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@fepegar
Created October 14, 2021 16:04
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TorchIO Resize demo
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import torchio as tio"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"rescale = tio.RescaleIntensity((0, 255), percentiles=(1, 99))\n",
"to_ras = tio.ToCanonical()\n",
"colin = rescale(tio.datasets.Colin27().t1)\n",
"fpg = rescale(to_ras(tio.datasets.FPG().t1))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((1.0, 1.0, 1.0), (1.0, 1.0, 1.0))"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"colin.spacing, fpg.spacing"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((1, 181, 217, 181), (1, 176, 256, 256))"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"colin.shape, fpg.shape"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"resize = tio.Resize(256)\n",
"colin256 = resize(colin)\n",
"fpg256 = resize(fpg)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"colin256.plot()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fpg256.plot()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"colin256.set_data(colin256.data[..., 128:129, :].permute(0, 1, 3, 2))\n",
"fpg256.set_data(fpg256.data[..., 128:129, :].permute(0, 1, 3, 2))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((1, 256, 256, 1), (1, 256, 256, 1))"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"colin256.shape, fpg256.shape"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=256x256 at 0x7FF69DAF0970>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"colin256.as_pil().rotate(180)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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wTTMSiUxMTFy8eHFzc/Phw4cLCwuXLl16+eWXP/3pTyeTya2trfX19YcPH+7v7xuGYbPZLly4cPXq1YsXL5KN6LpuvQrSVlVVa7VavV53u90ul0tRlFwux5mk0+mdnR3DMCKRyP7+PjlGpVLJ5/PVajUcDmez2WQyWavV2u12q9WiXAA61Gw2e3p6+vv7/X4/uur1ent7e3ELwLihUMjj8RDLvfnmm7dv315eXga5oj5tJSmZFsaH9RF0066sAnOUje8QwaN0rPtnq2hZxfIoWbL+1ypdh2hCt3Qqx74ONcMf+SfreRyqVMccs8MbdHyQlybaZwnuNU3zer39/f2jo6MjIyODg4Ner1dRFMMw7HZ7o9EolUqpVGprayuXyymKkslkDMPo7+8fGRlptVqbm5vJZNI0zVAodOLEiZGRkdHR0ZMnTyYSCafTmc/n+VRvb+/rr7++uLhYq9Veeukl3AKGlmDd5/N5vV6KA6ZpBoPBXC5HoqzrerPZrNVqiqKADum6zgeLxSIwqNvtzuVyS0tLt27d+uCDD9xu99TU1NTUVK1W29vb41CVSmVtbW1paSmfz5PTwyDa3d0lKvN6vYRPPT09wWCQCIo/DQ0N9fT0mKZZLBYXFxdv3bp1//79YrFoRYQ6ZLpDE46RbKtoqpbU7vhOI/nBo6TCtCB43W+Qp9EdsFnf+RjAdajYHSpkR/m1jjd0nIr1N6oITo5JcazRTrfoS+xS3giZR/Ky2+1ut/vUqVOjo6N9fX2AieR85KbUX/P5PHUlzF6xWOzv77906dLAwEAwGHS5XCCJXq/3lVde8fv9hPU9PT0ej0dRlEKhkM1mU6lUs9mMxWKTk5PVavX27dvvvvtuMplcXl5eXV1Np9OmgLEpGjgcDiIru92OYhDEkzz4/X6Hw8FVjI2NTU5OTk1NkRM7HI5isRiNRicmJkgz9vf37927x0kWCoWtrS2KaARFNpvt1q1bxWLRMAzCKhRgYGAgEokg9Ny0SCSCVrhcrkKhsLKy8uabb+7s7BSLxUajgTpZuxqOEbhuU2VVjG6ZsYq7VbSOspIdkQKvY2D6Y2zxY0c76h2HiuZR3/GEDsQq2R1G4pgvsnJ1rN8os1vgQqDMoaGhmZkZWYQiTjBNk0g6n8+T2rZaLdJcr9c7OTmpadrQ0NCVK1eGh4epyPr9/omJiYmJCeuJVavVVCo1Pz+/J14rKytbW1upVKpUKsGAsNlspVKJWkGlUkGMpAyRVLTbbQBQUk9QHVSLv2IjiIh6e3sHBwdDoRBXd/Xq1dOnTw8NDXFKvH9paSmVStXr9Vgs5vF4arXaO++8s7i4uL6+Pj8/ryiKruuFQsHhcASDwcHBQchItVoNe+Hz+YLBYDQadbvdDx8+zOVynPnS0tL29rYsKSiHJWNWO3X80+wObzo+fqjAKIfFLYcerVsaD5Wo7q84HJ/6yNN6kqMf9ZUdV9LtLjoE3Xq7cfStVgt6gmmavb29sVhsenp6eno6FArVarWDgwNwzFwul0wmk8nkwcGBoigOh0PTtFqt5nA4Tp06dfLkyeHhYVgJpVJpa2vrRz/6US6X8/v91Wr1lVde+c3f/M3R0dFkMnn37t333nvv+vXrDx482NzcDIfDfX19Pp+PTDqdTufzeYlgUiYDCOIMJfJIYUFeBSejCjqGZhmvQiBumiZ4juRN5HK5/v5+XMTp06eHh4dBWhOJRCQSQbLL5TKAUrFYvHnzJlFNvV5/++23V1dXA4FALBZzuVy1Ws3tdsvyM1WFQCDg8XicTqeqqqurq0tLSysrK9VqlQqgZiFmW5+deUQs3mHauwVMeVxzjhLijpCmO9Tp/mDHMTu8yodvswpi9/d1v7oV4yPPvuN11ME7fJ9VKyRIauVCOp3OQCAwMzMzNjYGHKkI8CeXy+3u7q6vr5PUgmwioNFo1OfzhcNhpF9ijo1G4+Dg4O2333706FE6ne7p6ZmamhoaGlpZWblx48bq6mpvby+SDeUBtEdRFPyJoigOhwMFI4Z2uVx+v7+3t9ftdsubRm4ANEnolc/nYT2QgEpZdDgciqLs7+8fiJfT6fR6vdVqtdVqcQ5ut5u3KYoSCoUmJyfPnj37/PPPv/DCC8R+9Xp9e3s7lUqVy2Wfz5dMJufn599+++10Ot1sNp1OJ8WNeDzO+/Enfr+/v78/Ho8rikLdulQq7ezsPHr0CDSs1WoBKKPMx9j47pCpQwy6H/oxgtTtfw4VvA750bo6/h6TXuvJfaRYH/qG7uuUb+gO5g490e7Pdp8A2a00AHa7fWJi4tSpU7FYjCJRqVQCy0+n0zabrVwu7+7uYucA+Kempk6dOgWkEwqFtre3h4aGJiYmRkdHkdparfatb33rhz/84bVr1yhawVXGftvtdklvRuhbrRYQvsvlKhaLpmm63e54PB4KhZxOZ7lcdjgcPT09OCVVVb1er7yEYDBYrVYzmUwul+NoxWKRBEBVVTIT0zSr1arNZnO5XPV6PZPJ7O3toS2GYaTTabfbTU5fq9U4SfRB07STJ0/OzMycPHnyxRdfnJycDIVC3MxMJnP9+vU7d+4Ui8VgMHj//v2FhYXNzU2fz8cFYkEo+YVCoWAw6PV6g8FgvV5fX1+/fv16Op0mNsPLWc18t8Acw0TqtnRWSVCPyC6sX9GtCcqTGWjr7w/Rp+6T+KVe3TpqvTx5fkdJv9WFSdGXHGAomb29vSdPnoxGozACZLlqe3s7nU6XSiVVpLxXr149d+7c5OQkpSgoDGfOnDl37lwkErHZbMVicW1t7ac//elrr732xhtv2Gy2Wq1WqVS8Xi/0G0L5er2uKAqlNMIG0zSbzWYwGCSJhNVTrVZ3d3crlYqiKDAaSD09Ho+qqrVazev1oj9OpzOdTq+urqZSKZvNhqdClKkWK+LZwz/t6ekpFot7e3uKogSDwUAgQMZP7FQoFChorK+vVyoVh8PBnxwOh8fj+eQnP/nyyy/HYjEYpoODgwcHB3t7e+l0en9/f2tri0xmcXFxdXUVxYhGo/hGh8PBR/x+v6IoVEt2d3fv3LlzcHBgdQIdhJxDgyLrIz4mKLK+Ot6mWmbDdCuVNR6zQj0dwmaVz49AgTo+oFpak7pPt1vD1MOyJaVLg+XvrXw1mftCRAPf6O/vP3HixPnz51VVLZfLhUIBcg4pabVaLZfLe3t7w8PDJ0+ePH/+POQw0zRHR0fn5uZmZ2cjkUij0VhfX//JT37y/vvvP3r0KJvN0qeC5MFokEwhu90uiZxIan9/v2RuojCFQqFer2PIq9Uq50x8gqr09fVFo9GBgQGpw7Va7eHDh/fv3+fNhCsYYNM0ZZ6giN4aaBfhcDgcDjudzna7DQ2JRBZBp9JXq9V2dnbq9XqtViNc4ZEdHByAC58+ffoLX/jC+fPnfT4fd2x/f//mzZskTrdu3bp27dra2logEOAmUEbgEmKxWDAYdDqdu7u7t2/fvnXrFuWLo2xl90M3u3CebgOvHBF3SBvarWCHfqP1COZheKtyvAJ0y6tyRLRz/F87NN56wO67Y/2UBPXpIJmbm7t48WIoFKrX63t7e9lsNpvNUrUlEw2FQlNTU0899RSRQKPRsNlsBNAvvPDC0NBQq9V6/fXXf/7znz969MjpdB4cHDQaDcBNTdOISQhXQCRRyEAgAFOIYxITg+QQCkvEEKOL3Fsvh4AbGQoGgw6H4969exsbGwcHBz09PYRbNpsNsrTN8pI5D5kM0kyoMzg4iNup1WrZbLZcLpum6fP5YrFYIpFQBQh2cHAAOY92HBwX9Y0XXnhhampqfHx8YGCAbGFra0vX9Z2dnZs3b37ve99rt9u6roOVEW75/f7BwcHR0VEyonw+f+/evfn5+c3NTTIfU7yUxw2ctJjdhrn7pR02cs96tGMs+qFxjvXV+dlD5fXJIx+rmT/0gx3qe2hw1vHV0kiAD/b29p46dWpqaioej8PAgWKZTCZ3d3eRWlVVn3nmmfPnz09PT8diMcy2qqrj4+OVSmV+fv69995744037ty509fXp4jGc7JJwgw8CQG32+3mT4gjLLRcLgfzTPol+GqKovA2zh80FrYF3V7tdjuTyWQymWw2C7PN7/evr68DzuBMyJgVRYGKR9GX20WYgXhhC4jRCZnAmhKJxPDw8NjYGDyljY0NqhZerxd4CuWhfFapVPb29lqtFhDWyMjI888//5nPfObEiRM9PT07OzsOh8M0zeXl5f/9v//3tWvXwuFwPp9vt9s9PT2tVgvS+MTEBOCsoijLy8v3799fXFwsFAq0epIeKIfZuO6X/L1VN7SuKRvaYS2a1oNrxzZDK13q9KEAP4m4d1tx5QjVPPSdyhEewHpwbpa1UyQYDA4NDZ09ezYajUJTS6VSu7u7qVRKVVUMW6vVGhsbO3ny5NTUlKqqfr9/bm5uYmKi1Wo9ePDgtddee/3112/cuAE+owgkFKo9Vk1RlI2NDVg9MzMz4XBY07T19fXd3V0oN2QdwEfw59rtdjabXVtbI74ivudsR0dHCfQh4hPPNBoNGrt6e3v7+/sDgcDy8jIwTiQS6evr6+3tBQhCIYnRt7e3ifHQOl5ER7gav98P0ETJT4JUqqpGIhFKgffu3VtaWtrb2yNRgUW3ubm5ubm5u7sr2xKazebFixdffvnloaGhCxcuzM7OKopCkLa4uHjz5k2ITJTSPR4PtLxIJDI8PNzb21uv11GDra2tRqPREq8PhayLsiUl4ZiY4lDh7Lb3h8ZC1jd0HNP6vY+FX1IEO+ReOdaQH3rqx5yH1Sp0HNMUTbfwyWZmZkZGRvx+P6yBYrGYyWQKhQIOPRAITE1NPfvss/BeNE2bmZmZnJyMRCLf+MY3vvWtb/34xz8mqNA0jfq/w+GIRCJ+v9/lcmmahqU8c+YM1OVWqxUIBMDm8/l8MpkEdB8eHh4eHiZpxvlApiDthgIUiUQSiUQ0GlXFS1EUWECNRsPpdO7s7Lz77rsul2t4eHhkZOSdd96x2WzDw8NAkKro5zJFd1iz2SwUCpubm5lMplQqYeGcTmdvby/gDH3DKBheixowtoOOtna7vbOzE4/HHQ7HT3/6U6/X63A4stnsxMSEx+PJ5/Pc0lQqBVWk0WgUi8VTp069+OKL/+Af/IOZmRmPx5NMJt9///379++jNvDANdHEEw6H6aMgrV9ZWbl79y6wAcBUtzhZnbyUjQ4B65Yo2ed0TJuUVdg6AqTuMP5Ds3uMKHcf9NDs5NBDWz/Y/dkOReKxgWyEQqGRkZHTp0+rqgoaWC6X8/k8qAXx9/T09Llz5y5fvvz000/HYjFVVbe2tjY3N2/evPntb38bNIOjEaMrgnJjmubJkydPnz4dDAahErRareXl5Uwm02q1IpEIJGR4mq1WKxaLxWIxQhq8E61YGOOdnZ2dnZ1cLoe5xaXQIYBFL5VK2WzW5XJVKpXt7W0QdKfTubm5SYkXsMhaQSOw4Z7Ae9vZ2QFZ8nq9Q0ND4XCYFmTuHmVButVUAWK6XC70gc7JSqVy6tQpt9tdLBYfPXrU19dXKBTu3Llz7ty5eDzOqT569IikHOXx+/2//uu//tnPfva5557b29vb2dnZ3NxcW1tbW1vb3NyEecEdA+0dHx8PBALVanVxcXF7e3t3dzeZTHJ7cVkdT7wjWzhUkLp/0x1ZSNFSRQHR+inFgsZ2vF/K4eFyrD4+UejQ2Ov4Xx6qBtY/yfMmJsFB9/T0TExMjI+P9/X1YfXz+fzOzk42m4VedunSpU984hOksK1W62Mf+xjY9muvvbawsJDNZuV4EuBqMApd18fGxmZmZlwuVzQahRKTyWR2d3d3d3fp+WIoQ7vd5nzQmVgshvlXVRWxhopTLpcbjUYqlaICEIlEvF4v4CPMgt7e3larVSgUdnZ2CMHBi4j7G42Gy+Xy+XywJ5xOZ39/v8PhoAGA08a6FwqFVCq1s7Njs9n6+/ulzoDMSpBAe3xwEIVwnABhHrgnTfehUEhV1WKx+PGPf9zpdG5tbfX394fDYV3Xr127RsCDao2MjLz88su/8Ru/ce7cOYfDsb+/v7S0dPPmzWvXrpGlPHz40GazMQWjp6cnEAhEIpFsNru+vv7o0SNoRQRvVlm0RgFWke0w24d6j+7/WuOUjzToHVa4049YVeIY1en41u6/drzH+k75vdZrgLXf19d3+fJlSMvAc3DOqAcFg8FPfOITU1NTvb29TqdzcHDQ5XJ97Wtfe+ONN+bn58vlsoTGaQ0Jh8M7OzvNZtPn850+fToajSqKMj8/r2maz+eDbW+aJtERjIN8Pg+yhL7Z7fbx8fFYLBYIBFRV7e3t9fv9cPcLhQJ+CU4RfDJCFNjIIJsHBwfJZFJRlFKpBCODsCGTyVBpokRAVxehPM0J9Cq0Wi267IFZenp6YrEY4o7aALOSJRuWdmRwMMIGKNONRmNvby+ZTG5sbOBAVFX93Oc+Nz09DaxJ3FIoFCh7ffvb365UKoR8kUjkwoULv/Zrv3bixInBwcGenp7Nzc0PPvjg/fffT6fT29vbshWTq4hEIoqipFKpmzdvrq+v7+/vy5PstrkdgmHNCrpNc7c0HhqNdwinNeLoUAC9+2PyTd2H7oi0OuS4WzutoZ5hGSRoPQ62X1XViYkJulUIf/f399PpdDabLRQKg4ODp0+f/pVf+RXoDyDx169f/+EPf/iTn/ykXq+TJgIZ+Xw+5MMwjHPnzp05c+bChQv7+/srKysrKyt+v59SF1EHzHjkBuSEGCCfzyuCvEBmCc5Dx7rsfkSFiDeYDtTf309VFfCe3jGaFfkIpbSlpSW67/v6+iDPud3ug4ODQCCQSCR8Pl8mk9nZ2SGHAXihwsCZUP6jYEyYp4p5Fqao0kjSFHUxaXp9Pl+lUjEMI5FI5HK59957L5fLPfXUU5cuXQoEAu+++y5R/vT09Pz8fDKZBBJYWVn55je/+alPfeqLX/zi5z//efKiF1988Wc/+9kbb7xx9+7dZrNJMT6VSrXb7Wg0Cmrn9Xqz2ezm5mapVLK2VXW4An5/DPrZLcrH9JwoioIAyM92iyv/6uqxGGrHSRzldzref+iJdugJQT+RhqZpU1NTiUQCRsP+/j5NT+Vy2eVyXb58+fnnnx8YGKhWq/F4XNf1lZWV//pf/+vDhw8pTvl8vng8furUKVK6bDZ75syZK1euXL161TCMcrlMN6Ak+QSDwVAo1NfXh8mUI0wIfjDMjUYjm80SSNRqtXK5TNBFYQgyM7EyNAQOpaoqxQFFUVAS8sVarZZOpxcWFhis0tPT09vbu7+/f//+fTxPT09POp2mGgDGEgwGTdOkumcYRigUoi2GE1YURY6H4NGSPwDU0k4gU15Og1iIEM7lclHfRTnj8fjCwkK5XB4YGNjf3/f5fENDQ7Ozsz6f7+7du9CoSqVSLpd79dVX33nnnT/8wz/8/d///aefftrv91+5ciWTyaysrKytrSF2Npvt4cOHmUwmGo1OT09PTk4mk0mv17u6uprJZNBJ6zgWKTPW6qpVZqySZrWzmqWNVn0cZZJHIxjuEFGrRund0t8hqUflCd16Yr2kbk2wahFRCk+RjA1emlQAGmE9Hs/o6OinPvWpoaGhUCjk9Xr39va+//3v//mf/zmTRfx+f09PTzQaDYfDNpuN7liqsJlM5rXXXltZWQHvo8OQgB7GP+AM0ZQq6MdyDBtAUDabReZkUAGvLhQK2e12WiVVVaUchuZEIhHTNHFfhDEMTdnb2yOKCwaDHo9ncHBwcXFxYWEhn8+fOnUKoj+hTq1Wi0QiPp9vbGxM1/W9vT0Ses6TTi5VVSuViuRHUQyWwSR5Dn36eAxd14knc7lcvV7Hfg8MDDBmC02Gx7GysqLrem9vryTMrqys1Gq1ZrPZarWuX7+eyWQePHjwH/7Df/jMZz7zj/7RP5qenv7X//pff+ELX/jRj3703e9+9969ezxErFu5XIZ8xeiNhYUFtBGnas0NFFH67LCYVuHs0Aer0Eqr2h1BWQW4O055bE9w9/d16Jx5GLrf8fFD4xzVku92eLTp6emnn37a4/FUq9VsNgs212633W73Zz/72atXr/b09GxsbLzzzjsrKyv37t3b2dkplUpQ26kPUIf65Cc/eeLEiVqt9uqrr66uri4sLNjt9tu3b9PoCH+mv7/f6XSSj0KsIAdtNBpUFSjKEk3FYjFFUdbX15PJJEGIpml0iiiKEgwGR0ZGaBCD9xYKhcLhMCWC3d3dTCZjmma1Wt3e3j44OCgWi7J7AYqepmkgvMvLy7Va7dy5c5xGOp0GKSJbUFUV4ZPMPDIWUlvFMsoOJQwEAuFwmIR1b29PjgmS5GpsP4GQx+OhaAjrM5vN+ny+np6eUqn0ve99b2JiYmRkhBBR07RAIPDcc8/RlHxwcPBXf/VX3/ve91566aUvfvGLV69e/af/9J+OjY299dZbd+/evXv37tLS0ubm5okTJyAm9vX1TU5OOhyOxcVFinHogGIx9lI2rCKrPT6blZ87bL9qmfBlHjYsyJpna4/PO/pwzKVVWLtt/FESbw2KtMfHUXXnKFZaG3Wcp59++tKlS9PT00tLS2traxR6m81mOBz+yle+Mj4+Tvdgu91eX1//3ve+p2ma1+ul8MmDKRQK1PADgcAbb7xBYkrsTiKhqipN8cwRweqolomfnCcoO5Qy6v/UvwYGBqh5+Xy+aDTqdDrJSr1er9/vHxsbSyQS9XqdqEPTtFwuR6UCbhx8ZkysvFE2m405P6VSKRqN2my2QqGwsLBAtr2/v5/JZBRF4ZgMGlLECGjppmRPGZkl3qC/vx+qBS4UPwmytL6+Du+Dvk2yZ/IWqlokLcxQMU3zpZde4je6rk9OTg4ODkYikUePHq2vr4Nx0SOxtbX14MGDX/3VX/3KV77yzDPPTE1Nvf/++6FQ6P33319aWnr48GE0Gk0kEu12OxKJPP300z6fb2VlhbyZDEreGasQW+XNajGVx7GZjuCcVzdVriOYt37pIVsiu6Odjgin+zdWPev4DlW85MXwhlAodPHiRSqOt2/f3tnZoYtqeXn53LlzL730Es739u3b5XL5tddeW1xcbDabbre7t7c3kUhsb2+HQqFoNJrL5Sg/Xbt2jUkkkOF0XYfUSWpo5RvDuqnX6wQPmqYRPUOzIW2lyF8ul2nUKpfL169fP3PmzOTkpNPpZBwiQbbb7fZ6vTw/SKmy98DlcjGUATUol8uKomSzWdM0CWB0XS8WiwQ2gKR8kEZHQFgYrxxf4sWcsyoGPBINxmIxv9/farVwQZTJ6/U6LUHVajUQCMTj8cHBQQ7YarWCwWBPT4+iKHg20zTl5XCGtMik02lK13NzcyMjI6FQKJ1OT09Ph8Ph11577d69e/l8/mc/+9lXvvKVl1566dOf/nQsFpudnb127drKygr+FtPGFdGuvba2lkwmwYWNrkVSh8L5VnmzhhiAXYeGSR0mWNq+Tg9wqLgf/9/uV7d6yYuRFhfSy9zc3IkTJ2ZnZyuVinSpW1tblUrlq1/96oULF6LRaDabjcVi6XT6j/7ojyqVisvlGhgYCAQCVN1feeWVubk5h8Px+uuvb2xswHgBEonH47DlMplMX18fD1tRFMZdFYvFvr4+2Afkr5L5rAogBavp8Xii0SiCSIU4lUppmjY7O0uCy7wTRVEkuqeKOhSMHUlXpkGH8Aaag6IosBKAKTmTWq3GxwGRUqmUoijASolEQlEUABbSYlIdYiFKY263u9FocD/BeSR5hDHUYJSMqga8p/MG+IsLkYkNjA/iUkDeSqXy3e9+t91uh0KhmZkZwhvmWm9vb29vb1MF+/Vf/3VK8k899dT/+T//59q1a8vLy9CqQ6FQpVKJxWIXL16cnp6+cePGo0ePYBCBdx1lfGUIrTweh8vfG10rrTqiGMXiB6whvW79GmvU1f2xY16mBe7s+JRq2W8OrSWRSJw8eXJ0dLTVaj18+HBvb49mC7/f/9RTT507d65arT548GBiYuKb3/zmD3/4Q9M0GfUxMTFx4cKF6enpeDzearXm5+fhddIO29fXR0QLiIm7R7YQR0nbJCCGCySnR8GxUQRzE/QGfAk8isLWwcFBLpejJSCfzwPgQJFgeD9zPIlSZBGaokS9Xt/a2iLEkhkq34vkMWmLKhUng1bQtuv1egcGBtLpNKZatq3QmQkQzAyvUqnEZ5mny7hFuoqpN4M1kRfhHkljZAGblIPUv6+vjxKhw+E4c+ZMJpNZXV2FgjowMHD27Nne3t61tTWMzre//e1XX3313/ybf/Piiy+ePXu22Wz29/e/+eabCwsLa2trOzs7oL2k4KdPn3Y6nTdu3LDZbJKxZ1gGXCuPRzJWwVUswYX1I1rX0LjuBNWqRXq3cHfDqx3fav1vx1+7zT9/hTri8/kGBgZOnDjhdruxTOl0OpVK7e/vnz59+mMf+9i5c+dSqRRP5b/8l/9COkjkTZPe+Pi4oiivv/76j3/8Y4bn4Bl6e3uh/ss7iOLxX4mEED7Bx2RWFN1VishP0AryBNr/fD4ffYzIPSafN5uCEMGb+QH8kbwTsItvh0aPSmBcieBpmERRiZqCwSBOQD5RyNXIen9/v2z+ktQ3OVKFuAg2hyQsYeCZC0SqoCgKSZF8ZJybaZqShcqZw8LSdR1fUSgUVFVNJBKZTOb999/Xdf2ZZ54BsQiHw+jb+vr6v//3/35iYuKFF174x//4H7/wwgsM1QO9ffDgAV8EgerMmTOapt2+fTudTssCvCkGIFglu9uim4dtVrbG4WoXEiOftfQSh4RASlfYc8xJKI8be8WiiPK/CJbL5bp48eKZM2f6+/tTqRQp2s7Ojqqqp0+f/tKXvjQ5OQnu8dd//dff/va3s9ms0+mMRCIzMzO/8iu/Amf97bffhknv8XhgdCmKAoBDTqkoCqMOi8Ui4D3nQK2e7M3pdNKohabB4CU3oDGAQyGO/f39iqIAhGtiKIu8OnntsptRURSCddh1Ui1VVaWthNZy+VngeVmdYIyhKmANiRcjtZLbZ5omvsXW1aVJ1YI8wTRNRmVFIpFQKMQoCjmNi0m9GFFdDHDHm8neA66oVCoRFxETbm5uHhwcINCPHj2i8e306dP7+/urq6t37txptVpLS0vJZJLi/e///u+vrKxcu3btzTffhCAk52P7/f6ZmRld1+m+Vx7Peq032Wr1u5NMq8Qaj28E646dHkuCj4lwDv2T9Tysp6s8vmpFniXMHL/ff+bMmdOnTyP9jPEA8J6ZmTl37pzf72e+8V/91V8RTZqmefLkyeeff/7ll1/e29u7ffv2T37yE5hw/f39RBFoGu0aJLLEDJh2ckqqszQukrYibRQNEE3ZP2CKOXNyGC3RsM/nAwZ1u920L8pbhNzIDhjgHYkpAXdKhkI8Hod3hFzCZx4cHIzH47A75WEJSFjAgVDKsAdxp5hNxkIvGzAUHgMwnmZocBiK3KZpgiADFqFmMv+BzAMWzLWrImWk8IwFBQHDuBwcHMBoisfjUAlhrwDB/T//z/+zsrLypS996dSpU5/4xCekl1AUJZvNNhoNIgLuZ6VSofhotf0dttV8vKBrFXHz8UZFqzfoll5TgPKHwJ0d4dehumE9bvc3SRvJ86DWeOnSJZpRstnsyspKs9kcHBy8cuUKQzbHx8fffvvtr3/967du3eJPr7zyyrlz53w+3/b29s9+9rO1tTVVVYGu+/v7PR4PrXqSCwmIfnBwAMxC/NpqtXDf8Xgc22+z2cLhcDQaBecxxawe5IZAnPFsEH5UVQXbIYt1Op24Dgw2g9QlNElCCdWC4wDDw+pRFIXfNBoNWGKKojCKCyxSSjn6hoWGyNDtk9uWbWKq2MSxubmJ2rdaLYJMTdMQd9jL2H4KINRerK7GGjdyNw4ODvDVpE9kPsyWJElA5gC1p6enx8bGQqHQW2+9tba2ZhgGDZPBYPCLX/ziJz/5SZC9V1999e2336Zp2263RyKReDxus9lSqdRPf/rTra0txAlHJGMhwzKt0Yr0d4ioNe6wint3CMNvdO3xqTvWY3VoQoev6dYqq5rK4MzlcjGOYXh4eH9/nzau5eXlgYGBj33sY4AbW1tb3/zmN2/fvr2ysgJHZXp6OhqNZjKZmzdvvv7663S++v3+QCAg61ltMY8EHcMW8iCpwgKbIkCYfyLg3t5eIg2ZdRG9WPMHyHkIN2E9P/M2idyZYsQaOJKu67Qm8lnoEqgTVWFsLTmDy+WiGwakiDIFlSzOWYYxRPwy8uGL5OYLVVVBUVRVpcQmEVLSBoZFc6OcTmcoFAK/gmJI/sCtU0QfKWrPFHipxpQ1crlcPp/3+Xx4GC4HogR462c+85nnn39+aGjoJz/5CaHg7u7uvXv3/uAP/mB0dPSzn/0sRMb79+8jx/BTQqHQwMDA+fPnnU7n8vKyRA7lfdYsPWJW5e+WRml/TfHiT9rjdWLVmgSbXbCR1Rt0aEh3xN+hPDwVxKKvry8Wi/X19VWrVQYK7OzsXL58+ezZs8PDw0tLS/fv37937x7IIARP6vDZbHZ1dZVGJKbrKIpC4QbQQBWdux/Gc7oup+bTMYxw+3y+QqFgs9mQLZg/xNC4fm43OS6uH5aR9Q5SAlMUhUwX1p3EnWyWAb2aaA7GgCmW4JACGaEUwRjXpSgKKYfH4yEvJ3XWRFc0vDckWLEQXVTLpg/57VQqpCXC9pumSSwHbUSx1CUVRUHEUWzaMkGT+F6i9t3d3Waz6ff7L168yEqoUqlEk4MpUvC1tbX//J//84svvjg7O/tP/sk/oX7vcrmIXfP5/NbW1uc///lf+7Vf+/rXv06xol6vb2xsVCqViYmJs2fP4g8XFxcPDg4O7TPueC5S3qwBkvVPHa5AKoPaQYXoDraUx12G1JOOnMMq+lIc8VkOh+P06dPj4+MejweaWi6XK5fLo6Oj/f39N27cePXVV6Ga6LqOK4Tg4HA4FhYWFhYWcrlcb28vM5wjkQhlGugMEopBzuBE0B7F3hSWRNCVoosh6VTBWmKwnAy7FRFUoA/1el3iOdVqFWcN34ZDcTQkzBSTHWRILeXeFEPgFEWREDslXlVVmd2gCnKUDO7liB7pSOWGGOXxUJOfZf+DaZqcMMxTwJlAIIDDhPRPG77sN0CX8CqSfQ13wxAdBfBTPB4P/XQAUICwfr8fFMHv99OUI7eBvPLKKxcvXlxeXr558+Y777yTTCZLpdLf/d3f+Xy+X//1X//iF7/4ne98586dO/F4fG9vj86KkZGRYDB45swZ0zQ3Nzfh5OKopdBL8692gTwdttj6V1NkCNZsQbWiQJplYU7HF1h/kOFQh7236haP3OfzDQ4OTk9P67qOc8xkMk6n88UXXxweHi4UCj//+c+pg7bbbb/fPzU1deXKldnZ2Y2NjQ8++ODevXumaQYCAQ5LkySzpYjsJULCN8p4EQIwuxnp8WMMOnwsOc4Jk8mhrPCOvBWAQkTJRCZEpX6/n54vgEWkmeBErjGVhoBbj2CpAmwBAIG1IVk9kKIhHZHdEkdZycympbXKEOs/FEVBpXEaSKc8By7TNE2E1efzcXBNTL2VV22K5ZPlchk8zTCMSqWSyWQajUYwGBwYGOBaqB6iq+12G6+rqio5BnnUw4cPf+/3fm9iYmJoaGhsbIyua1KCv/mbv0kmk//tv/233/iN3xgcHPzWt76FWwa35YvwYBgvVSzRsdrljgilI1SRb1AsDsQaycs36NY3yU92VBbkHVcOC5YUkXNolhqEpmlDQ0OXLl0ilKenrt1uDw8PX7lypVgsUlXN5/MOh+PSpUtDQ0PkCbdv3/7ggw/m5+eJ+2X2g19ui+EIbcsaU74UDEQR+3R59oQrcCqRMJvNls/nqcdhaOW34MfJRJlyDiLBPZH+AfoDGI4qpumbYqEYmmm1IKDpqqqCwxhi8xJsJZauyvuGEdXFS65gklOGpK2R/gf/gBZZnQ/vRwFIhQF5papzYw1LL3Kr1drb22MmhWmaxWKRmC0SiQCaqaoKnkb8Y1g2fiuKAmeJonI4HI7FYktLS41G49SpU1evXrXb7T/72c8wE7dv3/6DP/iDL33pSx//+McbjcatW7e2trawCAMDA9PT03Nzc319fYFA4IMPPqDnriMqOVQO5W1XDmsdlrKqWtLiTi5Qt0+R2tPhcY7SRTxjMBik7ZBECqNy9erVubm5YrFYKBSSyeTCwoJhGP39/QMDA0899ZTf708mk++88w60LZnmAubIypEMjpE5njqiDMjDE+XFx4nUAfLwzhh+RayLs14m6aYkGyNYyDFxi8fjYZQQqCs3QbKmSVEQTYRMCnS5XO7p6SHGMEXbze3bt0nuwRYJ8KTysIvA4XAMDAzQBkQQJRlNpmk6xC4mm2UqEZEJmglEQ9+6PDFp6fB1XHKhUICcA4Wz2WxCA6G92DRNKhUsdJKt8dL2yZECzJev1WrY8ps3b546dWpkZOTixYtra2sME/jjP/7jvr6+r3zlK//yX/7LP//zP3/rrbdoXdjd3c3lcnNzc263e3h4uFarra2tMcxUsUSVSlf7rxTODtHvCObVxwmhh1SCDw2hFItz6FYDeUIy4ZicnKTBpVwuA+7Ozs5evHjx1KlT1Wr1O9/5DlVxYOBnnnkmHo/fu3fvtddeW19fNwwD3gFRjdfrLRaL2EtCINM0pTEjXmfTBI0mEuCngM8g21AoBEWHEilQiVQbw/JSxL4gmchi1xFNevYTiQTojbyttHqRfxMkSG6jw+GA/YsTAwa16i3KQMsiVCUkSXIlGo3G9vY2bVZyvouUA0yDpmlUkUlYrWGYnOmCQkrmH24ThSwUCsT91O84H4Rblgi9Xi95P/rMIyD6UhTFLraFywzE6/WyeCadTv/lX/7l0NDQiRMnEonE/fv38Qz/43/8j+Xl5f/+3//7iy++2Gw2/+f//J8Q9er1eiqVYm8nSlutVql1KmIivGHhK1jjH6s77RZpa272WAikPO4sOkx+h4Z1v1+xREoej2dgYGBqasrv9zNVOJ1OO53OU6dOzc7Omqb5zW9+87XXXtvZ2QGaPHHixMsvv5zJZMrl8tbWVj6fpxRKLVbTNNZQ22y2YrG4srJCggvAR/OhJnbgtdttqMhoQiwW46ESR8pTBd6mRsan+CJUjmtnU6/H4wGmkJwcZotrlnEBRDjQ2hRFkVNxTEGUQAckw4Kjkd6QqdNqQxG3Wq2ura3ZxQpU+ox1MUgdRif61hYLHtEl2EROp5MZoPl8ntIEt8vn82HzSP3bYuVeuVymMlUulzlnzoQrkjgB2AMt0dwxkDo5yVTXdVrhVJHQUwkBSCB9KpVKN2/eDIfDtE1DhPnRj37027/927/1W7915cqVZrN59+5dGADFYpG7PTAwwJXevn2bGLhD8KRd7pDS7rBF/iyjIEVRPiTDWd/XIeUdR+n4eqTBEDP9EonE5cuXQWCy2Syl/kAgMD09fevWrfn5+Rs3brRaLdphv/rVr54/fz6fz3/jG99477336NBDFoFZVFXFooASlstlDouvB43RRUM9o4zb7TZDcGU2jO2XwbeiKLBlCIRMwWXAiCLrhugwjkQiUlz4LhmPWeXbLkaIEqZzxzD5fAvJgyaG9nCBiJHMVu1iU0YqlWILGLNGZLpPfy0VPdRMVVW5zwY0Fs3nN+i29SFKv0otYnt7m/YUoke6+HlkxHJcC3cJPhxFFfpIiU6h0CKFUv8bjUa5XOZiqU6qqhoOh5npvbOz87d/+7fUjN966y2/3//JT37yS1/6UiwWW1lZgSNTKpU2Njbm5ubGxsZg7EH7tQ4Ptsrhof+1BvCKiI6wmLznyH6A7pzDemjrQWXAQC29r6/P7/cDpTGyc2BgYG5urtVqvfPOO2+99VY+n0dY2Ve1uLj4xhtvvPXWWwcHB3DUaH7t6+tj3hNN6GQRxNNkqDaxTZpZggwehPLu9/sNw0gmk1ggJAZymzTeFPY5bZmtWqMgkgSeKJEY3oPYSRekfMnPkXaoWCwykROLQC4u3YIp9l2DmSBJAEoEDL29vQjf3bt3U6lUX1/f7OwsD353d5f9lrJuxdFsNpss1bXbbZYJEF9J/yYLZ3SxZbPZTCaDMKFCgNS6rjN4C6GXeo5WcAMVRaEzU6bjZEEczev10hFhmibEJGI5VRBPsAjnz59nHFOhUFhaWgqHwwBixWLxJz/5CU2nhmFsbW3RaDozMwO8QUyLMluFU7oCBFWWCzpimQ55PiQH6DD/3cqgipf8Ak3wKBkSZhgG0xwqlQosoAsXLtBjRQ2LzMzr9d68ebNSqdy7dy+VSum63tPTAymyr69PToCiMFQqlUCTJJc9EAjI+VAoIUG/JABTrMFpmGLimkRFJMWXWJ9gl7AYWcdgEK4gQOibXO/+izsoYB8ARIw3K+tUUQ203n0EiCFWlCwkptRsNjF+mqbRO7+xsbG5uckOGy6BypRUVEWUXBRBuYU3oQlmG9Ipc0fc4+7uLpOl4Y8Ui8VcLmcYBuwjkH4ZEQEMyAin0WgwVBjutLxF+EkyewIqtGJ/f5+MGdh0e3ubCUL0tfr9/oODg+3t7YWFBWKHRCIxPj7+s5/9jGL55uamYRjxeHx0dBT7cvfuXSt0oVr49t3RjtIVFEmHj3rr6uOBvlX0O+T+0MNJv49BGhoaopUWA9Nut2dnZ/v7+0ul0htvvLG6uooloFw1OjpKv1I2m6ULqVgsViqVcDg8MDBAfxP5AGM0BwcHg8Eg054RJvlgAH8Yaa+qKh1Y+/v7kUhEZnKKgOQx2EzCcoolABJ5JEx3iBm0LKXTxPYUvAROQ5Yj8AzUudPpNOAplpVAjjwBA0mbPMFPq9XKZDLsGJb7TL1ebyaTqVQqgUBgeHh4b2/v4cOHEKFxhmC7imDgSX2QBlumg1a4gyji4OBgfX0dGW00GltbW5lMplqtDg0NDQ0N9ff3E/CgulysdAWqquK0pbZToIQgCEJVKpU4OB6bqRYsJpM6jBu/evWqpmlra2t/93d/t7i4CKa0ubn5sY997Atf+ILb7WYxT6vVWl9fPzg4OHPmzODgIE1F+ENJCO9ODI7KV+Xv26KHSe/4jNW0Wz+sWlCkDnvGLWPtJiujCSsRrxMnTsRisf39/YcPH1INYZrkyZMnr169+vbbb2ezWdJWXSyTMwwDM0+UaQqkj7AeihiNi6Zp0ttFsEFUQyDERgwIbWyThtHeECvfiE0VRQE1giNtLWOZoraqCrC8Lcb2m4ICJCNLaE7sjcRGbm9vS8YETk/XdfruFUXBATqdzuHhYQzz5uYmK43Pnj0rRxEahkEjCyIoq2lwgQh+XC6XjL9RD4mE4Blk8kNOAsZvGAaU5t7eXqQfUkZb7MJRRF1f+jGv1yuBV12QUmWqAARM/zHAmqIozMcmn0YBZJ14b2+PMQJzc3NQ6xisYhjG+vr6qVOnyuXyzs4OZXjmi/l8vqmpqVardefOne3tbYroiiWw6bDaalda3C3Dj6FApngpIruVvkbpSn8VC5xkmqbP55uenrbZbNlslnls7A995ZVX2L8p7WKpVEImXnvttYcPH7bb7YsXL8bjcfAvhv0bYtITJGG+AqQFYwxDnbYmxAuMAtAQI82MLRar7O3tUYLlQdLghwBByMGwYdElnot1QQ8x4fyXTBrTC/eT7RK1Wm1jYwMuJ3qlKEq9Xqc1WTpfh8OxtrZGLjQwMEAByOPxUDBJp9OMb+nv70+n01SmVFVFsSORiNwnyUMluFdErEIgJJsMVUv5uV6vE5wcHBwQoPb39zPVS1bNuNWk1JooWlOG4/wpp0ifIIFvSteMDoDw7HA4JIMajh3HB0jd3t5mVMzU1BSTs+i9TCQSzWazUCgoisITJIXb398H+pucnERCaN43LeSIQ0XfKu5SmKWN0Ds+Y9UEK9SqPB5CKQKHRqQmJiZOnDgxNzdHQEkN5cSJE88991yr1bpx48bPf/5z6GhAez6fr9VqodPBYDAejyPZXq83EolI4gBYPrGBoijFYhFyvKZpVGd0Xeew6AloD4AjSSdVOY4JY3FjYwOAdWRkBKinXq8ze4JZiHwpYorUYrMxY2S9pqg6YSPK5XIymdzf32+32yRz8A6Ig2EggwPK1lv6yre2torFIqkO/q1er+/v7zebzeHh4fHx8dHRUW4pAoSbIhhDDagV6mJThozNrFZMswzOx5yTptss9Dufz4eYaoIObS2rUXSjMmAKZgfwP0JJjxvAMTU7VIiqAgKDdSN2arfbY2NjoB2apg0MDDgcjmq1+ujRIyCHra2taDR64cIFeufJWDRNGxwcPHfuHCA14ys51baFNmeNWUwLA8LqIj5M4ayG36oD3S5DRkdSh1SBAtFm3mg0OFe32z06Ovrss89euXJldXWVKJ+Be2hwPB5XVTWfz8u2VCSMblrMJLaHblpp0iQJdGxsDLtbKBQ0TZP0Yyw6LpggFSOk6zp7K8LhMGRpQIamGLmjqiq1KlQal03KKwF+ZEh6ANmaODIyoqoq26qp9fK0iNaq1SotuUNDQ9vb22gXVk3XdUbStsRKYyI0K8bKZ7FzkvPDSTbE1Gv5RGTcb/XYNsF5VgUPjNyJa5QGXso9sRApckv0hclidls0MctoEHtMsYzj0HiEvVMFXQ8bRIsCmQC3tNlssvb47bffxgjm83m89Pj4+IULF65fv379+nWYLFtbWwS009PT1WqVnc0twWO3GmspqIbY5Kc+DpX+QgG6IxypDN1AktWuIIi4vLGxMfInpK2np2dubo7up4cPH0L4abfb1PbC4bBcjoL5gTkH59m0FDjxznAisEM8LUpCdrE/xhQcHs6tIbYehUKhUqlELQwpNwyjv78/Fovx2BQxMx3GvKTHqapKUQnLiqBI6ZQYEVKIXI6PjzPyNpPJEIQoiiJ3SJLicyay8qooCp6H4IFuIWRlcHAwHA6zwQXKjdPp5FbI+IQ6Fw8CSdLFHg1TYMRtsawb20wXERrI5SCpbPRQBMnKJmjY5O78viV2jVnDCfhtGCCv15tMJqEDSpoJ6QRWiTiQS6CuRywE/4JdNdiU9fX1c+fO5fP5u3fvvvjii5T/yV6wLOPj44ODg4qY5lIoFKzX3qH/HSFMx8+dSbD1vzJTVrocClLC2KYTJ0709/dTVaHfQtf18fFxAputrS1m/sjevN7eXsqrRCwOsY2Lo2mWuTfFYjGdTkOxkn4c/07IzskgJdL2gw/ISQq9vb3U+SVTl4KRw+Ho7e0Nh8NDQ0NU3+BcoGz4etRAJgPyuRqWQS/SrNJ2PDk5yYkZYuc7rokIAWYl+rm2traysuLxeEZGRhKJRH9/PwekwIdWE02ZpqmLThor80c+bMp8ADKKonCBvMcmBi6gRT09PYVCgeoew3fboiuICheKQduNXQx9QTEI/U3R5C1jTlxiSywRVB/vyuXWpVIp0F5FxNuoN1ZgY2Njf39fPqm1tbXh4WGq1++9915/f//LL79848YNnl2pVFpfX2fC19mzZ03TvH37tlV6u0MVadY1C+/1F1ZM7YJBuwOmjjRCE/wQYseBgQFd1+kVYogNw/f29/eXl5ftYk4J2xk2NjasKZSsE9HHDYsLT8I0GzngX6ZQmmj+AKmgzwYdiEQiBFTybAFGmHSgiWmkss8wHA4Hg0HDQo9h3JpMHDVBGjMf39GNJjTFxASIqKpgJSgiNyVJsLZTMU5dUZSNjY1isYgzYRA824Xtlu5kJFvCX5JoJBlEEjQzTRMeNR8kZZdayokhzYyHwJV5PJ6DgwPWjtgsvKYOLJXvlbU/RVGAuSSgJPWQeLItZnCgb5S30EMumafvdrvl1BZd1+PxeH9/P2snIQvTe7C5uelwOOLx+MjICFBpIBBgZK9hGAMDA1wp06etiHCHQVct+1WtFl+Xoi+DHPVxoFM5LJvmcPF4nClUEO6BF8bHxz/2sY+tr69ns9l0Os0uRMbcsj+LAfyNRoMRNIBZLdGhgmk3BfgoL0lSG3gMWCkGloAFsTEbxy2fE3dT9n+QG7jdbmbY28ToHgnkSf9mWPokJRgiOWTcB/BH+V9TxO5oMlQZeqAkm0jmqWSHgKT0Bqyurg4NDbH8mBPo6emh7KVYmHMt0V9vDTDgbqBpiCw6ILEXUnB6KohniFXQQEI+K7mIYgg3B3oVD0gTAz7klGnJ1ZXBGF2UAND9/f2sI5H3TQ6zwHagjRK3OHPmDBAwsyc0TRsaGoIxwR4gbjsgHkEUjC8yzPZhwxWtptx8PEV+zAN0pBGKwHmscq+JihKfj8fjU1NTgUCA+VatVovdO++99x53ltANHGN9fV1VVVIF7hf1f+msNVHP41u8Xi9cTkkvIfAFy4OGhVuPx+OJRILwSSbEpVKJgVkEDIgRkQ9UbUpRmiiqE3tIV4AeEg/IU+IO4rL4k2T+GGJ9HR6PBAaPd+/ePd7p8XhgRIfD4Ugk0mw2nU4ndV+GlBDK44VkHkxWahMMcHk+OBmpqDxBZB13ymNqil19hN2qqno8npmZmVgslkqlYJcQjppikgBXijzxaGhkTSaTTHqEXSd5qTImxH2h7dlsFtuniVEa3FJFIFEwxJxOZ6lUIsGtVCpSEx49emSaZigUonGZYsXBwcHt27f/6I/+SFXVaDQ6MzOjaZrP5zt16pTdbp+fn19eXpZqbFrgSquV79CQQ5Jg9TAsSBVsGSwKcxYSiQR8SUUQQmDMwj+TCRym2m634yiYNsVNlP1Qdrvd6/UysgrlAYz3eDz1er1UKmGiED7MDEUlSq2G6EtEfHFHSCECwRXZbLZIJIJvVQVfjXyawEmy2wlqZeiMwQMYIYjHfUk0kEzXZrPJQhs8C6bn5nI5eskhO+RyOerc9KqTK8Nx4sQkMGWtHymi/R/HBWsNoaemgWlURds+TgNbQwSiibkP6FssFqNkS5zZsjRdwHeSTKeBgYFoNIqpVsX0ANSDKAgnKb/L4XBQt2aOHaZaGgiZcBNFoxgAG61WixYIEgD4cAzV+9rXvub1euv1usfjuXfv3tbWFlkcMjMwMMA8YCJeqfZW0dcsHF6Zuend7+vQG2v6qwlOVU9PD/vVGo0Gim632wcGBn73d393YGBgbW3t+vXr8Bpo60SsOQMsh67rgA8Ye0jwGD8sN88eSo/dbqdAhrQ5nU6EWAbHhih5ShYk4s69kCbZyow3BXYk1YbcsSWGgkiki3eCWXk8HnyaIRbmISi4KYdlmgMVBkVRpEWX+aVhGLCaOSu0jjfIvAJUClYZKaOiKLVaLZlMrq2tUTMaHByMRqNkk5wVoKoutqTx7Yqo2UlnxW00DIORPm1BApfKw/sZFs2aSuJvyedjebjT6YRSIVsdOLKMVFEY1A+F5FtsYqIRXxcMBjGsOzs7Lpfr9OnTnG0mk8H04KAwsoqiYFaefvpp/CfJN6PTWJuiimKINUA1u0pbmqYd3hHWIf2KqIrbxBbHsbGx0dFRVVVzudzBwYHD4Thx4sSnP/1pm812/fr1W7duodbcQWJNzCfIN0RIePDUd3p7e5vN5vr6OmwCbHBbNMQQUsNGJCxGbkDZyaHr9bqsABCMytVD4XDY6/VCNCAGQ8QBMWmmkXGgKprWUQC+lFC+p6eHoo/UtL29PcmB1QXPXvJ1EUQkmMSa79J1vVgsgp9AdCXoMkSrhylwNm64aZq7u7t37969efMmbGEy7PPnz1++fPnChQtwznCt3BmZj7bE0FmHZYOGKnrBKM9bYwaETN4iBsTv7+8XCoVisQh1jwfHpwzDoMiDhyT+oTbfbreZu5rJZKCXwn7FtCkCILIJngVuh8WYwHF+vz8UCtXrdbfbDaHY5/N97nOfu3//PlubVlZW3G735OQkxHUmlqqqSmlCpvKmqGGrjyM9KlQI9XGMXyqDYWGVSK9hmmYsFpuenna73Qx64DqxBzDVgPx49rhmSkKmQNB49iD6HBPABx4VD57J9IhI2zK8QAKFuAKbzYYSapoGdQSoAURlaGgIxih8LGb543mlXVREBVQamJbYI28YBovraIEnkFVEza5arW5sbCwuLm5tbcVisdHR0fHxcRpB4R00RZcw6sQT5akzspc5/bIzAa41uQEJLl9x69atn//85+xPgIsq8zFuMiEHYSS3yLD061ixLMweRsQ0TeoA8qqbYiEAMINNDLjGviqKAv+Kq5MVMYoMQG2ohN0yWYNUHs/GdBYJnkotwtOGQiGfz7e/v094gxtvt9ucErNtcK2XLl2KxWLXrl2bm5vL5XIrKyvnz59PJBIul4u8kc033eF9t7nXza4Sr/Xd1nuNXw6FQrFYjEXNjIyFS8j+wMXFxUajQeCOMUgmkzQ9MfkHaSCw5nqw9DKKcDqddGxBaofEhsdg/HddjIBtNBqU9AkAMKVg4bqusyiFtex+v5+st8P+GaKTUIqI1VdimTSxLxXJIxshykJROSz0Xa/XOzo6OjMzMzc3NzMz09fXR2JNMopuK4K0o6oq6IqUS0SNED+TyTx8+PC99967d+/e+vo6kR7DvLDKtBfa7fb19XVdDEQyRBWMpyNbqDpsnMx5uO2qIPaZouBgWiothuial5wIzJZMvgn2SCRAe9ErdJtngZwA2XFAOWSyUqlY7wZ2jYTK6XTu7u4Sp8EZaTabf/qnf/rxj3+cAUfb29vQ7+bn52mFi8fjQH+kiG3LCDMp1aoF8HwM11O66gVWlcApz87ODg0NkdG63e7+/v6NjY2XXnrp6tWrzEZNJpOUb7h+SAe6rtPqBoOcFNO07DvB8vHs5ZfCU8fxYYAxXcBBnA8ZJERovoiImapnIBCIRqMsSNVE55opShkyIWuLiQ8N0a1riAZ8fmaoP9YUU40aOJ1OYL4zZ84sLCzcv3//nXfeuXbtGru+x8bGqOky74jnTSxHiwJwAqJWLpchVG9sbNy/f//hw4fMycN9EVfY7fa5ubnZ2dmRkRHEHTOJ5U6n02yepLghEWRNcBkUS0u4NeyRdwZV74gC2hZCJGom9d8U9RyXy8W6S3yOVCe7aDaS9EGZb+BheBE9IhI9PT3Dw8Oyt5h1mvF4XFEUhnpMTEwsLi5iLBjzSDAiq5/9/f0sdzPF1CZ5mTIrkNf4IRnOavXlBSNPiqLAehgZGXnmmWeoJq6vr1PFnJ2dtdvtd+/enZ+fLxQKMAgoDlDeY2gHCBolMzI2tBOjAikKDI4QJRqN8vtcLgdywrPEEFLipdZriEqQIoaJk++ykQGV00Q3NN+IF5ZZkURaVFEHsAmaMd6JBwPiwWex4hBy6OScnZ0Nh8Nsh87n89euXXvnnXd0XQfvisViY2NjtBQPDw/Dj8d97ezssNRsZ2eHQZx8EXiuoijgVBMTE9PT0zMzM/gBslJrpCrBfpbKyGZiqSfyWSNtTTE6UlVV0nourSl2immC7Ih5MgyDAW9YfXJ6VVWJDzFk/JIQnDvMf00LRqcK/E36YTSKWICKHiaG6JcMJBgMAqwNDAzcuHGDflF0gLYe/NjQ0JDszVAeR3Gsoi5/1q3aIGMe651SxVii3t5ehpjS6JDP5zc2Nk6cOPE7v/M7LpdrfX2diRqIRSaTYeM5JHImQBmipwRaCLCaU4xVgm9IdAgXQBf8H8b/U41nOC49ALyHU2VaCVrBc5UlC2uMB7MA1ZJ0Tvm8NbFWmiYVTewbJl+U9TVZgiUyCQaDLACNx+OmoIi53W40xzTNjY2N1dXVmzdv4uWCweDnPve58fHxVqv19ttvP3z4MJlMGpbSOMOCTNGQAC1sampqZGREVnmBd0wx7hw55lY3m01iVCxrU8xnl1Vh/pViRzjE47amj9wKzTIugLvKg8A+moIngqcyDCOfz7cFVQ7sDmNHjwdnZZpmtVqVEaY0YeQ/PT09YEqSHt9utyH8ttvtfD4fiUS2tra+//3vX758+dy5cxJrxpxhOGRBwDhshq58PbYhxhok8QM2ADMwNDR08uRJTdP29vZY9bO+vk5cTqM66Idd9EdLaFLWd7G1YDVWX0lVEjTQLsZUyTRU6iTZHlKOYlAIBD+V0BsBt4xz1McL2KYgr0tMCXAdgZC3TxYcuI98F4gTF4jhlyOraByTfATQYU6eqN0mhr2BhN6/fx/a3Pb2NmOi/X4/zR+aWHDNjMS+vr7h4eHp6elQKERuKl0QUClWQxXdeWBizIgnP7EacplyKAKfrVar2WwWW4P66YIKJXVAEQsQSMAk4GvNlQkTqFjR6SvLLw2xfQxp4Z0cQarihyZZOGdVrO1oNpu0WyDW+/v7jOa22+2Tk5Nzc3P9/f1EH6VSCWYX4YYh6tnSuEvxlp5BV7pi/e6IyGazxWKxRCLBii4YSx6P5/Of//yJEyc2NjZApm1iaj53De4e+I8uaDxoCAV2qS0yFpTIpmyjxjwTfCP9cu9dPB4fGhpC4KQnlRqriHq+KsZ9yt+rgsfmdDqpo8mGbmt1U7W0kjgcDup9EipRVTUWi0m/JOMKm80WDodHR0eZ/wW8s7+/b5omw6p4JFK7ZMkGNSD/08SYUTBcRqhLocc0yvFHihi7Yq0nyE0f2BeKkhLB1ES7D9ANkAs1SnmLZCVBFbOywb4AA/CZhugckqxpYBKeCHAcsr67uyvfIx2IdLAyRpd1EpCf/v7+/f19RVGQJdijSBc1zeXlZV3Xp6amXC6X3+83TZPJ781mc3NzE7GUOYz6OAbaGQJ15MHyA1SspqamhoaGbDYbm5zBNz7+8Y9fuHBhd3cXo4sf5IJNgTC4XC5wa9w6T4hRVtwFQm2psiA5MsbgYUsUwi662j0eD9sl5L1TRI6F8dYEa4UvJWkmTtUFqZOHIaEYUwDhIFHSjQCBcwm6rrMAuG2ZpKtYWuMbjQaYdCAQwGOAAlsrstChmdBPFxUhn+RrsDdO0zQGBg8ODlKyQIsUUUHjnG02G1PjAVjA3+gcajabBAa64LER80gYpNVq0Y+2t7cneYdW82cFCZAEZjRg8gnbMAqcElfE0wkEApubm81mky77tmVysE304iiKgunhZtJVzCVQHqWYk8vl2oKXwfALu90+Nja2vLwcCoVefvllu92ey+XW19d3d3fRH3gW1gxYsYxFUQR3S1csML8Me+T1WyvbkLRSqVSj0YhEIhcuXEgkEsVi8f3338d6od8t8cJX8sBoYwdFdolFPUx+rtfr6XSapB4uAMIkiToyOabUj5zJKcfS9fNodcHpx6vCdWFYH/YeX0RRxibIcLgpbhzDdKWSlEolu93u8/kMsQni1KlTuVwunU6n02n2bGPFW2KXNeBYIpGgSorJp7GVR07j29DQUE9PD/37MF64bzACVFF3p82cmF76Bx4qcCSxRLPZ3Nvb4xq551hTn8+HNyYuAlaCyYOVKZVKyWSSOBtjwd2Wc+mkhQaqYmw9awuRClghkjyHlPPXYDAI29RKLeEreNzSbDXELqm26PvBgOJdUU6I7sSimqYFg8FSqfTo0aNr165Bv2eYEs8rHA4zf858vLZrFXhVVXWrX5BCzzt0QQujW8UwjP39fU4iHo8/99xzHo8H4ILIGCgAa0Fp1jRNzD9WASMxPDyMG1EUJR6PY7C9Xu/BwcHGxgZGjk4x6prcUAlQsJ6aNjG8qkx3WmIlLaUxAhuZ3eqiPVK2DXB8TdNwArhg+shIDOSaFvSKh60oClEmVhm5AaPUNA1bhQeHLAlNwDAMXDN+UhKfJKTDF8nCFgofj8eBjBxi6JossqqqykYjQFLixpageZqCn2O329lkQerctoxfR/9J4lVVhalFeElvFxPS0S4m/IAvkf8ABLN7Bn9rpW3jZAYHB/v7+2ncQ8/xsbgIJJs4EHRODpxbWFioi9UEiqU9zSamxmPmBgcHm83m7du3z507NzIysr29vbOzEwqFEEXYljJNt4Y2Utp1pQsYkm4CTWX9E9Pt8KcSHtna2lpfX1dEEsNUBVNM6YHENjg4iDZj2oPB4OzsLIYZwhOMsf7+flaSbG1tNcQcQrJGPDuvoaGhgYGBSCRi1VhwiXw+z7gbWakBsCezxAtjAlk7abfbUVfJ2sjlctCTAB8pn+mWWZ+GAMWxcPQ8wPuV2S0xervdDoVC3JatrS0YATh3mmbkqo6RkRFGgsr4GClBjCiiEVdgI/FCFBAIe1TBHmcQhuT5KKKTCysgUQFZ5YAWTvqhisHXsAmorONbZOJrGEYymcTS0d1Rq9WKxSLVRkVUCRQxuVEVyzvwh6hQWzCW5dPhinAFlUoF+hOIuaZpsmaP+HJWDdEBFwqF5FDHeDx+8uRJds8RxxIkw4y0wjxWUOSQwVgyQOSR9/b2joyMwHOuVCoej+fKlSsvvfTSxMREKpUi97USH3iQyBaWhj5uniunYrfbKa0T6oDoOZ3OwcHBvr4+5i5pmub3+1FlUquRkRF4bC2xGYncY3Nzk+ULihhlRZ8AcG2r1WJch5y4RtzlcDgkikJ4AMLLKaGEALXIIiZKEbURWUwIBAI9PT1sEMO44sEZVwG/A2kDDopEIsPDw5OTkyMjI263m3kQ4JU8NkNMLaeUzkQw6BXYPxgypNTW7MgwDHQA8qk1n8EiOEWTJ+6RQZ9OpzMcDsvIm+HEoVDoxIkTqVSKTqamGL0ooyAqX8FgMJVKkftCEsFANMTLtIyUxOc4HA5ZMMZU4TT4lISq2qIJVnozfDXuAjVTVTUQCOTz+eXl5UqlMjo6Crkmn8+DGhG8QLWSgZw1tzEZjdiRAxiiC1YXQxY8Hg8jD3p6ehh3xRkUCoW9vT3iWmn4SX9lmYNRZ/V6PRwOm6bJR8bHx4eHh9FyrJHD4ZBVAtg7EmOORqOsOZE0AaQfdIxdOhxBVVWKIPRk2O12wtBAIKBaqp5kpTJdYa6JRJBkNF8oFNBbt5jNrwkWPhqOmWR+f29vL7PAyJiJQ2hAoXujr69vbm4OPAcuA7rt8Xjw46zNaz6+eY6ch/PEsvI4gV+tvloRZGlklLgFCEEXLDTsGn4GYB6oEffLLR0cHFxfX2cRbbVazefzbAQjK5DQAk6SEkSxWGRnsyYqyjARCG9kAcHtdjMWF9eHf+Mlb7uE+zCXBB12scPKJhqdeQqQ/yqVyurq6vb29uDgoGmaxL0kWuArTTHQqUPOO0Mg68sUzU0tC12MWWtjY2PDw8NQUECmZE6GdSRva1qaqXGvvIGSMFaTGh53B9XHRkrAFBBweHjYI/aCSSitWq3u7OzQWMgXQX0BNACCCIVCCERDLILXNI1tp5h2RSwAJsxAkogZoG1BMaKiLEsZupinK/mbuBdN9PGogiPAV2SzWcYCwGwrlUrDw8MIhKZp9JSSGlHzLhaL2WxWURRCi2AwGA6HZbFpdnbWI7YjEzmwDhm/BFxoiNFxGNe2KNkqAuKDkyeBXUVR+Aq03e12b29vX79+3bqDXtd1ypHkG1T0qHJSHgahxjSQdZBRSHjaZrOxegPyAn4AoMwUMxW3trZIgRxi8jGNYNCNEAxgCVQRrLZSqWxubk5NTTE2vC3GmJLJEMRaDb8U8g89QEcIJEsn6LrT6czlcoVCoVarAU719fW98cYbZPcwnHDiaJ7b7d7a2rKLeRs2sXvZLjZCA0FUq1X6SAhOgIftgk+vqirJt6RPyS4+r9dL3IyjJIDhQnDNzHtCh02B8/LAML0OsXeIMhC3SRHZNjdRWi/8NdaOcLxtoViSNRKnDQwMQJAOBAIM5NI0bWJi4p133iHUGR0d5WZK4CuRSECB3NnZGR4elgxTZNElhivabDZoiOCbiB0uiAjTEAVHQh1gJemyFEXBiCB2EjbAqDNZIxgMttttSV3Glmma1tfXB2wtC1uGYbAwD/Qd3WPmBZoPEY0EFByF0IWArdlsynPmHhqGUalUuF3k2XwXXSIk9/I58qwxVSRCTJINBAK1Wo3JoT09PSQ2BE42MQlUtZACOchjTfESMNJE6yNoVyQSIX2pVqvXr1+/fPny3NwcA6zlNVjhyHa7LclwMvaCwMPSSDw7SgwgwPsRPiwxoSeeDkMLK05VVXa24T3oacK/Ax+BS3AmfFY6bsSXiNnj8RD3A3DJzL4tuMqKAMTwAzabjeNjUwkeCMmA3sDXqb8SZ7PkOJlMRqNRm80GCQouECxrXddBpUzTXFxcrIvVAWja8PAw3pLMASRUihEQk8zLTcEsZFySlHJTEDwxHzJG5SOGIC273W6534XQhUDUKUYkAR+B6RFEybgFlYDsKCubdjHKidQCeww+C81BEU30BK7UDUl5OXl0FWxXtkpimqVAQyELBoMLCwuMOKD4aIpuJ0OQGo3DCBGGYTzGBbKmATxjzcImoMb5zDPPnDx50iY6evgCVdRWNdG3ak3jOFciNrjNshoi56SrouWyIYYlJZNJHjYOFIoI7k9mus1mk1AVggCnWi6XHWIksszLcR0sXjfEkBLgEWknTFGjsJKreMCAwpweAQAhvs0yc7cpBrUqohbOHYOVvbS0dO/evdXVVU51YmIiFAq1221cAcuPd3d3Dw4OUqkUZc7p6Wl2ZsZiMZSKgIErlUVuXdc5pbZog+QaJfjDM5XXgm+UhlAX84C5pVCqZNsKOkDAg72nrpzJZAAl3WIdMkkLVpLcmvoA4p5MJnFifX19LctaBlVMqoNdFo/HSSE4AeZlUEIFkyBRkUGKtNfIVSgU+sQnPkH0tba2JpMNaSO6saAP6wDW30rIScYnJGS9vb2nT58OBoO5XI6x3TwYGecZgmvJs/H5fPF4HGdt1THQZQy/YRhg50A3VtBNKq40XYx26+vrA1gkkCU89fl8YIscBH9CKAzUDSZNWwLMavBpU/T+a2KBnE0w3TWxfRVrRP6KBkqujkNMxUECmpa2QAaeOsVu6lAotLW1pWlasVhMJpPEKg7xGhkZwcpSH2S5IjefWAWJbAmCmiYaYhQL55HbLhE5ZEXmf9JLIPcyPODFe5hSqChKOp3WRWcMN58EQNd1Znil0+n19fVyucwTIUMAXgNDUxSl0WjwNnYi0qcCW4G8nH1hjx49YjWBIggsnAOKrQvSONqui8Y6sEG2j7LTwOFwUGWis4pihWGZIy8lUD7uzpZI9fHOGF2sv5U1TmoCiCz8bPpiCWkIKhB9QGWkn2HwvKiLEb1gL8GDG2ISP48TReLZqKLIRbMcR5OZDWIEQbfdbjNoxCaISbIsT7tQqVSCoS1ttqqqzCPo7+9HvKgNo4F2sUOJupWmabBTiKmYckPMYBevuthRKVO0UCjk9XppDMpkMkzjMQyjp6cnGo1yYuBOrOMdHx8fGxujNIZWyIIgt44AjHsilyi2RcsfYoo3Q8OlOcf8M2GgKQZmAdUjf6VSiRIkpHdKeFbRoajscDhAYG7fvg0ym0gksAWM5JAkUEVRGAXLXoJisUjwJuM36ALMU2NdAMECyScyhsXUxI6zlmBJEuCZpvmjH/2oXC6fOXMGuBYnXCwWKbBIEyCtvCqqabr1V1I5+IFvIh7I5/OBQGBychIIqFqtwsMhS5N22i6mKlBkCYVChUKBdlU8nSx58sDS6bSsRuEEMFFy9rwqBpfzQn/ofsC48llsW0uM0CFq9Hg8cPHJsDFLpmlitltidK6iKEQLFGVU0a6FCvHAGOKLbLlcrnw+D12ir68Ph+AQ25wwvaboKdN1XSZksViMRo3Nzc0PPviASs3FixeHhoZardbq6ur9+/f39vYGBwfh26DJqmgoIRyXzcSwEjlnQ8xJhykog2OQKPyAnEglhQajzn85c5wDMeHo6Ch+D3C2Kbaz8AODiicnJ/1+/+rqKnOeWQ5kCuInsI/D4ejr6wOzpgcQhjOBPqKCSdJ1ndqohOM4bWAca6opyRcMzfX5fKOjo/RMkkwzN5eBK4RqiqhBKZZKl2KdC2T1EYboDceKULOQulEXU7Z5JDTF2wWnXBWj4tFgxijAeOH4THLUNA2qDKeyvb0ttZxGx7YgssMvJx6bm5tLJBK02JumSVEdc0vkWhcrdKAbcPJ7e3sg2ZqY3iEdDq4WwBh3z2elUZAgjMyi2u02SJRpmogjXDfDUm3VBO+tJSZ/4cF50rVa7fr162TJW1tb09PTXq93e3tb07Th4eHLly/H43GXmKyvW5aOobRyYARBP/ugOP+9vT3kD2ME1kyFTjb7tsQcDTmlyyaWlOm6nsvloFIz2wbrQ2lSURSGVcFRY8ztl7/85WQyuby8TG+KoijMHm2KOXCpVOr27duNRoPziUajVKyAwpiSNj8/b4iFuaZp0gfbFkRgWWklw2FDGemHrK+bpsmM2hs3bhSLRWargDrInNaw9LhLTXisI0zeaJnRQoVg47EqavIcmvJqTUzPNEVvCqopg3hd1+G98F/ZA8W0ZLahbGxswOkHaycCxjxLec3n86lUanNz8+DggOEO0L/29vYikcjg4KAqRnrQTioxZkMMiUAHDDH3RlEUXBPgsc1moxKJmcRGcg6SNW2KEc0yVYD6SzQPqoMpabVaVFsVRQGe44OMxKIpB7m8fft2NpuFFQeGywwLtFHWTzwej6yPwlQlA8HEAP7ANZTX2BC99i3B0kP/CUgkIVk6T36J3aGchAgy18wwDI/Hk8lkQPPoehsaGpqdne3t7aXdGTVridVdwLgI0sHBgdvtBmCVhChK8nRNkZLh5DmUKUY5aIK4DkDicrmIDijAE5F+7Wtf29nZ+fSnP720tMSI4p2dHRYPyxzSCvbInz8Mgay5Zls05BPSkV9rmsYYiJWVlaWlJXwu/5LpE+fgbprNptvt9vv9+XzeFO1RJI6VSmVgYAD224MHDxRFGRwcBCBvW6b0EF9hS+QaAQKq1dVV7PrW1paqqs8991xfX19FDPWnEGMK6ixHIxSmUiMxK6mipgCJFUsXbEvM0uGpYEHJcGSaKyEydAy/BPWA0Jb4HgiSoikTFjY2Nvg9obzsSMQxUj9BBzgZxndigIB9Mfz1ej2VShExt0RHucPh2N3dlcMUiGQIhBQLju5wOKQbsYmBSEgtjh0IjnCFiiH3jRMAkPnJT37CHZMlIw6Lg6VWEI1G4fMRpBlimSQTXHjQKGQgEGg2m1RdTDFDBBYwwSrRYDQa5SkD+EJbtNvtLN2gCJ1KpfgKifl2Q0BKx5I800IT5dVoNKAH48Ep8USjUXrVWVkn405FtFQ3xQ5qBIuFRbgtp9N54sSJ3t7e9fX1V199dWRk5Ny5c+fPnydKlkU7Gau0BN+T2xQMBllEt7e3t7Kysrm5ee7cOdwljbm6rrNPBb6DaZp1MQ6awMzpdGpifJ+EaGU90inGAbF3g8ZigDlFgFfkcJgJKiEEYBh+cDfJU6BYAyhOXM6zJIgyxPBNUqaJiYnR0dH+/n6bzYYMDQ0NkbZKCAE9h0qJK0bfZASC9WEnCOfT39/P7HK7GF1IbEMihJ+x2WxUADhDzJCcmysznEqlsra2tr29zXMhGE4kEpDS2EcfCoWYZgBrBqGSET/fBZ6jiC5tbAcCg72XS3F4IgTAHA1nKFOgZDK5vb395S9/+cSJE3ALAKPYI6ZYXlKqrRnvIdOhJSaIGSYKWltboyMeWFDXdejXuVwuHo/L5NIQE6N4ZvClOTIDsiORyPnz5//2b//2wYMH0Wj00qVLoVBobW2NbNLhcESjURmhEqkbopmLr+BlmmZvby+bxBuNBiu6oKcjWO12m4CY08AAyPCMr8BfWaFAUDM+ghw7xJ4fTbSGEX9Llr9p6V3WxHAhQzR8URKRaR/94zCU6EHJZDLUMk+ePHny5MlIJEKKqWka9AQICxRckemG2BUiS10EHrLSIvWnJdqsdcuEJV3XZQbPWk5ZM+L88TwYVzn8guRBzrWnx01VVa6FTAygQjaFUqiGlWSIl0wyUTyyXgmhqqoKKwlSJzeQ3g9VVduCkEvHOewJVt3MzMwkEgnYmbTFEI+1LSMtrOCPJvg7nWxQCRjxDvIJkKlUKrW0tDQ8PIxb4E5h6qQEUCECF9JFFxKusFAoILigY/xpZ2dHUZRQKMRxamKxCmlQtVplQBAhlmEYBAwOMcDVMAwMA2PH2UokJyhKb0ADAPkcZX9pyxXLamteKDAAvK7rgIy6aKDhntTECDQSaNIhJMMuppVIaqfM/tvtNh16wWBwdHQUlWiI7RVUuzRLB7o1gicltYnp0PhSQFKiO5JjVVXZTyWfd/PxKZk2MY6zWCw+ePDA4/GwIWF9fZ3zl0aBAL3dboM7cxsjkUgsFjMMA+Y5yYmEqoiXiPLr4oVewdOWKbhNDDQwxbBhRBNyUavVIiE0DGNvb4/0g/vA8JhgMNjX16eqKuzdqampsbGxVqvFiCTCPJxM2zLyWsp2Jwpk1Q9FNAFroqYraW3sbyPvZgCdLH4RVkrwBDwek8kqQoJvCewgLvhWLpI0v9Vq7ezspNNpt9s9MDAQCoVoROYZyOkAg4ODsBK2trYODg7oN3U6nclkkvnszLJsih1V7Xab5a0y5iGgQoDaYnM6lwPMBRWUyLIlWpbwiqDAlO24Lsy8LmZfgixRJ8GDtcUeMVMUv9BwTdOocGFrJVBjF0sVZGRFxzdnS44LBw4zJB1XQ+zGwxbAXyTwa4olf21BZPL5fKurq+VymXiMok04HEY+aNKHlcnyDioSfDwUCimKks/nt7e30UZSZ4IxOfEOyhARqZQ5CbG0xBhW2jLZCVCr1WCdYXRggtgtTfpw8rFEMErgVjYaDWyWIUgTvNqP9wSbloLALzyANSmWcJgm2PY8bIZTz8/P/9mf/dnu7m6j0ZiYmACF5bPFYlHyqGQuixXk6SL3cqSKoigjIyOxWMxut1OwIHumnA7jgAEY/f39kgdBBV7TNJq5QqHQrVu3SN3m5uZM09zZ2fnBD35Al/TOzg5kKcj0ElZiam9T9HARVhK6tEXnblVMZtcEH13eMuIEhmDzCLHiWA1YXKaA2PkIdsghOu5BAlRV9Xq9QMy048B1a4gZLaD+fF02m5UCxCPDfVHvlMMY8Twul0tui9AEFV6WAgGRnE5nIpG4ffs2RuSFF16IxWIs8CyVSvv7+5LCyQ3HoAJUIGE8jlQqhRWHsIAkkK/PzMz09vay+lJWr6y3kdpltVrt7e3F1XAnh4eHacpxihFxZHF4OYmVU40NBAIDAwNsHLx582apVNrZ2ZGT8a0lPKkGqmVl4IcokCmqsC2xgsFms4FR0oHldrsTicTFixeXlpbW19flViJExBDTlwzBr8KZct+xuC6Xq1ar3blzB2LCyMgIE79YmIXH5J3EGxRNq9Uqs6DBMQF3CeU9Hs/Zs2cNwwiFQqdOnRoYGFhfXwdZ6unpOXPmDEUQcAmOTzTZbDbT6TSFG6wXaa5NLOkgkMOWm6IhQ2K73CiCVGK/tlhJD1iBcLdEYyshGck6ZDWKa8RmEtuBfUD1UEZHmhipjQeriuVoUjOBw4kfgFMk3YMx9MjZ9vY2vfZOp5OVE8lk8tq1ax6PJxgMcuYQrQHsSUy5yXJEAH3h+CKui3fu7e3J8A8qB4kHQ5TJx6piYySCQXDI05SmHeIDiGJd7H0jFCS6w18hHqVS6fr16+fPn//yl79MlE5kJRMk83GWpyroD4/lANLwd+BEqiiqYwCo8OXz+Rs3bqTT6Vwu1xS9SG0xH4EoyIqlUtzlfhG7m6bJNdAmJxE0eBOcBtEOlEzDMNglSnE0Go0Gg0Eyk0wmU6vVgsHgrVu33nzzzaWlpaeffjoSiTz//PMt0Vudy+UcYlY9Asft83q93HcsqKw3OUQnvip4ZtlsloyKzZYYP4aSm2JZojW9YwoaZl7+Hjokganf7+/v79/Z2YFMzu2CasFoDKw7fyL+JCnnZ05VEwN5HGK+Hf/K5wKigHDjYxuNxurq6tbWFqeBoFy9enVgYGBiYgIwCgtlWMZTY4MphKmiJu3z+arV6pUrV+jrp6X44cOH+Ct4PoQoPFm32w3fEcCtIQZJyVa1tmiEx+1wyWR9WH0MhOzgS6fThGdDQ0ORSKRQKFy/fn1zcxOEsCK2ACLSsoJpHgZ4fjgYS7X0TBmCDQrikc1mz549y4RumUQvLCyMj4+HQiGetCIo2kQyPAByOKS53W7TVkI+xDwFGTuaomGvIdigmUzGZrOhKlS2y+UydE7QYjm0fm5uLhaLbW5uvvXWW/Qq6GI2BLkjWRQmR5pe/OPe3t7t27cJasfGxqSPhmKAvIKmyeKxU/TCt8X2OAmlK2LImSJGTGtiDAyYNHQ9GVS4xVgxrDKsaZpC9/f3s9ksMJRhIS3LrAZkEJeIppGJKaJ7qVAo0OVMXgjSygSUaDTKeqvJyUm32KYD3KSJvmHAK9gEDTEMVLFMoFlfX19bWyNGxz1qogDPe0D9VdEig/0GQiC8xMNIVwZYDPfb5XJtbGyk02lMErEc1aSDgwMKvcxiq9fr6XT6gw8+ICWT+z6kmZceW4qu/Nm0coEUAYCaYkeqTfDbdnd3k8kk8UY0GiU+Q4kpXtbFhB/JnUS9NDHprd1uwxslbRgeHgberopFx9KewRRQVbWvr29/f59V6Wy1kA3U4XAYuaFIiUAcHBywyiEejwNNKCKhl/AlbDDOjSA+HA4bhvHGG2/Mz8/Pz8+z5K+np2d2djYej8NfHxoayufzCwsL3Bb6bjkZCtiKotTEVgvQcUlFBqLVdV2mhjYx14A0WhUNtXCMGeiLtlcqFV1MZzHF6F+UjeyZjIj0RhWTuUwx0cMmiKIY2mazGQgETp48OTAwAJ6maRrL1pti1zwtSjyver0Oi5bzhK+vi6mGa2truVyOAKGvry8ejw8MDJBKEXRx5uB4DDxtiIlXpmUVAyZvZ2dnd3eX8cOlUqlYLDKRQMYtLdE2UC6XGbHTarVSqdS/+lf/6urVq16v9+2332a8JAM5pR03Les0VcHvsmJBH4ZAHW5COo6DgwO6ziEMAtWDQJXLZUaCjo+P9/b2Is1tMdNKRlZwtd1uN929DodD7kuU4An4Jn7WLkYIQtmXDgTYhGuDVk75DNNiF1st5ufn6TGArkMCLXXbJlZOpFIpHMLExITNZltbW9vY2Njd3S2XyxMTE0RKQDHZbJY2C5KHSqVC7K4oSiaTkVaTioEmRtOBflDwp27IoHYAZcAxGTTa7XbZ6MgDttlsFARQDwB7yuokJ9gCwzD29/clb7QmFnAoYq4E0Ve73WYoiyamyHAnCYfkqh6eBecA/QF5gKAvyS+maX71q19VFIWRr6CT0EiZWChN7Pr6OuUOGafJ2jm5BB6pVqu5XK5Tp07Jgsn+/r7D4cD04Nzq9Tp5f7FYJLFstVpjY2Ow8fx+P+QiSQ2Sgq4JNii+Wkq4KgthVidgVQZDLO0xDGN9fR3qSyqVcjqdpVLpzp07bLdldQrujwtri0morKOTaV9brD4HW3zw4EE4HO7t7UXcAQclUwX0w+FwMCuYw+bzecDm0dFRh8MxMDDAXEtFUSYmJtxudywWm5mZsdvtmUzm3r17iUSi0WgsLCwQXsNFA/VDwsCt6Uz3+/0I0+DgYK1WW1lZwdI3LZNGeX6YTHSAAirRmqy4odhUJMCwyRQJwwDdEWsZARPUEnBKZAlngsbaxA53vIrszGo0GqQ6BIfAsi0xIqku+mZQDIfDQSMOOoA0NxoNXdcBiADpHQ4Hgx8BW2piMQ/IT6FQ8Hq9pIWcOeQIetaoxAH77u3tMbJAyj0mXM4Cs4ux4YxaQfoBABvi1RL7mtpipqIq5vgqinJwcLC6uppIJNLpNAQQTJUuGK9WLEgafinqumIpEChdhCFdDGnb29sbGRnxeDzvvffemTNnpqenr1y5IkM3QzQxaKKDzBDdWMyFJTWUdw3a9/r6eqPRIGRE4glzg8EgEApPjt6XppjJyiW5XC7Ur1arZbPZRqMxOjqaTCZXVlZKpVIoFDJNE/AHPeEu44g4WrPZBDG02+17e3vAEdBaue8S8LGJqd+yytsSnX7EYLVaLRaLeb1eVrXCHmdhG24KIa7X6wsLC9ABFYGNggCSMqFOdMRTi5BmrNFosIgAyweavLS0tLKysrGxARcDr4jhAPPFj6GoXB0P1Bp8IxzSKkm5VAQcBJcEXIWhjslk8q233orH4+FwWBGTgwcHByG8EIHQ4V4R6/daYtL9zs4OICwbTKDJqIJ0Qx5I8gCGcePGDYagSUq2TbQHsPSkXq/v7u5GIhHJC5ZCIv2AYnlZoSGTDTFWfyHfJzMGXkwCHB0dvXLlyvDwMCthaPO7desW4Yfb7ZYNHJgBAE0M2MHBAQogGYXnzp3j4lEJUvjNzU0wH4hcNpuN4guGqiV2mu/t7XHweDzOL+v1Ol2t9+/fr9VqgUBgamqKQgRfx4MnypJ3SlVV8hlDMCAIxijfmqJaSahNsQb7TVhsmiYzTpho5Pf70+m0qqqYduAjXAGAt+SJUGogOOaBIZGGYZD9G2KCKgZseXl5aGjo1KlTQ0NDREHT09MHBwfLy8uZTAZQa3d3F9kl30Wym2IXiyI2CcgAleif4zfFWm/TNOtiq7Fb7NqRm5GAQakhoDOk17CACH4Qemw8kVWtVtvY2Egmk6RDg4ODQ0NDPp9PEbOs8U7sqW+LJqSmmDfK26LRKOSigYEBNLOnp4d6n81mo9HCIQZsWW28NcYxLbQIU8KgHQmAhEhVUd+mHMZC9ng8TtXm0qVLbO+BeacIHqIuliA5HI5gMEhQQXZYLpcZZDI+Pi7HiamizwiyuGmazKLBI0s6PqIM90uGBJqmTUxMJBIJVVXT6TR8rIsXL0JSun379ujoaCAQAM1gxIgiGLZAdfv7+1yCzWaDl9IUQ6CaomWbZ8BQ1Eaj4ff76f8IhUL4jWQyubS0RHg9NDREbrCxsfH6669vbm4y2YV6NgG9TYxEbjQa9JI7nc5UKqXrOgNL5CNMpVLwXkql0vLy8vb29uXLl1kMsby8/ODBAzruie4gekAiaFt2kxUKhVQqxQ0kfgOpJGwjq5GG3OFwYBFMMfqF4prdbi8UCqqqhkIh6HrEaXQdgc6pYugq019QdRrBcrmc0+mcnZ3FbONtDLGSg7oBplNee0Oss8d9SX6opmnYxEAgsL29TQAG1mQIfldLUCplMG9VBlV0vPwCBlW7igAyKJJUCk3Ttre3b926xZCscrn81FNPjY+P8/wQUDjfEmnRxMRMvmxgYAB6MNmw3GuN9yfeANIBMAH6lP7XJsjAmhj1QXpEEAmsRCRTtmxTVcUkHwjYIOWKohCs06tJNcdumeknIRoCaHlDMHWGYUQiEWlN6Wr9yU9+8tZbb42Ojp4/f940zZ2dndu3bzMRjN4Rj1jZhC0gi5ibmxsaGlJVlYZMwHjcfSqVok1E3km0+uHDh3QUEGIBm9IgQTygiPF43EzJd8KywpeEWsLcXENsTeXa6WWFUYw+wGRpid5AUwy1p4RH235fXx9ih6PDcUECALWjYRJ3ygPFt4BV0IDKODNOAwBaURS8erValeMeAG01TWMvKnkzMBrAFHqCo1MttE7DMiNHvj5EgdTHSUHq4xPiMSSrq6ujo6NsB3vuueeGh4fL5fL777+v6zrhJkY0nU7L4IfgAfsEnEyqhJsjPmHcAAD5zs4Ot4+WF9wxuVQul5NzwOtibCAbBWkgRCWofAFHEJsxkIz0uiZm8bndbiAzUzD40THyLenKZHQk5/HL2k29Xg+FQgQztGVUKpX33nsPTHZ9fR0pJ0MlrKedX147jVcAWTs7O3T08fy4Oq5CUvmbzeby8vLBwUEkEjEFIQKbiucEKEPuiT0g80i3zCPgVhNRILVk2PRd4JFsoq9DFTTPaDQKBn9wcCDhhHA4TKQqER6oe2iLoig2sfmPbEpGpERNuCCwARys5A7hEPDVtGQoiuJyuWgLsdlss7OzLL2l6RT0HPvSEvvRTMtLJgCmBerUpYPQLAPeVNEaIu0fZ9Zutx8+fMj8BagEiUQiEokAIKIzTDPe3d0F5YANIatC5DfyuzgseSGF3lgslk6nd3Z2MNUoD16vWq1ub2+nUika87FtgIO0CuAQtre3ZX8CZA3G8Um0kbAKnkWz2SSAbliGDytiUQWkmrpYUMD5kLfwOCtifTcLDE2x2IuqBWgYcgYOy7540MammFsIai75kjSRyiS+JcaC49zHxsYYFkSuIrM97DpPGlQRIQOjBMaR/GRYt+wlUCx9DgDWBDwoCaehi16/cDhsZR9JkLEl+IIEIQS9TOnhugAbnE4nUYDkbNL7oigKExwkgxjZgF0H0WhwcDCbzeJv9/f3KXHyiPGH7KRrWkYeyR86rL5iQUh183Hgv7sgoFiqg7qu073RaDSuXbvW19fXbrdZj0Wr+P379xuNxtzcnKz40B+NzMkCalOsebSLOd10NjBNmglHdPdIi4gc2+323d3dhw8fzszMBINB/oS/jsViVFKrYpYGcCfUWXipLO3Dt+ZyOewlz6wtmuD4L+UYrkueMJeAZlLWbYkdYV6vl9To9u3bYD4+n49IA4xL1pixZxLkbYttuzCFWmKLBxKJc8fOSRu0vb2dy+XOnj2Lv20J+jTRBQ+LiJxaDcVvRljDTeCGUKwABbaJ6X3Ar3CtcRo1sUiKLIL+EMMynsgULYSK6KfD4fT19UEEaorJ7LyojjFYrdFoKIKnjVEwBSmBUiDajv4QVnCXXC4Xxco7d+4sLS3Ru4NQSSPekdNaRVqqhC7jHMWCEFnfYc0HisXiwsICKrW0tJRIJCYnJ2dmZjY2NjAqOzs73AuKZTUxqBplbYrxhoQTphihpaoqXBewxXg8Ho1GT5w4sbu7u7u7C0eFZzM0NDQ0NAR+jz8FRqCuRNp98uRJ3J/MBBBo+QZwdBAGpEQRW6s4AVwBQQ4DLhVFOTg4QGiQS7wWcDUBFVr69NNPw5HEAyBJTB1MpVJkDogUT5RaFTCRtDINsUiLXSxgqdhjpkcNDg4qYt8wwKuqqn19fRyZt6li1hha19/fL6f2tsQCEQwQcgnoTESK1ad+jNtEACRntimmU8naf02Mx8OXIqaq6LiXuEK9Xqdnt1AoYBckx1PCU4js/v5+KpXCj8GnJIKwW+aNwuAIhUK5XI7vaoseNGu4L0Va/lLmx7qMkDrkXnm8NNYSneCcdK1Wm5+fX1paGhoaOnfuHAhXqVRKJpPVapUWIQngYIkRWZRYE0tyDMsL1E8Gjk6nk+iWI9OZWa1WcaOENHCNkF2ugnqQIQbiaaKPSRH8KkZTkTrjYXD6VNlkM7i86agoaZkhiOZErkQCdjFWn4petVqFxQ6AQzSCeYtEIjRxoxiGmD1sjTSQFVlqIG6kr4AYd2RkhGmKxLsOh4MpPTYxFQ+UXdLpeEF35TToFaR0oIsh/RJqIzGl+GgTXUcSE9fF7kCrsPI2Ho1dvAjz0FunmGlFJkkhrC3auxRFIaNri6njAHHb29vb29vUN7GAEJOcTieTEE6fPp1KpTC+MoC0Wu0OMZZyL6X6wxDIau8NMePfGhdxH7nL1NvPnz/PdPJTp06xKoL+UXq7iC5kY44mKH49PT1MRpCtHm1BdFFF+YxqS39/PzOt+vr6CHDBenHrUmOB4egZUMWLZ8DRKK9iax1iM4/L5QKYk+GNLobSYBQpCck7A+jJm4lK+V5cAYSIRCIRj8dBhMnn0uk0u8AY+8oJQGpQxQRpSSWsi/HlZOHAsuzhZIIG18K0d7ARQ+x3ItlgfoxNtK1xH1hfiTeDWufz+bjkfD6PTaWRkpiHjg4QMENM0JA5MeaA9EDm5fxMRGoI9gRehYilLkZQotWS4iphGSwUMDeBfn9/v9wziWkgzZWYCjHn9vb25uYmhozYVbVw/ZXHB151qIQpd4Qpli6BDsehWeZJaILlQj8otPVGowGPV+ag7NOmQlGtVpGbSqUCNISNQUmk6UK7MAnIrk1QSqFXAMIMDg5ieLBnppirzkcUEcFj4GWpXEZcnD+iQ6wJj213d5f4zdreKZ2GIeZm8nFVTOgmrsAmYfX39vZIkDB+uCYKt7pl1wNeRRFEvZqYGkRWRwnJIdaegpzGYjF6phE+isrES8y7BuUEB6yJecCSU4B8S2NPCCcxExKAhugz3t3dBaeiEEbt3BqjK4JDQdTkFYvKbWJsI9GRzdJsrYpG03a7HQ6HJbeAcEA6GZvNhp+XG1KYCUANCsSv0WggBgcHBxRhd3d3e3t7YUZKp2SN53l1h/ec24d1AKveWH+W2tMS3U9Et6xk6unp+eQnPzk5OUk9gt230mliIYgsrbgyo2DI7XRB+EZ84TNDnJSyYhOrHXHrWF+ZRRhiwLxNbB2W5Qv5ceSG8o38xo2NDebxE0GRRaliXSFRBEEOHBXSg5bYI0+MhADZ7Xasl3TEw8PDNPhRKKSnkRKeXSy1V8USclyZZIDaxJBqgKZUKpVIJNiTAKGf88SbSaYGmTSCCHOxVquRa1IlBewyxTw/4hYeEEJWKBQikcjo6OjQ0BCDJ1pi0nJFvAhUwuGw07LsWVEUOTRF9p0ZhgEZW7eQWCVpQFEUWh/blrZd/I/P50NXDbGVmWqdTIQSicSpU6cuXrzIRvhMJiN7lKU8WyMfXhIOUgVzVmUwllXcZagkjyI9iFQMDCEnZxgGemkYBvuIqM+DgcoqmLxmcjVV8IHdbndvby9EHTQShMSwTP3WRa+tzKGxLvIgCLRLDD2WVQ8SiZZlCaEpmPqVSgUavQwJTLF6FTI9zhoYB/VjUKFmmbgP1oHW0cNVr9cparpcrpMnT7ZaLboUDMOA4ySLUzLqVcXwOTitCD0xBgInK4BMkmPhktPpZJIA3gDXAeUYeVpbW8PuRKNR8MRSqdQUg3urYtQuj7XdbieTSVSFTIkwwxQDcZPJZDKZpPwEHJRMJnH7nC0uC9PDkfEh7J9EsfkrN9nn801MTDBmiqwPE0DYUywWCVNNQd8HbFQUhQlIigBJsSx8O9KiWbge6uOQplXCpSZ8CIOajxcBrHpjdSgIX7PZ3N7eHhsbazab3/nOdz7zmc9cuHBhfX397t27ILKRSARTygXg4k3TLBQKS0tLZFpIniwRYCHqYmKZ3bIpQ7YNAEdIT6eLneaksPI3TTEVXaofxSkmyZGE5fN5DojVkeokIVoSaEkwJpUnOWa4A1mvIubFog+SRZdMJtfW1ubn52/fvs2nJKcSp8R9bokBFnwFJ09h1TpxEaojb04kEmxVAtXZ399nL2IikcDGy3IsXSOk6RS5DFHmk5nx+vr68vIyKBlGxOfz9ff3K2LgysbGBiAbxQ2ubmdnpyH6d/G0DdH56XA4qAym02k5UoTHZBhGNptNJpOMtCEwg8fftCyEVlV1Z2eHUWimmOxLPRFnhVOiWEQIKg2cTXRBtC19MLrol1C6XrpiSQAOhYDkGxBTeXQ6+trt9ttvv33u3LmBgQFmO+INU6kUSAvRqtfrHRsbSyaTtCkNDw/LgiiGti026km0WBFlMkOMKyMT6OnpgcggkXVFAIKqoLgpilKr1UAwedIMt3M4HDQTbW1t0aztcDgGBweZPYHxgwTREjN6yTRkCgjvFzVrt9sQWk3TzGQyjUYDAWLeJYYApAj5kKEm/2I4Mbqy8Il1L4nlRUQImmUkEXGmruvk/QTxNCeVSiX4JrquwyySwQmjzSjIgMLRgvzo0aPV1dV0Oh0MBhOJxNTU1JUrV2iHaLVaJBWMV0JbyOYhLFUqFZ4mxVeODGK7vLycSqXk3AqZFDXEKNhisbi4uNjX1+fxeGD7oj+xWMzn81GjlMgYmXQymaSUTtCIBSEDNE2TH7A+VqGVLk6KtM2yaEyR/QAyL5aJr2KhjFrjCkVAHNVqNZvN+v3+qamplZWVYrEYiUQA/pxOZz6fJ7Zh1IdM+Fqt1uDgIKTCfD5PHMlh8VyqWOHWEr1OmqhsE7yiZhCDFcFwlCkXJ4/3YGSQIpYjcdqTk5N4A8i6NDqtr6+T7UmaBs+MF/QyU1RVwuEwlW98DveNT9VqNdk/hNljmEVdzM9inJPD4WDUJFpBogJfFdBWEjMVy9JBa+j88OHDQqEwOjpKdzLk02azydwaOm90XUeRCBuIN8gcqE6yc5ZgTO61Br5j1hC1DsSgWq0yaoE0A6yJlgMklasolUobGxvgUTRC8FekCKXSxALWvb09ymqq2EUibR/FB2Z/8NVAQ+TQpVJpbW3t3XffXVpakoMACZmkICmWVFYKtnzJt+nWjEGin1aVkKiWVB1VNEwS3gUCAdhmly9fhgqPRSe8QYaQXWagMjIb8aVyKctkRJ+cIp+SB8F3Y6FRvEQikUgkNMHXV0VPky4akbHEoD0INwyWmZmZeDx+/vz57e1t2WNlt8x1Q2i4Xq6OA1JmvnfvHkUcEB6+GtJEMplcXFxkK7UpyjGg/poYs6eJ8oXUbS4cqMqKCEl7huhAZGDXQalU2tzcpOUXcjK1EaK4fD4P37anpwdVxLE4xIJhmFFusQCv1Wq5xcpAHDveGGfYENOfrBUufoN8yz8ZhsFkb2jnMksEnwAV3NzctNlsDNg0DINam9X8cRvhq1JIhSVx4cKF8+fP9/T0vPvuu0BYXC93TwKYpqXoKxNi1YLjG6KYw18fqwPInzukX+J3LdFyyrEIasnZJcThcrkA5kzT3N3dBfS0iX7fdrv98OFDm81GjsV9hO+gCl60jL7kVcm6Y0NMDWAuQKVSGR8fR5IcYqBQrVbb29tLJpPUvLhUXdfj8Tibhh0OB+jhxYsXVVHkwrNRxN3b25P1r42Njd7e3mg0OjAwcHBwkEwmNzc3GSpIR58sCRMdcbY8csnYA3XRLctAJeFMsl+pMOAf6InRRceCdImcpGKZDYH022w2iOLj4+OYYTwt3CryARJ0YkiwKfjtHFDXdeZu0B5J9JXL5ah/0/xAGo3Skp/QigQfzO12g+pYGYeKQBubzWahUKC0D/+qVCqxvQH0GTNE3nzz5s3Pf/7ztGv39vbu7u5ub28zxJu0gRx9bGyMJru1tTUpsdZKsDX9NS1rfE1BELLb7bomeodVS6uYNbbuCJCIvXgqzN2fmZlJp9OxWCwUCs3MzGSz2YcPH6qqSsHLFF25cj4ZhDbDMCKRCDdOEU3lEiSVTcCSa409NgyDpMfj8SBzDoeDVUIAJoqiwJeisbBuWQdERIvz5Rt50mDPbTHfGF4xfEOMMf5qf39/a2urUCjQeCWFFYlpirloNCI3Gg1Z30BYydtkeKaJaYFAhPCOJHfALsaWwDzFlOqPL6WTZY3Tp0/TDQMvAANRKpXS6bRpmpR14b1JvJhTxQDL08A5cKvBoEjBUR5wM7SFQBxNoM+JmIpEi4I9SitJUKYY0jE+Pk4sisYeHBxA7MMDr62tGYZx8eJFbC4DCui4cDqdtFI999xzb7/9dqvVYt0GWYQmxnNoj/cAyHCmw5Kaosf1sdmgqqV41vFhqUbceh6naZqpVGptbQ2s4MaNGzabjeTs+vXrDE1JJpO0obAmDJifwYM9PT1bW1uyXcsQU+153k6x+1YVzew4EBkQczLUQSSrAvwB3K1UKmHACGNkmYxj2u12Rogh63wjxNLe3t7R0VGyZxpZQPHRUhnK04WIFhGJkiaiNnXRmk1SrgjYiuIdVRvCaF1M4VXEAAgi7KZoTjDF7gVuRVMMOWw2mySpyBDYGpEDSqUoCo1yJAkkyuQGVDacTqcsCZPJwPIng4JcCW0BcTRNE/IPRGXEiG0xsi8c4NUU/TSki6qqAnnjENrtNiDE/v7+wsKCW8xkv3fvXl9f39NPPy3p8eznVRRlcnLy/Pnzo6OjsInItbhXEuS1CVKjDFukGsjQX/4SefswBOpAP1VLdUyxkChkUEHIKLsf9vf37969S25Xq9VmZmY8Hg8QWzwex+ljiUdGRm7cuAGNTFVViP6QI2yiow85k0RcRAHDL2FgU4zlIk+gWs7EcGlKGfyGVW5bVtXy1KFkkbWTiyOODbGYpF6v7+3tgV2SnyA9WDtVVRlNYxgGRTQ6aCmWYec4Sd2yOgQXKoe/bm5uAoQTnPAezDOAI47IIbbU7O3tEdHxhkajARQI9VImD22xTj2bzbJ/zi2WH5ti5Q+ZCcenJ53wTBFAn1Q/RfQHK4qC2iOvCIkuZtByyVgconmeO6RDmS8RF9ERJVuOSqVSLpdDAAgacUTMp/B6vefPn79w4YLT6XzrrbdAVlBU7I60y4aYJS6djxV80wUrxxCvx0YjSg+giXFlqmWEEH9ti5Xr0mPUarVEIhGNRlutVl9fXyaTAXbE5KytrbXb7UAgMDg4SIiSSCT29vY2Njbefffd6elpivxS9G2CMtC2rLa0C+KkKobDyLdZL4YUnNFD8DplmuH1emmJpHQPhEePAcUXp9MZj8cRMkSKa0RnFEVhfCwPDDIcZW/cFyac8m3ZsvoJZYC7JpFyRbD9bDZbMBgk7YGsJhM1OFEkD0TJUoGltaJjQR783r17TKsPhUKS7MnkMiho0v8w7UeuGKOaIR9oWzQYNMVmRGp8+/v7rC+AOGSIUfiUWahho2mS5CfHecjAry7mRauiljo8PEyJhg0xNpuNiecAQel0+syZMydOnJiYmGg2m6urq9/73vfy+fzk5OTIyAgLxrnzxLoNS4+bzF1VC5tBEwV43Oxjc4FUwfnhY23LdEVrhsB/cQXNZjOZTE5OTmqaRg8uo0329/cTicTs7Cw/MzdXFVWJwcHBSqXCqBWbzXbq1ClJGFQs3DtdNBWoombEicnuEJfLRY8VHl/uhNJFAxTmh+Ae74GMHhwcyBokG36oXUjMB1Bf13XJ6MYJqKra19eXzWZBFaPRKF9E7MekA6b/ogbyUyD3qBAD7QBbWmJ6KbXedrvNUCMSaGArDAc3h9sC/E99rdlsbm5uwkdSFCWfz0MgDwaDPB2qYEwTI3aij4finS6mrlN6swvSq/QA6GowGKQFQtd1iXGpqip7aFpirBNZFnZBsqCxUC2xMU2mkS0x6ph4dXJyEpScxjRmq8Tj8YmJifPnz0MRxbfI3lei2VAoZIj+eqvhl0JrDYHQBERINx8fFtedPksXIc9bEbQKvjKVSpF+ra6uvvLKK3ifVqs1Nzf32c9+dnV19ebNm6urq3xWF5ucg8Eg44i3t7eDweDAwABCpos1W7oYisbPYDulUsnj8UQikbZYNwJyT1SDnZPuWxWTwID5aFNqt9vc63a7TfIE68sQNCdmd6In1WqVzkwqrDCa3n33Xbz8mTNn+L2maRMTE9R6NzY2QKvIczgsF66IfnyPxyM592g4CaUmShksZrQL4jsVa0VAQNxAVouS3VJ3D4fDpmnm83k5URBLTMADTsBgC4ZmMzyGJyvtCI0KRCx4DEoB5OXoD0VAHiW8LDkjSOYMuq7TL0WAapomjkgTU1sIbADv79y5s729TYVOF/t1eDFVF+fPoKGhoSE2WH7/+9+nMMzIV+ri0oCalr2xHMoUgxRkeGma5ocbYuS/1vDG6hb4mCwlGKICZQjSAQu8QI7D4TBREDtgbt68efv2bbiicjRQIBAgebhz5w5horQcqlj9SRmfKKVt6dB3Op3sL3K73aQiskpAaUbeQSjQmmhoQqwJogAuSak1TatWqwx3YH89efajR48IZKPR6ObmJnSxdrtdLpdv3rzJOC1VVRcXF+2icYSTxz2CiHNRpVKJ+hTyAS7M0ah/IStty74C1IbSBzllKBRi7bau64AkoIpQA0Db6Ntm4pou5uSsr68zQ4H1tURxhNrYeE1sjsLtYERsNhtdy7RNo7c2QeDjeVkTkqoYhU+dmxBOltW528giO2AKhcLW1hYsD8azTk1N+Xw+wzCApDVNu3HjBgQzn89HUD0yMlKr1e7evYvDpIUQAZDDiY3HWyJVCyFUF1vhHssBNEtPsDUPNi3jIWSAiHpJtI6gjYsBjsDTSc6PpmmPHj0KBALsag+FQiMjI81mc35+Htx9eXmZQne1WoVjA1WOHF86LNhXkmHa39/vEuM4qexyIUxKZIkDqoLE0IQK4VaSfHicMtROJpN37twB3iGbnJiYsNvt3/rWt1qtFqkbhTCbzcZAlL29vVgsFo/HEaNgMEgMytQ6iYG2xMAPTczCIN7l6gil2u02Do0wA+8haWF0G8stwsVicXV1dW1tDfRpd3d3fHx8dHQU7F96GzDKsbGxvr4+RIrvkhE8+sO9kvV1XXAQoX5gPmGXMAOP+0Zbo00MemmLFbSKaDoFmcH8UywigCkUCrijjY0N8hkeei6XQwZIuC9cuHDy5Mnz58+zUfz+/ftra2sAsru7u7FYjIhD2h0U7NBAxvobQ+yD0q1vtWJBGFqpRjIxkH+1i83dEudC7KAqPHz4UJKWPB4PVQLej9sCFY5Go1TRt7a2XC5XLBYjeXWJmbvM9VZFt54qBu4yAwcHLQtSlUoFvKgtOLokXoaYnQ+xkRm6PG8eLerq8XgSiQQs6Ewmw2mcPn06nU4/ePAA1pDdbt/a2vL7/RTCXn311VqtNjw8PDk5CYsbzM7lciUSCV3XQRKx5RBskD9VVfFahpiNYxN7Gik2mQK4IK6grqSJ+iNEI7bjLC8vh0IhhnPt7e09ePBgfn4ehYTThl41Gg3qXPv7+0iwoig0/Uh9k2KBlSEHoMBCHZe4yG63y2llvFkXi+lbYpGRfKcqWijxGCRgcAXojcTbYKdUVW2KiX2Smj49PX316lV4XC6XKxKJXL16NZ1OX79+/Ytf/GIwGJyfn5dVFxhBpmUmrjXAkRmsITB3Xdr7DhE3RcosQU9TcIkUC0VUImWq2JgEZZJqVDKZJC1mEjfcj4GBga2trWazCRGFx1mr1VZXV2u12uTkZD6fX1paIq4ljgfwArnDClonakA8JOOkkM6sDoJm2CYABbJlhCPzjCUXjViIodB37tzx+XwsAqTcODQ0BNQTiURWVlYePny4urpK1Wxvb29hYaHZbKI/EqHCuEruMW03mEOCEEVR4MYQIPHYmmJePKFLU/RP0fgGZE4cVSqV5CSVWq1GRATvf3FxkaXzJK/oG50xhOaNRsPv90u+PuVF6mLk09hRAsiGeJF6mqbJzZdtkDiHllgIooteDmleUQZFUYh8qtUqq+yAttGZfD5vt9uxI5xzoVD4xje+MTAw8Cu/8ivBYHBzc3N7e5sHBIbB3aMIIyNPzbJnTZp1aVNUMe/nF0CL+jj5x/qz2kUTsgZS1rQaKsv4+LimaaSYkjdCYcXlcv2zf/bP/vIv//Lhw4cw/kBFWmLe6vDwMMaGQbZer3drawurCWeQBlYEOhwOA54alqZHiibpdBoiJC011ooYxRfkifN3iOnKslREWl+tVqempjCQ2WwWXGtra4spQNvb2/fv38/lcqAufr/f7/ffvXt3c3NzdnZ2enqaOC2dTpPLSiI06LAqGhucYlIGMDZ5nt1up1pEKaAhZgaTaMoJOVwLBW8go0wms729LQFfOXNTdswwyoH2Bk0wvbmrbTF0lsCMEEWxVIdM0RAMowEUkqJbvV4H9pErqdFGnr6cU1QTm794WOx4bjQaHo8nHo/T7ogyc2fg+mcymS996Utnz55luN2bb755584dCl5nzpz5d//u3yUSCaakkGtJ5Era9I7IB/PdFuQXk6b4bgWQ4t4WY4S70wPyM35P516pVIpEIpqm7e3tUZNialU0Gg0EAtPT00NDQ8vLyysrKwwDA/dFvgmsM5kMqCXYNkgfiwVgsUOhwbRztXSyyxiJUEdVVZowSTQJZEnF8N14bXwlTZKQDvD1VHkZ1Gya5ubmZqlUisVi7Kph/BjJSSaTKZfLtO2apknR4+TJk/F4fGxszO12szRFhsWa6PXRNA1yAf6BoFwRAK5d7OHDfCD3kgouy44MsqZPPBQKzc3NUR+F32+z2ViVHolEAHnAcxhsWK1WmS0n435FUYhzIBcogo9NZMtJypRpaWmJM4TPg4uWmDUeDxiAAIF6C6kXxV273R6NRkno19fXaQZiBnMsFlNVlR1hsVgsHA5Xq1WsJ0PZ/uZv/mZkZOTy5cuKojBtV/ooif7JGNIK6shwSOa0H6JAUsql3nMs+bKmCoqYpiQhVK/XOzs7S+t6MplkFGEmkxkbG7OJhVDcjorYxkzK2NfXFw6Hs9msx+OZnJyk+Qi4U85c4IvagszUFs0DJK9UlLBnQP6NRgOaUF3s3CV6od0E16yIdXd8VlEUt9udTCYxupSKmXYBfLG8vMxh4WCOjo5euHABNUDOuDPoAHO+BgYGkBKXy0WwjnjRmdAWk0hwBbJM1hIDSYnNgGWJ5nELyC73E0cXi8UoswwODsbj8ZmZmaWlJfzP7u4uG6VowEC1QGZISUlAoS63Wq1AIEDmxlnBP+duQADB2DH3pVwuMwROFa2tIELEk+QMPEFqIxS8GIxQKpWGh4fdbjeUZoIFMsnt7W18WrFYTKfTy8vLNpvtgw8+YEMH0SB1p97e3p2dHdygrGCYYsOVammQt0YuutjewM+6dByqpRmAlxVCkqCn/A0SicNi7tLKysr6+vr9+/dPnjxZLpfv378/ODgILzeXywEgbGxs4KD5UuC8ra0tsJqtra2q2I/N4NFYLEbMwOkhanXLHj4Mf90yRRROC74Ce9lqtZAABEvexEajQXR0cHCwtLTkskx0BIQ1DANIFO9cr9ej0ej09HQikfB6vdCtg8EgUyJJZtLpNOlKQ2yDlUU908Iu4fhUi9qCMt1qtbDTVFsZIE4Uzk2gkQUapirmPrCwg9qiqqqUWUBU+Cy0GZraQJmkyQO81sRSwFQqhdQCsJBWsiKkKianc3osEGAcGHVDzsQhpuTDGKXdgs0jBEXI1cTExODgID65KjZ4r6+vM+CxJdYOtFqtH/3oR6C9o6OjtJUi6JD8KOaAaaKHmtj12FHaskb7kkv2ixlMUkuk1e/AjzTRJaxZXvhEMo9isbi2tnb+/HkInpRdcrnc9evX+/r6BgYGxsbGIpHIU0899dOf/hSJbDQadtEUhqHVNG1iYoIVTC0xwB6bgXnQBXcSQceTSBjbNE0CIehJLbEoCn+K5XOIMZ2FQoGnRV0iEAjE43EmWIHkMIsOf9VqtZLJ5K1btzDwPICJiQkAKIJ7WM1bW1vkpmDq1OAGBgaCweDY2BiJJl9NBryzs0MYQE83xQRW+snxRxI6gzeFj2o0GmNjYzBQsAV0XODo0uk0t4hqgMPhmJmZOXfu3NmzZ9mSBNaeTqe3t7fX1tYWFhbu3Llz//59VSxH5IkYYkk1x+dQNEvAGGUjJdEp+RWpEQFnW7Sz8V9EZWJi4sSJE2fPnl1cXLx16xa+GiPCk2VwLyfwwgsvXL58ub+//86dO6wgYCI8/BqGk05OTsqtqaYF+Je4jvn4fiRKTEj7h3G8Ve6t/zW7+uIN0ZCGnebKCV6vXr36K7/yK41G4+HDh2+99dbdu3edTufCwkKj0bh8+bLX643FYnNzcwz3o7CCFhGcEBqi/XRUIVU8cnoLNbFH2hSNhTx+KCuKojAGELKDnCCJoIAx4yvgwA0PD1+5ciUSiezv7y8uLs7Pz7daLZfY6syZNJtNpj6apjkwMNDT07O3t3f37t10Os14Z020MiN5kmlXr9c1TSNIwEcRyfCYsXms7QDdMsUAGEx4OBxeWlpCGxuNxt7eXjqdrtVqc3NzTz/9NBk5kspsn1AoRFykqmoikTh//jzzaZjK/9JLLyGa1kwvFovFYrGLFy8qinLz5s1XX331+9///u7uriwwce3kRdxw0k1ToOkysywUCsgfECdiw7AgiFU2m83r9dJZYbfbf/zjH+/t7eGjSIew2dQ3d3d3Q6HQ008/febMGchFzz///M7OzqNHj27evLm+vh6LxdhRCWKO7mG+sc6yEiql17DMupVYiC5TBJkpWz2F1Ad5aLvobjbFsFiSVLfbPTExgWFTxcAZ+AL0HxFo0RMEaAOUkc1m5WBAsjoKZ+vr6ysrK/V6PRQKwXauVCoUKSWnH0ssjSJShcHe3d29efPm+Pg4k3R3d3e5UkBoGpd6enq2t7c3NjYosY2Ojp46dWpqampiYsIqKFtbW/fv33/rrbeo65HG0e8Lu468HydjmibLvYEUsRFbW1uq4JyR/sq7Kv8NBoOyGkCVOpfLsfAGD4bYSWM5Nze3s7NDFSwSicTjcUJ59kMSqff19U1OTspBwse/otHo7Ozsj370IyR4aGgIRJX0lLCBTXDA2bKYTXDoFjvgKPBTD5Xx5OrqKvnD2NjYxsbGrVu3XC7XzMxMNBq12+3vvPPO7u4uRf1QKDQxMfGJT3xiamrK6/X+9V//tdfrjUQit27dWl1dZSwuD+vpp5+mkNLb20uftNRwq4haxdu0NPf+AgaVdl2Ku0ycrfGTYln9qwruiinqAGDzICcHBwd2u522aIINcrjl5eVCoQD5vlAo0AKSTCbp7aJNCWIpJwe+sbe39+qrr/r9fmJi6sqMi2Msh8PhSCQSiqLAryZKpkX97NmzgUBA1i8JtFKpFGmAaZrr6+uLi4ter/dzn/vcCy+88OlPf/pQyRgcHBwcHPzUpz6F8d7Y2Lh58yZgKxFwPp+H+kHDDQo8Pz8PBFmv11leq6oqg3UbYiKqqqqcCYU52djAHnJCCAI/yF4y+2cAhwzGFhYW2u32lStXqNrigd99912/3//lL3/5/Pnz3CJFbFB98OBBPp/v6ek5e/YsTklRlHA4fPbs2WeffbbVamFoXWLGOqchRxpiaMLhMAkelbILFy5QwodvUheT/n/BOdN1aprsF5uamtJ1nZtGINBut1dWVkZGRjRNQyr++q//emNj4+zZs1CYMApE17I5mIpQNBpNpVIyFZS2W0KiMueR+gCDtdFo/GIciHHYHBWpA6plqqiMDVTRGIloAldfu3aNtSjUeoLB4He+851yufzJT35yZmbmT/7kT/7u7/6uWq3Ozc15vV5qIqbYQ0iFJZ/Pnz9/fnZ29mtf+xryzWoWyWkBpV5eXlYExQ8Fo9qAZjqdTroWoRkmk0mmzEKFUBRFVh8JwDY3N9fW1j7SRiqK4vV6JycnASiy2ezo6Ojs7KyqqtFodGtr6/r16zdv3lRVFe40lddMJkM6SARvs9lwVnax8B3xYugIQBPVUKiXvGhMA0yrVCqrq6t7e3sYvGw2y6brbDbLkORsNnv9+nVFUUZHR69fv16v12dmZlgY5XA4+vv7n3vuue5LY1BAOp0mAaOVwmazMSfUbrcDEPFmTdNmZmbm5uYowFF2hPZLmw6kOjnxiTILA7pRY2BZuKu5XC4Wi7344ouQnPv6+m7fvi2h1Wg0ev78+ZdeeukHP/jB22+/fe/evY997GMjIyNyRygBLYBKS2wGsOYAViRTCrZinQskwx7FMhVLcioUET9pooHdmligAFwSvM6xsTEA6YWFhXw+/+abb9IzWS6XvWKlK0tiWmL8EzEZqGIkEpmYmAiFQjdu3FhbW4vH44lEAmVgAI4uJirLCT8rKyubm5u1Wo0H1hIDagC86RcB4blw4QJDdb797W9TB93d3fX5fIxyAPA5RgF2dnZ+/OMf37p1i7EXyNb58+fxwqZpnjp1amRkhKZvKMeNRmNgYKDdbkPXAU6RA1eAAYCqSHbhWUi6KO6OMQ0UHHZ2dtLpNKBZf38/+9pUVX348CHjWNLpNGjpo0ePYPiFw2EYRCAEExMT8XgcoIIq29ra2vXr1997773FxUWY/aBbLpeLGYZ4Hkg4drt9dHQUfMnr9e7u7r755psPHjyQ/AjKF6QlzDdvWXYWNcWYREAz5tfbbDb2OFWr1Ugk8qlPfWpmZuaHP/zh9evXv/CFLzz//PP/63/9r+3tbafT6fP5Ll++fPr0aeIfr9c7PDyM5pOHSFzHZtnxYT7OipMAiW618R1pgFVvrKUxmVWAzckKiKIoly5dmpqaqlQqf/iHf/jaa6+tra299NJLkUikXq+/9dZbJ06ceOqpp8iMSXNTqVS73Xa5XKR0zAy7du3a3bt3T5w48aUvfYmaiy5G3GBaFLGPjDEewPabm5vz8/Orq6sUybkLxKC9vb0TExP1ej2dTq+urrKigrQEqlK5XF5YWHj99dfPnz9PBUNRFIj7CKscT727u7u4uHjnzp1KpcLw+5MnT05OTqqq+ujRI3pzZdUCXnt/fz+ABmMp8AOtViufzzOuh5rA/v4+VT9iWZIBh9hVwdgiPAa2Znl52ePxzM3N/d7v/d7NmzevX79OzCmNEaybnZ2dfD7PUAywKQJxem1Jw/CxTFB0iv1iEOzQSRnTB4PBubm58fFxvMTq6urKygqq29/fzxFUVaWJXpb5WQqGQyYz5LparRbzTgKBwMzMzIsvvsh/U6nUX/7lXyqKMjk5+R//43/Udf2DDz5499136/X6008//cUvfpFgkhnRBMOLi4uSldQSsyrwBt3ojqQJGYahaxaes2KhClnBH2v8o4v1qwCulF25v9FolAhEEZNfo9HoV77yFX6fSCQgmUWj0Q8++GBhYSGdTjP8Guwym82mUqnV1VWMd7lcnp2dDQQCxNBAyNJpynATRnRvb++VK1empqbu37//2muvEUDXxST3YrFI6A+eUBUDYhUBCNTr9cXFxT/+4z9OpVKRSOTMmTOSLymzHYfD8fDhQzp7FEUh9Wc32a1bt5aWlj744IPl5eWxsTFFUeAe47Wy2SwL2VkB6HQ6GSyFWYHzV6/XR0ZGKPzBnuB74eQUi0UidfJRVIgRgvPz83/0R38EzBqNRrPZLOg4bQkQNxSx/QBOh6Io8/Pz+E9SDrA1nDleFC6aZPwDdXD+3EP5IOAvIG3g0UTejKXhnlPJHhoaCgQCRPlUuACdFxYWBgcHW63W66+/Ts1heXl5eXl5amrq2Wef/fa3v72xsbG0tGS32z/2sY+98MILzz777L1792w2WzweJ3SviW3HpVLJEINSGmL1BjGLIUaxkxvIWrUuTbvRRZtWLUVizdJJKTVJVjHBQJnHdHBwcOPGjR/+8Iejo6Nf+cpXnnnmmXfffff999+Px+NXr16dnZ0luy+Xy8vLy16vd2hoaHZ2NhgMbmxskJLCjMjn86+//jo0D/g8GBhTEBbwhsyeiMfjACOvvPLK1atXv/3tby8vL7vdbqws3YbsctvZ2eHZS3KyYRiEJXiGTCZz7dq1luiOhapVKBQ2Nzcp7no8nv39/XA4/Oyzz544caLVan3wwQeLi4ssBaM002w2IboywGdoaIixhKurqzabbWpqyjRNsFpZELSL+afIpSm6llhIRZZM5Y52HEVRCoXCgwcPqGsy8oRQvlAoEIEQYTIPRuYhlE5lIyj+iryc0EURoB8tMpubm5OTkxwcSA0pZ1YACzMJXST3luQemcFzYrygfjDFiEKEYRhXr17VRCfQ+++/j4t2u90LCwsPHjyYnJzUdZ2da7/6q796+vRpTAP1bwDoTCbj8/lisRgQhQQDpdWWnAgJ9rREd+EvWhlMC33U+j6ZLoD9axZKHc+jKVpj4/E41uv69et/8id/cvny5U9/+tOXLl16/fXXl5eXd3Z2/uIv/mJ+fv7q1atut3t0dPTf/tt/+y/+xb/44IMPNjc3mdKsqurIyIjdbs/lcpubm1tbW8wrJlzmNCi2y9aTZrO5tbW1ublJxDI5OXnlypXPfvazv/M7v3P79u3/9b/+V6lU8nq9ExMTMGroHnQ6nQQAMCvtdvvOzg4RJJh9rVaD5qlpGiRNgpORkREaL8LhMMRMsmEie2YUm6Y5ODjo8XjA9Vwu1/j4eLlc3tzclHEmAT0mNhQKeTyearX64MEDaU24Gz09PawlxlE4xRxSeonAH6EbkALSfiBvEWabTUq4WYbOMvAik8mABZmmCQiDS5Fmm2et6zrzChiiSlYABMIwqEgkAmdxaGgIzQdxNsQ8FTIc+D9U1jKZDO2jY2NjECKp9pAuQ+r+2c9+5vP5BgYG7t+/39/fPzk5+eKLLz7zzDPkjYzdttlsa2trwAltMT3AsOyYsUb1iqWea010fzGLRlXVlugXtkb5pqUGLKsesrbPMAziTpdYsRYOhycmJigWYlRk/8TXv/71v/iLv5DFi6GhocHBQSYIsBgY4nsymWTwIDMXiCC5JL5FRjKmaUYiEYdYL5lMJn/6058+ePDgi1/84lNPPfVnf/Znf/Znf/bgwQOuEcMv52cYhhEKhcLhMM8vn8/DxKItQz5vCS2DglP1I8tkqiuuY3NzM51Okyqwuh20lzqALgYt0ivD8GB6Xjc2NlBCrouS9vj4OAk6q9W3t7dp85U8PwJCzOrW1pasDFAaKxaLNAQTjgIiyzk/1OB9Pt8LL7wAz2dra2t9fZ0UgqROMrV00X+siMY0FIyGfWa8chu5XfS7cKtZRWMT2wDkrFygoeHh4VqtNj8/z85JTdOq1Wo0GqVj4TOf+UytVoN2uru7m0wmf/u3f3t0dBQkhsH6VA/5LrJBU2xTV0R1RWazStfQf374Rf5qCuxfsezFMCwDFjXLWBSZSQBNUhrL5XIPHjwwDCMcDv/2b/82EgCxR1XVUCj07LPPMhPupZdeUhRla2vrgw8+oPdqYmIC5gktQpBJy+UygSOD9rk8KPW9vb2zs7O6rmez2QcPHtTEMlCGVSWTyQcPHvT391+4cOHFF1+MRCK3b9/e3NyERw3PtlKpEIhTe/Z4PBcuXCA8azQakBMhokCNhPGBWXU6nXJTNLEZQsZ2e6q/AIhEn3DONDHVy+v1JhIJhAOJpPoLs6hcLrNunkAW88lWP/RELtbGePf39zNqamVlRVVV3qOL2b1IgyQOyb9CHBwZGaFdgcdHwye1CPrfARi4BDin0IFwEQg9jF04qjs7OzabDVJJOBxOpVKk+zCvTp8+TY1CUmAURYnFYs8++yyzr0nVgsHgc889d/r06XfeeefrX//64uLiiy+++A//4T985plnMPCapnFWYOK0Asu6ryxhSauvWCrWZAJIODqgS16oNejvKAvIN3Togy7GbJDbDQwMvPHGG16v99KlS+fOnVteXv7JT36ysLBA4vu7v/u79+/ff//993/+859fvnyZ1s/d3d1sNru0tMSEMKqkxWKxWq3a7fapqalTp05RCqmKIZV0PzG+yuv1vvDCC3IIyrvvvvvuu+/ev38/n8+vrq4CgDIckwIzN07XdYbKE86SwyEfzFRcXFzs7e1lVx9PS1EUEEaIErJpg6+ALgqbkqqQw+Hge/FalUqFzpJiscicewkFysFy9AbRHkSpFW4M0SmD7hB9bHm73YY0vr+/H4vFCPFhp/GMmORFIg6fhzgBc9toNBYXF4mgTNOkiwCOJ8om27LW1tY4/1KpNDY2RoJL1YUQDqpzXaz9q1QquLtAIEDmwGtgYIC+ajnubmRkZHh4OBqN/s3f/M39+/cpw9O6+b3vfe+tt97a2tqampqanJx0uVyLi4uDg4N9fX2KosiRELlcjvxhdXV1Y2MDeIObYD5eBpY+QdpxMoEPx6MrFrBf5ruahQOniB1EklcMP4TWFgZX9PX1ffe73/3qV7/q9/tZIDk1NcWK+WQySQmQ6Ghzc3N1dTUSiSQSCXB6ykM+ny+ZTLZardHR0eHh4ZGRkampKdj2VJF0sZ0T82a32/G2Ho/n1KlTPN1Wq5VOp3t6eu7du0c7ORfS09MzNjYGkHrq1KmDgwO6LhKJRL1eh0IMZ72np4ckVcIL7I+gXkHlP5FIyJk84FHkDBCBNPHijgH5QRMg92UUVKvVIiBuiC1MpA0Au+gbcCoKJvM0BkPAzpCmHXiAyQDUxRYWFrDHsAMp/MG+xJYXCgUaa8rlMlvPcOnZbHZnZ6darZIsNRoNJgZQvjUMg1la4XDY5XKVSiUGVjP5mGwKncRejI2NVSqVtbU1yHP4diad/Omf/qmu61/5yld+67d+S1GU3d3dO3fusFDr9OnTbF7r7e2FhYX48mgwB7lcbnFx8dq1a+QDMNvtlp2T5uOTDjVBaub3H+4lNi1Ef6kS6uO1Yc3SW0DkoGlaOp2GhjU/P08bYSwWq1QqHo9neHjY5/O9+OKL3Efygb29vaeffnpoaKjdbq+urj548GBjY8MpZgcw44A2munpafr/M5lMKBQ6c+YMsANDh2w2G02M4XBYFdPFGKW0vb0NhWZ0dNRut6+srKysrLRarWAw+PTTT8/MzITD4WKx6PF4RkZGCK5ARTGrJAZYR0QQY3b79m1g72g0ygMOBALAlCAqLESTNxDuMaF/r9ghube3RwSP1G5tbdXFPg5oFDQTy646RVAneLqSp22aJtU9wzBWVlZM02REiiamoTA/hoQHnhJ3TMIYpMWU6kBIsTJE6nCcsEoDAwOoN8YeMp9hGHy73+8PBoPUQGjEQaIA/skQMEarq6vBYHBqaopiQqVSefPNN3/wgx/883/+z5977jmoijdu3Pj+979///7906dPf+5zn7ty5QqlUsYacGTJw280GiRg0quYj5MYrECOKmrD9DMpclO8VA61iwphPD5hXUJImmXro91uZ+InyMmzzz4bDAZ/8IMfbGxslMvl//Sf/tOlS5do4Nja2mJ4/KNHj3p6eq5evRoOh0dGRs6ePXv79u1mswm9hJSAIhElVSAaRVFIlJ1OZyaT4SmGQiF6msiq+/v7G43GnTt36B9Advv6+tbX1yHeFYtFusV9Pp9cfEKPOUcDFwdnxJlKgA9RVhQFfbDb7WWx+5WiDx1SxBsQUZlkv7S0FAwGJyYmQNAlAYSuKBAhSH66rlcqlVgsRomXEBEGAbedooesJKbTafIQ6G6khqCoYA9w/fGczNeA/g3Nk4laRDsINylNMBg8ceIEhUK8MQrw6NGjXC5nis0ADodjbW2tr69vdnZ2bGyMenypVOrp6YlEIoODgwx9SSaTP//5z4vF4uDg4EsvvTQ4OIgtf+utt1577TVCWeZKfec737l3716lUnn55ZfPnTsXDAZzuVwoFIpGo4rlBW/l7Nmz5XKZQgR+WM5ikjJshXOk5qMG/PDhZDjNMiZa6pA1B7AqCV9Dwjc2NkZVHLh3amrqwoULExMT3/jGN7773e/+5m/+5tTU1NNPP/2Zz3wGkHFlZSWVSr3zzjsrKysvvPDCmTNnTp48GY1GHz58mEqlwAG8Xu/09DTrLwlIiGEoyJtiz5yu64ODg3gPModGo0GLGVVx+KdybLemaWxHJdKo1+tE2KS2TqczkUgwqZw8mGCDHq7x8fG5uTk5uqJQKGSzWWupGAIPQTZfwbSYwcFBAv2Dg4NoNMraHwSXj1C3hjVIgAFkjjORHSR0nBBEydGO9LvBxoEuziPnnjQaDWI5yGRU39jp0mw2qZAoioL8kclomnbhwoULFy4EAoHFxcVMJgPhAkrp5uam7JijwGcYxvLy8uTk5PDwMB0UNEk6HA4Is0zyqVarFy9efP7/19aZPcl1Jef93Fu3qvd93/cFDYAASAIkRYHkMEYcOiRbDjtCo9HIDkt2OPzk8N9gP/nVEfaT/WRHWI4wrfHYo5nxiKQ4JEiCIgACaKAbvW/Va/Xe6KWq7j1++DET2Q31AwMEuqpu3Zsnly+//PLdd2lyb21tffLJJ99+++3m5mZvby+bhJ49e5bNZquqqm7duvU7v/M7QNWQX7C9XC737NmzL774gj3qFMHPnj377LPPQKu1CWtBfG5I+JKsyfcsvdAobLqXCl+tBwLTEg5EqJB70d/fTzpENby5ubm+vv7qq6/eunXrX//rf/0f/sN/+O1vfzsxMbG7uzsyMtLQ0HDr1q3l5WVKiImJiXw+PzQ09KMf/ai9vf2LL77AtqitcXgwTMvKygDdePaYRbFYBFRGVpYJ3ZaWFoLpwsIC/UgAE1w7lS5VByMyjY2NFRUV+Xyes0EcoMgpFotdXV18u/b29uvXr3d1daVSqSdPnoA+0ZaqqanBHE9lXTai5N572BOKjXCMq6urQbIJGjjd9vZ2JKiYsGEuhFlBakpqD3oFdMr1n4Ig4L6RdFGJnslSOsKFcw72RzabzWQyuMytrS2oIhAKaClwYh89esSIUhiGvb29zc3NR0dHjOceyYZwWhnHx8f379//5JNPampqOjs7R0dHS0WBr6SkhH7Z7du3x8bGMGW4JBMTE19++WUcx3/+538+NzcXRVFbW9u/+3f/LgiC/f39K1eugH3xc3Z2BghRUlLyR3/0R8R2yE5Pnz6FfoJ/LMgqRG9IPZh+cH7Mi6IoUrj0AvppMR8NCBfeGigjDEPUEMinKUo+/vjj3t7ewcHBf/kv/+Ubb7zx+PHjubm5kpKS5ubm7e1teJ3Ly8twHyYnJy9dujQ4OPinf/qnH330kWroAcPxxUAnIe4zZ0wH9MmTJwcHB9SjfX19GMrOzg4unDtFUYGqQnt7O8qH9+/fd86VlpYyatTa2srK652dHShx6XSaoTaoQQ8ePJidnaWJsbq6quLjKZmc5DzQNsrI7viOjo5EVkRSGp2enrIkorW1dXBwsFAowBOuq6vb2to6Pj6mQFQeNSmQ6gN472lvc3IgNcGuIUpAYMYjeu+XlpaoJVRmR8ca4zhmYqajo+P58+fz8/P7+/v/6B/9Iz59YGBgcXHRez82NjY8PFxVVcXeN6gK8HnZdQc/t6Wlhb1V9+/fL4g6VRzH1dXVAwMD169fR/jj9PT0wYMH//f//t+FhQU0TtLp9AcffNDb24uZwSOiJCPmcGFdXV10Y/P5PK6EFZRgrMAJkVlBEsiPtV7bBPgeBnUGAFVPr+7fRhN+LS16EpoI0nnJ5/Mc2ZaWFuTftre379+/Pz09PTc3x5wUI/3wvZAAiGUe8sGDB4eHh1evXv2zP/uzzz777LPPPgNWg6vIwp8kSR4/fvz06VOUSGBe9PT0MJiH297e3h4fH//mm29YVUT3l/EO1qXk83l23FZVVY2Pj9MDRiiTtcy7u7tLS0vgekEQrK6u0rQi4UFjGeCrvLw8l8sVRG+dXIKMlq4tyRtqMWEY4lDRrVhaWiKd4OhCDGHalXTIOacgN3IBusOdLhWPHDYETM+WlhYQUqIHaSpi7qA9JD8a3PL5fGdnZ09PT3t7+9LSEkRDhtmZ3aupqYFCQsGD9yHYQhupqKhIkoThLHoFiI5BEzo+Pu7r63vnnXd++tOf8qEnJye/+tWvvvjii9nZ2cXFxd7e3g8//PCnP/1pRlYoOOfIkaanp+/fv89Gko2NDVYQdHd3d3d3x3Hc0NBA3ObWzc3Nffvtt5QrCvkXRYjbGXhTq2QFKl5MhNnj4s5LR9jsvyiKXzoVubOz8+TJEzCWpqYmIiNVXU9PDzQYOOKnskkJI2hubl5bWwNqrK6unp6eZnLg937v965evfpXf/VXKF6cyiKmoaGhxsbGJ0+eTExMeBE6PT4+7unpYTvl6urq559//h//438kdCRJAguA1LylpeXSpUvOOTLaV1555ZVXXnn06NF3333HrWHymO94eHiIt85kMsjN0pfQ/B4onSEMahJuIKyY09NTZvlTqRQnU4fiuZnl5eWTk5OffvoptHAunvvAoaW2jqKIbDWfz8OzKCsrI+nCy4KEgNgwGYcFALZyt2tqaqBLseaIdAjE6fXXX79y5UpdXR15l87TAOyiT8PQJr382dlZWm8ovuRyOUh4bW1tzBmfnp5OTU2xDKW1tfWP//iP33vvvaamJuccekpPnz6dn59fW1vb29t78803/+AP/gBAZnd3d2FhgQtAMpAW3uTk5HfffTc3N1coFEZGRkZHR7u7u1dWVsbGxsbGxqDK4k/ROwPitB0xb6iceh5eEBpsXHDnIaCX0yYNFNx9WGKA7pDCv/vuuyRJ+vv733jjDYj75P1jY2MTExMs7ent7WVVCZggbm9wcJAO6PPnz994442xsbE///M/v3PnzqNHj3Z3dycmJuAhl5SUUACpKigmsrW19emnn3733XdLS0tQZEklm5ubCalwEtPpdHNz89jYWF1d3f3792/dutXV1QVi297e3t/f/9prrx0eHt65c+fjjz+mwgOJgtfANZPJ4KtoJ0NfA4+nC8bJpDje2dnRGd9CocCsI9x9UhS8MrGU/jft5yAIYH0C6ZD603ON47i+vp5zuLOzEwRBFEUwjQnIcLnRsGDonoyCL8L3ohUYBMHKygqTA11dXe3t7R0dHQzdc7AV7SgWi62trbdv375x48Yvf/lLJGT29vaQ6AKWZQqqs7Pz+vXrP/zhD0dHRxXAWVlZ+eabb1B329vbg6LX0NBwenrKHALzNEzkUDBwDRyGxcVFIG8ao4gJEATSso1TwdDEDIIFhgutvl5/J1J6sxa4igWlRPk5JWsY9QAkMp6XJMnOzg5OIoqiV155ZXZ29rPPPvubv/kb/UhgGaJnEASQrkADWUWRSqVofnnvp6amVldXHzx48OGHH167dq2tre3Ro0ckKnt7e0TAoojUgqLMz88/evTo22+/xRCJ3VhMFEXz8/PKe4NANjc3lyTJ119/jQzE3/t7f49GBMN1V69eHRsbOz4+/vjjj1dXV/v6+jApxj5LSkqOZH+JTtwFQYDY9+DgoO4/JZuHO8Qf0D+j4wtpkRFbULyjo6P29nY6KqT7lZWVdKzg5ySyJ5P6h1DA/USPbH193Qkvq62tjf4JrahMJrO2thbJfhSmbKFsUR11d3djDcQB4kMiAzrAcST06pvT6fTGxgbkEUoOguGzZ89+8pOf3L59m7BMLveXf/mXz549W1tbe/z48f7+fmtrK23Tra0tMmTqSTQ4amtrYdbs7u6+8cYbP/zhDysrK5eXl1kUMDo6SpWVJMni4iJMSvrftEcsD/QChnkhnQmYCNPSVu0+Fl1FJyKhXpTlArN3kuEDqPbt7e19fX0/+tGPOjs7T05O7t27d+/evZmZmYqKCsYvHj586JzL5/Pz8/PQBKCdwV+fnZ1dW1uj9ZvL5SYnJ7/88ss333zztdde+/DDD58+fUoT8dmzZ/QBvvrqq9AImpM4trS09Pb2vvvuu4QLZpTQort+/Tr08bKyMvaCVVRUMICG3BKoJdPr9fX1/+pf/ave3t5f/OIXQRCQ6L/33nvYB1fuvVdiDLZC7HbOMbUYybYSXFQoO+0S0Tt6/fXX33vvvd/85jczMzNxHL///vt0ppaXl0ORG0MAGLCV1i8t8Fj2H8NspVNRX18PGkvQGBgYGBkZoX3Oh5L4crS4V2i2wtuBGaVUF2owleCGLEi3pLW1lbL12bNnQD0QpFOpFAOKU1NTTU1N7O/IZrP37t179uzZ0tISiknd3d3QIrh7w8PDn3zyCS8Eno7jGLHX8vLy6enpnp6esbExniD9Gc1QlDxGv5ILiEWTQjN+f36y1/KdX6xecy9hoBY0tRmVJlJIL5FCMHuBgiyEPmxxdHSULsHv/d7vQfPMZrNM4jH9eXZ2Njc399FHH42Pjz948IDsGahxYWHhu++++/DDD1955ZXe3l602SBX19bWQsPkkUOxfvPNN1tbW7/88st79+4tLi4eHx9DzBweHqb7kyRJb28v7OV0On3p0iUG0KDfQECC0NrS0nLlypWNjY3Hjx+r9BIdREAkrLAgIubM7wIZ8QAoeSkYdDSJAndnZwcphx/84AeVlZW//OUvl5aWhoeHnXNo8YJdaphOiwQG0/0lstuLA0D6BLra0tISBMHx8fHMzMzVq1ffe+89gio6vlT2YJEMCg4PD3d3d+fz+a6uLrbG7+3tAeRji+l0+lR2qK2urpJxZbNZ8rTOzk7d7TAxMQGd9t/8m3+DBlR5efnGxsbMzMzMzMzW1tb6+jod+ps3b96+ffv09BSOg/eeopZgSBBQPUwEyODIaI9Zf+iyPXjwIBGqYiKTFTwsb9Zk+Jc6WkEQRKQx9pc0Olhinf17/f1YFPA2Nze5XxRepaWlnZ2dQRBUVFQ8efKEDkssSzNbW1spZ8MwpBjo7u7+0Y9+9Nprr+VyORpkra2tN2/enJmZefDgwe7u7vT09M2bN1999dUrV648fvyY5ISZIDDBvb29jz/++Fe/+hVhFH55ZWUlGTm3hv1FpONo9BFtx8bG4Id673UnoZNBCrz+4eHh5OQke10VRQH84ZlBoIekzvEgz07LMhXSDw5GLpdLp9P379//T//pPzU0NGBwnZ2diexwJtWpr68HNwT54TzgzkE8KDYoUQpG66+srKy+vn55efmTTz75oz/6I4BL5xyYcrFYbG9v7+rq0rF3J7AJkAsELbBgcjMGTXn0CwsL09PTzjmwh8rKyvX1dbDagYEB5vJaWlpoh3/55ZfAcZOTk0dHRy0tLTdv3qTv2dDQ0Nvbi7Y2JK6NjQ3vfUdHx9jY2NLSEvjp6OgoEQltemvBPK/T01P6MNSlRZFGtBWsTXucjPvgUyLlV1msMzC0UH9+V7bmQt830qIoiiLCX2dnJ4laX1/fq6++msvl5ubmvvvuO7CLMAzhk9XU1CD9FQTB5cuXUVUoLy9nJODSpUtffPHF9PR0ZWXl0NBQoVB4/PhxOp0+OTnZ2Ni4devWzZs3L1269LOf/ezu3bsrKysDAwNBEGxsbKyurl66dAmyHdGT9S1oRjDVSl3OVEd/fz96mi0tLfv7++vr6yhqsVZRBXDm5+cpD6hoAUZiUSsBE2TegLyZvI4gwB/47nEc40ppV9PAnp+f//bbb9Fsg7YAG8+L0D7nB2a8VuT4HS3DQIRA+k9OTspkLfnu7u7s7Ownn3wCaEtPDYQHCK63t5dpB6h1NO8YY4fbQrM8m83yDqBSPDja9hynsrKyoaGha9euvfvuuyMjIxjZ/v7+0tISQ0Krq6u8sKqqqqurq1gsTk1NQSRraGigQXRwcKD9bPzX0dHR+Pj4/v4+tEgLUaod/4//8T8+++wzHA0VMy1wbQkHsg/GFrqRzA0H0KGJp+rzLIB6ISxovgQQQYiB8ZIkCdMkGhZSqVRTU1Moap7YEDLiz58/r6qqGhoaev/9969du9bc3Ly4uHh2dgYT/erVq6Wlpb/97W/b29t7enquXLmytbXFLEGxWBwdHR0dHf0n/+SfvP/++1NTU9PT0y0tLW+//fZrr73W29t7cHDwf/7P/3n06BGycK+99tqlS5eYhFxfX19dXYXJmE6nIUgnSUK/LEkSwDtMsLy8/Pbt2729vf/23/5bClxqbiAX8hAmaFXUukSWJXKLQU4o9AEu29rasE5C4rVr165evfrRRx89ePBgcnLyvffew7YYi6HQLJdFLDg/XLhWZcQEjdUMqSRJkslkwA8qKirGx8fhESFihcPq7Ozs6+vr7++noQ7HEzq6Pm5AM5poEN3W19dh+6FQhpWfnZ319fVdvnz50qVLzc3NajlsvkK7G205gDjwZZAMNDXa2tr2ZWMnTbp0Ot3R0TExMUHn8dq1az09PResf3Jy8uc//zmUAmgjym8LREIzlE1hyXnd29gIyEX6S05mf22zIDRauTaR0j+T2MC8heuSz+exs4WFhYWFhevXr6NhtLq6SqUC0Y1k+uHDh//v//2/lZWV0dHRW7dutbS0ZLNZoLRCofDdd9/lcrm33nqLFs8nn3wyPDw8NTV1586d3//932cqAMnldDpdLBY///xz1mC99dZbXV1dg4ODuBm2TUVR1NfX571nSUyhUEBHv6mpiUUYukPg4OCAIfSqqqoPPvhgcXHx4OAgDMPJyUl6Seg4YAqMEwA6cTdIQhj0ph+CT2GYfWlp6cmTJ4hgz83NqZQao2Q7OzvcdobQabRTZcLMw1sFsr7Je8+dZEYU/B6JUiZv6urqkGOhHG9ubu7v7+/u7m5sbFSAMhAtZUIZ34tsEIT0WBZ2OJE76Onp4UPZA93Q0KA76pxza2trgBY4XQpcCBewfRnXnpqaWl5ebmlpGRgYgPxCewsHWlNTMzo6Ci/jgvVT09+7d4+9WNitapTYHMmLCJzF8TU7iuP43H6AxOzPuAAhecM15fO8oRkxmXb37t033ngjiiJ45HV1df39/WNjY6WlpRsbG5BnxsbG/tk/+2dra2tzc3Nkh0QoNp+Njo7CSEmS5ObNm6enp/TCwBPW1tbGx8evX7/+1ltv0TZqa2v7F//iX/yX//JfPvnkk+rqagTNlUrU0dGxv7+P7Ovm5iZCqvxTuWwkiOOYjjLUIJ0OwZ2Ul5e//vrr1dXVU1NTi4uLMCAQ9eYHLhB0mlh25ZKRb29vl5WVQaQrFd3wxcVFJmygEhDT2LU6NzfHisumpiYKbpUcRPsbZwTgWCIqv/wmh6GmpkZV2qMompqampqa4lWQZOkVMInKZIn+RLImgwqbT0dXnVQnJWq4TEEhzoXBUCrQoWevz9raGlgfXQIQMxrbkGrjON7b2yMyqL65956W8/b29tLSUhAEHR0dV65cQROARwbl6b//9//+61//mvoQHxEaVj8/mtS8jN/obzrnvtd21tcr8uBkXbh7aXUA2b/GEecc8fro6OjGjRuk2j/4wQ/Auba3tykNe3p6NjY2yKfxGWdnZ5999tnu7m5DQ8Obb7555coVGC+0h8vLy3/4wx/ilqqrq8EBvv76awiPLG44Pj4uLS395//8n//xH/8xWhr5fH5zc3NhYYHWGOGPn7Ozs4ODg0wmw/wUrKSDg4PNzc3Gxsa2trbJyUlEvmCJ8sVx7WVlZQjCwfHmDjgBIhNZrJvIcsgwDKlQce3Q7Miqa2tr29vbh4eH0ZuALwkhlHPY0dGxvb3NmkelP+TNymElwCWy/MvJiFlKBjVpc/IVCFbEJXrw4fmNJ5Qredk5gkerr68H3RoeHl5aWqKAAaBkqSNZza1bt3AlCAHxoVNTU+Pj43xxenlcBkkm3yKbzSItzGAXI0TkpUEQ0Mq4evUq8B2swZOTk/Hx8f/6X//rysrK6uoqZFsmFkKRayAKkchYt34hedGkKMKm9R8UabJlsd4sQklo1iVxrWeyPnZqaqq2tvbGjRuK0tAgy2Qy7733HkJus7OzTDn9yZ/8yT/8h/9Q+Se5XA5dpCAIKisrSXyTJIFrVV5e3tfXNzs7+/Tp08nJSXCkzs7OP/zDP2T9ySuvvLK0tHR4eAj1AKojGU59fT3jttz6jY2NRFT/0WSGx6urpHmW3A12MZG1o2NTLBZ1ozWnkQqBDhfumXeGXEleywC4thGwtoODg+npaaja8LroFhcKBRyw9x4sUp8RtIhAaG1ONpVwGPStCFBA41SHAEew7nDzNqNApA0vW5BtDEgweO/pvjGiubS0pF3RqqqqS5cu4el6enqqq6ufP3++trYGIwh2IBykf/yP/zHDk9rw4puura3l83kEs4rFIig5cxf19fXwRPL5PCSaX/3qV+Pj462trTAd6cbo5LTmNhcATGKvPz/1rkb+ImGijOD1yXlhLHsG9GDxy3hH7z2u4ssvvywUCm+88calS5dYoEtviB++zNOnT6enpwHjLl++DAV/c3NzeXmZTbfgweBCqPIHQVBfX9/d3Q1yR4YK9eDu3btMYzjnsAlAcTLm3t7eKIrW1tYgF+zv76PMs7m5ubW1xQzNtWvXlEsDpO1NAySKotbWVn7n8PBwcXHx3r17pbKmDt/jnKP/AumIFAIJEGf0BPhh9uq5LC+zNzxJkt3d3Xv37rW2tjIGCSKkA7g8Wj5Xeb9AQKFIp6CeRERCIoBPQZ4MjJX03UYAvIz2GWB0c6JotZ6dna2urjIJffXq1Vwux3sODQ2BKSNWvre3d/fuXRZfgzfQSuvq6mIKj0SIcKSE1q6uLtYiTU9P0ywDK+/v76dmKBaLDx8+XFxc5KBCSwFVV+u9kAIFf9eAeyh8Z33E34vjqu+3jt/eIPuHUPadhDJeGUVRR0fHD3/4w3fffRc4jAdgKxJeXl5ePjw8jNTHysrKysoKM1/QivTg0Z/Hjyo2j0Trzs4Oa0Cbmpp2dnbW19eJ1wiCk69zf2mokfQjSlMsFjs7O/FJIA/0WXghk7v7+/ubm5ssyeOnv7+/v78/CIKJiQlghyAIzmTdGK9iEpwE40SW9uGc+Dr5fJ7NcEEQAL8CN5WWlupcQansPC4UCrSQmM+kDuaEKOMIn0cKhHsjt+YGlps9X4R7tFLo1qErah8NTx9HQ6VEK11hFojfJycnYJQwZPFu3Mmurq6qqqr5+fm7d++ilsWsMIECSfqtrS18DceMSeXNzU0YMTSR8vk8c4XIh9EJWVpa+vjjj6mkx8fHiZZEY/3KmpVo7ete+ollg5j+4YU2qGb/lrSox8CWCgqV4oeccycnJ9ls9uHDh7dv366urn78+PF/+2//7caNGz/5yU/sx5Mt9PX1TU1NbWxsrKysDA4OlpWVYZFEdhX7XVhYgHD73nvvzc7OrqysZLNZ6oT9/X3Y0c450PR8Pn/79m2SosnJSTYi4uYV44KzwI4GuvE0d4qidB3HMQDFhbtGXIaxDAcL08fhAXeGIvvKSzgG+GzuIYNpCGmBu9OUIAegAAWmRMKaRl4URTCI4CTTZCA/gQxDqKEho48vEiXtYrEIeY7MRHfEX6gBkiRh6zDNFmh8aHdzh5kcYo0IRA/yW1Z9ee+R6APYgfoexzHYIMQtjgS3moPKPCo8Nm4L6MXIyMg777zD9qTt7e3m5ubNzc3x8fHFxUXuIX/gYIfChozlR1MgxTNDMwvGH2z5GjlTFoTyo5iPrR40cNi/9DKHtrq6+pd/+ZcbGxtvvPHGa6+99k//6T9VTfqXf27cuBFF0aeffsrMB9OMjHtjXpRNfLeTkxPWUI+Pj0dR1N3d/cEHH1AEz8/Pt7e30xVCC+j69eslJSVPnjzJ5XKMTUDiV/10Wi0Ma7e1tZGS6jArcLvm3PxsbW09fPhwZmaGr8xj8yLwBkMhDENILLrJAlIadsCr6MEFItEVhmFjY2Nvb28iy14ZOcDZUw/s7u5yWsibnXMYNLZOk5uqXetX0mLEHQKZ30BRVKlsTFNYv8hS1ziO4XXSXIdr6b0HhQM4hqGwubmJKisYRmdnJ9qpd+7cefr0KR0PxcTIberq6hoaGjTjIIww8YdkXXt7O+oH/f39JOTkzF999dXPf/5zRpDDMCS6cuXe6J1YB52YyRYbDSw5QiuEF56D1xRke8wFq1WL1zRUP5V+Z2NjI6y1L7/88kc/+hHbqt9///0L0dY519zcPDQ0hIfAwyEBXVNTQ0rDlBNXqTwtBEuY1ZiYmEA2lDo1iqJvv/0WgmFGlpdATvTew56NogiwEgEmNJiYyn/y5Ilu+KFOuHbtml5tPp9Hc668vJxZAmpK5HFAHoCPEKUpk7Uo2CW5b0GWmuHztM0EGxwsgQEU0E9ONZk63wKA/0yWBaI1n0qlUP89E9FsrSUgfdB7QvMQUh1rDS48WayfIpiDCvGOCwN3B9cvKyurra1FBL+lpYXsny1d9DFosZ+cnBC0Qb2Oj48RsRweHqZe53gTdlgpglwuY2UshYfMe/fu3YcPH3LUC4VCeXk5BX0sS9rVU1sfzdN0wlqwJyEUsR/v/QthrL8zkbK3SSML/6R4Ebeeqi6Kor29vfX19Xv37vX29t6+ffvWrVsvHwDnXF1d3bVr1+7cuTM/P0/tG8kqNa3wUBMhtwa4AG6jH0TC8ODBA6Sy6uvrZ2Zm2tvbm5ube3p6oihCuxhyb3t7O3gUeTlfh2U23d3do6OjgPQVsmUaOKjE7ApIi/wjaCCOBGnbouhhpUUYnQIAyU69jUyueO+JEtXV1WxSYoCG0oKnDtDEkrxAdIuBwGFoWq/PicJMeYiUwmCsnP8kSVAbODk5mZ+fHxoa0qaVE4lsAhd3le/CuQ2CgJm7bDbb0dFB1Xfr1q3R0dH6+npaCvv7+7/97W+fPXt2dnYG1QXBJR4cK+CZ9Mdb8Z7UkBBdi8Xi3t7e1atXL1++3Nraur6+jh0CuFVXV3d1dUF40QTGS0f8gsUGhr6gf/Z/18BjwEikl26Z1rh6esLzYzWBdAbsR4YiCMyTC0QP1Dm3vLz8y1/+sru7m/lXijw+vqqqanBwcGNjA5asbjYHIvCGtordK2MZxNoJJsjIC8rM/H53dzdLbU9PT+GZkUKQNWI6Jycny8vLURTxm0S/27dvc4aZHNAKPpfLzczMzM3NDQ4O4k64VBJ3YM0wDAkCQRDoAcawOBvUgghF0itcWVmhP0BWrRwehsKI9fylE1k/AmAsi5KUapoSpTC9LZ2dncgyx3EMZxaURgeDLkR4DnNdXR0T+nEcM0VJ/xiMi25aKpXq6+sbGxvr6uqipZjL5SYmJu7du0d/gIvn8riT1dXV165dQx+bSpc5B1z4ycnJ2toayAF7jtVVn5ycTE5O8hzZJoGAKZkMTzwwzV2F/wNDfNDc3p4HzZoi+9saR5y0ErTOwLsAtxHKYyM+iq3EsqSSjGV1dXV2dhY4rLu7+0//9E9feeUVRHjAJa9evfrOO++kUqmtra3Z2VkmSIIgoC0Fl5NKqFgs4ueYIMOV8vUaGhqQxVtYWLhy5crR0dGDBw/YOJbNZq9fv45CvxZDSKSQv2n1Mjc3F4YhEnTAnd7AxloR8QXpTCWykEehfVwyKoKEGrpF2Cu3CG1TvjtYAhMzmC8wQLXsvgUPSZKEikifHL/GaDVPJy/L0aDoQIlj04xzLpvNFotF+CDcGRvAeduTkxNaszq9yTDk0dHR0tIS0GqhUBgcHBwcHLxy5QrbwXj5xMTEX//1X7Ngk9IcXIvWQVNTU0VFxdnZGY2tpaUlAE1WojjnIBHTSVBN+bKysu3t7YmJiTt37vC/hCzqJcWsvOztVfevPAZ3fgYykDWp7jww/UIXyL0EfdrjwmtSIi+qkJEeD/1X5TMVRDgRcXCWZoPAWBD67bffvnbt2kcfffTNN9+sra11dnbGcYyWLYNdVVVVra2tlFzj4+OPHj2ampqifERejgUC9N55/Ch29fb2AsOhrEgnmEWi+CcaUmhQl4jMmPee8kPvBmj33/7t39Kv0VAJ3sJjgBDhvYf6RjRQlgRYDRkR5s7xLhQKNEe5yRSdjBZoP6FYLGK1FEusnCkvLwdBpzCgx8wDpnw8PT2NZP5LG2SAKul0mumWhoYG/ehYiKIU1mEYavbFYDRqBt3d3W+88cYf/uEfcmfgfU1PT09PT0ObLSkpgRUGmldSUkIdMjc3t7W19ejRo9ra2u3t7TAM2RsEzE/RPzg4yHoeppYJ1Jr9oi8PRqchQtHL0Ky5cEblxFbAeCIcnx6SyB4dNX0NKHo8EjNk6c3AJE9U/wZUEReVEl3sxsZGIHmltqvz0PcvLy+vrq7mrCt/lZfQCHz+/DmZPUGcuoJNClCCW1pazs7OWJdJ7gvZC0ozG8ZBRXlnhNPS6TS0e71lxBx6Sbhtdgr97u/+LolyUdZLxUKKxlacc+l0uq+vj/sGtK+3iF6mrrpBIhN/AQFYuTqVsg65srISPAdrRmoll8sxghiGId6BZhPPxZLnsF0CEQ+eR0wDDojTCRMOFjSHjfCFhAfWubS0VF5ePjIyAjFzb2+PXzs6Ovqbv/mbTz/9dGJigsdK/Uq+SoOZbIr5zJWVlZGREf41m80yKMuYaE1NzeXLl5l1TKVSgEtXr15FtHRvb29mZoYEm8uzRuhfatraH5v5EPm9Ef2PaCgkZh+exY/skfAGBbIhQv+rIQkLDsOwWCwuLy/j1Wpra58/f765udnV1RUEwdHRETue9vf3Hz169M0337AjDQUy0BLy4JWVlaamJu/9vXv3lpaWnHOMRWv8gWF69epViiR0VVOp1Pz8PMMi0OjJUlCNzmQyzNGCl4Mtgq9pUqHUQoRbVldXcbcUOYyoA2Jw4HmupD14L70bmCkjB8gooInCfcD3j46OgrrU19fjlUmfYNTBztDJwyAIMrIhHAcPaoQ1MEjAFVI36wvJEDj81gHxjEAymKbXWRlqlbq6utHR0ZqamuPj42w229nZmc1mv/rqq08//ZSOTWtrKwq+RBtwQsQasAQeK6LFdXV1bW1tuADGl8vKytRVh2FYXV29vb2NdAriSLhwkpFQaE62sYAN65t4IStYpMgmRd9HAMv91AMQvCQTFJrdMPqbFw6c+lGbgVG5zs7OUhLV1dVBeKblNDc3Nzk5CQpJcoXOMx4L+KK1tZWJ8pWVFbTB4MzxAxwUyoqa7e3tlZUV6tTa2tqBgQFWuRwdHbFF4vXXX//tb387Pj5eIj+4APTQQTaR49P5ozAMC4XC7Owsa09hLxdlsYiTkhGnuL29rTCFOvhQGGlpUXEjqyHOMJeMv8eLwyI5PDzky9K4LS8vJzzyJgwe4AJ5IRKliQjfkmLRNK2rq6Pfks/nGdcKzxM0QIe3trZSMtGGqRUKBSbiQYcXFxcrKyvr6+snJydR40GqY3h4+PXXX+cZpWRmv7y8HNkBLgw0AnqvKgjxmBANoBmKIUEH6unpCWQ/8fr6OpBxKNxm7QGrKdrENTD4j/6TPWPfo0A0MjWUaMJjTdymVs4kWE52j9lrcmYRH6+icp2ent7Y2GDh1OXLl9va2kg3GxoahoaGSktLV1ZWUKfhgTnnaJ3u7Oy0t7cTQxn/JTkmDUDmFhBzfX09juOuri5VmGJDB6GZ8NLd3f3OO+9UVVX97d/+LQDFC2cgtkXyoygQLxweHiapowFMRk5rRsdlnHMQyOA8827MczFzfOPGDVBC1cXgtBcKhd3dXdgf0PgopUgkYKdqbxiaE4Uvfg44iHpaWXQIq5ydnTHexcN6/vw5x/tCw1uvk/iD537+/DkKkz09PfC1KMeRXmSpYS6XGxoaAmLSLQGcPXwExEfnXGNjI9TO6elpNI5GR0dbW1uTJKmvr6+rq2OgXKvV5ubmqqqqmZkZ3orb5ZyjJEhkhSEWSNIRm+UXNhQ4UzGrsyYnjLxpFihqoY7cZkGBgZk03byQIOn/OjNfRvCtq6t7+vQp7HDuBUZJoskwIQ4M86KHyvwejcyDgwN0ZjKZzMrKSnd39+XLl1nAgTWsra2dnp5eu3Ztd3d3bW1teXkZ4gBsciozxt4HBwdppjB6S8SAZEHZakES2BOdnZ3MjvEYuGOaaqvf1T5DJMsJ8S+IVLe2tkLSRJScU4qbp6VAURgK65YSmbeijQXERDnIQ9HmQ17WwFBAYzf0TEpKSlCGPDs7W1hYQKfaHgDvPZkS4hFJkpAx5vP5hoaGt956i/NPLwL2DsNxf/AHfwAyy/giKDZ2Aq+Wbl0URYuLi2henJ2dsXQHAUyktuE4eVnhqBemeZ2mOtCuUvLjDExn033149AWNZ3RaECu+EJwXYEda8f6dvYwedMicIZHpYkTpzMwDAu+GOJ7zINGUcR8EIx8kDtmQTgVpaWlfX19JM2/+tWvKGRBCY6Ojvr7+2E6cB9xmUEQoKjDScbOuGXee5j3VVVVmFpvby87vCAVItYA+xKD1ltxdHTEiBO1GuwA7oNSPnUeEgMtyjJWohzDfupi8MTKoef3d3d36Z+UlZXpRAHdYoZFKVdw6mD/QRCcnJwgvAUYgOcmIyKVx/rT6TTtCJJJfx4GDYIAnoge6ePjY1aeNTQ0fPDBBz/+8Y+Hh4dpJz969GhpaUlnd5BNxygDYdRnZG8Q6eL8/DxafWEYopsE65YWZ01NDWKVGxsb4H5Yy8zMzNTUFAFzb29PrZwY6GWto+YjF9J4/WrWVtWqyU4zmcz3fQAF8vlRE7fFgM3yA1Mo6+HT+JAS+SD9hZOTk9XVVSLpvXv30Ek9Ozurra1FSHRjY6NYLPLlWRgYilzhtWvX6BLgtMAEsHt8DBA1aCCVX0rmQjRzYJAFFzIwMNDc3Hx8fAzg+Pz5862tLd4qDEMYHJbHSqDgo7WOxOgBp7mBZWVlMEP1i3MBmCMHgwUfnHnKXy/4LACUl16skxyXm6lnEldNfRIIgSKQQWHOBn6noqKirq6O8dQoimBYee8RLLlQAyRm9xaNPJqMyHEyxo1uOxs08CMM8mvFv7GxgbIdh5aQBc2JLhsjxepPQxFZQV3r8ePH77///vXr1wm2dBV4Z7IDchOOlhKfvNH6DGXLYyy6D9Z9u/MlK07/ezVdDoTavWb8miDZgOBMnqO+3/5Brykxw8hsZGFM+8GDB4g1sIfr8PAQDrPOQ1IJICazv7//5MmT09PTwcFBwGOKyEpZK020oTWGh3DONTQ0XLp0iZ7rkydP+HQaAizL6O7uhlyEs4xEtoAWjPI6nXM0/HnemqeRc6eE4ehlra9zjlxLtX0IBWTzu7u7JNYFUTGhCMZeeai1tbVpkV6lJAAd4iMoEEmySS0qKysR1MCRexnvYoiHdQdsBmHzXyxyRjba6xPX0hzKE/z+Z8+eMZ5/cHDAjmESUTKrXC7H3nbw1kCmRGjhZ2SNNGwupDrwOwz09fb21tTUrK6urq6uHpt9bS0tLel0em9vT2neXqhvaVH+4TAQEDQHCYTwrG0Qd57IE5t5+e+pEDg5rWUt0Kmmr0FA/16jgSJNGoBsQUmZwjOrqqp6//33j4+P7969e3Z29u677/b391+5coVF00AEODmYMIeHh19//fXy8jICJ+xO3d/fZ2APr4YRkOvTyiHl4N6Vl5dfuXIFSSY4WHxz3aGNq0a1wQv+aO0DXR22EWcyGWbWoOto6KPwPT4+ZkBWAUrQSbDFXC4HP/T09JTuXiqVWl9f57MgJnnvl5eXa2trKyoq9HjHZrN5KFwjzbNJ/SkJ+EQKJx4iLE7+wLhCLHtfbATw0g6j/4ANcJK14iwrK6MSg8bT2NjY3t7ORHUqldrZ2SFxBcTUVh1WMTIyEoYhRR39ZnROKdzjOIb9ys3J5/MPHz6EKM5sELEdroe15tjwQP15OWd1yrieQET2nXPK2YmoDzSL0qxdLTs+z/xxJrsKz3MtLrxQu0UYBLg+GssjIyNTU1MLCwuk6d77gYGBhoaGbDaLfiWJYF6UveitJkkyOzvLqaCYo12F4C6fAoGR+6siNhw/0gDtVT9//hwWHWtIYJWiV4VcQsYIdoOHBDIMza0gkVVfzoFXPC2fz7PFDUSLYqNYLMK4RgAH5NH64EwmU1pa6pxj3Imkn+QBr4wp4625dVwJIDqa+oEoFHnv6Txq3ODAaDvfHgD9ChyekpIS+B00MYCwq6qq8NnYaywzvgxw/fSnP93a2spms8vLyxz+Y9ndxPRFU1MTHRUSTtKh09PTtbW1urq6s7OzpaWl0dFRnoWqxrPrhDmq5eVlykgvpaa1SQV//PlJSLVenpT6bvx+ZBFMTpK2eAODpGpMsPWEzahCWajmpWDnRNLW1o+g5cQA7gcffDA0NAQwcuXKFbr9+XyeTGljYwOrxYtYumJpaWlTUxMGATJICUgNOjAwkJYFEDDvj4+PWbg0MzOztrYG7MA2DcATMnKGbNDAUWfDAw6CoLW1FWwKf69noCBbQgBniDP8ZSDblME0M5kMBbf3fn9/X2Vx+XbFYhGds5aWFr6Oc456gCdHVCFe0afDZ2P63CjFRmw5h4NAXyQRVowtcuwB5m8UbNHBHQA9xq/RCOM8b2xsHBwcJEnS19dHqqOdUG5IfX09BTQiESzCwYIphYH/AcoODg6AhiBUs9wpSZKqqqrGxka0AgKhOodmqZdONXnp8iaiX6hRSI+Hfs0QeXQtdoPzPYULaaJ+gAYKDUa8tUZV2w0IzHgOGEV5eTlGtrS09Prrr7N0uq2trbOzc3Z29vHjx4VCgQ3m0Nwxnerq6t7eXmyLfIMJBA5YoVAAMAYPKcoPeR0JUiaTaWtrY7NsGIY9PT1zc3Onp6evvvrq/Py8EnVwrrZGjGWiitoDBZ5AlEKg0DihQrFBg2KAf9I7lpa9ZlA8cBapVIqPo2QMggDLpkkXCjMXl6StHxJr0l8FOgMBYSKRYQwEMqKCJHfi58LDJX9jFCGUqZqamho0Gqg66HuQQVFxEdDw6JDeUqkUSnVUcYSRoaGhtra2lZUVqgUCSxAEQHxpmeTm3bS10tXVVV5e/ujRI1p4FCHcAaIZVTIeShtZ1tYDM9+iNhycr1e/RxvU4vV8KCqqCZZ9d5sF2WLXBg09Ido3DcOQERBetbOzs7KyAjUgnU6//vrrPT09f/EXfxHHcW1tbU9PTxzHuVyOUa+2trbe3l52y3nvwdHB76mftra2aJ1oxCCRiEXnAySO41FfX//2228/e/ZsdnYWNXrnHDLX+njUPnirXC6nGCgpeFrEuHlVuWxJOzo6IhtRPIpDm8lkOjs7aTLs7Oxsbm4iEIbLJC9KpVLI/JONkP2XyNoObTJgKJwW7z2sY6ZwCCxcOU6HTAPojLqC22IPgI7g8NVodXEbtewuFosaA1X0hXNSV1f35ptvFotFJiq5A8hg0onXxmI2m0ViNUmSw8PDIAiYl8cwmLhQL5zJZFpaWmBQwxh1Uq6oa0/kR5snXni7mnpoAh/JkKq+KlK7vwAk2chw4WapcSgwlxIVGguhcrlq+uS4lDIjIyPwZtvb21WfLAzD8vLysbGxs7Mz1uXS/V5bWxsaGtJN0cC3m5ub4OhsOMU50S/DVXhBHpkg8d6TC+mETU9PT09Pz9OnT//n//yfjAiikX8myyC0I4OTRt8KU+BZ4vg5D5r+Ue8mQlADw9FcZXd3F1C/rKwMsW8dHiiRxTNOYDTOqoZyfUyJEHIxbl1sA+uGZ5wXCXVQGsBKQjTorR4SPo5qAZ/CZWjE4FtwEzSGQNcFtiZuPH78mHfmmvHHyLtj6KS+LA0ARqPIxqPDz4MPy1WB6vI1GSHiS2ljyxqtmnj8d20HcwbTt3/pYIPqC7SACA0P1L9UXF84WzZcKICdmM0aat9YTEdHB0UqjCBnfmiTOecaGxsRl1xeXh4ZGWGWgmSRB8PWne3t7a2trbq6uuHhYSUSah/ee4/WA16cbiuyKwR0Vh4BcvPO9J5oS2ur6Pj4eGNjY2pqqr+/Hz13foELiOMYgCWVSkHQ4Olq6qLegatiToVGOPMuyh3kjMEySJKEISHSccKIRgDttBCI+OJqEBAEYdFqqXBwcMC60r6+PsAce+c1iSUv57KxQm1BaJZFzOE+b25ulpWVlZSUTE1NYZ2IB2MSjLOwG2VnZwfRfN6EuR+SGZzI8fExSDSXRAPBew9TeH19XWt3TUbUUDUa6J2xReyFv3FSIjudB9ADZA+Hngf18YERjwiFFq+v1cSLH/UfTuqBMAyPj48fP358/fr1dDqdzWa1Fcq9JtWOou85qoBf3vv19fXd3V00CIIgoJjDIOCZkvrj+wFtAImZNsQRQpbe2Nhg4BinUlNTw6YwpeJQqtoUGYVAMnieMcAUSQt2FsoKcvU9YRiqd1evAcYC5K+ilty3QqGws7MD/0dHjTlFJD9FkQDBfZBqk7rwO0DA3ntqCRomhCxYTwph8U98O3Xq+Cwo1oowEkIxL04CYRx4NCWLzPh2QFVFoQnyTb33u7u7PDJuFMr4uVxOOaf3799//Pgxg4H0arzAHgBQNLNteAwMRKmeNzA/moFr4qSePRZBp5RygWxxoAFFU3z/UuHrzVBZiaxy8EI2stmUfUkQBGVlZchHsigpkCa0c+7x48e//vWvv/7666GhIWTGcrlcLpcDGA7DEPY/d3xjYyObzeo8gMbHVCpFjcHAO2U0YFQsGj6c/rm5OfYyEKNhIpCHXKgB+CKEL7iZlH1go1EUVVRUHB8fHxwcHB4eYhPUr16WE5MIkVzxErDzxFAJz87OQFEAwcBDKfG5w17GGLw013lM+g4pWWkFJ4LDX1FRQcejvb29KBq95B58IhwQatDj42Pk7jR8qR3j8lHsQ3HVe68icwQ9PZPcYeoHyo+BgYHBwcH+/n4G5Nlfjyjq6enpxMTE9vb2W2+9xZhHHMfr6+tff/31d99919XVdXJywmoVKIYFEW2g5sGutNJVM8bhemlQcmAUG1Czj8LzJApr5U5S+dBwIhIzOxIIhKd/kxjudSK0iFB+uIjT01Pg/P39/fHx8dPTU7rCNM+5v9lsNggCOA5aQeItgNjX1tYYoVQxKQBN9RM0CsgNNCFGY4wbBx+hpKSkvr6eBurh4SGzYLRL9QDA4mYBMF+BPAGnS9Ag7uMCNabbVBVIkSgH8SEj6yr0gGG+Z6KrbumGGtk1CQwEnKGjxGnRgvvg4ECxEYwYRRaMOI5jtJjILYtCogZQhqBFUn50dISOamVlJQx+9ic4YVAz6oBNNzc3ExIjmWjjYpwo50FW1b7E2toayPj+/n5paSn7KpGT+NnPfrazs4McYDabZfaaE2Wzbk1yQpkIo35TK3XCbAhEM12TF55RZA+NTYf0Y9QL8pcpUU9JDGVac6FQJie1tCiIHAhPt7q6+vr16+3t7QRimouHh4fABSMjI3t7e1TAynpQZhigO5aRy+WSJEE+EgJwYDbWYNZIecIqwaHy8pOTExbLgTqjp0AmoOPCdMd4Fd1WOHZ7e3u8SRiGVVVVPFdVOKRDp9nLsaxrdyLtT/6mazVSMpnJKeWDuIdkGopGKJSpYgoZWeTIsy8WiyDovBA8ihtI/5WUPZE+IBk5RAl8Ad83EXYxyzCB5xlIaGxsZMibqQxo27QLMpkMynC4j0B21UQyUQTrhCCsoE1paSmuhAnjt956C5wUBrumhZRAdPRCaTdpxHMvlaNqbwrS2FzG2nMCF8jmTPrPTjq7F8JCYAoLtf5AMApbg3vTOuCKkyQBt2E7+cDAwNjYmOp019bWDg4O/smf/MnCwsLS0tLZ2RnjFOQeeH0dKkfmhNUvnDEF5gLZZ0wOQPTQgE5/EQtg9wl3f2NjY3FxEeWskpISYgsXRgaFVjNsUzDB2MyYarmptpuXfddJksDl5MyAo4fnpTc05/bCM8emeZV9hFrsaqTVo4VtkRUQrFAB8t5XVVWRwUciSQJthAxNxTpJFE9FqhF8SVlAz549o5nlvR8YGBgYGGAyBl2TS5cuee+Xlpa++OILLYp46Cg+cCY1UgFj8HDfeecdhgF0sdXu7i4hTpvc7IXX8pqvn5hmsC1/1SMH0pNViw3MMI1DG9SeEm+aCFToiWFaB0Y3V4GOwMBH9oTY5xqYhhwr4pIkATmBCtrb21tRUXF6erqwsICc/8jISGNjI5kJBSskxCRJ9vb2ME3VkKusrET6jy4jSS24E3PZ9fX1sfCiC4UCzDBAoZKSEmRnODDb29uVlZUHBwcKL1LmUnriPnUgU/V89AEQ9CMZFLbZo2JTHIlQZPi99+l0WmFKWtpUn7EZNrrwRDgeYFxp2ReNy0cMj99UZ0lPCg4SUoQ0rUGuSOVpU/KhCPuhKcbBUIoehGRGfLg5/Cacau1YJ9JVQOi3WCwi0ELSuLW1xZVXVlY+ffr04ODglVdeaWxs5Kx2d3dfuXKlpaVldnaWnaI0CrWES87z+222ovamdyA0HSonkNH3ZmwPR2Iaxd6M09vf0b8pGAE5PR768fa/XAeBtaKigq3i+Xz+008/Jc+jTt/Y2Pj222///b//9x0dHbdu3UIwnoEpcAytE8hPNAPmpvT19dFwyefzgJUFmYDGCOCd48+QA9re3qYqIH2KoogpRO89WSzpDUoqpSJTHpoWGL9JKD89PQ2CgMEALQFtEcbV6i875xgA4BZhvoQR9i6TkOBHNEnz3peKNjXoEMzK09NTxO30nmhM5jrJZ4rFIlsRIJugU808BtkFxFgyHMylurqak8m95XoeP37MgYTY19LSwiJKyB1U7c45iJ9oGxPT9EASr9CKHRkZYWkNPpGaKgxD8gUotMQrzWECo4GemL3wevYKMpHCww0MulM0e/Gi5DxcesHK9ZM0BUrOt9y8gK/O4KE2d3LSnIdITDqIcCdr72mIsBv4zp07kJxxwLOzs14oJalUqrW1tbGxEUnQtbU1atnNzU3uOE6XvDCbzULEBdfjvjCByshfdXV1TU3NyMhIS0sLgVUfP5+IQ83n80gf8+R07AOPy6grqY7CnZHoo+hdDqVV7AzpMiUSJs40jKH9gPx4I7TBGdYUC7oYJ0dvMnAc5DxqCVpyBC6OZSaTqampgYUahmE2m2WAE09RUlJSVlaWy+WYS1xbW6Mvi0vG44DPKgWLfAaJO5rfxWKRDiBlLmTP3d1d8t6KiorZ2dna2tpMJpPL5djJ9+qrr5JVMhpPgX56eko7PJvNzs3NZbPZ2CjaOpPQ6126YHIXfk2duHr2FymQuv+UKF5pEp8SYpw9Ybx1QbRBtRbRzCcyW/i4KfrU+XqIla+vr7NZjQnxsbGxt956a3p6+s6dO+z3zWQyBwcHExMTkFJIUpmA4URVVFT09vaqlgEmlc1mnXPAo+g9HR8fA/MDepaWlvb09EB+JhSAaZIU0Zvb2dkh+ODSUIlSugHIZiJYpHZzvKA0+uckScguyNGdMIvU3VAS8Ptpo7nLowXRz5jdeCDizjnehNyDB8EB5osQZJ4/f47uPsAAt7QgaocLCwtAQyyQhO+pcik06XiCiDLV1dVtb28zt038wWaAKZMkoRcZiShYJBoZ2p04OTlBfyWVSk1PT1++fLmhoQFD4rNoBLH4ECmDhYUFtME1IhGxsSUFrDUzD41qk8JBWvJinylZLJIkSaTOOzDovvrygpkL8aawsFWB/qu9FBs9vOCn3JGtrS00rcbGxm7cuIFUUygbVnp7eycmJh48ePCb3/zmBz/4wfDwMIstDg4OstkshBBKJSSTQOuwDHLEpqYmsDwWXpApsaW5vLy8s7NzaGiIHGxycpLdYTs7OyQeYRhyWvAClF+MDSiqUFpaimhmIlt7qTRs6MOtJiLUoahRIsJhyq9MZGRUqU3YKKHSC9WRljYOyFKMuCTtZNGJ48hxUDXCcPKDINAZukKhkMvlqNc5OZSnlBaaSOgkNKVXEATQGUlosRnSPzVQ/V7k34h5UZejgwuw89prr73++uu9vb1KdNvZ2aG739DQsLy8jObf5uYmnFDNq9XcNZNRo/UGfgwMtUdjhTPVwosawAnyoxnnBcev0UftwCJNKTMDyY+2ptUdcqeOj4+Xl5evX79OFkuTRV/Cn8fGxtbW1n79619/8803h4eHCPmvra0VCgU6/MvLy8z7RlFEakvKqLkv0RkZYTIQdIxzuRw83lwuxyr5QDrWiYxQeu9ramoUPsKqgFAUxceOlfGBzyPxIEHnNiqTzIuuOmMA9KEAK5n2Iv3QTghlBrAvnTWN7KGs0S4KN05T0EREgahuQZlJrANhN2gcpm+F0yGEEq9I4XCfag9I7VKS5fP5vb09br7WJM65R48e9fb2ojjvjD5zZWVlZ2dna2srj4PnlclkhoaGhoeHGxsbkb9VzKC+vr6/v7+qqmpubu7JkyfsGoPPiznFZslpYDgOWhmrTV6wxpePilNlOD03ielNhoY/ZJFUGwScKZe9YNLqC7mP+qnkDDjj/v5+5HLdSz+MMqKhMjU11dvbe/PmzZ2dnampKR4VoFAcxwg8gXh677lHUFbIu7RyZfSRm0sZEAQB/PIwDFmbB+kqSRIUF70MjkGlDqTJAuoPrE5AgGyndwaHyugJtx7Xe3x8zCVhebFIzON98cT8DZGd1Ij4oEaP7y+K8lQsrDgOW0FmHflQPWA8FwrcOI5JxwF8AFi06C8K3bBElNaJruQnfEdgYq6ElRmpVKq6uvr09HRnZ4cZZeIP70Yys7q6Sje3WCzW19e/++67zjleSx61u7u7ubmZiBzv+vr68vLy2trazs6OAhV4N4VVnPTptYqLRTjsQvZv8xQ1bO99pOm+jS8vG6U2LAPTIeY6UkaO1BYZKfnRi1AwYWVlZXJysqSkZGlpqb+//+rVq5Z8VlZW1tfX9+Mf//irr75aXl6emJhgp2JtbW1zc3Nra+vm5ubKygpeGRVEUgh6olEUQVUAajyVVW2sSU2lUoy/4IaBd/gbVCydc5ubm5oCMSOL+oNOoMZxjM/GPoBcoyiqqqrS+xCZn1jou9S4hUKBwXbuoTp+cpWCCPfq+IETHV9OIEmUkw6dDbDeewp0Kv6GhgZWWtBFIRKiwkTqTwqO8anytmbYZFDqZegKI03pBYwiKqpuKZEZMAcDpW+ITuvR0dHDhw87OjqGh4dHRkbIWsvKykgy4f2jd/bs2bNvv/323r17PF91qaEhfqrpYm82R7pgivr73Debpb9Agdx5qs+FAxCJ8FBoCEm8i82onGA+iSCAel75J5763NxceXn5wMBAkiRswmOniBcGAeMBbW1tDx48+MUvfgH8wvwunH5iIsddi+zKysqWlhbAOMjSit/ncrnOzs533323oaHh0aNH9+/fB8pwziGCmUqlOCQqcAKTzAl0o6BqLOwx3hyeDEuZsB6K3RNZah2JmjQoCqRibkhsxHyUXI0jyGQyrCmIRfXJC93XAgx4JYgPhFMv5LkgCDBWvgsVBa0xDjCnhVunCg7e6C0HMlCSJElpaSlK9DRemLsg1YQ/V1NT09nZWVpaSj+RL0vuBM8K5azFxUU0RrWgD6R5zEZDdAQ///zzhw8fUpsFMkniBRm70KjVTOSCfeohCYUUZGvaQAdiNKXRf7AIq/oDJ4lQJFuZ7IH7PqBEkX68ZmkacYiMVJCbm5tLS0s/+clP2KTNjY6FkMx7dnZ2np6ePnr06M6dO8fHx2x+56NhNa+ursLTrK+v7+3tfeWVVzo7O5MkmZqagj6FwcGWOzo6ymazbBrENAcGBqIoWl5e5vFDmq+oqGB1T0oYVOp6KXuwZoKbwqBIOybS3SPpUpYytYST9Uoqp0XmjV+ARaMuA5YEQDuzLIrRcQB4ZzJyrhYUC0SBdY7cbcggMM+IigWZquNW6yTa/v5+SsRBoCXHIpPovYfpXRDZd0RitB6Fy+2FrBqJhK33/vT09Ouvv6bJ2NbWNjg4CDOvRNZ945uZyjg5OZmenn706NHq6mogGide0HAnYoRqY+oaeKY2OKhb53+VC+QMKvqCCuGN9IO69tCMuVyog4PzTE8nHOvANOGoI/kOehh4kKurq7/4xS/+/t//+zwnqNFhGLKPEXdYWlra1tb24x//+Pnz51988cXdu3c7Ojrw0HV1dV7Kr87OzsuXL3d0dDBEh7nwsOmo19bWDg0NpVKphw8f6po3WkKIQWxublJ+ee912RFGzAyU9oCcqI3zbGC/QHkAPAFG1GOD2hdQFfeTtM05R/KtzhgHrEeLtAc8JxQ6l5OF2Lw/lS5nEuYCnAvFIulAKZ6hEwjA84eHh/wvhwEfv7+/D/LjZaJID0ws3GyyyvLyctoC4Pe9vb3pdJq9JHS1j2VHGGyLxcXF5eXlf/AP/gFDsGREJEhNTU2dnZ1dXV3379//q7/6q48++ggZRi3Zi7KC2xso0hqkTUb4s8KdXlZphCLlHxum4zkWtZ4ezVhsBNCUJpCdiheqDa0H9PNCmR93oltPnMInRVH085//3Dn35ptv0pcFMsORpFIpJmBKSkrGxsa897lcrqKi4uDggAHI0tJStoh2dXUx8U1q0dTUNDY2xqamxsZG9n5yxorFIqsGMpnM9vY24BKtGZKQqqoqdBrJOrSZhcNjpAaBLeybP8CciQ13H+fHiAInh+IE7RYVg6CLfCYr7EnfEwEQccwUG9g6TGPeX4+Kl2kyEhW4ayw6oCYhs4+iiMmSxsZGkm/lDvG2xC7AgDiOAWQ53oEM2ZBVYuLISJIIoZjLkwXupLXinEP+NhEqAIkQDCLFfIl1+/v7v/nNb37961/Pzs6mRWfuTFZi2uzFpjHqy/XPzmhbKSqjvxyIcO33OYseLJv2KKxmC1/+oFFPrVlTI29qbXX5WrsobMp3S5Jke3v7P//n/zw1NfVnf/Znt2/f7ujoyGazzBCVlpYSCoAXx8bGqKJKSkp2d3fn5+enp6dB4jo6Oq5fvz44OAjNnQZwRUXFrVu3RkZGUD1BJxRzIRzxYLjg2tpadraenJywcxvWexAECBWSVBBwWK4ImYzaVwUpsHi+XST6mBgiNlpTUwOPI28EI+AXEQ2IP2AgSZKUlZVhali2upiUCBjy1OCScIdR0fGG/VFTU0PIAhHWQoUjqjxC3hZK0gX3SXLlZAMfSANLVIkDmtli9Erg43GTwgFLtLa2hjJuCtrDso8kSb7++utPP/30888/X1pa8oI0FEV9wzrol1nNgfnxhjhoz4mFNJ2Bg15oY2iqlHpJMD2W3rA7v11Dsy49WJoR6uMJjXYFn0LWG0jf7e7du3t7e8Vi8Xd+53euXr0Khh2GIXSU09NT0BUUMubm5jKZDN0xpijefvvtsbExtkmj2/zll1/m83n2UuVyudnZWfbq8QgjGXgFikmlUjU1Nel0Gq9JfA/DEPVWKCiBMO8pu8kTuH58p063ENlIbfUPGiqBYhXgxwj4LwA57Qj1W8VikSJVh33pQOnojw4o87awSCx+z8HANYA7QX6ura3lDdGuSqfT29vbjCmXl5ez4gWWVCzsS1I+SnMW0uCAuru7CZs6qpLP53U8FZzAOYf+e1dXF6xPeg46JDA/P//tt99+8sknsajYnonwtTOtJ4wwll6t1scKSHpZXGJxIf1Xd14ljiMaQGXr4AAAJHFJREFUWTevlu0MvKonzEkvTR+bmrVekB4GLVm0ZtezmBh6aRRFe3t79+/f/4u/+Avv/e///u9rEemk6V1SUsL2tdHRUXpYGxsb3d3dDQ0N+/v7dXV16PLl8/m+vr6Kior29nZkXJ88eZLNZldXVxkeCIRNQGH3/Plz3CRvDtapo7pasYDNe0NupYSgtGC8+EykCzX0Kb7BjcJN6ieCzLCsqa6ujseMNefzeZSLSNO9ERfTpMsmsqTybA+wZSsRiXAH2hubcUqeF5ONWOHJycnOzs7GxkZHRwecCEbJuEhYhuQwHNerV682NTU1NTU1NzcvLCzMzMxMT0+HMslA3OaGaLyqqKior69nH16hUGhubi4Wi0gvTk5Orq6uEj3U4WoOEp7n/0QygalnwxvQUk1cjVYPsDVvTVheqELY39BsST9b31d9v36AN8C/XjFwteJ3ifTXNCY4mZrlTX72s589ePDgo48++vDDD99+++3h4WEnCDSR/fj4OJfLXbt2jR7C1NRUa2vr5cuXC4XCV199defOnbm5OYjNdXV1V69eLS0tXVhYWF5ephRjvAbajBdpW55oY2MjutCEJjIcevVUgU5GgRMROeTr8IZ8Cz232DHBIRSOA+kT8DynJZVKVVRU6GwNNwHCBbwAHDYWbFkV9Necc0dHRynZKumcA0kkWyOzJ61CSQr0pr6+vqSkBDsrFot861QqhaAL8XZycrKlpaWlpSVJEmLOzs4OZQ8VM7Am4YKt5gRGCm4qFuecTrSxe6+yshI2F7lTHMewG9bW1hDJLIqyquYgifx44faosV1wvu48TO/Pq6X782Q4Z6pc51wUmjnGC0VtbDpt9twE0mJ4OcvnwJEmxeflu1JmNtlCWhrFlpaW1tfXJyYm/vf//t+XLl363d/93UuXLiGaAhhSWlq6tbUVBEFLS8vU1NTTp08fPHiwubk5NTXFpmF6h2gbtra2lpaWsmEKIVGdsdIPJVslcOPkeH4NDQ2ss93f38eXe2kzE9BIM5gtjIUQ4QS3IbeOhZkMTSgMQ5Wb5bBpW7AgO7EhI5E8EBOom0ECAhmRScngQSh9Bp4Co/p8KW1FK6BE1OKR4VZKS0vRbMReKVSSJNnf34d9ROXgvSckFmWYgTBFU3JtbY1dL/Q9nNDyisUieRQhiMxHQyWMEiBpdbXW3OPzjMxAZkct0Klgo1q8NwO6hCwL1ieG+KwV7AtZFD00ivpr2yw+L0Xtz4NFNtDov6ZFGlGTB77AhcxKLzoSNbX5+fmFhYW7d+9+/vnnN2/eHBwcJOnv7+/v6OigF+a9Hx0dnZqaunv37oMHD4Ig6OzsRH9vbW1tbm7u2bNngOJ8VZJdvqb2s/Cy3HqiQSCQC617jT88Uc10nXPk0FQRiotTfGuJT15RLBZ5E8h5AKZRFJ3K+rpIliKDnwZSnvLD9UTRCxV7DVN68XrnNXV0AkmnUikqaRUz1OEeEnEtjehqFwoFWBIwogsySsIxDkS1LggCmjCpVGpjY4PhskjEDYIgIIRi+mVlZV1dXfl8fmlpiWzTe39ycsKmDC4pVK1mceQpo1XuDb6pKYb+mhOagv19L/BMYCCgC7aKYUT6MuonpTy482Wx9fqaF/nzc8PqIG02pecqNNQl+/uBwNuKowdBcHh4+Pjx4/Hx8dLS0sbGxvfeew/ZeMDNzc1NRoGRwHfOoVDS1NTEGsP5+fnl5eX19XWqMcIrlwQDHgdJhQ3knxJJNiI43peHzUMiaYH/qCwaL8o8zjmqBV6O0ZATsuWb1Ah8ndYH9oRDJQKkRU+7IBOktJmpFxPpjqVkv2pBlst77/lSICpFEXBPiwgzEzY8Ptrk/FdBs1i4NF4gIKJZZIZg9NPJ3WdmZpaXl+nJsAP8VPQelVmkY2j6xEtKSra3t1H4wxnplLByQ9Rk1TjV+jWjdkJ49kKX0ohhs3RnugRqt3qE8vn8943b2Ox1U7vXgBAYrThvGmRq/f48+BqcB1z1DHizQ9LJiJB9iWK9VHJa0f+v//W/7t2799Zbb9EG4ul676urqwcGBhAlTxvVZe2/4P9WV1dZocd3diKEzxlQOQa8IMItqOgUCoWGhgZ0nZxzmJHSJxk30fiZGDghJeILymHkkjKZzAXAJxIhR04+JThPl5xBAeWM6IHip2iJYHPaQ0jJyCKEcKphFhDV1tYifKLnGZG8UNis+D46HtqBwo9yo7gS0qqMqGfjttKyvAhYLDB71gD7nVm/sre3l8vlYmHzF0VHSE3Fule16dCAm3pK7UusmV1wwdae/XmCUKRGH5+fZ7/wpolBVTW3cYYVp78WnGdS6AnW0JOYpUn6iThCZwHa6PsARWcXpLm5uRkZrJOTExph2Kidt6Kww1tns1lEtYIg0DlDaHBs72FdIXo+9fX1jY2NgaiP0PZqamrCB5eXl+N3VYuBxIYjCuUY6JpHTgoO8QHsFcMl8Qikok0EsIvjGDMiIaTWpEuAlTCsQzSAoIr5cm5jWXtBKFBOciqVAhFqb2+HKe2FncppJ7dBKUzb2FTwhEGuJ5EV7VzM8fExjKy8aIHZURguA4oKLGiAr93d3TAMycEiIcxrbqwWosXnBRO3CAoGY7NxbCYUUUdr5Xqo3EvCz98noJERy7aXoqdHX2kTKWdo304E1vWA6pXZY0CcTUxZbL9wKA3mUFo2ThbY6Nq8tra2gYEBMAc4JyjXImJzKhvs0ELzMrO7ublZEHXEokxm8th4NxwwHw0vBZSGYShMZ29vD6ttaWmpr68n6NOgVVUIolNKxpH40b6YPmCgJC+1tZf9ADZF1JyhtLSUz6JFyBUWZCJPXWks/E07voxHZ8THyZwXlYB6ukjUzNPpNAwfRZOcc9rNICZzgJmPC8wPFh/KYBo3mfY5q8gBVYnDFPeYjaZA6qGdpPLa07C9KXe+8WqzazVFfZ/A4DdqY4FZ6fJCGlEjuMIaGRF8tTmWtX4vpUbqpaFM/Up6iDXxInW2v+9l9rIo8+M2KwOaIO/E69CE90JmxNOk02k6visrK9qfQoc0EaFS/B//C8UXsYmCCGgS/bESrqqtra29vb2mpobJARxwNptFo458IDGiysViUXdfO1GUSExGjnkVCgWQVi2ayay89yjmqqfA3yMeo9hREATAuxQqWC0sBipLm+9inaz/iESHVCEvur/6QKms7H4N2ojEjVAwPSdwX1EGRLVDSo6nuVBFRUVra+vS0lKSJIRftUv/Ev6jhpQYxCYxZaQzAFFiVteF5wcdvZDnOEWB2Y/EjzrlSK1Zv5u11EBEVDR8aBPeCzqrjuTCAXXni4FYKE2KgV5AbXGc1IUYk74hMQq3Su+GuVJtQvGM6QcNDw+TZbJjuLKysr+/f2trCyQEm7MeTruYz58/Z1knjgRjqqqq6urqunLlCoQ54gnXzEnmHGqETIRdUzS6qFoQ26iNrWhi7QQdpjQPpb3gnMMKmQJlZCcIAtUvgXtTENFzenx0hb1s09CYzDm3Ra1zTpOuosjaeQGm9vf3uWlcD8eeH/BWJ1RZZShp8PdmQaASY51oJxeMYlpwnkagcHxiuPqhKCnZTFv/xgllU99Bg4MXBrvGCmfApcimXy/n7t6ApNyygqh9pAwt2/6+F3wqfKklod9EQxvfROH5WPYiOpFM4oUamoIg2NvbGx8fz2azg4ODg4ODlZWV29vbR0dHLC+JomhrawvTBP/Bnthfks/nWUfpvcdp6TgIROXW1lZqYuccVFBO1K1btz7++GO8LP2sU/khRvF9tYHFy/m+pCiMMXjZQa1dhaIMMySC3hDWnKAcILCxaERDnqOKVZtOiz4Xv89E/N7eXhzHDQ0NFCTazTg8PET8i9asFjakWygPZLNZHitPClvnCZaUlNDQ8KJfq+dWMRlkMtTvhgJmeBEK0PgWGxFSvGQg65Y1fCVGXUa/sje1gc3M1Y/kzUIxTX6cqQrwqpEeNQ3HBaP1aYkliRniThl+hR73xBA29MouRC7NGWIZMdGExxl8ykY9DCIRzJS7AKc/CILh4WEeJwl0Pp9HazEvi+KIEvPz8/X19fRucrkcU0vf+4AowjQTGc5SgbS9vb2Ghoa2trYbN25cu3ZtZmaGmT36R9xlroeTAKTIZYMCFWWKQOsZ8MdYRi71BpKqwRxmVzY3HAP13jMaxgmkfA9FVFRzX7pRsD5xFkAIHD+NBplMBh44Qwjs+oWpod6X6McG36LsfNd4S1KEn6IcV+PW5xWaqlTpqxoZ4vPcAm/6uBBMnMny3XnOszX94DxkH0gOf+FgXLjbXuqNSJ13YMrZQKg4zmA+vLsi9zbPSUzFrQ7bhjDcvJexYD0Ymk2mzo8yeAO2YluhqcmweErDXC7X0tIC4KM8XtiLoUi8cOo0mnOMaV6SrKvL9FK0MOZ3eHi4sLAAxfLmzZsIFpSWltJaJmVPyQQcYR2SPdAKla6mWIBRsZliS8zsqPeespKqmr4Ed1jPGEuEqHG5MzhdkvvQdGASaRokMjVKTz0l68RZEIjoVT6fR5GTU8p4lz4I731jY2N1dTW9dgADTkVeFhmS92uyF4teJdcJ5U4pTF66kIQ+NSf6g/oInPxoZu7P15yadceGrKlPXN9B8yL7khdBQK8jNCh+YnAbm1T58z/6qXoKU2aVp368/o59bXi+ra2OX39Zv3BixgxglUH2TKVSJycna2trR0dHyDtzPbgrJ9pMXjib5P15+cHUSHzPRJWW3ykWi2tra7TrMejm5uZ33nlncnJyZmaGUS8vXQu+DmstQQ85OXhx8i6sE/IZmbo20RLTpsnLrjEcPPI+KdlsCQzKDQFmISvgg/ih70GESafTnD1I/GQpONeKiorGxsauri72T8IO4gA3NDS0tLSUlpaurq7S4uWtlDfhRS+Hm5YWtUYsuyADzdxVVD8U57EPtyDz+5oC5GXXYEr6u7jglIzCXbDm0BCNU4bAfyHVsb67KNMpal3RidniqJ77gjnq1esXsIFG385JfWNzL1vc6NXYkOdkzlXLBn3PgsguaAZ5JiugS+QHnN57D/yCtRXN0CA/4LxJktDSojYAu8zn8zxarB/jK4iu9/HxMUq9HR0dfX19DQ0NU1NTeA3EwQkgCs44KTQxWepFHh4zMc+fP6c3bAsnTYs5lnSadCBL/R8XHEo3St2NF+JnYHAPNSwKd2BK9GNYjMAISyqVam5uzmazadkAggINbgUhe5Sxt7a2YumHQiuEsqod3OR8F8gLlYMjzTxxIrTkv9MrW5/tXxJX9gZi0QycN9EqQiNGSjQWNBnRhoP96Bfy6IkZFdN0Si8rMKm89dD2/MVm0kyDeyAF/plZu5KRtUV6WrxhU2vCo9/HGQQ3JdqRyH5AYCb34HjApiwK/YuXwAEGRCIFYh08t4YJGIaVSd+9ELaSJFldXT09PW1pablx48bq6urCwgJvS8aitZ33HlMAWiEzxqBjYeCRhQNBAu17oyWTlzXOsbSQnXPpdBqWRF5W0XBONG3g25Fx0fOiDlYckHcrmKWUrDtobW0lQYrjuL6+nml35xxVUCQ60pubm8iH1dbWFmUeH8eP5+LEWjOwRS2Z5/b2NtwKbml4nhdjLVs9qTMwjOXsqFWoF9acJzbyieoFLqQYmpXwE6kruuCh1U/rAbABKwgCnIo90M4UBuQeicAINonSCkmLen9eg1FzFS/VsC2JYqOEw05S2o2MZa2vr6+uruqIkx4wqjfN1DVp0WoMXjR7JpMkYeYLdg3HZn19vaWl5fLlyxUVFawj0D1LJGCxdJoUdAMRgpERxzEKUHxxMCJSKWd+YlnzwcUr9K63Wu1eDQgahZOmJHUzMGVkhqdUlairq6u+vh6BE3jODQ0N9IkD2XBuUaaSkhIaiGoVzkCFUP24DAtKOoGnIPORQWnhrknEBZdPoFZGTGiYyF4AUAU0rX+80E62Jh6eR0uD852HKBaqiTdQsf6NvoVNh5wMGmsYsmfDnhl7Ec4kWjZe83KKJD0hmvBxHoAX1LlqHNDDBk+BvIW9nHgyvTAeBsEBbOTw8DAtquIKYlJaIEdMGUdP5+TkZGVlpbm5uaur6/bt2+Pj4+vr60AunBbtKHkpizU/4XjAjcHrK3CJncXyw6vOzE4NLxvI+V8U5Ckxq6urE1mUpvFWb6D2odQu1cIqKytJbOCMQDWHOYKZKpqZMiwMql7/Etan5aw3tbiepbxoKFnGf9FscLng0ROBdxQk1b/U9FhPghbQ/CTSTVIr1Z9IhCjVRDV/ibyBINWabRJmjd4boMZWzIEpcwODAtkjFAj1LRTWoRaReqF8RGIabV4AYL5YSgSb9O63trY2NzcTW9lRRbZDwqC0XowPkrNzrqampqWlRfOBMAx3d3eZGyb5RpEmkjEo59zGxgbEnhs3bszNzWncj+OYA0DGj8VnMhmevUbqoiy6Uz5fKLzAxIx3YZH8L4GuKEPruodYE1mMm/q+WCxqj0zJmEq44ClUVVVxhkkgaQJowkPYhLnkhffPc6F+oJhRFMFLEQ+iFYYh+BVNg1CmqIkA6tcUpXFmWpBwrZYWmALXnpCUmVcJTO/MhqbYoKvWYq19amqUJEmkVbwtc/UDrOewRqmPQd/UxgGNAF6A9sCsMUtkLlu/lboQ3kTbEdxWbVbEcfxc9tLRzYGMtbu7SyNTWe/wHEmlAlGq4uscHh7CEA7DsKuri52EJycnUMH4argKqm3ydfoMp6enqVSqq6urpaVla2srnU5vbW0VzEp0flKyIUofPPwZHZ4KhP3PebM+IpDJDzVxL2JvXqbMOCqoTaVF2Ef9Kz86xKiBEfCntrYWWMZ7b2t9XAa7kpgv1V47kC4gLHiDc65UlikVZL026ahV+HPOHRwcrK+vExM0zBZlDwg4jzpTi5doNm9TaM1brK2r69Q/B9IsspDMhdilZhzZJEdNX21RX2BLCuuq1bD8S7msMzskFfBxhsatkYTaDjevJwE35qWy0S+mh4qyFQsoLy9XZT9yaAwrJQNcRVnIBTOH7Gh2dnZ2dhb/7b2vqKjATAOR+XfCeOHM4MgrKytZtbu1taXjjgqP0HIKw5DpR8oMal/lCzgjHkzZTaPAywStCg05E3jx0KB2zjnqWm7aqdkHjE/hHax7Ojk5QYJBOf3cKEULUtKA5xq0DOBtuQbFFS74V04yeWzRDDfqWAV8waIMZvA36i41ebOOnA/SJ85rU9Ittn5W7fMCwhNIARAKZUPdrh6GSDlMNjTY+x4awN6ZMte/VMJfOAnesPOcZC/epPvOBCxn0AMNHcl5OchEREFCWc1SV1d35coVku8oinZ2dgA0tf+aJAmHAdATaWJ9k1wuBzcLbiMgei6XW1lZQYwRpnEiS88B8uhnpVIptDKD88p5ijbopwSiCqrDXBYGIBhq0sjFK3yk+QPWo/FBExLsmIuMDeNF82xlSYBuQSbH6XDbYSl772kIqPYeKpFBEOiR02DupJC7kMrzkoIoGqH0xs4BGpfOOWb6rKU6s8ZCoRFrb7ZcVGvxph4IjEJWYJLzwGQ+NkpYO3/BgvZC71Fnr/ZtfbB9Fw12PACbk+k5sV/PmZE//Vf9LM2stFQKTJEUSHNazYg0YHZ2loF0mpHee52pxSlqVcAl4bOpd2m1JqJK65xjl0lTUxN0A6ZaGTygLIPiy0rtbDbb3t7O6cqLVEmJ2ZpM5NEyNAxD1brysvRFH2dKZMjUJgqioYtoF1GLSw2lc0/EI6enOZUIkQmbS5IE4X+sMwxDO+8CX8M5d3BwQCVQXl7e09MD34m9dBQ26oaxuYyIain5OZPJME+npH/bKXfS2FJnf6GwVFOxBmkN48K/khurh1Wjd+YnMSxPd75/rH84tyVSe6ga2qw796YwcOe5/vzobIS9JjIZ685toLB5l350LON5KWkA6zfRyJuXHeIQpDEIMCJY04yxai+zRFaNA+/gLGEBJUlCsyYx6CdEurOzMyraMAy3trYwmuPjYxoR6XR6Z2eHC1ClnUCg91j0UTQH05FwRS1J5JQmoHbG+wDnk65YgI+0Sp+romQlsub++PgYsSPvPXcA98xIUGSWzJFH8V/eFnYQUg7aL+cCNDeLRO6XA8+3A4l20iSO4xiRr6qqqowIgEZRhJNKySy/l4lw7EerSvcSmukNtV69oT+feNskyp0H5d35zEdtOLKn0EYNZyQbQhlp1zJcXVoofcpAConYqCTom+j16YH2wqYOBSHVCK7oijvfcYvjmFupSTwJQ1NTE8wW1V7WMlT7NdrwTotsCWah8yXYMWsMt7e3U6lUQSQyEX8OpIEfBAFr4bq7u7e2tjSZieOYWScChXLUgiAgRHjRWtS7GoahgkX28RRlIS5YUyirVtKyfUx/vKyP1+BGgCUUhKIpFEVRa2srczx0NnSOh1of98coGft4mD5TPjPxMJCySj0oNZXOjlEr6z2BTxFKW1Nxv6IRuHbncwT90VxLDSYxxGmLFCurMjifwKsZRzIwFBhg5vs/2IxFQ0Fiamcvi869wCPe/AQvDQxgZLHpdfNPKWHRgYIrgmbLFy1TvNQA9nboOUzLJC6WoUBHaKb4uAxNftRi0rI11plO6sbGRiqV6ujoWF1dPTg4QPaVCMMbBkFAfozvPzs7oz0EUMjzJj3TkpQVEmdnZ7qRNxDJxJRg/0ShWKYZLQ2GL8jfU7Yq3Im5pI3uhg2MBdmUwRekNVFeXo5ODM+eLUnOuVOR7PUiNK3zMf581grTifY2QYkP4uwFQUBsOZUlIyBOQRDARMJVKfpn35ynQOjwhoqvjt9650AKKjVu6+ltuLiQjXvTSQgMqHOuBuCvUrL8x75Xcn7oxr5vYgBavSwN2Qpj2apAY5+NDDYLcqZm9wLCajlPKsmgN++gs9641UDyY0Xl0iK2qtEfsgD+jLhBbuOc297ezmazTU1NaB46o8NMN40lf1EUVVRUkHKk02lY/pHInMSyep7pzdDMnmsdopiJsiosUh4KndgLQ7hENm0mSVJeXg6gCd4F1sS94hsFwhSIZPjLSXuE6Xj8BcW6Xphio0pGItgSkUpl5xpEWs0b4ziuqqqiUFEJ0VQqRecxI0vyNGoFBmTX0kLtJDgvPK6u1r805O5Nim6tPxDs2765Qquh7QQHL7Ev7fvq4w/OI1/uvABv8hILSo3YvkSdug6L2IvWL6nePTTtnkAgLe6dFXTA1pVraX2GP88Cx1YSIxMZi0hokiTr6+vsfUBQzTl3dnbW1NSEDdElDYKgtbWVYgNhj0RmtLnXuuJcsVEoxxrr3HkZbbUA61O8VD7a+VZ1xCRJ0P7XsiEjoj3V1dVwlZMk4YZwGmGzcT2QOyB7k/jhI/gWOrqVz+f5dgrXqF8Lhd9PAqlfhNSfCps4ydZrnhfj1IHoVSVGKdCfp22GAllyS/WcaCVpk2r9s76Jk4QqMbNparHufCXA9VwU0LImqGWH1md6O7SB4s4jrNaO7bvZFqC+24XfCUz+U5T5YL2w2LBH9czQysU6eaJ6ArWM5lJtcRIY7DKQ4mxnZ4d6t1gsQiTWEvbg4GB3d5cQYaUcIPmQmUQiRlIUWQRvxCO4HjoeEDe8KLlytRrlEgOhxsIdSmTtrnblEgEtUqkUJ5O6XBmB+N2MSNOtr69jlxmRGudT8Ppra2ugN8yd8Wgok5Qtwi9b3LYoO1dU+JFQjL5GTU0NAhxs2kSiNGXGxyMZ3bLJPbZuE2N3PmmxrlNNWc+JdanW+u2r9LQkSRJZ6MYLCsl1aDWZmHpcj+nLRao6iZSIhAZSUXghaegRtIEikB2G+pVCQ5mKzNYZL+STgoyfcpG0fnO5HPHay1IjgE4y9VBYxPbb6UeXl5c3NTXt7Ow458hrOV3gQoVCYXV19ezsrLa2Vh8hzw/hJ3B6Zc9rqW07PrGwKrw0tkicNCJpAWPvJ69C1gobojjROw+bHyALt40SVhAEnLc4jmF6ormLCLZGm/39/aWlJY53KEIv3FKiFlIUKRlzcc5RwjmDbHIIwQzo0AdBsLe3l5ddHs5UcRfMly8eGNln9Q6BERG8YIp6i7wR1IgNu866Y/sHXJLGnBfPQ1+ZGORVjwdJQlFmxPSkBgapDaT5bxt+F/IcJ3Tf4DyXI2UI1frFIhFO0ivmbWGhadMXwE5HHM9kLyK/jPXw8IqirYlrVCIAX7OmpoZNR9SOLNI7FWX9KIpIoDc3N+kigbF4gWVQm9PinreKZQ+21gAax9W7KyKh7iAStaxE1CJUqAKDZtBZsV1GcFDJxRlbBh5sEaTeExlELhQKyD3s7+/v7OzQC+MKCRqalVkMjWjAudVvVBCNR0ITohLM7pSXlzNoVhS+UMowGjSF0zbiy5atjiY2A3Q2mQleWkbqTWGgZ48/RCJ1rP8a6bTOhVQkOF+tF8yQsr6pHiy9RA0jeh3q8/ScqCOMDZfDXqW+SWiw1AtxsGgYheDo3rSW9L6EhqmrWTVXS0/KiSojv8nxAOfB9x8eHrK6PS17kwj07N7iJapcWygUKItVoYjvq+g7NzBtJBDTRg9Q0+LAoHX8DUEplplxjignLS/rNjjV2D2zy+o7isWi7iMiV4zjmG+n65s0GOqVFGUXPNegtsuIfSCjw4HZIZSSybWSkhIiwP7+/tbWFqEpPs9i0PtjTS74u3L6Cw7a2rc3A0BalzpDntO76swgjhr2C0QpMPl3YLhZNldRd+5eqtgu2LG+Sp9BYGoRm+fY76Zfz96F4DwywEHC30MIg4aZTqerqqoA7LTYBW+xdpOIFic2HQo9CweGtA4TW0R/2qiW0aTEm2KxCPCCdSqbEv2SbDZLQKDlTEJiA7reLoIA2UImk6mrq1PLA2wJTUMtL0JDXAlvqP+qI7m5XI4eAuueNKVhDR5OF1gmkIEhvJKm6VxPIOuJeMRcIfmYtQQ93trUI4/C9yemcaS2FJwHBhND9HeCWmrao77DZhMXDFV/Ta0oFgbDC3OXJqB+9IsUyNYT/Fss6rt66bxYD5b6aVvg+pfm1mIZMHAGDUxMLf/y0bLZkTPIl57vWGgwcRyzKLK5uRlgXulASZLU1NREwgV3ptjQ/jR/D6YJxOm9JxumOtzb2wNtVGCREwJHoCi6xBS4gJXcE3yk9z4v08ZpWTNDRoEl4b9BVJWoR7RBuYRvqjcBKQC+OBiOsnr0tpNVa26pNKS87PnTnFsPpOJs3nsawxQk3Bwtn3jWnKJAxi95UlAhampq2F/IsSQ5BCfVBMaZjIA7oxm1M3WqTbmtfTqTI+hv6gs16069xExLzAiB3rHo77RCXhmYhMyaOL+jgTtJkrQRUneSOOopV3/Au+VlSFyPUMqMbqXOb8Wx8cGZsONkohIT0T4L9VMg7WT8ltKGvdS+esC4y1gn72PxGRXwwSxwUdo9KJixblVc1HQCTUwlaerBJjrpk9B9rF62qSYCJOCGyW4JUEEQMMOlzSBvhl9DYW4SAzUx80ZnwYsQrzMj4JpPkhxSRaiAXyj4uKZn1oIxX+cc/XIQOfhwR0dHlNfEIoW5nKGBeJMbk/I5w3FQn+jP84Jezk3U4arFXzBpNcXEgODObolMTBvr5fOg/8tb6EU409n2Ri1LP4y7ptetVvj9x0cRRyIwHO7QgKr2sAaCnSmYQD0Nx1P7QYEUTNx0sG1rrJHMiwBmk59QFHqZ447lR91GdXX18fExrNK8UaiGFYOxcrb5V1qtRBV1fkWjhsKfIbpxurz0myIhY+t1JmamW58IXwpqA4EiI9ozEENSqdTOzg6vIl8KJBUEtlf0lhYKF5wkCYkQtwvNGJ4gKZ92OXAQSj73Urhr6q8LOGzdqRl5KNMw6nQSAw9yE7T49OcLVA0LF86DNUv9UUgmlK7zi06wBhF/PuH253F6tUX9DoHJrtRJ2Pe5cN0XUhpniloNDt7kWoEAoBoH/fkk0pmsgAEXLJLIi6fnHXi0sWx454E5yTs1aEQiqn5ycsLAIZUi7Dq1dcYmv799MmiGEpHCVlrYkTt5ib8cRU6RF36ouhuOMUdCy1DuKnBTHMek+2TwWgdbZwnuROcrnU5vb2/nZQcMib6yj9Tc0e1Rc9R7olGUt/KGTeAlv9LJGGIg0qLYCQmhdqC9SSWcmSNXb2g7PxqcAzP9aFMdZzJ7f34c/oL7dyYyqElHunNEf89mBdbfq8FdiAZqlMH5Jpf9fXtGbbFinXrwUu2fmEI+MEJ5KTNEr7PnKbOGiKcI9KahgI/QNIN3jmWSEHtNGQaOHm/s7PDwEMonTxq/WxTl55QMTOE11R0qzJUkCeQipmRgHefNyHlBtrBoZXZ6ekr7QlG1JEkKskQHH+yNmLGTag379gZA0+QzLQrBeiuIV0UhUNlHXCJbLvVTiqLPo/5OX86RTgy+zglEUyOU1faRjPVZP+tMeLf+21q2vsRLshebpq0z4Km1KGvGzmRBF2rxJEn+Pyx2rwsrOOTZAAAAAElFTkSuQmCC\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=256x256 at 0x7FF750F96E50>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fpg256.as_pil().rotate(180)"
]
}
],
"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
}
@romainVala
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This resize transform is very confusing ... Actually I do not see when it may be usefull ?
have you an example where it should be used ?

For this example, I would also add alternative option with tio.Resample, that makes the job correctly, or CropOrPad (although I would recomand resample, to be sure to have the same final field of view (and not just the same dimention)

@fepegar
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fepegar commented Oct 15, 2021

This is the standard resizing transform found in other frameworks for (2D) augmentation, like imgaug, TorchVision, etc. I added a usage example in the PR: TorchIO-project/torchio#642

I am planning to use it for augmentation of short video clips, because I don't mind that they look slightly distorted.

Maybe it was never a good idea to add it. I recently added a warning to the docs. Hopefully that will make things clear enough.

@romainVala
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romainVala commented Oct 15, 2021

i may miss the point, but why not using resample, that will keep the ratio unchanged (even for a picture, it is better that having a deformed image ... no?

@fepegar
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fepegar commented Oct 15, 2021

I have, say, 800x600 videos and I want them to be, say, 200x200. I could resample and crop or pad, or I could just resize, if I don't mind the distortion.

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