{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Plot Microphysical Properties\n", "========================\n", "\n", "Go back to the [list of notebooks](../simple_usage.rst) if this is not what your are looking for\n", "\n", "This notebook will guide the user on how to reproduce Fig 4 of the [Ori et al. 2021](https://gmd.copernicus.org/preprints/gmd-2020-359/) paper, and can also be used as a guide on how to get microphysical properties (mass, area and fallspeed) from snowScatt\n", "\n", "First we start by loading some modules and defining useful functions that are gonna be needed for plotting and comparison with published literature" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from matplotlib import rc\n", "from collections import OrderedDict\n", "from IPython.core.debugger import set_trace\n", "import snowScatt\n", "\n", "# Set the global font to be DejaVu Sans, size 10 (or any other sans-serif font of your choice!)\n", "rc('font',**{'family':'sans-serif','sans-serif':['DejaVu Sans'],'size':11})\n", "\n", "# Set the font used for MathJax - more on this later\n", "rc('mathtext',**{'default':'regular'})\n", "\n", "def stylize_axes(ax, xlabel, ylabel, xticks=None, yticks=None, xticklabels=None, yticklabels=None,changeyticks=False,xlims=None,ylims=None):\n", " \"\"\"Customize axes spines, title, labels, ticks, and ticklabels.\"\"\"\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", "\n", " ax.xaxis.set_tick_params(top=False, direction='out', width=1)\n", " ax.yaxis.set_tick_params(right=False, direction='out', width=1)\n", " \n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel)\n", " \n", " if xticks!=None: \n", " ax.set_xticks(xticks)\n", " if yticks!=None: \n", " ax.set_yticks(yticks)\n", " if xlims!=None:\n", " ax.set_xlim(xlims)\n", " if ylims!=None:\n", " ax.set_ylim(ylims)\n", " if xticklabels!=None:\n", " ax.set_xticklabels(xticklabels)\n", " if yticklabels!=None:\n", " ax.set_yticklabels(yticklabels)\n", "\n", "litSnowPropDic = {}\n", "\n", "#Mitchell 1996 \"Use of mass- and area-dimensional power laws for determining precipitation particle terminal velocities\"\n", "litSnowPropDic[\"M96_mixS3\"] = {\"am\": 0.0028*10.**(2.*2.1-3.), \"bm\":2.1, \"minD\":800e-6, \"maxD\":4500e-6, \"aA\": 0.2285*10.**(2.*1.88-4.) , \"bA\": 1.88}\n", "litSnowPropDic[\"M96_sideplane\"] = {\"am\": 0.0033*10.**(2.*2.2-3.), \"bm\":2.2, \"minD\":600e-6, \"maxD\":4100e-6, \"aA\": 0.2285*10.**(2.*1.88-4.) , \"bA\": 1.88}\n", "litSnowPropDic[\"M96_polycrys\"] = {\"am\": 0.00739*10.**(2.*2.45-3.), \"bm\":2.45, \"minD\":20e-6, \"maxD\":450e-6, \"aA\": 0.2285*10.**(2.*1.88-4.) , \"bA\": 1.88}\n", "\n", "#Locatelli & Hobbs (1974) \"Fall speeds and masses of solid precipitation particles\"\n", "litSnowPropDic[\"LH74_dendrite\"] = {\"am\": 0.073*10.**(3*1.4-6.), \"bm\":1.4, \"minD\":2e-3, \"maxD\":10e-3, \"av\":0.8*10.**(3*0.16), \"bv\":0.16 }\n", "litSnowPropDic[\"LH74_mixed\"] = {\"am\":0.037*10.**(3*1.9-6.) , \"bm\":1.9, \"minD\":1e-3, \"maxD\":3e-3,\"minvD\":0.2e-3, \"av\":0.69*10.**(3*0.41), \"bv\":0.41 }\n", "litSnowPropDic[\"LH74_sideplanes\"] = {\"am\":0.04*10.**(3*1.4-6.) , \"bm\":1.4, \"minD\":0.5e-3, \"maxD\":4.0e-3, \"av\":0.82*10.**(3*0.12), \"bv\":0.12 }\n", "litSnowPropDic[\"LH74_ldgraupel\"] = {\"am\":0.042*10.**(3*3.0-6.) , \"bm\":3.0, \"minD\":0.5e-3, \"maxD\":2.0e-3, \"av\":1.16*10.**(3*0.46), \"bv\":0.46 }\n", "litSnowPropDic[\"LH74_hdgraupel\"] = {\"am\":0.14*10.**(3*2.7-6.) , \"bm\":2.7, \"minD\":0.5e-3, \"maxD\":1.0e-3, \"av\":1.5*10.**(3*0.37), \"bv\":0.37 }\n", "\n", "for key in [\"LH74_dendrite\",\"LH74_mixed\",\"LH74_sideplanes\",\"LH74_ldgraupel\",\"LH74_hdgraupel\"]: #for some particles LH74 have different observed limits for m-D and v-D\n", " if not \"minvD\" in litSnowPropDic[key].keys():\n", " litSnowPropDic[key][\"minvD\"] = litSnowPropDic[key][\"minD\"]\n", " if not \"maxvD\" in litSnowPropDic[key].keys():\n", " litSnowPropDic[key][\"maxvD\"] = litSnowPropDic[key][\"maxD\"]\n", "\n", "def litSnowProp(diameters,particle,velocity_model=\"Boehm92\"):\n", "\n", " mass = litSnowPropDic[particle][\"am\"] * diameters ** litSnowPropDic[particle][\"bm\"]\n", " mass = np.ma.masked_where(np.logical_or(diameterslitSnowPropDic[particle][\"maxD\"]),mass)\n", "\n", " if \"av\" in litSnowPropDic[particle].keys():\n", " vel = litSnowPropDic[particle][\"av\"] * diameters ** litSnowPropDic[particle][\"bv\"]\n", " vel = np.ma.masked_where(np.logical_or(diameterslitSnowPropDic[particle][\"maxvD\"]),vel)\n", " else:\n", " vel = np.ones_like(mass) * np.nan\n", "\n", " if \"aA\" in litSnowPropDic[particle].keys():\n", " area = litSnowPropDic[particle][\"aA\"] * diameters ** litSnowPropDic[particle][\"bA\"]\n", " area = np.ma.masked_where(np.logical_or(diameterslitSnowPropDic[particle][\"maxD\"]),area)\n", " else:\n", " area = np.ones_like(mass) * np.nan\n", "\n", " return mass, vel, area" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we define an array of property names (labels in the snowLibrary). We are gonna plot the microphysical properties for all of them. We put also some published results from observations along with the results from snowScatt for comparison purposes" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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fgv0/0KhYlsVoe2xSqFOnDvb29mzdupWlS5dSrpzxnh4Pj0Xv3r07J0+eLLC769OHaXtsjA83Dzenxrc1wA8C+gcQ+H4gMbF5661gFmlG1SlVKX7WksQJb2NW9iD+Rb7i1q0acMs72zoMYmDX7l0M/n0w9vftGfv2WJw+ccI5zhlvb2+j5dP22GTNkCFDmDt3Llu3bsXPzw9XV1ej8/r5+bFlyxbKlCnD4MGDOXbs2FOUVEMjnxBUJWYUJJVNwnyHOVQDEiPgQGe4sxfcx0HcOHhNUffcZFnec2C2zc8nMxNxXlJQTZrpw7SlKCPDz4hIWZFky2SR9ZnnfaL+jFTrkMKRIkuaiqwwEQlYarS8YhAxzDJIoi5RrhW5Jj2G95DAiMDcyvfMx/mzfvJjnhEpAGMjk7AXbfnkeZ63n/u+jBSRTqKOnK4i+7ftV8NjrotsdRNZaSZydYkaligiI+ThEn6m4++lsdhoaOQL04EG/Ld9diPQHbCEMz+doX7H+k+n3sLA8Pvg1BoSTkOjlVC+m1FZL/ldotzQcljvsGZr1a0sH7qcRb0XUdiicI7FCIwMpFyRl/dcm+wsw3lNQbBmZhRWEM5eyU26l+0cG+tr1riPc8cq2Iqrn14lqGsQMbExnNr5OzXCR2EiiVxJ+JES3dpyccwhkookkdg6kf1T9jPph0mZF5yV1lMQH81io1lscpPW6K/PvSJiL3Jm1hmRqaL+6kxFZO1T+JK6JSKtROSAiMTdFdleW2SlucjNjZlmSV9Hwr4ECSoaJAm6BBncerD029hPEpMTjcr7KEn6JBn+z3Axn2gu8hyM82f9aBYbzWKTm3QF2mIzTdT58SGrRMRSRGxFxPu/4HPbJ4qsshbZWEHkf74iViJSUkROioTcD5EF7y4QPXqRLMafZrHR0MhLmgHLoGa7mpAEWKBabVqT6bkvuWIX0BOIBm7ehsg3IeYqvL4JHFtnm130gjJLwexbMwzFDDT6uBFdPurCyMYj01zuagwiwrsr3+XvK3/TsEzDXDVHQ0OjgNMA6AasALYDc1B3+S4F3khJ4/cT7vfHQtH6sGELLCwJzYHlcDr0NNENo+nn34/r7a5TgQqZVqV5RWlo5CV3gYlgkpQytEagKjV5RTLqXSmtAHvgUBDYvgGx18Fju1FKzYNbDzjT4AyMhB01dlDvk3qMGDyCb5p8k2OlBkBRFFpUbEFJm5KcunUqx/k1NDReApoB84B3UJUaS2Ab0BUw6OHUUDg1hHuWTeBvb/ijJHgCO2H7ju2UaFqChtcacnPWTSpsqpBlVS+NxSY/174L6lpt+jDNKyptuM01G9y/dcf8njkGKwPBXYJx/NkRXztfIupE5Mnad8l/SlJtajVuvX2LwM/3U9N/GGaGSM7ZTSXqogIXs85vfswcky4mVI+szuC2g1nScAmTakyi5L2S2db9qHwGMbDq5iqKmRejhEUJxvqMJcmQRLIkZ1mGhobGS8pB4ItH3kcALYHkWDj8AQRtgsrD8HnQBo+x1tARkl5PYtsn22i7qC23S9wm7p84nF7N/rTtl0axkWzucMlLnuQEWWPzZpcuq/iM4nIT9iTtzAm5rScn+XLbn6nh24EhqCPKFs6PPU/tYbXBC2p3qw1rwNv2Ce5wCQOKA68DzaD0qzGU3jscdPHwpjd1izfIuoEGuPHNDcrNKkeMUwzNuzUnoloEJ3ucxLm4c9Z5M5BPb9Azedlk4mLjOOp/FAUFnYmOKR5TjCpLQ0PjJUGAn4DhQEmgEDAI1Xrz+m1Ibgfhp+HSz/DrIBTPfeAAYa5hXHrlEh3OdOBsk7O4b3HHtKiqsoREh+BYyDHTKl8axUZD46kgqGbVr4BawNvAmxChpFzS1gxYA5wAXslF+YnAt8AS4CxQBmjoC7tbgCRDCy8oVivrMu5A/PvxlPcqz/a623mv1XvUqlKLI92PYG9tnyNxTt86TSnbUjgWcmR+2/n02tgLgxioV7oeSzsuxc3BLReNLDhoXlG5C3+RPHmeJO/L5hWli9PhOsOVEl4liKweifVNa3w8fYioE0Ep+zBcL36FFAslYflKLP/pyo0PrxMdG83GHzZSd2JdXol8hS29tlCoVyEOnj0IwL8R/zLedzzh32Z+V9Qz9x7I70fzitK8onKTNsP4RJHgNsHqL6ujiMRknT7H3goBIvKKqOV/JiJxIhJ+VmSdvcj60iIRPlnKLCIie0SklIjB0iCz+8wWxiHd13WXuKS47PM+gsFgkK9WfCUWEy2k06pOMvjvwWI3zU4sJlrI9IPTJUmf9GjyZz7On/WjeUVpXlG5SVegvKIuiYibiJiIyBRRvUQfekXd2iOypojI4lIiVU6KOIjIThExiGz+eLPE6+IlqGiQ+Gz6b44zGAwy+/Bs0Y3XicvPLiJZjD/NYqOhkRvCgS7g6OWoWlQmkrdb8dcDH6f8vQ7oDISdgL0twcwWmu+FwlksIekhZkwM1lOtia8Yz1dffMVvSb/xQbkPWNppKSaK8cI+SHrAp9s+Zan/UhqWacjOgJ3EJMZQp1QdVnReQVX7qk/QUA0NjYKG/QF79SRhC2An0OKRyIAlcKwfFHKFadvBsRzsA72NnvPNz9POux2Haxym8pbKuJVXLcAxiTH03dSXNb5reKXMK+z6cFeW9WuKjYZGTvED2gKBcHHURap9Xy3v61gLuACrgYrA3UPg9TZY2EOLvWBbIfO8t4APwNbLlg0NNvBd5+/wT/BnYbuFVI6qnCOlxj/Mn85rOnMh9AK1itTiePBxBGFA3QH82uZXdCbaXUUaGhoppHhtuk9zV5fe1wEP9/qKwPlxcGEiOLwJb6yDWkWgNESdjSKqXRQ17tRgaYeldF/THXMzc0Cdg9qvas+le5cAeL3c69keHvpCKzaKolQA/gb2AaEiMvaZCqRR8NmN6p5oBuyFO0l3qEbeKDZWN63gMuAMLADMU5473rCvLViVgRZ7wLps5oXsgsQeiZjFmnFzzk0+T/6cmMQYtn+wnZaVW+ZobX2d7zo+3vQxpiamONs582/4v1joLFjfbT3vuLzzJE3V0NAoaIQC7wN7IfjdYMqsKaNabAD0CaqV5voyOPgxWP0Gb5mBE4T8HEKxr4qhs9Cxbd42yrmWS1VqNlzcwIcbPiQuOQ5TE1Pmt51Pnzp9shUl38+xURRlpqIo1xRFEUVR3B8Jd1EU5YiiKP4p/xrnqqEeUWYBBDwVgTU0HjIP9UyassBxoHEelr0C6n1SDwamvNuiKjUh/4D322BTAd7cl7lSk/KlJK0Ef8WfGXNmUP1BdUxNTDn08SFaVm5ptCiJ+kSG7RhG17VdKWFTAr3ouR5xndKWpbkx9Iam1GhoaKTlKFAXOAwshsvDLv+n1CSEw55WqlKz+ns4vxCGmcEDuNH5Bo6DHTlV7hSBXoG8+8m7ACQbkhm1exSd1nQiLjkOe2t7DvY5aJRSA8/GYrMR+BE4kC78N+AXEVmmKEpP4HfUMwdRFKVyyvuj/APMFJFXFPVUsbWKoniLyPWnKr3Gy0cyVPmpCmwA2gArUV0W84IHwGDgD4ipEUPRxUX/iwvaBAe7QZHq0GwnWGbiwRQE9EAdUX1gTss5LPJbRO1StdnaY2uWbpEZseTsEuYcm0P5IuW5ev8qjZ0as6j9Im6eu0lJ25K5a6eGhkbBQ4BfgWGoS05HgNr8d8p6TADsfAdirsFvK+CN92EiGK4auPvGXcoHlGfhOwtp9WcrnOzUNauIxAhaL2vNnmt7GFB3AM7FnelZsyelbEsR9iCMDZc20K9uvyzFynfFRkQOAmlOOFUUpQSqvvdWStBKYK6iKA4icldErgJvZlGmKIoSSib/u1EUxRMYB2BnZ6e5DWoH9Bmd1jTGFLcJbpQ9UZab3W5ydcBVOJV9PmP6MzkgmdjesVgHWhPYM5ALXS5gc9UGroJDnBfV7n9PjJkL5yzGk3z0QoZy2x2zw2WyC4Z4AxdGXGC262xW+63mVbtXGVtlLP6n/PHHP1MZVgaupGqhqtQpVofY5FisddbsCdiDTtERGBmImWLGl2W/JOR8CHGxcUb1Z36cbaShofGMeQB8AixD/eD7Eyj2SPy9o7DvXUhOhkW7YUxTeBviVsQh/QQdOmaMnsGgsYOwMrMC4Hjwcfqf6k94Ujjj3hiHp4dnmirnHp/L5IOTaVGxBRWLVcxUtOdlj40TECwiegAR0SuKEpISfjezTIqieAAfAXogWkTOZ5RORDxRD2fG1dVVtAP6tAP6jEp7FXWT8BXwG+6H6wxXnHDKPl8m4enD9ifsx8bFBhZA+bfKc837mhofsBSOTQKHRhT22EYTsww2yiWhXq0wHeLc4mj3bjuoCnuv7+XzBp8zp/UcTE0eH97pZZBrQrd13fio5kf8ee5PyhQqw9k7ZzEzMcPUxJTlnZbTya1Tlm19WVAUZQmQJCJZfy5qaBR0rqB6ap4HJgDfkWZjS4noA/DPZCjkCG9th06uYICI/hEUXViUI05H8PnZh+HvDkdRFESEBacXMGj7IAxiwAQTXIu7AuphoPce3KOkbUlGNR1Fp2qdslRq4PlRbHKFiHhj5NWC2pUKWcdpFpu0aYucLYL7OHULmM8MH4KqBHHL+5bRdWTWdwe2H6D80vLc+PAGURKF97cpabzVeL9tw3GJnE2EeR3O677FcOj0Y2Vb3LHAbaIbRXyKENIuhBP9TxDiH4LfdT8+q/wZna06c3D/QaPaqaAwqsoovjv+HQmGBO4+uIsOHYV0hZhcYzLFQ4vjHeqdZVvT8zwoP4qizESdeisANUTkQkq4C+pxh8VRz3P+SEQuG1HeINTl7+ZPS2YNjReCzajmBB2q606rR+JE4OAsqkWOgyuvwpuboLADXIfI9pEUPVeUX5v8StUFVelXVf0+iEuKY9D2QSw6uwidoqOQaSG2fbiNRk6NAOi5oSc+oT6c6H8CC1MLapSska2Iz4ticxMooyiKLsVaowMcU8I1NPKVUttK4TLHhTjHOC5MvkBcmTiIefJyCwcUpt7MelgFWxFVPYrIOpFp4iskbsE1fj5hFg3xsZuAQTF/rIzih4tTdVpV9Il63u/8Pi7dXFjgu4DwxHDGVx9PU/umRsvjG+XLjls7uJ1wm3hDvCqDdQXMTMz43v17HCwcnqzBz5a83Mu3F7AGtqIpNhovK3rUDR3fo24c+QvSXLBtSIY1g8EwDznTGcXjT2hihWwR4j+Ih0QYOmAog6cOplKxSgBcj7hO5zWdOX1L/YCrV7oeI8qNSFVqAHrX6k1wdDDmusfnw8xQROQJW5s7FEW5DrR95EvKG1j4yITTV0Sa5XW9rq6u4ufnl9fFpkFbispb8m0pqqkHjARmoe72WgMUzboso8IFmAeGoQZMHExgBfBGujS+0+HsSCjbERqvgvSDOBEYBcwG6kD88njG3BzDgtMLsDC1YMv7W3ilTPZ3Nnh7e/PGG28w9/hchv0zDIMYMNeZozPR8eWrX/Lbqd9Y0mEJ7zg/7vmUg/7M+RXhT4lH55mUvXz+QPFHPqDCAGcRyWrJeyzqsrg16pQ+QETSK0yP7eX766+/8ro5jxETE4Otre1TzZdd2szicxKePiy796fBk9RhbN7c9mVmcfnVl2aRZlSbVA27k3bceucWl4dcxmBuSI3XGeKod24G1iW8SDg8hAN138GsvAVOC5yotLoSp0ud5steX9K6QWteLf4qAMfDjzPeZzxJksSYamMIjg+mU5lOxMXGsfruaspYlaFN6TYZypNoSKRl85aZzjP5rtgoivIT0AkoBdwDwkSkuqIoVVFNxMWA+6gm4jzTQB5Ziuq/YsWKvCo2QwrqAEkflh+TzZPUk1U+p5VORFeNJqKOeqdTXGgcjcY3oohvEYLbB3PliyuITrIty5jw8kvKU3FxRULrhnJ5zGWSiib9l8bGhvIxS6kYvZhg09e54jAGUdIaUi1vW+I23o3Clwqz/vX1FB5VGK9IL6b7TcfRypGp7lMpbVXaqD65G3mXOYFzOBx+WJXNqjxB8UEUMS3C8obLuRh1kfEXxzOu2jjqFKtjdH8+ioeHx/Oq2NQDlopI9UfifYGeIvL4mt/jZVUARhuzxyY/PqDgBbkg1ojw9GHZvVmvYa8AACAASURBVD8NCuoHaY77cjrQAPWeO1DvuWuL+gnwG5D+1/8gWD1n6/55uPErfDWAw5sPU3d2XSyPWDK/3nzuT71Pg0oNeO+v91jVeRVHgo4wxmsMAL+8/QufvfJZanF7vPYwNWgq1R2qM6f1nAxF/OHIDwx7bdjzo9g8azSLjWaxAcAL6IZqlakEca/FYXXLSnW9/tH4srIMf8NDtV3cBNaBdy1vPJr/l9bbywuPYv+A7zSo1BvvuJ54NGuRtqCNQB9A4LDnYfqY9qGNcxt+OPoDHhU8WN9tPcWsimEMPqE+vP7H64QnhmOuM2dUk1H8cuIX7sfdZ+G7C+ldu7faNde8OBFygq8bf21UWzOgQCo2RtaXbx9QoFls8pKC+kGa074seqYobuPd8B3ri1WIFc5znFEMCv5D/bn1btp9hmWOhFGh1CAUy0h8i3kSbvkKxU4Vo8qEKki8MPjdwTh3d+a14q8BcPjeYcb5jiNZkgGwMbFhVu1ZuBZy5UjYEWoUqQHxYG5tjrlJWqu1iBCWGIa9hT1JhiTeav6WpthoFpus4142iw2oA7j62OqYJJlgkmDC1U+uEtQ9KEdlZRgu4LDcgZIXS3Jh4oVUb4E0aUUoFzaHSombCbZ+l8tFhhAT+yA1XklUqPx7ZcquL0uocygBngFEl4pmht8MdoXu4q2SbzHCZQRmJmZG9cW6m+uYFzAPAwacbZ3p7tSdHy+rGtyE6hOoVTSbG8Kz6IP0PMcWm1wtReWwPk2xyUW4pthkH5+fS1HFjhfDfbQ7uiQdBlMDPuN8CGsSlhqvJCq4bbiJQ/3PMCQV4lSF8cSaVaH8svKUX1Kei/YX+eLDL+jdojflrMsBEBATwFifsQTHBwNgZ2bHvLrzKGFZgtvxt+l5vCfvO73Pew7vPSZfVFIUM/1ncin6EovqL8LW1DbreSarGzIL4qPd7q3d7p3KUlFvnkUkqH1Qrsp6LPyeiLRVy5QOkvGN3wa9yLFPRJYjcnKoiMGQNv6KiNRTy9jbYa8Un1Bc/O/5S/MlzQVPxNPLUwwpebLjQeIDeX3R64InohuvkwFLBoher5cWS1qI68+ucjnsslHlZNjWzHnm4/zhA1wH3B9590a10AD0BLyeRr3a7d7a7d65Sfdc3O4dICJ15L9f83cZxPf5XWSpTmRBLZH7N0VCRfRv6UUQWVpzqTSf2Vwi4iJSsyw/t1ysJlmJ1SQrwROp8WsNsZ9mL1v9tqam2ROwRxKSEx6X95qXlJlVRswmmMmsw7NEb9A/jMp0/D0vXlEaGvmHAfUMmCmodz4NA4eFDury1JNsVz8EdAdC4fIXl3H+0fnxRRmDHo71hWtLuGHbg/J1Z8Mjh1WyFnUN2wTYCM7NnBl3cRwdVnfgcthllnRYwke1PjJKnGv3r9F7U2/2B+6nXJFy7PpwF1fPXsXExIRVXVahU3RGL2O9aKTby7dbUZQwUZegBgJLUjYE30d1XM3LevPtWAl4todXZhf/JIdXZvf+NCiox3TkpC/tjtlR7ftqKEkKWENQ5yAc5zriW9yXiDoR6KIVGq3dhq71DKIfNOZspW+x+TOUqhPs0EXoGNRuEAkdEhjiMIQzR8+QbEhmXsA81gevp5JNJUITQulSpgufVf6MdcHraLeyHYOrDKZDmQ6YYMLhG4dT5Us2JLP4xmJWBK6grFVZ5taei0uCC/v37QeyPlZCW4p6ChRUk2b6sBdxKcokzoRqU6rhcMABvbmeC5MucL/BfSwOW1Bvej18x/mmbig2RoaH4UqSQsMPGyI6wWesD7fL3H4sfWx0BA2SfqJEvBfXCn2Mj9IxNY1Jognl5pSjwt8VCHIOYmLfiXR/pTv+Mf6MOj+KJEliYvWJ1C5aO9t2G8TA3Ctz+fv235goJvSv2J+WJVsy1W8qEfER/FD3B3RKzm/lfhGXop4V2uZhbfNwbtI9s83DBmAiMB6oBISjunM347/9iKvjwbw3BK6GkgPB42eYY4qMFK4XvU6P7j0Y/tlwOrt1xtvbG5d6LnRb241DNw9RqWgl+tTpQ2OnxjSrqH49RsRH0GVNFxqWacj3Lb5PI59TTSd6rO/B8eDj9K3Tlzmt52Br/tjck+k889JYbERkC7DF1dW1vzZAXtLNw0HAu8C/QFvQDdNRq7m6t8Qbb8w3mFP7RG3IoKrMZDi08RCNGzdWLT+7gPJQv3D9x9PrE7i3qQX28YegzgwqVhvOjYdp/FEnjn+Br+CPln9w/uZ5mjs0Z9jhYZS0Lcn2Htup5pD9LeIB9wP4YP0HHA05SqWilfDq7YVO0fHuqnc5G3aWTyt9SnOP5mmuNDGW/PrvraGhkY+EAx8C21P+dUG94Peh9boi4HQPLnWAooeg9nQoNRw6K7AJNrhtYPxH41nWe1nq4XnnIs7x/vz3CXug7sspZFGI/nX7czvmNp9u/ZRf2vxCUcui7P5odxpRRISdd3by8+8/Y2piytqua+ni1iXHTXppFBuNl5wTQHvUg/Y2o95tkp5m5Gwpai/U71tfXdz4HsjsQMzkODjQSVVq6v0MroP+i1sBfAIGcwP7PPfRbFwzxsgYbI/Y8v5f79OgTAM2d9+c7eWTBjHw49EfGe01GlMTUwa/MpgpLaZwKewS7Va2Iyohis3dN2MTYpMrpUbDOLSlqNyFa0tR2cc/jaUo28u2VB9XHYu7FlwZeoWQd0P+s4N4Q/GDxan6Px2mg9ojhW9ysZgncQea4TY+DvM75gxvNZyDrQ8ysfpEwi6G4eXrxV/BfzHv6jwsTCxIMiTRzKEZXzt/zcWTF9l6aytrr6/ldd3rGR5RcSXmClMuTaFmkZp8V/U77EPtU08+T4+2FIW2FJVdXEFeinLwcqDq1Kok2iVyYfIFYivG5riONPF6qLC0AuX/LE9MmRgujb9EbKXYDNObGOKoEf4dRRPPcs7yc+7bdQbAJN6ECj9UoNzOckS6R9Kjcw/+tfyXRa8s4reA39gQvIGm9k35tuq3WOoss2xncFww43zGcTX2Ki62Lkxyn4SDhQN60dP3ZF/i9fF87/49lW0r58tvU1uK0paichquLUVlH5/nS1GLgU8Be2Ad0PCRQhKBb4BtB+HrDlBIgWabYe1ryDAh1DaU9h3b07hrY6a9NQ1TE1NiEmPov6U/qy6sws7MjvtJ95n25jT61e1HwP0A6jnWQ0SITIikqGXRNDLfir5F6UKqojNj/Qy+7PAlOpNsl8s1r6iHj+YV9RJ5Re31EvEU9b98YxG5k/s6UuODRcQjpcxeIvu37888fWKkyM7GIitMRAL+/K8MXxF56KczSkSSRA4HHpbJ6yZLuxXtBE/kyx1fSrI+OUuZ9Aa9zDkyR8wmmAmeiMN0BzkdcloMBkNqXt9QX7kdfdvodmbFi+gV9awezStK84rKTbr88Iry/sdb5BNRf6nNJeN5cbWIvLpS5E9zkU0uIreuiLyv5tlbba84fusof/77Z2pyv3t+Uv2X6mIy3kSmHJgiCzcvlB2Xd4iISLsV7cRxlqPEJcVl2K6NFzeKxUQLOXLzSKZtyoRMx5+2FKVRMImDapOqqbf8fATMByzyoNxQ4Bzq104v0HvrM0xmaoiCPW/C/TPqFQnlusINb/Vs7c9AbIRfRvwCHWCQ6SAqFK3A4uuLuRJ7hblvz+XzVz5PU970Q9Np4NggdePd5bDLdFzVEZ97PgC0qtyKVV1WYW1mTd/NfbE2s2buO3ON2pejkXdoS1G5C9eWorKPz4ulKIs7FtQaUwsuQ2D3QK71u4b4Cviqac3CzUgqlkg5q5VU+mIBEeY1CQibSdVXSmMZZMCzhSe/N/+dCTUmUDa8LN7e3hy8d5Cpl6aiFz0N7RryavKrRBGF6U1TvIO86Vy4M61tWnP04NE0cooIiqKgS9bRrlQ77l26h/cVb6P7MksLWVZaT0F8NIvNS2CxCRGRV0T9Lz5FRIw48iXLOhJFzo8//997dDb54kIlenVlkZXmIjc3q2ExIiGtQ1SZPET0QXpp8nMT6bqmq5y7fU7K/VBOLCdYyha/LRmKsDdgr9hPt5ddV3fJ7MOzU600eCLTD04Xg8Egd2Pvyuv/U8+sGec1LsOzbjSLTcGZZ0Q0i01eUlDn7dT33SJiL5JknSSyPl2mRBEZISJFEkV29lPP2DrYQ2RxvBisDBJpFylv9HpDmixqkmoBTtYny6jdowRPxG6aneCJdF7dWWITYqXhTw1l+D/DM23L6gurxWOxR4ZWHM1ikwPy80uqoGr+6cPy4ysqp/XYXrbF/Tt3zKLNOPPtGWJejYF9ua/D4rYFbpPccPdx51SJU0RXjc4yn7k+jFphX2GVfIt/7SZy/0ohbHadwG28G6UCS+H7gS+Xe16myOUiDC03lIDkAF5b8BqWOkumuE7BNsQW75DH5VBQ6OfUj9bLWqMX1Upko7NhsvtkaibV5M+//2TU+VHcTbjLmGpj8MCDffseb3h+/DY1zykNjecIA+qZXaOBanBq5CkadnxkQ81N1PO3zkTBjK5wdye4joZ5E+APhXPV/qXVO63o1KwTc1rPwVxnzr0H93j/r/fZHbCb4lbFCYsL4/vm3zOqySgURcHJyin1Bu9HiUmMYcjfQ1h0dhENyzTkftz91L01eclLs3n4IdpdUQXY3Xsj8AFgB2wG78gn3CC5CfWepmTwGeZD9fHVs84XexP2toC4EM4WmUTtlkNhETAIKAInh5+km1k3apasycbuGxm5aiSzL8+mmn01tvXYxtUzVzOUV2/QM+foHEZ7jSZJn4Re9JQvUp6j/Y5SyrYU8cnxVP6pMsmGZDZ138SrZV/NWTuNJAd5X9rNw9qVCrkL165UyD4+Nw4euhgdzpOcKXWsFHea38F/uD+R+sjUeLujdlSbUg3FNojkia0xt7zKdcM3lBj3DbYBtvzY7EdGNh3JoKqDaFu6LQB+0X6M8xlHeGI41jprkiWZUVVHERAbQPMSzSljVSZDufyi/Zh0cRLBccH0KNeD3uV7Y2ryuG0lT5wUsjLnFMRHW4oqgEtRBhGZKiKKqEtQIUbmy6qO70T9xdQTkStGmNWjA0Q2VhBZU1gk9JDs37Zf5IOUMlqIyC017VqftfLvrX9l9J7Rgify1tK3JDI+MlN5L969KK8ufFXwRBr90UgKTy4sjf9oLPbT7WVvwN7UdDsu75Dr96/nvJ05QFuKer7mGRFtKSovKXDz9jkRqSKi1+lF5kjqknyaPJ+IyFunRdY4qnPXql0ihUTii8ZLx14dpdTMUnIo8FBq8gWnFoj5RHMp90M5ORF8Qv6+/Lf43fOToMggKTq1qEzaN+mxOvQGvUw/OF3MJphJ2dllxfuad677IB2Zjr+XZilKo4CSAAwAlgLvAf8DrPKgXHdgCDANddPxzSzSRvmrlprkWGi+B4LqU2/gAwgG/Xg9I+uPpPWD1phiSjuXdny8+WNWnF9Bm1Jt2NBjA2a6xy+y1Bv0zD4ymzFeYzDTmeFR3oMLdy+wsftGmlVsxu6A3bRZ0YZP63/KrFazaFWlVR40WkNDo0CwHOgPFIF/f/iXOl/USY0yv2sOPkB14JvtcKwbmNrB0UMw3Z2bbjdp1KoRjm6OnOx2kjKFyxCfHM+g7YP448wflLYtzecNPqe+Y33O3TmHS3EXAM4NPIdTEac0YoREh9BrYy92B+ymU7VOLGi3ADsru6fefE2x0XhxuQt0RL2jaTwwhidbBFkNxAIfo645d88+i3XSNdjdHcQAzb1gTS0YCjpbHeyBuEZx/PPHP1hZWlFfX5+3/nyLA4EHmNJiCg2TGmao1Fy8e5E+m/pwLPgYHap2wFJnycHAgyzvtJxmFZsRlRDFD0d/IC45jhMhJ56gwRoaGgWKRKjyUxXYADQFVkOkX+R/8Tugfv/66rUJq36FU1+AdW2YsxW8S7PpnU10rduV5q7N2dh9I5amltyIuEHLP1viH+5PadvS3Iq5RaI+kR1XdvD28rfZ8N4GOlTt8JhSExgZSN3f6xKXHMeCdgvoW6dvvh0Oqik2Gi8mPkBb4DaqQtLtCcqKA5dZLrAV9eThPhinIIWfoXbYMLCwhle84NNqsAZoBVt6baF90/bY6mw50vcId2Lu4LHQg9DEUFZ2Xkl39+6PbcTVi57ph6Yz1mss1mbWzHxrJl++9iXxyfEoipI6ybRd2ZaLdy8yr808BtYf+AQN19DQKDAEA12h7JGyMAzV2mwG+AHJwDhgMiRWjsd8xrdwchaYtoNPVqB/YMWwfoP51elXPq3/Kat8VnHk5hGSDcl0WdOFqMQobMxsiEmMYUO3DXSo1oFkQzKzWs6idZXWacQQUfftOhV2YmD9gfSs2ZOq9lXztStems3D2snDWce9SCcP2x21w22iG3or9RLL9J5KmeXLCOtAa9zGu2EbYMuNHje43uc6Yvr4mEhfVqFEX2qGjSQZS65Ez6fK+NZY3rbkWt9rnOp4il4ne9G5bGf6VuzLhcgLjPYZjcFg4Psa31OjSI3Hyrwee50pvlPwf+BPzSI1uRF7gxKWJfi97u+pXzkxyTF8dPwjEg2JjK8+nnrF6uWsI43skyfN+zKfPKxtHs5duLZ5OPv4R+OcVjoRXTWaIOcgbG1tKXq2KNXHVEcXr+PMl2eIfvu/OTHhVgINpzak6Lmi3Hr3Ksr7H1HKcJjoa70oNOYPble4y1sd3iKweCDj3MZRt1hdTt0/xegLo4k3xGOCCQCOVo50LtOZnXd2MqvWLKx0j6/5Bz4IZOqlqQwtNxQXe5ds+yM3ffQQbfNwPm/qK3Cb0DIJy5fNw9NEzsw+o/5tEJEfRN0k7CgiN7POmq18t0XEVkTsRf6d9q/xZd05ILK6kMimShIwfK+IuYiUFZED/yX5YtkXcjPypqy5sEYsJlpIlZ+qyJ/b/jup02AQWbv2kCTpk2TKgSliPtFcCk8qLO+vfV8UT0Vcf3aV83ceOTsnhV+O/yIX717Mul3GtuPp5X3m4/xZP9rmYW3zcG7SGT1v7xURe5Ezs86IzBARExHRiciiDE4a3uUt0lJElt0R2dFQDMsVkc9/EEHkdPvTYvmdpdSaV0uu3b8mIiIRcRHSfmX71HOyRu4aKavOr5L7cfdlb8BeafRHIwmOCs5QxpuRN8XtFzf5aeNPWbYzt32QjkzHn0muVCoNjfyiAbiNd4OdwCeoJlYzYAFQNpdlPjwsuCTwA3AWwl8JNy7v7T3g1QosSsPq/VSc2QxaQszxGPqG9eVK+BUAOjp2ZMX5FXRb1436jvU50vcIZa1VgY8eBQ8PGDCwFq/86sGoPaN4u8rbuBRyYaXPSrpW78qJ/idwL+GOiDDeezz7b+wH4LMGn+W7WVdDQ+M5oxmwGGp+UxNGoG4q2Yi6jA7qHDcVuItqgV5zCWxfhbBzJM9fjfxvCHO/mEvdOnVpX7s9hz4+RIWiFbgQeoH6C+qzxX8LJooJPWv0ZP6p+VwIvUBRy6I0q9iMg30O4ljIMVWU0NhQxnuPxyAGyhYuy/lPz6dapZ8VmmKj8XzTDPyG+6n7aRagejxtB97JZXnngNrAgZT3fkAZI/OG/A3ebUBXCb7bD2vKcOXTK7AZ7lndY+vlrRwKPESyIZkfLv/AyN0j6e7end0f7cbe2p7AQCs6doTXXoPTF2KIfPUbAmOuMvXNqZy7c44zEWf4sfWPrOq8ikIWhYhLiqPH+h547vNkw8UNuWywhoZGgeMiMByUpJTVmK9R50jAPMwc3gRGAaugSMJZ2PkaRMbCWG8eBLSk8/DODC4+mKktprKy80pszG1YeX4lDRc2JDQmFBHB3MScLm5dqFWqFpMPTmbH5R0AaTYA/3PlH2rOq8mUg1P49/a/AJgoz16t0DYPazzf+EHl3yr/Z2UZDrTIRTmCqhgNAYqmvOcA+7iDsH8CJLjDZzuhsD0cgGP3j1FFqUKFohW4/MVlANquaMs/t/5hVJNRTGo+KXWgBwdbsWu3Hsd35xNSfQQeZRvQrvYIvt37LQ42DvxY60c+b6jeEXU75jYdVnXgePBxpraYyteNv85FozU0NAoca1A9N81Ab6PH9EtTmAc0B/QpXk8JqPfSNV1GrSMjIKIKeG7ndiMr6tasxgOrB2zrvI23nd8mSZ/EiF0j+PHYjzjbOXM1/ColbErw13t/0dipMU3KNWHvtb2cCz1Ha2d1o3BCcgLf7vmW2UdnU92hOrs+3EWNks/WSvMommKj8fyyG+gCZslmUBj4AnUAN0t5jCUK9ayb1UBL4E+gRA7y31hN9fuecK8BjPobWhaFRXAo+hC9dvZC56Sju3t3ohKiaLOiDT6hPgx3Gc6IupMZ9Q3Y2sI33ybhX3oOCYO2kWQnrG2zmBD/EIbsGkLLyi1Z3mk5F45fACA4KphGixpx78E9/ur2Fx2rdcyBsBoaGgURJVmBr4DZgBtwGy5MvEDtYbXV+bA9EA1J5ZMw32oGMgmOjIXLryM/bmDvJ2doZdmKstZl2ffxPpyLO3Mr+hbd1nXjYOBB2ru2Z5PfJt6s9CbBUcHMPDyTxu81prh1cbpW75oqx6V7l3j/r/c5e/ssn9X/jJktZ2JllheHh+UdL7xioyjKGMAB0IvIsGctj0YeMQ9VkXECwoD1/KfQdEP9ajFWufkTWId6X8rX5GwBNmAJHP0YudoIZcZ2mFJIlUuBhkUa8mG5D3nH+R3O3j5LmxVtuPfgHuObTCdwdXsqfQaRkdC0w0XmzWnBrZhbdK/fnelvTsepiBPeod5s6r6JNs5t0JnoUqssXai0epBfnY+pW7puDoTVeNZot3vnLly73TvrePNwc9zHuoMPBHUMIrF4IlFuUQQ5BxHhHQEK2I+wp+zashwds59al+dROm4HcrAnDzb/yDcDx/KLxS80Lt6YwU6DCT4fzI7IHXj6evIg+QFjqo2hmUMzqivVaV6iOTvv7MTRwjGNLCLCttvbmHtlLhYmFnxf/Xsa2TTi2KFjue6P3PTRQ56r272BmcA11MUA90fCXYAjgH/Kv85GlNUW9Tt8NvCNMfVrXlHPuVdUkogMEvW/VlsRmfCIV9RD9orItGzKMYgcWXFE/VsvImezTp5hW/x+U2+5HfWmPCh/V+SEyO3o29J7Y+801yBs998utpNtpezssjJ07nYxKRIsINKqtV7azf5O8ESKTS0mE9ZOkL0Be6XkjJJy9tbZNHUaDAYZsmyIUdciPAmaV5TmFZXTfJpXVN7lzVVfHhSR0iLJFskiy9JGnZl1RqSzqLdzi4gk3Jf7q+qq81YnT3nQNlbqT6oveCKeXp6iN+hl7969MufIHDGdYCpOs53E5WcXOXvrrHRe3TnT6w6i4qOk0+pOgifSYkmLTL2ijG1nHuV9rryiNgKvAzfShf8G/CIiLsAvwO8PIxRFqawoyu50zwjUQ6F9RORLoKiiKE3yqQ0aT4MIoA0wF/gS9ZcyBiLqRKRN1wzV8pIZ4UBHqDewHtxBtdDUyqEsp36EkwPhTBu4uoWTcy9CfdUMu/7ies7cOgPA5pDNtF3Rjko2NTja9yh9mr5NtSo2WPVtzdkWjmyJ+p4WFVtw+YvLNLVvipuDG42cGlHMqlhqVUn6JAZuHciPV37k1xO/5lBQDQ2NAokAPwEegA2c/vW0eskvqHsOJ0CtEbXUw0rvADHXYXNjiiSch/mLueb+EZXeqIyP+LDhvQ2M8xhHXFIcky5NYug/Q3Ev4c6dmDsk6hOJS4rDL8wv1aszPVZmVoTHhTP9zens/HBnGq+o55F8X4oSkYOQdme1oiglgLrAWylBK4G5iqI4iMhdEbmKus87DYqidAeKp7zeQ92J8RiKoniinruInZ3dS23SzCwuN2F5aR62CrbC/Vt3rIKt8B/uz+02t1M9l3JST2GfwrhNdMM8zBz/3v7c9b2rehBkw6N1uFxej6PNz8jJjlxmAiEDj3Il/Ap6b3UH8/L6y9Ff09N9T3dWHwzB1vsMxSoW53JNf5IMvtQbtAzfGzuJixU8HDz4pOQnDFwxkJ4le3Lx5EUGlxxMwJkAYmJi2LJrC56+npyOOE3XUl1pZdrqqf4+n7mJWENDI3tiUPcFrkTdO7MEYs/EqnF3gJ7Abrjz1h1KrS8F8SdhY1uIjydp0RZ29E+gS5Ar5czLMbnaZDpU7cDlsMt0WtMJn1AfXiv7GkeCjlDNvhp7e+2llG0pTg84neaKlyR9EtMPTWdAvQE42Diw56M9z4XHkzE8L3tsnIBgEdEDiIheUZSQlPC7WeRbD/yqKMoswA74MaNEIuIJeAK4urrK0554vb29cz25G5s3u3RZxWcUl5uwJ2lnGvYBg1P+3gNV36hKVf47q8WoegSYAXwLlAO2wN3Yu0bL5+3tjUfTN+D38VD0ZzjXA+XDJbjUMeXw2cV8duAzjvY/St3SdYlLiqP9T6PZNf8D8G9HYUehZw+FIq536L2pN+funMNMMWPIq0NYcHoB/c/0Ry96WpVqRXuP9ql1rt6xmnF+4wiICmBJhyWUu1/uqSsF+fHb1NDQeAL8gU6oH2STgZGk3RfYDTgOLIRLlS5R6tYxONIDwktgOLKHvl2msixwGS0rt/w/e+cdn/P1xfH3N3uHDGIksSJC7FVqhKJq/GxVVUWptraitWPW3tRuq/ZojVJbYu9REomQYSQiMmSv5zm/P76hVmZtz+f1uq/kufuePN9v7j33nM9hfbv1XDp1iW1+2+i6tSuGeoY0KdiEPbf30LZMW/7w+wOvYC86uXd6Jm7d9ajrTDg8gXwm+ehTo89bs6mBN2djkyeISCoqE0m2eJVGfTqNTc7hsNOB0rNLk1QkiSuTr5AkSfBUlzkaR6Ds7rJQR+W90SRocjW/1NspJA0dgGm1+SRd68TZur3QPDgKXmCbZks7h3ZEXo1k6+Wt9Pn1JKHrpmNslkynL31p1zGMTeG/0XvpGiwMLDDTN2N4ieEEhgXyu/5hUAAAIABJREFUIOUBeugxzHUYDjg8MR+9FD0sNBbMKD8Dp2ind8ZAUrf50UGHvMHuiJ16QDMG9vDvPYX2Mc6a+Rl5FaD4qr8gdBaEVCNB1tOsSXcO3z7MkFpDmNJoCgArglaw2ns11QpXY3OHzZw6dYpvPL6hdZnWHAo6hEcxjyfmcPzWcWo71sbN3g2f73woaVPy5S/8BeNN2djcAoooiqKfoa3RBwpn5OvwLkIDJZeWxHGjI1HVovAd60u6RXquu7G+aE2qTSpJTklc/fEqYii5jvCd76IV7r7LMfD4meiIz7hUryc3k2+y9fpW+pTsg6WhJS3Mu3HhRjxzo/py31GfOq1aMrSHEJh0lgG+8whKCKJJwSYUMilEKYtSbL21lXOx5/iowEc0KtCIoISgR+MdjjhMdZvqmOqbMqPijFyvWQcddHjHkA6MAvep7lAd1YvTKaMsAugCLsYuqrFGBUCrgdWDcTaYB5dbc63yWBrd8SDibgQjy4xkYpOJ3E+8T+ctndl3cx/1nesTnxrPNv9tjD47mssfXAagQfF/XUsfJD+gz64+rLm8hj1d9tCkZJO3clMDvL5YUUAwT3pFeQFdMn7vAhx6GePqvKLeAK+oWFE9nhDVAyot6+rPHSddRMaJGiOlfS7aPdNHukjPnqoXwe7BahAnEVl8ZrHYT7OXf27ekIkTRUzMksWg2HGxn2YvJ2+dlOS0ZBmxf4ToeepJ4ZmF5S//v0RE5NTtU+I020kMxxnKotOLRJvRn4jIgYMHZNjeYYInMt5r/Dvr+SFvgFfSi05AMdTLgcXA+Ozq67yidF5ROa4XLiINRASROy3uiCQ9VnZY1Lh4xiJ+g/3UvNh4kTn/E1mDJA38Tjbv2yAmE03EabaTnAs9J4cOHZIzd86I02wnMZ5gLNXmql5R9X6pJ6dun5JWS1tJfEr8E1M4fvO4FJ9TXPTH6ct4r/GSrknPtQyyXeeLb5vp8/fKNTaKosxDvUF0APYrihIpIuWAb4DfFEUZA0QDXV/wuLqrqCzKXtVVlMldE9xHuGMeYk7AgABCW4fC0azbPD2OUaQRbpPcyH8hP3cb3yWge8Ajw97s5v+ojygj3Ca5kL/G99Dgd67rdeKWYXMi9myigEkBSqS50u72PjwqFSEqChTXPTi0mMcM9zlcOH+BTv6dCE4M5iPbjxhYZiBmd8wYeGYgC28sxNbIlimuU3BLcMPb2xuAJE0S46+M52TMSf5X+H/U0tQiPvHd5Op4U66iFEWZAbRD3ZSUF5ErGfmlUXlZbVFZkrqKSEAOuoxDvSQIfCkT1uH9w0mgPeq3cCVcK36NwiaFQQtMBUYDJYBdEBYdhquvNexuAQUuoA2dR3e346w/9in1neuzscNGCpgXYKjXUOYfnY+9uT0VClbgTOgZqhWqxv4v9mOob8hAl4GYG5kDoNFqmHxkMuO8x+Fo7cjh7oep7Vj7dUnjxSGrXc+7mHQam9eosTkmIvYiYi0ie3Pe7Ilx/hGRAiJiJiIrRY34nZN2j2OfiDikigzsoGpqLk+UQ4cOyY/7fhT7afYSHh8uixaJgIhT+RChRy2pNLuShMaGyo/7fhS9cXpSZGYR2Xlt56MxNFqNNF7VWJqvaS6RiZFPjH3rwS2pvLiy6HnqydyTcx9pcd7VU6m8Ac+5qFqWOqgOCME8qR0+yJPa4YOPlZVE5bx+PA0FlIxyBfWioFhWY+s0NjqNTZb1tCKySEQMRaS4iJx/qjxYRCxE5FMRUSmzJGDyVpF5TiIrzSRh0wZpvKqx4In02dlHUtNTJSktSXpu6yl4Io1WNZLma5qL0QQjqTa3mlReXFkSUhOeGCMkJkTqrqwreCKdt3SWmKSYPK8/03W+3LZvjsbmdUGnscm67GVrbAruLYjrDFeSCyRzZcYVEg0TnzESzgyPj6OXooeruyshX4SQWCxR9ajKQTsARaPg/Jszzusd0Axrj0HZnVy3+pbb9z8kPj4eudyAapGF8Dntg2Oxy1Tt4805uwk0dmjMR9atqLW4FiGJIXzi8AnflfwOsztmXI24yv0997EztmNgoYGY6Jvwz6l/nhg7LCmM8JhwRpcaTYWkCo+0OO8qu+qborGRF0gt8VifoijKPcDypU1ch3cbicC3wCrgE2A1qk8vYBZipnp4OgMXULfZacDoA5Ry7gpiRlDpVVQ79jWxKbEMLT2Uac2mcfPBTRr/3phrkdfo7NiZMZ+MISw+jNH1RhN7LZZ69ephbGD8aAqbfDbx9V9fk65NZ1XrVXSp0OWJ5+Rtx8NTyHsDV1dX8ff3f6lj6Ny9H4MWGIUazqAB6lnXJusmT+PExhPU2lFLpW18LlPR8/HE/O4AnYGTiTC9LdjtgWoLOWpSgY37AzjxcyvOnrWhfn3YujuGdhvbcTDoICPrjiRVk8rM4zMpbFWYZS2X0bSUGgguKS2JItOL4FHSgz8+/eOZsY1LGlOzaE30FD3SNGkcO3LsCXk9Lb9X4U79Kr6b5Np8++VCUZRgoIWIXFEUpSqwStTr74flvqganPNZ9OGBej2uAeJEJQV9uo4nj/Flbdmy5UUu47mIj4/HwsLipbbLrm5m5bnJfzovu88vA/9ljMzaOq5zJK5M3COSUW2Allpja2ESZkJwt2BCvghRXbm14LjBkeLLi+M/1J/wpuEAGIcbU+nPi5g2609qQnEWW7fkhxuLMNIzQouW4SWGY2xizJgrY0jUJlLeqjxmihm3Um5hb2zPnEpznplbdGw0/f36Y2FgwSi3URQxLZKnNedFHi+yrYeHR6bvmfdGY6PDa0AC6r+CP4BeqBsTwyxbPIsdGdFqtaiEVXXzMI/dwBeANh5WtgTFG2quIFDpQY+uZwnw7o6lZSpTpkHFFqF8uLIxAZEBjKo7is1XN+N334/mDs1Z8+UarE2sSdOkYaBngKmhKT+W+ZHPG33+xHAiwpqba1juvZzFzRfTu1rvZzgidHi7ICJeZKNjFBFPRVHOAS2NjY17vYp56fBmI65MHGXHlcV3rC/6yfq4jXdDP0WfwF6B3OqsOv0aPDDA7Sc3bE/ZEvphKPfr3gfA5kR+yl3ZiP7/JhOX+AH99Bz4LWAWbpZujC83npDEEEZeGUmKNgU99ChmWozLsZdpateUTs6dKGRa6Im5XI+/TlHTohjqGTK9wnTsjOww0Hs3twDvjcbmsauoXmvXrn2pY72K3WpeT1GZleUlL6sxjCOMcR/pjsUNC258c4Pb7W/n6hyvpCmUWFoCx82OPCjxAL9xfiQVTcp5B0BCTALlN5bHaZ0T8W53kJHNsFCucMX6B64bVufS8dJMmVKG/7UNpEGzO/wS505YsoaoeHdq2Lhz+P5h7I3t+b7097gZuWFhYcHd5LuM8x1Hi0ItaF6o+TMySNWmMvPaTPaG76VhgYb84PoDRnpGz5XXu3IqfRpZnaReB57S2BRApUCzlX+pJSJRY9NlRQaaK7wKzTDkXQOXm3Z51Q7nJj877eVbrc3cj8oenAhafS16q/RU7TGoURE7AveA2eDl5oVHXQ8YmwLRX0GdNaTafEHHqEi2BeyiR6UeLGq+iOT0ZL7c+iXb/LcBYGVkRWxqLF9U+IIe+Xs8I7tSVUpRal4pBn4wkKYGTd9eWT6JTN8z783G5iF0V1Ev6SpqGir/QgPgDOqDHAN0AlZmu5xn0QdYBPSFwy0PU69Jvdy1vwUPmj3A+oo1fBcFzT8m9m4gM/85wpbIkxjWmc+pr04THWnI9VTovjWRJE0KGm0fjPVPEBwTTO+qvZnWeBpWxlZ4eXmRVCSJLn92IV2bzq+tfqWNW5snZHA/8T5tNrTh6M2jdHPuxsovVz5xb/1Ov7yfxBu7scn47AUsF5HViqJ0Ab4SkZzGis9urFd2gALdVdSLxMvY9Bs8MKDspLLYnFHv3wPaB3Cnz51H5TYnbXCZ74LPGB/iXeNJu5lGjUWlsG7cDdwOc9GwPf8LOklochi9ivaiY/GOBCcGM8ZnDKFJoRjpGWGgGJCgScDFwoVexXtRxqjMo7mkaFJIS0rDwsKCfeH7qGFTA/0U/bdSlk9DdxWlw8tHddSTx7eozJnWgAnqFVBukIZ6XfUj8BHQFrRe2tz1sQPoBuZJ5rDmHinmzViysR4TdhzlfpQxTdpbks9mH0dvHiX4QQPGH9aSogkiNf1LopLO4WztzL4v9tGohGpDqtFqWBm0ktXeqylfsDybO2zGxdblmWH97vtx6e4l1rVbh8N9h3fKGO9txOuglhCRHcAOV1fXXq/CiFqnsXlxeOGb/nNAN1T7PgtgIDjPd8ali4tqqdUWNcDlYKhmVA0OQurEqxj1/gQcgrhQfCge3ksw0jfiQNcDSLBw1+4ufbf3xVjfGAtjCypaVmRcs3FEJEbQZ1cfqlauihKi4OHhwQ7/HfTa0YsRpUbQ36M/Hnj853X+J3m8grYP8d5obHRXUVmX/eerKAHXqa4U2lOI5ALJ6Cfr4+Pp82xk7kygl6pHyYUlMblrwuWfLj8RGyWnMlHSFEosK4HjJkfiXOL4Z+huokO20m/pJIIjilGsXCDD+kRTvHQikwKcCEy4i4FBTRJT/yQ26StSJZratrUZWWYkZgZmAMSkxjDx6kTOxZyjqUNTBpYaiLH+v94F8fHxxBvE42DiAEBcWhyWhpbv1an0abxpV1GvEjqNTd7y37Vnw2GnA6XnlibdPB0lXcFnvPoutF1vi/tSd7QGWk5uOEla/jTQgvMaZ4oduYsM+R8a81RmaeoyPGgXpSxKMb7ceOyM7JjvP5/t97bjZulGbFoshU0LczHmImPKjqGOXR0uRF/AL86PJvmasDp8NVtDt1LKohSDnQfjZuf2QtaZV3m8jLZZvmey8gV/F5OOx+Yl8NgkikgnUSVcIePn6Cyn9yT8RaRSRrvvRSQ1+3k8gyARqan2of1OJDk0RBLWF5GTEz2kcvlYKT94iDT89SPRarUSEiNSbpFWnOaIWP00WvBURPFUZMbxGU90eezmMSkys4gYTzCWIWuHPHfYgWsGisF4g0fMw1nN+X3h6pA34Dl/3UnHY/Oe8tgkiUhPUb8FjURkjIgcFJW3ZpaIRl8jUlBUxnURlWDgYxGpvllklYkkrC0k/Td8LHgin23+TBJSEyQsLuwR30yXLV3EaZaTGIw3kIWnF8qWPVuemMc/d/+RYtOKCZ7I93u+l+S05LdXltkj0+dPdxWlw39DGKo9zVlUz6c/Udkyf0a1t8nOcmEN6sWAEeoVUos8zOFPoAeghdOT4Ye/kyj15TEWdY+hQo/RnBthSXTycK5HWXAvQaHNBg1xqUlExHcmKX0HAJ0cP+P7Wt//O61/1tBtWzecrZ052fMkMX5Pap7StekM3jOY+QHzaVG6BfWcc2kDpIMOOrxbCEHluT4HjATGAfqovDQdgC0QWTcS++32kI8Mw2GBKjNhwDCS81emvl8k5+P3Mb3xdL6v9T3Hbx2nw6YOPEh5QMciHdnku4kUTQq/tf6NrhW7PuKVEhEWnlnIkL1DMNMzY/fnu/m41MevQwpvBHQbGx3yDIvrFqoNTRTqQzwP2Mi/G5qOj31+HuKBH4BKwFpUjtgMpKamYmRklPUEUlA5YefDNXcY6QibR4C9VQIdOp6j3b18WJ5YwZq2DRGxoetWqOccTnDMOGJTDmFpFI6RvjX9a/Zn3ol5HAo69CgoXNXCVfm03KcsaLaAfCb58PLzejRsbEosnTZ34u/rf9OhaAfWfboOfT39XEpPh3cRr5IIFPJOuJibdnklA81NfnZklW86eaXpYVPSWqWhaBSuTrpKZO1IOPJvuaO9I9JH8PvYD4sLFhTdVJQSy53Qft0Xg9rL8NevQL2LASRotfzk/hNVU6oyYO0AFt1YREHjgowvM57hV4bjZOZEwwINcYxyxMvLi/j4eLbu3co0/2mciDpBTZua9C3aF+Pbxnjd9nruut50Wb4IIlCdjc1LwPtgY2N31I4yE8uQbpXOlclXyH8m/xNEVAD5LuTD0s+SW589GaTd9JYpyYWSEQPB5I4JKQ4piP6/38N9+/axZs0aZsyYgZ2d3XPnYXLHhHLjy2F5zZLZ1SMZcs4GE+N0vm82kwHNFxFY1JOVt87gkt+F8tZVWRPqwq2EC3iHd0UjUVSyrsSN+EAGOUynQanSHA87zk+BP1Ezf01Guo18xvD38TnsD9/PFP8pDCg1gAZWDd5bO4LM8D7b2DyEzt37PTEe1gKTQMYKiruicnaVQtXSzANcgGb/Vj/611HqrKgDu+NgYicotIuz1g2pdc4LVzs3hhcfTuuPWvP1X1+z9vJamrs0p0bhGpy8c5KGpg3p07IPpoamj/o7dOgQg/wH4Xffj+mNp9O3Rl+8vb3fTlnmvq3O3fshdO7e/9Hd+5AXHqc8YDjElonF6qAVPMkDlTkE1fW7H6rX05hnq3h7e9OkSRNq167N7t27MTY2fnYemyDmK9WbvNgquFkFZk2+x/Dq9TC3uEtQlWWUd+nAnoOH+TutHs1LJfLd36Hci19JcvpMVrdZTVBMEMWUOgzrXBtfXzh92ovVsavZ4LMB/77+FLYs/IwsqtaqiqWxyqR/LfIapW1Lvx8v79y3fW83Njrj4bzlv42bfoM4A9wmu2F70pbbHrcJ/CEQrYkWg3gDXKe5Yn/EnrCmYfj/oP6/sbhmgdtYN0zTo9g7fhINrVayOLkUA25fpa5dXX50/ZHbMbeZGjyVoIQg2hVpx5moM5S3Lk+SNolvi3yLrZUtAGnaNPQUPZISkghIC8DK0IqSFiWfu463QZZ5aaszHn7FRn3vrPFwskhYkzBVkp1EvHd7ZzfNfxErIp1FbdtQRMKereLr6yv58uWTMmXKSFRU1LPzSBJJ6iUyAxEbA5HGdTMqRJwQ2WgtsetKS915heW7v74TEZEF289L9WUJYj99sCieJuI0y0m8TofLggX/jrnvULKcu/WPHDp0SDRajUQkRDx3+iPXjxSbqTZyIezCE/nvpYFk9njtz/nrTjrj4Xf82bggIiVEDWK5QOTQwYy2Z0QNamkgIjNFNRrWishiETEWiat4RsYsXSFOc0Ra/DxW8ETGeY0TjVYj2/22i/kEc7GZaiNd/+gq5pPMxXaqrey/sV+0Wu2j+T1IfiBVllSRSYcnvRuyzHvbTJ8/nY2NDjlDBNAGHI45wHhgFGi9c8gvcwloDwQCE4DhqEZ1jyE8PJxmzZphZGTErl27yJ8//xPlmqvw+8cw5hbcApo0gClT4eb5U0QdGEBFVzvMPPaxVvRJ1Rbi14vJTA90JzZlKdFJs2jh0oI/Pv2D4T8YsmIFfP45REkgw/zbc/vMbX6t/Ct6ih52ZnZPjKsVLeO8xjHJbxL1nevjaOWIDjro8B5jFdAbsEUNwlsLNdjGFeBDoCCqfc0HqHaEvYG1ENnzIN9WNuBUYg+sZSFe0XPY+ulWWpRuwZhDY5h0ZBKlLUrzv/L/Y8aJGVgYWXD267MUy1fsieEtjSz5oMgHuBdwV503dHgGuo2NDtnjCtASuAs+Y3woN7pcdi2ehKDeRR8CnuM8lJCQQMuWLQkPD8fb25vixYs/UV7gQAEWTYP+qVDdBX5dDA0bwp8rL/FRfxccbBfz7a+b6GflREoUNF6tRSMmJKXtIyZmOh8GHWVcy9oY6iuMGgU//ghHwnfQdavKy7aq9SrMwsyemVdSWhLdtnVjo89Gmjo0ZdsX2zDSz8agWQcddHg3kQIMQvX49ADWo25iHlpzlAMmo5Ly2QI+qAe6a3BqznYG6VUkIq0ASvKXJJud4FTP4xQ0L0iztc3Ye2Mvn5b7FHdxZ/SJ0bQs3ZJfWv2CrZl69RSdFM3kq5NxcHegjF0ZFjZfCIBXmNerWv1bBd3GRoessQs1LIIFcBgiEnIYTicGNZJ3T1SvJ3+e+23TaDR8/vnnnD17lj///JPq1av/W5gIDICyy8viWBMKd4e2X0NyMnz3ZQg/r6pINZcr1BmxHY+ynxEUE0fbjWFopDQJKUuISerP0uZrGN76Q7xrQJUqYGGVzqiDo5h6bCpVClVhU4dNlMhf4rkviPmn57PJZxPTGk2jWmo13aZGh2yh84rKW/6b7hVlfM+YcmPLYeVnxc1ONwnqGYRcFSy2WeA63RUZInjhBVWBy1Bwb0FKzy6NxiyNiXP385umJVbaCO7H16G0pQGj3WZx5OQRxvqMJSo1ip7Fe7Lefz1aOy0zKsygSr4qXD59GYCLMReZ7DeZqJQoVh1YRZOCTbKc85suyxfVVucVhc4rKruyZ/IE7NfYU/aXssSXjOfypMuk2qfmKAimpa8lZSeUxTjCmDO/nCHJMfPglfPnz+ePP/6gX79+tG3b9lG+WYgZZceVxSLIgoAOAYT2DkX0haAgMyaNK8aNkAL0bbGMtn0LojG0ZtoNO/zibRAlH5EnfyHtqi0Tfgzmg0I1iY83wMIinajUKCb4TuDig4u0LNSSvqX6PjdApUY06Cv6pGvT8Yn1oWK+iu+tgWRe2uq8onReUbnNf6MN6w+gHu5SgF9QuWoEVXMzCCgA50aeo+o3VSEJ6A8sh/SPkpnSbR/LIltioURw40F92hapxO/dfufXi7/SZ1cfCpgXYFjtYUw5NoVP3T+lqqYqnT9RI2SmadIY5z2OyUcmU8qmFN8X+57eLXtnO+c3WpYvtq3OePhh0hkP58B4L0VEeokqsbYiEv/8es/0oxGRGaIazjmLyIkspyhz5swRQAYNGvRkwW8iYiYi9iKyWx1HqxVZvFjExDhNCljdldmDmsriY1PkQfIDabRqgxSdpZWis6LFdGJ1sWvvKZWqJcqOHUcedekd7C0OMxzEdKKprLq4KtP1b/fbLu6L3CU8Pjxz+eQxX2fU9/4knfHwO/BsaEVkiojoiUhZEfHLyH8gIh1F/Us3E5GIjLbXRKSimh89+r50WHJOnOaIfDxvkZhOtJD1l9fLngN7pPma5oInUnt5bXGe7SyKpyLui9zleuT1R3O4EXVDai6rKXgiPbb2kLiUuDw7fbwRsnw5bTN9/vQy3fHo8H4iEvgYWAYhn4fAJsA8h22/AIagsgdfQDWeywRbt25l0KBBtGnThunTp6uZCaj301+iBtW8qM4lLs6ADh3gm2+gXukD/LP8G9qOmEGB/NVxXzQc38CO3J+XxJ0z/ahSyIgrK/tw/rQpFhbpAITGhdL498ZYGVtxutdpvqj4bGROEWHWiVm0Wt8KY31jNFpNDhetgw46vPWYpvJuPcIDVHvAH1HtZE4Brhll04EtwBRUtnQ7sPO2U6+hboFsC2CP6wzOJ5XDUTuKfdF9mdd0NrUca9HzbE92BuykY7mO2JnZEfIghHrO9Tjx1QlK2qju2qv/WU2lxZXwu+/HhvYbWNFqBRZGL1eT+65BZ2Ojw7/wQzUSvgn8DkFFg3DWc855+5aom5m+ZMlkcvr0aTp37kyNGjVYvXo1+vr6qoFyx4w5jMlIGZ5T//xjzfZt6Uz7bDhfdDqIScO/GLB7MUduDMDUdDd2Dr8RqjjyYZFK7O+6DBMDE0ANewBQ2LIwG9tvpGHxho94aB5HmiaNmQEz2Rm2k3Zu7VjVZhVmhs8aE+ugQ3bQ2djkLf9124XkM8yHm6cbF7lIWr40yg8rj/F9Y0JbhRLwTQCcAcNYQ9Ks09Crq4d5IXPiysahHFAouaQk7lvciXWLZeWQM5y9I8yxmM/MlE0kGlsxruw4Bv49kHRJJ0Wbwoe2H5I/KT9LA5fSo1gPujh14ezxswBM8ZnCnvt7qGBdgRFlRlAgosCjdedEbjmR3ftgY5PpxkZRlO9yMIcEEfktB/V0eMOR/1x+1RXbGNV18aELY1bQonoB2AFfo95DZ4OgoCBatGhBoUKF2L59O2amZippX1/ACtgHfAQaDZw9Bd7p0/iw9HECZlwgxgEOOo1l4OJOJOxdjlw2peSECI7c6caPS39k0keT0FNUJeSNqBt0O9uN5U7LaVqqKa3KtMp0TqMOjmJn2E5G1BnBhIYTHvWhgw65hYjsAHa4urr2etl2DKCzsXlh8ICLXKTS2EqqnYwGmANFBhShSFwR1WX7DHAesASaoB4AOwKn4Hbb2+z7NpwVvlUopBdIjVsmtKzcnOmNpzPr5CwSfBIAKGtZluORx5nXbh5d0rpQx6nOE9P4K+wvarvXZmTdkc+EacmJ3J6X9w7b2GSKrDQ2E4Dt2bSvB+g2Nm87FkGFYRWgLPAXkBMlTThU+KGCGvyyO+rGJhtERUXxySefkJ6ezq5duyhgVkC9vloDfASsBhzUuhMmwOTJwqyZh/Gw3UmoS22mR1Rm218+aBQT7FwKkSR7OBa8haVtltKraq8nxipkWYiipkWxNrbOdl7DPhyGSbQJ4z4al4OF6/AyoDtI6fBakQp2R+0gLuPzQGAAKgdXB+AG6n/Eh9fyu1DfXWnwYL1wlM18GLqUU4Z92B49gsnN5tKmTBs6benEn35/YqRvRF3HuhwMPsjkjyZTpVAVADRaDVOOTsE5nzNdKnShRaEWeNT3eJUrfyeR1cbmvIh0z6qxoij7XvB8cgVFUWqgxnUG1bKjgYgEvMYpvdmYhmq78vCaKB31od0KkbUisdtjp55GssMB4HOwjraGpagu3dkgJSWFNm3aEBQUxP79+3FNdlXvpK+jEv6NAPRVV24TE+jXV7BKX0gfm50cTC3Ex/vDSF+0n3zNjPm8hxc7TN1JKRrFrg6bHkWxTUxLZNLhSfxY50csjS2ZUn4KtRxrPXc+XsFezD01lw3tN2BrZkuDAtmFIdfhJUN3kNLh9SAU6AhFjxUFU1RPp6WAHrAIyM+/HFzpwCjgJ6Ai7JufxrB/kkhO78kwk5/YmzSJrV/uw9zQnBrLa3A98joGegboK/ocCD5AOatyzDg+g5pFaj4KuLvnxh7c7NzoUqHLa1j8u4lMNzYi0jieOENQAAAgAElEQVS7xjmp8zQURZmB6jBXDCgvIlcy8kujvrRsUU1Yu2a3SRGR08BpRVHsgcK6TU02qA50hHwj8qncMo1RNS4d4crXV/Cw9Mi0qYiQlJSEyR0T6Aq4wvmfzlO9e/VM2zyEVqule/fuHD58mHVr11HXt656GrIBDgL11Q3NsEFw+jTs2BuN/c1J9Cs9lyU3P6Fv2mkKFl1FvIcpbjVWs+byt+QzycfRHkepULACAAGRAbTf1J7L4ZepUqgK7cq2y3Q+K86v4Jud3+Bi48L9xPvPxIXS4bXgjT9I6fAO4jDqddIDSDdLx+AvA2iAmj4BKqJqZwqgsvx+hso2/BXsGZDAdweN0GBOE6UFyw1KcKzXHxwOOUyP7T2wNLKkc/nOeIV4cTv2NmPqjaE+9VGKKfxy8Rfc7N1wsHDg78//1tn0vWBka0ygKIrZ0+k/jrkVde8b8lT+YmChiJQGFgJLHptDSUVR9j+Vhj7W9hvUPbYOWaEBsBHKjS2nRqA9i+rFtIFnQhw8jUmek6hVqxb3re+r9c9AQvGEHA07evRo1q1bx09jf6LTtk7qX6s+qtdTffDzgw8+gPnzwc7Vn82/O4LfTBotW8q3EzZQyPgu+noelG0/nxMpX1DQvCAnvzr5aFOzxXcLVZdW5XbsbXZ9vivTTY1Gq2HYvmH03NGThsUbcuKrE7pNzRuCl3WQ0kGH50KAWUBDwBr4Dq5MvAL2qOFjGqF6PnVA3dQcAioDZyD9F/ipcyxfHzTHVf8SVbUfEGqsz54u+5h+fDqdtnTC3syeATUHoBEND5IfsK3TNsY1GEeKNoU1l9fw+z+/M/2Y6g1qbmSOorz31E8vFDnxiornX9JoABRFSQNOA71EJFcsVCJyNKOPx/srAFRB1SEArAMWKIpiLyIRInID9av2DBRFMcxoNymzMRVF8QTGAtjY2LwTFuF59VSwvmRNhZQKEAdhTcLwb+4PXllb19uctMFouhHO5Z3RarV42XnBmZzNdefOncyYMYPWdVrTb1k/5K4Q1DOIm5/dRHxg13QHFixwwcREw0+TfSmU9CvNDUyYHp3A9ZohFHQzBiMtBfSnc/LOKMpYliE0LpSNBzZS3ro8SwKXsPnOZspYlsGzrCcmt03wuu31XBnMDZjL1tCttCrcin5F+nHh5IX/LM+3yfPjv47xIrwVMoOiKGYikpjxu62IROa6Ex10yAnigK9QqSzaAL8ClmDygwnUQHXvXgX8D9XAYSLqf4/SELcHGp9OJeyyFS2MfudaQm9a1p9JgagCNFvbjCM3j9CvRj/8I/25EnGFeU3nMab+GMrYleF82Hl6n+vN7aTbjKgzAk8Pz9ex+vcC2TIPK4oyHNVOfCWqdUY3wAQIB7qJiEeeBlaUYKCFiFxRFKUqsEpEyj1W7gt0EZHz2fTTBbAVkbk5GfdVMIK+CovwPHkqrAC+BkFQvlPUWCcbgQbPr++935tyW8tht9AOKoBsELzvej+ql90c9uzZQ/PmzWlUuhE7ru/AsIChOmYdiIlReWk2bIC6HinUH7CET2KOU7fHGuo2mYT209aExFbA3iyUlPgvuRK7n2+rfcu8T+ZxJOQI+wP34x3izbFbx+hbvS8zmszA2MA4Sxn43PPBK9iLPjX6vBh55jL/PfJWyNXxU1GU+YAj4CsiIxRFWSQiOTEmfuPwKhnOIe9M0rlpl1eW8zeRldvsphnlxpTD7JYZgb0CufXpLfSS9Sg9pzQOex2IrhLN1ZFXSbVJxfCBIWUml8H2tC3hH4Xj3e8W80KLcSc1P3UMtxGQ0I3PXFQvSk8fT+LS4/i25Ldcj79OcEIwsyvOxkjfCK1o2Xx7M8uClmFtYM2osqOolK/Sc+f3nxnjn5P3PjKc52Rjc05Eqj6Vd0RE6iqKcllEyud0wk/1EcwL2NjkYrz3N6SCBkouLYnjRke0BlrODj9LYsNE8l3IR9lxZfEd68ttl9tP9Gd815jTA08zJnwMm+tvxni4MVpjbY5CKgBcv36d/v37U0KvBCcSTpD6QSp+P/qRZp2Gj48VEye6ce+eCR063CLMfA/9a3xNO0vodqILV11mcFcKUsosgrvxH3M19iLflPiGDkU7oCgK56LPMfHqRJI1yQx1HUrDAg0zlcFt7W2ORh7lq2JfZanufZde3lnhdb9wngdFUVaJSFdFUZoB1QCHt3Vj8xC6kApv4KZ/C+qx3BT1Or0BEAC0Avwg6Msgii8vrl7Ln0C1vbkHzIW9jWDY3iRIT2CgSQfWKZEs7bCD7f7bGbx3MHaGdkSlRZHfND/hCeGMrDuS8Q3GEx4fzpdbv2Rf4D7alGlDN5tu/K/x/zKdYlbr1Ll7P4NM3zM5IewwUxSlxKOe1N/tMj6m52T0HOAWUERRFP2MMfSBwhn5OvwH6KXq4T7WHceNjsSUi+HylMvcq3EPgJjKMfiO9cXS71lXqOPLjjMofBAVSlVARghaY22Ox4yIiGDk0JHkT8nP30l/c6/3PS5PukyadRr+/pb0718ZgGmzjxMcfZdz6zrQWN+StenVCa80h3ApQFWra/hFVeJ6vA8/lPiBjo4dH21MDkUcwtrQmp+r/JzppgbgWPQxBl4ayIF7B4hNj82N2HR4tUgFEJFdqOwgLV7vdHR4p5AODEW9YnJH5aJ56ASZDzAD9kHIlyHqf8Q5qFagRiDHQdtLy9IjAdhrbzDAsBpHbAuwpvNBRh4cSf/d/WlaqimDXQZjbmROXEocmztsZmLDiewK2EWFxRU4evMoS1osYUvHLVgZWr0GAbyHyCreQoY2px1wH9gD7EY1rWqHGu95RHbts+g3GHB/7LMXqoYGoAtwKK99Z5Xeq1hRCSLSRNSVz8267aFDh0SSReSSyMaNG0VPT0+quleVxMTETMd9Xj8PYh5IhUIVxBJLueRwSeS4mp+erv6MjRVp1Eikx8KfxW6ymWyYaSehCxzEy3u2dNgkciBQZPGZS5J/Sn6xn2YvJ2+dlEOHDsn9hPvif99fREQSUxMlLiUu07VrtVqZdHiSGo9lRe1n4j49D+9tPJyX0za374IPn/rcPLd9vGlJFyvqDXk27oqIh6h/lT6ixsGLF5HJIpKaUUer/jiy44hIm4y6rUXuh4l8vS1NFm9YIJG/28qsBaYy69h0uXb/mpRfVF4UT0XMJ5nLvhv7xHmas5SYW0Iuh19+NPTIAyOl4s8Vxfeeb47X8Z9i/GWS9z6