQpQVUsiYYLrzAGnkTBqZzyfzLlrjrn/eaCm/RYj6v8jp7ykbzPeVC8LFa45jdYMm2WpeerwnEUR2zYlDxIPhKSd/SUd+tDJumAWJSQQmoUIiyG/Hq9DFsUPHCabePZoyQh8j+ZC75e3uPj5H0kq7S9wsgUKQQt0yLgMTJhWD8BLFZmVJwCGVZnuDjDVSvM44xY50znQ0x+iECy13qZ1CoOZw/46Vd/lPP5nOtL1whMiL6DlhXQwjnBwWmbL93JOThfWCuKusEF2F5qs97Lnq7wnvEn8it3/iFGaspQEoKgDjW7nW06IWWQ9lFCkyhDjJ6qLpjWM5RQNKFhsz3gweiQK/09LuqCjs1wvsELQ9FYAhnBt/FBIMjxocbKjCZM0CLH1116OYTYQUjBvI7opELFDOlbGFtQh1Uiilx18aom1SWby+uMmscoL9nr9VGqT+knJCLDqpSd9k3mbkTRFAzSdSpfIlAQBUfFPXZaN5k0Z7R0FyEUdShZzrYQRHwIVH5K367xWJ5xwDn/3fTn+S+yv8Hn5v8Pe28Wo2manmld7/Zt//7HHpkZEbnXvnRVb+5ut9dxzdAeT3us8diMLA3CAosDEBIICRAgIQ0ngBDySAzWgIwYMdgg28IauzVYeOvqvbvWrMqqyj0iMvZ//dZ34eBPj8TBgCyqneOevE7yJKSMiPeJ/3u+572f++4ybfdIqpIybYG1C1mhVERNhdOapC4ZZV2ypqBWhriuKNM2ThsaqUGALhsInuAaaqmQAhoTkeGw2iC0QnjY1PCOTREyoAg8bARrsWfeBKySpCIw8xX/jvhtKtPGFDUttcxJsU+qUmpb44KnG7UJeIyIcB4Cnv/sT/9jjqtDpvWM/dkekYpo3MIC9q3DN/lPvvCfP+7S/L7wpEH+GIkjzevyNq/686zQoU3MyEuk8CxjOZIpIjgQEhUsCI0TUAVJQNALDVM0wjoqszga5zwrsmIsDJPKck01OCJ2vWGnJWmHhiJNcQEIgcZ5hFlcBYegkECQkqSYMY9bBKVwdU2vztnpGHIT0ZrOmeiC33IfsRuPOZRjKi2p/YwqvktTXKKXdJlUU1p6lV1OMKnHIWmZhBACWgwpH2kJbZCMVYy8epXDpqYOgtb1q2TnNnBBsEYgNpJVKk5kxuU22FCznKTESvBi1uENehR2Tll0iaOCKFxeZNOrgKPmWvd5Xrt+AS0hNe3Heu5P+PjZyK5zVN7hbGZotwruP+wTRR4tA50k4ic317h7cI3zKxd5877j5tEeD+YnzP0DpIiIYwlhicbPob4I8R3QM6owAw2CBKUa8rIkjQXaLy+0zEpT2wznAyYs8T+K1/lVfQfNAEXEfy8/JOMywQtKsYd2a/xjfYr0ghf9S8w55h6BMnqI92c8ZT/PQ3WTmVQQErw8g2YJoR1v6z9C1peItUbqCS3T5yvuFr+fWbp6wG7xAX3xIrNwB8uY9ehFTu2HrMTbuOD57fI91tvP8b94y1+JPkVwy1yaSwSCbjlDtmI+SmKmfsJX1A3uRjnzZkI7rJH7E5RcIpYZNjTUrqITLXFS3UcS0zUd7s/fI/gYI1oEH8AcocMqNniUOSDUSzTzHYatBBsc82bC3372NRpn2WhvIMQcQkzAIWQALHmdcvugRVlpJA4XwAdwHl4613m8RfeE/0/+5MEf4wlkpkVlK5aSPpmJqcqCWZ2DgIezY7Z7GyihEZVgNRtwmJ8hUGx2VrEOgtNM5hEemFQ181Jgohpfe6Se4UMguASEx6iUirPFFBmFFzMidx6V7OFCQyzXwYP3BiEdWVLTijwn5YzMdNEyEMkEF2q0hnF1RKxSLA21rQlBEKsWAQcC9mYfsN19lljFtKJtBBIVYh7M3udS7yVqVzKvx9jQsJRscH/2HtvdpwkBRvVD1tMdflu+T9m+zEVhWEPSnY0YdZfIyhwbJ3gfUHXJPOss5EUIRAhUcUpnekoeZ0gVFku1JkY7h6ktwRgCENcljZS4OEGXJTrUjHREFCALjgZDJiwt4Sm1omo8D+MJf4//gypoIldRFhkyaRBSIxfBg1xf2uH++CHnO2sUtiZvKhrv+cbDryGlwPtAJ+rQuJqV1oDgHQf5g8ddlt83njTIHyPPr+7we+9/hRrHP9Zv8HftqyAEka8ZKQMBum6hIVLCU8qENNR4ATGOiTAY4YnkYgu28YG+9Egh8M4zTBX7QlMHWBukCBWorYayRCcJ7dmEKkpR8wl12iKqSzyCIsmI64ojI+iXniLtcsiMG0nDn8pd7g2PePtgTBw3SJ9Q6/eJ/BaRbFHhwWqErOnEy0hhEaIEBHmRkBqNl2OUSvAEJJIKiILH9YZs/OSPUDUBZTTWB87LhnmcEUWK9rSg7GSkxYyJ6dJzJYda8d1ol7aPiazgdFKgoilOHCCqLSJtyFTMj126BhQ0Vj3OI3/C94nznaf4o7tfpbANtctovKelA1rV5EWC9yCEp6wydoaKzc6Q/+mt/xMhHDIk1BxS1xmZ6VBJT920kTYhjmLwBqM0VRMgeYBkjbLqokzAi5wktjS2TRzVINoYv4wMMUJaTFgCArU1CLFKZBTOrdLIh7wlDinlTRJxfTFdkp73OUarCOlaCNkg/ACkwguHdus4Av0sxugVfHCkZpVRvY9RbSKZstIx2LlkZqGdapQ9T6ISal/Si5aRynMoS/6h/X1i2edIfsCPh5/gZnYDF7dBwP3ZDa50P0Fez0h1mzvTt3A0DKM1SpeT6JS2GVK4Ec47BvGQ03qffrxKVVVIUoI+Q9pVPHLhQ65qUCClY1ROmMyX0K1bHMyeQvkV9uyUTuLZXGoICLyTlNZy40HD6zctRW3/TPJI5RaOH+u9J3aN/6Izao7oRCmTKqebtMhtjpKCQdLh5uk9trrrbLaX8AF8aFjKBjiv8MExqwRGG8oy4qw6pph1uLy+wfGswSgoixax8fjgsE0bYwqkiLAOYnmeJnoLW+8Q6RZCWmQwJHIVo2rasUILg5Y73J5+m3b8FKvZFuPqiMrXxDrGyBUqtwjTSlWbe/P3WE+3KVzB3Bb0omXOykO2Ok9zUNwhUR0m9oSO6ZOaDv2wBkGS6hYuNBzM7zCMz7PTeZbGV0Syxaw+pZVe4ZCc/6r+bVqqTy/uc013eJVnuKI6bE9GHHWG9JuSJl4MmJKqoIgSKqWpHy3nSRtokDRSMDEJqfDYIEibiiqKcADOY7yjFIs02rarcRZy59lUFQfe8V0x5ztujxvyNlKkRCEgQkTjG4oqJU1y8BBHEXmdIxBU1iLwZMbQjvqUtqZyJd2oz8HsmEQbrLf0kzZn1Ql7Z/fZHFx4zNX58fOkQf4Y2eleQUaKsyLnHfYZU5IIw4nSSCRxsEyVQflAIwwmOBLvaIvAGIMVik5omAmNDp4TEbhAjQ6Bic8ZBMEGCxnCW8bx3NhSaYWXhsH4hFF3iHaWtCgp2n0oj/hGO+d7jHhv+ICJyHHG0lN96sSR24LTcpf15Doyu0WghW/WkX6IIllYqYXLyI5hHu6RqBVGswipG9pxB+sifDKDoHBhvGjkCTgB66HkNE04bWBTObJEYJOMwegIoQICx8P2EKkWU26pJe/4E349vsEkeOb2iES22RxqarvKlAOCHKNUC+sSbp3d4dn1NcazH0zt07/sCCHQYZWyfoCIHe1YkUYl1ilKKxjPM9IIyirGY3E+8Def+iE+ODng7aN7TP0xMjok+BaRiqmaFEcL7VsEWeKcRgoPzToySsmSCW3T5aS5i6fhQneDB/M3iVgieAU6x3lDJJeobYOUJUZrQhB4KkAQZIkOa0hVUzmJFF2MqZEhWUQvB0EIgiackakORdOmtg2HsxPWey1CiKjdGSHAtDlhJT1P7Qoy3SXRGY0vMTKmsBMEhmGyifOOWHSoqpxYJTjhuWNGzAP0dIvKzRnE6wghyN2YXrzMudZTSBFBENydfQ+A671Pcpjfx+NomyGR6jGtDtnu7WBDwcE0IpDgmaNlhq13kLIhUBDbLer0Lb60/be4N77NRrxKr9VQ1JIPdg3rS3OOx4azGbzzICOv/59n3Ykl/SziqXO9v/hCe8Kfi+3eEkZ6RuWEVBtaZkhpK5TQXOiuEinNrC7omwiAST2nbkraUZfDM40z98m4iK/X6WQFx9OYkiMifwkdHSBFBxE6GKMoQ470XQo7oRXFGL9DEClxfMJKdoHGG4yMuT15k43oVXI7x4vAhc51Ipmxn3/IIN7ChpLa5kzrM5bTLfrxEi40bGQ7GJFxt7iBx7IUn8OFhki2kELTjYYEelSuoPENWhgKNyIhw3lH2wywlAgRuDe9wdXeK6ylV5BCg1D0ok1ql5OHmj/2N/kGuySmwyy6zU/JH+VTrfM8VXiE7jFNOxhb46wjBMhVRNQ0OCWxLFyitLO4JKJ5JH3ollNmrR610lgJQtW8aU+4HU35lr3PcTSiljPwESJLCV4i1ZyGkiisIH2bxucE25BEhg/P7nK5fxEt58Q64ubZLleH5yhsTiCQ6QSCJTISgiAxBonirB7xT+//Dr80+Lcec3V+/Dzx0/kYSXSL9e6AfTHlXXHAexzRw1E6hfSep0WOIpDJQERAEphJwywsIps7OI6swnhPn4K31B4yLJZLv2ofMnUN75SCOzLjm+oeAvio9Wd2MAtd0g32+e+W9vgv1B/wy8PX+S/FV3id95jKxRtu4Uvemn6dEATWF8ztiKP5Kaq5iGEJR4MMEUI6yiqmrBV1GFHla+AjOqlYBDJwQidz1I2ncBPqok+KoqbhwMJdmRErSbedck42KAlCCo7b/cU1kQcvJcrWVEqT4/mv028yF57cjohVjzrkrHeWmfEOIEHmVByQy/f4p/f+L6QMfLT/5KH6g8rPv/DT/K1nfoG15JOIkBBHDfPSoEWgrDVKgg0NzsOgU9JNEl5Y30HjQVgQDqFKLg/XiZIJKjkilzep2MNSYpkToltoIkp26SYJngYA2ygCnrN5hWNGFcZoIhqfo6XBqTNqDqhsoJa7RAxoOCOSLZx3RAwxYRUloPYFjTiFoLDiDKUbvI8RaoTEYJlwkN8jMwmH5X2GyRqNnxOrxUS1FS3RMUuEEMibETM7IjUZeTNGAMflPlIoJs0BiWpT2CkdM6BocgTQi1YehXdsU7oJloIQKiwFm9lTdMwyU3tGx6wyjDeYNMcU9pRutEyQDqWgZVrUNiClIAiHFI6ApS22CdEur23/LIWfcql7iaWuXbwIWEFkaspaMssFD44THp5F/+x8JQvzt5//zBa/8uNX+cLllb/wGnvCn4/PbT3H33zmC/ybr/x1Xtm4zlZvjaKpmNZTMpMSKUMvbiGEpxe3aaoW0mfUxTqr2SpddQEbPKnq4QlYX5OGbaw8ABxKpCAcc/EhRvQpm0A7CaRR4FxvjcvLPZ5euc4w6bLT28K6mi9f+TJr7SFCOPJmTMt06EQZV/rXiPWiyg6Ke7RNj2EywAfLSbmL95JB0uHvPPuzrKYX+LGLL/ClK1+g9GNilRDJhL35LdpmQOXmZLpLS/dRMmG/+JDl5AISmFQnLCXnaFxNamIe5G+BDxwVt2npAaWb0dZDhBDUPkeYLr9nv87f13/CL+p/xLf9AWkxI1cRsa3JowThPU4INmanJMGhpSAtc9JyDt6jRaDRhrgumYSGX5Vf599N/nd+bfgVvtb9iFFrxtw1GJHgvcAxQ6gZzsX44EFPCfpgEbft2kzziEv9c+S1ZCVdJmDZ7qxjnVssVUrB7uyIKpSMyxkr2ZA7o33mtkAJxdsn33u8hfl94skE+WNECsMPnXuO7xzdppCWfyJu8IlwHi8EWjiORUThBM/JnO+6hJdVyS4JZ1I92nwHbyRZKEiQ/EG4wc/yBU5d4LviAV9kmXd9zi84zzfDR/yCvsAf8B7fUhG7K3N27euUqcJSYkgIwhGpFO8Dt+ZvstN5jo7pc1TeZW5H5M2MYbzJpN7DmznCvYCmRsmAw9P4Ch3NsRTEaoOiLgnmIW2zhWCJRtTUVmLigoY5R8xIMERRwjCRlMogjOEkGpLWBbIsmKoIIRVSgxGCpKzIypzgM+gECjcli9rUrqKt16hdyXbnWR5M38eqxejJCEPta8blhPfuvfB4D/0J31dWO32+9NRn2R9v8LXj3yCOPN3WlMal1I1iqVtwcNojjedM5gsrxJ95+nM8mFxidzKhbODLL2ww+ubTeHnCw/IujpJYdfFBE9yAo/mc1eFFIhWxEj3LqJxy7/QU1Hm8A6UOUGGA9Ypa7ZK4Z5DaY5kSs4MTDhlaCKY4X+ODJDgwUUNlFY06QJGhSSjlCZIhVRNw8TGRWsEJgQ0VRi4+jo0wABR2Qixb+FAza85o6wFH5X060RLBaw6Ku1zpvsq0OeZK7yX253dYTbdpnCNQMW9GLKUblLYg0RkCz+3J2ywnOxgDCsOD/CY73ec5yO+DbbHcWieLezyc3aOpJKU7oLEa17QIeoomwYdF5t9ask4dSp4evsSVVcn9o3U66cKb0iJoJ4rGwaBd8uAk4s5BxmSeED3SO2oJa72E6xs9+okh0k/mNf+io4TB+YZ+2mKYdpBC88Wd53DOM2tq/vjem7x2+bMcjRNiHXhz759wbekCzw5e5MLKnH/w9TGXBz2KGobpMzy7vMOHJ0dsLUt+58brVP6ET6y8wucuf4Y/uHnAvdkdXrv6Oa4urTCpPF978DY/deUFJC1qn/Mb7xzywsY2IGjcNloLdkc1dya7fG7rKaxTjPJAO/0Ev3XjDV5ev8Zmd+G1/f5RjvWei0sZL81fYLUbECxxf3KOtfQlljPDzG2xNyl5MIXMpCynfQZxh2GacDA/RMsWZ9UB59pPIaXksLjPRnYFJR3r2TZaLBZhH+Y3udB5kWl9yDA5x2l9F4GmcnNeN3e4GF+lgyNISVaXzJIWhsCoM6BlSx7G8NYyXCgqpFYcipI7ap9vVO+zZxq8NKR0SHWLQI10Z2z2exyXd1hpX+esnKBoU8gjhB3ghcXJCYk/R+EOKPOYTmIQXrE3mTHMHC5ktLRjXI3JdEw3zpjVJStZj7nNudg/h/MNW911Xtm8xGh6Qr+z9LhL9GPlSYP8MaKl4fLSJn8cfwe2HjgqAAAgAElEQVTnPN/J9qnmNR3pAUUdPKnw7IaIRCn2RMLECaSAD3xCS4MPOfeEYx3DiZzygbcckHNb71G6F/jf1BvsN+fIqdlNHN9R++yVH7Asz3FvfoOt1jPs5h9wvf8K75+9wVp6kUhntM0AKQSlnbPVfoaD/A4r6QV60RLOHjOuRpRhRhZrinBEi4sEUyNCn0oe0k4ukKgeQUGiBZnp88HJHZQ2SLtJXwv+bf07/Df2b6BNhBYBtMI0FV4btG2YJy20Uui6pJXPmLT7C2ubMqdTFczUCcP2BRZCDU/jazyWO9O3GZh1zpp9JAotFY1r2B1POJ09KeF/Gdjo7TC6NWR5cMokj7ENlJXiNGT8Wa5ECIJ+e44sJdfMNleGgshUjOaaz597lTQOTJsxbx18xI9eucz//L1vgBsSgJH9iMMHCmWm4BcJeTo6pq5bSL+MdEO0EYiwg9aC4FfRrBMEtLhM7XOCdFTiAOPPLZrjMEKLVRA1mlUcnhbXKCuBoyH2l3BBkYnzZPGcqik533p6sbcgO5S2pJutYl1DS/UxMmE9u4QRXYwU7HSep3GLn90HjxSSxtUoqTkq7hOpFkZF3Ju+z8Xe8zSuZKv9PAIIwTF3Y1x1nht7ZwiZIGXFab6/eEH2GUodQhDYuoPSM7Q0LMVLHPqvQ4j5qSv/Gq/vvclPXl/jnQcx7dhgrQc8sQ7MqsByr2E8UxRlzP3jhNJCrCWawGYv4Zd/9AqrrYjPXVp+TJX1hD8PkUyo3RwlNDY0EARaGrQMGB1xpb/FaJohEQQaPrPxaT5zKeVoFKgaw+cvvMzWsMXNwwlXVtpESvJ8tEa3VXFt8BxrnR7nO6tM5o7PbF/iRbfOxcEQEQy9xPP82g4QEVhMVf/qlc/imSLooGQGQbLWTlGqQrJwT1nKYlCeVzZe4PygRtJFhJTtXmvhgBNSPr05QIocQYcfvriFCEMCc5ZFys4gRoSnCWICoYPAc311jSCPmOV97oy3uDc+oHKBu5MJ3WiIlJJZdUqsSjLTp+uWiaXEJCtIETgp91mKNjnfusq79g7/obnDUX6Ln2z/BC+7Icuqzz055rvNB3xPfMRqfIHalhz4u3TDCv1omQ9G3yZVXVbUOUqbk6qIo3KXpXibdtxl3pyxnu2QmZjE9HEUyHCBSdGQNw2yuUSjphRFRpYERvMOyBNGM00rikhUzK2ThwzbkOqEADjvaUctMpPx4voOa60+mWkDnluzb/KJzmuPt0A/Zp50Fx8jK9k2HKc0icLPF5YqN8QhF5zkiB59EdgUDfdI6WJJguVURrggMAqKAGOf85EqGLk2SgreEA85klOc97znZ+yqM35T7vMUS7wvT7C+pmV6aBmRqjZKKtazHQo7Y6ezsD8LBGbzlLwYcWVpEx8s3XiFRGZM6lOMLtjoLpPXnvE8oMwyubMI6Vlv93lQeaL4hGF6nqOiJLcFiezjmi5BzGknMS1qHoQRvya/xb9uvowNfhE7LRU6eJoowbgGJxWRbR55YS7kIx4oaBimmyihOCz2SHWXSBkO83tst54hNhmmiohEQY1lWXcfhQ48zhN/wl8kW51XmM2nPN3b5IPTN5DZPoNOzs37PVxI8NYQRx6pPCcjKGuBUhopPZ1UcX5lhnUZ/ehTmCDp6RVq95B2nND4FCEagksfuVmADuvI2ODliFgO8Uwp5R0y/xQ+NDjmtPQSs7CHFBnSD5FyjpIGR4ELHmc9SrUIXiFkThmO0WqDSDkKcQvEZTqRAQFNsOR2xKw5oWX67M7vsJ5tc1DeZdaccL3/SSb1McM4pvQ1d6bvsNN5np5Zxjnom/Oc1fdZzs5T+Tn9eBW8xKgIgqdyOY23rKSbzOqag/kHWLe5sIUyI2y9jBQSlXxEKHYQosbVq0i52P5/aukco2rKRfVZDoo90jjwpaevc+tQkJqIVhxorMAFxVJ3sSBsG48Lir1TQ2XVo9+t4NWtPv/glz61sOJ7wl8aEtVm2pzhwkKT64PHhwaJpmo8Q72F1jV1pahLzcXBGtN8odEfzTXnun066ZSLgwFlGTFYOuNs3sL5lOdXd2glGoJgqbsIBBEigZDixQxCzLnOOkHkBK8JxPTTCPDUVmHMASGkGNVhvbVJCBWEFClrQuhwbdgh4BFB4UVBO8ogCHyokFIjiMFLhOgi8EhahOBYBM3XiNAiUBHQICpEaNFJYp6LL/HcRgvh1vn8/Bp3Rscczec0rFDagsZVRCrmoLjDcrLFuD7gYud56lCgiElMxLg6YbNzmbfCR/yJ/xqr0Raly5Fa0TerWF8zrUcsp1s4X1G5ORutqyih0DJBiobczZg3IzZbV/BegBaUbk6sOzjmGJkSqwihGvxUM8unaJEg1RzlB5zOzxikPTpxQ1EmjMVtrHcYe4lUC+bNIS+u77A3PeVHd16mFSskmhA8HstxdfsxV+fHz5M7rY+RdjTAupRhtAlA4xq+Ie5Ry5rrcooQAY1nXnvGTnBERMRCj/xnj4n78oybYp/bekQAvs47vKneBQTviiOkOSMETdXAH+bvc3+8S0cvgwispOcpXUHHDJg1Y/bmHxLLlFimuGBpbE7elJRuTtf0USqitI68TNgfVZzlNZ6aWCZ4MaeyDuScnlmlGy1TNAVtPQAhmNkJBIVOjlluK5ayLl4Efk+/y78nf5O3kjGVr4iCI5tPqaKERmniusBLSZG2ULZB2UUmvccxLhs+OjlkNIsZFzm1K1hJNincnLzJEUHig0AKyYPJIe0o5pf+yg1CCP+8I3nCDxA/fuUlfubZL/CJ85e5Mnge6x2NVRxNNdbpRb0C3kkQHqUc/fac04nGOnBe4L1ACsNyf8KF7iaN3EXKQGhWkRKMaZDRCC3FI/snifGraKGx3iNDC49FkpKpJawPRH4DgSBWCYRFnK5rYpRbIYsFKvTRtPAB6qpPZR0+BKRdI9LgnCDTfaQUdKJlEJDqNrFaWLD92Tug9ZZhsokSMSEIhvEmjXe0TZ+78zdJTIQLFuU1sWyhpaH0OY2rmFYFRak5yvd55+BD7pzdw1Wri+ZYxEgzJYpmGGMJ1QV0iJFhCaMVaVogVE4dpry68Rx/++XLPN1/kcYqqlpgZEQn8WhlKStJr1XjnCSNSmoX40NgWmj6WcTf+7nn+U9/5jn+h7/7mSfN8V9Cnl3+MeQj9XgI8pGnSYTHMS812gSkdARviA0s96Y01jCrAivdijSuORn3FsmLccM0T7BW0k4siYmwviYAUi5s4cSjZhQ8EoMXY4J3wOKlL4hFiqoRGhEGi90Dr0FWj1xS5OJfMWPhhOrxCBBjAgqHJYgKkEjfJjAnBMHC/dfixSmCmECzaMxFhQwxgQkiPLIXlVNkGBDwrLSW+eSFITv9Ne5Pb9KJhtShYDnaJLCI1zYyoaW7VK4glgnzZsJSsgkC5nbMMF6n8iUheJTQzJsxLrDYTbA5bdPHhwDBMWvOAE8n6pCpHpvZVbxzTJsThBD04iVql+MCJCql9hWlzRl2DJ32CCEtyJIm5MRRwIaaSr/PWXFGEyypv0I/XiERa3x+84d5ZeMaz6zs0E/aaBEhWDyPA55Y/+C50DxpkD9mVuJPoB/94WQq4Xtyjw/NQwwCw4wpM3rREbGY0eeMkvtMwhlXQ06Xkg/EGe+JD7khdgku4r5oeBjAu4y3xR4qOkHImltHM16fHVNXLc7m7tFCj0BiAEU/XkWi8MFzOD9EqgZ8n1uHM+4eNdw+PeLt3UP2xyWTosYyI3iQeoYTc6Sq8U5zXD4kkyvszT4kVunCd1JlGCU4t6S40HqGcXO4eIgHUDKCqMPvhxsYIciVpowWVjaCQGc+IfhAnmQE7xEhMEojFBI1yZnlmrz0nM6nfHRYcuv0CO06HBa32D+VCCnJbcnfee4nuNBbp98uuTP5wVwQeMI/n0+cv0LwhruHHYKX3HrYofYwmUecjrscTQJrg5yjUZelbkMnhdk8o3ECrSqKKuLqYJ2/uv2v0DU9jJLEWhLUyeKBHCKceojzYbH45iYIIArrSCEQosJSUttA7TxKKhpXYESH2ldoqYk0QEDTwoYCgNREKDPFOYF3bZQQlH5C7WZYF8ibM0QQnJRHDONz5E1OpnuspltUbuEWULgREEj1EloIevEyO50XsL5iOT2PEw2NL0lUF+tLVtJtTosRp/YjmmoVbzNkdIgRHZRqkFJDtYUSC/2iCj2kqRBItG7AdVhRV3kwv8WF7oCiinjl/Hl88DivSCLotgpGeUSaWqpak0Y11knmlWReavZOYl7eGoCQrPcShHhy9fOXkVR2EGKxXBmwBCwuNHin/9kOAEGSxBWNg3nepmwUsZJYL1HS0liJQlI1gXmREhsoak3j4GymcaECv0wIgvDofyK0F8tlvgVCLuQOEqBm4TdYEcQZEPDSEYIEUSBEAcEgQkxAIkhBHgEa7y2CR18nJ7hgQS6WdEWICKJcfF0AQQtCgghtHBbC8iLlMyigIHiFFBLkGYolrg42+Vef+xuc76yynCzjhCdvplS24Ki8SxNK8maKx5HojNxOOCn2GESr1LaiaKYkuo0gMK6OSGRK4eYABB+IVQdJvAjzCA21L5naY5SM8CLg8USyzayZEIKlY7pMmzMqN1v8HoJkJb2AUQZX97FqDyNjEA6Ka2SRZlk9xfMb51nrpGy3r9DRQ3wQXBluUlm7kNjAolkHhsm5v8hS/AvhSYP8MfP5nZf50SufZSVdop/0+EAcc4MDfkX8IT8tvsJviptUnFHKh6wRM6PgO/I9/gP1PX5Ff4UjUbIr9nnXnqIUoGsQDhUdMxU1oRng7WJCZvUUEZ0wqU+Y1WccF/uMm4cUdkJux/SSZcSjN2jt10iMQclA8JKmMSDrhQWMnqLMKZIYKQUVB0gJWZRShTGDrMtm6zJg6UYrTMoTKpuT6Yyj4jZtvcy4HoNYTLlKP+a4KUnLgkM5J61yVPAUIlBGCZUMmLqiMBJTF0yjiNt1xHpzjhACKj7CuxY+OII6ZtZAW24tlp/w/OJzP8ZWfxMlIQTJYf6Dd7XzhP93hBA09RLv3msBirfutiFoTqaGTrugrhOOxxnBQ1VrvFeMS8fhyICw7J1qSgefutjnmZULWHmAkQpkvrBkVAJkQRIrGl8CjhAypAz4IKjFAWXYWzR60UNESKnlIU2YoqVkkAyoxB7z0mJ9Te5GEAyO8WKy1urRbc1Z73XQespBcZdUJxyVD+jFa1ifk6iUgKAb9YlkDxDMmlNmzQgtY/LmBAQIobg7fRsXPITFR/pqugU0JKrNcXmPojKPfJgjpJ5As4kICkmEEjVaSVwoqMshQk8oK0+kA07fw0bv8/zGNl889yNYtUfTZCgpOL88x9qYVlJxeJYSa4v3CqUsszKhqjVHo4hf/d0tHo5jvn7rhFjBJ7eGj7FynvD/hzdOvoINDUpEeCwgmMxTqkZSWkUae/IixjqDUYtGzUhoZw2TPGJaZsRxSUCSRI44AiEXAVeRho2BpJs+mlAv1tZBFDQuIEUAeQwhQYoUhQQ/JAQHcoxkCGhECIvJdugSEEgRFtIKmS/CQIgXXyc9AYFiCREW7hm4NkLOCMJDEIgQIWUJWERQQInALTTW8hAhAoQBCIX3Ggj4YDFas9Nf5YsXL/Hjlz7JSbnPenaJ/eIj1rIdKlexnl0EIVBoTqt9NlqXKH2BkppONEQhGVXHbGZXsCGQqhbH5R51aCjtDCkDNjSclA9RGISQxCqj9jUtPUBJiFSGkhHOOw6Le0Qqoxt16aUxpTtBx4dsdIYMo3NIoXhu5TpezjnfWeeHLz7NtZU2G+l5OokioDgcxTw4anP/KKNqBEXjmRUKAnTE1cdWl98vnjTI3weuDnZ4euU8P3XlUzjhecPvcjO6j9fH/K4+4e/zIf+I9/hp+bv8R9Fb/Lr5Gn+q3iCn4kNxgmIJawocM7xNCMISgkaqGtsMEI+23YPN8PUy1knuz9/nXOsSg3gNoyJ25x/SM8vYUNE4j/OOIOYoKVCmICBRAiQGZU4REoyGlupxuf0qzw1eoBVlSCLwCikEUmhKl7OW7TBMVgho1rMrHOS3mIQpAsFW5xpGRrxzNgWTchrGHKYKReA9eURUVzyMHNo7RrLiIBa8V55h0LRkhklOMCwvptSmwtUrzJs5k/oUIQsSbVht9QlBICUo4Snc+DGf+BMeB5d6l/je7ZTjieHDfc20ENx52KNsAt/+qEPjFEIsHBNO544srigbECKgpMeHQFFLtnpDfuGZv8aV/mW+sP7X+PLVv84vvvgj/Pz1n6MtU0qOcB4SLcnDg8VVLxUISyIzAiWuSQkh0Mh95qXn05vPsBpdJdUtanlArDTOaZw6Ios0sYGJfYiWGiHEIm1OLD6OlVAIFtetkZI0vmLWHKCl5LjcXeh4ZcRZvYcm5eJgHS0iVtKlRUx0gNR0qJqSECw9ruOshmqHOBYIkSLtAG+Oqa0lbwIhAM3y4gYpKLppglSOftyDIHh5K+YzFwdM80WUbdHUWCcgBKo6whhPCBol/WIvIDhckPzGn6zTOEUrUsxrx9FZ+ch66wl/mbC+4av7/ysP5x8gUdiwCIsSQlJZyzSPaSeeWd7CC4/zfjGcCQ4pLQRBXUu0tMyrQCsRLLc7rPY0G90O672YtUFFNzXEejEcUVISgkWGNpF2+CAhrCCQyLBo+oSwi8XtsETwIEIP8AQxw4kxghhPhcAgQoIUDhHayNBbTI9lQaDG+8XfIbJBhPbi+w5tIF5I+8jxSAgpQgi8yBGhCzgEhiAOFj8n6SOJhnp0myvpxZofuvASO91tlFCL75uFhOu4vA9C0LgK6yxaaE7LfXZnN0FAJx7icLiQ88H4u2x1n0UJCXhaukfLDFhLt3HBsRJvcnf6FrHUSCF4MLuJ8wWr6RBLzaX+Rawv+PzWU8Ra89qln+TfePlnaSeSn3nq03SjDq89s8Jm6wI/9+IVVrMOEUMiLZFCUFlHpDV5LbA+UFYxsyLhdLbwZZbyBy/R9smS3veBl1Y/zWH9LQKelk75IBwj0GgG1D7wvj5B+IxIx0gkwUdIlrAhRmhFCDWSDlU4JJIXUIRFcpXtEkdTbNPGUeNdgja7ON9CA0bFfDD5Hh15nmF8jpOpZVxPKGqJdxIZT2mqFeIoxoU5Whm8h4F6gavDTVbTJZZaPc4tzREIjsZtBM/zRw/e5c70XdZbF+maJd4bfQMIXO28SkXDWmubB7MPUUJjRMZpMWKlWqeVz3i7/QClt3jBprwu7vBy+hwfymPOqws8EGO0kdx3R4x0h6+KWyBzGiZofwVCjHAGFdXUviKLWqxkbYp68WYXAmijqG31mE/8CY+DlzauMyuOeO9BhBBwNg/cuJ/y9AXD+3sJebXBxtIpT5+fAYJJniDxNE6wMSyZ72Y8PI1JIsXmSkbkN9nZGHF4NiBgGcbrnOs2TMYrbLa36cRtTqsOk9zRi59nmAwYRkNuTWLO3AwnF+s83bjDlXW4svE8/+0fvofQDYNkhbVshfXua1zordIyCZPmKiczyyc2LrHaNnTMMvcmO+xNp4TQUPmS7e4F2lHEuF5jXlva0aust1ZZzgYstzJqC8+vrvD7twOvXf0Eo3dOkCRM6mO2utvMqpzVVpdD9xar6lWOygNCM0TEI6xL0DLCu0DdKIQoSYykcZaiTum2BdP6lNTEnMwCdZ3RTwNlLdAy5ngU026ViCBpmhSlG6pG0WvVNFaRxZ61vmU8j/EBUiP4g5tH/PIXrzzu0nnCn5NvHfwWZ9UuHotiERAxzWOsVXgP0yLQzQRalzQuITENZbOQUngEeaVZ7iqSKDDsuEWMtJyC76C1JfgIEYAQIcQMqSz4ZZBH2BCjGIAsIcQgp1hykEsEcYbkHJ5FYiPeoqTCEyC08F4iZIQXR0i/DsISqBcaEZ8hEI80yYJ5HpO1potmGfDBgpwS/PLiYSPrR/IEDXIOfgWQBHGKDEsIAoQE5AnYGC+OkWETIQte2higwzqf2V7n177ze1xoX6WoC9SjRceW6SEk3B6/xVP9T3NWPcSHwJ3JW5zLrmFkxk7nWZRQTJoRHdOldPOFvthb7s/f5VLnRbQ0xKpF40s229vs9NfY6a/y7mHEZ7c2ePvgiK2hRIRrbPcHND7wI9svczrN+dK1V9g/Mbx2+ZPsHjf0M0msYVaCjASDVs3JZCGXDATmlUaJhbPFw9OY1nr8eIv0+8CTBvn7QKQTOmaJ2pUMkg77tqYJNdprkCdEoocPEh9q8DFaDGk4xKhlvO8Q7IBKTonVKkHO0G4ZvMAJS9PExKaiaAQET1NsIpTHTdvcbA5pysucSosQMULfxtseMqQInSMCtEyC5YzEGH586wtsdnsIIUiMAyTD7oyD0w5GLa7ADC3mdsxG6zKxSrC+4WL3eQ7md7HUj5YN5qynW5xU+0ip8c5z0H+Tf78rGLsxRmieEku84W/zILrGt/0dlkTM17jDUkjIkfy6/CqeCkmbukzRChAerTX1/83em8Valp33fb9vrbXnM95zp7o1V3d1VxWL3c1mc2pSLZMyaYnUaEVRZMeQkAHIS2AEfjACJAYM5DFPcYAEiOEAhvOQeFQoWXJES7QokU12N3uqru6uebhVded77hn3tNbKw75sWXEgWKKaJdL3/3pOnVP7rrXP/tb3/Qe5ja07XFx9gs+fPUFeeuLAH4oDPF7qx73kR3gMWO62WW7HPBzOSAJFXqTc2gy5/qhDFkbc2664szXg1euLhFJz9ljBs+d2We5N2B1H5JUQR55xWeGcYIKaySyhri2iNEu9Ic+snuMrz3bZ2O1jzIzF7iIPdwasLe4yHGdMC80XLrU4mKTsTJ/nxt4Ow2nTSZvkCb/28U+z1LuM+MXDEfGkiZumYlHnnOosE2hwvkRheHJhhScGi7x0+hJe7aDtSazsgOqi3XGs7B92tjxPr2jy+RJhsMPHV14kMCV/9dLz/Pb7t7gxv8up7CkSFbHaHnBnfIZPnDzLb979NseSz7Dv76DKZZSPabdKCoYsxkuM620utJ9mr9gkVin7VQuj4c74Jk+0niUOag5qi6sMqwsF8xLyIkWkxtqmOMY3NnJ3N7vsT0K0EmZ5TRoZ7u7OHve2OcKfEt579stHAIfTE8/2fkJRa5AKozWr/YL9UQLeYy1szRQrfUteCnWlWOoGJPE+2i/hsHg9Be8RMdR+0tDlqNE+wUoINqN2FsUSIjm1pekoqxFgUW4FJxX4ZWwlENSgZkBNWRxDR9NDgV+JSIEnYpprktg2olyv8WLZG6X0O3uIVHztzSf4mU/vInh2DjIG/W0gZ16W7I5brC3dBRSj2RppvNhMVTGNMBDfdI7VLuIHiFY40kMxXYTSfTyWu/slv3DhS3zj1musz++SmR6BCulHqxjRnG0/i3V1E0gihtOty4QmpHY1sW7zYHadTthDieHB9BqL8Sk8Fec6zzCvJ5ztfIQTnT7X9u7xxXOXaIVdIh3y46dXqK3nM8dXcdZyqicgCnxFagIkS/F4jAjTyrHUg7r21K4R0ipdgChK79EKFjJp+OcupKwLXru5wN94JnhMO/TDw9Gs60PCC0u/wI+v/Rq9pEUWNHHIShVEskBdK7zX2DpG6RolHpEK6xuVbaRTAukRSERddMjlFj68h1dNWhF6ihGD0jVB6AnTO4iy1MFNlCkxcSMugmZUazSY+D7WGwZpi48sXuBvfvYlVls9Qq1Z7s0YzRSjuW3Syaxh0D0gLxUew6jcxlYZzjsezW6zPrrGWnaeLGhT1Dmly+nHK6ykp9gvHnDg7mLVAa/PX6MMhDfsbR6FBV7gGruMdc3fzv8+7wZ7fKd6F6MDKpcTqRQtmixWlLYmMRm9tKCj1zjfeYZnVp7Ee6GdQBiA0R9IOI7wHyh+9rk1jFZUtePKnRaBVlxb7zArakKj6cSGNNBYQt66m/Kdaz2UVqwtFBSVY6VX4D1sDSOSQJgXIdrUlJVjf9hB65rpPKaoLVoJtVVoZXGu6Yr1WzMm8wDnITM9/srFZX7uI8+y3Ms5s5RyrB9hVGPDCKB8u/mPSzMO1srjnOB92Lix+PjQp9ggPsT6w1xmD9AEkjTKfAHXIwlDxC/xqbXL4FMys8qXzn2cz6x8CeXaPLe2xPFezOnOST56PKYrF/jcuTWWwic41l7k0lqbn3jyEiWbXFheoxd3ePbYSR7O3mep1UOrgLPdY+zMH7LaN3RT4VQv48yyIgkyOtGAyIDWgqNGAKVqlCj2pwotQm0dgYbKOYbzinl+dKD9YcP3rLyKCqraUdSaLC4YTjSddMosj9HGIuIYdKeM5ppea0oWBZxc8qShwfsI6zy2DlAkQLtxhBHBozkYL1IzPRTMgVcFWknT9fWWynpwEeK6zAoNahvBs74fItSIW0CRsTs1OJ/gXYxX2+Cbw/Prt7so5RDf6BYU8PadHnc3VimKFvd2Qu5sLOMp+OqrA3ABeTFgXmm++W6PyXQVa1s82A24s9UCtcXuWFHXbRw0HGQf42UGHsQnjUhQFHiw3nOqu8qJTout8j79aJVutARoDsptxtUQowKUaopSa2sKOyWv59wavcl+tYn1BQvRMmVdsZycJDUJT/WfYFpN6EUdPnfqAiuthBfXnmclPUYkHRQa7wLSyOKlScZrbPJqHMJK33Bm0bDcVbRioZMI3WyG94ZpLqz0c7SCyFQ464mM5s5WQicr6WRTrIt5936XLPrR6yAfFcgfErKwS2hiPrF2gf/8+Z9lKe5Syg7OKbRyKASnR4BQ+j0Cv9R4F+pG7V7o9xhxhcrO0aREMkD5plPTcLMi4tBhTIGrBijlseUCiEbVK406XZfEusvTg+P8xxf/I/7Wp3+RX3n2s/z8R8+Smj4nFxWDVkIUOFa7MWcW24zGiyRhzYOtLtA8vH/xwhcIXZ9O2OFs9xxffuKneXrxJKUtKbbAaMwAACAASURBVNyMB9MbWFezX2xifGP5sxidYSFaxXnLbmB51d/Be+Etf5vKV6ymZ6ltxdXyBnVYkYYxylRUaoNeojm/2uLEQoqYKRP3COeFMHCNP6UC78PGPmiWND+eVfVY1/sIjwd/64tPc/Xv/iT/8688z8Vji0RauP5QE2iF84AIs8oRGcViK6Rr1nBOKCpFUfbxGIpcM8kF5x2BqbA2oJPCtKrxzJkVIVpXOK9Z3w2pbM1omjKvc5KoZjyLAUEOFfBpJCg6mENOsfgIKHDe49F4mWGdID5GiyAqRyQ/5EDOm+JXTcF3EOUQEhR9XDM4xjHHe9CHvq1ebdFL2o1oCE8aaZ7qn+X5Uz20JBgJuNA/z84o5C+d+SSXjqW8ePojvHTuFGudAR9bPcNzS59hpdXh/MJZzi60WYqPc3n5GKWt+dKTn6Abp3hfAm2UFpAA7wO01rQSi5YaowxlLTircU7YGydUDpR4ag+hUgyykCQ+Glz+MEFEWE7PsRSdpag1797vY51le5gRRzUPd1t4D0VlDkVrEU+tdsjzAe0wauzaxCI+Q5Tj2qOY2k/RaGAKkuOZ8tXvLFB7YWt/BessdR0eHh4tokcoM2Gaa7Ro8koo8gHeKWaFMC8yXr/Z5ltXl9G6ZH1rmc1hwubuSZyLeeXaIq9cj3FOceNRimOCc5pvvm/49Vdibm+2cB6+fqXF9nCBydxwe2OBl99bZG+ccm8n4BtXu7x1e4nKCv/0Wwl5vsTuRPP27SWQIdsjTV4mQM2s0AjN/V5WNF1zZ8hCzfZsGyUeIyGBREyqbTLTJVAJRkJm9YhHs5uIViRBi6KecbH3aTLT4mTrDJdXThEY4ecufIYw8Lx4ZpHV7Bg/feEjLLcCFuJlziz0qV2AqBrnIowuEEzjDKI3EV3iGAIKEQ1SEqkurcSzNrC4eplWFHF2dYL3Du89BzMNKMpS8+1rCcNJxLX1Ba4/zAgk/JM30Q8pjn6pPmSc7Z3CASfbZyntXfKiQKmaudwn9afBRqCmiDtGqAIsYypbEMt5SrZQ0RwhxtkIj6XQtwl8Hy0V6AnWVohdBSkacY8uENfBhI8403qGnzz/AivtCPQmuA54gxeaU7SaND9SbplW0ggihJql/pjt/Rg53PRr7UW+dKHNUtYjDhsqxtXNR4yrPWKT0Q2WUEqR6Dbb+ToKxaTa4UT8FJWrEBT/hjtkQYfvFjfouA7ttM9esUloUm6afU71F7h28B264YAkDHC+bFLGTAdbLHBx8RxpZNkbJTg8qws5uwcLVNaxkGmC4EdvvHOEfz+ICF+6fIwvXT7Gpb/zLwmNIa8deeUItPDsiR7/6D/7FMGhOOx/e/UWNx+UXL3f5vPPPeRg3ub40gijIjrZlHs7LY71BKNDjKkoa4cWRVEYjAhGK/IKskDzaDcmMBbvNcu9KeI7DV1CApyaNx6x3iGqRkmKp7FqUoQ4GaF9G2SGSAWuhZfx4fh4BCTQ6P1xrgbxTXeKGkWKlSEwwDmFt3O0aoqR/WnOcn9GVQfMrKLXLpnkCSvditXOAO09pzuGMJwRTyZAxFee+gyVdbSCA7Sa87kTL7LWVTzRu4j4mM+feR5nK6DG+xCowRvQ+4Shxs4U89IzLz1PHXdsjw0vX2sRKYdHo6RmXNR8+aPHHsseOcL3hxeWfxaAW9v/hG++J7x0aZ+//zurtJOK5W7N0yemrHZLJtNlNoZtXnhylzdvDXhiteB/+s1FfvlFy6WzdxHf5nfeyDBqmdMrE5QIRrXZGYXsTw33Nhd5647m8x/V/C+/PeDskuLMSptPX7qHuA7fvdnnxy7tUduIN28vcGKxoqw1b93p8u59zfYoIQoNr96EM0ueN29nfP7yjH/9tqGbKO5ttvin38pI49P81LOQhiGKmG9crWmFiqvrlsVOCy2eb7/X4+EQDiaeLNTcetTmwY5nse24v5vz++8MOL5g+WffDjizcoxpKbx+p88XPzbizTvCpy4egFslDEq8jBBJQW3wOzf/EOcgUimlmxGomNzO6IfHuHHwGsvpSZQY7o/fpR+v8mT/CR5MtvjU8aeITcKJbszx1kvkdsRPPvEC4jO+/MQykQGoyCKLd02WoXcGbXK0aDyCCGCXsH6OcwsEZgo+BRUjUoI0XO6AgDCu8UqDG6Cjfa6uR4h43nuYsDXs8s69kqv3U2Y5nOj96Hkgw1GB/KGjpRfYKTa5PHgOox1teZqzCz3EjPn27SGjYsq0CEEaFbj1Hhvcp6YktOdResLx1mkWohW2pntovcr5hTXW2kvszHd5f2eD8dzRiVI+eaZLoHpsjic8sfhZelmJq5NDdXy78YZUFd6HaIHag1E1YLDyqFG3q5hZHlBVCWmSIz7E+ZokCFDKHvKEExSKvfwRi8kJltITFHZOrNsothEVNlY2dU6gAu5OrqKU4qnu82zVW+ioTV8MLdMo5HftkFAlBCokMwNikzItcyo3I6bPL1y8zCxX7BxowkDRTprwBGOmeImIZe0xr/IR/qLgN/7rl/g/Xr7DrHK8cKbPF55eoZ/98e7GYniaf3Vvm9tbBuuEWxsZL5w/4OGuZpK3CJQniWeMhjHdVFGoAlxMLZZuMmeaZyRRySxP6CVgtMHoCJERzsYI9aGXMuADkF28j5upkYwQupSuIjATKnvYkQV8k0jP4QkWT44mwlKCmqB8Fy/TRrzqNag5B7OSgzIiNhWr3TaWnNp5RrOwGfOKYTwLON6PEBKMEpzskkYDUAXHuyk4wZgdAp2QmC4w5sn+GQI8Lx5vo8hAZiido3x86HsbosNhYyvnUpb7Gyz34dp6C+tgpTchDYTaCVqgss248r/5y0cCvR9mXB68wDv3rrDWb2GdZ5aH3C0ibm2mtGNDbT1hoMiiNv/ydeHLz0f0s5jfeM3x7sPTPHfasjGEr74a86uf9/zjPzzFr/zYFlfuJojAt97rcHfHstoT2rHh9nbNxkGX6w8v8Muf2+Grryoun2px9X7G77xleemSYX+UMSk8BzOhlwS8fafFPBeuP6jJIs3vX21hXUFkhD94d+GQKhXym6+BEsVoXjHNhW7i6aUhV+56ljuaKw8KRvOKLOyAgPPC+xtzvG+z3Pa8c1exe6AJVM6vf6fNM6c8X7+ieHL1GG/d7vCJC+soL6D3ENtFK8WsDNnPx3SiAaWdY4zBSEIgKVv5XZKgRTsYkJk+omqOt/qcX1zDbAdcWF7E1W20gIkgYxHnLXhFGAqNt4VGk0DwEO8jcB2U1AgB4HAuwKk9RJWNpZ1vNxMsbxoWl09BdkEHWKYou0hoYFaEeCrWtxZ5936AtcJr13vsjA1VbfmZy0uPd2N+SDgqkD9kBDoAhHaU8cUnn2P3oIP3wlK74qVzpxEJKPwK/+C7v4etA5IwZBA+xfHsOGd6y3STlHZasTUM+bFzaxzMhEBrjHYYtcL5pS5745h+q6YVN53hk70OAMLs0OvRoUmoqRCv0KSNVY6qqOu4ya13y80YTBxVHbKfV9QYerGglKebgbcBqB2cFc4OVvh5/RXuH+wymhdM6gMSHVOS0zVL5HaCUQF3xu9zunMJQTgo9lEIO9U6bd9rfJN9SeVyRDS98BhaQsQLkVGk/gw/dekYD/YMa4OSeaGo6xRcjQjEkaOYwNnOJx/vIh/hLwzOLbX473/m8p/4nhdOXOB//K0ZRe15sN1mVgSIOO7vaD7/7AHrW4sYZVluZUQaAl2RFyFaOYyKWe1EWLVBajoExuOooBbwpqFKYA7Hl108Fo9QVzFhoFB+kVkREIc5+IyiEgLXxwT7TUiBy6hdQ9EQ5bBVBLpE6IALEFbw3jMrPVG4xPa4RBuYuRpPhCKi36qoqowoAO8StDnAO4cWDSKHiWOA7+FlghffuAiIR5FgnSONwMo2i+kqXm2haVG7BFEVzinQcxQx+AAnOY/22nSzKQvtGiXwb95eoraC1lDbhhoSBY2jwRF+ePHM8TMsZNf47rUuzjfrqhWESjMraoxWrLRDrj0wrLThzVuQhIpAK+5tJNzfhmMdQ03EK++HKAL+wddWqGxFFsLuRKGU45XrMe1YN/7IGqxN+EdfX+XkQPGH76Q8HCrakePqPY9WiqJ2QBNasb5rMVroxBF5XeM8LHcSitqxP9WN+E81+QCVs7Rjg1FCaT3dJGBc1MwrSy8x9LOA4bwkiwx705KVTkxe1XTigNs7U+KwRWgMNx4Jmpi1Xs1vvKoRH7O132W5LWgd40ko6orK5wyyDtvTOWvJKncm71K5grX0PJGOWYiWeXLhGFd3b/PlJy4R6g6pCVk5s4o4hdJzQKMxWA8NRUKBjLAuAbWFqB5CB0fT8RUSrAXBUFPh6wWMKokCcDjwBicHiB+A2sTWA4zWKLUPdkRZd9gZV9ze6LAzjJnmhtp5NoaGynlaYcDZpezxbcoPEUcc5A8ZSjfZ8lGYU9WKKMwxqrGcypIS5xzGZXx08CxffvJT/OqzX+Znn/4sTy+dohXFDNoFeRHRb89BPMu9GaCYl4ra1dTWsNyJaccGTQelLLVrTsZ1HTcnTHENZ1EFKFGHvqtNtrzWDnyAV1vgQ8qqse2pK1jsFIhyOJvhXYoRaaxtRBMbxdMLZ/jik6dYay0zq8d4rwhUzKwe0QoakaHDEusWd0bvsF9uHEblau4cvNPk0OuM1DS2Wp2wj/Vzam95YeWjPL92lo1hhADDaUBdx+yMa3rtHO8hMoqfe+qXONlbedzLfIQfIpxcOHZIE4C373YQAkJjKMtF8AG1zcBHpEnBtDCE4ZTQJNQ+ACxIBVjKylC7Ai8HbBx8j3YARRkhfoWqzPBSIpKzPwkRZlgm3NlsoZSATJnlmoNpyHjWRxDKOgKZNAJZ2eHGZtLE5Kotbm5GzEsLaoetgwjULne3YG2Qo5Wi9iNqKygSIhPiXYLoRuSnVWOPJYCgm2RLae59qHCuDUjzuprhKVE0nTPBIT5p0jgRAu0xEoBXjTetmrLYGfNwNyWNHAeTjCytUUoOO8eeJFB47/kv/+Gr/J1fv8J4dqQZ+GHFFy+uUB/66Fvnsdaz2g45NcjoxJpp6Vjfq6mdZziz2CYBHmUM3mtq77m1NeX+bsr2uKR2EJqQ9zcntGPDLK/xGPLaE+pGTDfKayaF4D08HIas75ckoSYMQoraEwcKrYR5ZfFAEhnGRRNb3YkN+9NG8Hcwr4iMYjyr0FrYn5Tc3Zki3mM0OKCXBuAhjQxpaGhHAbFR7E8rQtOEmNzfn3FmkGKdJzSKoraM5mCt4vqGIzaa797oUVuHs4ay9nivSHSEIPSjZR7ld9FiOJ5daO5FHB9dOcuZhYQfO/kcg/QYraCDUuow2W+GIkBQWKcP/40gqgCXgNSIPXFIyQrB14DF+WnTKDNb4GmsZdFYRuA9ngLvWoAC30abaSMYdgvYqkdRWW5tZjzai9gdhZS1AQGjBSWglJCFP5q91qMC+UNGK+hT1kJVh8zLgCR0xGHOrNAMJxGhqUkTw4unn+JEv03thFZSYRTMCiGJKyrrWezUOKsJA09octKophPH9FJII1CH+Z+OMUYJSEmgNUpCylJzkE+4uzvhzvacyuY42WtCQDCI1OAyPDV7k4BWOqefGaZ5gPMWowxKKpS2zWjXh4f59iWuHnC8s8xadhxRmhOtpyndHKH58Xyy+3EmxYin+5+kcgVZ0GMQr9EKe+znm2zObyPiMBJRuYrKFfzlJy7T0k3U6LzQlLWQRjUnlscM2g39QylYSDsc6x6lch3hT49QKUIj3HjYBR9SFD02R5qDcSPCub+9gPfCe+tdhqNFNoeajb2Y+9v9RijnEt651wWxTGdL/PbrUdOVVROGswAne9zazBCgrru8/6CLwzOa9nj7btaImoo+RdWIhm49aoMINx82n3/tYRtnE771fuuw26v4378e8tbtAXXdZm8sXH/YYl4p9scpeakpKrDeIlI2Qj+xaDVCqRKoEN8GDE72qJ3g2G0sIJEm1MG1sQj4FqKmiI+BJvzAUoGL8RSNRSXfO1jv4eoOO6MA6yw7I40xjqVOTV47NB4nTQcxCTXru1P+yWv3+B9+693HtvZH+P7wN3/iPHll+d4wYKkb45Vic5QTBeaQUuPoJqZJRm3yZBjNS7QWdicFpwYpedV0fVtRE0R14ViHqrI8sZwBHq2E4bxEaYV1njRUDGcVRWVJA43HM8srIiMEqqFKAPSzECNCbaEVGXanZRMlrwXnPFsHjSBWA2v9lOP9lFFeEQeGW9tT9qcFgRZEHHuTHOsdk9LRSQzeOZJQk4WGcVGjlXB3Z8ZqN6GobNN5TgPGZc21hz32Zp6DWZPoJ6pGq5ofP/U8pzvHGUTHuLhwGaHm+WPnOd8/y4WlAf14lTP9Pt4aGueaGK8bLZKgcTZEqRLvHVr+yLIOF6F01fg8A0KI17tUdRvvHXW1+EF0t5K8eV3mzPKEWa5AcmZ5CtQUpaYoYvZmijubLe5vZ2wPU/amzSHF++Zvbp1HBF443f9Bb8MfCI4K5A8Zp1vPIWKoqpDJLMY5TxhWhFqa5CntCHSF0ZYozPFe00oKwkPLnI3dLlrBvAgpquaU1m15FrKQXmZQdPHeITQCHSUGJRrHCI/l3s6UWztj0miGdyV7E8vW2KH9Is5piiLEqR3G8xYicG87YWOvRStxtKKUbuYQDMrsN8bpPgBKnM+xNkTMNmudFj938XMorwjEcK79DNZ7tNbUtub+7B3G1R4nWhcQLwQqZjFeox11OdW6xKweY5RmJRvwnz77efpxwqRsRkBlLTx9YsZ41nT8sqgkDHMMEYluP8aVPcIPMyoHlfXc321Gjzce9ilrzzv3WngnvHwtxjrFN94NeP9BG+c9r9zo8vL7zT7c2V/kjTspIo7vvL/Ma7cF5xo3i5uPEqazPm/facaOO8MOr1w31BbubWXc2lTUdcjtjQWch1dvGr75foACvvZWhPeKb75nOJj02R8bqrLFeLoEPuTKnYxrD3rc2Z3ynestnAtZXZgi4hsxoFR4H+C9QqsS51LwbbzMcbLT6BCkJlQhh+1knKeJ0/WG2pWIzFFuEXf4oMU1tlhejRHXonYNp9GrOc7FzOsJArRiTb9lqa3mxNKUNABEYbQcpodB7T2V9bxyZ/cHvuZH+PPBsV6K9p5BFnF+JcMoiLQwaEVERjXBO72Yg3lNNw2Z5BWFbYSusVEM5/UHRJtOYhCEjYM589KSROaQ96upreNEPyGvHFnUTDa7iUEroZMEeA+imk18Z2dK7TxZZCgqy729Ke1YN89bo/DO4YAs0kSBphVpag+3tidoJcSh+WPfVzhPYUFEoVTD711qRzw8KKisx2ihtp5YK04uxMyKCqMVW+OCXtrw/4czx53NiM3hnAd7E/J6hMdzrL1KEka8sHaWT596ikGyxOVjbZ5fvYRRIaIKvItx3xMlqAKcAiqseoTSFU4miCicPzQ69Qqlc5zTWH8ooEWw5WLjUe4bBwsT7KB1DSicTSmKLqN5wNV7fUTg61c6OBewP1Xc2Uq4/iDjOzcCHuy2GE6b7rkWIVCCSCNe/PTpHovt+HFsxQ8dRwXyh4ws7OLqLqVtfFStdSjxWC/UVvDeYQy0kpKybFKtbj5sXCsCA5O5Z6U/ZpYHWNdEwioB1EGTaOMt4BsLF2Z4ZxpVO45xccCkqLE1bOxH9NsFr9/u0k6mWLXJgz3NzY0UvGJ9pzm1P9pvUZUD2klApCOcC/BSgm8jJHjJUYpDtauiKo8djnosWituj68QqpTb4zfZKx6itZCaNoFEFPUUrUIiFWN9TSfs8sTCcb785Kf55Y/8GF956gWUy9g+8ETGM8k9vVbNna2UdlJx61FCtz1jnkfUFBzPLjzWtT3CDy9K6+jGAZHRVE547UZCWQm/+7ZhNAt55QZsD3vsjeF3r2hC46iqmHfuBziree1WxniuyIs279xL6CYhO8MBtu5wf1dxfzvj9pamqkOuPUyonWaet3n9VoiIsLGf8q/fDhlOQ25twdV12BsnXHsEm/sLTAq4vZmBwIPdFu/c67LSjnFU/IvvGKoa3r7bpqgN01wTh5ZpISg9xntBK9C6amJpbUJddSjLLp4CXJe8AmyfytZNehkJ1oFWU4QM6yuEAOscjZOG4F0bLxUm2EYf0rS0HrM3TnBemBaOdlqiVc0//NqTVE4wCmrrUYD1QmA0lYPbOzN2x/lj3gVH+LPi2EJEFCoERxpo8trRjjVb44K310d/5E3vPVFoiI2mEze+/GmkCXWjM7HOc2tnwmo3JtDCtLBUtomHv7k1YTSvUHJ4mN2fNVaMWuFcc9BKA433FnPYId6dlBhp+qRaK0RgfW9OvxVxd3fKeF4Th5rw8Lv7aYhRwv29GfOyeUYPZzVV7dgeFSShZlpYAq3YOMhZ6zUc/U4cMCtr5rVDlGKpHeGcoxNrNg9m3Nubsjup+BevaCZFjvUVWweeygE+Yznt89TiGp2ww1958uP4eol2AiCIbwJXlJ4geByzD57zjcPNFtr3m+Q+BM8cEYsnxPoacW1ElXi1h/cBSs8QyVHKotxiY5snLeaFZmM/5L31jK++Ztjca7O+K7x5c43aGm5sBHznRsB03mZn3GiOm/OIZzivqJ3n2ZNd/t5fe+Ex7MAfDH40iSN/wfCfXP5r7I4PeHn9PYbV21R2SBZPmOcJWjeils39FMTQbuXM90OWFyaExnHzoWJ72CYMLEVV4V2EkCIqwEuFiDTdHCq82gPXZjKzPBwlLHdzellTyGaR48q9PtcetFAiOJvxB++mKIk5d6zPm3cDnlrT3N3WpFHA2WM1k5kijnOUBI3aVQpANWbtRHgLOpggaHAhtavoRSsUfsqZ9keoncU5yyA+TuUKevECvSjldH+BU+2TxCF4CjQp3sP6XkVeO6zTaNWMx+Kwot+Z8c7tDNGe8VTjXABo1o4K5CP8GaFEMBqsg6L07E+FTpzSjjXXHnhCM+fN221qZ9kYCsNpwva4oJuGbOyn/O4VYa0H97dbeJrO1rUHbdYWmjCEq/cjaufZGmZ8+3pj/P/eg5jv3oG1Hrxyrc3NjZqTCxlCTT8N+b23EwJd8PrNFviaV282Xeffu+K5uSGM5mMC46jqiNgI01yTl4pXr/U5szqnZTzTeYdWZHmwk3JidUJtFwlNycvvLnLppCLuVA3P30VoXyE658H2AsdX1lFyAtFTXN1GpMLJDC1dUEOcjzES4eQA5btYJgiOshygCRm0PPce9fl7r3TYHDlK6ykriwo1k8KSGKFylvxQTJVFmn/++gP+i5eeeHyb4Ah/Znz81IDX7h8gSmFdU8yeWEhRIpxbyri9NeHEIMMBRgkHs5IsCdgYFbQiw/owZ7EVkgZCOw7QSlFZx+2tCWeXMmrreGq1jXWOODAUVc2ssAQ9zbyy3NhsLOLOr7QY503RnMUG58GLsNJJsNZTO8fJhRhrHaHWHzja7M9K+llEK9J471jrJSSR4exiytnlFsNJwdaoYH9WcqyXsNyKGOUVVe1QoeLm9oTzK+3m+3xDJ7y5PcNIU9w3pSt4J0zmCf32jF7WhBI5P+d0bwFciNElzmrAoyXGOvB6A8UyXvShS0wbUaCIscyAFtY3TTER2zSvpMZajzJbaLeCO2zR62APj+DqXuOOo+eIVEznKXe2Y25thNzcVCy1Yn7rtYx2YPln3y747IWEzT0FPuDB/pzaQaQV3js+c26Jn//YCb54ceUD68wfVRwVyD8gDNpdvnLxUzj3Cf7Pd/9Xikoz6I0oq+YG08YBJe00Z2ekGE9bxGHOcq/hLD/caZOE88aeBWlOgmq/ibf0CR6P8gsczCt2piPiwDEvQpzXnFiccv1Bm3/12iLWBpRVi+ks49ZmTBoa7m13eeOW8KVnGj7iKzc0P/speLQfstDus9ipEK/xNOIJLzOQIUqvNidd1dzIpR/TDQfsF48YlUPOdi6TBTEnuj3OdY/RS3pN51l2UT5qOlCS4n3T8Z5XFVoAEWITNF07Z9nYbSEalrolw1lEojp85cmf+SBx6AhH+NPCaGH7oODsUsZoVqGUEJmAq49GxEGHsnbc30o5NYCDecXNR8JwVrLaifjDqwv0U4t3nm9fj6hthdYBb91JuL3ZjGW/fcvTbwkvv5/hXEg3Mbx9u89iqyQ2imuPDM5VbA1jVjs1pXXc2lQsZGEz7Ukto7nn4XDK7Z2I7w37qrrhTj/YDQiUMMnh9Vst3rjd4eSg5OJJiyHjm9d6/OrKPbaHbVppyWs3MwJtGXSGPNxdYtAuube5yNm1+3z97TZ/fVlTOyHwMUUZEIY5wpyd8TKLPd+4VXiFaHAuA7UBfhGP5Z37Hf5SLycMobIB1hUUpSM0imnZuAHMyialU6S5kllheWN9+Fj3wBH+7FhqhRzMayY59NKQC2sdqtqRhprt0ZxWEvBof4aIsNZLeHhQcD4ydGODUkI70pjDMJ/IwNa4YCELaScBSoS8suzNKhaykIfDOSvtiFODhtN/d2fKyYWE2nnmlT2kW3i8sxQ1iFGM84pOEiLAvHIkgSEJNUYJj4Y5pxZTVjoRd3bnVNZx8XiXF88vNcl9h5gVFVopoqB5zvyUwHhecX9vQjcJ2R7lRIHGHArVfua5Y6x2E7IA3t+c8fb6Puv78GgYcHJJCLTDaEDmTdy8nuOcQpQFF2DdDBEDbgVHowsSHJ4pmgQrm4jr00RoW/AajwOxOHxTRLuVRi9QJygVUbgZRQntuOLq/Q7nj48RUTzaD3nzdsrGUBHqgIO8YlYKaWjoJcI33sk5OYi5tzvFf4+57D1/4zPn+Ns/dfFxbLnHgqMC+QcMpRTL4Se4Mb7HVFYYtDSFf49WXFFbTVEGnFya4b3wYLdLO3ZU1hIFgpIYcV32x4rFTonzNUoc3tVoDTtjx97U4hycXc25u9khjQqKSnH1XouDWchacnUQAAAAIABJREFUP+Zg0uPRfkAnDtFaePVmRGXh1ett2rGhHXcYTnYYzYTtUcJib4PJ9BhZasGGaBNgD+OxvQ8R0QjCpeUee1PD8c5lnuivsdYZYKQxLLe+OVE7b1DSwXv3Af/RU5CXmjSqiAJhWnis0yixVGXAQmfOo2HKxn5MVXb5b7/wi8TBj2ZyzxF+MPjYyR4PhhtEWjV8eVFMy6qxe6od/SzkILcYJWyNCtZ3EkIjiAgP9mGc1ywOEjb2U1qRYJTh/Y0Z7TjmRD9kpdso2d974Hh0MKeXtNkaVUwLy6AVklcNJ/Jg1ox894Yl4wJCLeyMC4azinnlmjRAFN+LVD/U4oJS1NYznhq2RjFaK5wdcO2hJT3kU+ZFjyvrIes7EUYU33pf85mL8Mr1Nl/62A5feyvh15Y77E8Ns/kCzipM6HjnfpuPnd9lng/4vbcSfunHC1AHzGZLpFlOXQkmMjg/ZVZkvLcecWqpzZW7LVpRgIjn3m5OoBV57SitQyuFUpAETaFfVo4nllqPa/mP8H0iizQLacjD4ZRuErA9KmknhjtbU6zzBBpqB504wDnHcjvEaE3d+I2RBZphXtNPA6Z5c9/VtqE8IEJ16IyxM63opyGVbSYPctihnteOSDf3hRZYH+acWEionMV5z/60ZNCOyEtHXlnOLGWsdnsst0OOL2QkRlH5P/ka0+jfDZ9qxwGXT/S5fKIJqRpOCwat+AP6gdA4YawutClqy/r+Nq9d62GU4+c/PUEpqMoQryeIq/GuhTabiCzBYdpgzRQlCiUNvcnbDt7kiF/E4/HM0ZJgmR8W212QkuG4S6/zCKi4cu8il89usn2Q8nCnxQvn93jlWgvvPf1WzcPdlMk8JAkV3nnakaGsHXuzksQoSud5/1HDz7a++Rv/dz/9Ef76p878ue6jv+g4KpAfA37i/Cf4ifOfAOD1zf+H9Tko5ZjPY8bTACdN+tx0rjmzMuTBTkY/KwhNlzubCUWlWegM8baL1oLTBfiETmvIrGyEQu+tt/n9Ky029laZ5YYwCDix0HAub2/F7IySQwWqsD9uc27J8+4Di4jHOsdbdyOy0PPt6wGf/YiwOw5IE4PoGZY54npocwD1MiI5eMvH1743Lo2BHNhpwnEFsAtN/oHU4KOGC+lDUBNgzrRYABRpVDCdtaidMC00Sjl2xyEg/PM/OMn/9V+9dFQcH+H7xi88v0YSGx7tz9mZFGSh5tHBnLV+gvON1VNRN6NbgMAEpKEjMIqicvTTgHFhubc7px0bTg8aK6eidlRW8XB/xtPHWiDCcifC0RwGB62Qsm78Y0/0Eu7vzbi01mGlExMFwr2dKXvThncJoJXQjjWn+gkr3ZQLa20W2zFv3Nnn7QdDtkZN6RwHmjhoxtQih4X8To+dUcB7D4RBy3J/T5jOY77+jvDihZS37sHWXgfv4c5Wh7W+Y3tvmbfuJjx33vHGrRX+8Jrnl14KAM/V+xkvXID1/ZjVXhfrPaNZQlEpfveNAe8+muI54PJah9Uu7E8LVjoRm6OCtW7M5kGO0k3xI8AXLiw/nsU/wvcN0cL6cEaIb7yKA40W+NiZBZbaIau9lOP9mDgwjOYlN7cm7E1LemnI8X7CN97doB0ZrHNorcB5QtNwiLtJQBJqnPd004C6tgTGcHdrzNPHWhTWk4WGhSzg3FKLpXbIcF6zvjdlf1oynNe8dGGZswsZy72YTvrvPi/c906c/77XS3P/BloaTRwNTWu5kzSvS8O1FwUawYnnjTt7zXc5eOfuIn/1xQ0AtGkS7rw3CJa6XqBpMXXAFBjfvObF4r1pwrx8/EcNMSK8a2KfhRaIxlYZV+9nfPKCoa67fP1KxuXTAS+/3+ade5qzyzEPh5qvvhbw1GrIcBI3Fo0e8tqxOcp5crmFVjAtaqqaD64r1Ipf+dTJ/+CKYzgqkB87Er2Md1AUIXmpmMwVF05Nef1ml/XtNhdP7XLjYcanL2xTVX1+89UuJwaWCyeHeBdizSPAMytSfuuNVd5bT9gYhoS6UQdbD5FpxlyldTjnufUwY5wLrVjzYD8nMor9WcnxXkJoFFceTEAFXDoecHtLyIsu4JiXFUk8Q2wPJQZPgFPgOAC6/9ZV/VviG2/AZ4iYxqKGEdBuIi+daaJ3pTGTd1XI1tBwYmnC9Qd91vegFcXkVcHeOODjZ5aOuk5H+HPB8yf7bM0t+hzMK8s/fvle42mqFYinqh2hbqyrslAzyWs2RwVJoImNcH+/YF5ZslCjVVP0rfUSxnnFvLKsdKMmvMBDLwmY5DWhUcRGk1dNOEHtPBfXOkxLe9jxClnupqypJkXsc+f7HF9oeI5acWiv1Dy0PnN+kU+eXyRVwt/9v69Q1g4ljTe4OxTzvnIjIouEQStke1SgRfjdt/o4X/HO3S5Czdfebt77+s2YwTMzXr7eYmcklGXG6zdbGDVjMlsgiye8fU/x3JMt9saKedGmFddsHTTds6KGJ1daPBzO2RzlHMxrnlrN+MALzDtOL2bsTAoES2U9z5zoPc4tcITvAxdX2vzUM2tsHsx5NJzTCzWXT/Z49v/H7quThHzs9B+342zFIbvTGUmoKWpHKzbMS0srMh/QHPZnFWlksF5oB4ovffQYZxZTVnsJUaAJVSNP996z2oOnVju4w89vUuUaBKqphq37o5r4/xtXo4A0EDpxyOa4oOndHhZITbAlKMEf2prVrvlcT3P/ONd0kL3nUDwHe3OLAp5YbVNzADTvE3F4PK6OUKZAmyF1NSAyNXj5f9s7sx9Jjvy+fyIi77qrq6vv7jk55JCc4bWUluRKWlNcybIE+ZAgw36QYfgf8IsNw/azDdgP9psB2y9+sSVDti5LELQSJa0krshdLa8ZDo+5u2emz+ruurMyM/wQWdXNXd4acq74AORgpo/K7M6o+MXv+H7JMgdym3qFJJF7SCKyzDFyjBq0GLLeKjEzdR3w2O5Mc+F6wHSlyXbboRfD+etlvvOOZKrg8u03pikGipu7Pn9xIWG+DkpkjBJzp7OVgJ32AN9TJJnmxUebXN/uc2O3z68+f4SnVh5MOVUbIN9hTtQf5cLud+iPoNVR3Nwp0qwOabUjrm0E3GwFvPZ+kT97e5oXHpFkmcu7NwQ6U1xbD3l79WFanYgbrRE73YQ0zcgyc0KO04xj0wWSNKUbJ0SuefjbA8mVrR6nZhXVyJTAenHKrb0+c9WAesFlbUtzo2WChJs7JaTIuLpe5tRylyRV+O4o10IVoEsg20AAOgBiIITM6DBnomcC4awGSqFF22isigx0HZE5eE6KoyKSZESaCIq+y2rscX1fmuGJ2iz/8qWv3eHfluV+oVYI8PJsZuAolhsRa7s9tjtD6kWPtZ0+pxfKXN5KON4sMkqM28Fme8hSPeTkTJHzN/aZrQSTIZ2Cb4Ll/f6IRtFjkGSUA+M2JaWg6DtsteNJVtpTxgHMkYJ60We66NMs+5RDl2PNAiXfRYuxjBN5u0W+uQuQGl48NcN/cM/RGWZIIdntxUgJBc/h1Q8Ez58CJSWz1QABXLgBzZLk/DUHKTucux5yrCHY3A3Y7SX88duCpTrc2imhtWC+FnLpVpF6MUBJwbVbTaTQfP+iz8k5xc2WhysF13Z6pKnm9GKZVnfEYuQaG/leTJppAt9hpDOjjuNK9npmwNhyb9IsRzx9tI4rIElTI+l56Pn8tOSsm6tI3NztUy14pJmxef76iTrVyOXyVp/319soAbPlkKeO1gn9g3DFGx8YTUKXNFd3EtoMBYImyzBDc5kmwwS0o/Eiyv9w8+8zU/J54egUUkou3NrjwmaHfqJJMOvMEZBlJkOcjoNjbYLl8WOcanNdiYZW10gkTpdcUq0pBgohTICs1AidZQipkTImHU0jyMiyFPBBtUA7SFwSuYfAIctCHGEUNoaJpFnJ+O67NV48OyTVkvVWxF7f4U/eLpJmHpGn+OM3q9QLCQjBtW1J4JhWiVrRQ0mTPXYdgUbQGYyoFjxKvss/eHaFauSx0x4QuJJK6PHkwuEE2IODDZDvMI50aXearG63Qbu8fyNgvl7gVstnfddhc7fEXtenM4S/es8h9DSZNr3Bf/BGDZ0JEm3sHm/sxihhJuqFgGEvYbdverjiJOX6TofpUkjgKmbKAcMk44ONLiv1gGNTIakWDBNNOXTpD0f0YwVkvH014Imjfd6+FnJsvsBex2e6akTZkzTDlxGpaEHWhMxFyohM7DEYFSj4IzI9NA5/KbiyhCYljh1cN2M4Ejiqj6t81lshN3YUSVIg8jKyNOLqZkbkOTzasOVYy+2lFjhs9xOyTPNTj8zw/MkG252Y1Z0OjpSTLJPOxjPpZrjvwq0OJ5pFY6+qNY4jiZOMTpxSCV36o5RunOJIo6G6vTegXvSJk4yN9oDT82WaRY9ywWeuGjBd8gl912zC2mS+xhkwoTWOFGRaI/Ls8TgQqQaKYuDw7NEGf3B+gzRLKfgKoVN6wxHNUsh6S+JIzeWtPnOVAN9V9OIhW+0hGkE/Vmx1hrQHCW9cKiNFj0xr3lkNaA8SpITLt4q8ORjiKc3v/8Dn2ZMZr10EpRTDQUDkK2YrIZ4SDOKU9mDEIBYE5QApBJXIxVOSztBY9K62Rpxo2krQvUy96KHIA1OpzKA5kMdd5n/5s6ykmATNJd+h5jvw6Cxnl2u8v96mM0iYqwQ8vlRFSWFanIohTx6p4ynz7OfiJ5OM7jgbPG5FciW5g+yBggT59SlpFpY8FLZn2qwxARyfjnhy4SBD+vBshYdnK3yw2eb7q3tmsG6iVmG+bpxJNvclEALUuPcC+MO3bwImez4YZfheaiRaJWRZgM4chDSa5QBCDkh1iJLGkEcIE1iji2jRNrKKosf1rSqX131eOtvm0rpD4b0KvgPb+xGVwOHcGggxYqXhMhgZXWidX9MgSalGHkqagF8LyLT53YSeS70Q8NOPzRDlrnhz1QA0PLtSpxI+mG2NNkC+C1jfOM1vffca33pyjysbksVbYR44Kt5d85mrhmy2Mwq+y/4gwZGCV84XSFIQQrPW6uM5Ek+ZB35vkPDQTJHASwgcc3Ltxem4/kN3mOQlrYSZsk/gOnSGCUcbIdvdEWmmOT5d5PytDpmWXNsMeGwp5vyq5IW9ArdaipmaYHUrJAz2cWQRdB3kBjudozQqLZJUcmOnxIm5Dq39GlO1VfojM6zn+i0224ssTvXZ2i3juUOmKwNutBxutmBj1+dIMyPJBGvbinIY8DOnj9zpX5PlPmOlFrLRNZqtQpuAb7oSMlcLefZ4k2GS8uxGh0ubHTb3B1RCl5pxv4C8tOpIQZwPEJkSsbFxvrU34EgjougrnlipsTwVUi94NMohgWMC5zjVOLlqi9Ymy5ykZjebZImFIE0PNvai7zBXDpgrB0znklX/5Osr/OGFTfb7I1Z3hxOt9OmixyBRuHn22lGStZ1u3q9sXj/JoDtIUEKw3ZaAphK4XN8sEnlQDFzOXx/hqIi5ikOrk3DxZkrB17Q7ijiVDEaJcTfzPDKtaZYC4iSbOI1lmUYrM2A17nF8eK78Ff6mLbebmVJEMdinO0hIOcjEZvl/Ik/UlHyHmVLAcjXKbZoNm/0hjgyYLgd40hj3OPJQ4IsJrrNMTw6E6lDwKyToLM/q5oGekuajSabxxkEgkGltAtM8KEaM163ma8t1lmvRR97jiekS+4OEjc6Q/eHBfUphXiPLDwHC+DdPnvX/89o1vn9lFwHESYIrJWeP3siv3UOnpXwID5R0ScUAhEJqRSb2gQCJMIYfag9JlZQtdBrx1pWAVz6A+VoZTyneWyujdYLOFJ5jerYLvsNglOIrxXY3ph8nHJsu0o01veGIcujiKEGcaDwl6AxSZqs+P3tmFs8xih0KU+D9xslpGgX/tj8/9wo2QL4L+JVnjvPf//w6l25FgOT8dY/FqZS9wYirGxGBm9EsB8SjlCzLqJdDXrsY4zoxvVFKkmb0Y1MCPtaM2Osl7PUTBqOUgqtwc3kl1zVDejfafaYdlW9mPieaRZ4/NQ3AKEmRygi69+KEf//b57hwc8CRVZdMCy6vh4xSye+8WmUYF3nhzCa9dEDkxqDhBx+U+OmnWuy2y7y35nNyrsPFmxHVUpE4gVanQKOScnUjZKnR54ObAaVIUSmk3GglbO/7XFgz0nUbe4LAzRiMBEcaNuNkub0ca5T4wY19Rlm++eaZqSQDiXHgOjFb5uRsmc4g5n/8+RU8V1HwTVWjWfKJAoe5ss9CPSLwHCSaW3tDpJI0CiaY1nmmKdXjvsXcPCMvz2a5re44EHZgUtrNtCnrag0L5ZDnjtZ/pDXhscUaS/WQ65vtSdCeZppK6CClYpAk1ArG0Wy2FjFTCvjbZ+fwHMmvvXKZN1fbLNUjUg2NUkCrP0KgWW0NeHK5wmY7ZZQllMIy6/sDGsUigTtitZWxUBMkmaBaMEZG44xe6El2ewn1gsPlrS7zlZBK6NIseRxtLvAPn5n/Cn/Tli+Dnz3V5OpOn6utLu04YTDKCFzFc0eqNArhJ36tryT7OsNTJlDNTR3JveMmihDj4Ngc3fKs70T9KA+kNTjCmHA4QuPmAbcrTXVV5eslwwTTMj+Qzha9jw2Oxzy1ZHqq0zTl6k6Xtb0B2/3R5HpVrnucZCCk5r++/D6XNns40qzjnd6AX37+Bsfm2gxjn4JbQzsdyHyU8EmyEUK6po1CpAhChMhI9R5QMv4DOKAr7O773NotsFTV/NFbGSVf8M7NLpGnaJYVySilUfTpxamx5o4U7YGgWg3ROqMauighyLTJ0jtKkqQpjy1V+MZD03k7F0QKCoHHc0fqk2zyg8qDffd3CUv1iOmCz7trGt8VbOwpyqE5/t5oKR5qmglhVxm/+Y12bgGLCYrH53INXN7o8vhihf1BknvcGwernc6ISqjyISQzLVwvuDx7vM7phSpxvmFLqVDC9GoVfIeposfN/Zi3r/pUA8W51YzHFwV/eS0g8hRXbpU4e3yLUeJCVuDCmsdPP6W4sh7x1lWHn3saXr2oWG7W8JyE9296xEmRc9dcnnsYXr/iMFWCpUZEqyPYaIUs1lzOX4/Z7ozoDDU/dapxJ34tlvscIQQlT7I3NBngSfmUfOPLDkq1lcjjxUdnmCr4VAserjKyZUkeXIv886WUzFZNcKC1yX45+fd0pJhIHmaAlweyUpgy8iRPnPdSGitd8w8PzxR4fO6jh9qklLx4eoa3VgOSVBP6DnOVgNevtWj3RwSOYpRmbHVinjlS44WHZyaDUL/4zBJnj/Q4d32PvUFMOTDVpNAzqhjdQULgSpJhSjwy/dJJJqhFbj7PkJh7TzV7/RGNos/NvT7TpYA0t/cdpZrT8yWeO9U0wQnw1Ipd0/c6UkqONgocbRhL9U5/SCHwPlNvedFz2Oolk4Oim7cRme9rAtzDZIArDobyxrKhSHOQRBi7LJN1NtlojZ7sZc5Ygk2bqmuWwZn5zz4kqpTi2HSZY9Om8tGLEy5ud7i1P6Q9TCDVvH2txUY7Zq4WIoXg1l6PeKT5jVeanFkp8svfWEenQOqB1Mb1TmZIFIgYMg8t19HZFEJEaDlA6TIjHfPqezW+90HJOGMqzTAxvdUrU8acJfAUSZKZQWNHUFAOveGIQuDQG6aMUkFFSnb7I+bKPhvtIfPViNPLVZ46Yg4BWX64/junZ3AcGxqCDZDvGh6Zr/DtdwaEnqAcOFzfTFAC4kzwwWafLOtPBhF+mAxTTnJdyXTRY6szREqBqxS9OKUSSuZrARLNY0tlagUX15E8c6ROregjBdRCl4Wyh0bQHqTMlH2O1iNefX+Dv7jYYjhK6Qz6XNmBE7OKyJVstYe8cmGKd1fn+YnHVnFUgSSTdPoFXr/isNeD9d0C7R6cvx5yci5hp6PpDnyubkKn77PTUVzdSlhuSC6sSbrDmCwbMq4qR67gv/zj+9fK0nJnaRZ99uMBYrw55+sryXsXdR64phmcnq/80PCRwJFmsxUclFjBBM1JvolrbY6yrtC5pqgJlMdB8TiQHjOeoDeSUpofW66yVCt84n0s1gvM142RgpMPHzpofv17qyxPFej2Ev7u0ws8f6LxoZJ1wXN5ZL5ClmleeX+L9faAyHdY3xswUw7QCJqVgFqiSTLNUj0015tqXMdoNi/UQi5udABYnoroDFNqUcbPPj7LdMln+vkAV0mSQ1k/R97fDlwPIsXws5fij02XuLw7QANePgBnDo0mwP1hnImKi/k8cyg1qhJSMAmCx+0d455nrbWp2mRmrY37oY83IqYKX7yvNvIcHp+r8vic+furVzZ5+Z2Y2WrIIDbD8sMEQFJxM95dmyJL2+hM4yht3G/lFqSzZGob0lJ+0VPmwMwQRZVBkvL7P6hz6WaJ/X6MmX11KAYOaWpkWodJRtFXuJ7i2k4fKQSzZQ+ExJWCUiBQ0pivNAoeqdY8uVLjxEzRVGbHrdPatJ3Z4PgA+5O4S/hnLxzlr6/u0IkThJR4rilZxrHxpgezfnwFc9WITGuu7/QnU7QS01N0bWfAyZkinpJcuLXPbDlgmJe+zi5XOLNU54nlcW+WEXJ/6aFpM9X6ETx3ZIo319rspinDvnlzuXLLuB21eiPqhRJb+4JLtwI8FQKaqxsBb12DyNd8990qSvb5zjsKJXwcOeLVi4L2IOG3v6doD0YkmeC3v+cwTEz+zhUmSCj6in/786cnTkYWy+3m1EyZizvm8OnkOk1SCrJUHwzi5L2MiTYbs8mCmhSvEAIpdJ59gSz/WEoe5E6yxCbINnrI2gTQ2UHJ2GRmTdn32FSBNMu42Y55fK5EOfj0jXyl7HB5P0FjMrYApxaq/Ku5Cp1+TBS4+I78kNIAk6EhI9H211da7A0SFusR253hpGfUk8bsZxzEZBpavSHl0DM650CcaiJPUfQU3zg5xfOnpqlE/kT6Suc/u0xDxbfqFQ86zaJP5Er6owyNaYUYB2kZ5vlcrPj82FKV3zy3PulNzuflOLxbjQPmceVFYtYaYtwXrSn7yrRFFX2WKj7lzxHMfxpxknGlNTRtTNdbKKlY2+0DUItcjtQLvHq5y+Ub06zMdkFHaBFDOmvmD5IqUqVoPULhmlYQXWSnI/n1V4rsdiIqoWK3q+mOYLPd4+G5Ir4nieOE9ihlfyAIXEXkKUJPsdOLjdtf28hRrkxF+K7iW4/NsFiPJhbZhwcal6oBTy89mHJuH4cNkO8SvnZ0itf+zbe4stXhf716jT9+bwMBNCsBrc6QvV6CEJpnjjY42izSLPvs9RL+6uImb9/YZ68bm6li4MqW8Yn3lKQYuDhSsNUZslgvmM1eG2vMxYrPc0c/udT57LE6/+nlixR8l/4ooz9IefP6gNlywMmZIoEjcKTkzWsOOpMoBN9/v0g1yiBLubLhMIhdGqWAd64n7A8T9numB+q77/rmzQAYJorIE0xFHpVCwErd54mVOj9+3JZiLV8ekefyS2cXeXNth3e3+ghhBuXGWahE58M+hzK8SWYCXGBSFlaHhu7yoXnT+58b5ej876Y3EuI8OJb5a2itCR3BN08eqLUc+xyP/tnFOqvvbDDSB3JWGWad10s+WQaHZv3ye5d04wwJ+K7DydkSN/cGdOMEKQV7vRHVyGO/H7PdHTFfCbi+3ePRhTLrGfSGCc+faLBQC/nFpxepBI6JuA8xVtUal80FUH+Ah34sByxWAi5u90j1QT/+eCj10WbEmVxZol5w2emNJtGcyDPMk68jr9JooxfuK4mjJPXQZaHqs1COkF9ixeLKTpcMUz0pBB4yb/WIHKPlvNvzODVT5LX3CoR+wnLTWEy3ukaebbaxQegq1raKrO2UuLrhcH41YbEW0YtTyr5CaFPBaRSM6227n1IvSFZ3hxQDh8BVuVSew2prgKsEhcChGnnMVgOWawHz9SKuEqTaVL004Od/PzVd4sz8gynl9kkIrfUnffwTP2j58mn1Yv704uZEv9EYBRz0YTlSsFQJ+LGVOj+4ts2/+I23kVKi0ex0Y+oFDylgdafHf/yVs7z40CyuEuz3h1Si4FNff68z4MX//B2ji9gZstMzAworjQhPSTKN0V7VMdt90085zniDmaTfHySkWTaR6hmXv8YnV9OfCb/6/BGONos4Sk3e+H7p7ILVS/1RXftPwq7ZL0CaZfzW2zfJdF6ulYKy79CJE9OukLdMeEowTDVO3hucZKbiQV710JNJeZEP5uWDd3kmedznN37fTfK2KSngzFyZU80vru7w/87dYD/OcIERB8YF4wdCYK5tuuTzzRPTk/vuDkeUQ59vv3uTjW7CZnvApY0uroS5ashMOWB/mHB9s835m12UMKYLLz46w3w9IpuUuT98Pa7gQMc5f/0kg59/ZJZicF/nZux6/QwMkpTfPWfWXDo5UJo19guPLUw+79p2h7+8tjupQCijPspYfVECkac4Wi+wUo++8sGyjb0uL19qoQSMNPzRWzf49jubFH1F6KrcDVBTDiSJFrhuSrufcWlzwKnZEhc3OjwyX+Kt1X2ON4uApjtM8xYoh8Azwe/abp+ZkkeqIU7MvBIIpBC4SuApwXTJZ6YasliLqBd9kuxAJnJ8RBhXgZx8aT6xVOWEHYL/yDV7X79L3Q/UIo/TM2Vev7E3mYT3pKbgKeYrEScahckbwlMrDf7R11c4d2OP9261OTFTZLEaslAPma1EvPTw7KT377MExwCVYsC//oXTXN3u8XtvrOIqgc5S9vsjIlex2RkyTHQ+zStIf+jrNzsxvvrw06fy4SbfkZRDxcnZCi+cmqJZCo3MVV5yPj1TssGx5StBScnfP7NAuzfE99wPSVK9/N4tNnsJjjCtBAetGHryLCsOJuuNmYCeSF+ZoT+B50pKvkuj4LDdGzFIMhwhmCp4rFQDaoXPtiY/jpmiT7fVZ6QPJLMcad4zxjq1CDg9c7AZKikn5eZoEjSDAAAJ40lEQVTjUyU2e7s0yyHNcngwqS9BOYpm0efpY9MT6SxXmsOCxAQGh5ncu9aT9y0NVHLtZoslcBRTBY/NdoyX99snGZz9oUzm8lSRN2616cQpQS5n2h9lE9m2uXLAc0en7theUQq9SSXIkYLXV3cpeZLuMOVIIyJONMVQoTHJpKJ2yTJYqoestXocbxYYjjKWpyI8KYxttxS0OkOKvlGbipOUQZwgZUB/mFIOHYajDK01230zfPuTDzfxXEWamhavUabzQ+lB/7Vp38jbNV3J04tV5iufrOTxIGPfqe4BTk4X0Wj2+wnLdSPT9HE8Ol+mELh8/URjcjJXAkJXfeHBmNCVLNRDHluq8ta1fVYaEa9f26UQuKzuDnioWQApuL7VIckE02Wfh5sFvnaywX/7k0t4rpGNO9EIGaSQphmnFqo8sVRBSkmWZ8PRELiSRtHnoamQ6ZJduJavllL0o+X/03MV/uLyDmlmAmIT/JqM8FhWDeBEPWK2HDBb9tEaLm91cJRivhoQOF9+H/0zK1M8NBPz2tUdtvsJziHzBIFpczizUGGm9NESXEcbRcqhyx++tzn2eTBZu7w1YmSmngATmAzTg/YSiZ5kiDUHrwsHWXKh4cys1T+2HPD1lTqvr+3R6sf0RxlLVZ/jjR8dSP3JY1M4Sk6SQaMk4epuH53ByWbpq77sDyGEmMwcnFvdJctgphqSJCkCiWDEMNEESuIriSehUHDZag+oRi6Rp4yJ0P6INNA0XI9LG908ODZmXL04IfQc9vojOoOE5amAhVpEveAyXzczR0oa+chx+xeaScLKJIvN+9aJRpHlWoGyPah+KrbF4j6j1R3y8qVtkiRD5r2IEhOcPr009YW+53q7z7lbbW7t9kFJpBC8fH6dN663qIRGmHy2ErJYDzjaKOE4cnJyvXBjj9lKSK3oTXrFpDBTwHNlj1ZvhNaaxWrE8UZxYsNr+RC2ZHsX0O4PeX+nx0Z7SDfXGnWVpBI4PLVQofoRwfWd4MZejz+7tHPQn4npS37u6NQnHq7HfPvddVoD4zDoKNOTLQ+1lEDeP51HwFJo0tRsxrnL78QNsOBJlFJMRS7HpsJP1ce9T7Dr9QuQJMk9qaDQj0f85rl1JPC9y9v879dWOdEsIHIt9f1+QjlyjSGPlPRGKeXAYbXVN5njRoQrjOGQ1saCPtGmXTHyFHGa4UrB2m6fnzszz+nFSi4ZyYeGbgVm3X0UAij5ir91vEHou1/Fj+Ve4yPXrA2Q71N2ezHXWl3qBZ+FSnjbyk//9601Bvmq3OsaObla5E0y1eNJ/3GvpSNglA8FOAoaBZ+fONawrROfD7vh3mXc7Zv5IEm5uN3h+k4fDXzjWIOi/9mutzeMubDZZXWnSy89kLDTuWqHzh058/lDkrx/VEpJyXdoRC6zlZBmwftSh6PuYux6fYCIk5TfeOtmrrOs2WwP+fZbt7i42ebIlFGM6A5GOK5jHCYHCY2CZ+YW8jU1GKW4SlIOFP1RxnCUkmXQLHlmuFXAZmfIP/+Zhz/1gTF93Lkuu4YzCyXaw5QzC1Urr/jx2B7kB4lq5FGNbr9/+tFaiOsolqsRv/fOOupQllpJ01c2U/A42YioFUIubrV5fW2fasHleC3k2PSdLYdZLLeDuzk4BrMOH52p8OjM559Mj3yPpxY9ih78YK1rzFN0bumbmf5GMT4IY1qwvnlimnJgM1OWBw/PUYSOoJ+YYLdZDpip+py7sQdo+iNNP9HIdEQ1ckkzhRYwiBP6o4yZcsBeb8ROZ0g5KFHwFUmSstkdEnjKDAYn2aQa9EmMo7wkg9CRvHSqSeDe3e9VdzM2g2z5wrx2bYftbozvKlaqESv18GP1lC1/I2xGyvKVk6Ypv/n2zYl+s4aJGcO4hSJ0BN96ZPYr6bG+h7Dr9QHjjbUW5ze6H/q3Vjfm1165xGpryPGZIkmq6Y8SCp6LpwTr+wOEECzVA3pxxuXNLlNFn+mSxwcbXUq5TJvABN5/72tLlD7mEFoLFPNln91hQuS6rNQiGoXP5mpoAWwG2XK7+dqyFRW3WO5XlFLMVwKutQZGMg6jPFMJHCqhx0IloFHw7SZseeA5u1DjWC3gd9/dBsZ63x79kaYUOMZsR6fgKoTOUNIM4MWjlL1+SugplqcKJFnGYJSyUDMqMq4SNIo+33x0bqKsIzC9/kpAKXA5Wo84aSuzXwo2g2yx3P3YjJTljqG1Zn8QU7mN7mP3OXa9PqC8tbbNu1t9RpnRGP93v3OeyFUgBI2iZ3TW0xQQeI6cWNP3Y9PsXw4c4lQzHGWkOuPZI3V+/GSDLH+kFsoBc+WAlVr0ISlKy98Ym0G2WCwWy+dDCGGDY4vlM/D4whTVqMtfr7b47qVdtNaUQ5fuMMWRsNMdMVX0GOSDeJudIccaRfb7I5QUzNVCFqsRjbJLvRjmpkLmeyvgJ6yz7FeKDZAtFovFYrFYbgNLtQJo+J9/dY1a5KE1bLYHBJ7EcxRCCF56bJaFWkScZLQ6A6bKAa6jULmrZqqN7bbMzYngR1zcLV8B9kdusVgsFovFcptYqhd4crFKJ04ZJBmLUxHDUYbvSl56bJalqQJCCnxPMVcvEOZqFePgeKxrrLUx/nAEttf/DmAzyBaLxWKxWCy3kX/6wjFm6gUubnTY3B/gOpInlqtEvvuhxvOxQWWGRucOlFqDFmP/gNysx7arf+XYANlisVgsFovlNjJdDDhWD/BdBQtGj1zyMW53mom9u9QYE5HcIATMn1ZK8avHtlhYLBaLxWKx3Ga+cbxJs+AS5YoTGaZdYozgwLZdCuMNL6RxpzxotzDR84lG4U7cwgONlXmzWO5+rGyUxXLvYNer5UfY6Q75YLNNa5AghGB/kJDmLrRI01YhBYCxc09zC/csg6WpkB9fnrqzN3B/85Fr1gbIFsvdj91wLZZ7B7teLZ/KuZu7nFvvoPKe45E22WUpJVmWIaRAaDjVLPLY3Oe3jLd8LqwOssVisVgsFsud5vRshfX2kE6c0htlE+UKdMZUwWOmFLBc8SlZDfI7hs0gWyx3PzYjZbHcO9j1avlctHpD3t/osDdMeXKhTKMY3OlLetCwLRYWyz2K3XAtlnsHu14tlnuLj1yzVsXCYrFYLBaLxWI5hA2QLRaLxWKxWCyWQ9gA2WKxWCwWi8ViOYQNkC0Wi8VisVgslkPYANlisVgsFovFYjmEDZAtFovFYrFYLJZD2ADZYrFYLBaLxWI5hA2QLRaLxWKxWCyWQ3yaUYjFYrFYLBaLxfJAYTPIFovFYrFYLBbLIWyAbLFYLBaLxWKxHMIGyBaLxWKxWCwWyyFsgGyxWCwWi8VisRzCBsgWi8VisVgsFsshbIBssVgsFovFYrEc4v8DvOJN5sZd0ucAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 720x216 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from mpl_toolkits.mplot3d import Axes3D\n", | |
"from skimage import measure\n", | |
"\n", | |
"def plot_volume(volume, ax):\n", | |
" \"\"\"Find the mesh for a segmentation and plot it as a surface\"\"\"\n", | |
" verts, faces, normals, values = measure.marching_cubes_lewiner(volume)\n", | |
" x, y, z = verts.T\n", | |
" ax.plot_trisurf(x, y, faces, z, lw=0, cmap=plt.cm.Paired)\n", | |
" ax.set_axis_off() # \n", | |
" ax.dist = 8 # zoom in\n", | |
" ax.set(facecolor=\"white\")\n", | |
"# Now plot our cells\n", | |
"sample_cells = [cells[name] for name in names[:3]]\n", | |
"fig, axes = plt.subplots(1, 3, figsize=(10,3), subplot_kw={\"projection\":\"3d\"})\n", | |
"for ax, cell in zip(axes, sample_cells):\n", | |
" plot_volume(cell, ax)\n", | |
"plt.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Let's take a couple of z cuts through the first of those. First we get the mesh:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"volume = cells[names[0]]\n", | |
"verts, faces, normals, values = measure.marching_cubes_lewiner(volume)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Then we take a cut through the middle:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"z_middle = verts.mean(0)[2]\n", | |
"cut = meshcut.cross_section(verts, faces, [0,0,z_middle], [0,0,1])\n", | |
"polygon = cut[0][:, :2] # discard z values, they are all the same" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"And draw the polygon to a numpy array using pillow:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x1c292f9b38>" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"im = Image.fromarray(np.zeros(volume.shape[:2], np.uint8).T)\n", | |
"draw = ImageDraw.Draw(im)\n", | |
"draw.polygon(polygon.round().astype(np.uint8).flatten().tolist(), fill=255)\n", | |
"\n", | |
"plt.imshow(im)" | |
] | |
} | |
], | |
"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": "3.7.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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