+Z7I1HhaRLYqiHEYly1eAkyJyL6N4cm43UoqizAPaolKx7VcUJVLUK6hvgN8URRkDRKM6Fb8wvEqq8zfBeDjpXhLRH0aT71I+/If6c7fC3UdMws9rq72mJe7rOC7ducRnKZ9Rrlw5fhzzI6dOncp03Gf6iYLxX43HJ8aHdWXXEftTLF4pXlyaa82MGa5Mn34JExMtR45VxcgomO1tEqlrksQ4+YsbwZUJTkhk07GVrAgcjIOJA1Pcp5B0PYm4uDjqL6lPoiaR5VWXZ8sMPDtgNttDt+Nh48HwYsPxPeOLL77/SZ464+GXZzwsIsee+rwzVx3ooMPzcBzVqyka1Rj4C8AX9YrJF/XSszHqf7XzULV3VfXqaSak9ocu69OIiomgqskNZqYk0qDpNpLSk6m+rDr6evps7LCRdZfX4WjlyMRyE2nWoBmhcaEcvXmUOk51GFt/LKPqjXoU4kWHV4dsNzaKorQXkc2o4b4e5o0SkYl5GVBE+qMGdn863w+omZc+czjuK6M6f+3GwzHwoM4DrP2sYQ2U+awMZSiTedv1kD4oHQNjA2r+XpNR/4xi8ODBnD9/Psv728d/l+PC112/5lDCIZZ9uowO6zo8ugH19VVDJOgVNuGna99g1C+II+6JVDDQ54rbTiT6Y2yShWZOPzHOeyT1nevz56d/ks8kH4Jw2PswS9otwVDfkBpFamQrm9hCsVS7W4062jo0aJAz4r13xo4gG7yiu+88Q1EUV2AkKiHBo/eTiGT/h9dBB1B9eBcAg1FZ1P8GKqBubr5FvWvYi+pnK6hEIQNAsVLAG44WhWLhAbRIW0kp0/Ps0vrR59OL/P7P70w8MhF7M3u2ddrG0H1DcbNzw9XOlTCzMPKb5KfRKtV599zX5zDUN8QQw1e/fh1y5O79g6IoYQ9PVYqiDEb1/s/TxuZ14X3R2BjEG1Dx+4pYBlpyZcwV7he6/0zMp4dtlXQFl7kuFP6rMPud96MZrsHcxhwPDw/Onz+frdYhPj4er4NeOG50ZMPSDSyX5fRo2oNS35Ri1e+n2L27EL16BXLpkiNiYkaXPY2wNIniUnkb9KQQYzRLWOXdkKHFz3DmzhgW3NtN4wKNGeI0hJPHTzLz2kwcTBzoZN8Ji0AL0kjDK+D5sglOCCYgPoDGBRtjhRV1qUt8gi7QX07m9aLb/sfNzybgd1QnXF2IdR1yhwTU8C5rUYPyrkK1oxmLynBeP6OsMCqRyTeoIV0+hjO9z/Fr5IccOCO0MD7NaLMpzDZrwOCPD9P7r97subGHek71OB92ntbrWxOXGke/Gv2ISIggSZOEoiisbbcWG1MbHS/N60ZW91Si3nc7ApdRg7Z/AxwDzLNr96amd9rGJkVEGoqIgcilyZeyb6sVkc9EjnY5KiYmJtK2bdtsx3g87+jWoyLNRNayVgDp3L6zaDRamTVLRE9PxNJS5PTlCGm1ur0wRpGPlrhL7B/F5civn0iFRSnSZLXIwtMJ0vDXxoInMubgGNFqteJ7z1fKLiwriqciE70nZiuT3QG7xeonKyk6q6gkpCZkLaPsZJLL8jfCjiAXeN1339klVAbi1/6eyGRuo4F5wOzs6upsbF7Ds3FNRNxFRBGRiSKieazsgoiMFpG0jM8+IuKWUXe8SGKySLuV4eI0R6TOvGtydoW5zD8wWM7eOSvOs53FcLyhLD27VFacWyFG442k2JxicjHsouy9vlccZjhIyyUts59fDtahs7F5Me+ZbL2iROQW8DlqeMTuQFMRyRnlrA6vDoJ6UjkILIeoWlGZVi24uyD4AwqcHXiWZtubYWdnx8KFC3M+3hGo1rMah/cepptBN+rXr8+0OSvp0kVh8GAwNxc6DTpLva2ObL++hbkeQ9lbKJ2fI3vzecxO7CyMGFP3DgvPVOfwzUP80uoXxjUYxwafDVRfVp2IhAj2frGXkfVGZjmNRWcW0Xxtc4rnK86xHsd01ORvP3YritL0RXSkKMoMRVGCFEURRVHcH8svrSjKCUVRrmX8dMlBXy1QfWrSUTm8dHiTsA3VZiYU1cVlJCpn1vcZ5ZVQNTYGqMF2q6MG7tkP/3wNH/56l7Oxdnxr8hMTTN2IqLmMmxp9ai6vSURiBKaGpjQs3pCBewZSx7kOx3ocY/U/q2myugk2pja0KtzqlS9Zh8yR6VWUoiibeJJxWIuqvFuhKAoi0vFlT+5F4l2/inL+zZnivxUnqFsQIc4hz+1HP0kfl9kuuO1z447fHf5u8TeDBw/GwsKCCRMm4Ofnh5+fX5ZziY+NJ7BnIMV/KY6vrS8tjVriYOdAaPpQnIvpo9UIn33py60qfVkW7YWlYsmXRT3oEr6ZgTET2ZbyGQaKltomW2m5+itStalMdZ9K4ajCtF3Wlj9D/8Tdyp0xZcdgcNMAr5tez52HiLDgxgL+uPMHtW1rM8plFIEXAgkkMNeyzEld3VXUK7uK2g9sUxRFC6SgWmqJiBTIQ19bgbnAkafyH4ZvWZ1B8LkE9XodRVFK8lg4lwzsQXUE9hGR8YqiTFEUpY5ksKjr8ArxMJDvQ9M5DaqbyVrUoLpbUEMgfA0sA+oAyaiUssmo1p3LUN2518H2OOi/XtAnHyusWhKt9cK22SmGHxrLzoCdVHaozIwmM0hJT6GkTUmO9jiKvqJPy3UtOR92nm+rfcuMJjM4fez0q5SCDtkgU4I+RVG+zKqhiLyVUXbfSebhVcCXGekXQHlOP/+gegMEQFDXIIotK4bHRx4EBQVx+PBhgoODsyd/ugdRzaOwOWvDvdb3qHi8MlrS6d79JNOnO6M1SKDzxM3s1AwiPjUeEwMTdrdaSPGri+kevoxr6eUY9IFCAbNd9NzRAXsze3Z9vgtzQ3M6bu7I6TunGfzBYKY0moKhvmHm88jA5COTiUqKYmqjqejrPRvsKjd/B53x8Attm2cDA0VRrgM/orKNPLKxEZGnY8vlps9g/iUDLQBcQ2Ur12RwZkUCLiISkUUfnTLaLFQUZQgqS/Kup+p48ljoli1btuR1yjnG+8Y8/DipaELxBMr/UB6ra1bcr3kf3/G+GIcbU86zHBaBFoR0DiG4RzCiL5jeMaWsZ1ksr1sS0jmEoO7B7IsuzJrQkpgTwwKrzlxOOcvIyGSM9UyITI2kiEkRRrqNZJzvOD51/JTWhVuz6+4uFlxfgJGeEUNdh1LHrk6u5JlXWeZUbrmR5cvEaycCzeqe6l1M75yNzUERMRTVtiYlk368RcRYRAqJyKF/y8LDwyUgICDTcZ/IO6S21xhqJGF+glSqWFPAVIoXPyUg0rxVknwwr6ngiRiONxT9cfpy4sovcmJtG3GbGytOc7Ty+yWReSfnieKpSPWl1SUsLkyO3zwuNlNtxHKypWz22ZytTAKjAuVoyFERUflqciSjHOCtsSP4j3jdd9/ZJeD0f2mfSZ/BZHBmoZ7rfZ4q9wWqZNOHEbAcmIl6fDDMqr7OxuYlPhsHRSSfiFiJKu0hGflJIlJYRGxFZNdjjTdn1M0vIn+JJKWJ9Noh4jRHpNPCv+T+KivZ9FdLmbZlmphONBU8Edf5rtJuQzsxnmAsjrMc5WDgQWm/sb3giTT8raHcfnA7R2vNydpzWq6zsXkGmT5/WWlshonItKx2TDmp86bgXQypUCCiAFX6VSHFPoUL8y+QbpH+RPnDfvRS9SixuAQhX4RwM/kma9euZcCAARgYGDy3/hN5phY4r3am2KpixBdO4o8vLrHi6A8cPXqUatV+Jjr6M1w8DnLEuSsp2mTKW5fnfMx5hjh+zNdG92gaeQpbw0RKW8STmDKYP0M3Use2DiPdRmKib0J0ajRT/KbQt1RfHM0cs5TJlQdXGO0zGjN9M1bVWIW+knVI8rf1VPoy8dpPUtlAUZQRQBRqFLPkh/mSESAzj30G84rCt+hiReUtP8fPhkChHYUoPbc0ilYhtFkoAQMCEEMBBfKfyU+icyIpBVJQ0hRKLC2B42ZHYsvE4jPWh6SCKYSmmDHuWkVaGq5kpHkftht14USqCcuClqGHHi0KtWB3+G5StalUtK7I2LJjWXdrHX/c+YOexXvSsWjHZ7i0dBqb7Of6otvmSWMDXAc+AZplkXyy2jW9ield0dgc23JMxElEHEQk+Nnys4vPqqzDD/7Nu3XrlhQvXlwsLS3l2rVr2Y57bPMxVROEiHQR6fGFiLFxfwFk7ty5snn3ZvnfmtaCJ2L1k5V89OtHYjfNThbu7ilXfyssc1eOl41nQiUsNl5arWsleCID/x4oYbFh8sO+HyRNk/bMmJnJZPWl1WI0wUhc5rk8YiDOSbuc4o07lb4kvO6TVHYJ1ZbvYdI8/Pkf+wzmX41NASAG0M/4rJ/x2f6/jPF00mlsXsKzkSgi3USVsKGIfC+qFqakiPz8VIchIvJBRt1+IpKispp/tEpk7b5xEvSbg9xcZSDn/dZIm/VtBE8ET6T1utZyJOSI4ImYTDSRtZfWiohIbHKsnAs993wBZLHW3NbTaWxePvPwbWBYNpsmv2zKdXgZiIfyw8urlgGHUUmoHkKAeVB5SGUohBptqxyEhYXRsGFDIiMjmTZtGi4u2TiC7IdqvapxLAHcF4D1d2AzbD4pKfPo378/Nh42dN/RnTTSmNF4BufDzrPj2g62NJrDsrOu3DKsxdr4jgznKC3Xj+Z82HnmfzKfvjX6stFnI3NOzqFNmTbULJo1J6NWtKwMWsnv3r/ToFgDNnfcjI2pzX8Snw5vLkQkJ/Hr/kv/9xRFuQh8huof8xlwQbKwr8kNXqWTAuTdGPxtM6zXXtcS1ysOy+uWaIw1XJ50GcNYQ8oklkEvRo/As4Hc8lJDC9qcssFtshtKuoL/WH8iPCLw3ZOPmUEVsFaCqapdRzyxnLIax+itQwhPDucDmw+oal6VdgXbkR6YzoqqK5gdMJs+f/XB7r4dhnqqzZ+X//Pl8KIY47Mqz4ncnpf3XjopZLXreRfTW6+xSReRliJaPa3IjqfKIkWklYggElE7Qv0sIvfu3ZOyZcuKubm5HDt2LOtdfpqIjBQRReSfwgkCIhMmiGzdulUURZHqtapLi9UtBE+k6NSi8nfA3yIiMvXoVDl3cbaErnWRjxf5yp4r92TGsY2Sb0o+MZtkJtuubpMr4VcejXcz5maO5KHRasRjoYd8te0rSUlPyb7B89b0AurqNDYvV2MDNHwRdZ6qPw/1gJYO3CVDwwyUAU6hGhGfAlzzMueskk5j8wKfjZ0iqRapql1NdxHZLSLfiSrpWiKyTkSmivruehi9sIKI+IukpIusvSxyM/qufPHzUolelU8ubSolGy7+8sieZsT+EbL+8noxm2AmBwMPPrLd23t9r6y/vD7LtWe31tzW02lsXrKNzbuGd8LGRsBlngtFthbh8jeXifw08onisuPLYnfEjhu9b+D/sT8Wlmo/fn5+jBgxgjFjxlCpUqVM72VtkmywHFMOfz9rPvwkjAs9LnDuqhNWVsf44YcB2BS14UHnB6QbpvOF0xdsurWJD+w+YHiZ4fhHxGAUe4gVSYMYUeoyV5OuMdZnLMb6xox2G83WO1s5HnmcldVWUtSsaLZyiEyJJE3ScDBxICYuBmsL61yzeb61dgQvEa/97jsTZGhRapG1R9UxEamc275fJXQ2NnnLf+6zYGpBsVXFKLaqGA9KPODqhKskF04m3/l8VBxSkVsdbxHUMwgxEIyijHCb4Eb+i/kJbR7K9X7XCdaaMiOwAg/SjRls0oQBlvs4QjUWJBZj453NlLUqS3mr8qRJGn/c+YPSZqVxMHOghHkJviyWpVNwrmWU03o6GxudV9Qbe5J6abvVmaKuYshj9TQiEptRflNEzjy/n4SErBl5L029JGIn0t1AxNpMJC5OrRcYGCh29nZiam8qDEHKzSr3yMZl5V8rJTY5WUbuCBKnOSLjf/1VBu5MkiVnV4nBeAMpt7Cc7Lm+R0rPLy364/Rl6tGp2XoyiYhcCLsgRWcVlRrLaohWq30/TqU5mMOLwOs+SWWWeNKm5un0MD80L32/jqTT2Py3Z+PItiMiTUWV5pci3ru9VWbhh7j6eGMRKSgipiLyq5p1IUyk/M8iTnO0MvznEZK+GvE5+p1U/Lmi4In02t5L7sbdlY9//1jwRNqsayMOUxxEb5yeTPCekOV6c7PW3NbTaWxevo2NDm8StgBDgPbAVFTbmnuo5FQKsAs1+MXzHYswM3s+I2/iA5jXCj71rgDlYeIWGOsMFhYQGxvLhx99yP24+xj3NmZ8i/EsP7Ucr2AvStuWxsaoNF03xHE+uhjf2KxiaLsWjD81md5/TaBRiUa0d2tP6/WtsTax5kDXA9QvVj/bZW73307nLZ3Jb5qfJS2W6GKuvCeQl2xb86qgs7HJW/7jeRbXLKgyugraaC0BgwK4+/FdnBY4IbuE8wvPE1cmTm0UCk5rnSj+S3GSiiThs9CHBOcEdm0sypa7JTDmHnPMO9HU9DBbDL+gz+GNPEh7gL2xPfUN6vPTtp/Yf2M/H9p+yDb/bdgZ2TGn4hzKa8vnWqY6G5snobOxeQdPUv95tzpVVK6GhzguqheAk6ieASJyYfYFlZfGWEQWixr3KYdzeFQWInK7qogpImPLxjzqW0Tk+r3rYlnKUtBHyv9QXgIiAyRdky6NFjWSA4EH5GKYSOUFMVJ8TqqUmpsityPuyedbPhc8ka5/dJWe23oKnkj9X+pLaGxotuvWarUy/dj0Rxw3j7d5V0+l7+NJ6n1JOo1NHp+NlSJiLJJknyRySkRuiEhVUaU6SP7l6rovIp9k5HcSkViR1HSR9htVfprKCy5K0K82ErPWTBbv6SX64/Sl5NyScunuJQmPDxcRkZDoEKm+tLrgiXTa3El27HvaaDHn0Glssp7DS2qb6fOX7SlJURRXRVF+VxTluKIopx+mXGzAdMgtqqOyBB8CbgBNUZXxc1FpwsZBxe8rghVwGuhNrrhejx2z5Yd2QGUo4g/+C8Bj4QUwVTe6y8/9n73zjquq7AP499zLXoIgIogbVMi9NRU1U8u9Mt8yzczMNDPLXLnS0kytN8vSfFuO3NsyB+69UXGBC1H2Hpd77+/94+BAQLAQB+f7+dzPhed5fs95zuFzDs/5zflUfbEqiRcTef3T1xnSYwgl7Eqg1+kZU3UMsWkt6b7UiI05lmXlh7GgfQy913dn4amFfNjoQ4Iig5h/bD6fNPmELX22UMqxVJ5rSjels+jUIrr5dSOwb2C+ZDQ0NJ4NdAadWgbhTeB5OPLjEQgDagOX4NTkUzAT9fm3D6gFbAW+AxZBtB5eWw0Hb4CrcogdTvVxtLdmvFUb3tk3D52iY8vrW1h6eilV51Tlu0PfUeOHGpyNOsvPnX5mUddFOFg8Wr8TjcIjP6aoZcBvqNk2TXmM1SgIWqCmJ+uBGr6dCPwCdEZNXTYPbrW6hcdKD3jYe9EAkYvKsOUMfFod7JeDtw9cCoSr8VcZsG4Am+dthuPQo08PRr87mmrfVyMmNYbhjUayMKwSm09AMSWeBe6DsGo0g//8EUBoXCi/dPqFsdvHkpCewJpea+hYuWOey4lJjcFSZ4mjtSNb+2ylmE2xbMmvNDSeFjRT1MO3W9+0pvq46nARtdzBm6EkpSYRsiYEt1JunPn0DFGOUURvj6b0itJUmFuBdPd0Tn9zmqTKSVze5MD3V/2ISLekpe4t/uf6KxcoR7fLZoKSV/Namddo4tqE3vPjH+8AACAASURBVL/3Zl/MPqo6VmXwxsFUcazC2Kpj8YrzYseOHYViPtFMUQUn+yBTVJ5RUYqiHBWR2g+5tieOpy0qSmfQUf/1+thE2BDeJpybL98koWoCYiFYxloSaxmbb+/6yEgrvvqqMv3ahfPqkjJYBTsR0TGMy4MvYbYyIyKsvLySBWELMBwxYFxtpG27trw76F0cHR0JTgjG19GX1bcqsOZWOZpZ/kmG3plaDnv5/MokzGYzk/0nU8OlBgeiD+Bt542nrWee53ot5Rqjg0ZTwb4CE/0n5utc/sm1LIixWlRU4WQezomnseBkYdSkg39e++th5PIam1t/vto3A73BmGbEYqEF1ACuQaApkIBmAWqgvhXsWr+Lpv9rCiuBTqiv2S5gNMO3B838cCSJHnRlkstWzhdrSvUjezApOtb2Wks553J0/qMzl2Iu8U27b+hcuTPzjs5jdNPR+apJVxDXKL/jHtSfU19+2vL6/VFQGNeSB9gp8qOx+VNRlLYi8md+F/YkIiLrgHWVK1ce8MT/UZsFQCtU5+AuUOrPUpT6q5RapWZ4/o5xb39yMkz4EOw/d8TOUse5CafxH+9PGbxYErSET7d/yoWYC1RPqs6Z9WdoHNCYM63OEGoKZWjAUAIIIMkAtgd+pU3qR7zso7DcuSv/WTUKTydP3O3dsS1jS/PazWlO83w5/G4L3cb7S9/HQmfB1A5TaVKmSb7O5WF4Yh7eubQ9ww+cf42iKKVQy7q+ifoAyyOjpMZThRn4HBgH+MORj4/QgAaqickVlB8UtZ66FXAM6g6sC7eAGcBwMApM3A5X440YU7rwpdVe2tvHsNmhOW0O76BssbKMfn407XzaMWDtAG4k3qCuZ10G1hmIXqdnfMD4x3fuGo+c/Oj8twDLFEWJVxQlQlGUSEVRIh71woo0/wECgd6oN3MqYAP4/YO50sF+NJy6Bh1902g4uCGbq29GRPjwrw/pvaI31+Kv8Zr1a4T+EIqfnx+L/1iMv4f/XZuzCKNWnGDQsZeo4mRgBrXpseJVfBx82N9/P16OXthZ2qEoSr42NfOPzqfN720o5ViKA28deOCmRqPooCiKhaIoXRVF2QAEAaOAPiKibWqeISySLFSz+ljUvM87wXOtp9pWEdgMohfVDP8j0CjTB2cH8CGgwEd/w5pzJo5d/YPR6Ztoax/Pe3HFaXNsB31r9uX0u6fpUrULAF+3+5rxzcdTyrEUqcbUx3PSGoVKfjQ2PwL9gKNoPjaPnFJrS8ESoCGwCVUVuxgoCRxCdSTOL5eAV4AjoHsfnKY78WXYl3Ra1In/Xv0voXGh1PKoxXdNv6NjQEf0tnrWrltLGfcybPzPRtXOKQJHP2SkcQXdK7/Ph1eENUGjqOlRk4/KfERJh5Ks6Lki32HZcWlxjN02llblW/FH9z8oZlPsYS6PxjOKoigzUf/NnQJ+Rk1scEZE9j/OdT0smo/Ng9vtL9lTa1wtzBFmLg29xM3WN6nRpAbeZ7253uU6l965hFwVUqNSudnmJh5/exBTN4bDww5jlWHFtU32xGRYoySfwCp5D5vcf8ROZ023W7asTYihqVtTutl1o+2PbTmXdI43y71JW4+21JE61HGvw+G9hwvkmvxTWc3HpuBkH6Q9zs/GJkZElud7VRr/nI3g+7WvWl50IjAU+BWolNnfIv9TlQgsAbNQdXKrgU5q3aVz0edINaUSGhfKS5VeYnGHxTRv3pz4xHgMfQ2cSD1B2cziUwdi3di9fCtjM2bh7vsOb1/8m03hf+JT3IfjN4/zt/Xf9KZ3vjY1yYZkbC1tcbZxZvebuynnXA4LnZZGSeMOg4C9wOcish1AUZSnLi16YZq84Skz0/4GDIF0u3R0O3X4NPbBR3xgLZx+RTWPl6Y0nIXkvsnYX7WHSVB8dHGsdlmxSxfAggtGbC2i8Et9k90eJuJ19tS/kkYYZnb03YGHgwcdF3fkfPR5BGFX8i4+b/55vp5Rmo9NwfG4Td75MUWtVhTlHUVRiiuKYnf786+OqpGdY0APMBQ3wB9AXWAPdzc1+SUNGAz+E/2hKnAc6AShsaG0/q01gzYMAmBo/aEcuHaAVh1acerUKSZPnMzuUbvvRjKZTcTHBnMswobI8kOpf2wvf13cjLOlM6FxocxuM5s+Zfvka0nX4q/RZEETxm0bB0Cl4pW0TY3G/ZRCdQ2doShKiKIoE8jfi5fGk8h0cD7mrP5sAAajJhP1gCPfHYH1qJW6FOBHiGyeWYN0IVAXLBMs4W9gHJgUWHajPPOPgUg6zTPqsNTDSKjizHOXkjhnEBZ0WkCSIYk6P9ThYsxFBGFYg2FsfWOrluSzCJKfB8dnmd/foVo9lcxv/aNaVH7JdDCci+qJ4gT0E5Gnz4h6DWgNpIIOHSSghnE/7P14ATX/zXG41vMa3r95Y7Y0M/fQXD7++2PMYsbByoGJVSbyQdsP2D93Pwd3HuStT9+ifv36NCnThDQjxKYYKXXqDSZbLyHMdxC19q0iOiUGC70FFooFO/ruoLF343ypCw+FHaLjko6kZKTQrGyzhzwhjaKCiMQBc4A5iqLUQHUatlUUZSewUER+eKwL1Hg46oFfFz/wQtUc7wdsgc/Af5I/nAZcgI/U4TqDTs3H9SPQDA4POUzjVo25lgCfbIHdkWWx1q1mkPI6HxRPYlmSwus3YxGdFRv/s45W5VtR8ZuKJGckU9y2OL91+Y12Pu0ez7lrPHby3NhIAac6VxRlBtANKAdUE5GgzHZf1GwtrkA0qtPghTymqwbsEJGZiqJ8A5QHzhTkeh858UBT1DMuA0c+P0JDz4YPP89i1ARXVsA6uORwiYzkDPqv7U/g5UDaVGxD7VK1aV2hNcoVhenTp3Nw7UFKti2JezP3O9O8t9FMyI2b/Om4jL0WL9J+588IQpopjRcqvMC7Jd+lsXfjfC1p6emlvLH6DTwcPNjy+hb83f0f/rw0ihwicgJ4X1GUEUAXoC/wVGxsNB+bTBQo0b0Efr38EL1gtjNzpfcVygwqg12GHafHnSayXiQEgk2YDTU+rQEhcPXVq4T2DyUxNZHfNh1kwoW6GEXBlP4BX7t8Szt7E9NiYGy0ghHhVc9uRJ2PotmmZlyJv0Jdl7qMqjIK2zBbAsMe7rpoPjYFx+P2sSn0VOPA86gVjS4Dz93Tvg14LfPn14Bt9/RVRI3OuvfzEeCMWiVpKeq/dl1ex3+iSioYRMRP1JX5ikjEP0jNnSIiAzLnaCIiV0VMZpMM+X2I2E2xE6fPneSnoz/dKT6ZlJ4kXYZ2EUB69eolJpPp7nzGVDmw7mNZv6Cb7P77FVEmKGLzmY0wARm3bZwYTcYs63vQWq/HXxfrydbS5KcmEpEUkb/rkde5PkI5raRCgco+9pIGj/tTpEsqmEVkmohZZxZxFfWK9Mj8rimy/7f9d8euEBEnEYOjQeSeigZfrT4pfnPMUum/aVL6i/fk5P8sxbhQkYGzFLGfYi/OXzjLexvfE91EnVhOshSryVYya98sMZlN+T6vhz3PgpDVSioUqGyu91+h27AlM9HWvXZPRVHcUZNnt85sWgx8qyhKCRGJFJFLwAv3z6UoynDgRxFZrSjKR6gxQxtzGDcBGA9QvHjxJ2O3KlB5emVKnSlFUoUkjs0+hum06aF2/gd/PYjfBD8cQh240vsKl/td5nrQdaavmM7J+JPUd6nPiMojKBFfgh07dgAwY/MMNszZgK+/L/369WPnzp2cSChOVJI91Vc9T33DEebr6tJ+z2G8rL1IMCUw4bkJNFAasGvnrizry2mtZjHfyRw8/bnpVHGqwulDpx/yCmY/1yfyrfQh27U3KY1nngTUGNqVEFc9DpcwFzVXzfeZ7d9B6v5U1e9mJDAbqAdHhh+hYfuGmAWm7oKfLvvhYHUZ66Sm7C4diT1G2ocJqSWaY2MIYmSTkXy++3Ns9Dakm9KZ+9Jc3qrz1uM7b40niifFOc8bCBMRE4CImBRFuZHZHvkAuY3AVEVRWgOeqKasbIjIBGACqBlBnwiP8BHAn8Cn4DDBgaZK0/zLAmdHnaXqN1XBDtgE3m28WX1gNaO2jsJSb8nHlT/mi1e+uLOBNJqNXLpwiX0/7MO9pDt7d+zF1dUVEfh1jZFbcWdxKnaC/+rrMvTyYQbVHUQX2y48V++5LHWb7l3f/WuNSI6g6x9dea/+e/R6rhcB5H0e+eGpivx4QLsWraDxTHMG1XB4CRgEjr86QhnUZ10LVP+/18E60hoCUGs+DQFmQNreNADSjbD1cgaKeRseSZ1YW8ZMrNFIkzChR5PJWOos8XDwYOSWkfi7+7P6ldVcibvC4fDcw7g1ih5PysbmHyEiwUDX/IwtTNt3Xm+2PjN98FrnRUzdGE4GnFQTT+VTVpeqw+cbH6r+WZW46nGcGXuGEHMI02dP51TCKRoUb8CHvh9im2F7R0uzIXwDq86vIvmHZMxmM1MmTuH4ySAyzDoclHgmp0/CqVgwn8R78FXkYWx0NrSzakd6SjrnjpzjHHdTw+emsQlNDmV00GhiDbGcO3uOwKjcz+Fh0TQ2BYemsdF4JPwB9EcNetgMTAaLZAuwBGK5W//ud6i7vK4afnK7Hh4QabAhwwQnbu3nXGRfOukv8a2XidMGhT4xxXnVdwSfNPuEqJQoys0uh6XekhU9V1CxeEUqFq9IywotH8dZazyhPCkbm2uAl6Io+kxtjR5VA3PtMa+rwCm9tDSe6zzJcMggaGLQQ0U+2YXa4T/RH7urdpx/5TzX37rOypsrmR88HwvFgpGVR9KmZBsURSEpI+mOnDPO3Pr5FoZoA7NmzaJkSQ++Dn0OxMhvjs1wMIXQP9KBxYkRvFfxPVysXHC0dCQpPekBq7nLgegDTDo7CRu9DbNrzKaKU5WHvSwaGhpPIxlQcU5FWA40Ab4GhgG74Ub7G3gu9VSjoYyo1bgXQHqFdCw3WYKvOsWtZPj0XF1WJR1n5ZlmzCxpx7v2RjYlwwylLuvfWsmWXVs4GHaQ+l71OTnoJDZ6Gzyd8q5Hp1E0ybMI5iM7sKJcBtrL3aioQGC+iPyuKMprQH8ReYiUdPmjMIrT5aqyX4tawM0aOAeZefDylhXUom/voQa1/w6/GX7jh5s/sOfaHtr7tmfuy3PxcvK6I7Jy80psy9vStlJbunfvzqpVq1ixYgVdunQhMDCQ8GK1UYJn0EOZRpcbwp9JsKPfDhp5N3rgWu43Rbn7u1Pt+2pUL1mdtb3W4l3M++EuVj7QTFEFRyGZoops4pDCLLYLj7dArFW0FX4T/XA+5cz1bmrWYP/x/rgcdeHc8HOENArBwcEBqxgrqk6uistxF8JfCufYm8ewc72bCs1oNjL2dAgn46ay0iuOtjbxzI2HldKCj6qMYs2NNXx36Tts9basbrwaS51ltrUUBIVRIPafFtvNrU8rtpszhb6xyQzL7gp4AFFAtIj4K4pSBdVHxgVVedlHRApsB/K4q3vbXrGl/pv1QeDY18dIqJaQL1l9qh6fWT54/O1BbK1YgsYEsThlMT+F/oS13pohlYbwgvsL2ZJQTTw1kSMJR1jcYDFbN27FYDDQvXt3AIwJV2icNg69MZyXrhvZlgr1itVjSvUpWR4aed00t3/+8+afNC/RHFu97T+/aA9Aq+5dcDzuB05R4Zmv7r0b1YyUAGeGncFvpJ/60nUNSAaqZMoRoBbKiEd1IH5Dba/fJIAJO6CnXzQjNncj6NoO1pe2oKG1kdExFuA2gok9JtF+UXs2h2zGQrFgcffFdPfr/tDnml8KY9P/T1+gcuvTXqBy5nFERQ1FLRZwf3sw0OARHvfxVfdORg1O1wPzoXaf2vmTPYn68LgITIKItyMYuX4k+67vo7FrY5a/sTyLYy+AyWxCr9MTnxFP2WplqelRk5dfePmetVwhdX1vMEXR6pqRvWkK01tPo256XVq0yKogy+2mqdmwJv3W9KOtXVsGBgwsMCfh3NA0NgWH5jys8a8Q4L+oxSjLA4vA8wNPtZLgRtRwDwAzlPm9jKpp9kH1u6l2d5roVPjzYgZLTk3BMX0vJ8rZUVxJ4a2YYgzpvoPjR47jNdOLyJRIyhQrw1dVvnqkmxqNZ4snxcfmkfPYnIcNUH10dVyOuRA0OYjoMtFq5e4HyA78ZSA99vWg5YKWZDhlEDQjiAn2E9g4dyP2FvaMrjKahnYNszn2zg+dz/WU63zq9yn6dD1xwXEEBt89mK0xjOpRH2AwRvPCdTNBGTbMrjmN6obqJCXnL/nTxeiL9P1vX66nXqdiuYqP/Frmto6CltOchwtOVtv8PKMkoyYBXYRqUu8H9ALHBEcYzt3352igD1TYWAF6oWYTdlS7Lsao37uuLOJC1Ps0tU1mmTcYTCmM0zfmy/7r2XRxE+8cfYc0cxrdq3bnjx5/sHPHzsI8U42nnCKzsXksGhszUBO1XvFUqDaq2oMFgV0bdjFp+SRKri9JTNMYouZG8dr21wgOD6aJdxOW91yOh4NHjm/PR6yO4BDjQNNmTdmza0/W/vgzmLb0Ii4jilbXhWT7Slzrvw83e7esa87pPDLZfXU3I/aOQKfXsaXPFrhcOP/ENI1NwaFpbDT+EaFAR9SQ7s+AdNTQ7qpwZNoR6vepr447gBrWfRPODzuP70zfOxueA2HQa4VQ0eoEW28N48NSpZliF8XlDPiJrozt+hP91/RnZfBKnnN6jh+7/5jF509DI78UmY3NY6Er6qamDjAqH+OPQt2362J7y5aLIy5Sq1gtUpenYhYzY5uOZVKLSdl8ac5FnVOLv3nWYXij4TkXfIs9ScaW5kSlxtEqDNycmnL03cA7ifTyw4HrB2j1aytKWpVka/+t+Lj6EHg5MN/yGhoaTydOZ5zUzYoRNfdWbaAG8AbwLaQcSrlrohqBWh9qD9xIuoGv4ntnnvLOMRS3WcO28DH8r1Jl+irn2JumJ6XRItrdLMHEwImsDF5JL/9evOX6lrap0fjHFJmNTWGboq72uor3Gm8Mbgb2fbHvgeYnBLxWe1Hx+4rgBBunbuRDiw9JSlTDrbt7daeVrtWdvDS3j7F9+3bePvo2IsK8OvOybGpumw0cDefwjxpOtDGVltcVAkoPoEPxDtlUu3mZTkxioqdXT15yeYmwU2GEEVYoppPc1lbQcpopquBkNa3OM8QyqPFBDdV3ZgpqYj1LVJ+azBJz+iS96gu4AlWr8zNqCEgghCXAF3ugT/WzvLqiA9diQ5jrLvRVzrExwwXfDrsISQhj1vkZbLy5kZblWjK3/VyO7T9W6Keq8QzxoHoLz+KnMGq4nPnkjHo0BxGJzmNwrIh0FRFETO1MMuzbYWI12UqcPncSx6mOMnbrWHGb7ibbQrbdETGbzbJ121YREQm6FSSXYy9nm3b79u1iCN8uyQstJeRnRZp87SlBt4Lu9OU0/n42bdkkgzcMlvDE8BzHFUbNkX9zHK1WVHYedw2XovJ56mtFmUVkqoggEucfJ/KxiOhEZPp9446JJHsli+hFZEam3D3H2HdNpOqcNHGa2lwqzHCTfb86iSxEVv9RTVLSk2Xs1rHCBIQJyNitY+/UenpW7w2tVlSByuZ6/xUZjU2hcQlV81IMNWV48QeMPQS8AlyD8PHhdCrViUM3D9G8bHOCIoJY1mMZLcq3oGX5lvRc3pOl3ZfyfJnn6bumL1YJVrSkZa4Vs53Tj2Pe9jHXDRn0TfRm5ZsH8XDwyPdp3Ei8wbATwzifeJ7G3o3pXa33Q1wEDY1nC0VR6gNvZv7aHmghIhce45IeHQZgELAA6ALmUDNMB14H3s0cI8B8YAjoHfVq9vQmd6eYvmc6+lg9CRe2Exw5Ex8bE6vcDPjoTCymNS93XI6tlR3lnMthrbdmlO8oxrccX6inqfHsUmQ2NoVhirK5bkP1T6pjYbbgwJwDpN5KhVs5DBQovaI0FX6oQHrxdGZ9MovxuvE4RDswssJIYiWWTj6dUK4oBF4JREFhdKXRLNm1BLwhJiIGd717rudhjN9A06SZXDSYGZ5UjXF+0wg+HEwwwUDeZpILiRcYHTSaJGMSn/l/hme0552+vIpgPgo0U1TBUZRMUYqizAC6AeWAanI3Gagvas4sVzJjePLapIjIQeCgoiglAM9ndlMTC3QHtgF9gU3gFOsEP6FGQSmo0VGDgN+A1nD43cM0adIkyzR+JfzosrULRjHSuUQZ5jhcxV6BtaXeYdHF64z7sTYn3jlB/9r9edn3ZYIPBxfmWWo86zxInfMsfgpURTxNRG5biGJFxEk9yvUO13OXiRaRjuq4uLZxEjAzQJiA9FzWUyKSInJVw+25ukfCEsJERDVF3R6356rI1wfUMUaTUX5Z313SfkOO/oSM2fC2GE3GbHM9SH254/IOsZtiJ94zvWXeunkPlNVMUZopKhce+30uIgDPo3qHXAaeu6d9G/Ba5s+vAdvu6asIbLnv89E9/eNQM6Y/G6aoe59hl0SkiqhmpZ4iclREaogc/OngXcHTIuInIoqITBQRY/Y1nIs6J2VnlRUmIB1m6CTxN+TKz8j/tn8ovv/1FSYg+ol6OR5+PNfzeFbvDc0UVaCyminqkVAPNVpgMWoBuATABiJbROKFV/bx+4BeIOHC5vc206FEB1xMLizvsZxuft1yPUxieiIdFnegbaW2LOy68I6T8JYQeHcjlCkGnStH8dPq5oy1OMNRAyy17MdXL/3w0KdUzb0anat0ZkbrGZw78ugzp2poPCpEZDeQxaleURR31Lie1plNi4FvFUUpISKRInIJeCGn+RRFscyUm5JL/wRgPEDx4sWfCm2ms6Uzfl38uPzGZcr9Wg5dmg5Fr3Cq4Sni4uNgJiSlqGPd/3an8szKmGxMnP3yLLF1YmFX1jXsj97P5DOTSTOn8V4xHbNLmDmeDqOTq7Ft59d3jt+zdE+izkbdybNVVLSZ/1QznFufphnOGW1j82+4XbH2RdRQSEtgI8QpcVnHmYGvgNGQ7plO/w/7s9BmIa/4vcK3L32Lm51bjtOLCIqi4GjtyKpXVlHN/W4enH2x7sw/BX5uMLT+Yb78/QVmO8ezL00hoeEiOkTm35/GYDKw+OpiGhkb4WLrwsKuCwGyJP/T0HhG8AbCRMQEIGrR3RuZ7ZF5yL4CrBARc06dIjIBmABqSYWnIsdTABALvpN91SR66YAF1OxcU80sDOzcvJNmS5rBD8DzoF+ip4ZXjSxzNW/enHHbxzElaAqVXCow1CqMIU7pbEzRMzLFm6DYU1jqLLHQWTDKZxSTek564Hk8qzme8hr3oP6c+vLT9qxeywfx2IpgFjaPqlZU5S8qU+ovtazB5dcuc7n/5Sw1dSzjLanyeRVcD7hyqO4h2r7QFnEUhvkMo1mJZtnmuy2bmJHI+DPj6ezZOdu47dGl+OW6L772cVSwmopEf8X37sKuND0XS8ykolP1fBdTi8+IZ/zp8ZyIP8Ek/0k0dWua47ic2gqjttG/OY5WKyo7RbFW1L0FdxVFqQP8KiL+9/SfQTVNHS2AYz09RTDtHSizsAwVfqpAhn0GlsmWZDhlcPyr4yRXSgbAJsyGqp9WpVhIMa72ukpo/1DEIuv/jKj4KGZfm82e6D14WDoxxy2Brg7wXZyeT2KsMYiJsrZluZB8geG+wwlwDCiy94ZWBLPgZB/4nHmQnepZ/BSo7XuTqCGQOhEZJSJuIrLtHhvhThHxEjFZmWTqK1OF8UjvFb0lKjkq1ylvy6ZmpErAzwGy6OSiLP3fHxIpM1vkpfm3pPvS/8jgWYgsRHb8z16uRAVnm+dBxwiODJZK31QSq8lWMnrJ6FzH5dam+dhoPja58Njv83s/3ONjg5p9JQ7QZ/6uz/y9REEe80n3sQncHCjSV9TVumd++4uIq9z1uVkpIsVEDA4GkTU5zxMaGyoVv6woTED8Z5aQffMR00Lkj+WNhAlIlW+ryOmI05JhypDVZ1fLtN3TivS9ofnYFKis5mNT4PyJmlJcAdYAL6Na33uC8yfOsBfkUyGmZAzt3mzH1YpXWdV+FZ2rdH7gtIdiDtHQ2BAbCxu29dl2xz9ABL7cC3MOQwdf2HO+Pa2TDjHdHXabS1CjRxDF7N3zvfydV3bSaUknLHWWbH9jO4ZLhn94ITQ0nh5EJEJRlOOoNad/z/w+JiJ5maHyRWEmAoV/5stgkWiB/1h/OAk3X7yJ2243bnS/Qci7ITgfV31u4mrG4b7DnYTKCRz66BB6J322JKOBEYFMCZ6CHj2N7F34vXgkXhZ6Trt8iqW+GqWthxIZH8mVk1eI0EdQjGLUp36R9gvRfGwKTvaB5qoH7XqexU+BvEkdFFVLYyUif9zXtyIzYRUiG+tsFMdPHOX1la9LdEpemfpUDYoyQZHPdnyWpd1kFhmzTdXUjNxiluS0VJn7o6fIQmT/kvJiMCRnmyuvnf/piNPS5KcmEhobmut4TWOTd7+mscmRx36fi6qN+Qa4juoBdxM4ndleBbWq0fnM78oFfewnVmOTGflk1plVjc29UVEiIldFjXpCRAaLSFr2Y5jNZvl6/9eim6AT/US9tJyml9jfFElabC8vzHSSP079Id4zvcVqkpX8duK3fK25qNwbmsamQGU1jU2BcR1ohuoQvBA158NtAkHeEywiLRjUfhBrmq9hYYeFdKjc4YFTiqhOwpXdKvOZ/2d82PjDO31GM4z4G1YFQwXnzaSmb2Dl0lUMtL/BCbta1O9wEEWfvz+jyWxixdkVlJAS+JXwY1e/XTnXltLQeAYQkaHA0Bzag4EGj+KYT7LGxinIiWpjqqFP1qMz67gZdpPgNzLzxwSCy0EX/Kb4oWQonBt3jsiWkbBPPcaW7TvYGOFNY+cLTD7zMScTTuJl40WAZRgLSkKahRe7nMYQHj6H11a+houVC9MqT6N0TGlNy/AQ4zSNjRYVVfikoFbrTgOmwvRS06kXWo8WYpeqUgAAIABJREFUZVrAFJCJQohbCF3e6kKtNrU43eY0LrYuD5wyNDaUXit6Ma/DPKqXrE5jt8ZYW1gDkGaEIZtgcwh81Ah2X1mA37XVvOaYziGlFvU6HYZ8FrJMTE+k98rerD+/nq+qf0ULWmibGg2NAkZE1gHrKleuPOCJiopaAnyI+kKmg/Pvncd3li8eigeYUGO5pgDPAcvB3/duRvO1W/YwL6YJ+2/CypvfcSXhJB4OJelnFcZkVzia4UyNbsdpY+3K7Og1uLm4sbTHUs4cOpPj2opyJI8WFfVoZW+jRUXlF4F6fethf9We8LbhnBt5jmOxx/j+4Pds3rCZcqfK8Wv1Xxn88mC6lO/Cmz5v5j0nEJ0ezcenPmZIpSHUdK55xyM8zaTn68vPcSbJhbZue6nhcBSb8A9508nAMYtmhNmOwMHRMdd57/Usv5l2kzFBY7icfJkhlYbwQrEX/pF3/f1tWlSUFhWVE09aVFRh8sRFRQl3Ip8EIc0jjdMTT3PT8yYODg5YxVhR9bOquBxzIbxtOBfev4DZ5m40+5UUB2aF+pFgtCQpfQjxaf/DVqfna7d03nAy80sCjI8rxRj/ifg4+pBsTMZaZ42FzkK7N/7BOC0qSouKKlzb92eZM7S8p22LSHLxZEm2TJa+nfqK9SRrWRu8Nk8bodlslo3nN4rZrFaMu134TUS1L8aminRaYpays41iP+V1aTy/gfw6VyeyEIne+7bIPZmHc+N2//5r+6XklyXF6XMn+eviX1n6chr/MG2aj43mY5MLj/0+f9yfJ8LHJl1EXs9c0X9E5GcRibtHLlBEPETEVkT+l1181VkR329Fys8OF8vJtcV1mqu4fqaXXQusRRYi475Bui/pJiU/Lyktfm5x53mW19qK8r2h+dgUqGyu91/+7BhFna+BscB/UBOsG8E41oi5tZlQfSgB7wbwc62f+fj5j/P0pwFYe24tLy16iTXn1gCgu8ecFJdhRbelGRy7mUFEcjdquAczxHiA1x3NJFf5mOIN58JDmJAiUyJxtHZkX/99vFjxxYc7bw0NjaeTGKAhaj2nfpnfb6AW5zWrWhxaAk6o7tN974oazTBlF7z/F9hZnOdKfHWsdedxyIhmfxkL6lulMyjGnhTfD9lwcSMmMfHFC19opm2NJwbNxyYvvgaGAVVRC8GFQ0K3BJz2O7Gg5gLWvbeOkOgQxtUbx/eHv6dFuRYo5HyDi6hOwh0qd2BJtyV0rNwxS//1BBh/3o/YjAzi03rQzCuFgemH6OIIGdUmY19tbL6WLCKcTThLAAG0923PixVfxEpv9a8ug4aGRt48Cc7DttdtqfVeLSzjLclwzuBkg5Mk7UgCwCLegqqfV6XCgQpEtIjg3IhzmKJNd0K5k4wWfHfFj9NJxTEZf+b4zQEUs7DHV5fEBi8dFqTzblxFIq38Wbv/K/yd/BlZbiQpF1IIvBCY59pyay8qDq+a83DByWrh3v9URbxO1GJvViISIpK+Pl0SiyVKolWivP/q+zJt1zRxm+4m20LUeMltIdvEbbqbzFw5M9tUB68flCY/NZHI5MgcD3Uh2ix+c+Kl9MwYKT+7u7Rc0Eg2/IjIQsR0dna28bmp61IzUuXV5a+KboJOjoUfy3GMZop6+LGaKUozRT3M57GZojaK+rxCRJqKWpz3NvtFpIzaf27oOZGsliM5GynSZIFIhW9M4vLFO6JMUMR+ir30/Mpakn9DQn5Gftg6TKKTo8XnGx95Z907km5M1+6Nh5DVTFEFKpvr/aeZonIjCDUBH8AmCPsqDKv2VoRYhzB99nQmLpgICiztvpQW5VsA0KJ8C5Z2X0pwYnCOU8akxhCVEpWt/cD1RNosTCA+PRV3/RBKWJ1ljGkf7ewVqP8juirv52vJt5Ju0eKXFiwOWky/cv2oUbJG3kIaGhrPBouADoABGAPsAJwBQdU8NwV0wB640eUG9yqWN1yAjktMxKQmE5EYgElUx+dPPYqxxMPATQs3Ttb4gT7NPqe4XXEODjjI9+2/1zTBGk8kT7UpSlEUX+AL1ORbMSKSP1tNXiSg2qeNYJhuIGxoGOVPl2dRw0W4z3dnkr9awO3jJh9nE21RvgXKFfWJYTQb2XVlFy3Kt6CeVz1ODTqFXqfPMv7QDeizxpo04006VFrMX6c3sdA9jkY2OpRGP0P51/O15FO3TtF+cXsikyNZ3mM5rhGums1bQ6OQeSymqO2BlP+xPGWXlCWuehwhb4WQUC0BdoA+SU/lGZVx3+FOVOMogj8JxphkvKPuX3RlCTHmfhxKaIDBeJCI5K5YK/GkZKQy18OWt21uEG7RiCW0ZPK692l/+G8GVxqcfQ35NDnl1l5UzCeaKargZJ+oPDaKoswAugHlgGoiEpTZ7gv8ArgC0UAfEbmQx3QvA7+IyBpFUWYrilJHRI78qwWagD5ACkS+HInFBAvcjG7MHzGfnp/1xMnaKd9TfbnnS8ZuH0vQoCCqlqiabVOz+FQYE3d64elgRUff/cza+RmrSqZR20aH0mQRlOmR72NtvrSZDFMGO/vtpK5nXQIjAvMtq6GhUTBIIeex2blxJ83ebQbBQDdwXuhMbevaaudxYAAQCkwHtxFuPK88D6i5Qmo1CuDLG/4ERZbAWr+Kq3G9sLXQo5hSOVS5NLXN17ni0Y1xV6z57eoUGng1YHbP2Xg5eWVZQ255Rx6mvajkXtHy2Dxa2ds8Do3NalTF6K772ucCc0Tkd0VRXgN+QPXbR1GUipm/38tfwAJggqIozQAv1M3Sv9vYDADWwIUaF/DZ4MNpr9PE/RLHW63eeuiphjYYio+rD1VLVM3WN2TTetaca01FlzQ6+C7ji6192VHWGh89KE2XQ+lOec4vIlxPuI53MW+GNxpO35p9cbVzfeh1amhoPIVcgsY9G0MyqoZ5EWCFanr6CXgP9TVxO6oZ6h5upNkxeqGB6wnOpBs/5GrcTHToKCYGTvh7424II6HaFAaf2suGqyt4s+abfPfyd3eSh2poPMkU+sZGRHYDWcwkiqK4A7VRy0gCLAa+VRSlhIhEisgl4IVcphySOcf/gDM5DVAUZQIwHqB48eK5qrn8x/lTYncJou2i8Tnhw8aAjeg+0mGjt8m3Wm1v1F5WX1/NVPNULHQWuOGWTXuyO6Yk6669jLPFJVwzPmf61gXsLWNLOb2Jw3ZjSb1YDC4++HhxiXF0nteZbZHbmFdnHh42Hln6H4VK8/62wlBp/pvjPIzcP1URa+r27BSGpqLIsxVoB/oMPbwDfJ/Zngy8C/yK+sRciFrP/B42X4KJF2pjoc8gMqktwgEAqliZ2egJrhmR0GwN4dY+7N80k/crvc+sjrM007bGU8OT4mPjDYSJiAlAREyKotzIbM+16q6iKF7ApMxfT4rI2ZzGicgE1KThVK5cWXJ88H4CslswYcLSaMmpb0/x0uCXHvpEwk6GkXA1gRoNalDCvkSWvtXBq5m25xY3kgJo4m3CYJzE/gu/caJSMdx1RpTmG0g9q+T5jyEuLY7WP7bmcOxhRjYZSc9WPbPkwoFHo9K8v60wVJr/5jgPI/dPVcSaul2jUJgO1ANaALtRjfAZENUkihLfZz5nglFr151BfY0bB9xj/TYLTN2VyLxjjtjrrnAuKgBbiziSMtJpaQsrPCHVrLC69HC6er5MZUUh5P0Qju47qm1qNJ4qHltJBUVRLgPtRSRIUZQ6wK8i4n9P/xngNRE5WkDHyzXVeckNJakyowoAV9yvEDI9BF3Z/AeMpZpSuZpylcqOlQGIT4ynmGOxO/1Gs5F5IfP5M6oSzrafUdX+CtcSO5OScpyD5Rxx0Zk5WfxzEqyr5ZlOOiw1jNFBo7mReoPhvsNp59Eux3GPIjX3/W1aSQWtpEJOaCUVCr6kgvMxZ/wm+hHeLhzvFd4YihnQp+o5PPow6Y3Tcd/qTuUZlTFZmzg75iyx9WKzyKea9Px4tSpHE9xINvxKTMpALBQTRjHSx1GYVxJSLcoyOK4sv9/cSW/v3gyoMADQ7o2ClNVKKhSc7IOeM0+KxuYa4KUoij5TW6MHPDPbHyl2R+2oMqMKCgonfE8QMyMGnePDRcHPOj+LAzEHWNRgEfYW9uiVu69JUelRTDwzieuGPjjbjqCGw0WORrfC2RzO8fJO2CnCCdcZJFpVydexll5fSpwhjkk+k2jk0eih1qmhofFoeWTOw82AX6DskrLgDTYpNrAODBkGApYGqKao50G/RE8Nr6xpHi7EGOm3xkhYojUWylRiUtTgURMw2RXGFIcM9xa8E2nL4psbebHii/iV8SOgmbp+TZtZcLKa8/Cjlb3NE7GxEZEIRVGOA68Cv2d+HxORXM1Q/+AY2R448afjsf7EGgWF0y1PU31zdRT9w79slq9ZnuCoYNpUagPc/cNsC93G4BVDgKk42fSjdfkbrApuSBVLE9tLO2GlU6DlFuq43H0Q5fZHTTYkY29lT8PnGxKeGM6VE1cK/Qa5v00zRWkPb41CIAGoiRrd5IL6ujcOKAu129WG88DHwGeAZVbRbaHCgPUGDKYUEtO6kpqxFUGwUmBVWRdesowl3qsHTYNOcSb6ArPbzGZog6Ga6UnjqeZxhHt/A3QFPIAtiqJEZ5qg3gF+URTlUyAWNei6II+bJb+EKdpEg/80wDrDmsDugTAYduzake/5Voet5mrqVYZWGgqANdYEXg8EICExgbd+eYv/Xf6d0o7LQN+Bavbb+fV4G1o6Fme1hwEx6TjoPIOUE7HcyWdOdgdNs5j5KfQndkfvZk6tOThYOOQ47n4052HNeTgnNOfhp4wLQF3UzU1t4CrqpuZrYCbYKDawBshanQUR+O6wmS/3KhSzjuV0XBMslJsYxUgVR3dWlBD89JFQYyp7LWtw61A/Nr++mZblWxbu+WloPAIeR1TUUGBoDu3BQINHeNw7GptmjZphKGbAJt2GC90vELAs4KHn+3PLnxgiDDRu2jhL9s0kQxKtf2jNgZjjVPPYR1xaLRp4bmHZmdYMKFuTufah6CydoeVW6jv5ZJv33rfilIwUXl/1OiuvrWRgnYG0adEGS71ltnE5oWlsNI1NTmgam6eIC6ibmSTULOi7UEO6/0Td6FjAhZEX8Ovol0Us2SC0/v0EYYk1KW67mxPhL6Io6ThYu7Cuw2waXJwMiaFcqDIZH/9RtAMuDb2Eg9Wj95fT0CgMnghTVGFwr8Ym1iMW13RXYu1jCRscRlhgWL7miDHEkGpKxcvWi9b61rQu1Zq9u/ZmGWMWMyaTLTXdThKTVolSFl+z7Mww3i9VhxnWZ0k3F+OEw3TSjoYB2Y97+604Mj2SMUFjuJR0icEVB9PNvht7du3JNi43NI2NprHJCU1j85SwE3UzY4Wa4Sse6IUa27kXGAx0AOuVWfPKXI2HAesUwhKrk54xnuNxatCoCEyv2YVGZz5AxMTQBH++Wz+eo54dqOFRQ9vUaDxTPLaoqMdFdZvqcjL9JGbMHP/1OLVfr50vORGh3rx6mMTEkbePZAmvFhEWHFtAm0ptsLMsTdffEriW7oib7RQOho1jQYPX6Ru/AsWuNLTaBnZeuR7n9ltx5yWd2Rq6lSXdlvCy78u5jstrnvz2aRobTWNTgLJF1kGjIKKifGb54LnOk9TSqZz8/CRpXmm4HHTBb4ofSobC+RHniWgZAWSNIPntaih74l/FLBCZ9AoJGesxY6ajZ0cGurjSxrCQFJ0zncOtCEy4wcAKA+lRukee/jRaVFTByWpRUQUnG/AUREUVGlbpVgjC8R/zv6kBNaHg122/xs7SLlvOmPCkcIb9NYy+Nz/hbPQYrqXZYakbzNHwefzV8gNevPE9OFSEllvA1iOXI6iYxQzAdy9/R3RKNNVKVnv4k9TQ0Hgs/KuoKDNqrvXM4pV2u+1o6NUQJqI6BvsDy8Gvsh9+qOanwMBAmjcPYM6hNP6OaYqF7jLX4ttgllDMmBnV5BOmernCsY+Ic/Cj3rkwos0ZTKs2jRFdR+RrWdqmv+BkH8cL6bN6LR9EkdnY3H6TqkMdNgdsxtrHOk+1uklMLAhdgLuNO5081RIH8cQTeE6Vi0yPxM3KDUVRmFB1AYuvtCc+w0BCcldSTYEsq/oaL1z7L4mW5TlpM4WMA8GoWbSyIyIsubaEYzHH+JzP74SMB57NeY2aKapg5TRTVMHJaqaof0ACUAO4DFQCjqFmEX4R2Ab0BeYAdlnFriRHMOwvYfU5G5xt9hJ060WEZAB6+/VkkmMMHPsCyvTgf1ITW4clHO61mqsnrhbSiWloFD5FZmNz+03K19F3QJ1Ddbh24xq1etd6oIzJbGJW+CyKOxfP9rBeenop/df256sXvyKg3Nt8tAqSxUBESitslQuc7TQJ76CR4FoHxxabaGLlkutxDCYDA9cP5OfQn2lRogVNmjbBxsLmgWvTTFEFK6e9lT5aWY0HEAVUQS39+wJqFbzdqD41sah1n97MLrY1JJhR5yphqQdb/becujUEAEudJYs7/ki32GVwaSk3vd/Ao8kChqHwTsMPsLW05Sraxkbj2aXIbGxuo3gqXBt/De+3vTnGsRw3N+ejz+Nu746zjTMrX1mZJerJYDLw0eaP+ObgNzQq3Yhyzp3osRwyTMmExDSieklrvivZE++gj8CtCQSsB8vcK4JHpUTRbWk3dl7Zyfjm42kuzfPc1GhoaDwjnAdeAhJRY0VnoZZPGANURI2Aqp5dbN91GPF3Zaz1KSSkvcLVtGUAVHSpyK5XllDq6AAk7hSfpZVm9r51hNZPwsnaCVtL28I5Lw2Nx0iR2djcGxUV7xnPxY8volujI94zPsu4VFMqvQ/0pq5LXcZUHZOlLyItgolnJnIm8QzdvbrTrMRI3tvoCnKLkPhGNHApxQ8edfBP/JYYq9oE6Udj3pN7RQgR4f3j7xOcGMyYKmMIIICk5Pyp+zVTVMHKaaaogpPVtDr55GtgFGCPWoG7CtAJWA/0BOYB970THblxlAHrdhGXPpRiNnGEJTQiw3wOgLdqv8UPTQaj29kBY1o0vSPs2JyayOJui3Gyzv3lSkPjWaPIbGyyOfUF5D52Xql51POsR1nnsnfa/rr4F++ufBeDycCyHstwse3OoA2CorvGpehGvFe/BzPLlUN39AOirRvg2jmQZvq8NS8/+f6E0WykkbdaHiG/6n7NFFWwcpop6tHKatzHO8APqOHcgaj+NLWBG8C3qBW674v5SDPCt4fKEJ32Ps7WhzgR/gJCAlZ6K5b3WE4HRytkSzMSRUfzy+mkOZbj0IA1+Lhmz5elofEso8t7yLNPakYqb6x+g8DLgQB09+t+Z1NjMpuYEDiBdgvb4enoyeG3D2Ol786AdYJJggmJqcvMNiOZXaYUuqMfQOkuBBWfDA/Y1Mw9PJcxW1VtUD2venc2NRoaGs84ZqA56qbGGTiL6hz8fGb/HtQcNfdsaqJSoui+9D3aLUxg22U3rHVzOXmrAUICZWzLEDY8jA76cNjxMjhUZIxlK8qW78iBtw5omxqNIkmR0dg8CIPJwOEbh6ntUZuAcgFZ+ob/NZxvDn5Dnxp9+P7l71kdbMfobYLIQaJTOrGixzw6ZhyH4xOg7KvQ6Bdk554cj2MymxixeQSzD8zmJZ+XMJqNWOi0P4GGxpOOoiilUFPl3UI1EPUTkdSHmiQNNWQ7BPBB1dQMA5YBHYBfUGtB3ccHfy5kf9hYdIpCcnpvrqYtRkHB3sqB9ysNwe38DDgzjWS3Zti3WM+XihWWestsaSk0NIoKRea/6v21ogAuJl2kvH159IqeWVVmYZVmdadPRFAUhXpSjxG+I3ip2EtMWBXOH+EVMRg3YzD056vnJlDj/FJIWkS4bVvOGfrDzj05+iIkG5P57Oxn7I/ZT3ev7rxT6h1279ydbZ359WPQfGwKVk7zsSk42SfFXKUoygygG1AOqCYiQZntvqjbCFfUWKQ+InIhj+mqATtEZGZmvbvywJl8LyYK6Iy6qXkRmIZqDg9BdRYeQRYtjclsIiE9gU0XXdgbNhQXmxjORzXGYA7CUmeJraUta3sspeqJL+BMID8n2TAvJY3dFg5YawUsNYo4RWZjc7+Pzfno87z43YtMDJjIqKajsoydc3AOB8IO8EvnX1AUhf/Ia8zYB3+EQ2rGH5Sw/ZyNb+6mbMhsOLcIfAZRqu63lMp8Q7rfF8EsZhrOb8jR2KN8//L3vFP3nVzXqfnYZEfzsSk4ipiPzWpUF91d97XPBeaIyO+KoryGahhqCaAoSsXM3+/lL1RX3mGKojQETOSWkConNgH9UUO3/0CNgGoEFEd1Gm6adbiI0PmPnoTE9iEpoxNO1sc4HdEKkThKO5XmesJ1JtUbSrNLk1DS9jIyWsdqxZs1vX7RqnJraFCENjb34+vqy3/b/Zee/j2z9SUaEolNiyXNmIa1hS0TAoVfTiokpc+jZsllrOy5nWKnPoGLP0LlD6D2V/CAB4pO0fFhow9xtXPlhQovPMrT0tDQyEREdgNZ/tkriuKO6qbbOrNpMfCtoiglRCRSRC6hZpPJgqIow4EfRWS1oigfAW2BjfeNmQCMByhevDiBgYGUXl6ainMqggInpp3AY4EHHn95EFMnhrNjzpJhylBNUvcQl2FFeOxMkjLKkpHxDUFxHwBmajvX5lLyJUaU7USP67NItxBeuwlhVvX5qsoYbgbd5CY383VtNG1mdgpDm/k4NO3P6rV80EtWkdvY3Ei9QWhsKOVdyjOw7sA77acjThORHEGL8i34uMnHAJhFxwd/mVh9Tk9C2gw6Vz7DDy+vxurwIAj9FfxHQ/XPct3ULAlagojwarVXeeW5Vwrl/DQ0NB6INxAmIiYAETEpinIjsz3yAXIbgamKorQGPFFNWVkQkQmKohwBOlhbWw/wneFLqQ2lEJ0QPDIYn+98sLtix+U3LnP59cugvytrNBv56fJPlLBpzc64/5Bo1BGT/CpJGUvQoeMV71fZeHMjP/i+TteMX8kQW164noqlTXOmPDdO86fR0LiHIrexSTWnciriFOVdyt9p+/3k7wxcP5ByzuU4NegUOkVHuhEGbjCw/bIVcanjGNHImrHPz0XZ1weu/gHVJ8NzY3M8hogwIXACE3dMpHWF1vR6rpemItbQeIoRkWCgaz7GrQPW1bKrNcBzgycooLyr4PeNH9gCf0K5F8tRjnJZ5NKN6bwfvJuUpD7Y6OO5Ft+SDPNJ3Ozc2NF3B+vPr2dMtYpUvTgNsS+LXYs/+TTiEiv2rKBli5YPfT6amTY7hWGmfRwuBM/qtXwQRaa6923nYY9SHgMWL1oMgMFsYM7FOawNX0v1YtX5tOqnuFq7kmbS82VIJS6mlCI+9QMGl7fjRffm+MdOwi1tDxedBnHdIbsJCyDdlM7U01PZGbuTNiXbMNx3OFY6q3yv80muEnt/W2FUif03x3kYOa2CccHJBjyg6u7jQFGUy0B7EQnKNEWdB1wztTV6VAdiHxF5kMYmv8e6XZPu/+zdd3hUxfrA8e/spgIhjVBCgAAhnS6CoBQBRUUERRCkWCgiFi4q159eEaVcVEQB8RrFAoKKgKCiIioELoqAgJCQRqRKJ4GQhGRTdn5/bJIbQkjdzYbk/TzPPtkzM+ec2ZPds+/OzDkzfpdhF+e7nMdnhw8p4SnETI/B5GO6ovzO5J2Eu3fkq9Mh/HTeD8y/8nfqPZh1Eh3cOzArfBZ1jXVonvYZrVKX8N8MiMgdwLjAfwLy2bAmmd3beux+ntFa16pHYGCg1lrrwxcO6xvev0EzA/3cxud0dm621lrrixla91t2STd7K0f7vD5JbzmyRevsy1pvGqD1CrSOf0dfS2Z2pu62pJtmBnruf+dqs9l8zbLXsnnzZquUKym/uLyKpJW1rpVV0f2UZ72KHs/ypBdNK23ZFiqzj3Ksa/fPeeEHlqklwwstRwKj8p6PAjZbe5+d6ax147ylZ7XWWVcfpOgz0drwSgPdbclR3fxtrX3eWKiZYdTMQM/aOsty/sjN0jm/Paz1CvTy/6DvXn6bTr6cXJH/yRXks3G1qvhs2OO8XVOPpS7h81fruqIAvkv4jtFrR2PWZtYOX8vg4MEAnEuHQSsvcuKSK0b1BP99eApB7k0tN746Ewldl0DrR6+5XWcHZ25rdRt31L+Df978zyp6NUKI4uRdln0v0Bj4WSmVpLUOw3Lf36VKqelYrlUaY8V93g3c3YlO6NOaww8f5thdxyw33stjyjXhbHTm6OV6BHslcja9LpmmSZzLeA9ngzNzwl+nU24ntm3+nsCkF2mUvY+ZSRBb9wGe9h3Hvh37CrYlt0KwHhk8bD32Hjxs919TVf3wauGlmYHu8F4HnZiUWBD6HU8x63b/SdZ+b6XpDu89pc+mndXadFHrjT20/syg9aFPrxk2ro9fr3f+vbNguaZG/kXTpMVGfpVeg90/5/Z+tK/TXusVWusGWutN/zswGw5u0A3faKgX7/xbB75j1i3ePqldZnbRzECHvBOij108ZimYdkzr79pq82cO+p/v+egvor4o9kDLZ8N6aup5u6YeS13C56/WtdgkZyXzaMdHWXTHooKZbhOScrj7i0tczjYQ5jOHtcPm4qozYVN/uLAXeqyE5kOv2pbWmgU7FvDMxme4I+AO1o9cX9UvRwhRDWX4ZcBIoAmwC+hjSQ/xaYu/x/u89ltTGrgeIjGpG2Z9jlFtR7Fk0BKcHZwheQ+Zv/THmRxUnx+Y6dMLR6OjHV+NENeXWhfYtKjbgiWDlhQs7zp5meGrs8jKzeHOgM94b+BMDKYk2HwbpMTALV+B391XbSc7N5snf3iSiN0R3BtyL8sGL6vKlyGEqIauusO5gsTQRDZ/tJkHmj3G4qMhnE6/B0fzZ+w5NRYDZqa2mcrdXnezfdt23C//SvCFlzmbk8uXjmPoEucAccVP0QLSFWVN0hVlPfbuiqp1gY25eRteAAAgAElEQVSzwbng+YbEczz2nQvZ5ks83vlXXuw5BTJOwaZ+kHYYen0LTW67ahupplSGrBzCL4d/4f9u/j9m3TpL7iMhhEAXucM5wG///Y3N8aeIy+3M+ctGki4/SnrWR3i5ePHT6J/o5NsJgNTo16iz71/8aYJvm0zgX7cvLnUuuYpeGiuXe19NLve2Hntf7n3dBDZKKXfgLaC/1rpZXpoLltujXwLMWuspZd3e0n2HeGlzY8z6JK/3Pc6D7UZA+nHY1BcyTkLvH6BRr2LXreNYBzdnNz655xPGdhhb+RcnhKhRzNpMzLkYQn1CCW84DVenZzmTdp5z6feSlbuDLr5d2DBqA16uXqDNnNk2hkbHV/BdhoG0zu8zo+O1L1IQQpTMpoGNNSeh01qnAI8opX4ulHwvlonpPlZKzVFK3aC1/qO0es3dtpd3/wgF/mL5EE1v/z6WFppfboWsZOizEXy6X7Xef4/+l9ZerfF18+WrYV/JTfeEEFfI74pyauLEgI/vpJ/vD/ySFIIpZzvn0+8jV59iiO8QJgdMZv+O/RjMmYRcnEOjzP/ycVpdchrPo01Ka6t1E1ljPemKst660hVlvXXt2RVltUnotNZvFLP9FsDvec8PYwmgSgxszpqyefePdjgYolk/ogGhPk3hUoIlqMm9DLf+At43XLXex3s/ZuL6idwfdj8r7l0hQY0Q4ir5XVHNAvzHt2y4iV+SWpFmWkJyxmQcDZov7lvF0DDLhQg5l0+QurEPnpmJ0OktRreZjEM5BwlLV5T1SFeU9dTorihtxUnoruEYluCGvL9/Fleo8OR0Ts0600D9wWtBFzl74ALp2Rtpn/QMoNnnPY/0qDQKz0pn1mY+OPwBXxz/gs4enRlRf0Sp0WRNjfyLplVF5F+Z/civ0qvZ+5dUbXEuyx11sRkXMx8n1fQfGtdrzNaHttLGuw0AF85sJ/PnW3HXmSS2fZ2A4CnXz7gAIaq5KplSocgtzTsDy7TlRln5+TFY7gS6p5TtLAbuAdYDrwGngf8AyYBRa/10aXVxbR6izydGUdfJAZL3wub+YHCytNS4h1xRNj0rnVFrR7Eubh0TO09k0R2LynTZZU2N/IumVUXkX5n9yK/Sq1XRL6la25xZ0BXl1268mlgfU+42WtdtzTsd38HF6AJA+sXv6JH2JiazZpXjaMKbPFLh/cmUCtYjUypYj72nVLiuAptK1iFvrqgm4z//7DPcsmJol/RPcg112ef9JhkOTa9aJy0njSf3PsnAJgO5t+m9Ze5+qqkfkKJpVfEBqcx+5OR9NXufcGoL5WvQTNSMbjeapYOXFpw7dmx7ko5H3+ForgPp3VfRIWBwpfYjQb/11NQfpDX1WFLCDyh7tH4eB5oqpYz6f5PQ+eal25wC3E1RtE1+nmyDB396v4nJofEVZQ6lHcKvjh/1HOoR0TmiXJNYCiEEaEaGj2TZkLz7W2kN0TPpeuwd9mh3/AbuoI1XkH2rKEQNVeWBjdb6rFLqT2AEsDzv715thZl1S9nvt8C3oYHNxne8+Dy4Ncfh1p+5qc6VLTVfxX7FE78+wcTOE3lrwFsV2ldNjfyLpklXlPwqFcXzcvJi46GNbD68mQ4NQ8n4dTS+538C/9G07xKBMe+u50II67NpV1SRSejOA0la6zClVDCWy709yZuETmsdb7OKUGhyupaM3zK3Ffu83yDb6FWQr7Xm8+Of88HhDwhxC2FW+Cy8nLyuvcESSFeUdUlXlPVIV5RtFbrz8PjnFj/Hm3Ev8VlDEz1dc0ioM4KT7uPBildUymfDemrqebumHssSzzMlTSRVEx8dWzlrnXn+ipm0MrMz9Zi1YzQz0CNWj9AZ2RnFzrhVVjV1MrWiaTIJpkz0dw12/5zb+xEYGKi/3/OuPvCx0qbl6IRdL5X12JWLfDasp6aet2vqsdQlfP5qzRWG+b+kfJs0InJ71BV5JzNOsvbAWh5q8RBjvMbw+7bfi99IGcnl3tYll3tbj1zuXTVSs07TMepx6jgaudT9C9q0vHoSXSGEbdSawEYXM4fLiUsn8HXzRSnFbb1uo0GdBlbZl4yxsS4ZY2M9MsamajRRlzA61sPl9m3U92pv7+oIUasY7F0Be/npr58IezeMhTsWAlgtqBFCiFxVjwb3HMRJghohqlytabEpNKiPf3z2DxYeXIh/XX8aXWxk9eZ/6YqyLumKsh7piqoaGQ6+qDqNSy8ohLC6WhPY5HdFefp7jn/74Nvc1eYuPr/vc9yc3ay+L+mKsi7pirIe6YoSQtR0tSawyXcx6yL/6PYP3uj/BkaD0d7VEULUIIVbhqU1U1ozy1vOFi3tNfVYlvQjq0qmVKgO8k84DZo0GL/qs1U23VdNvR9C0TS5j43cq6M4tfk+NvmCgoJ0fLxNb80FSGumNdXUlvaaeiypZlMq2EVxV0XZSk39gBRNk64oOXkLIUR1U2uvihJCCCFEzSOBjRBCCCFqjFrTFVWVg/pq6iC0omlyubcMkCyOdFcJIeyp1gQ2Msam5DwZYyNjbGy5rhBCVJVaE9gIIURFKaUCgbnAaSBZa/0vO1dJCHENMsZGCFEjKaXmKaUOK6W0Uiq8UHqgUmq7Uioh72+bMmzuLmCp1vpxoJ5SqrPNKi6EqBQJbIQQNdU6oCdwtEj6e8BirXUgsBiIyM9QSrVWSv1c5PEcsAzop5R6E2gK+FfJKxBClFutu0EfMAaItvHu3IEUG69bWrmS8ovLq0iaL3Cy1JpWXkWPZ3nWq+jxLE960bSiy1VxPKvivam01tWmRUMpdQQYqLWOVko1BBIAb611rlLKCCQBbbTW58q4vY+B17XWsUXSZwAv5y1mA/ut9BJKIp8N66mp5+2aeiyvfZ7RWteqh+Ul23wf79t63dLKlZRfXF5F0qriWFbmeJZnvYoez/KkF00rZtnmx7M6vDer+gEcAcLznncGDhTJjwE6lbKNpsCHeY9/lGGfNv9fVuZYy2fDeseyPOva47xdG4+lDB62jW+rYN3SypWUX1xeZdJsraL7LM96FT2e5UkvmnY9HcvyrGuP12VTWusTwKP2rkcx5LNhPdXhs2GL83atO5a1pisqn1JKa61r/Vw21iDH0rrkeNqGtbuiyrhP+V9akRxP66kNx7I2Dh5+xd4VqEHkWFqXHE8b01qfBf4ERuQljQD2WjOoySP/S+uS42k9Nf5Y1roWGyFE7aCUWgjcCzQGzgNJWuswpVQwsBTwBC4AY7TWtp+KWwhRJSSwEUIIIUSNURu7ooQQQghRQ0lgI4QQQogaQwIbIYQQQtQYch+ba1BKLQWytdbj7F2X65VSKhR4GjBiea89rGVQV4UopW4GHgacgYta6yfsXCVhBXKeqTw5z1hXTTjX1IgWGytPdodS6gngR5tVuBqz5rHUWsdorSfmnbTr5j1qDSsfy21a60e11qOAZkqpejatvLiKnGesR84z1iXnmivViMAGK052lzdrbx3gt6qqfDVjzYkDUUr1UUqtwHK57eWqeQnVhlWPZV7+XUCs1jqtCuovriTnGeuR84x1ybmmkBp1ubc17jCqlJoONMNy0ukETNBa/9f2ta9erH23VqXUIuBjrfUem1W6mrLWsVRKPQT4a61n2LjKogRynrEeOc9Yl5xrLGryGJtmwAmtdS5A3j/2ZF76Nf+pWutXAZRS/sC/auPJphgVOpZKqd7AUEABjth+VvXrQUWP5UBgFrBeKfUe8JIN7pYryk/OM9Yj5xnrqrXnmpoc2FSK1voIIAP6KkFrHQlE2rkaNYLWej3gZ+96COuS80zlyXnGumrCuaamjLEpznGgaV7zG3l/ffPSRfnIsbQeOZY1i/w/rUeOpXXV2uNZYwObKpzsrsaTY2k9cixrFvl/Wo8cS+uqzcezRgweVjLZndXIsbQeOZY1i/w/rUeOpXXJ8bxSjQhshBBCCCGgBndFCSGEEKL2kcBGCCGEEDWGBDZCCCGEqDEksBFCCCFEjSGBjRBCCCFqDAlshBBCCFFjSGAjhBBCiBpDAhshhBBC1BgS2AirUEodUUrFKaX2KaUSlVJfK6W623ifWim1XynVrwLr/qyUSlZKPWGLugkhrE/OM6IsZHZvYU1DtdbRAEqpe4HvlVK3a6132HCf3bXWaeVdSWvdTyn1iQ3qI4SwLTnPiBJJi42wCa31V8B7wLNVtc+8X1YvKqV2KaUOKaX6KqX+rZTaq5SKVkqFVFVdhBC2J+cZURwJbIQt7QDCqnifF7XWXYB/Al8D27TWHYFlwItVXBchhO3JeUZcQQIbYUvKDvtcmfd3D6C11t/lLe8GAuxQHyGEbcl5RlxBxtgIW+oCRCulegPPA/sAf2AzEIzlhPAPpVRD4GnADbgAbAXuBF4DPgCGaa1NZdxnZt7fXKDwOrnI+12ImkjOM+IK0mIjbEIpdQ8wCZiflxSttf4ncBj4W2s9BWiXl5cDOAIXgcFYfvWcBdYDT5fjZCOEqEXkPCOKI5GlsKbVSikTUBeIAe7UWv+e90vqYl6ZzELPdd7fh4BftdZfK6W6AfWA5kBy3raEECKfnGdEiSSwEVahtfavxOr/BZ5TSrUBGgKPArFYmpVXKKVGaa0vlaEOqtDzI0CDQsuRwA2VqKMQws7kPCPKQmmtSy8lRDWklDoNnAGe0Vr/XM51fwZaA69qrT+2Rf2EENc/Oc9cfySwEUIIIUSNIYOHhRBCCFFjSGAjhBBCiBpDAhshhBBC1BgS2AghhBCixpDARgghhBA1hgQ2QgghhKgxJLARQgghRI0hgY0QQgghagwJbIQQQghRY0hgI4QQQogaQwIbIYQQQtQYEtgIIYQQosaodYFNt27dNGDTx/bt222+bmnlSsovLq8iaZV5nVVxPEtc73U0m/Oea/SZwWc0Ck3/8m2rPOlF00pbrk7HspzrCiGE3TjYuwJV7cKFCzbfh8lksvm6pZUrKb+4vIqkVeZ1lkdF91Piel2AYcBKYB00+roRuAL/V75tlSe9aFppy7ZQFe9NIYSwp1oX2AgBQB/gS+AuIANynXIxrjfCrXaulxBCiEqpdV1RQhRIBDIsT48PPy5BjRBC1AAS2IjaaQvwGOAIvAi+3/jCZjvXSQghRKVJYJMnIyMDPz8/jEYjCQkJZVonJycHf39/jEYj+/fvt3ENhdUcAgYBClgDzIKYl2MsY24kuBFCiOuaBDZ5Fi1axIkTJ7j77rsJDAws0zoODg5MmTIFs9nM888/b+MaCqu4BNwNZAMf5z0HLna8aBlzs8tuNRNCCGEF1TqwUUq9rJTSSqnwYvKMSqnFSqm/lFKJSqlxFd1Pbm4u77zzDgCjR48u17ojRozAYDDwww8/lLmlR9hJLjASSADWA0X/1X2AaVVdKSGEENZUbQMbpVQnoBtw7BpFHgQCgDbATcAMpZR/RfYVGRnJ8ePHcXBw4I477rgiLzExkVGjRtGkSROcnJzw9fVl4sSJBfmNGjXixhtvBGD58uUV2b2oKq8A3wELkYHCQghRQ1XLwEYp5QwsBh7n2jf8Gg58oLU2a63PAeuA+yuyv8jISABCQ0OpU6dOQXpiYiJdunRhxYoVnD17ltatW2MwGPjxxx+vWD8/sNm8WQZoVFs/ArOAR4BJdq6LEEIIm1FaV78bhSqlXgOOaa0XK6WOAAO11tFFykQBj2itd+UtTwP8tNZPFbO9GcDLAF5eXqxZs+aK/BkzZrBlyxa6d+/O7NmzC9Jfe+01NmzYgNFo5M0336R9+/YAJCQkXDEO58svv+Q///kPHh4erF27lrS0NOrVq1eh117WdUsrV1J+cXkVSavM6yyPiu4nfz3nc850Ht+ZLO8s9izeg9nFXO59XCu/POlF00pbtoWqeG/27t1bVWgHQghhDVrravXA0q20if8FXUeA8GLKRQFdCi1PAxaWtv3AwEBdVL9+/TSgH3zwwSvSQ0NDNaB79+591TqFffDBBxrQjo6OWmutN2/eXGL5kpR13dLKlZRfXF5F0irzOsujovvZvHmz1lla6+5a63pa67iK7+Na+eVJL5pW2rItVMV7U1eD84g85CGP2vuojl1RvYBg4HBea40f8KNS6rYi5Y4BLQotNweOV2SH7u7uAKSmplZkdS5dugSAh4dHhdYXNvQC8BuwBAiyc12EEELYXLULbLTWc7XWvlprf621P/A3cLvWemORoquA8Uopg1LKBxiM5a4k5ZbfrXTkyJEr0rt27QrAtm3b+PXXXwvS//zzzyvKHT169IrtiOrB+1dvmIdlpNZwe9dGCCFEVah2gU1JlFLfK6VuyFv8FMut1g4CvwOvaq0PVWS7vXr1AiAmJobLly8XpL/wwgt4eHiQk5NDz549CQ0NpXnz5gwZMuSK9Xfu3AlAnz59KrJ7YQt/Q/BrwdAJmG/vygghhKgq1T6wyWu5ic57fqfW+o+857la60la69Z5j/cruo++ffvi6+tLTk4O33//fUF6QEAAu3btYuTIkfj4+HDw4EFycnK47bb/9YqdOXOmILAZNWpURasgrCkXGAWGbAN8ATjbu0JCCCGqSrUPbKqCg4MDTz75JACffvrpFXkBAQGsWLGC06dPk52dzcmTJ4mIiCjI/+yzzzCbzQwYMICgIBnEUS28BmyBhKcTLHc5EkIIUWtIYJPn6aefpmnTpqxfv574+PgyrZOTk8OCBQswGAzMnTvXxjUUZfI7MB14AM7cfsbetRFCCFHFHOxdgerC1dWVv//+u1zrODg4XDXgWNjRJSxTJjQD3gP22rc6Qgghqp4ENqLmmAwcBf4LuNu5LkIIIexCuqJEzfA5sBzL/aW727kuQggh7EYCG3H9O45l/qebsNyQTwghRK0lgY24vpmBsVgu8f4U6VwVQohaTr4GxPXtbWAzlikTWtu5LkIIIexOWmzE9Ssa+D9gEPCInesihBCiWpDARlyfTMCDgAfwAaDsWx0hhBDVg3RFievTdGA/8C3Q0M51EUIIUW1Ii424/mwD3gDGAwPtXBchhBDVigQ24vqShuUqKH/gTftWRQghRPUjXVHi+vIccBjYArjZuS5CCCGqHWmxEdXb6+Cx18Py/Ecsc0ANBbbbsU5CCCGqLWmxEdVbFwgdEmq5R80koAWW+9ZMsm+1hBBCVE/SYiOqtz4Q83IMDANOASnAl5Z0IYQQoqhqGdgopdYppfYppfYqpf6rlOpQTJkZSqmzSqk/8x6L7VFXYXsOlxws963RwJNIUCOEEOKaqmtX1FitdQqAUuoe4COgUzHllmmtn63SmomqdRaC3giyvFOnAf/BEthIcCOEEKIY1bLFJj+oyeOOZapDUdtoYCg4pDvA+8BsLN1Qw7CMsxFCCCGKUFpre9ehWEqpJcBtWG6WP0BrfaBI/gxgHJAMnAZe1loXe61MXtmXAby8vFizZo3tKg6kpaVRr149m65bWrmS8ovLq0haZV5nWTT8uSGhs0M5evtRDj9/uCDdY68HbnFuHB9xvMT1y1O/ih7P8qQXTStt2Raq4r3Zu3dvmeBCCGE/Wutq/QBGA98Xk94YcMx73h84C3iXtr3AwEBta5s3b7b5uqWVKym/uLyKpFXmdZbqhNbaQ2t9k9abf67YfspTv4oez/KkF00rbdkWquK9qavBeUMe8pBH7X1Uy66owrTWnwJ9lFLeRdJPa62z857/BBwHwu1QRWFtGst0CSbgE8Bo19oIIYS4jlS7wEYpVU8p1azQ8t1YupuSi5RrWuh5Byw32Y+vomoKW/oY+B6YCwTauS5CCCGuK9Xxqqi6wCqlVF0gF0tAc7fWWiulvgema63/AOYopTrnlckCRmutT9ut1sI6jgP/AHoBT9i5LkIIIa471S6w0VqfAbpdI+/OQs/HVlmlRNXQWIaD52K5wL/atScKIYSo7qpdYCNqsSXARmAx0MrOdRFCCHFdksBGVA9HgalYbrz3mJ3rIqqd3bt3N3RwcFiC5QIBacsTonYxA9E5OTnjOnfufLa0whLYCPvTwKN5z6ULShTDwcFhSePGjUN8fHwuGAyG6nnzLSGETZjNZnXu3LnQ06dPLwEGlVZevkKE/UUAvwDzsFzbJsTVwn18fC5JUCNE7WMwGLSPj08KZbyliwQ2wr4OA88C/YAJdq6LqM4MEtQIUXvlff7LFLNIYCPsx4ylC8qAZeCw3IhfCCFEJckYG2E/EVgms4wAWti5LkIIIWoEabER9nEYeA7LLF/j7VwXIcqhXbt2wcHBwaGtW7cOc3Bw6BwcHBwaHBwcOnToUP/169e7hYeHhxS33tatW+sMGjSoZWX3f/78eeO//vWvRhVdv2nTpm137drlUtl61GYZGRlq/Pjxfs2aNQtv2bJlWEhISOinn37qAbBw4ULvAQMGVLsbVrz66qsNT5w4UdCY8frrr/u88sorDe1ZJ1uRFhtR9aQLSlzH9u/fHwcQHx/v1K1bt5C4uLiY/Lz169e7XWu9nj17Xu7Zs+fha+WXVVJSknHx4sWNZ82adaay2xIVM3bs2Obp6enG+Pj4A3Xq1NG7du1yGThwYGCDBg1ybLnf7OxsHB0dK7RuREREozvuuONS06ZNcwCmTZt2zqqVq0akxUZUvfwuqDeB5nauixBWlpOTo0aOHNkiMDAwNCgoKHTPnj0uYAl68ltzTpw44dC9e/fAwMDA0MDAwNBHH320WdHt5ObmMmrUqOYtW7YMCwoKCu3UqVMwwMSJE5unpqY6BAcHh3bs2DEYrm6FKby8YcOGeoGBgaFt27YNeeihh5ppbRmDvWTJEs8+ffoE5K+TkZGhfHx82iUmJlbsm7OWSEhIcFq/fr3XRx99dLROnToaoEuXLplTp0499eqrr/oCXLp0yXj77be3DgoKCu3WrVvg4cOHHQF++umnuqGhoSHBwcGhAQEBYREREV4AycnJhuHDh7do27ZtSGBgYOjDDz/cLCfHEiPdeOONQU888UTTm266KbB///4Bw4YNazFz5syClpZdu3a5+Pn5tTWbzbz33nte7dq1Cw4JCQkNCQkJ/frrr90A/vnPfzY+e/as47Bhw1oHBweH7t6922Xq1Km+EyZM8APIyclhwoQJfm3atAlr06ZN2IQJE/zy93/ffff5jxw5snm3bt0CW7RoET5kyBB/s9kMwLx58xq0atUqLDg4ODQwMDB079691aIlUAIbUbWO8L8uqHH2rYoQtpCYmOgyefLkswkJCTGDBw9OnjFjRpOiZZYsWeLl5+dnSkhIiElISIiZO3fuyaJlfv/9d9dt27bVT0xMPBAfHx/z448/HgSIiIg45ubmlhMXFxezd+/euJLqkpGRocaMGdNq/vz5x6OiomJvvvnmtFOnTjkBjB079kJ8fLxrXFycE8BHH33k2aFDh/SAgIDsI0eOOAYHB4da54jULLt373Zt3ry5qVGjRrmF02+++ea0uLg4V4A9e/a4vf7663/Hx8fH9OjRI3XSpEnNAObOndt48uTJZ+Li4mISEhIO3HfffSkAkyZNatazZ8/UqKio2NjY2Jjz5887LFiwoEH+tmNiYly3bt2aEBkZmfjII48kff755975ee+//36DBx544LzBYGDw4MEpf/75Z1xsbGzMF1988deECRNaArz22munGzZsmP3ll1/+FRcXF9O5c+fMwnV/8803faKjo+tERUXF5D3qvPnmmz75+fHx8a6bNm06GB8ffyAqKqru119/XR/glVde8du4cWNCXFxczL59+2IDAgKyAKZMmeL7+uuv+2AnEtiIqiNdUKIWaNmypalHjx4ZAN27d08/evSoc9EyPXr0SN+6dav7xIkT/T7//HP3+vXrm4uWCQ4OzsrNzWX48OH+ixcv9qpIXfbv3+/i6upqHjhwYCrAuHHjLtSrVy8XwNHRkTFjxpxbsGCBD8D777/fcPLkyWcB/P39swt3sYn/yW/xKkmnTp1S27dvbwJ44oknzm/fvr0+QK9evVLnz5/fZNq0aU0iIyPrNmjQIBfgp59+8liwYEHj4ODg0LCwsNCoqKi6CQkJBa0fDzzwQFJ+F9SAAQPS0tPTjTt27HDNzs7m66+/9powYUISQGxsrPMtt9zSJiAgIGz48OGtk5KSHI8dO1bqkJNNmzbVHzVq1HkXFxft4uKiR48efX7Tpk318/Pvuuuui3Xq1NEuLi46PDz88sGDB50BunXrljpmzJiWs2fPbnj48GFHNzc3M8Dbb7990p5dXRLYiKrzPrAJ6YISNZqzs3NBkGI0GsnNzb0qhO/Xr1/6n3/+eaBz587py5cv9+7evXtg0TLe3t658fHxBx544IHk/fv31wkLCwu71peU0WjUZrO5YD8mk8kAkN9lcC1PP/30+bVr13pv3Lix7qVLl4yDBg1KLcdLrZU6d+6ccezYMeczZ84YC6dv27atXlBQUEbR8mazGaUs/5rp06ef/eabbxJ9fHyyn3766eZPPfWUL1iCpXXr1iXGxcXFxMXFxRw5ciQ6IiLi7/xt5AcM+YYNG5a0ZMkS71WrVrm3bt06MzAwMAtgzJgxrR577LFziYmJBw4cOBBjNBp1RkZGqd/zWuuCOuZTShVEcC4uLoXf0zq/m+rHH3/8a/bs2X+np6cb+vXrF/Tll1/WpxqQwEZUjSNYuqD6IV1QotaLi4tz8vT0NE+YMOHCO++8c/zAgQN1c3Ov6Nng5MmTDunp6YahQ4deWrx48d/16tXLjY+Pd/bw8MjNzMw0ZGdnF5Rt3ry56bfffqsL8PXXX7slJSU5AHTo0CEzMzPT8MMPP9QD+Pjjjz3T0tIKvpCbNGmSc/PNN18aM2ZM60cfffScwSBfCaUJCgrKuvPOOy888sgjLS5fvqzAMs5l/vz5TV566aWTAHv37q0XFRXlDBAREdGgW7dulwD279/vHBYWZnruuefOP/7442d2795dF6B///4XZ86c2SQ/YDh16pRDfhdhcSZMmJD09V8yhn8AACAASURBVNdfe3344YcNRo8efT4/PTU11SEgIMAE8PbbbzfIysoqiFbq1q2be+HCBWNx2+vbt++lTz/91NtkMimTyaSWL1/ufeutt5YY5GZnZxMbG+vcp0+fy3PmzDnds2fPS3v27KlTpoNoY3JVlLA9jSWYUUgXlBDAjz/+6PbOO+80zmtp4Y033jhqNF75nXPo0CGniRMntsjJyVG5ubnq1ltvTbn11lvTjUYj99xzT3JQUFCYu7t77t69e+Nmz5594pFHHmn5ySefNLjxxhvTmjRpkgXg6uqqly5deuipp55qPm3aNH3LLbdcys/LN2HChHPff/+956RJk5Ly044cOeI4YMCANtIdVbxly5YdffLJJ/0CAwPDHR0dzc7Ozvq11147dtddd6UtXLjQuUuXLmkvvPCCb0JCgqunp2fO559/fhhg3rx5jX777Tc3R0dH7eTkZF64cOExgIiIiONPPPGEX0hISJhSSjs5Oek333zzeHBwcFZx+2/Tpk1WQEBA5s6dO93WrVtXcKXd7Nmzjw0dOjSgcePGWd27d0/z8PAouErrscceOzthwoSWLi4u5hUrVhwqvL1nnnnmXGJionN4eHgoQO/evVOmTp1aYldSTk6OGjNmjH9qaqpRKYWvr2/W22+//TdYxtj4+vpm26s7SpWlv7AmCQoK0vHx8TbdR2RkJL1797bpuqWVKym/uLyKpJX5dUZgmbE7ggpNm1DR41me9Sp6PMuTXjSttGVbqIr3JjYIXfft23ekffv250svKcpr2rRpTU6dOuX46aefHrN3XYQoyb59+xq0b9/ev7Ry1bLFRim1DmiJZbhpGvCk1vrPImWMwEJgAJY2gbla6yVVXVdRiiP8by4ouRGfENVKQEBAmNFo1D/99FOCvesihLVUy8AGGKu1TgFQSt0DfAR0KlLmQSAAaAN4A3uVUj9rrY9UZUVFCTT/C2Y+QLqghKhmEhMTD9i7DkJYW7UcKZYf1ORxx9JyU9Rw4AOttVlrfQ5YB9xfFfUTZfQB8DPwOuBv36oIIYSoHartGBul1BLgNiy/8wdorQ8UyY8CHtFa78pbngb4aa2fKmZbM4CXAby8vFizZo1N656Wlka9evVsum5p5UrKLy6vImkl7cP5tDNdHulCanAq++btq1QIXdHjWZ71Kno8y5NeNK20ZVuoivdm7969ZYyNEMLqrusxNgBa63EASqnRwBvAnZXY1gxgBlgGD9eEAZrVevCwBm4HDOC5xpPeLa9dz7KQwcPWU0WDh4UQwm6qZVdUYVrrT4E+SinvIlnHgBaFlpsDx6usYuJKr2OZ/wngQ+AnLJd4r7JbjYQQQtRC1S6wUUrVU0o1K7R8N5Cc9yhsFTBeKWVQSvkAgwHb9jGJa+sCDAO+AKYCHYAVeelC1DAmk0lNmTLF19/fPzwgICCsVatWYePHj/czmUwldsNNnTrV18vLq31wcHBo/mPWrFkNS1qnqPj4eCdPT8/2ZSk3b968BqWVE+XXtGnTtj4+Pu3yb6gHsGDBAm+lVOc5c+b4AKSkpBiGDBniHxgYGNqyZcuw6dOnNyq8jW+++cYtPDw8JCAgICwgICBs+/btrpWp09atW+sMGjSoZWnlEhISnPr06ROQPwFreHh4SP6EqQsWLPAODAwMzZ/UsrzvzeqiOnZF1QVWKaXqArlYApq7tdZaKfU9MF1r/QfwKdAVOJi33qta60PFblHYXh9gJZaL78HSnrY6L12IGmbYsGH+mZmZhr1798Z4enqaTSaTWrRokXdmZqZydnYuceDi0KFDk95///2/SypjDQcPHnT+5JNPfJ599lkZm2QDPj4+2WvWrHEfPnx4CsCKFSsahIWFXc7Pf/HFF5s4OTnpuLi4mLS0NEOXLl2Ce/Xqlda3b9/0w4cPO06aNMn/+++/T2jfvr0pLS1NFb5LcEX07Nnzcs+ePQ+XVm7ChAnN+/fvf+nFF188C3D48GFHJycnDTB69OgLTz75ZJLBYODChQuGsLCwsP79+6d27dr1qqkiqrNqF9horc8A3a6Rd2eh57nApKqqlyiDI0D+Xd4nI0GNsJlHvn6kWfTZaJvcvj28Yfjlj+756Jrd2lFRUc4bN270OHbs2H5PT08zgLOzs84PIHbu3Ok6adKk5hkZGQaTyWQYO3bsuenTp58tTx3i4+OdunXrFnL//fcnbd++3c1kMqmFCxceGzBgQFrRsoMGDWp56NAhl6ysLNWiRQvTZ599dsTHxyd3ypQpzU+cOOEUHBwc6u/vn7lhw4ZD+/btc37yySebJycnO2RnZ6vHH3/8zNNPP51UXB2qs0FfEFRamV4tuPjMTZzJLz8kmPMPdyDpbDoO476ldXHrfPMAZb5768iRI5OWLl3qPXz48JS4uDinjIwMQ+G5oqKjo13HjBmTZDAYqF+/vvmmm25KXbZsmVffvn3T58+f3/D+++9Pyp8os169ehrL6MSrKKU6T5s27cR3333nefHiRYfFixcf2bhxY/1Nmza55+TkqJUrV/7VqVOnzPXr17s9//zzftHR0bHr1693mzx5cos9e/bEent75953333+jRo1yn733XdPnDp1yqlZs2YFdzRu2bJlwdwcXl5eBVcgp6WlGXJyclTROaSuB9WuK0pcp/4GngQcgX8B/+F/Y26EqEF27NhRp0WLFiYfH5/c4vLbtGlj2rZtW0JMTEzsnj17YpcuXeqzZ8+egpmaV69e7V24K2rlypXuxW3n4sWLDu3atcuIioqKfeutt46NHTu2VUZGxlXfMhEREcejo6NjExISYkJCQjJefvnlxgBvv/32sdatW2fGxcXFbNiw4VB2djYjR45stWDBguPR0dGxv//+e9xbb73VZO/evS5X712U5rbbbkuNjY11PXfunDEiIqLBiBEjrmgZ69Chw+U1a9Z4mkwmderUKYfIyEj348ePOwPExcW5pKamGrt16xYYEhISOm7cOL/i/rf5PDw8cqOjo2NfffXVv0eMGBFwyy23pMXGxsYMHz78/CuvvNKkaPmBAwemDhs2LOnBBx9s8c4773gfOnTIZcGCBScApkyZcnrSpEktu3TpEjRp0qSmW7ZsueIHwooVK9zzusfaTZ48+fSNN954XbXWQDVssRHXIQ3cB1zG0kE4CrgVy5ibL5GWG2F1JbWo2Fppt8hIS0szPPTQQ81iY2NdlVKcPXvW8Y8//nDt1KlTJpS9K8rR0VHnz9901113pbm4uJj379/v4uHhcUVAFRER4b1q1Sqv7OxsdfnyZWPLli0zi9ve/v37XQ4dOuQyYsSIVvlp2dnZKioqyqVjx47FrlNdladlpWj5hnXJKe/6xVFK6XvuuefCRx995LVu3TrP7du3x+VPagkwc+bM048//rhfu3btQry9vXO6d++emj85aW5urtq5c2e9yMjIhLp165oHDx7c8qWXXmo8b968U8Xt66GHHroA0LVr18tKKR544IEUgC5dulz+9ttvPYtbZ+7cuad69OgR+NJLL/nt3Lkz1tHREYBJkyYlDxkyJGX9+vX1t27d6nbHHXcEvfXWW0cnTpyYDPDggw+mPPjggykHDx50uueee1oPHjw4Jb9l6XohgY2ovKXATuAJLEENWIKZL4FdSGAjapRu3bpdPnr0qPO5c+eMxbXaPPPMM00bNWqUvXr16sOOjo706NGjTWZmZqVbx7XWFO0W2LBhQ72PP/7YZ/v27XG+vr457733ntdHH33kc631PTw8cmRiS+uZMGHC+R49eoR07do1tXHjxle8F9zc3MyF598aNWpU8/yuKj8/v6xOnTqle3t75wIMHTr0wooVK4pe+VugTp06ZgAHBwft5ORU0F1kNBrJzc0ttqUnOTnZePLkSScnJyd99uxZY5s2bQryGjdunDtu3LgL48aNu9CsWbOslStXeuUHNvnatGmT1aFDh/SvvvrKo3379mfKdWDsTLqiROWcAKYAtwALiuT1AaZVeY2EsKm2bdua+vXrd3Hs2LEtLly4YADIyclh5syZDVNSUgwpKSkOzZo1y3J0dGTXrl0uu3fvdqvIfrKzs1VERIQXWAIYk8lkaNeu3RUtK8nJyUY3N7fcRo0a5WRkZKhly5YVXAXl4eGRm5qaWjBlePv27TNdXFzMixcv9spP27t3r0tycrJ8D1RQaGho1osvvnji5ZdfvqqlJTk52ZCWlqYAduzY4frjjz965M+YPXr06KStW7fWz8zMVGazmY0bN9YPDw+3apfPiBEj/EeNGnX+/fffPzxq1KhW+e/VL774wv3y5csKLO/bqKgo1xYtWpjA8n7IX//UqVMOv/32W/327dtLV5SoRTQwEcjCMpuXnB5FLbFq1aojzz33nG/Hjh1DHR0dtdlspm/fvikuLi56+vTpJx966KFWK1eu9Pb39zfdcMMNqYXXXb16tffWrVvr5y8PGDDg4ttvv32y6D48PDxyDh486NKuXbvgzMxMw9KlSw+5uLhc0Q92//33p6xYscK7devW4Y0bN87q0KHD5T179tQFS7dFq1atMtu0aRPWunXrjA0bNhz65ptvEp988slmCxYsaGw2m1WDBg2y165de4jip60RZXCtq87i4uKcR44c2dpoNGpnZ2fzhx9+eNjf3z8boH///ulbtmy5GBYWFmo0GnV4ePjl2bNnF9sNVRGvvvpqw8zMTMOsWbNOGwwGNm3adGHMmDEtvv3228ObN292e+GFF/wcHBx0bm6uateuXfq8efNOArzzzjs+W7Zsqe/g4KC11owfP/7svffee8la9aoqEtiICmu0sRF8h6WlJsDetRGi6ri4uOhFixadWLRo0YmieT169Mg4ePBgsZNLzp8//+T8+fOvCmKu5a233joJXFE+KCgo68KFC/sAHB0d+e6774q9zYWjoyObN29OLJzWtm1bU2RkZGJx5UXZnThxIqq49DVr1hzJf969e/eMI0eORF9rG7NmzToza9asUrt4tNa7858X/t+DZZDwwIEDY4s+nz59+tnCV+ItWLCg4D0UERHxN5bLPa7y4Ycf1oib3MpvbFExJyHgnQC4GcvYGiGEEKIakMBGlF9eF5Qh2yBdUELYQNFf5kKIspOvJFF+y4H1cHjcYWhTamkhhBCiylhtjI1S6vEyFEvXWi+11j5F1XM67wRPAT3g7yF/EyCDa4QQQlQj1hw8PBP4ppQyPbHc9URcjzQEzg+ETOBjLJd6C1GYORcMxtLLCSGEjVgzsNmjtX64pAJKqZ+suD9R1ZZDg+0NYD6WLigJbERhWsOuidB1ib1rIoSoxaw2xkZr3d8aZUQ1dQp4GlLCUixdUUIUte8F+OtDe9dCCFHL2WTwsFKqhS22K+wk/0Z8GRA3LQ6kp0EUFTsfYuZCwER716RKmEwmNWXKFF9/f//wgICAsFatWoWNHz/ez2QylTgV8tSpU329vLzaF54Ec9asWQ1L2198fLyTp6dne+u9Ali/fr1beHh4yLXyp0yZ4vvBBx945pf96quv6l+rbG3TtGnTtj4+Pu1ycnIK0hYsWOCtlOo8Z84cH4CUlBTDkCFD/AMDA0NbtmwZNn369EaFt/HNN9+4hYeHh+RNOBm2fft217Luf+vWrXUGDRrUsrg8a7xXSntvVHe2ukHfP4GyDCYW14PlwLfAm5DR/Lq7u7awtUPLYO8z0Gwo3LDY3rWpEsOGDfPPzMw07N27N8bT09NsMpnUokWLvDMzM5Wzs3OJs2SWdRJMe8rJyaHw3ZA3bdrklpaWZrge70JrKz4+Ptlr1qxxHz58eArAihUrGoSFhV3Oz3/xxRebODk56bi4uJi0tDRDly5dgnv16pXWt2/f9MOHDztOmjTJ//vvv09o3769KS0tTWVlZZUYFBfWs2fPyz179jxsi9dVE1ilxUYpdVQptTHv8RMw0BrbFdXASQquguJpO9dFVD8n1sOOR6BRX+i+vEoHDt/4wY1BRR9zt831AUg1pRqKy1+4Y6E3wKnUUw7F5X+w54NiZ0ouLCoqynnjxo0ey5cvP+Lp6WkGcHZ21s8+++x5d3d3886dO107d+4cFBoaGtK6deuwV199tdQWmeL8+9//9mnevHl4586dg959990GhfNWrlzp3qlTp+CwsLCQDh06BP/yyy91wfJLOzg4OHTkyJEtAgMDQ4OCgkL37NlTMP/PU0895du8efPwLl26BH377bfu+en5640dO7ZZ+/btg1etWuV+3333+c+ZM8dn586drsuWLfNZvXq1d3BwcOgLL7zQuKQ6VIVBXxD08Z94A2TlogZ9QdCn+/ECSM/CMOgLgj6PxhPgQgbGQV8QtDoGD4Cz6TgM+oKgr+NxBziZaln+7iDlapEaOXJk0tKlS70B4uLinDIyMgz5k1wCREdHu95+++2XDAYD9evXN990002py5Yt8wKYP39+w/vvvz8pf9bsevXqaS8vr6umtUhNTTXccccdrVq3bh0WFBQUeuedd7aCq1tUKvpeCQoKCh06dKh/aGhoSNu2bUN2797tQhHZ2dncfPPNbfJbl4YOHeqfmZmpABYuXOjdo0ePNnfddVergICAsE6dOgUfO3asoMHkX//6V6O2bduGhIaGhtx6660BhfNsyVpdUT9rrW/Le/Sn9KujxPUgvwvKhOUqKOmCEoWd2QLb7gfPjtBzLRid7V2jKrFjx446LVq0MBU3szdAmzZtTNu2bUuIiYmJ3bNnT+zSpUt9CgcX+QFC/mPlypXuRbexY8cO17feeqvJr7/+Grd79+74pKSkgi+EAwcOOP/73/9u8vPPPyccOHAgdsmSJUdGjRrVKj8/MTHRZfLkyWcTEhJiBg8enDxjxowmAJ999pn7hg0bPKKiomK2b98ef/DgwSu+xA4ePOg6evTo5H379sWNGDEiJT/9xhtvzBgzZsy5oUOHJsXFxcXMmTPndGl1qA1uu+221NjYWNdz584ZIyIiGowYMeKKOaM6dOhwec2aNZ4mk0mdOnXKITIy0v348ePOAHFxcS6pqanGbt26BYaEhISOGzfOLyMj46oWm7Vr19ZPSUlx+Ouvvw7Ex8fHLF269GjRMpV5ryQkJLg+/PDD52NiYmInTJhwduzYsVd1bxmNRlavXn0oOjo6NiEh4UBubi4LFy4sCJ6ioqLqLliw4HhiYuKBwMDAjDfeeKMRwLvvvuv1119/ufz555+xMTExsbfffnvKE0880ayix7s8rBU9/aPwgta6wjfZV0p5A58CrbF8pSYCE7XW54qUm4Gluyu/ufRXrfXkiu5XXK3RxkawHngLuRGfuNK57bDlLqjbEnp/D44VmsC6UnaO3xl/rTw3ZzdzSflN3JrklJRfEq1L7GkiLS3N8NBDDzWLjY11VUpx9uxZxz/++MO1U6dOmVC2rqiffvrJ7dZbb01p1qxZDsDjjz9+7rvvvvME+Pbbb+sfO3bMuXv37sH55XNzc9Xx48cdAFq2bGnq0aNHBkD37t3TN2zY4AGW7qQhQ4Yku7u7mwEefvjh86+99lqT/G00b948s1+/fullOQYl1SG/zrb0zQMU/O+cjOjCy3WdMBde9nQlt/Byw7rkFF72dbtyuayUUvqee+658NFHH3mtW7fOc/v27XG7d+8uaLWaOXPm6ccff9yvXbt2Id7e3jndu3dPzQ86cnNz1c6dO+tFRkYm1K1b1zx48OCWL730UuN58+ZdMRHmDTfccPmvv/5yGT16dPM+ffqk3n///SlF61GZ90rz5s1Nd911V1reeknPPPNMi6KzvZvNZmbOnNn4l19+cTebzaSkpDi4uroWtC517tw5LSAgIBuga9eu6b/88kt9gPXr13vs37+/blhYWGj+ft3c3Ir9MWBtVglstNbW7HfVwOta60gApdQbwFzg0WLKLtNaP2vFfYt8J6DNojaWuaDkKihRWPIeiLwDXJpA31/AxcfeNapS3bp1u3z06FHnc+fOGYtrtXnmmWeaNmrUKHv16tWHHR0d6dGjR5vMzMxytY6XFDxprenVq1fK2rVrjxTN27dvH87OzgVfOkajkdzcXJW3XoljOOrWrVvmGb5LqkNtMmHChPM9evQI6dq1a2rjxo2veC+4ubmZP/3002P5y6NGjWqe31Xl5+eX1alTp3Rvb+9cgKFDh15YsWKFd9Hth4aGZsXFxUWvX7++/g8//OD+yiuvNI2Njb1igtXKvFfKIiIiwuv333+vt3379jhPT0/z888/37hwa1+R95vOH1CttebZZ589OWXKlKQy7ciKrHpVlFLqmcpuQ2udnB/U5PkdkKusqpIGJoDKUZYuKJl4Q+S7GA2b+oOThyWocW1S+jo1TNu2bU39+vW7OHbs2BYXLlwwgGWw7cyZMxumpKQYUlJSHJo1a5bl6OjIrl27XHbv3l3u5qzbbrstddOmTe4nTpxwAIiIiCho+h84cOClLVu2uP/xxx8FXy5btmypU9o2+/Xrd2ndunVely5dMuTk5PDJJ59c9UV6LfXr18+9dOlSQWd0RetQ04SGhma9+OKLJ15++eVTRfOSk5MNaWlpCizdRT/++KPH1KlTzwGMHj06aevWrfUzMzOV2Wxm48aN9cPDw6+6MuOvv/5ydHBwYPTo0RcjIiKOJycnO5w9e/aKBonKvFeOHTvmvGHDhnp563kFBgZmFB3rc/HiRQcvL68cT09Pc1JSknHNmjVlet8MHDjw4pIlSxqeO3fOCJCRkaHKc+VXZVh7IM/twJvW2phSygBM4tpjdh5QSt0GnAZe1lpvv8Z2ZgAvA3h5eREZGWmtKhYrLS2twvso67qllSspv7i8wmmNf2hM8PfBxI6P5fzf56+Y4L5wucq8zvKo6H7Ks15Fj2d50oumlbZsC5XZh06JI2vDC2iM7PWYTeauQ8Chq8r17t27UnW8HqxaterIc88959uxY8dQR0dHbTab6du3b4qLi4uePn36yYceeqjVypUrvf39/U033HBDauF1V69e7b1169aCgaoDBgy4WPgKJICuXbtm/OMf/zjVvXv34AYNGmTffvvtBV0Qbdu2NS1ZsuTwo48+6p+ZmWnIzs5WXbp0SevVq9dV4y8KGzFiRMpvv/1Wr23btqENGzbMvuWWW1I3btzoVJbX+8ADD1wYMmRIQHBwcOi9996bPGfOnNMVqUNN9Oyzz54vLj0uLs555MiRrY1Go3Z2djZ/+OGHh/39/bMB+vfvn75ly5aLYWFhoUajUYeHh1+ePXv2VcHR7t27XV966SU/ALPZrJ566qnT/v7+2dHR0QWBSmXeK8HBwRnLly/3euaZZ5oZDAaWLl161ZVWjz32WNJ3333nERAQENaoUaOsG2+8MbUsLZCTJ09OPn/+vEOPHj2CwNJi+Oijj5696aabbH5prSqtv7hcG1PqJ2vehE8ptRhoCtyrtTYXyWsMJGmts5VS/YEVQIjWusRmr6CgIB0fX6Gu9TKLjIys8Mm9rOuWVq6k/OLyCtKOA+FAR4icHknvW69Rrhx1rayK7qc861X0eJYnvWhaacu2UOF9XDxA1oZbcHJyhL5bwD24pNJlvmy1rPbt23ekffv2xX6BCCHKb/369W7PP/+8X3R0dKy961JW+/bta9C+fXv/0spZu8XGalGSUmoeliGrdxcNagC01qcLPf9JKZX/lbzFWnWodTQwDsgFPgKOlVxclCIdyzGsCzQHQ5YBZgGOgAM0PdoUkoGuWML36urCn7CpPxoD9N1cWlAjhBB2Ze3RE1b5paaUmg10BgZrrU3XKNO00PMOgD+Uf2S7KOQDYCPwBlCrLty0khxgIfAAdBveDeoBoXlpgCHDAC8BzwPP5g3Ovo+CaWEdLzjCBCxXohX7rreD8zvh5z5gdOXPBm+De6i9aySEsIKBAwemXk+tNeVh7cCm0vdTV0qFAS8AvsBvSqk/lVJr8/K+V0rdkFd0jlIqWim1D8tX8ujCrTiifFxOu8AzQF+s8F+sJc5Dow2NICJv2Qj8G/gNLoVdgjlYOkjzrufLqZ8DWcBlIAV+Xfcr7AJGWfKdzznDl8DdgA8wEliDZTZ1ezi7DTb1AydP6LeVDAc/O1VECCHKzqpdUVrrK0YSKqWcAK/yBBxa6wNco+VHa31noedjK1pPUYQZgl4Psjz/ELkKqiTngS+wBCC/Qog5BG7AEgwqIAbwhJjIGBr2LnLDWYWlG8oRcIVs92zLunnSAtPgLLAJS0CzDvgc2AN0xNJVaPXRK9fw9zfw6wio4wd9N0GdpsCRKtq5EEJUnNW/wpRSXyil3JVSrkA0EKOUknvNVGfvgudeT5iPXFhfHBP/Gz32AvAkcBF4Ef547w/YWahsqTfkL4UTMABLG+QpYDuWoAYsLT/3A//FiqPZihG/CLYOtnQ79duaF9QIIcT1wRa/zYO01inAXVh+e/oBY2ywH2ENB4FpkHRjkmXgsPifv4BpQFNwi8+7FclzwD5gP/AqpAWl2a4VxQHoVmi5KfAL0DMv/Uss43qsxZwLu/8Bu58Cv0HQLxJcG5W6mhBCVCe2CGwc8/72Ar7XWl8GynxHS1GFcoGHAGeIfza+6ro5qrNcLIN378RyTd58oDeY82+u2QZoZ6e6zcRyT6H/YLmaanhemjXkXLbM+xT/NgQ+BTevAYcqm9PwumMymdSUKVN8/f39wwMCAsJatWoVNn78eD+TyVTip2jq1Km+Xl5e7QvPFTVr1qwKTZJZVNGJEYXtNG3atK2Pj0+7/LvsAixYsMBbKdV5zpw5PgApKSmGIUOG+AcGBoa2bNkybPr06Vf8Svjmm2/c8ieWDAgICLPmzetq+3vBFjNtxuTN8B0EPJ/XJSWqg9eBLvwvgJkP/AYMhyyfLLtVq1rI79q5jGUwb10st3QcBzSF9MgyTaFje3WAx4DxwLdAp7z0TcBnWK6qKvw/LouLB+DX4ZASA53ehmCZxr00w4YN88/MzDTs3bs3xtPT02wybxUCJgAAIABJREFUmdSiRYu8MzMzlbOzc4kdhWWZK0pUfz4+Ptlr1qxxHz58eArAihUrGoSFhV3Oz3/xxRebODk56bi4/2fvzONjuPsH/p7dJJuEyCUiIhG5EyIEcQQRt9b5c5e6VYWiVG+eOnrSqlDqfCilKj2pR91JqbqCyo0KkQS5ZZNsbHbn98ckaRC55MK+X699ZWfme+3ObOYznzM6UqlUytq3b+/u7++v7NmzZ/b169f1Z8yY4bB///5Yb2/vPKVSKdy/f79OPlpqNBoEQUAme3qcL6tjpROAr4BuoihmI3kdvFUN8+ioKO2BkWB2wQwikPxFDJBuhs8rt4H3oPXc1pJwY4LkwxKHJNjUVfcSOTAEsC/YjkVyau6AJOx8iWRKKw1RhKsb4Pd2kJcMAQeeKqHGd6OvW9DpIEuAvPw8wXejr9vas2stALLysmS+G33dNoZtNAdIzUmV+270ddt2cZsZQFJWkp7vRl+3nZd3mgLczLyp57vR1y04MrjB4+Yr5PLly4qDBw+a7dixI87c3FwLoFAoxDfeeCPF1NRUe+bMGaO2bdu6eXp6ejg5ObVYsmRJpTQyu3btMm3ZsqWHm5ubp4eHh+fp06eNAIKDgxt4eHh4urq6enbq1Mk1PDz8kbLqDz+xF9/et2+fiZubm+fo0aObubq6enp6enqcO3fO8IUXXnB0cnJq0aVLF5d79+7JQNIwDRw4sLm/v79z8+bNW3Tv3t05KyurVu9wCw5hN+g73KrjteAQ5a4+/dJLL6Vu27bNEiA6OtogNzdXVlgLCiA8PNyob9++92QyGQ0aNNB26tQp65tvvrEA+OKLLxqNGDEi1dvbOw+gfv364sOlDAoRBKHtvHnzmrRp08bdwcGh5datW80Kj5XnWhg3bpx9cW3RyZMnjRwcHFpqtVpSU1PlI0aMcHB1dfV0c3PzHD9+vD1I533w4MHNe/Xq5eTh4eG5efNm84CAAOfCMXJzcwUrK6tWV69e1T906FA9T09PD3d3d09nZ+cW69evtyjvd1hdVMcFao+UnWOnIAhngF+oOoW5jichAPgePBd7Qm8ks8suoEftLqtWuI5UrMMB+LggQqkwEbkX/xpUnxZeRapzv65g+3WgF/9qomIAZbH29zMkLc2Z6WDVFfpfAps+Nbfep5jTp08bN2vWLK+kApgALi4ueSdOnIiNjIyMCgsLi9q2bZtVWFhYUQr84OBgy+KmqN27d5s+PMbff/+teO211xx27dr1T0xMTGRYWFiUq6trXkJCgt60adOa79ix45/Y2NjIkSNHpr300kvNK/oZrl27Zjh79uy7sbGxkW3bts1+8cUXXVevXh1/7dq1CLlcLm7atKno5vT333/X++GHH65fu3YtQq1WCxs2bKj1G1ddoE+fPllRUVFGycnJ8vXr1zccM2bMA5mxW7dunfPDDz+Y5+XlCUlJSXrHjx83jY+PVwBER0cbZmVlyTt27Ojq4eHhOXXq1Ka5ubmP1djIZDLxwoUL0b/88suVuXPnOiQkJOiV91qYN2/e3a1bt1pptZLctGrVqkZTpky5K5PJmD59up2xsbEmKioqMiYmJvLTTz8tKu1x5syZ+tu3b78RGxsbOXHixPSYmBij6OhoA4AtW7aYt27dOtvZ2Vn9ySefNJ45c+ad6OjoyNjY2Ihhw4Y9UoG8pqkOU9QeYDtS+cQaKVGuowIEQLZDNgaXDCTx8/9qe0G1wAmgO5LWYyKwACJuRdDdrHstLqoKaIAk4LyKpK2JRzJJaZCqtKeCr107GL4DvN8BvdvQ+lNwfwPSZKCg5EcdLaAEgzQDydk8reDlDjRH0m59iBSqnkGN5f4+M+1MUUJOhZ5CLL5tojDRFt+2NLbUFN+2MbHJL75tb2r/wHZplFWGRqlUyiZOnGgXFRVlJAgCd+/e1T937pyRj4+PCspnivrtt98aBAQEZHp5eeUBGBkZiUZGRuL//vc/Ew8Pj9y2bduqAGbPnp3y1ltv2RcW4ywvzZs3z+vcuXMugI+PT86tW7cMnJyc1CDdkK9evVr05O/v73+vYcOGGoB27dplX7t27RGtQE2yvDfxtTl/IYIgiIMHD07fsmWLxc8//2x+6tSp6PPnzxc5pi1duvR2YGBg01atWnlYWlrmd+7cOSs1NVUPQKPRCGfOnKl//Pjx2Hr16mmHDBnSfOHChY1XrFjxSL0ogJkzZ6YAeHt753l6emYfP368niAIlOda8PHxUdnZ2eUFBwc3CAgIyD506JDZunXrbgEcOXLE9MyZM1FyuVTf1MbGpshpKCAgILNwW19fn/HjxyevWrXKat26dQkbNmxotHjx4gQAf3//rC+++MLmxo0bin79+t3r0aNHrdvtq0OwyRdFcXk1jKujKvgazC6Z/Vt84hiSJudZJwrpBtwfyVzzHpIJrtDU9Kx5PDgVvEASTDYD0X+gbzAbGl2Ef9qCOhhe6iBpcqwK2sqQBD45kinubaSyEM2hM50fnONLYA5SOPxewLrg9YzTsWPHnBs3biiSk5PlJWlt5s+fb2ttba0ODg6+rq+vj5+fn0t5igYW53HCU8H+MoP9CwtzFqJSqR7QBigUiqKDhUUai21TXHtgaGj42GPPO6+88kqKn5+fR4cOHbIaN278wLVgYmKi3b59e1FhmnHjxtkXmqqaNm1638fHJ9vS0lIDMHz48PRvv/22vNXWBUEQyn0tAMyaNevu119/3SgiIiKrf//+GYXzlkb9+vUfMI3NmTMnpU2bNp5Dhw7NuHfvnnzQoEFZAIsWLbo7bNiwzP3795vMmTPHPiAgIDMoKCix5FFrhuowRR0QBKFfNYyr40k5AMwCdQM1hCKFC49EEm6eVWKRnIFbALORbvL6wGLqrv9MVSKKkPkXmA+Hpt3QNr4Fnb6BWWdgdgepjQCsAj5A8rt6AylXT/uCMRoCKyB2bix8gxQ1dgopMzJIYQK3kcLgD9bMx6pNvLy88nr16pUxYcKEZoVPx/n5+SxdurRRZmamLDMzU8/Ozu6+vr4+Z8+eNTx//rxJRecYOHDgvWPHjplevnxZAZJPQ3p6uiwgICA7KirK+MKFC4YAa9assfTw8Mgp9PUpxNXVNS8+Pl6RnJws12q17Ny5U2c+qgY8PT3vv/feewn/+c9/HtG0pKWlyZRKpQBw+vRpo99//91s3rx5yQAvv/xyamhoaAOVSiVotVoOHjzYoGXLlo+ter1u3bqGIPl3RUVFGfn7+2eX91oAGDlyZOY///xjuG7dOuvXXnvtbuH+nj17Zi5btsy6UAhOSkp6rLLDxsYmv0uXLvfGjx/vNGXKlORCZ+K///5b0aJFi7wFCxakBAYG3imutaotqkNjcxj4RRAELdKznACIoihWSUijjifgI0ADUe9H4W3uXeRzw1nAt3aXVuXcBPdP3OEQYIiUf+YNnp+syqq7cH07/LNFinbSqw+tlnL6bju6NX/ouaMektD3OOoD8yHxeCKu3V2rcdFPD3v27IlbsGBBkzZt2ngWakd69uyZaWhoKC5atChx4sSJjrt377Z0cHDIa9euXVbxvsHBwZahoaFFTsr9+vXL+PLLLx94wvXy8soLCgqKGzVqlKNGoxHkcrm4devWOF9f39yNGzdeHzt2bPP8/HzB0tIy/9tvv73+8PqaN2+ufvXVV++0adPG087OLq9NmzbZsbGxugjVauCNN94osep8dHS04qWXXnIq1Iht3rz5uoODgxqgd+/e2SEhIRktWrTwlMvlYsuWLXM+/PDDEs1QIGnYfHx83NPS0vRWrlx5w9bWNh+gPNcCSJq2UaNGpRw+fNi0U6dORQLU119/HT99+nQ7V1fXFnK5XOzUqVPW1q1bH2vqe+WVV5L3799vPmPGjNTCfStWrLD+888/TfT19UUDAwNtUFBQrZdPFsqyF1d4QEG4iqTADqOYj40oijeqdKJK4ubmJsbEVG+tzOPHj9O9e/dq7VtWu0eOhyAJMq/C8ZGP9i1pvLL2PcnnrAiVmucQaF/UIntNJsXklSFWV/j7rMT+h/eVtV0hRBEyI+D2YUg6CLcPgZgPDTuB42RoNgr0TWrk2qQaMiJdunQpztvbu8QbiA4dzzKCILTNyMi4YGpq+kT54Dp37uwyderUlMmTJ6dXdow333zTJikpSb+4ia0muXTpUkNvb2+HstpVh8YmTRTF4GoYV0dlyUJyknVEqtx9tlZXUz1kASuQbqkfAL3g1O5T+A31q9VlVSuqFEmASTog/c0teOAzcQW3OeA0WVeNW4eO55zQ0FDjsWPHOrZo0SJnwoQJlRZqnJ2dW8jlcvHQoUOxVbm+6qA6BJufBUF4FcnIUVSXuCADsY7a4C0kB9A/kMwOzxL5wCYkR9e7wMsUFYtUm6trc2XVQ0YE3PxeEmZSzwIiKCzBuhfY9IbGvaGefZnD6NCh4+lAFMXzT9K/W7duOfHx8eFPuo6rV69GPOkYNUV1CDbLCv6u5d96xCJSnIWOmiYOqaDiDHg4qOWp5y9gEhANdEWKzHnWfIUAtPmQsBdiV8OdYyDIwLIDeH0ATfqDuQ/IdD8vHTp06IBqEGxEUXxe3DOfDj5Bcph9p7YXUoVokT6TacHfn4DBPHu1rjR5kjATsxpyboKxPbT+RPKZMbQqu78OHTp0PIdUh8ZGR13hFlKaxMk8G6HNycBCpCRw3wEeQDjPnkADcOc4nH0V7sWAdQC0/RJsB4JM95PVoUOHjtKoMu2KIAhlJuYvZxtLQRD2C4IQIwjC34Ig/CgIwiOPp4IgyAVB+EoQhGuCIFwVBGFqZdf+zLIcSbvxlFfqEvIFWIlUWXsTUhK4wni7Z02oUSXDqQlwJAC0auh+AHoeBbuhOqFGhw4dOspBVf6n/EIQhE6Ufqv5HGhTxjgi8JkoiscBBEFYjmRQmfJQu7GAM9LtzhK4IAjCYVEU4yq+9GcPgzQD2IDkTOtQy4t5EsKh3dR2cAPoiyTgeJTR5ymlYW4o7BsG6nvQ4l1o8T7o6VKP6NChQ0dFqEp/mFZIydlLemUV/C0z4booimmFQk0BfwHNSmg6CtgoiqJWFMVk4GdgxJN8gGeJpt83hftImWSfRgrTKzUGrUILvwL/49kUarQauPguLdP/A/WdoP9F8P5QJ9TUYfLy8oS5c+c2cXBwaOns7NzC0dGxxbRp05rm5eWVqkOcN29eEwsLC+/iRTCXLVtWK8lLg4KCLPv16+f48HsdZWNra+t19uxZw4f3+/r6uu3ateuBoqb9+vVzDAqSqtAHBgbaFj/3CoXC5+Hzn5iYqGdpaeldkfMhCELbzMzMKrufx8TEGJibm3s/7vhnn31mtXjx4kYAf/75p9GmTZvMq2ruqqDKNDbV4TQsCIIMKZ7n1xIO2yM9xxdyE0ouOS8IwgdIAcFYWFhw/PjxKl3nwyiVykrPUd6+pbXTz9Snwy8duNPjDlG3oh6pg1RS38rse5LP+TiEfIGme5piccaCS59fAhkoVyipb1K/wsUVK7K+sto+7nhF9j+8T6lUcuLor3imL8Mi7yw39PsSp5iHeDEZKN+6K0pNXJs1kbSxthk5cqSDSqWSXbhwIdLc3Fybl5cnrF692lKlUgkKhaLUrKflKYKp49lk7dq1CUACSAKMk5OT1/jx49OKt5kyZYp9QEBAplKprJOBOGq1mjfffDO5cPvcuXPG+/fvN506dWqlc+RUNXXdaL8aSdOz5kkGEUXxA6S0bbi5uYnV/Y+31jMPvwdinoj1KmusPR9VklUmy3BJ+6o88/AfwCwgAhgE3dt2B9PKz1ORfrWRefjsoc20V34E6lvgu4Hrt1yqXSiooczDNYLvRl+3str0c+6XsSRgyZ3C9uNajUuZ3WF2alJWkt7g7wY7ldSnrCrfly9fVhw8eNDs5s2bfxfW5VEoFGJhav0zZ84YzZgxwz43N1eWl5cnmzBhQvKiRYvuljbmw8TExBh07NjRY9y4cSmHDx82zc3Nla1fvz6ub9++SoDdu3ebfvrppzZ5eXmCvr6++Pnnn8f37NkzG2D16tWWGzdutNJoNIKJiYlm/fr1N7y9vfNUKpUwefJk+z///NOkcePG952dnVWPm/9xY1TkM1Qnvr48cu7/7/9Ie/ttkrOykPXsicvDx8eNI2X2bFKTktAbPJhHzv20adydNo0auzlv2LDBslOnTln29vZFFbXXrVtnYWVlld+uXbvs/fv3mz6u77Zt28w++OADWzMzM03v3r0zix87evRovXfeecdWqVTKARYuXJg4evTozLKuqY8//thq3bp11lZWVuouXboUlQEp7Ddp0qTkkJAQk1GjRqXdvn1bX6lUypYsWZL08ccfN1EqlXJ3d3fPjh07Zm3dujX+cWuo6u/wcdRJiRBAEIQVSP4zo0RRLCmV9E0eNFHZQ90oZ1+rZAJrILlbMjwtSWfvIUVudUMSY38FfkEK535WuX2YNimvgUYFvULAeVptr0hHOTl9+rRxs2bN8kqq7A3g4uKSd+LEidjIyMiosLCwqG3btlmFhYUVmS2Cg4Mti5sjdu/eXeKVnpGRode5c2dlVFRU5FtvvZX4zjvvNAWIiIhQfPzxxzaHDx+OjYiIiNq0aVPcuHHjHAEOHDhQ/4cffjA/ffp0TERERNS8efNuT5o0qTnA559/bnXjxg2DmJiYiEOHDl29ePFiiek6SxtDR9ksWLDAvvj5PXnyZIOS2u3cudNy0qRJRWVC4uLi9NesWWO9evXqUrV5CQkJenPmzHH4+eefr164cCHawMCg6P6YkpIinzlzZrPvv//+ekRERNT+/fuvzpkzp1lKSoocHn9NnT592mjlypU2J0+ejD5//nxMamrqA0qPjIwMPQ8Pj9zz58/HFNfWNG7cWPPOO+8k+vn53YuOjo7cunVrfFlrqAnqpMZGEIQPgbbAi6IoPu4pYQ8wTRCEH5Gch4cg3Rqfb74H7kH8qHgalVUgqa6gAM4gRW8t5NnLjvwwN76HU+NQye2o3/cPMG5S2yt6KilLs1JaexsTm/yK9i+krPp6SqVSNnHiRLuoqCgjQRC4e/eu/rlz54x8fHxUUH5TlLGxsXbMmDGZAN26dcteuHChAmDv3r0Nbt68qejcubN7YVuNRiPEx8fr/fzzz2ZRUVHGbdq08Shc67179+QAISEhJuPGjUtVKBSiQqEQR44cmfrnn3/Wf3je0saoK5w5w2PPnYkJ2tKO29iQX9rxJ2X58uU3C88bSD42D7c5duyYcWpqqv7IkSOL2k2cOLHZRx99dKusmlDHjx+v5+npmV2oQZs7d27Khx9+2BTgyJEj9W/dumXQt2/fIo2VIAhERkYqrK2t8x93TR06dMikR48emXZ2dvkAgYGByb/99luR34xCoRCnTJlSLm1WaWvo1q1bjVQgqHOCjSAILZBcXmOBPwVBALguiuJQQRD2A4tEUTwHbAc6AFcKui4RRfGf2lhznWIH4AZZ7lllNq1VrgJLkfJT10MqmWpQqyuqGWLWwPnZYNWFi/I36aITap46OnbsmHPjxg1FcnKyvCStzfz5822tra3VwcHB1/X19fHz83NRqVQV1o4XfxLX09MTNRppKlEU8ff3z/zpp5/iHu4jiiJjxoxJebhaeOGx8lDaGDqqho0bNzYcNmxYanF/rAsXLtQPDAw0CgwMJCcnR6ZSqWT+/v7OISEhV4v3FUXxsQ7qoiji5uaWe+7cuUcEt5iYGIPSrqnSMDIy0shk5buES1tDTVHtpihBEL4QBOGwIAiHBEE4WFZ7URQjRFEURFF0E0WxdcFraMGxFwqEGkRR1IiiOEMURaeC14bq/ix1nhtAKFKId13N76JGCt73Qopju1iw/1kXakQRh3tb4Pxr0HQQBPxOvuyRh2UdTwFeXl55vXr1ypgwYUKz9PR0GUB+fj5Lly5tlJmZKcvMzNSzs7O7r6+vz9mzZw3Pnz9vUpXzDxgw4F5ISIjpuXPnisxbISEhxgBDhgzJ2LNnj+W1a9f0C9f1xx9/GAMEBATc27lzp6VarUapVAp79uyxLGn80sbQ8eQolUph7969FtOnT3+gWn1mZubFhISEywkJCZcXL158y9/fP/NhoQYgICBAGRUVZXz58mUFQFBQUMPCYz179lTeuHFDsXfv3qJrLiQkxFirLb0weJ8+fbKOHj1qmpCQoAewfv36hqV2KIapqammuEavsmuoSmpCYyOIotirBubRsbPg70s8GC9WV7iA5EtzERgGBAHPg8JCFOH8XByU28FpCrT/Wpds7ylnz549cQsWLGjSpk0bT319fVGr1dKzZ89MQ0NDcdGiRYkTJ0503L17t6WDg0Neu3btHlCfBgcHW4aGhhb5XfTr1y+jItoRLy+vvE2bNl2fMmWKg0qlkqnVaqF9+/ZKf3//G/3791e+//77CQMHDnTWaDSCWq0WBg0alN61a9ecefPmpVy+fNnYxcWlpY2Nzf3OnTtn3bhx45FHitLGeLJv7dmif//+bnK5vEjVER4eXq4ikdu3bzd3dHRUtW3b9rHO26Vha2ub/+WXX94YNGiQs5mZmWbo0KFFUVVWVlaa4ODgqwsWLLB744035Gq1WrC3t887cuTIIwJScTp06JD7+uuvJ3Xu3Nm9YcOG6r59+5bb0XfAgAFZX375ZWM3NzfPTp06ZW3dujW+MmuoSoTyqicrPYEgTEdy6s0AEEXxz2qdsAzc3NzEmJjq1ZDVSlSUCLRA8jb6o/Rxai0qqicQiWR+Glr+bk91VJSohbOBcHU98fVGYDdoN0jm1Uf61kTUUQ1FRVW5vvDSpUtx3t7eKWW31KFDx7PKpUuXGnp7ezuU1a4mHhsDgOuACun2W6uCzTPLBSAKWF/bC3mIU0iZj22ArUB9oE6lcqpGtBo4MxX+2Qqe73AtvTd2Ql21EerQoUPHs0FNCDbXRVF8lmpL1012IPmp1JXcy7lIEU5fAK8AX/OY9InPJoKogVPj4cZO8PoAWi6CkApmGNShQ4cOHRWmJgSb1oIgfMa/pqiPamDO54t8YBfwInVDG/IXMBGIAaYjFeN8ntCq8UhfBqrj4P0RtNDJ9Tp06NBRU9SEYBOMFNyro7o4AtxGioaqbb5DKk/aFDgEPG9u41o1/DmWRqrj0GY5eLxR2yvSoUOHjueKmhBsLERR1Ongq5MdgBnwQi2uQQPIkQSZuUiVuUrMt/kMo1XDyZcgPpirDWbgrBNqdOjQoaPGqQnBpq8gCI1AqsGhM0VVMUrgR2AcUgbfmkYNfAwcRKrb2BD4vBbWUdsUE2po8zm37vjgXNtr0qFDh47nkJqoFbUU2AecLHjpqEp+AXKoFTOU8U1j8EPSzjRDint7Hiku1Ph8AR7zantFOoD3j75vvTdm7wPJ8fbG7DV5/+j7j1aGrSB5eXnC3Llzmzg4OLR0dnZu4ejo2GLatGlN8/LySg17mzdvXhMLCwvv4rWEli1b9kS1T7799lvT6dOnN32SMXRUDFtbW6+zZ88aPrzf19fXbdeuXQ/U/urXr59jUFCQJUBgYKBt8XOvUCh8Hj7/iYmJepaWlt4llWKoKKGhocaDBg2q0jpfJX3GukZNaGxOAk6iKMYIgvC8GSeqny1I4dSda3BOEfgK2s5vCyZIVbuG1+D8dQhBzH9QqHF/vbaXVCtoRS0yQUZ6bjrmRnXBgx062HbIGf/zeMdvhnzzz0C3gVl7Y/aaFG4/6dgjR450UKlUsgsXLkSam5tr8/LyhNWrV1uqVCqheJr8kihvrajyMnbs2MyxY8fWWOVkHZVn7dq1CUACSAKMk5OT1/jx49OKt5kyZYp9QEBAplKpfGLFQ7du3XK6det2/UnHedqoCcFmFZKRZCrwGfBqDcz5fBADHAU+ombrtKuANZDRJgPLny2hcQ3OXZcoin4KqVGh5l7ePW7du4WnlVS+/deYX4lMjuTtLm8DEBIXQlxGHBNaTwBArVGjJ9NDqKIcOqp8FVl5WVjVsyJHnUPrr1szpc0U3uryFvUMaqaC6eRfJtuF3w0vM82/dT1r9f99/38uVsZW6uScZH0ncyfV0tClTZaGLn1sn5aNWuZsGbwl/nHHL1++rDh48KDZzZs3/zY3N9eCVCTwjTfeSAE4c+aM0YwZM+xzc3NleXl5sgkTJiQvWrTobkU+X0xMjEHHjh09XnrppZSjR4+aqlQq4Ztvvrn+1VdfWYWFhdUzNDTU7tu376q9vX1+UFCQ5f79+00PHDjwz1dffWWxfv36RmfPno3R09MTu3Tp4jp06ND04hWZnwV8fXErq02/fmQsWcKdwvbjxpEyezapSUnoDR6MU0l9qrM45sNs2LDBslOnTln29vb5hfvWrVtnYWVlld+uXbvs/fv3P1YrIghC2zfffDPht99+M8/IyND76quv4g4ePNjg6NGjpvn5+cLu3buv+fj4qPbt22fy9ttvNw0PD4/at2+fycyZM5uFhYVFWVpaaoYNG+ZgbW2tXrt2bUJaWppsxowZdpGRkcZ5eXmCn59f1saNG+P19PQ4f/684aRJkxzy8/MFFxcXVVlaybpATdwO7wM3C97rniqqkvWAPlKZgppgH8hyZWAEhMLljy8/10KNFP1U/ULNtbRrfHXmq6JCdZ+c+ATvr73RilLtlVPxp/joj39d1/ZE7mHBoQVF2zP3z8Qp6N//47su7+KrM18VbcekxHAl9UrR9vX061xLu1a0ve3iNnZd3lW07bLahTcPvwmAsb4xvR1749ZQus8YyOtW0a8GigYaK2MrdZIyycDK2ErdQNHgkaKVFeX06dPGzZo1yyupACaAi4tL3okTJ2IjIyOjwsLCorZt22YVFhZWZLYIDg62LG6O2L17d4k3sIyMDL2uXbsqo6KiIseNG5fywgsvuM6ePftubGxsZKtWrXJWrFjxiAlr5syZae7u7rmzZs2yfeutt2zMzc3znzWhpq6zYMFGV++ZAAAgAElEQVQC++Ln9+TJkyVaKnbu3Gk5adKkomzacXFx+mvWrLFevXp1ubR5ZmZmmvDw8KglS5bcGjNmjHPhtTJq1KiUxYsX2zzcfsCAAVkjR45MHTt2bLM1a9ZY/vPPP4arVq1KAJgxY4Zdt27dsi5fvhwVFRUVmZKSordq1aqGAOPHj28+bdq05MjIyKjZs2ffDQ8Pr5mnlyegJjQ2MsBCEAR/nqsUbdWLLE8mZfL9P+CJPQbKQAnMAbZA06lNoT/QCKk8wvNIgVDDzT1cbRCIcxULNXn5eRy8dpAezXtQz6Aex+KOMet/s+jj1AcXSxdGtRiFj41Pkfnno54fsbTHvxqIT3t9WqS9Aejv3B83y38fcH+M/pHr6deZ6TsTgLm/zyUlJ4Wz084CMPnXyWi0GkInhQKwMWwjRvpGvGf3HgBLA5Zi1+Dfn/JXL/4rJNUUpWlUilNofprTYU7StkvbrBZ2W5g40G1gVtk9H09ZZWiUSqVs4sSJdlFRUUaCIHD37l39c+fOGfn4+Kig/KYoY2Nj7ejRozMB2rVrl9O4cWN1586dcwHatm2bc+TIkRJvmFu2bLnp7e3tmZ+fL1y4cOGZ/JVWVLNSvL2NDfnVqZlZvnz5zTFjxhQ9xJfkK3Ps2DHj1NRU/ZEjRxa1mzhxYrOPPvrolqmpabmqRU6cODEdoEOHDjmCIFB4rbRv3z5n7969JdqDP/nkkyQ/Pz/XhQsXNj1z5kyUvr4+AIcOHTK7cOFCvdWrVzcGUKlUsiZNmqjT0tJkV65cMQoMDEwF6NmzZ7aLi0tuub+MWqImBJtPgNeQbofza2C+5wKr41ZSnFl1G/ZOI+Wl+Qd4D+K7x+PIE/u0Pb0UE2qqMvpJFEXua+8D8Netvxj03SB2D9/NSLeRDG86nBfGvUCT7CaQCt54493QWwqxl4EgCOgJ//6U6xnUe8AkNNTjwcJce0bs4b7mftH24u6LyVX/+7/qA/8PHmh/YNwB6unXI6Qgc/LE1hOr4BNXP8V9aga6Dczq2bxnVvHtyo7bsWPHnBs3biiSk5PlJWlt5s+fb2ttba0ODg6+rq+vj5+fn4tKpaqwdtzAwKDoBieXy1EoFMW3xfz8/BL73bp1Sz8nJ0cmCALp6elyCwuLmiurrKNcbNy4seGwYcNSi/tjXbhwoX5gYKBRYGAgOTk5MpVKJfP393cuqcI3SIIvgJ6envjwtaLRaEo0F6WlpckTExMNDAwMxLt378pdXFwA6f/Pzz//fNXT0/P+Q+1lVWXCrklqwhQ1RhTFd0VRfBspH62OKqDJ3ibgBvhX3xzWB62lqCc1EAIsA1Gveoum1mm0ajg5pkioqarop+y0bEYtGMXtHbdhPnRd0JX0n9IZ0WcEGICZtRlNnJtIkWduBS9rpBIaJkjO432AecBmJGG0jDrMxU1Gvra++Dv8eyH5O/g/sF3foH6V+efUJKcTThsXF2IGug3M+mbIN/+cTjhdpm9OaXh5eeX16tUrY8KECc3S09NlAPn5+SxdurRRZmamLDMzU8/Ozu6+vr4+Z8+eNTx//rxJWWNWFSqVShgxYoTT4sWLb7311luJI0eOdFSr1TU1vY5yoFQqhb1791pMnz79gaKumZmZFxMSEi4nJCRcXrx48S1/f//Mxwk1lWXMmDEO48aNS9mwYcP1cePGORZev717985YunSpTaGwnJSUpBcdHW1gYWGhdXFxyV2/fr0FSJqmK1euGFXlmqqDatXYCILwHhAgCEKhfbljdc733HAJTCNMYSXVUEf5XzJbZsIEpLw0ZtU3z9OAIKrhxCi49RP4rAT3uZUbKA+4AEm/J9Hwfw0hBer9U4/vxe+l44Ygs5dhZmcGPkgZnE2R/JoMC15apAIlaUhau2QgGqkeV6HiRR/ogFSCNgDoVND3OWJZj2V3Ht430G1g1pOaogD27NkTt2DBgiZt2rTx1NfXF7VaLT179sw0NDQUFy1alDhx4kTH3bt3Wzo4OOS1a9fugfmCg4MtQ0NDi8xI/fr1y/jyyy8Tn3RNAIGBgU1btmyZ88orr6QDHDt2rMGcOXNsC6JxdFQh/fv3d5PL5UVPeuHh4RHl6bd9+3ZzR0dHVdu2bWs0QcaSJUsaqVQq2bJly27LZDKOHj2aPn78+GZ79+69vn79+vhZs2Y19fDwaCEIgmhgYCB+/vnn8e7u7ve3bdt2fdKkSQ5r1qyxbtWqVY63t3d2Ta67Mghl2YsrPKAgGImimFvw3h/ojpS6TQtEi6JYq45sbm5uYkxM9Tq+Hz9+nO7du1df3xmg2aJBniQHi4qPU9Kxon3BwG/AFjgeUkq78q61Ehw7dowVK1bw/fffU69evUrPU5F+pbbV3Cf5l55YqU6Az5fgPqfMfkX7VUj17I9A5i+ZmF41lYQb4Ib5DewC7JB5y6AV/JX9Fx3HdKy8HlUDxAGXkep1HQXOI/3yFEAPiHWJxfV1V0nLU0Eq8H1Wubh96dKlOG9v75SyW+rQoeNZ5dKlSw29vb0dympXHRqbeEEQfgb+W1BKocLlFARBWAEMQ/r36yWKYngJbT4AAoHCJ52ToijOrOyinxqygB1wt8ddbCwecXyvNLJcGUwDNgG+1Fr82sGDBxk8eDBOTk5kZ2dTr14tO+Br8uDESEmoaRsEbq+V3l4ELoP9TntYhpTFSQWiXOR60+s0n9Yc0wBTbnvd5lLcJZr1blbUVXVc9WTGYTngVPAaUrAvE/gDqW7Xb+D6P1cIAlogleDoC3ShyrJWp+WmYWH0GGlbhw4dOmqA6vCxcQUuAqsEQYgVBOFdQRAqmhXzZ6AbcKOMdt+Ioti64PXsCzUAOwElJA6sEs21xEVoN72d5J/xDnCCWjE97d+/n0GDBuHm5saxY8do1OiJErI+ORoV/PF/kPArsaazHy/UFJa1mIoU9+cNjhsdEZNFVNNUsBcS4xIZNmsYEW9GwP9BY5fGNNCvgXyVpsAApGxSV+D0ttOSadEa+BKptpcFMBBYjaThqYBLhlbUEpYUxrLQZXTe3Bmr5VZV/AF06NCho2JUucZGFMU0YA2wRhCEFsAbwHUkq395xzgBPJUOi9WKCKwDWkOWxxO7CUiogcEgz5XDYaBH1QxbUX755RdGjBhBq1atOHjwIBYWtfzUn58DoUPg9iHwXU/iLVdcix+/DewFr81ekhifhyRE9Ab6w0mTk8zNmIuTuRPfDfgOW2zZ1HYTne1qMkX0QwiQa58L45EcjZXAMeBAwWtfQTtjoD2SX44XkrOyFDxBpiqTc4nnOJ1wmjMJZzh16xR3s6Xcc+2btOf9ru/X4AfSoUOHjkepch8bAEEQZEiK7olImpdfRFGcVolx4oABpZiipiK5UN4G/iOK4qnHjPMBUkUjLCws+OGHHyq6lAqhVCqpX79+lfc1vWhKm9fbEDMvhisBV0qdo7RxlEolZloz8uvlgxxMokxIbZCKga1BmWMU3/ckn7M4ISEhLF26FFdXVz777LNS56wIFelXvK1Mm4tX2nuY3b9IjNkCbhv3R6lUYpltiVWoFVYhVjSIbIAgCmRbZ5PWNY1Uv1TSWqRxUXkRH3MflEolR+8dxdzAnK4Nu5a4nrK2K0uuJpfkvGQy1ZncU9/jXv49lPlKBATu37+PkcIImSBDT9BDX6Zf9Ncs2QybGBuaxDShaWxTbG/YItfIi8a9U/8O18yukVwvmWTjZO6b3kffXB/rBtbYmdphZGiEVk+L54eeOh8bHTp0VDnl9bGpDufhL4DRQASwDfih0Jm4EmPF8XjBpjGQKoqiWhCE3sC3gIcoiqmljflUOw8PAk4BN+H46dLnKG2ci19epPXy1lIOnIWPb//wPq1WS2hoaJU6D2/ZsoVp06bRsWNH/ve//9GgwaPmmRp1HlZnwfEXIeUkdNwGsnHwPdzbco8G0QVr80ZKjDgUjqccp3uANMfas2uZuX8m56adIys2q8zvs6zt8qDWqDl16xTnEs8RlhRGWFIYMakxRVmJnwSFWoFbphudcjrhc8+HZgnNcM1zpWFOQ+pl1kOWKpPyij+MqHMe1qFDR9VTm87DaUAHURTLlRm0soiieLvY+0OCIMQDLamEs/JTQQywF1iEFPpbGfKBJeC9zFsyLQwsXze1Ws3ChQtJTExk0qRJlZz8UVasWMGCBQvo06cPP/74Y+07Ct9Ph2MvQNpZuLcTxo2SIppAMsd8guTSXpCRTxRFTv14CsNbhnRs2pHx3uOxMraijU0bQmNDq22ZWXlZHLh6gJ9jfmb/lf1kqDIAaNqgKW0at2Fki5G4WLjQ0LghlsaWWBpZYmpoioBA6IlQOnXuhEarIV+bz33Nfe5r7pOnyUOj1WCoZ4hCTyH9lSuwMLJALpO0NsePH6d592KFgkUgG8kMd7/YS4cOHTpqkerwsVlW1WOWhCAItqIoJhS8b40UQVVjBcxqnC+QIlcq6yIdD7wEnIDb/W5js8cGymH1iIuLY8yYMfz111+88soraLVPrgkQRZF33nmHTz/9lJEjR7J9+3YMDGq3xpChMgv29ABtJKwOhrNDoBVSgdFREHYz7BFtyn3NfVZeWclF8SK7h++mvkF9RrQYUS3r04paDl07xIawDeyL3cd9zX0aGjdkiPsQBrkOws/ej0b1yna2NtU3LVe7ciEgXUNPbj3ToUOHjiqjJmtClxtBEIIEQbiFlJ7ssCAIEQX79wuC0K6g2UeCIIQLgnAJ2Ai8XFyL80yRDHyD5PRZ2XtSIlJtpx0Q81ZMuW5GISEhtG7dmsjISHbv3s369euRy+VldywFjUbD9OnT+fTTT5k+fTo7d+6sPaEmHylnz8REOkS/Bepo2PEr9BsiGVIvIUWJFasg8fedv3lt/2toRS0KPQUrWq1gx9Ad1bbExKxEPgz9EMdVjvT7th+hN0IJbBdI6MRQbs+/zX8H/5ehHkOrTljRUS5sbW29zp49+0jKw71795q0atXK3d3d3dPR0bFFx44dXTUaqerCokWLrB0cHFrKZLK2u3bteqDwpa+vr1vTpk29Cgsnrlq1yrKkefft22diZGTUprCdq6ur58aNG4vqAsXHx+v5+fm5ODg4tHRzc/M8evRoPZB+d3379nUq3N+5c2eXiIiIKgryf/543Pn39fV1e/jc9uvXzzEoKMgSIDAw0LZ4gUyFQuGzbNmyB368iYmJepaWlt4l1ZgqjdDQUONBgwY1L+lYTEyMgbm5uXdFxnuYffv2mbRs2dLjScaoKWqiVlSFEUVxNjC7hP0vFHs/oUYXVZusRUr0VtEM/ipgP5I/SAek4Pn6SOkSyyAzM5MvvvgCd3d3vvvuO5o3L/H3UiGys7N56aWX+PXXX3nvvfdYunRp7US+hSMVEN0BaG7A+z0RzW4j2B2AA/6lppe7fOcy317+llm+s3Br6Ia9sT368nIH/JWby3cus/zP5ewK30W+Np9ejr34rPdnDHYbjEJPdz+qi6jVasaNG+d08ODBmA4dOuQCnDx50qjwGu/Zs2fWyJEjMyZPnuxQUv+Hiyc+DicnJ1V4eHgUwPnz5w27du3qMXny5HS5XM68efOa+vn5KT/77LMrv//+e/2JEyc2j4uLCwcYP358yujRozPlcjkfffSR1dSpU5udOnUqtqo+v46yKcgAnQCSAOPk5OQ1fvz4tOJtpkyZYh8QEJCpVCorpHjo1q1bTrdu3a5X4XKfWuqkxkZHMXKBr4AXAffydzOKN5LCdYchaR+gXFqaiIgItFotpqamfP755/zxxx9VItTcuXOH7t27s2/fPlavXs2yZctqVqhJR/oe2yGFMK8CesdAUFdokspFm8+gx6NCTY46h5m/zeTQnUMAjPEaw/U513Fr6EZVI4oiR68fpf+3/Wn1dSt+jPqRme1ncuW1Kxx6+RAjW4zUCTWFTMYOX9yq5TUZu7IX8CgZGRny3NxcWZMmTYoyAfn5+eXKZNK/WX9//5yWLVvmVdE3AEB6erq8fv36mkJN6m+//Wb++uuvJwP07dtXqVAoxD/++MNYLpczduzYzMJ2Xbt2zU5ISKhd++8T4OuLW1AQlgB5eQi+vritXSvlYc/KQubri9vGjZgDpKYi9/XFbds2KTtXUhJ6vr647dyJKcDNm9J2cDA1kFjqXzZs2GDZqVOnLHt7+6JqpuvWrbOwsrLK79at22PzeWRlZcn69+/v6OTk1MLNzc3zhRdecIRHNSoff/yxlb29fcu2bdu6rV27tmHxMXbv3m3q4+Pj3qJFC4/WrVu7HzlypF7hGG5ubp7Dhw938PT09PDy8vI4f/78I5optVpNly5dXFq2bOnh7OzcYvjw4Q4qlUoACAoKsvTz83N58cUXHZ2dnVv4+Pi437x5s0iJ8v7771t7eXl5eHp6evTo0cO58NiOHTvMXF1dPd3d3T1dXFxa7Nu3r9I11nSCTV3kM6T8IiBpFZKR8st8Vs7+26HdK+0kv5q9SFlmy0Cj0bB06VK8vb3ZsGEDAM7OzlViJoqKiqJjx45ERETw008/MWvWrCces1xokcoKjAWaALOQyg6sAqIvwJCuYKCCXse4Z+D5QNfCaEFDPUMu3L5AYq6UEFEmyDA1fEDT/MSIosj+K/uZeWEmPb/pyYWkC3zY40Nuvn6TL/t9ibNFVdQP11HdWFlZaUaPHp3i4eHh1aNHD+d333238dWrV8utznvvvfeaurq6eg4ePLj59evXH9vv2rVrhu7u7p7NmzdvMWDAALdPP/00HuD27dtyURSxsbEpulE2adIkLy4u7pEf8apVqxr16dMno6KfUUfZLFiwwL64uenkyZMlCkw7d+60nDRpUlGkX1xcnP6aNWusV69efau08X/66acGmZmZeteuXYuIiYmJ3LZt2yOJbE+fPm20cuVKm5MnT0afP38+JjU1tUiwiIiIUHz88cc2hw8fjo2IiIjatGlT3Lhx44rMXrGxsUaTJk1KiYyMjHrllVfuTpgw4ZEnW7lcTnBw8D/h4eFRsbGxERqNhqCgoCLh6fLly/VWrVoVf/Xq1QhXV9fc5cuXWwOsXbvW4tq1a4YXL16MioyMjOrbt2/mrFmz7ACWLl3aJCgo6GZ0dHRkVFRUROfOnStdk6pOmqKee9oDI4HvkJyGnYGPge/L0XcG8DVkeWdh9psZ2JbdJTY2ljlz5hAREcHYsWMZPXp05df+EKGhoQwZMgR9fX1CQkJo3759lY39WO4C/4UOQR0k3yJTYDIwBamw5N0/IGQA6JtCj8PQwJXi9rmfon5iSegSTkw6QT2DeoROCuVE6IkqX6YoiuyL3ceSkCWcTTyLtcKar1/8mgmtJ2Co95xVrKwoW6jWqMvK8s0339x8++23bx84cKDB77//brp69erGf/75Z5SXl1epmpqdO3f+4+zsrM7Pz+fdd9+1GT58uOP58+dLDIYobooKCwsz7N27t1v37t2VRkZG5fLsX7hwofWVK1cMT5w48dSaoc6c+TdQRKFALL5tYoK2+LalJZri2zY25Bfftrd/cPtJedikWJKvzLFjx4xTU1P1R44cWdRu4sSJzT766KNbpqampZ7Hdu3a5Vy7ds3w5Zdftg8ICMgaMWLEI+bLQ4cOmfTo0SPTzs4uHyAwMDD5t99+MwfYu3dvg5s3byo6d+5cZAPQaDRCfHy8HoC9vX3eiy++qCzolzp//vxmaWlpDyhBtFotS5cubXzkyBFTrVZLZmamXvHrr23btkpnZ2c1QIcOHbKPHDnSAGDfvn1mf//9d70WLVp4Fs5rYmKiAejSpUvWggUL7E6ePJk2aNCgzPbt21e6SKhOY1MXCUASYv4PqWrznYLtgHL09QU+gIufXyyXULNt2za8vb25efMmO3fuZMeOHZiZVU09hc2bN9OrVy8aNWrEX3/9Vb1CjQgcQRIImwJvQ17DPNgOJCGZoXyAxANwrC8Y2UDvkwVCjSRk3NdIscpW9awwMzQjNVdKiaQnq1r5XxRF/nflf7wa9ioDdw0kOSeZjQM3st13O9PbTdcJNU85np6e9+fNm5fy+++/X2vTpk32Dz/8UOYPqvAmoKenxzvvvHPn0qVL9QudjkvDx8dHZWtrm3fs2LH6jRs31gAkJSUVXbCJiYkKBweHoiD8jz76yCo4ONjy4MGDV0xMTJ48xFFHpdi4cWPDYcOGpSoUiqJEchcuXKgfGBjoYGtr6/Wf//ynaUhIiKm/v/8j6lpPT8/70dHR4X369Ll3+PDhBi1btvTMycl5wIheWn46URTx9/fPjI6Ojix83b179+9CIag8rF+/3uKvv/6qf+rUqejY2NjISZMm3c3LyyuSJxQKRdG1JZfLxfz8/KK533jjjcTCea9cuRIRFhYWDbB58+b4zZs3xxkYGIijRo1y+vzzzxs+MnE50Qk2dZXuQKGF8TUeL9SISEUNvynYnoSUY7mcwUvNmjWjd+/ebNmyhTFjxlR2tQ+Qn5/P3LlzmTp1KgEBAZw6dapK/HRKJB2p5pE7Ut2jI0gmp0i4uOoijOPfvD83dkPoIGjgDr1CoZ7kSpGrzmXmhZl8/MfHAHSx78KxCcewN7Wv8uUejztO1/925YWdL3Av/x6bB20mdlYsU32moi+reidkHTVHZmam7Mcff2xQmBIhJSVFHh8fb+Do6FiqtkatVlP4tAywefNmCxcXl9zyRCDGxcXpx8XFGbq7u6sAXnjhhfSVK1daAfz+++/1VSqV0KVLlxyAFStWNNy6davVkSNHYq2trcuWmnRUC0qlUti7d6/F9OnTH0g4mZmZeTEhIeFyQkLC5cWLF9/y9/fPDAkJufpw/2vXrunr6enx8ssvZ6xfvz4+LS1N7+7duw88ffXp0yfr6NGjpgkJCXoA69evLxISBgwYcC8kJMT03LlzRU9QISEhxoXvb968qThw4ED9gn4Wrq6uuRYWFg8IwRkZGXoWFhb55ubm2tTUVPkPP/xQYhTfwwwYMCBj06ZNjZKTk+UAubm5wqlTp4wALl26pPD19c1duHDh3REjRqSeO3eu0onNdKaouspnSL7zLwIbkG7aDws3qUgmll+Rcj2PL3tYjUZDcHAwx44dY/HixXTv3p3u3btz/PjxKll2RkYGo0aN4uDBg8ydO5fly5ejp1cNl1kYUrTYTiQH605Iwt0IoPDneqdY+5jVcH4ONOoK3X4FA1MyVBmYGZphpG+EewP3avVlOZNwhvmX5hMWEkYTkyase3EdTvec6N2md7XNqaN66d+/v5tcLi96ND558mTUV199ZTVv3jx7hUKh1Wg0wvDhw9PGjx+fAZIJaMOGDdbp6el6gYGBDnPnzhWjoqLC9fT06N+/v8v9+/cFAGtra/V333137XHzFvrYAKjVauHtt99O6Ny5cy7AypUrb40ePdqxWbNmlgqFQrtly5brcrmc9PR02ZtvvtnMxsbmfo8ePVwBDAwMtH///Xd0dX5HzzIPn//w8PCI0toXsn37dnNHR0dV27ZtK2VqOX/+vNHChQubAmi1WmH27Nm3HRwc1OHh4UWCSocOHXJff/31pM6dO7s3bNhQ3bdv3yJzlZeXV96mTZuuT5kyxUGlUsnUarXQvn17pb+//w0Ad3f33B07dljMnz/fTiaTsW3btkcirV599dXU3377zczZ2bmFtbX1fV9f3yyVSlWmomTmzJlpKSkpen5+fm4AoigKU6ZMudupU6fcN954o2lcXJyhXC4XGzRooPnvf/8bV5nvB6qpVlRd5qkoqaDtDn0BS+AmcBLJxFLMHHXxy4u0XtFaciz+FJjDAxE9Ja3h8uXLTJ06lTNnzjBw4EB++umnorw05Smp8PC+h49HRUUxZMgQrl+/zrp165gyZUqlvoOHKZrnPlIV7dVIGYGNkTQyM4DWj+nn7w+X/wPhS6HpEPDbBXJD/nvhv8w5MIeomVHYNrAt85w97nhZ+yOTI3n/6Pv8FP0TZvpm/KfHf5jedjpG+kZVUlKholRbuY8H0ZVU0KHjKWTfvn0mb7/9dtNCH666Rm2WVNDxpHyLlDxuKWDAvz43Zwvex4D3fG/JqXgv0Kb04fLy8li2bBmffPIJZmZmvP/++yxZsqRKw62///57Jk+eTL169Thy5Ahdu3atsrH10/VhCfA1kr+ME7ASqcRqad4LogbOvgpXN4DTFLK9P0eVl42lsSH+Dv5MbD2x2vxZbqtuM/HniWz/ezv1DeqzpPsS2qrb8kLHF8rurEOHDh06Ko3Ox6auISLlnWkGFE9BGIDkOwLgBlFvR8F5yhRqAG7cuMHy5csZM2YMUVFR9OzZs8qEGrVazfz58xk1ahStWrUiLCys6oSai8Ak6DSqk+Q35I2UKTgWmEvpQk1+Li3SF0tCTYt3ud/2K1pt8OGNQ28A4GjuSFD/ICyNy2UaLjfJ2cnMPTCX8WfG8134d8zrOI9/Zv/DQv+FGOsZlz2ADh06dNQSAwYMyKqr2pqKoNPY1DEszlrAaSS/muLZJ75HEmx+A9rD3d538azvWdIQj+Dq6kp0dDQODg5Vuta0tDR69epFaGgor732GitWrHjyvDdaYB+SRuY4YAxJLyRh+6mtVIiyPOSlQeggGqr+JMn1LWy8P8QAWNB5AS0btXyy9T2GrLwsVv61khV/riBbnU0/636sH7Oepg2aVst8OnTo0KGjZHSCTV1CBIetDg9qa7KRiktsQQrlrqSCoaqFmkOHDjF16lRUKhU7duxg7NixTzZgDrANSaC5AtgDy4EpcOXSFWzdyhG7DpB9A471A+U/7GAA43/7lDDbUbSxacOr7V59sjWWgFqrZs2ZNSwNXcrd7LsMdR/Khz0+5E7EHZ1Qo0OHDh21gE6wqUv8Dg2iGvyrrQkDxiDd6N8FPgBqOSJYo9Hw7rvv8sknn2Bvb09oaCgtWz6BFuQ2sAZYB6QhJSf8DqkUREWvzvSLaI72BY0KecBBzC9n8aVjTzytyqfZqghaUXLsWM0AACAASURBVMv3Ed8z/+x8ElWJ+Dfz55fRv9CxaUcA7jwQkvUv+fkQFgZPWEtUhw4dOnQ8Bp1gU1cQgUWgslZhOKHAoXUvksbmCOVLzlfN3Lx5syhD8ZQpUxg+fHjlhZoYYAVSAr37wGBgPuBH5WJqEn9HPDGCO3k5LBTbsdnan/pRx5nTcU7l1lcKh/85zFuH3yIsKQzHeo7sf2k//Zz7PdZv6cIFOHYMgoNbEhEB9+7B0KEw+5Eyrzp06NCh40nROQ/XFXYDZ+HW0FuSUzDAe8Df1AmhZvfu3bRu3Zrr16+zc+dONm3ahKFhJSKK/gSGICXU246UUDAG+AnoQoWFGq2o5e+TsxBDXkSo70hs2228/eL2iq+rHIQlhdFnex96b+9Nak4q24duZ2PbjfR36V8k1OTnw7lzcPSoVVG/V16B+fMhPt6Y0aPhu+9g3bpqWeJjydfmk30/m3vqe+SqcwHQaDVk388uNUupjpKxtbX1Onv27CM/gL1795q0atXK3d3d3dPR0bFFx44dXQszCC9atMjawcGhpUwma7tr164HCo75+vq6NW3a1KuwvtCqVatKNDrv27fPxMjIqE1hO1dXV8+NGzeaFx6Pj4/X8/Pzc3FwcGjp5ubmefTo0XoVnUNH2Tzu/Pv6+ro9fG779evnGBQUZAkQGBhoW7yOlEKh8Fm2bFmj4u0TExP1LC0tvUsqxVCIIAhtMzMzS7x/P25tdY2SvquqQqexqQuogLcBB2i2oxkcRiqloAdSvdraIz09nVmzZrFz5046dOjAa6+9VvEMxVpgP1K+nRNIn2khkjN0o1L6lYWoJfrwUFol/0qyaXuseh+hu36lC8I+lmtp11gatZSjIUexNLJkZd+VzGg3A4WeguPHjxMeDvv2QUgInDwJWVmgULizcCHo68OGDdCoEVy5cuahvD9Vu8703HT2xu4lOiWam5k3SVImkZSVxG3lbdJV6UXt1pqtZUb7GUQkR+D9tTfBI4IZ5jmM07dOs+DQAuxM7bBvYI+9qT3OFs64WrpiZ1qpgtfPFWq1mnHjxjkdPHgwpkOHDrkAJ0+eNCoUenv27Jk1cuTIjMmTJzuU1P/hGkOPo3itqPPnzxt27drVY/LkyelyuZx58+Y19fPzU3722WdXfv/99/oTJ05sHhcXF15YYby8c+ioHtauXZuAlHqVxMREPScnJ6/x48enFW8zZcoU+4CAgEylUlljige1Wo2+/rOT+Vwn2NQFgoAbgAC5rrno79Uvd0mE6iQsLIyXX36ZpKQklixZwjvvvMOJExUoBqlG8pf5FCmE3R6p/MFUoNLJsiEmJYa0rAQ6JXyNZ/Kv/NOwLw49fwX5k1ciL87d7LssDVnK1+e/Ro6c97q+x6teC4i6aMqHSyQtDMBPP8GiReDpCePGgb8/yOWn0dfvDECbgpD8K1eefE2iKJKtzqa+QX2y72czfM9wRrcYzYTWE0jNTWXCzxPQk+lh18AOGxMbPKw86NG8B43qNcJIz4gb12/gZ+8HQKN6jfi016d4N/YGJEdomSDjVPwpvr/3Pfnaf0vHGP4/e+cdFtXRxeH3LmXpVaQpVUQQg4CigopgxV6wxlhjEo3BFktsMTExahJbNBpNrIkmxhq7UcGuYBdEUQFBQASkw1J27/fHCrEgYEH9kn2fh8e9d+bOzBZ3zz1zzvmpa2EltcLjvgdftPqC+jXrk1GQQV5xHlb6VkiEN+D89S4nT64nD5hCKjlIaI3TU+0DSSOYdJJRpxuOT7WP4D4jyHjqfBXIzMxUKygokFhZWRWXnvP19S0ofezn55f/IuNWREZGhpqenp68tNDmnj17jG/fvn0VoH379rlSqVQ8fvy4TnXM/aYYNmxY7YiIiGqpneDm5pa/evXq1yKwunLlStNmzZrl2NjYlP1HW758uYmZmVlJo0aN8vbu3Vslb8b+/fv1goODbaRSqejl5ZX7qAe2tA3A19c358CBA0Y7d+682bhxY5m1tXWDAQMGpB07dkzf1ta28Lvvvkvs3bu3Q25urlphYaGkTZs2WStWrLgL0KtXLzsvL6+8qVOnpj553KtXLzsNDQ0xPj5empSUpNm0adOctWvXxmtpaYkPHjyQjBw5sva1a9d0CgsLBV9f35xVq1YlVEs1+kd4K7eiBEH4ThCEWEEQREEQyg3iEARBTRCEZYIg3BYE4ZYgCO+/7nW+ElJRFp+TAJ5weeFlyvk6fq3k5eUxZswYJkyYgI6ODqdPn2bGjBlVl0YoQCk66YRS5kFAKXdwC2WF5JcwakRRZPS2IHRPdEGM3wIe3+HQdh/J9zRfieEAytTtWaGzcFziyPJzywkyn0LrC1fZN/ErbC0MadcOvv4arlxR9v/oI7h/HyIjwe7d+dT0DqFGjTLdQUJiQ5h/cv4LrSWvKI/QuFACfw2k2S/NMPvWjI92K7O7zt49S3R6NHJRudVhb2TP9Y+vkz81n5gxMZwcdpKtfbaytONSZvrNZKLvRIJqBfGO+TsAWOhZMMl3UpmURHOb5oQOCSVmTAyyaTLujrtLyOAQfur8E6MajcJcas7V+1fL1vZH5B/UXlibe7n3APjlwi903tj5hZ7nvwEzMzN5v3790lxcXBoEBATUmTp1qsWtW7eqfBs8bdq0WnXr1nXt1q2bfWxs7DOvK5VUsLe3r9+5c2fnefPmJQDcu3dPTRRFLC0ty34oraysCuPi4sos/qrOoeLFmThxos2j200nT540KK/fxo0bTYcOHVpWTTsuLk5j6dKl5j/88MPdqs5VUFAgDBo0yGHBggUJV69ejWrevHlucnKyZmnb4MGDHZYsWRIfHR19zd/fP6e0rZTk5GSNs2fPRm/evPlOjRo15AcPHrwVGRkZFRkZee3SpUs6W7ZsKXftT3LhwgXdffv23bp582ZEQkKC5oIFC2oAjBw5snbLli1zrl69GhUVFXUtLS1NffHixS8sbllV3laPzQ5gMXC8gj7voqy964QyCfqiIAiHRFGMq/7lvUJmoUx1tgL2gDzqzWrThYSEMHz4cGJjY+nRowcbNmxAV7eKlkgWSv2mRcB9wAdlxlNHXsqELlIUsTx8OcM8hiHNuc4e0zQ0SkQEn63IzHqw4BuYMweaNYO//37xeQqKivjyzy0s3XqR3Nvv4BM4lTUTe1Fwty5NguX4+MC0adC8OTRtCgYGEBoKZv+E09DYqjF9tvRhap2ptKIVIbEh9NnSh81Bm5VeuWegEBUUK4q5n3efUwmnOBF/guPxxzmfdL7McFET1Gjr0Jbu9boTEhtC36192Ry0GX97ZRCWmkQN5xpVLfZTMWoSNawNrLE2sKaVXSsAQqWPSyr42/mzvNNyauoq9xML5YVliuivhTCerY2ij6LCdktKKmx/QdavXx8/ZcqUe/v37zc4cOCA4Q8//GBx6tSpqAYNGlQohLlx48aYOnXqFJeUlDB16lTLoKAgh/Pnz5e7vke3oi5cuKDVtm1b51atWuVqa2tXqNb9PHO8zbwuj8qL8uR2X3mxMiEhITrp6ekaffr0Kes3ZMgQ2zlz5tw1NDSssur6lStXtLS1tRWdO3fOAXj//fczxo0bJy9t09LSUnTo0CEXYNCgQZmjR49+7Adm6NChZf9hS0pKhFGjRtU6d+6cniiKpKWlaVy4cEEnKCgou7J19OjR40HpugcOHJi+fft246lTp6b+/fffRhcvXtT94YcfLABkMtljHs3q4q00bERRPAFUVh23L7BKFEUFkCoIwg6UEojfVv8KXxFRwE/AhyhjTswfnnsD5OfnM3LkSFasWEGdOnU4duwYcrm8akZNKkpjZimQjVLnairQgleiGnQ16yqfHv+Ud4pj8b37I5qaxuB/kot3PAhqBTExyiyj776r+pjzT87Hy6IxrR39yc1TMHyMNbHRMkTZAGAAJmZFDHbQpK4pKIxh9+4TtGnjR7G8mPSCdBLy08nIzOBU2iniL8eTKcskuzCbnMIcmtVqxuSrk1mRuILYjFjqmtZl/MHxpGelI1wSKCwppFBeSEFRAfLj8se2fCo05YH9t/cTGhdKkaIISz1Lxh8cj66GLoZahhhrGSv/tI0x0zHDSt8KK30rLPUtsdSzRKouLfd1aGzVuMw4AqWHKTwpnEm+kypci3MN58cMqVGNRzGq8agqvf7/ZlxdXYtcXV3Txo8fn9ayZUunrVu3GjVo0KD8/P+H1KlTpxhAXV2dzz77LGXBggVWcrmcyhS+PT09ZdbW1oUhISF6w4YNywBITk5WL/XaJCUlSe3s7IpeZg4Vr55Vq1bV6NWrV7pUKi3bN7p48aLeqFGjtEeNGkV+fr5EJpNJ/Pz86pSn8F1KqZL8s9oqqzBvYGBQZujMnj3bPCsrS/3ixYtROjo6Yv/+/W1LhS3V1dVFhUJRNlhhYeEzb1VFUSybVxRFduzYccvV1bXoWf2rg7fSsKkiNjx+DxwPlBvhKAjCLJRF+TExMXllStbPIjc3t9I5JDIJ3oO8UddU52z7sxRHF0N01a6tyhwVtT/ZdvLkSRYtWkR6ejq9e/dm2LBhyOXycsd49FxJXAl3g+5iudsSSZGE1JapxA+IJ7durjJg+GilT+OZXMu+xj3ZPQJqBuCsXpfT9XvQJO47sjWcuaj1NeKVLLKyTqKj48a338bRqFEG8fEQH1/+WhUKiI/X4do1A65dM+D8lWGkG4cwdMKHHL5/mJi8peB2mPr1s/BqUIjC+BZ/lTxg3dIMMooyyCzKJPtMNnnyvKcX+4imr4agga66LlKJlOj0aMw0zdAq1kKqkGKgZYCWphYF8gJMNE2QyCXcyL9BVE4U79q8CyWQrkhHQMBcao66RB0REbmoNH7kopxLmZe4lnMNR11HbLRsKCwuJF+Wz/2M++SU5JBTnFPuGgUEzKRmWGhaUPtGbay1rbHVsUUml9HjaA8+d/kcD2MPLmZc5IuoL/jc5fMK3/uKqG4hz7eVrKwsyeHDh/W6d++eLZFISEtLU0tISNB0cHCo0FtTXFzMvXv31GvXrl0C8Msvv5g4OTkVVMXgiIuL04iLi9OqV6+eDKBjx44ZCxcuNJs/f37ygQMH9GQymdC8efP8l5lDxaslNzdX2LVrl0loaOhjyupZWVmXSh8vWbLEdO/evYb79++PqWishg0bymQymWTfvn16gYGBuWvWrDHOzc1VK23Lz8+XHDx4ULddu3Z5v/76q1FOTs4z3/DMzEw1c3PzYh0dHTE2Nlbj4MGDRoMHD04FcHBwKDx37pwuwJ07dzROnz6t7+Pjk1N67c6dO02mTZt2X1tbW7Fp0ybTwMDATIC2bdtmzp4923LDhg131NXVSU5OVs/KypLUq1evWg2d/2fDpsqIojgL5aYPzs7O4luhoNwXpadjCPh2932+a6vQr6L20raEhASCg4PZsWMH9vb2/PXXXzRr1qzCMUJDQ2ll0wrmgmKNAokoUSpsT4aaLjWp+VJpTv/w7cZvic2IZVaPyaTu7oZ50WGw6cv8vRv4+7AGp0+DRALduoFSROpxUlNh8+YLfPyxJ5myTAJaqXPxrB4A6loydO2uge1JVt74FTTz4b1AQGmjROaCJE9CDZ0amOuaY21mjVWuFfXt6lNDpwY1dGpgom2CsbYxMZExtPZtjbG2MQZSAzTVNAmJDaHHph7M8J3B8nPL+aztZ+QW5bL+9Hou5FwgLT+NkMEhEAcWbhbEZsTS2qE1p46fqvA9Ld3WmtFSOe6MwBmPeVpKkSvkpBekk5STRHJOMkk5SSRkJxCTEcOFuAuE54Sz596esv56GnpMjpiMp6Un11KvsbrbaoLqBz017utQH/9/IjAw0FlNTa3sjvvkyZNRy5YtMxs/fryNVCpVyOVyISgo6MGgQYMyAWbMmGG+cuVK84yMDPVRo0bZjR07VoyKiopQV1cnMDDQqaioSAAwNzcv/v33328/a97SGBuA4uJiYcqUKYk+Pj4FAAsXLrzbr18/B1tbW1OpVKpYvXp1rJqaGnl5eZLnmUNF5Tz5/kdERERW1L+UDRs2GDs4OMi8vLxkL7sGbW1tcd26dTHBwcE2kyZNElu0aJFtaWlZVNq2Zs2amNGjR9tqaWkpWrRokWNqalpibGxcbrzDxIkT7/fq1cvRxcXF1dLSssjHx6dsC2rMmDGp3bp1c3R2dnZ1cHCQubu7P3b31LRp05wOHTo4JiUlSZs2bZozfvz4NICffvopYfTo0bVcXFzqC4Igampqit9//31CdRs2wttcw0IQhDigsyiKEeW07QHWiKK45eHxUuCOKIoVbkU5OzuLN25U77ZypT8AFwAvwABIAR6pOPA6DJvDhw8TERHB9OnTkcvlfP7553h5edGmTZuKx4iCe2PuYXHEAtQgsUMi1outwa7S5VZKpiyT+SfnM77ZeGro1CAxOxEjRQ45h9qgk5WNpsd0tDwm8vsfAtsOxeM+4E+mBSjTkkRR5Fj4A7bsyiQsTODGZSOyUkwQpLnoTWxAzva5YHgHzK6BQQJsOAxdRqDReB1mmjYkyW7T1KQpMzrMUG7d6FlSQ6cGapJ/bm6e9Xo+eb7U+Ohn2Q99S33+jPyTWxlKT7KxhjGdXTrTzrEdHZ06cuXslceureg9ezRWx9/e/6njqlI6R5Ysi8jUSC7fu8yle5fYc3MPiTmJZf3sjexpbtMcfzt/2jq2pZZBrecxbF6dbPxDLl++HOfu7p5WeU8VKlSUkpGRITE2NlaAssbSBx98YHf37t2rr9JT92TGVHVy+fLlGu7u7naV9ft/9tj8CYwQBGEbyuDh7kDLN7ukKiACPR4+XstjRs3r4OjRo3zwwQfExMQQGBjIsmXLsLe3r3iL4RLwNbAVzKRmysymCXAz+ibWdlXUcKqEpJwkvjv1HfXN6vPuO+9iLYtFdmQAv+0bwLStExk2JoulHiJFTr+z99Qy7m37kPVzQ9HvMpuokHfIv+UJV98D/XjIMULb+SS27dbj59WVbevb0jHoCpn1TvFX1FGkHwYwvls7fBy3M2TnEGa0nMGS00vQVtemoUXDF1q/QlQgESQcjj2MrFjG0ttLUYtRw9fGFz87P3Q1dOmm1Y0A/4AXGj88KfwxI8bf3p/NQZsJTwp/LsOmFEMtQ3xq++BT24eQ2BC2Xd/G1OZT+TH8R7xreXM/9z7borax4Yqy2KGNoQ1eel48MH/AjbQbGGsbo6uhi46GDrqaurjUcMHWyJYSRQnqkv/nrxUVKv49bNiwwXjZsmXmoiiiqakprlu3Lua/sP34Vn4DCYKwBOgJWACHBEFIF0WxviAIe4GZoiieQ1m3tglKJSWAL0VRrHA/8q3ge5TRQM34x8B5Ddy9e5eJEyfy+++/Y25uzpYtW+jZs2eFwWUG1wyU692N0rs0Fc40OvPP1ln0y61px/UdXEu9xtQWU3E1cyVubBxWepbIr69g/aJwPt96ioS0WujaXmXFyZ2ssGmLmNwD5P05DgjamXg1d0ByfAYeDVOZsPwITV1s2bFWpFlTX4qKimng3QC9VXNYGrYU8ZZIcLPRTGsxjYj7EY95PIwzjV/IAwLQZVMXaujUYE23Ncz2n01+cT6G2YaM7TIWQ61/SlG8TGxXeYG8/vb+z71WURQ5EnuEc0nniEqLIjwxnGup1+hZrydft/6alrYt6fBbh6euU5eoszd5L9s3by933Lmt5zK5+WTuZN7B0eTp8jAqVKh4/QQHB6cHBwdXa6ri1q1b46pz/BfhrTRsRFEMRqlp/eT5jo88lgMjX+e6XhoFsBllHZcdr2dKURSZN28es2fPRi6XM3PmTJo1a0aHDk//eCkvAI4BX4HnIU9lleDZKKsEG0Fx6KvL1DsUc4jjd47Tx6U/p6Ojics7TsGObFZtmE5azkeoWYfBoMHIQuegEdOVIkkm9u32YSHzo2kjbb6fZ4QgrCJ1JJiamiCRKDN0JoxX1qIZ8/t6tp7ZSm5RLoPcBzHLbxa2RrbA0x4QD2OPSj0gxfJijt45yl83/uJa6jX+fk+ZW+5l6YWRlhGgzORb0H4BoaGhjxk1bwJRFIlKi+JonDKKe2Rj5X+X/lv7cz/vPpZ6lmipaxFYJ5D+DZTVpNvXac/PXX4mJiOG6S2no/mw6KEgCBwKOYTEVsKOGzvYf2s/tzOUIRq1DWpz88FNDsUcwt386XgnFSpUqHidvJWGzb+W5UA4ymJ1rybGtlIEQeDatWu0b9+e77///tnbTiJwAPgKpeyBOdz+8DaO3zmCXuXzVJY2LIqQnJvEx3s+xiZ9GNeuaKPe8jb38+/j5H8GtTh/auvZEnevHnp6mdSql8TPuzJxt/iNb5YdYf395Uzu7M/yc8v55QmvyqN1ZGQlMlacW8Gc43NIzU+le73ufOX/FfVr1n9svVX1gGTJsth3ax+rrq3i/JnzZBVmoa2uTRuHNuQVK+PnZrWaVfkL9BrZdHUT265v49idY9zPuw9AC5sWjGw8EkEQ2PfuPmwNbTHVKV8qaLjn8HLPa0o0aeXYijaOylis2w9us+fmHvbd2sevV37ll4u/oKepR85nOeVer0KFChWvA5Vh87o4hNIH1RRlFtFr5Jdffnm2DogC2AWekz2VYpS1gB+A4ZBwNgFHvaptK5QWptsctBnrYn9WbrvOWkkfvgqYTfdPTrJ/3TtYfNGcO9mx8HcTODeSem7xtHNsh9hEiw0RFugZP2DLTxfo8b4nEokRYEVIbAjr5KPYPnq70vCw8y93y6hEUcKGyxv4PPRzErITCLAPoJdRL0Z1ff66Kql5qWyN2sqO6zs4EnuEYkUxxhrGBLkF0dW5K20c2qCjUS0V3Z+b7MJsDsUc4kT8Cb5r9x0SQUJIXAhhiWG0d2yPn60ffnZ+OBr/8z56Wnq+krkdTRwJbhJMcJNg8ovzCYkNYc/NPZVfqEKFChXViMqweR0UA31QGhFLqYackYop16iRo9wWmwNEgIaVBqwEBgOVSC49eKBUsJbLlTWadu2Czz7zZ+GqX+n+R3dqXP2cmI3j0Zykw8g9IyGjPboePXjH1JsPGr2PVx9fog5JkRdeYYLdNET/ngywHUW7MROQGLg+Nld4Ujifu3z+zKBZhahgy7UtzAyZyY30GzS2asyabmto7dD6uWJaEgsSuZt9l1oGtbh07xIj94ykjkkdxjYdSzfnbshuy2jt37rK41UnCVkJbI7czJ6bezgef5wSRQn6mvoENwnGzsiOJYFLkKpJKy3O9SrR0dChU91OdKrb6bXNqUKFChXloTJsXge9gQyUIhBeb3gtRWCx1wI+QBl27QL8CmEWYfi19gOgsBBu3IDcXOXH49IlmDwZvv9eOcTx49C9O8xdLCfHZjO/RyWRoO7Oe5s/AKNssmt9jdnU3+nn04N0WSop9in81e89xOIPKS1kvO7zfNJun2e85TwEpw/o0Pc7UNd+armTfCc9ZaD42/vTyq4Vu6N3M/3IdC6nXKa+WX229dlG93rdq/SDLooiWYVZGGkZkV2YzeDwwXyq8Slz28zFz86PiJERuJq5lo0VGhNa8YDVSLG8mGN3juFo4oidkR2XUy7z6d+f4lbTjQnNJtDRqSPNajVDQ01pwGqpv+ZUOxUqVKh4i3grRTD/VWwFdqKUS1j/BtdRgHKLqQ7U/bYe8ZqQvhaIgOQAmP1NPY4dU3aNjAR3d7hwQRkQq6Gh9NLE3kvj8P3DbM8fT+3g95hyrwt9t/TlYMl0vCfMYYhfAPqa+piaChTpR9PDtRu/9vyVX/wOMX2KDpaWD4Ujkw7wc/d6HJgUgODzK3j/VK5RUx6iKHIo5hA+q33osqkLuUW5/NrjVy5/dJkeLj0qNGpEUSQ8MZwph6ZQd2ldum7qCoCB1IAZLjPK5AA01TSpX7P+a/V4PEmmLJNNVzfRb0s/zL41o82GNqy9tBaANg5tuDP2DldHXmVum7m0tG1ZZtSoeITpmLML/cfO7UKf6Zi/7NDW1tYNwsPDn7Igd+3apf/OO+/Uq1evnquDg0P9pk2b1pXLlfXQZs6caW5nZ+cmkUi8Nm3a9Fhkube3t3OtWrUalAonLl68uNwAqN27d+tra2t7lParW7eu66pVq4wB5HI57du3d7Szs3NzdnZ29fHxcYqMjCzT0UhISFD39fV1Km0/cuTIS8jR/rd51vvv7e3t/OR726FDB4clS5aYAowaNcr6UYFMqVTq+dVXXz0WcZmUlKRuamrqXp7GVCmCIHhlZWVV6ff7efq+SZ71mr4IKo9NdVKEUgdKQBlj8yY+WlkgWwJj5kBHGXRrDseHRtLqy/osyoQxEpBKITLSgJSHajbOzrB5M+TK77Ll2nWOxB0hZ/ARup5UFjY0kBrQokkLOsnfY2jAUDwsPDhw+wBDdw7lz95/suDMAto6tKXH9/PwvOPKsX3K35F+fRXoxH0PEZPRMawPzQ+CYb0qP5Xjd44zI2QGR+8cpZZBLX7q/BNDGw6t8EddISoISwxjy7UtbLm2hTtZd1AT1AiwD6C3a++yfn5mftgY2rzAC/zqKJQrK+8XyYuwXWRLdmE2Zjpm9HLpRRfnLrR1aAsoPTJveq3/FzQhn0E4sJ4YupDDLvTLjquB4uJiBg4c6Hjw4MEbTZo0KQA4efKkdqmB3Lp165w+ffpkDhs2zK68658UT3wWj4pgnj9/XqtFixYupTpRgwYNSuvXr1+Wmpoac+bMMXv//fdtT58+HQ0wfvz4Wr6+vrnz58+/eeDAAb0hQ4bYx8XFRUgkb/1v3r+GH3/8MRFIBKUB4+jo2GDQoEEPHu0zfPhwG39//6zc3Nw39sYUFxc/Oy7z/wCVYVOdzATSgWWA2+udWuOBBnwG/AjSbDigBXk9LmDwfRbECayqrVSpLs1c2rTJm8Y+jdl38xiHYw9zKP0Ql1Muww3Q09SjpW1L3vd8H/10fd7v9D5qEjVCQ0PxtvZmzL4x/BH5B5t6t2vKVQAAIABJREFUbaJlrTakh7Vn8TjICvuUU7qFjBkDY4bHYRPfBx6Eg+MI8FoE6lULwL2WfY1vfv2Gg7cPYqFnwZIOSxjhNaLCLZfI+5Esu7WM9y6+x93su2hINGjn2I7P/T6nW71umGibvKJX+sURRZGI+xHsuL6DHdd3kJuby/XW19FU02Rxh8XUNa1LE+smj1VAVvGQYdQmgso/QOYU0xMnzCgmFQ0ckTEbK2ZXcI0b+azmuRWkMzMz1QoKCh5TL/b19S0ofezn55f/vGNWRkZGhpqenp68tOjau+++W2YYtWjRIm/FihVl3qk9e/YY3759+ypA+/btc6VSqXj8+HGd6lhXdePt7f2UjH3Pnj0fTJkyJTUnJ0fSunVrpyfbBw4cmBYcHJyenJys3q1bt6eyIkaMGHF/xIgRGdW15idZuXKlabNmzXJsbGzKVHCXL19uYmZmVtKoUaO8vXv3Vlgv4ptvvqm5e/du48zMTPWvvvoqYciQIZkA69atM5o1a5a1kZGRvG3bto8ZymvXrjX64osvrLW0tMRu3bo9mDdvnnVmZuZFQ0NDhSAIXtOnT7974MABo2bNmuW8++67GSNHjrQpKCiQFBYWSgYPHpw6c+bM+6B8/ceNG3ev1BB/9Njb29vZzc0tPyIiQufevXsaXbt2zVi6dGkiKHWmPvzww9qJiYnSwsJCoWfPng/mzp1771W/tirDprr4CZgPjABep+BxDPAdNPu5GZQAQSBMgThPCInNos+WPkytM5Vx77fiUMwhem/uTY96Pfgt9jeijkdRrChGU00T39q+DLcbzvCA4TSyalTmFQkNDUVNokZsRmyZKnVrh9ZY6FlwYVsrBi2A5GRwcoIffoDBg6Xop22A8FEg0YDmW8CmV5Weyrmkc3we+jl7b+6lhk4N5reZz8feH5ebkaQQFZy9exZHE0dq6tbkQvIFdibtpINTB+YEzKGLc5eyWjNvA2surmFG+AwSjyllDJrWaopfDb8yZdwhDYe82QX+WzBAjhnFJKOJJUUYUK5OzqvAzMxM3q9fvzQXF5cG3t7eOU2bNs0dNmxYeqmqdmVMmzat1ueff27t4uJSsGjRorv29vblXleqFVVYWCgkJydLly9fHltev8WLF9ds165dJsC9e/fURFGkVPUbwMrKqjAuLk7z/9GweZuZOHGizRdffFH2OUtMTNTs2LHjU564jRs3ms6YMSOp9DguLk5j6dKl5qdOnbqxbt0648rmMTAwkEdEREQdPHhQd+DAgY5DhgzJTExMVB8zZozd0aNHo9zd3QunT59eZtgmJiaqjx071u748eNRDRo0KPziiy+eKjqiUCiEsLCwG6CUYzhx4kS0tra2mJWVJfH09HTp3LlztqenZ6UaVzdu3NA6efLkjfz8fEnjxo3rbdq0Kbd///5Z/fv3t5sxY0ZyYGBgrkwmE3x9fes2adIkv0ePHtmVjfk8qAybakA7QRs+RimXsPA1TXoRmIdSaEIN7rW7h9VCK3jkvsXf3p8lHZYwfOdwViat5EbaDURE1lxag5OeE+OajqONQxt8bXzR0dAhNDSUZrWbPTVVxP0IPH7yINhxDJrH2tClRVe6Ondlwg5lbM7PP0OHDiApyYDw0XBnI9RsCc1+Bd1yBdgffyrJF5l1dBZ/3fgLE20TRtiPYEG/BehpPl5QRxRFsguzMdQyJCYjBp/VPixot4BxzcYR5BqEcaoxndt0frnX9RVQJC8iJDaEZdHLqOtVFyt9KySCBCstK6YHTKebczcs9S0JDQ19o3E9/1dU1aNSuv00hmTWYcYMkuhCtRXaWb9+ffyUKVPu7d+/3+DAgQOGP/zwg8WpU6eiGjRoUKHC98aNG2Pq1KlTXFJSwtSpUy2DgoIczp8/X66o3aNbURcuXNBq27atc6tWrXIfNYRmzJhhfvPmTa0TJ068ZH3wt5PSH9/y0NfXV1TUbmlpWVJR+8vy5JZiebEyISEhOunp6Rp9+vQp6zdkyBDbOXPm3DU0NFRUZZ6hQ4dmAAQEBOSlpqZq5OfnC6Ghobqurq557u7uhQBjx45N+/rrr2sBlLaVfhZHjx6dPmvWrMe+kD/88MMyPbbc3FzJkCFDakdFRWkLgsD9+/c1zp07p10Vw2bgwIHpGhoaGBoaKnr06PHg8OHD+p06dcoJCwvTHzdunMa4ceMAyMvLk0RGRmqpDJu3nXzwHOWpTKdeibLKcHUhAkdQGjR/A/rABGAsREdHY+VkRV5RHiFxIRy4dYCDMQeJTld+z11Pu05D84ZMbj6Z1vatiQyPrFDgMC0/jajUKADqm9Xn64CvSdnXAr934fBhCAiAb79VKm4DkPw3nBkKshR4Zza4fgaVbKmcTzrPl8e+5K8bf2GkZcRX/l/xSZNPuHD6QplRI4oi55PP80fEH/x57U+8rb3Z3HszdUzqsLPfTvxslZld2hra6KlXobJgNVEoL2Trta1sv76d3dG7ySrMQkuixdWUq1jpWzG44WBsM21p1ajVG1vjv55HY2q6kENrch47riZcXV2LXF1d08aPH5/WsmVLp61btxo1aNAgpaJrSr066urqfPbZZykLFiywksvlVKbr4+npKbO2ti4MCQnRs7e3zwCYM2eO2ZYtW0xDQ0Nv6OvrKwAsLCzkAMnJyeqlXpukpCSpnZ1dtaosqyifVatW1ejVq1e6VCotU6G+ePGi3qhRo7RHjRpFfn6+RCaTSfz8/OocPXr0Vnlj6OjoKED5mQGl0rsois+8MxJFUajsxulRo2rChAnW5ubmxVu2bInV0NDA19fXSSaTSR7OKSoU/9hfhYWFlc4rl8sRBIHLly9HPfq8qwNV1Nirxgc0cjXgfaqvEF8x1Py7JngCbYArwDdAPIjzRK6qXeX3hN9pvb41JvNN6LKpC79c/AVHY0c+bvQx+ur6TG8xnbs5dzHXNcdM16zi+YDB24bT9cufmD7DhUWLBCb5TqJdi2J+/RV8fJR9JBKgJF/ppQlpBxoG0P4MuE2v0Kg5l3SOrpu60mhVI47fOc5s/9nEjYljWstpGEgNEEWRy/cuM/XwVJx+cKLxqsYsOrsIVzNXerr0LBunq3PXNypj8KDgAbceKL+DskuyCfoziP239tPTpSd/9fuLHT47aF+n/Rtb33+Os+g8ZsR0IYf1xHC2CrE5L0BWVpZk27ZtBqVf+GlpaWoJCQmaDg4OFXpriouLSUhIKLvJ/OWXX0ycnJwKqiJWGBcXpxEXF6dVr149GcB3331XY+3atWaHDx+ONjc3f2zbrWPHjhkLFy40Azhw4ICeTCYTmjdvrtqGes3k5uYKu3btMnnUOwKQlZV1KTEx8WpiYuLVL7744q6fn1/Ws4yaZ+Hv758bFRWlc/XqVSnAkiVLapS2+fn55UZGRupGRERIAX788cfyS4//sx712rVrF2loaBAeHq51/vz5sgxDOzu7wrCwMF1QBrBfv379sf9TGzduNC0uLiY7O1uyc+dO44CAgBxjY2NFo0aNcqdPn25R2u/WrVsa8fHxr9zBovLYvEo+Ai5DTp0c9FfpV9r9uckCfgEWgWuCK9QDfobMXpn8nfg3+4/uZ//t/STlKLdt3Wq6EewdTPs67Wlu05zTCafps6UPX7h+wbiAcQTYB5RV8RWeqBqYJcvi1zu/ohHuwfY/DAnbsIXM+xpEGhUR9DBERipV8O67j1yUehLODIOcaHAeC+5zKkzjPp1wmtnHZrPv1j6MtYzLPDQGUgMAbj24xW9XfmP1udXEH4svy2b6rPln9HDp8VYEAKcXprM8fDnbrm8jJDaEDnU6sHvAbsykZoS9H4aHpUeZ2nVocuibXex/ja942kvShZxX5a0JDAx0VlNTK7vzPHnyZNSyZcvMxo8fbyOVShVyuVwICgp6MGjQoExQbg+tXLnSPCMjQ33UqFF2Y8eOFaOioiLU1dUJDAx0KioqEgDMzc2Lf//999vPmrc0xgaUd+lTpkxJ9PHxKcjIyJBMmjTJ1tLSsiggIKAugKampuLKlSvXARYuXHi3X79+Dra2tqZSqVSxevXq2P+C0nN18eT7HxEREVmV6zZs2GDs4OAg8/LyqnRL53mxtrYuWbRo0Z2uXbvWMTIykvfo0aMs46p27dolCxYsuNO5c2cnExOTkg4dOmSqq6uLenp65W59zZw5M2nIkCEOf/zxh6mdnV1ho0aNyv7fTJ8+Pbl3796Obm5uhi4uLgUuLi6PGcju7u75vr6+zikpKRpdunTJKN2a++OPP2I+/vjj2nXr1nUF0NXVVaxevTru0QDqV4EgitXqEXrrcHZ2Fm/ceEXbq/OBxoA/cBZoCRhDTOcYHH5+ZgmCCgkNDSVMI+xx3aVYSJidQM0/aiLNlyK2FNnvt5/zAefZH7OfM3fPIBflGGkZ0dahLe0d22OQakDv9r0fG7tUz0m4I5RtO5VmRXkXe5edu3cPFqxK4tvlyZDshbo6dOoEgweDnt5R2rb1K1trq1atoCQPLk2F6B9A1waarAaLgHKfnyiKHL1zlNnHZnMk9gg1dGowvul4Pvb+GAOpATEZMVjoWaCjocP8k/OZcmgK7obufNj8Q3q59KqSd+nR17Ki7bXn6Vte+/t/vc/qi6sREalrWpee9XrSy7UXjawaldv/yXOVHVcHLzPHc1z7ygOFLl++HOfu7p5WeU8VKlQ8i4yMDImxsbECYPHixabr16+v8axYrhflyYypV8nly5druLu721XWT+WxeRkao5RKmAdMR6mEXQzZ9V8uDqqxVWP6/NmHA/YH8NzsibhNxAILIv0j2d5+OyuEFUpxw6PQyKoRnzX/jECnQLytvf/xDpQjJ1Aq/Bh655+2UuHH0NBQZh+dTciGZhxd0waFwgo7Ry3GLYb+/f8RmgwNfcIQvncYzo6AvFioOxrcvwGNp2NbRFFkz809fHPiG04lnMJc15zv2n7HR40+QltDG4kg4XzSeRqtasTGnhvp36A/73u+z8B3BhJ9PvqNxqKIokhsXizHjh5j3619HB50GB0NHXxr+yJmiEzoOAGXGi6qwF8VKlS81cydO7fmzp07TeRyuWBoaFiyatWqO296TdWByrB5GfxR1qjp+/DYGNgKmULmCw8pFAm0Ot6K2xtuYxBhQI5ODst9lrOk8RISDRMxFU1p79ge22JbxnYeS03dl5MJvxiRx+yZunTvrkOcYRxqNupMmdKagQMFUlKuPPsOvTAd58xv4che0KsDbY4qM5+eoERRwp+RfzL35FyupFzBxtCGHwJ/oJNTJ/bc3EOH3zrgZenFog6L8LD0YHGHxbS0VY5TutUUzZtJ7IjLjGN5+HK2X9/OzQc3ERDwtfElOScZRxNHhnoMxT7LHlcz18oHU6FChYo3zLx58+7NmzfvldeNeZTqzDirKirD5mV4gFJzqZTRKI2d0BcYKxHylubhtdwLsiC5ZjKTOk1ig/sGjE2NGeE5gg51OtDIqlFZcbwXMWqys+HIkZqIImRabGfgb5MwOBtF06ZarBy4ErVu/+y5p5SXxyGKELMeLk7AovABuEyEBrOeKrZXUFzA2ktr+e70d8RkxFCvRj2WBi5FIkjYErWFMfvHoBAVuNV0w8lEmZMuESQENwl+7uf0qijVZKqpW5MG5g3IKMhgwZkFBNgH0Nm0M5O6TsJCz6LygVSoUKFCxRtDZdi8KDKgPsqAXi1gIrAcpWFTxR0JuVxO1LYoWAb1jtdDW6HNXqe9rOu9jqwWWZxJPMNIr5Gsu7yOlrYtaVKryQstNTVVqcC9bRsc/FtBcZErN2/C9yub0L+ZHzMnJxNz6UHlFW6zb+CePgGSL4JpU84ZvE9jj+GPdXlQ8IAfw39kydklpOan4mnpyceNP+bmg5uM2T8GuSinrmldprWYRt/6falfs/4LPadXRUFxAX/H/M2P138kPCycBwUP+MDzA37q8hMNLRqSOjEVIy0jQkNDVUaNChUqVPwf8FYaNoIg1AXWAaYoRQkGiaJ484k+s1DW9C2t3HhSFMWPX8sCFShTre8BmsBelAaNP9AHjKYaQavyL03OSebI5SPI1slotqsZbiluPNB+wOa2m3kw5AEauhp8VP8j+m3tx85+O/G396eTU6ey7KWygOJKiI/X5ttv4a+/4NQpUCjAxlaBxPtHvJrc5Lf5i5FIrPi5688AxPDMJAwozoGIr+DGQvREKTReAXVGkHf0WFmXWw9usfjMYlZfWk1+cT4d63RkcvPJ7Li+g4VnFmJvZM9En4n0deuLu7n7G41HKZYXl1VSbvhTQ6LTo9FT16OHaw961OtRlpItCMJbVa1YhQoVKlRUzltp2AArgGWiKP4qCMJAlAIF5aXZrBdF8dPXujIR+BSIAuqiXGmpreEPbAb93/9J9S6SF3Eq4RQHbh0g9kgsAQcCGHB1AHrFesQ5xBH2ZRh1RtVhgOkA4GFWVHLYY0aMv70/m4M2E54U/kzDpqQEHtZpYvhwWL1a6d1xcMnGq99JVkwIxMNDwuHYeuTdrv1PIb0Kn6tCue10aTLI7oHDEMLyuuDrpKwdI4oiJ+JP8P3p79l5fSfqEnXaOLThUMwhPvX5lJa2LallUIv+bv1pZNXojRozidmJ/HXjL7Zf3050ejQxY2KQCBK+bPUlxtrGSO5IaBPQ5o2tT4UKFSpUvBreugJ9giDUROkP2fTw1CbAUxCEquf5VhclQCeUMgnBMP+X+YTYhTzWJcQuhBlNZrDi3Aq6/94d29m2bPxkI70G9+L3b35naORQCnsXIoaJ2N22w3uGNyamj9djmeQ76SkDxt/evyyrqZTSTP0//gBTU7h/X3nctmMewWNucOcOjPp5FRlNg7F3yUAQoI1DGww1qlDELu0Mnmmj4cxg0LWFdmeh6RqK1UwoLClkw+UNfHDhA1qsacGe6D0E2AdwZ+wdtvTZQnCTYGoZ1ALAwdiBxtaN35hRs//Wfpr83IRaC2sxau8o4jLj6Fu/LwXFSm3Cvm59aefYriybTIWKqlBQUCCMGDGiVu3atd3s7e3ru7i4uG7YsKFC917fvn1t9+/frwewbds2Azc3NxdNTU3PDz74oFZ5/S9fvizV1tb2eFb7i7B79259Nzc3l1c1ngoVbyNvXR0bQRC8UHpi6j9y7howUBTFC4+cm4Wyvu8DlJtCn4uiePoZY84CPgcwMTFh69atz7+uIoHGwxqjk6hDavNUIr+M5GLmRb6I+oIpzlMQEdl7by+n0k6hEBU0uduE4MvB9LjaA+1CbbLtsknpkkJKuxRK9J5diyg3Nxc9vfKlAPLy1LhyxYjwcGPCwoz46KNYmjdPJyZGl507rXj33Xgyta8y9vJYJtlPopV1K4oURagJaqgJahXOUXpOu+Qu9tk/U1N2FJlgTKzhB6RotwNBQnphOr/F/saBtAPky/+px2QmNaNPrT4E1Qp67te1KlT0mjyKQlRwLfsaJ9NP0rZmW2pSk8jCSNbcWUNz0+Y0r9EcWx3bco2syuZ4VvvznH/yXGXH1cHLzFHVa1u1avWvr2PTp08f27y8PLU///wzVkdHRwwPD9fq3Llz3bVr18YEBgbmPtm/pKSkrPQ9QEREhDQrK0vyxx9/GMtkMsnKlSvvPtnfx8fH2dzcvMjS0rL4yfYXZffu3fpTpkypVao1pULF/xP/hTo2K4CvRVEsFgShLbBTEAQXURTTn+woiuIsYBYoC/Q9d4GyXMAFSARaQY1DNTBKNaL4djEO9x34LOIzAMxzzFkUt4ig00FYJlki6ooIAwUYAQbeBhgIBjg9qkpZDo8WQZPJ4MwZpRbT4cMQFgZyOejoQIMG6fj6NsDPTyTbchcftUgj0CmQYnkjrqhdwU60e2aqdnmF1k4e3o6v7ha49ROoSaHBF4SnNqa5fweuXvuTuSfmcuneJUSUhrCFngV+Rn6Maz8Ob2vvavXIVFQYrlhezP5b+9l5Yye7o3eTkpeCukSddh7t0MvSY3LnyUxm8kvNUVH785z/DxXoq37ODKtNZkS1SCNg5JZP09XPFNmMjo7W3L17t0lsbOwVHR0dEaBx48ay8ePHJ3/55ZdWgYGB0UuWLDH9888/TUxNTUtu3ryptWrVqrixY8falBYuc3NzKwTYunVruSrO06ZNs+jQoUNmbm6uWm5u7jM965s2bTL8+uuvrYqLiwWJRMLatWtjmzRpUrBlyxaDGTNm1JLL5ZiampasWrXqTumcpTxp5Dx6vHv3bv0JEybU9vDwyLtw4YKuurq6uH79+tiZM2da3bhxQ9vS0rJo7969tw0MDBTjx4+3unnzpjQ7O1stPj5eamtrW7hr166YUp0qFSpeN2+jYZMAWAuCoCaKolwQBDXA6uH5MkRRvPfI478FQUgA3ICjr3Q1aSiNmjRI8EtgavBU/l74Nyl5ylxoT2NPJqdMxuewD51udUJNoUZW/Sz4AoS+glKYsoqUOs+KipTq2KdPK40bNTVo3BimTIHWrZXaTKEnzuHv3x5RhJkhM7HUtyTQKRANNQ2WdlxaboG+cil8ANe/p+n9BXC/GOp8AG4zuZCRxB+XVvPhjxOISlPe3BlrGdPCuAWzusyioUVDjh49+sKZWi9DSm4KSTlJeFh6UKIooe+WvmioaRBYJ5Buzt0IdAosy2RSoeJVc/78eW0bG5vCJ7WYmjdvnjt37lyrR/rphYeHX6tfv36FWlFPcvbsWe3Dhw8bnjlz5sakSZOsntXvypUr0k8++cQuJCTkeoMGDQoLCgoEmUwmJCYmqo8YMcL+0KFDN7y8vGQLFy6sMWDAAPtSaYWqcvv2ba01a9bE+vj4FLz33ns2nTp1qnvq1KkoR0fHYj8/vzo///yzyfjx49MerkX3/PnzUSYmJvIWLVo4rVy50mTChAlvjYdNxX+Lt86wEUXxviAIl4D+wK8P/70oimLqo/0EQbAWRTHx4eOGgB3wygoD5Rfnc/bsWVwHuFIzrSYb3tnAYP/BmN0yo419GwbmDcTvuB+aCzXRyNIg2zSbZS2X0WRaEwrUC6p0ZyuTgZaW8vGgQVBQAB9/DJqaUKMGjBoFfn7KP8NHwmLmn5zPt2HfktgqEU01TXb224m1gfXzPcGiTLi+UPlXkkualh/GrRZzJieTzzb14lTCKQCaWDdhTsAcOtTpgIelB6GhoXhYejzfXC+JKIpcSbnCrhu72BW9i7DEMBpaNOTChxfQ1tDm1PBTuJq5oqmm+VrXpeINUoFHpbqp6va9l5dX7vMaNYWFhcKIESNs16xZE/fo1lV57Nmzx8Df3z+rQYMGhQDa2tqitra2uG/fPn0XF5eCUi2i4ODgtMmTJ9tkZGQ8V0ylvb19oY+PTwGAp6dn/t27dzUdHR2LARo2bJh/69YtaWlfPz+/7Bo1asgBGjVqlHf79m1p+aOqUFH9vHWGzUM+AtYJgjATyAAGAQiCsBeYKYriOWDOw3gcOVAEvPeoF+dFyC3KZfXF1ey4vgPdw7qs3L4SnSIdvh/6PfJhciLFSFz+dkH4TIBbINeSs73edpzGOuH+rjsNEhrQeUtnptaZSqsn8r1FEW7dUnphTp1S/qWkQHKyUhXb1RWKi//pv3nzP4/v5d5jQchyRnuPxkzXjEZWjWhj3gZZiQxNNU1sjWyr/iRladhlr4adu6A4kySjpizOM+aHa6EYxLQjJS8FPU09mts0p6dRT8b1GPcyL+kLU1hSiFRd+d04P3o++4/tB8Db2psv/b+kS90uZX0bWjR8I2tU8d/Ey8urID4+XpqSkqL2qNfmxIkTes7OzgWlx7q6uvLyR3g28fHxGgkJCdKuXbs6AWRnZ6sB5OTkqG3atOmx8vfPMrAenq/U+tLQ0BBLlcgBZDLZY/vJUqm0rFFNTU184piCgoKy/lpaWs9sU6HidfNWGjaiKF4HntrjEEWx4yOPB7+q+TJlmSwLW8bCMwtJL0hn89+bCToZRJFZEeJmkU+vfQpjgAsoi+/5A1PhB+sfcHdyx93eHfgnLfv347+TmQlnz/7zFxYGaQ8dswYG0LQp9OoFhYWgra3cZgIo3T3JLcqloLgAM10z0vLTmH1sNu+Yv0Mv114E2AcguSMpU8GuEvl3Iep7FLd+wk5ewCmxJmPvqhN+80xZF0cdR+a1mUfv+r3R0dB57Vs5MRkx7L25l7039xIaF0r0J9HUMqhFa7PWBDUOolPdTqoieSreOM7OzkUdO3bMGDZsmO2jwcMLFiywXL16dczLjO3k5FSUkZFxufR4/PjxVrm5uU8FFwN06dIle8GCBVZXr16VProV5e/vnzd69Gidixcvanl4eMiWLl1q6uLikl8qflhK3bp1CxMSEqSpqalqpqam8o0bN5o8OYcKFf+PvJWGzesityiXuSfm8kPYD2QXZtOrdi/WLlyLXoQeaIO0lhRKTanGKNO8+6CM+AHGMvapMf3t/RHuCKxcCZMngyCAiwt06aI0Znx8lN6ZiurIFJYUYrvIloENBrI4cDFuNd1ImpD0Yj/qGZfhxiJKYtaDqGBjDszLgOtFaShQYKZjxnCP4bgWufJex/eef/xXQFhiGO9tf4/odKUmlJOJEyM8R5TdkTYyaUQrz1ZvZG0qVJTH+vXr73zyySe16tat66ahoaGQSqXivHnz4jt16vRURlR5HDhwQG/QoEEOeXl5aqIosnPnTpMff/wxrlevXlVW0G3QoEHhkiVL4vr27esgl8sFNTU1ce3atXHe3t4Fq1atin333XftS0pKBFNT05Lffvst9snr7e3tiz/66KMUDw8P19q1axd6eHjkRUdHaz/P66BCxdvIf9awOZ90nn5b+3H7wW16ufZibtZcHEc6Kje1AApQbnJ9hdKYqTiZ6Sn69AEvL2jU6PH4mGfxzfFvuPXgFu8ZvodUXcqcgDmPbbE8l1GjkJNyfyW3/xyEY3ECcokWGwt0+Tq1kOjCIqQSKQMa9GZIwyH42/t1hZDVAAARyElEQVQjESSvxTsjiiKRqZEcvH2QA7cP0Me1D8M9h1PLoBYOxg6MbjyaQKdA6pjUqfa1qFDxMujo6Ii//PJLAk8kNZQSHBycHhwc/FiG5qPigO3bt89NSUm5Utk8CxYsSKqofcCAAVkDBgzIevJ8UFBQdlBQ0FNGUufOnXM6d+5clur97bffJn/77bfJj3RJLK/fk8/n0XU9ucbK1qxCRXXznzRsvj/1PZMPTUZPU4+zTc7SeF7jf4QrjYBxKI2Zei8+h52d8u9ZXE+7zs7rO5nkOwlBEMgvzie3OLfMS/Fhow+rPFdGQQZHYo9w9vYuvrJzRCN2LX1LYrhbIvCNzJj5KRnkiiV0rNuRL90GYJhiSIfWHV78yT0nClHBsJ3DOHj7IMm5yu9QlxouZSniVvpW7Ht332tbjwoVKlSo+PfynzNs7hbc5dO/P8Wi0IILhy9g+ZmlssEC+BoYQrXUY1aICsISw3jH/B10NHQ4ducY045MI8g1CEcTR2YHzAaokuckvzifcw/OceDQAY7EHUYv4xwjDES+0gPNqxBWJOXbdPgrT8DfwZvvO/ehe73umGgrt9BD0yqf40V5UPCAo3FHORx7mBJFCSs6r0AiSEjJS8HPzo+2Dm1p49AGG0ObaluDChUqVKj47/KfM2zyS/IZcXUEy7cvR03xsBrvF8AMqqzKXVUKSwopkhehL9XnRPwJ/Nb6saX3Fnq59qK/W396ufTCVMe0SmMl5STx07mfOHrnKKfvnsZSKGKIoYQ/DdWwsRbJVAj8mCmyJlcD61oBuFm5kdx9SpkxU90sD1/OygsruXzvMiIiOho6dKjTAVEUEQRB5ZFR8bKIpZ8lFSpU/Pd4uJtRpaKP/znDxjXVlZVbVyoP9IG/eKYS94sgVygzPLNkWdReWJupLaYypfkUfGr7sKHHBto4KIUW9aUVV+4rLCnky6Nf0qx2MzrX7YysRMbSk7P52MKKxfY6uAtFKEQFIQUKvsrXQmbVmc4evTlepwMGUgNCQ0OrxahJLUzl94jfOX7nOAevH+R8s/MYSA3ILszGRNuEWa1mEWAfgLe1t6qujIpXhiAIWUVFRRpSqbS48t4qVKj4t1FUVKQhCMJT8WTl8Z8zbLRLtBERSemSgsUOi1e67dR2Q1tqG9RmkOEgDLUMmew7mZa2LQFQl6gz8J2BT10jiiIJ2QmcSjjFqYRTZKdk04pWaKppsuHKBiQluVinh6CesI1kexFNIZHoIphfYECBTRDNmw1gqW2LajEi5KKcInkRmmqaHLh1gI/2fERcZhwAepp61NOtR3p+OgZSAyY3n8zk5pVLF6hQ8SLI5fI1SUlJn9ja2mZJJJK3S+BOhQoV1YpCoRCSkpL05HL5kqr0/88ZNgAJ7yfgVdeLzXc2P6Wi/TxMOTSFC8kXOPjeQQBa2rRUbi3lKduntZz21DX5xflcSL7A2btnOZN4htMJp0nMSQRAR0MHH2Mfztz8i/vRv7CxRh6NUpeglQ4JJQK71OwpsuqOl9uHeEckv3LdnsTsRM4mnuXs3bOEJYVxJv4Ma83W0tetL5b6lnhZetHJtBNDA4bibuHOiWMnsDe2f6VrUKGiPBQKxfLs7GzPq1evNgfUKr1AhQoV/ybkwAmFQrG8Kp3/c4ZNkUnR/9q79+CqyzuP4+/vSQ65ACcXQghJCCCXhovhEiCusAqseK+6XqA7MkwdW3bZoaU7q9VpZbfane466+wO2HbEdtra6rRa1sHV1lbpbESwKLcFgyKXcFFCQ4jhZkxIwnf/OKchBJaQ5JzkcPJ5zfzm5Pf8nuf5PeebM5Nvfuf5/R6K1hTxxoo3eLPqzQ4Tm7bf66/avIoV766g4u8rCFiAwlAhpxpPtdZZfv1y4NwE4KaWJvbV7aM4J3x71eJXF/OTbT+hxcNfVw3PGM6solkM7Z9HTtMRck9uZULjH5jx3loCBlXWj039S0m7ahETx3+Fe4Ln1vyrou0dmp1X81kNW45sISs1i7LCMqobqpnzn+FYBANBJudN5pa8WxiVPQqAkiElrJ6/mvLyckrzS7t1bpHOKi0tPQNE7aGcIpK4+lxi05jTCM/AlPlTmPLShWseNTY3khRIIjmQzJpda1j86mJ2LNlB3oA8hgwYwtShUznZeJLM1EyWzlja2q6huYGKoxVsO7KNwpZCAB5/63Ge3PAkJx89SVowjbKCMtKD6aQH02mprybl0w2MPPZrbqw/S0EyEIDKfhl8lH8LBcVLyM/7S/KjOFnyu299l01Vm9h4cCM1b4WX3lpYspCywjJyU3L54a0/ZMrQKUzOm0xqcirl5eVMy58WtfOLiIjEWp9LbIDwkggvgb/n7Ju0j+y0bLLTstlwaANzfz6XNxa+wfUjrmdE5ghuHXMrDc0NANxVfBd3fuFOqk5VsfGTjeyo3sH26u3sqN7BrmO7aD7bDMDKyeGvAb849oskB5JZ+e5K9lZvxmreZlxLNXPTYVIKEIT6fikcz5zG6ZELGFB0N4fe29Plr5jqPq9jZ81Odh7dyet7Xmf5/uUMTh/MywteBmD1h6tpammiJKOEmyfdzLT8aUzJCyd3ZsaS6Uu6FVYREZHe1ucSm5PNJ9l6ZCtT50ylclIlY54ew7O3P8tXS79KcU4xy8qWMWTAEADGDhrL/VffTzAQBGBt5Vru+/V9HG843trfsNAwSoaUcMNVNxBKCdHc0sx/736F11c9TW79Xv4i1ZmZCuP7QSAETZbMZxmTaSq8neDQeaQPmkF6oO2vYc8lx+/u1NTXsP34dj7a/BE19TU8dt1jAHzpv77EG/vC8336J/VnSsEUxuWMa227ZfEWkgPJlJeXM/va2VGIpoiISHzpc4lNdUM1L1a8yNShU7kq6ypW3LyCwf0H8/yO59lTu4fDpw6z9chWinOKOfrZUW58/kZW3b6KxaWLGZk5knvH3Ut2WjZJgSROnznN3k/3cKxmC8lVv2F6KsxMgYcGGFlJDgOhKak/ZwfNIJA3FwbPIphzDZlJqR2O80TDCfbV7Wtd8iFgAb739vd46p2nqGuoC1faTviOpJmPEEwK8ujMR1lWtowJgydQua2SOXPOnz+UHOhzv24REelj+txfulByiH11+yh9tpTKusrzrr4ELEBRRhFT86ayp3YPu2t3s3T6UjZXbWb1B6v5U+1OQo1VjOsHJSkwOcWYnGoMHBx+ZtBZArRkjKemaThZE++AnGsJZowHu/Ce8jMtZ/j4xMfsP76fsoIyBqYMZM2uNXxr67eo2VTDsfpjrXUPfuMgRRlFjM4ezfwJ8ynOKeZM1RkWzF3AsIxhBCL9t50Ivd8uWPNOREQk4fW5xOZU8yneP/o+QwcMZfbw2aQlp2FmNDQ3UPt5LbUnD/DCum/yzh8fYnQQSoIwLiXA+JQA2bnNrf20JKUTyCzBsiZD1iTImkwgcxKB5DTe/8PvaRg0hsMnDnP4k5eYVTSLwlAh6w6u4+E3H+bQiUNUn67GCT+OY/0D65lZNJOABUhNSuXuMXczKnsUo7JGMTp7NEMHhJd9mD9hPvMnzAfCd14Nzxze8wEUERGJY30usUkxGPLZboY27qYgGQqTYXgQRqckUxSEjJzm8+q39MshEBqLZYyjqf9o9rQkc5gQB5uh+rMajtYe5b68iczKuYZNhzcx7xfzONF4Ataf6+NX9/yKBRMXkB5MJyMlg9vG3EZRRhHDQsMYmTWSq4dcDcAdX7iD0JFQ1J9PIyIi0lfEZWJjZmOB54BBQC2wyN33tKuTBKwEbgYc+Dd3/3FHfY/vd5Z1w87tn7EgZ1LzGZA5njNp+fzy4GYqm41dDU1UfP45H9ef4NFZf81DZQ/xSd1+Jqy86rz+QikhSoaUMKtoFgWhAhZNWkT90XpmlsykIFRAwcCC1ofYTcuf1vowPxEREYm+uExsgGeAH7j782a2EFgFzG1X535gNDCGcAK0zczWuvuBS3V8oAnmHYbDzeHt5Nkmvj7jTlbMWcHZ5gaWvzcxcvv3EIozs7g2NZurc8NXVPIH5vO7+3/HoPRB5PbPZXD6YNKCaa195w/MZ+UtK8N3HU2ZHa1YiIiIyGWKu8TGzHKBqcC8SNEvge+b2WB3r2lTdQHwI3c/C9SY2RrgPuDfL9V/Sr98HrnnOUIpIUIpIQb2G9i6WGRqcip7v773/2+bnMJNo2/q8nsTERGR2Iq7xAYYBhx2D6874O4tZlYVKW+b2BQBB9vsH4rUuYCZfQf458hu07xR83ZEe9DtZACXtQppN9p2VO9Sxy92rCtl+UBVhyPtvq7GszPtuhrPzpS3L2u/3xPx7InP5hZ317obItI73D2uNqAU2Nmu7ANgaruy94Hpbfa/Cay8jP69B97Ds7Fu21G9Sx2/2LGulPVELLsTz86062o8O1Pevuwi+zGPZzx8NrVp06YtltuFD1jpfR8DBZHJwX+eJJwfKW/rEND2fueii9TpLa/2QNuO6l3q+MWOdacs1rp6zs6062o8O1PevuxKimVn2vbG+xIRAcDcvbfHcAEzKwd+7OcmDz/o7nPa1fky8DfALUQmDwPXuXtlB327u0dvZck+TLGMLsVTRKT74vGKDcDfAV8zs93A1yL7mNlvzezPy03/AqgkvLjSRuCJjpKaiMdjMN6+SrGMLsVTRKSb4vKKjYiIiEhXxOsVGxEREZFOU2IjIiIiCUOJjYiIiCQMJTYiIiKSMOLxycNxwcyeA5rc/Su9PZYrlZmNB5YBSYQ/aw+4Zqt3iZnNAh4AUoDj7r60l4ckIhKXEuKKjZk9ZWb7zczNbGKb8rFm9kcz2x15HXOZ/S0Ffh+zAcexaMbS3T9w97+NJIf9I1ufEeVYrnf3B919ITDMzAbEdPAiIleohEhsgDXAdZy/dhScWyV8LPADwquEA2Bmo8xsbbvtYTMrBdKBd3pq8HEmarGMHJtjZi8Ax4D6nnkLcSOqsYwcvw340N1P98D4RUSuOAn1HBszOwDc7u4VkVXCdwODPLyQZhJQC4zx81cJb9/HPxFeTDOd8Crji9397diPPr5EI5bt+nsa+Km7b43ZoONUtGIZedr2CHf/ToyHLCJyxUrkOTaXu0r4edz9CQAzGwE81heTmovoUizNbDZwL2BAEKiI/VDjXldjeTvwL8BrZvYMsPxyk0oRkb4kkRObbnH3A4AmDneDu5cD5b08jITg7q8Bhb09DhGReJcoc2wu5nJXCZeOKZbRo1iKiMRQwiY27n4U+F/CK4ATed2my/edp1hGj2IpIhJbCTF52MxWAncDeYTvvql19wlmVgw8B2QBdcAid/+o90Ya/xTL6FEsRUR6XkIkNiIiIiKQwF9FiYiISN+jxEZEREQShhIbERERSRhKbERERCRhKLERERGRhKHERkRERBKGEhsRERFJGEpsREREJGEosZGoMLMDZrbLzLab2V4ze8XMro3xOd3MdpjZDV1ou9bMPjWzpbEYm4iI9A6t7i3RdK+7VwCY2d3Ab83sJnd/N4bnvNbdT3e2kbvfYGY/i8F4RESkF+mKjcSEu78MPAM81FPnjFzB+baZbTKzSjP7KzP7VzPbZmYVZjaup8YiIiK9Q4mNxNK7wIQePudxd58OPAK8Aqx39ynAz4Fv9/BYRESkhymxkViyXjjni5HXrYC7+28i+1uA0b0wHhER6UGaYyOxNB2oMLPZwKPAdmAE8D9AMeHE4x/MLBdYBgwE6oB1wK3Ak8CPgPnu3niZ52yIvLYAbdu0oM+7iEjC0xUbiQkzuxNYAvxHpKjC3R8B9gOfuPs3gJLIsWYgCBwH7iJ8deUo8BqwrBNJjYiI9HH6D1aiabWZNQL9gQ+AW919Y+SKzfFInYY2P3vk9cvABnd/xcyuAQYARcCnkb5EREQuixIbiQp3H9GN5m8DD5vZGCAXeBD4kPDXVy+Y2UJ3P3kZY7A2Px8ActrslwPTujFGERG5Api7d1xLJA6Z2Z+AauAf3X1tJ9uuBUYBT7j7T2MxPhER6XlKbERERCRhaPKwiIiIJAwlNiIiIpIwlNiIiIhIwlBiIyIiIglDiY2IiIgkDCU2IiIikjCU2IiIiEjC+D9wCE+9xKeqigAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "######################################################################################################## \n", "# The first section explains how to use snowScatt Now it is just decoration with observation data and plotting #\n", "########################################################################################################\n", "\n", "particle_types = [\"vonTerzi_plate\",\"vonTerzi_plate\",\"vonTerzi_dendrite\",\"vonTerzi_column\",\"vonTerzi_needle\",\"vonTerzi_mixcoldend\",\"Leinonen15tabB02\",\"Leinonen15tabB05\",\"Leinonen15tabB20\", \"Ori_collColumns\", \"Ori_collColumns\"]\n", "particle_labels = [\"This study:\",\"CaE plate\",\"CaE dendrite\",\"CaE column\",\"CaE needle\",\"CaE mix\",\"LS15 B02\",\"LS15 B05\",\"LS15 B20\", \"Ori14 column\", \"Observations:\"]\n", "\n", "diameters = np.logspace(-4,np.log10(4e-2))\n", "\n", "#for plotting\n", "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(8,8))\n", "# plate,dendrite,column,needle,mix2,tabA02,tabA05,tabA20\n", "linestyles = [\"None\",\"-\",\"--\", \":\", \"-.\", \"-\",\"-\", \"--\" , \"-\", \"-\",\"None\", \"-.\",\":\",\"-\",\"--\",\"-.\",\":\",\"-\",\"--\"]\n", "markers = [\"None\",\"\", \"\" , \"\" , \"\" , \"x\", \"\", \"\", \"x\",\"\",\"None\", \"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\"]\n", "colors = [\"None\", \"g\", \"g\", \"g\", \"g\", \"g\" ,\"magenta\",\"magenta\", \"magenta\",\"orange\",\"None\",\"dodgerblue\",\"dodgerblue\",\"dodgerblue\",\"blue\",\"blue\",\"blue\",\"black\",\"black\"]\n", "\n", "#plot modelled particles\n", "for i_p,particle_type in enumerate(particle_types):\n", "\n", " #get particle properties from the database\n", " mass, vel, area = snowScatt.snowMassVelocityArea(diameters, particle_type) # This is the function to CALL!!\n", "\n", " axes[0,0].loglog(diameters,mass,linestyle=linestyles[i_p],marker=markers[i_p],markevery=5,color=colors[i_p],label=particle_labels[i_p]) \n", " axes[0,1].loglog(diameters,area,linestyle=linestyles[i_p],marker=markers[i_p],markevery=5,color=colors[i_p],label=particle_labels[i_p]) \n", " axes[1,0].semilogx(diameters,vel,linestyle=linestyles[i_p],marker=markers[i_p],markevery=5,color=colors[i_p],label=particle_labels[i_p])\n", "\n", "######################################################################################################## \n", "# Now it is just decoration with observation data and plotting #\n", "########################################################################################################\n", "\n", "#plot observations \n", "particle_types = [\"M96_mixS3\",\"M96_sideplane\",\"M96_polycrys\",\"LH74_dendrite\",\"LH74_mixed\",\"LH74_sideplanes\",\"LH74_ldgraupel\",\"LH74_hdgraupel\"]\n", "particle_labels = [\"M96 mixS3\",\"M96 sideplane\",\"M96 polycrys\",\"LH74 dendrite\",\"LH74 mixed\",\"LH74 sideplanes\",\"LH74 ldgraupel\",\"LH74 hdgraupel\"]\n", "\n", "for i_pLit,particle in enumerate(particle_types):\n", "\n", " mass,vel, area = litSnowProp(diameters,particle,velocity_model=\"Boehm92\")\n", "\n", " axes[0,0].loglog(diameters,mass,linestyle=linestyles[i_p+i_pLit+1],marker=markers[i_p+i_pLit+1],color=colors[i_p+i_pLit+1],label=particle_labels[i_pLit]) \n", " axes[0,1].loglog(diameters,area,linestyle=linestyles[i_p+i_pLit+1],marker=markers[i_p+i_pLit+1],color=colors[i_p+i_pLit+1],label=particle_labels[i_pLit]) \n", "\n", " if \"av\" in litSnowPropDic[particle].keys(): \n", " axes[1,0].semilogx(diameters,vel,linestyle=linestyles[i_p+i_pLit+1],marker=markers[i_p+i_pLit+1],color=colors[i_p+i_pLit+1],label=particle_labels[i_pLit]) \n", "\n", "#formatting the plots\n", "xlabels = [r'$D_{max}$ [m]', r'$D_{max}$ [m]',r'$D_{max}$ [m]', '']\n", "ylabels = [r'm [kg]', r'A [m$^2$]',r'$v_{term}$ [ms$^{-1}$]' , '']\n", "letters = ['(a) ', '(b) ', '(c) ','(d) ','(e)','(f)']\n", "xticks = range(1,6)\n", "xticklabels = range(1,6)\n", "\n", "\n", "legs_handles = []\n", "legs_labels = []\n", "number_of_used_plots= 0\n", "for i, ax in enumerate(axes.flat):\n", " if i==0:\n", " stylize_axes(ax, xlabels[i], ylabels[i], xlims=[1e-4,4e-2],ylims=[2e-11,1e-4])\n", " elif i==1:\n", " stylize_axes(ax, xlabels[i], ylabels[i], xlims=[1e-4,4e-2],ylims=[1e-9,1e-3])\n", " elif i==2:\n", " stylize_axes(ax, xlabels[i], ylabels[i], xlims=[1e-4,4e-2], ylims=[0.0,4.2])\n", " elif i==3:\n", " continue\n", " if i!=3:\n", " ax.text(0.02, 0.98,letters[i],fontsize=14, fontweight='bold',\n", " horizontalalignment='left',\n", " verticalalignment='top',\n", " transform = ax.transAxes)\n", "\n", " #add the legend handles and labels from the current axes\n", " legs_handles.append(ax.axes.get_legend_handles_labels()[0])\n", " legs_labels.append(ax.axes.get_legend_handles_labels()[1])\n", " if i==(len(axes.flat)-2): #joined legend #ATTENTION: last plot is empty\n", " #concatenate legend handles and labels\n", " handles_flat = [item for sublist in legs_handles for item in sublist]\n", " labels_flat = [item for sublist in legs_labels for item in sublist] \n", "\n", " #create and ordered dictionary such that duplicates are remove duplicates\n", " by_label = OrderedDict(zip(labels_flat, handles_flat))\n", " # add a legend for the whole figure\n", " fig.legend(by_label.values(),by_label.keys(),bbox_to_anchor=(0.75,0.15), loc=\"lower center\", \n", " bbox_transform=fig.transFigure, ncol=2)\n", "\n", "axes[0,0].grid(b=True,which=\"both\")\n", "axes[0,1].grid(b=True,which=\"both\")\n", "axes[1,0].grid(b=True,which=\"both\")\n", "fig.delaxes(axes[1][1]) \n", "\n", "plt.tight_layout(rect=[0,0.05,1,1]) #rect : tuple (left, bottom, right, top), optional\n", "out_filestring = \"particle_properties\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we select just one particle type. and we plot its velocity-size relation using various fallspeed hydrodynamic models" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'maximum size [m]')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "particle_type = 'vonTerzi_plate'\n", "model_names = ['Boehm92', 'HeymsfieldWestbrook10', 'KhvorostyanovCurry05', 'Boehm89']\n", "\n", "diameters = np.logspace(-4,np.log10(4e-2))\n", "\n", "#for plotting\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(8,8))\n", "\n", "for i_p, model_name in enumerate(model_names):\n", "\n", " #get particle properties from the database\n", " mass, vel, area = snowScatt.snowMassVelocityArea(diameters, particle_type, velocity_model=model_name) # This is the function to CALL!!\n", " axes.semilogx(diameters, vel, label=model_name)\n", "\n", "axes.legend()\n", "axes.set_title(particle_type)\n", "axes.set_ylabel('fallspeed [m/s]')\n", "axes.set_xlabel('maximum size [m]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's try something fancy. Let's use the same particle properties and hydrodynamic model, but assume either increased mass or increased cross-section area. You will see that due to the scaling of the weight and drag forces" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'maximum size [m]')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "particle_type = 'vonTerzi_plate'\n", "model_name = 'Boehm92'\n", "\n", "diameters = np.logspace(-4,np.log10(4e-2))\n", "factors = [0.5, 2.0]\n", "#for plotting\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(8,8))\n", "\n", "mass0, vel, area0 = snowScatt.snowMassVelocityArea(diameters, particle_type)\n", "axes.semilogx(diameters, vel, label='original')\n", "for i_p, factor in enumerate(factors):\n", "\n", " #get particle properties from the database\n", " \n", " mass, vel, area = snowScatt.snowMassVelocityArea(diameters, particle_type,\n", " massVelocity=factor*mass0)\n", " axes.semilogx(diameters, vel, label='mass x '+str(factor))\n", " mass, vel, area = snowScatt.snowMassVelocityArea(diameters, particle_type,\n", " areaVelocity=factor*area0)\n", " axes.semilogx(diameters, vel, label='area x'+str(factor))\n", "\n", "axes.legend()\n", "axes.set_title(particle_type)\n", "axes.set_ylabel('fallspeed [m/s]')\n", "axes.set_xlabel('maximum size [m]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Go back to the [list of notebooks](../simple_usage.rst) for some other snow studies." ] } ], "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }