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@darrenwiens
Created May 15, 2023 22:26
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A notebook demonstrating how to create an oblique horizon plot, given a digital elevation model and observer point.
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{
"cells": [
{
"cell_type": "markdown",
"id": "5c478fc8-134b-49c5-b583-3b6e7cce6de8",
"metadata": {},
"source": [
"This notebook produces an oblique horizon plot, given a digital elevation model and observer point."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8c161315-9a18-4e37-8efc-4ef15a47440e",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from osgeo import gdal\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import numpy.ma as ma"
]
},
{
"cell_type": "markdown",
"id": "8f2251aa-943b-4cdb-9e16-5ea2b3c183ea",
"metadata": {},
"source": [
"This notebook uses data from the [Canadian Digital Elevation Model](https://open.canada.ca/data/en/dataset/7f245e4d-76c2-4caa-951a-45d1d2051333) dataset. You can download any tile in the dataset from [here](https://ftp.maps.canada.ca/pub/nrcan_rncan/elevation/cdem_mnec). Specifically, I downloaded the tile for `cdem_dem_082L_tif` found [here](https://ftp.maps.canada.ca/pub/nrcan_rncan/elevation/cdem_mnec/082/cdem_dem_082L_tif.zip). Once downloaded, I reprojected the file to the appropriate UTM zone, in this case UTM Zone 11N."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "b7c8bd56-93e3-4da7-b86c-b5c2e0ff29a8",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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+r/IYwJNtUEoPlI0CbHMCCoHGaMBdAekUelKQTkakVJyVZaRUoEqYpgQgIcaCEAR9LBDdILBVCubC2I+PQ8QYSxVGvkxAJtDEQLSxSdPMXrJX0oVxvgQ8mZicilXPxb1i9ZGMMIpp0yIhXllKmMYM2k+gcQL2w5wSrLEQj9d7AF5FZ7+zjckb2CodfTwDADMoRhuTC6Zs+T6NDVsyXcv3Wb52fdwjLM8QKMqROTmIIzhZRNgarQ74hOM6Bu1m9aY6EtFCUDUqHlUgyWpnVB2YLPIT2vmuP4l7ppCJGVmhFCAkILI6Y6kTP+Z7z0SnNinW9AopAIFrIyzHP22cPVH4zRsQxDUoi6ChIIoC6KBEvht2EDTYAlTTSia29S/f9RNbmiGMpv+Q4KBkQ8g9UFa6YFr8+G3+nWOZNrkmNJ31H3bc0s1pKCoA7aXtlKcT9qooauCgsiddVuRsu+ruShD2asBEFvqMGyYtahOdsSehaYWoMQm0rD4SE7K2HbpfIwDO0lCrqqpMVwVyeMl202FwZmCsi0Vd9AychK0BExqzTfo3Bc+TuHYRmgI0MiQFlHVAvHJgdc8HJqAC4EAQB6ulM2BgIKtqd0zsjCSgoDaeyQBKFzO6WJBYIErIOWCaDAyc9CPW3YTAgtwzxi4hDwFlCNAtI+xs8SwrP0d5/gquxSIXiJPMGwgqBmDDJAh1EXWgqcFTVasI9TFUReVUFDxFe/yYEbaV8XARdEfIvTM6kzaGThmgCtIKbFNB8z2Si6Xrwj5AkqJMJrLnvVsPiIMtIZQpQIoxWiEKuMs4W++RhbEdE3K2cycKrFNGHzP2OaJIwmY1tEtOpChnhIurFaZdAifbSKmfJiJFyQHDGKADm5ZMCMiEuDVgmK6APBDyKlnJPxkLFG4HxF1CGARhEAMq1zRt94yl5XcPSQYOJbpAvG2uBGFf7JoxYbyVsH0movQGnJSBaePjQqog31jQ/ryYNcId03XlDZDXBv5ANg9pUPBHRuA7/tHNx/sIxDGtc28cwUkNEaw+TJC+0te2YJcVoQhBe4EK2eaaAIjrTSqT4emfZZDn4m1nuQA3Sl5tWvlhp4c7gRC1xRrii0i91/1mlrqThC+QddFXmwTJJx5SdrM3M2lbTiYkAhoE0QW1YWXppeC7UY1koCXae6QrS5METy/AcVjxBUwDMJ3Y5FDWzvoAQDExJ2cgr53JuMaaHHwt2ZNsi450oe3iILVCxkBGrGAkcysvNpdeF+6qIl0ay1Epf2NlFKgOvTV0XvDm3V0V9c6MiDLdMzGTzs/hSdoi36lABoK4bqkBk+pPw0DaEkjESsMn9dSdtkWXis5lzzelcWx18hSCMSAIZKCkD8aK+cIcdvfAEvuULnjVYI+VRH5tCaX3qqU0a2fg45LYQEmMghjmiydKtogWQtlFbAtBhNCnjMCCIgxiAVFYapQNmFX2K1eQaUDNfpfmrKxkixkVNaPAfQbt88xuRbZz0EWUdURZs4MLS7WEsRoXEmiYwPsJNAlCYkhvmhsgtDEp0QTWGpw5idQMFE24bACGChC9+q30hDxZFV/Y+sYmeaqIGCLRUp9REVYZ627CrX4PUcIwRWzHiHGMYBaMfcbpasCYA7b7DiEImBWRxUT6AEJQTEKQfcBUtT6eRlYlqDMrlG0jFrcGSuIl0F0q4k4OjB0rs0hi9w7ExqWy2QDgOntyMKiu3SNZTDC+fI4CXIzFlFXAdBpx9UzA8Lizt2ubE8bbwHjLmCgqplfqXiIoB3BW5A1heByYzgRlIwi3JsSU0aeC1946xwc/fD8x1qMRR0HsvXEEJx5UjPaXyTxASgffXdhkUwobm5IJSGJgoNBcasxSyQt7vQUwCUEQokAVyFOEZAc2sng+4DQ5TFxLRsQQ0OzslRpOOVggBJgZh4lQStVa1J0iEJnAQ76XQZkKwhRMz7BzUzh1/xYvcSV3pI07qxKBKqRjTGtbuPKKUNZzZUwtUzY9jFWZVCHosgTZPkhNlyz+Vyd8BqAKTYyy4mZCZ2ZugjAUhEnAd9W1J2FOTe0sdQM/Ny0FAxwCE9HFSUW7gMv0zRIMkAho0gOGAjUFJQINDCoCKmxpma3vEq+ZPyqRgRB/bQMgxnDxVPz41FM3uL+QdaEnsXHBkHVsDM90EiGeoujuZhsD1xcUJmgfIH1EPokoK0vlGGNigl1Jnsqpn0Mwl5wrgUghSlDhxlrsxoQyBWBkyMjYFcbUZ8RUkKeA7Lt4mubUHxUgjja+qy8PjxWoOGDz82EibXXWqhwCkxRQ1snYEjJt1bRh5PV8IfJKbex2jO48NA1PXYyhBqapjT1DIcoEXornKwMopi2Rvf1REmE6sXRK6U1LBLjpYbIsL5RAqSD2Get+xCpmDCViyDY1S2boyChB23mOLBAh5KkDkSLEAmZ1doQthbRngIIxv3XsqtsCZCDsnC3ZAunC9Tw7NaH1vhgQuX7PiI37sop+L5iYn+7H4t0D4C0VjCIIpZZD2oYgrwP2TyQMdwi7pwil900BKXj0tGIv0M6q3JQsHTgNhP6ujwvXKkmyzV/XWXqRSHHWDzcf4yMSgofLOj3CmapfdxzBiUc+6zHesgldPKWRV9pAAGcb8KJk92ublKh5dzTRbKW5XSQYo+1wcvZcjNoEUsENCUFJfScCYwey/Vz1GG3RxjwRlt7TBX4s1QyuAh5Lt6hb1DPSlsG7DJqkLVDkLEQYLMUURjUK3+3rq2V+2inSzmjd0jGyg5LsdGv1AWllwnDAMZnWAqsFK7LQ7NTHzb9c+zeR0+CEac1t0TIA5At6UQSn9SVUQbC212vgZMnKODBZgpZ6PjQYAzE/dvEAUZuMq07mWskuZa/iKgLNVpbLo6VM2msSmiiylv/yWCy9cD+6/H7aEmboKi48VYJVbHlMpwwloLsQxIvR/FNueH3pIvImGEsSjTXJPaGsPbXjjIm2MUiW0siMwgqMEcSKGF0zURTTFCBTAI0MznbKpkLI0YHUEEDZd/HOQGowhk6iXbewBCZiZfQkM7is1WpU5BCYbKziSDqvYoqEacMoq/kzcPExvGbkDaN/KSDsC8LVaKCdyDQqnu5qJe6LlF1NP5IzejzMbJwkQtwzxlNLd4a9fa6yovl+djFxjILAiquxw36KjWXq1xP2Uw8MAROM/QjRRDZlH2y+6qiBk2kfQSMj7N08saaEK7vjmrJ0af5GnG1spCtxw8OFbkoPgYcGhqxCG8c8CRC5Abn5gdfG1zK94/ecMqOsglssMPaPBewfYwyPmVZH0uyRxHsDxtqpz63U0mPKJoiuei0TFxNkF7ELPVa3M07TgKvjUvdJF8cr5mFGWZarLB2sUmUxGQO+k8uAqrEozfGUcFDZQ2zA5GBHUxjiu8xWl9ve3NISAJoRHGc08FPTOe1YFLPYj+21hOaJs6YUlOc0BWdCSQxItOqKne+gfUfEkyAwUHpuegp2LVrzN9lW/YeLJWsVCs/vzRnuLls/F5pzblnNXiE3ndslo2LUu4Mcn/wlLRcF+yHuCWEntrhnRchlIVCmGXg0YLQQ2l4rMa1/r9eGnG6uz2vPz2KLYz1/RFCu5mr+Rpms5UEwNgX183hKiGRRJTTmuarqlSpvllFFrCm0hbisDFjU8ZJ7Qtwr0pWxJje+h4t7mzjZNSZlTc6Y+PVyHVVb7MQ+p5DpB0IU5BzsVClBhOcxMNpuV4ulm9o1cYO/2meq/r27MOauLfxZ5zHSHqdexTyfSyUDaNIHG8txFiRrsDRL/SwzK2rjXmJCugpIiRGvJiBbW4UIoEgAeTrGrrkdC2ebB3gycGwbidkwMewYJBE8MbhYywde6tOdPJjGiC0pxiFBlZA62/GHIICYf5Ko6VlyCODom4tdgEwEccaVtwE8mv1ATTdTnpmpeAX0Lyr6c6tYA4CwFxeaV1Y0uB7HQdAmWaovUBu3dg8bvSkdDm0Lro2tWrGkwdOMq9A0PSVZifpwmzDeMR8g6dzg0rV+0rEVEiSBjgEoaGyaJEsnc1YEZ2hjR5giI4eI7arD5dSDKd97bI9QlIcUxD7Mcz5Z4ghOPOruSByYSJop7OYY6+kYEszCWYb1vjOO1qznHZAAQCkEkQAVgihBFlT44erswMR1JspAqP15ZGZLoAACWplxE856zx6pbEsFKWSLu7LtUMBWeqsSQLvKnkijy3lSxMFc9JXJdoPZ0iSUFdOtgNybFkXJKmRCXax8R7kEHlWYSuqmY3DWZ7XIpix2os3p1T8P1JgKc7+txnA+KW2scWEiQlIFuSDVsB9BywzOWrqmdYWWQ8amPsbBB7l3RtPqOPPSAAkwL/Lsf1+8F6kCo72OjS26972IDOi8UtXNK4RGRllb+qik2c22nuC4F4SdA6Cb3se1KpQV6G0nai/s1yagpTCsjF0bo6UCIPNMSvmiDcA1WeyeJu7dk03LpQwXvbrB30RzKXuxMRNGmUHApE1vMoM7aem0udLDvpWOIb0tfq0nFZwVTcvxZe8lXWUzGBojSs+I+4KwtfNGkxiLsmC/gMo8OjgWncW2lbjLds/xpMhrbtV19nlNAyIIkEJWbUMArzJUgTFH5MygJKASEK7sM2lS2+gA4L1TvaTtXEKB5BV3tdVFrcihAmw+UhAvi3v01HHt89UqYng8grMiXpoZ47ThucLMy/lp0rYJAjO06tpuHFtwXZSdt+KptLwi5BUw3iKMtxXTbfH+ZgA6QeiLpQt7Quysoqnsg7FCSphu2bG3svPRWNrKFOdOMewTXthtgGl33/vnUYiieMjeOh/9Y3lU4ghOPJSppU/aQhvr4mN0ohLbotL6wjgLkAlUDWYZtpOEQGQhwlKbrFU8naNoDEoDP8692q6OUKC2qxxn1obEpSpxnuCX1u0EoDbYq0ZjAGxidF1NTeUos2soBDwUn1gZ2FeAU1MO1p04n7gwtaa6GrU+TzziwKl1Xp5ssUExoy1rUrgQVl7TYgCY2agaouBBECbF1Pl7lXk3b/4uESGUhZhUDgmqqi1RzHoFYGY+CKC6jS1G4VSdx0Gq5eVAxHVq23P0191u74mHASYuglWvwqlVJABcNG3pmOCC0gO/mxuO26h2zFb9yzSGwGYKcSAuhOrV05iMQhCwAfMmlkIDKpSBkCsTQm34G3i1nX4Y5gowUgMnxiTaCWTX4xyIu53BIndNBrkQODHyquqi5veiAqu0wQxQSrBLbr42QEkBoWfk0ViUsC8IQwF218paq2biQGjmp7S6O08F8QIAEkrPVvETTEfBowk668ZDGdbyIbGXCBNO1gOYFfuLiHjJxoCu1DYhaqxTvDAA3JhdMoaku5jZprQVcFFIIKTzAp7EKrLYWAeNhLwJ2N8JGG7bJiDugpd5O8MyuRAW2jYJNUVZtVbtPPi5qMBEidBSYBmQDTBtgHxierV8aqXV5LX2HBUxGdtBbFqbtqkTc7SWXqySKgEluzP03s0XB4BGQsmM3Zig47XS+UcsjpqTe+MITjya82kteyU0UIJgwlZ14zWdXDNSK3Vc2ErkDIp6Cqda3/scBlk83qlvwCaZVk678HcAG0BSr+45KLX1/8OPuc4XnO3mNFBgqamps8mmuqRKdGv2yMBkk3uoEy8igFnUyEURdsVSBh074TMLhW3hnQ+KgoG1KqStjEwFSaUDsk+kqBitnncHhuL6DF1McqTzxKuRwKS2/rv/SPXlCKMxPHEP0CSzruTG9A1mtoQPUdKc8sIMNO4XojeDrPq/h4ml4Pbg766hoJrS8TRcBkJRUDStQ8XF1hxS7s+aAI05AeC6Dd+Vl7mlAWhmPFooXC+FGahUg0JSlFo1JjNQtbFu4NoAgzF5YV9Thw6gneEKQ2kl2pTlQC9lx6AHO3ZtKS7CtHZn243v+r05pDlBo5W2V6NB6es4qmXBBIkRnCPC3tIeYV+AQE0wqmxgqArPl2wcZwGNAiqCeDEZyL4VIdFASjq3z146QFaeyoji6RzF2XqPVbQFenfaQ3cd0l0CD+SA3NIb6cruH+nMvM+q6xT9S6UBC6osido9KR1j92TCdELt3strS5FoRPNW4kmRrgzASCCgs2vWwHv9vMvxWgHbwf2rbYyZZw5ZJ/Xeq/iiVzUmS+WEIOi6DBE29kQI6DKGLljlWbL2IZo9deegLfTeukIIPBjTMq0C8i7hUQ4Bodxb4P9Az/tUjSM48SBZUoKA8b0GTEIn4FAgkcEsKDHYTVH9Aqpo1cFFAyK+C2jZG6nszEybk/+tGjkRzztJugHsV7YGcHbCdzC1yoYHmJBVvczXJ1wSRWzqQcvLkyi4aijUdnlaKX2qNLA2YGKCRADVL6lSNQuGgso82dedN2c7B7W0slLNghngcEbbidE1BkKD5ajr40p0EdzCUr4uNhLJ+jVGNquZrHNlTp0wr6dp6on19ztY8B60VO/XkZa5MaqOpbIhlRmI3Kh0iYyyii0l2foCuUNp2tkC1X1kb+Dk5d7Od71STefqAlJZxODOxwFzGdlNUYkEMoAirO6hQ4h7gK88pVcdV2sqx1sKxL0i7MRSOgB4tJQJsngZ9ct8iEBuu2+C7cqsVWdbDfZe1X1ZXFdWQbKldU1Anq5sYEuwlEZYEUgDeIqoVWet6SdVxomsNUItfZ4sJVOZl3Q+QgMhrgh619haTWSPLdYaQDvbAIUgUC/HDqzoT0YMQ0DYRXR3LTWiAUiXaO65EsgbWVpHb17ocNrlqQaNHWM8IwMjfg5KZ985V0bSTkpJeqCTMQ1PNWas99IN41+duXFPmmpPUIGcLK6PJm1l6RwE634yY7+UwaTNvG8ao/V2YoA6AZJYRZZvFqv2Kww2h5ZMKDlg2j7i4OQV9j8v97xP1TiCk0VY0z20ygIQwFEQUwaz9eyIsSAHReaALARMvkbXVE39AoxdAS0Wvmszuk/6qNkfX5zFwQ3rIhff0hDwRbXy7jOrUPPnVTxaejfOSvAdsJqpVC3/lAAQgckmfxRtufO64ymrgLwOLZVDBQiioGBMU1u8CG6SdvgxD0qE1Z+vaCmp+prsRmm00BuwU7Gyst0SZ0V3CZTR7OSr2DaMngrIenCqlQnV/6WKWO0k+TksixTBkpq/6eePdyyBCNBSYJqCObgyNbYIwCyudcFi3APpqqD/yN7s6l8hHdXGF6E5skpCEz1L8sUkvAwwAaxCjQUi7H2nKjjwlMJugWTh1ThuXlY7O8e9ubwCMH+Xoqgl1fecplqhE8h7AgUXt87vXb/nFWZ3VO9/VT/Psru4RPU0hd17GoDQ1/Fq9zkXS02WzstcOxvnlKm1G4h7RdjP14ezIF1mlBUjr4J99pfsXi7etTwjmE64z9iNCezmdgCATiDJXjMM9p7dSwZMuksDbmYwaAAiu7dNXttYaewH2XEPd6jpb6qGjRanuZoESgJ08PSgwF1xCaju+rWC7T5j6+DXZoA3p6lbywpn3vou46QfcdoN5oarjEiCrIy7cYV8e7JKOAAhCajP5pC7j9CR/ZgVYSRkb5NAw6Ptc3KMe+MIToC2EJuGguZKBAIoKFIqTeC6ShlD9RMgBxbieMTzwKRuga+Hr4/FAuBlBvPv9QetN786ZadgkKGlBWvSXm+x6NcFXn3ymU5998OYxWKJkIVnwOPv3RiUIu4qSr4zZ6vOCfMk0sBQUV+wKgjwz1yt3RfHaG6ulWZxcOK7Z0j9v+W1w6RWQbCboCkgu7ofQDMpSzAAYk383DSqdrytxlxj8feeNSMkBlIOha7XT6pH8/T4OAMUn8BrLh8AkBYGacE1BnX4VJaHZnMxKoJ0Yf13HvT4Nbi/SU0NuemaLda+kDMOTtGB7oQXa1EVzdYf/f+kxo4Advxhb8ZlcW9NGOPOgEmo9vwvEzVVoCmYF846tkoQAHPaprE/dj9UwKHRS5avAa7i3cN5ZHNN3Xgp8DDv9NmB9Xhmr1McnITRqlBwbv+v4mLO3i18KkiXxVOQ9j+JhOm0tguAiWO9nDhGY1CmIYK2oVW69S8Z07p+oSBubZxrdFZkxRi9hJyzYjqxY6JsDFbdQOQNIN7Ru14nKKy/VzGCTALAbMcVhsU9Db/PWC21/EpDrOrS/LpZhZULoott7rTYxVIAkQWP91v0IaMooeeC9730NGIUdN2A/c48Xrp+8pcvKKOdn7I2t2trLOlkNX+c7+FXGeUh0zoP85xPljiCE49mRw7M4AEAV+dFUsQgCG7LTawIfYGMAdooT7Okv6e6Sw9f8+BNq67Ff/bNg4u/0EDJMlpqZ8HS1EqbJjj1HW9Z20Qrwd6vdJaj5ux6gLJwPFX1NJVAUnRFPTcNw5IFYdeStM+3AC6EeRKr/g+tHLTa/3v6Rn2x4wmtuV3cukV2UZRNaCmL2oiuNh/krO4U6z1VKv1fAcjLLW732+kt4xPBmVahayArhXYxoQbz3KhOucsy22V5NAjW5XoU66F0vdHbfUIDedltXbj9e6XegzaPmWUar6X11AC0TKYMr7oTTeK9euDOxoR0aWONivvnbAVhJ8aY7HK7ji8XDZi4eZwmRulDE2PX465tFUqn5swKKz9vVUjVUHEZUSArQj4xzY0Et0Hn6pTrWpwBmG4JyqmlF0BAOY+gicETtU7iAINzAI8mRA27jB5A7K3CajqxE2nHo0ASSCFIjpCiKEMA7QLSXUb3kjeD3Av6u6bHKauA/ePB+ksV041Mtxy8D27pfqKuTVPEnT2uOjm3lF1vu6x4EYzxqTK0ptExe4KWggXm8vgHjCqIXeqQeCTwnlCij2+fI0YJ6EPGaRwxlIjAgifPrjAJIzib1MWCwIKLXW+FCQBkUwAxMM8DmZ/O+GhLR4/g5N44ghMArVFUTUnUdAsAkIJJkWLBKlr+U/sRkQXDFDEIQZcqwTpR15+B+9PgpHP+ngwY1B2n8oxZWmluZXR8p2pgYRYc1oVjmWO3/LqCiFCksh5mSx5386KkKbhVegHtFdKHNinVJmdmW42FYHj+GDc17qsR9rZjM48YXTzGwBIX25WFUb17qzW208jIm9BSG+TgSRlg1/jwpAh779I7TDcwIdfiVUykrypuet1XC24qMKmdc5dlq97vRl3b0ATFVM+FNtBK4qWtw8uIYBfvqWy9d/LKtBptB79M42gFhf6+Wt//kCFDZgPvUVCF31oHsj+udtbmMjdijJeTHfPSHfdlQgNBuwjp4yzWZishLl3tCeTsT6cO1u2zTNGqZQAYa3JQLYd2/0vnzCOZTsas0w2QAED/gt1gtM7YnA1QBbbjCaQnjCBwJnR3FXHn1XI5Il1Ozk7MTF9euxlZNGEsABvneysx5oHQv8CIO0vjdJeK7sI8WKbTiO3TAcNj871ExZ19N4rBAY8mNaPHYuxK3LkdgLNhrYQ3KsqpgLOnFPPi2i4YKGOf7PoSXOP1cgBgIcatPbGsE7WncQevsooBQ4w4Dz0mYbwYM9Zxwp1uh6fWl+i44PndKV5zco5t7nAx9rjY9xj2nY29lSCeTiiZIYjgMYAGY4of5RClg4ayr+Z5n6pxBCc1qC6S1gBQQkCJChWbbLmClFCahTQA5OzGUkDTMjQAMfOYh8yJHr7vkjmxxVfNRiICDLKumrXcVd0VdrFY0PI9yXc4ARDf7Wq8tlOZFqyH2A5UUnA/hwKIlRbTOpquJNtnqKCkvbfU9fNwIWk+c348VnnhJYuL+cu0ItSEnHHni9R2avmBSmPX1BWCNgFlGArCLoO348tXoyzjo82GVEDB7J2TF6wNv8L7LXriAGhN+gA4QKk/m4GeNMYEM1PlSjr2Pig8ltlt9kFYEyLo2spcS0cuFEVLiTTKP8/vq165ds+YblVoMMAuBEyz+6uNGTvOtDdtRNxZQ0Me3E/kBuMG251jAdZ8IVsAk7IyfUXp0IBJ6RYsYq+tk7LWDscOtChWKhKAuqA9iZX+VkO7pJjWinDlqYeTjLF4OfAQICfm6LpN4roX6+lUesJw284nT6E1uKMiVlESCFTmcmLeEQp7SmZrIIIHQroA1h8RpK0iXZrAdtrE5s/SBOerel29NLwz9qoCMGWgnIqVnkeFrv1/4tcPBibzSU33mLC0CVcJc4fuvbFj8OtzUE5801ArgmZCuJi/zNfGmCiNARN1OBfGvktIseB0NSAL41a3R1bGM5tzXE49hhKxHTqMY0QZLWcYziacnuxxcblG6QRlTaCREO/er5zu0Ygjc3JvHMEJAKqdSnVe7OviKkIohTEVRmRGHzL6YDC8CtWqt4P5P5itN2qzOIXd/IyDCbAt3G51D4U/HwCMgp5z+H5sfkw82c6l5vkPFoi6u3Fmw6qAarrGnhfGOdVSdScaCNJFBNdn0FCQLiaQRITo4ss4l0vWHdCBJXtlVXweqA0CTVsgxtAEuNOk60d80gyDIl5O1lV2Kr5zLlaCiWTPUQDugUHZS2SH4kZmH+cUTGVKmL2UtNJINT3HM0Bpz6mqywo2yUSvtRQ1zALYNuH72JTETUxo53SRKnN9jaVEMh7Y1M3LYEsfID23a7NciHxoHoBNa7lgqYCDsedMntaFzgWiVibvi3ywMWBluZ7Kccak9X265heiwVg8+KJdHXfN1Tk4EJnHaBXzWo8s76IcHJy4P0tZW6kphEBBGnlagbZkOwZJM5DXTUGOChoYCAp9YkS5m4BCGMeIPmVwV5DPTEzL2YFMJIQRpt3qArhUAGugslry82hmddBgwvER6F90ge0O6F8SpKsMEkVeBeSNGZmFSREGayOhUZtW6EDTVjdBrO7SCyAourMRRIo8+QJfCPAy3TwySCM4u95msGuj8BLqoNDGoCiQwmyKd0NY2wFpZnDs360JIcABABhFzLxyv2LkLiMXxnbocNn3uNXv8Zq1CXquxg77MWEaIlAI4TTjyTuXCM5qa5ex1x7YhkNX3kcwChjlvn4EL/e8T904ghMAoLlny0GTvcyQqwjpbGRb9oJQ+6imYN1Y1cvclAGpGpGWgrFFhuLcOVQXVBw5q6Li7Hk1+xhpBhnA/DOZCDR6g6sm+MO8kNSfAf9MmVtpslGoirBXWJmu74K8XXmtUKFSEC4tPWD9WsyArd0/vvNhkblSBzYB2QQ1L46mg3GL/WLiW65lytHSRWHvXWVLBSYOgMaMMFiPGvjrt5BXpv8fOq6naZob7AKUVOfXA48QzABl4Z2iIZivDGCTdzUMC9SqbxoYWYgH1Ut77wGhgtaxOGwnYx7G/OpAGnlqpAuuK5rLb+fPDVu4K66uGExszCLaeKUKuBXmrtsqsRyUsAPZA+Zs9gGZS0QWwITIAJ3vyjWF1itHPM0l/ew2Wmq3396qX6QCfGeBwGrHCwBJm+W7KiFwOSzhHTsQgHwqxvwIbGd+a0Q57wAhpM2EcWMAp+wjhi5aLxwl6M76FPHCSbp69KgQKMDGb7Z7MexNCwaiVjXYnZtvyepuQdxao0sADkxMY2LW7d6PKBGmaMyr1t40FVQKAVHByewCyAWiMRZEn8dGjshDtPQVGQApK8V0Yi6s4i6zwa3xtaYg1XdJRS29Mylwn/uSionXpZdWsSQJCNGAbalzhZqrdhbrG4RYkELBKkwQELIGrGLGPmWM+wheFTz52AVu93tcTh1ubfYowshTQAnqZdHH+GSKIzgBbOHz9EOYTDCHc0LOjOkxu8lG7xJa3BSIPbXTpwxVQilkHVkJcwUPwSZrrjX8Lnit6OfgILS5lKrCFjc1VgeYgUntkssDwCvbHVLdSRejrBtYcbqUJiBuTWMSvYFf7dhLZdHnRdTSCuoLblFrJZ8Fsw0+HYAhKObUjuIesFCbtKmwOd02p1U/3zC6l7ySoVXR1AV/sp45dTJtwCUbcKEx33cifFXBNDMbgE26DiZaLx2186MpzMCilkaK3ivirMflQEaDU2EU/HoesiOAgxH/31LXUx0263uxM1dhn8H76cHTWovPa4v9DEyWVe/2RvCy84rW6+dxlq8yJD7OUQ7HtLFjbk9f6usvEHQdtzcxJtc8XcxczcqE630gHbm+xGzQa1l11YqU1aJPi2tnyNkDYgW6shDwKrouI7LgatsDo7Mjq2Jgwi3TUyoovdXQhyAIKytVkYkxDgnrzQCOgiKxGSrSYsNiYNzAG3n7gnSV0a8IpNwcT0mA1Ysmeo3b4pU2JqCVrjYsrGXCQHeuSFdqgMiZIyTMVSo0O/dysjrA2rvndGUde2ljhznmiLsXa4hrOHBhZbji5fuabYNh1wnNAymMlqqq+rSDqPe0mMsvD4w48Fz9lGfvlrA38FaYgNW8mRtLwDZ3OE0DNnHELib0saBsRjArbvd7nKQBJ2nAviS8uF+jX02QLmNYPdo+J/qQmhN9iOd8ssQRnAC2KFUmwLvo1k6siIJpdGBSGDsAJ6sRfczoY0YWRlGCakTdQJiOY7FoN6bedyTCh9WYBwuCpWCQCTwyeG95bW7pJrf2Hkx1n9doYtTlwmLAiECTPS5dWWv0/kJa59R7JhAmq3zwdYiKAJMBhHip3lAttmoRrjveVnKLa+JV+3AkCvKy3mXr9QMwUo3ProObouD9BI3d/F5FjSkYHqJZ3k3BljrQPrSUQWMzWgmyT8Zezqs0sxokOjdOu9YNub2+5+mtioDaAltTatcByZI9uX4+zBbddEGvSm/jx9IW+3WC9LVsnObdfWVp1BfWpV07HDSLLShSK6i8JBRAq8BqrseuiWq6imzl35X5ab2IgHkRa+fAS9p789upJn4kaMBEqsbE9Ralc2DS66w1ceErBQEFbYtzTNazJcZiNgE5II/eNbkXUCcONjoz+VIgrTLyFBCC4PatKwxTAm8Ew5BQCmO1mrAdA2TPkNGYnHRV2R4TyvICyPJQ0J0zrO2Efb60E3R3rYM4AEjvbMmaXVfjwGxlYIyUkM7VmIiREIJ3yVj5Z3dQlrqMrrMNVQoFXSy43e8BAJtoQv+xBJx0Iz7w4i2M+2AVS+7pYnovx6qoGwYbG8VZLSLYRuS6/mTJiDqDop5PK8XL4KPdD+VM7LpNjJJCE4zuc8KvXjyOTRrRh4w76x1iKBimiFECnooT9iViO3UoXtUTGNhuHm2fk6Pm5N44ghMACLMgrSnKi+WJ9TzaruiEoJkRVxk5ZXR+5tZpQhHGNEVjT5sZm+WyAbRFRoSbTkUr3QpHv1p3o9SapbWSO18MgEr7G8OjO9vRsmtJaqVOo94LwKMxJulCsborzX2zChOBupvVJrxE9QnJBCKyjMJUwFt7XllFc+Z3++7mc+Dsjb1o/dA6+4xUoeiyoy+uPb7G4n+8m0BDaWWjD1yZcz3uU6mjKUC76KWi5plRmYwm/quET6LWX6ims7jYueOJZ5vw9uKYgQhgTRsrmONroKSyYy5oPjxIv555Bibh1QCTxswYCJMuQtxgz8rFDYwvO0xXE66md4J9jgZqM1WPO7TWC1hgqpp+qmPY3WDjXs3PpGpNbgClB+LXzv1d0lxJRALvbDs7IZce7mxqjIn03tk2Oihhs9ZnFhABXZfRxYztvkcXC7po4ISjQtYFHKyzeIwF+1OC7O2inJ7ssd2bz8at1YApZSjMA2k/RQM7qwnTGaHkhOjdcsdTammPMMwEJRSIV7mlbYxtEXeQ9T5Ba2vAN21MZFv7U0nn9u9ECDu0lJB09TwC1BdwNE+QdT9ilTJu93sMJaK40LTjjOSTzDafHlyK8bbn9shekNT0IurXVXXWPpWOEQDoyxizWcpcsazwa322CI3l4r3Z1EtH2A8J220PYqOkOQhSMrHsaWducEUY22wMSRZGLowYCp7cbHH31q2Xuzs+4VGUUQ7yqQ/6vI/BwTwicQQnMHq1Vj6Q2GLPrWoH0ETAebJJbiPmd+KWykSKLmYwJwBma4/su95KpdaFrRDg1HPzMam+H4rGmBxY3NeKiUWaiDOAsTbSs9ePw8IHRNEa7lnvDUV3uQAm1YSsvjFR84koPbWFiUdCcB8DZrYKkDGboW314qgLq1RjpZnuBTD3QlnY5N+j32gnAPeClHqNREA7Ae9vEHzW17nfIl3ZgshYur5We/jmukpYiFNpBgmV3AmWSmgN8tz2234Ozbq8VdGgAt7FeQmLz+cl40sWxY4LTaBtj0NLvTXGZHiZLsPXP3vVBnTRyzXZdUSMvGFMa0ZZeWsB/0z1fcEOKhyoUE3fqFoH7nqhpX6OClQr+4YGtNnF2GEwLRMP+bCpYo3quVOP00Wvkmjuukxw/xI6cLEtffXsMGBCnYCTNFv0lIqfegMWkaUNn1XMSBu7t/djMj0GCzb9iIsguJQ1iIDb6z36lFHEPDkUwHboGi1v7rgM7gvKiTUQ5Mma0pEC04n5noSh+Bxg9wSNxiiWPqCcRXe69dObPJWzcbbEgWTpDIiBrYle2M8Lvl1/RewzYhTcPtnhVjfgrNvj2dUFrkqHF4cNAOBWHHASBwQIBITntycIQZDuDJhWESOSHcO6pm0YXanlW5VJQevlU8f3TSlXKp7amdgZxXpPYe4J5UZwZWWNGMddnF24BdCoGKJiu+5xvhlxa7NHHzM2cQKTYNsZOnt8vcUzqwv856vHX/4++QSHwBpnvvrnfeqikyM4AYAQ5kW9WMOymkbhCaALhnSKcqeAWZELY4cEIsUmTebrQLYjE1Z3OgQUARodVXhKQtka+aF2KF5Gs5U/7GSr7MJVL300F0/zBUlXNY+NZglvjqm+iyq2U01bcWvreWdvC6UtxC2X7RMiZyAGTyMoWe+KyFYdM2ZoCG1hIsD+vmBDaiO91tPlRjfWG2KhN7kxrlcCuHYCRPcVhGoXIesEcR1J1dk0nUekpqVpOpIKFIgW9LXRIO15TG1BrpMruRFW7WtyYBi3SHssDf+a1frS16R+r6C5Ovq2329Y1K9HTVetkxmUOSMkXpac14TphJFXVr1SOhymdFz0akZ6Cy0r28EdMkTUPDNmoz4/F6Pb01+Zj42Z58m87btpEfP+TzXlVLsuV6t4+7mmG/yrMibdITAJsWDVT9j0IwKZ7qvaAwDGfo4lYDslBFKcrQZs+hGihECKkzQisWCaIogUl0OPXBhZGFO21XRwR1dtAIVsHugE06mZspEAMjjQWBvLxqVYtWAkSGCMtyN2TzCmM/fzmex+rkC59PZZNQHilTkg++zTqVXV1Eo+c2EW9H1ubMnT6wusw4RBIiIJHuu3GErEee5bE7lJAk67EUUYF7pCSQK5lTGuGeEyeFoK3hKDzF1a6zgm8OTGeyw3loYDNi+EvbFCYQJydcB2nRKP9rtGQPYBPNZ+R0CuTRKDVVVtxwD163kZezyzPsdn3voQPjyc4unVhc3P5WXmlEcgjmmde+MITgAg8LxgqE/ExcrzQOYUKSsFdabkH3PAmANiEDApdmMyvxOpFSUEmgiqVrZnLqxqzo+5VmwsmJPqg6JOjbdc/WL3jJmNAODuna4p8S6uVqJJrSNx2lazI52BiWjThkg0VkScEcgrq3qQ5DljIYTIwCS2cAYGRfUdu7kwGiDADWmaytcu/nYdONzEoFx/zssBFX+NJqi8/vrOmEgfkU+Sl+PiIE3ROsvWPjUVHywccBUOUCojogsgoY3ttkMIBO3sD1aWrgiTLdw8zt12ATQGRhefv4EDLNMl87E2zc6DAJNqUrbwAwH74thbiiCfuJjUNVYNAC3BuXg6ZvKFMdS3X2pk5uexl+HyaCDXwImlIq0hnsxpIhe80lTuue66YJSU0ViTyvCIe/hIMqakpXKSGssZ7wUmi0uF4joGhaUE9lNEZMGqm1qzuew3HZNisxowlYD9FJFzMKwdrJokZ4YIQzIbe1qZUAXAirxS8EAInVUVBe/KixGtTFzjAoBF6xKsUa1aqAmjF9e4AUgCgnmT5C01U7MsCgRBCgV31jt0wQbSxbTCZe4xloCi5uOUuOClUCBK+MhugyKMImRmZmMAJkbYmhFc2/hk91GS+axWIzwAIAk+3m8eq2GwSkDpCDGxN1yluT9YtHEQr2aztvGOIj+RQb3NP1WEnTMjkGKUgLvTGrfTDq9Z3cU6THhp2uAhSIljfILjCE4AUEoNHABoYr/aALA6KRIAKYypmhUlu5mnKWAaTZvSgMXkE5MDBtvt0Ty71MmrmhhVurzMC0T94nLIpNhBok1k6qkeKkDwDrxhtO6utWS3AROg5XbB1DQUpSPk3haqajlv2oBshmx1p7vsUVOP6abJp1XlPADt6ALZG+P6a9/0evczfiLzbimbhLy2SdBe0/+tNvFXoFe78Jqh2Vw1wZM21sqeB++tovN18EU0TAoRzICD7DPwaOXSAAw4LCp0qAIkI7IOdSiwHksM96doWp77nIvlqXMjN43UbO9LZ5qFaW3AZDqpKRG/rmVeHKg4K1ZBSr2k1d6eAe3QzP4snei79zIDk9bQ0b/TJMaAcf0c9+qPau8gCfaZq39J6av7awXoMFbTHWA1qQlfHZh0XUYMxbrasjS2JJcAUbMDKK5PGIaIyctoidQfM4/LXAJEGNNkZa4xFavYIUWJgnEIxjAODN7P9gJVw1PN7Vr7Cf+sDS3VKqzRNwcdIF51pORpsYHmFNpiwdXKnpyZN4qlz2xuGqaI3ZQwlYCrydIdV2OHYYr+toR1N4FIMUwRd883CK6Xm/YRdBUQtox0SUiXQDpXpJ1VBkkkZ2UXoDvORnKBDITc6H2iZqRYVmxM7X7Rv8fTdnrhpyYShseA8YmC9WM73D7Z4coN2ABjql7crrHPEefDCuf9Cs+sL8CT4iL3Nh8/wvHwmpNjWudTO0KYTdicPaklgLYLAcrIpsvwp5DPMKUwSg6QbQS8Xw0P5I3xCOozDxEA4kVpH7zsDqjmVY1JuaY5AebJvu7GZ9Mrz/PWBVPVnW5rGgcHqZwa4otxdQZtuV5X43eX1kGVB7NBf9AeLYdv8ipunJtYj4d9vaXzqrMTZUWzuNV1IFwIiN4zJdTzZAuHJK8eKDOo08oyhcWColXfU0uzgeQ7ypLm5nZxZ92exdNGEk3UqLQwPVsCmvrytbLHd+A1/fiK/i7eNHCpoSm96xZcuzCdAHkz95wxLDSn1ZYOxNVVmApAiazlU3JWp4p31bRa6dIeb2Z7Ot9TWBy3Xx+Sm8dVTQfU8ySVIemW311f4gBFOwWigJKA3c+kFMagCcyCyILAFXhYWkZEGnsCJUxjwBAEzH5vl1qBohiGBClWacdehtvHgiJeVhyLsSnF0qC8Y4Q8k6Ntwb3POlk1OnVjxBnQgRzcevsHZ6pMC+fngGEusJ1gjIbYunMgXhDyJmAXe6vOiQVMilVnIv7iB7LfddjtTDNTrhJoG5CdzY07RrowsW3cAmlr13M8tXsqbhVcDIHxMPd60kjIJ27ud8WIV9caOdYxVsSbIlopdE0Pmf7EhM75xJqYDo8LEAUxFjyx3gIAnjq9wlQCLvZ9S7N1oWA7ddh1CVkYl1M/tyt4RMM0J6/+GB/mOZ8scQQnAHTVea292ahLNLZCvZMuT4S4BYpGyNq3k31BmSzXqUMAXwV7jbHuHN18ipx1UbJJy3eZNZozZV2X6v3LtltCmX1FKjip/TPM68IWgtaJNy96V5TFbmZhFCaB3TNizuXDUwhhNEvxdFEMmNTKmvuQE/aidfVcxK+3vPfX83xR1/cwwIwwSfOAqZ/TxKjaOvyqsx61JXztwsqTNj1P0z0szhc5wxQGaZU65sHB7bm150heGXsza0zgDAoOGRiPZmiHxYKmMD+VV+jYO4MT15i4i2rubVGxTrvWP6b1kSo0y10a8IV3goaX7wKIlSUB4F469djSJdDfFXAGprX/uY5xX3xb3KRHqP4xFVQ5kJM4+5lY+axrDpKVCluFh113KEEKoGpMB5OCg6A46CDfVExTgKRiAlY1IauMAVOI4CCQYqmaupnP+2Q63b7SmzbUsjByDgZkKghJYsPwkq3RIPvYcrazXdO6OYGNGxJFHBRlBGTwOWRwwWhvAtg69hooiwr0grQZwbcUQ9+Dp86aaV4ypi4ip4J1P4LJmpiu+gEnnbENNXXDFxHdpVkXLFPctXRYI/z82/ip45Wz3WtRpaUuqT2HUFbBhNz7pZDOmbps7Quiu1CPZ3NqOddxeup2+rcnnNze42w1YBUmPLba4TXrczw/nKIoYSoBKRSs04Q+ZEQSZN/d0a9zOvpYhzykQ+xREPupHinaLrfME3J1jOVsvic2IwCQAFm54CvbCsN7tsZVcKZlpHkrWhmSYguZepWH2cpjTu0AB89R+C7VF4llP5VZs0CNiWnsySQHeokqtKx0stS+JB21bsNtoYU9L13K3Jis2tkfiB9f5Q2xZDIeVBj76w1REAowWv+S/qUJuJNaGWot2ZUwU+31vBavqArjosqmimTJSyldyxP2VgHFtfKCAOmsEqPpeyIhr6w6RsMMSCRUzcl82EvNiVmgwwyvPO3YwOIrhIbKlgRPhVgqp3jqrqZGJGlbINv4c+aQq0ZkNOBWmaDWXVoNQDXQ7GXC6bKAs6LzlGFeG9sU9zqb/01l/hw32NU3x9xgFTrFjdWkd+Gr+5fUfjmUHcTnGeCpg5VCCgpzqwRVQMXYjTxGtDL+bGnZSZM1LoT9XdjF60MAOgGxVf2UwtiVDqqEPFlKp9oCwG0BZpF6Pab56+B6Lc4BTyZ0B4Ay2gJt1VQu9mUDhBpd+LsuiKlgvZpwuhrwfGGUVbINUgFoMu0IAMRg7EnH3iMsdKCggDO+YViwdwSUAEwnJrwNg23UDNQq4tbmkPHMS7lTsA7Tg6eS661+TVd1+MEttYMrwniWZnF5oNaCQH2+NCNLwWka8UR/hc88/RB6ztiVhHNeYZMmnKU9IgvuDms8vztFCgVFGeHy0WYYjmmde+OjLhP6zu/8TnM+XHx91md9Vvv/fr/H29/+djzxxBM4PT3F2972Nnzwgx88eI1f/dVfxVd91Vdhs9ng6aefxp/5M38GOX/smiPIpjO07lCt6jTQKi0cKEzOiAiBtgHhPCK9FJDOCWFLSJeEuCMXnLoRlNOuRtnWfPGCnq8pnJt2yJX40JlerzQ5F8wghGA22KNXQizYEkmMsmZI743jnCUgN4qrqYqaXrJmfFbqZx4U15qx3e9mWApXr5X5ajAfEVlFSJ/Myt3Nzj5mXYL9OGjM4H0G781pM0w6M1pLBmQJ5tiBSa59fASkDkYGQboSpEtB/9KEdDEh7HIT5WryaiBfhCtzUUuIlYCS4CwA+aKz/DJmo1qwmw37zExo8OqkVwqvdrHXYn89W+hqh966sLen1Mu2SBeGAc4MqZVKewl7d67oXxKsXlBsni84+WDG6f8YsfnAgNXze3TP77D6tS3Wz+3R3y1IWzGnU9G5+7Afp50XauJY6wnF1uywcyfUDaGs7Z4qa4WsxTxMHJhQtk0CbwOofl2ZXoIuI/QyolwklIsEuUjQqwjsAvQqQrcRtI3WvXYk0D5AdxG6D8DI0F0E9sHmg2AeKaUwRMxFOk/BqnPEvJCs95ADA69CCYMLSWvVFc2pq+XYyCvGdEJNYFwX5zYfMMz7w+cVdIJ+PeGJO5d4/GSL2/0eIQqm24K8cf3ZjiFXCecXGwxTRGDBSRrw5OoKT262uH22RTiZUE4F423B7nUTdm8csX+6YHiqYHzthHynYLwjGB8T5FviWhoDEOMdYPckYfcUYfcEY7hjc44BsyrWp8M5Yhmq4F1G3BZEp6k0wsHpPAdqYYxjxOXU4Sr3OA3mbHuW9nhyfYmztEcXCrIwRgl4YbfB+bBCFr5Xs/eIhYAf+utTNT4mzMnnfu7n4id+4ifmN4nz23zLt3wLfvRHfxT/8B/+Q9y+fRvveMc78Af/4B/Ev/7X/xoAUErBV33VV+HZZ5/Fz/zMz+ADH/gA/sgf+SNIKeGv/tW/+rE4XMgqIa+pdchtHg0LtsImBaPAebBdRtxSYzeazrUK9Fa2K+WJTOiW51SP6Ur0gGq0Ccj/L4sJDPPieaA7KToDlIwD+n/Ob1c6nEGqCK5JsVJUQhwUknV2OZ1MRBv25V47+Vcbtdy2T5AuNJM2sAKB0BrjATNEfrVsStNovExaSay6iCMj7i3NYZbfrjOp13rBNsVBEa+MEQHqIuLiYvdxaJb7y2sIX2S9U6x0M1NS2QuJ3gMmzrn1xpb59woOyMtHSdQNxwhFGDxF0D6D5GUAu+f9Jc5C5wqEpFcsuw0DC4auWBl9GOuCqoiDNFbF0jsG1OJOEHbeE2nMzeJ/eQw8ZnAW5NNkTR0VoN3Urtuy47Ay29hwf5N8EjCe2mJd01ClV2jvN0gh0GRiymXX5GUpdtV81TL+g/O8XCv9PieFNe5kuuem0mTNPfMUzNCtPs1ZGC3GvFgVyeJ+9/eJW3VRqx6Um89CUm7Xq1YkLSu2GrtHgKwEPLAJc93l9X+3uYsXxzVW3YTpiQFj7BC2Dpacueliwe1ujzecvIgAwTYn3A2rVkVYnpiwubXH2XrA+XbVyqPzGCDR+tRYFVLAdCrglTPG2U54871RAMqIOwEcnEgXwMMNY1bt3gtDQbxidK6zkkhNGEyFoCNjGiLubtd4Pp3iue4WbsU9PjKc4LmrWwCAkzRCYMc85IDtkHBrs8dDkBLH+ATHxwScxBjx7LPP3vP3u3fv4u/+3b+LH/qhH8Lv/t2/GwDw/d///fjsz/5s/OzP/iy+5Eu+BP/8n/9z/OIv/iJ+4id+As888wy+8Au/EH/5L/9lfOu3fiu+8zu/E13X3fO6v96YTqM5TXaEMM3aE46W2m/AYDSKNLjglcR2wa1qhmwCLCvYzs79SSgTyFWNdbK5vmWl2sV1satfChIPWZMFMFE0h1d/KcM+iZsYtKaP1CeWRs0XRWiLoTMmo4ESlBu8NF6prNdDU2x9UaSPracMO+BZdu61Y/bjf1CQsgAl1UitHZ/b5hMWBmUic3+cfO21PUVjJa7atEfBBaz2GOtltHS8vJ7DbqZzWQDiJjjOawcl7mLa2KpFtcnSvGzp7kueEigdXDBtFueSGCGQL4Q3nKtaQp0WKZGVV4zVviuEZmo1AxO09g1x69Vag+kIZvbOxkjcFYTL4ZX9VlTB2xHddrz5cVVfEri1DpDEyJsKTAxU5Y1a1Urn11cZNM3ic2MobqKBFn+uXjZV91HF6b5haE8RuOB9ZjRqVY3uA2QIQBSzhQesI/nk9dRuHVBBHhwwVSakuzCvl3hp42suIZ6BKKkDk1oRtUj1GZugQF8gqwIKap3TlXESjUm4Or1EigUvsWBKnX22vRnGFbc7GCXiQ/tTvLA/Mc+XKJCTjFt3tuhiwZObK5x0I6YS8MLVBnkK6G8NSKlgv+uQ1Q3wsl0H7AnUASUDPJCbxM1zEtRYRc18s3Os2iYiDMGamnpfq0mpicKpMAoShqC43HR4aVojUcE2d8aW5ICxzKwiAcg54PkXz7Da3n+IPgpRlJpA+dU+71M1Pibg5L/8l/+C1772tVitVnjLW96Cd73rXXjDG96A9773vZimCV/+5V/eHvtZn/VZeMMb3oD3vOc9+JIv+RK85z3vwed//ufjmWeeaY9561vfim/8xm/Ef/yP/xG/5bf8lhvfcxgGDMPQfj8/P3/g461t3KUDpFKvtZ2307NGyc5Mifjj85k2kVr1KbGSRgHU8sJQalbVVRS3DHPdxMGur9mB1x2dzF8HGqjFjq9VOCRz/lzSxVzUK1DIhZrO3Ig2oMJTZUvEqnMelDFZVGDIOmG6s0LpGTyKCxvtuOMug8UOljJQVbZat7HiQKUmq/017wFIS3da3223KAoisd0d4xCgVJfVxn5Yeqx2fKWsC2ZJ5mvzIMG+40+VnTHL8dw65C6cTSuYrZUbdbO5fK+FUFqUUERBxdi9Wp78ciBOI3uqBM2aXty4q4mC7eT7ebAGkWGw6qIw2BcP7krr4mrKfq520/21L5URCXR/8OKPqV2RAWea2Evb3XOnrA4dUWtlGxUC74295GkJOOrHmsfE0tOmldH7EJur5A4OrVXv2e8+XoRMZ0aAEhu4qYyMzverNdukxmgaK+Bi870gnRdwkZZ2bWXkOovdSQFhNIv60ml7DEjBSbA5GbDb9ibk9UVqHSY8sbrC7X6HXwu38ZFwAgAYrjpIITOQzAmXuUOWgMCCTZrAdy5xseux7iY8ubnC4/0VxhTx4n6DdTchhYKTfjQ9dg6Q3tNYO/+smMF1HW8NdIvPj/Ly9xMVQdjnuddTcE+YAEB8HCSCCGE/RZyPa6yDedIQKQIrphwWAmVCmQJkDIjbh6g2/DhGeUhBbDkKYh883vzmN+MHfuAH8Jt+02/CBz7wAXzXd30Xftfv+l34hV/4BTz33HPoug537tw5eM4zzzyD5557DgDw3HPPHQCT+v/6v/vFu971LnzXd33XQx3zeBaQV94WPAISjJlgT6OA3N3TqcbSo3U+VQBa8/eA34Dkuyo1kV20kkfVuTnaQTqgTpKwia7qU6qh1ZzKmReVpV00uedFdTgtKxMhHjiOVsdFFxkuX1MVjTHhsQBZbi4dvolFWQKTkx7DEyvsHwvmWuupqzBUQBARAe8yXGxSO3hNtUXlfn1WgJkpcR8F2w3P/2cSaAbALhxtbAwayKvVTaahECu7HsrLMiM3xZzKc5bIu8aWlRuc9ZUh8Z1kOAQmEmGiRjJwgGvgs5qf1WoZ9rQJTfd33mzXoo+t27C6uFDcVXPZJbeVscs83qumaVmOzvtiluM772l0E2AkMsasdTtm8CQIV6ONqcVzqp1+PjVzvLAryKtwkIrSWIW7No54pFbpws5gxq0thtUxtYmbl9eofs7FebUKGZqBIeFAgXdQJbVIVZCLk+3P9vf6OssNRUuRTca4xr2Vyoa9trLz1spA3eavgo967A4si6eJ1SuT6nFGFvSr0SqPSgCT4jTsAFiJaSTBaTfg7rDCXVIMu9nrZJSIx/otRgkoxLjT75rj9RtOXsT55FoNUtxa7fFYv4UoYZs7TJuAl8oa01UHGo29qr29Gguni3PKBBRP7URu1Ws3BY8F8YqaAF2ZUQ0pNZggtwwB+zHhYupxy8uFARjwGhLyFFEGE6vQztxl4/7RBieiDHmI3JN8CgtiP+rg5Pf9vt/Xfv6CL/gCvPnNb8Yb3/hG/PAP/zDW6/VH++1afNu3fRve+c53tt/Pz8/x+te//oGeKy6+EvdT0EBQZxTCaJMQ8dxgLG9gpW2unAdgu6hoOyj19vC1EqcCAq3ABNfm9jqhoT4HrVLIRLiYvU2W4axCTT9U4WXVNwB15+JYqe6YyT6TRgCRABUE2M7F3F8fQD22ACUaGbJKBkweDxhus6crDGClK0W6MrFu6QOQFNxxW/Cat0ZNyXg5btUizN1666Q1l1cDsNSAN6QTeHWLsjlXVjampkvEUjsBVvrb+rzkecHQel5vAADL41Cry4S4w7B0i141PeZeNGKeKp6qb4uOBm2UvZAuJneyqhPfSacrL+/eCnhwYPIy10iT9aOpKYEGjGoFmhsEtoV8KQiGp3YGB26TgEZBuLqWwqnVVzCgIevkY8rYo7KytBKPitAHhF0Gj7mNl9rULm+CsXmjAcmqy6mGeKRwfZd9jrLyz5GdzSy14d/seQIsF0dtr9MszMXvtXp5HcBomB8LbyFBqMzIwhpgAXhm4cl8/pYsZ7pyrYlXPtXmfnll4K21kqhpHXULAJgmqgGvjQuAAfA6o19NiEHw+MkWRRin3YAn0yWejBf4cDjDXhKe6i6AU+A/XTyLVcz4H/k2xDdB+5zAUEQWnKYBj3VbPNZb7mOSgMupR1Yrw77d7XCWBhQ1i/iijKt9hxwszSaluizbCQp7LMrka1pZG7uIzPcfv2qC6bgjSExIbClvjVY4yBOhTIxxSLgYeuxXCZ2b7A1TxLhP0G0E77kZr2nynlePcByZk3vjY15KfOfOHXzmZ34mfumXfgm/9/f+XozjiJdeeumAPfngBz/YNCrPPvssfu7nfu7gNWo1z006lhp936Pv+4c6xtJ7LrrubK+NEfV24WUNByeKciKWurm224FPiG3CcuU+MG/AvFjnFYdVbUJYd7p0/X2Alqowbwh3AE2+w6x602yPl0DNA+XQGAuoOd8HAibtGHwx2nQY7/TYPRUx3K5uuGiTtzE1BOXQ0k9xKzb4CLOwlIz7nUWMBraWQEAXTEmb2MkYGA22ctQ+QMa5q81q/nhSZ3GyurDT9CgNdAS7+OpVVcsddNVE2O6eZ1dZpiZwtcXVPrtpf6gtmma6VtkTbaB4mc5TNWaJ1QAKFK1dfZjc9Gp8+co1ynJgEd/GiotGKR/8eR4DMGASh7nyi3cZvJ/mFgF+3aVP0N6AhfTBUjIEr06yVggAEEKt1EADLvWNrczYvEF4YvAgiGrnjIQAYktHVl1OMA1PFfPGPQ6BVfu8OhvbeYdbBQ7uh3YrLc/9EnRg/plkwWrUHw5OHtr1JswAsLmpbt0YcW+AWGqn4c2ybYaJnq15pN0jIIIkSxtrEoRNtq7mbqR22g84SSNet3kJDMXtsEOigqfTeesddCdc4XbY4T/G1+Jy6DHkgFu9MSGRBE/2l3j96gUEKP7HcAfneY2L3ONi6nGWBjyxukIfMp7pznGeV3gep9iXhE0/IQTBftdhSgl0FcyMjW2O5IlQRk+FSwV33vm8DwgD7j/XiHfd9rEigb1xpKUeec/IXcR+E3E59Xhxv8bFdoVhm8xzasdI52Z4OT5RgHVpm7VHNQQPpx95xIuQfl3xMQcnl5eX+OVf/mV87dd+Lb7oi74IKSW8+93vxtve9jYAwPve9z786q/+Kt7ylrcAAN7ylrfgr/yVv4IPfehDePrppwEAP/7jP45bt27hcz7ncz4mx9hSJjVtUienJcUa7aabThVlLUavhppLnXdk9p1Q+2pUytzEqGhApb338u2u7ciUDzsNX9ef1A7D9bmtS6t3MZ4pep+sCSAlUO3xInWn7mLV/IBDfUHjawiQFDCesbWE994rdQdbY9o4QGOgu7Q0xhQiQiCrDipqaZXAsxAVzvDw0pRr8aKLm7n1v/FSWxrnUlWNPtnXz1w7BmeddRsLO/naYRlMi2tD0K6Wt3LTKc2eJdRKPrkAObkINc3nQxd5+KqPUNcs1HQFZbL9U7HHld5GCRUcpK9eNlQRdhPiNoJPuY2pMKCB3OvzIBcg7IzlamXURefOwf661sE6QNbRQEmynj3SURu/xTsI1wXbshcB1HMri6aC5lhr54wRt9JKmAGAVBBG96IJZOnWyUBgFXErE+LOz5Ev8nZt6gbB2cvgzCbqtZqZSFJapP2csWGrzDE2c5HxKfM1bABFbeFszFcmxCsrt04uLDbRtbNz7no7ntq9ahoT3yBVbcrOeuuUlbePcY+P9XpEYOuM3nHBKkzoOCNA8AtXr0XPGY+lLd7QfQR3whbP5du4KCucxAGvOTvHS/s1NnHEriREEjAJPjTewlXp8b9dPIHt1CGwHecz63P8ps0HcRr2uBOu8EI+xaQB5+Maj6+3EBBeCGu8lBm6DT5erRJQOjt2a73BCCqWDSSA2Bp18pBvFscCgBirqZHNlG5PKHub32gCMFpZ8XMXZximiP15Dz6PiHtC2BnLNTyu4FuTOfeGByi/P8YjFR/1Aqs//af/NH7qp34K//W//lf8zM/8DP7AH/gDCCHga77ma3D79m388T/+x/HOd74T//Jf/ku8973vxdd//dfjLW95C77kS74EAPAVX/EV+JzP+Rx87dd+Lf79v//3+Gf/7J/h27/92/H2t7/9oZmRlw0it06GTyJmONX+vdiVHUxIwOEMX5/iwKT6oQDwvCvmxWjx8JtitjNfbNRkBhokdow8LEzCvGRYkrEttvudxZ/ivUpo4RpbWYt4OYHvV01x0/FFhnQRuvKqnGqyRIfHXieo0pkF9XjL+rmMp4TdYwHTKSOfBJRVgHZmtb5M3QC4Z/Kqpb/L01+vi7QUy4KGqJ+pCl1vSo8BBlI8BVPTSuZOypA+IJ9ETKcR01nEdML2ta7W//Z+ZjlefR3QdCW1MV3xL+m1mb9pUDeb0va7gR31XjKzGFQZKH2AdBG4H1BhEwmbIBZtsFU79Ka3WJwDLgAPXqGz8xLhwUulrwETLESseR2QN2yi1Wrq5+63dXypp2qmU27nLa/ZwawLhhepnLIijGdeqbNxUayLitUXcs62KSg9QXp7D+t6DKQL03nUwdE+JwNI4vovByq9AOsCXRdoJ03TodF8RMyFVu2+xXzerjfk5IGQLgjdS4T+I4T+pZrKNLfXCkw4S2PbatoqnxDGO4Thjnm55JWJQM3gz16bRwLtAqaLDhfna5xfrnF+tcKvnd/Cr13exn+++wzed/EM/sf2Dv63yyfxK9sn8IHpDq6kw3/ZPYP/cP5afGg4w2kccKvfY18Snt+d4lfOH8cvnT+F9108g1+9egwv7DZ44WqDq7FDZMFV7vFLu6fx4ekMP799A9578Rvw4eEUAHCSBgQSrFJG6jP0pBib7KmovLINSW2XUNxnCa2VgjXkvN84pmJeS2Eorn3ynkMTWun4uEt48YO3sHvuFOGFhP4jjNWHCXFvxnH6+Iiuz8bePdrEycfN5+Rd73oXvviLvxhnZ2d4+umn8dVf/dV43/ved/CYL/uyL7vHq+wbvuEbDh7zIF5kP/mTP4nf+lt/K/q+x2/8jb8RP/ADP/CqjvWjzpz89//+3/E1X/M1+MhHPoKnnnoKv/N3/k787M/+LJ566ikAwHd/93eDmfG2t70NwzDgrW99K/7m3/yb7fkhBPzIj/wIvvEbvxFvectbcHJygq/7uq/DX/pLf+mjfagt4qBIF6YvicPh4kXF+1r0novfESgz8on7LXjqBkD7uVXZ1D/XkkWG2dVXVmV5EL7A1sWJxkU5ItoG0HeZsz09aRXpspU10wxklr4IrHMZsnmkWEqjAZMHTOdoCNA+zZVAXtVg+XSrCBICtF8IMNUWlyqayxtjFIK3gp9uRchgJl1QNFHu8hoAAmpVOsCyYVoTOtZzzjgAJQfcZ/v7/PNBNUcNL2ktPTf7dyvNhaea/GG1qZ0vmktRY6uU6fQgpVPfsIljPT1I4o8R312rAt6RtqYWrVP2y1wgIug6oawjyprNbt7BiRLMwh9oeorKsIXRFtK0FcSrMutwrgHW6leR1+Z4W1mNlp6AAYjQBNoGIuw9aZFucSdesoW4JAInwrRmTKeWmqxgvuljXC/VAFsTGWt7fWua5xVzWOwf6n26sLnnroDZHiccoJmgxOapEYxVE/aqm1qpN9nrU4/Wubv2E6r+JSTwMmxtC6s1vwNk7SwT+72t3n2YPU3lF7ca38Ud+flliG9WRAFhQc7WU2Y3RaxSbl2XszBO44i7eY3/evkEPrw7wTpNGHLEWAJ2Y0IRxjgGMCtiFDBbx3W7DcwK/qVxjZfGNc6nFc6nFZ67PEMuJpI960es4oQuFKz7CTEKtrFHjrFVXXF2Zqx+LGJobYDJNmdRDvdNU5rXkoAyN+DP2cHaRJB9QLgMCDvrXNxd2PkcbwH5TsHprT1ECOOQEKaXuWcegXh4h9hX95yf+qmfwtvf/nZ88Rd/MXLO+PN//s/jK77iK/CLv/iLODk5aY/7k3/yTx6suZvNZn7PB/Ai+5Vf+RV81Vd9Fb7hG74BP/iDP4h3v/vd+BN/4k/gNa95Dd761rc+0LF+1MHJ3//7f/9l/79arfB93/d9+L7v+777PuaNb3wj/uk//acf7UO7OYiNOdnVicV3rm5nz8UmGUlA9CqXvCGUlS8cWNx8IC8JnsVzIJ2rAuri5P4VgK9j7e+zQLIyBNfp4wMb+0WFTt2xVlp8qZifUzpwIaFpEnjIZoj1oDoTIugqmqh1IcYlNRv37sKAynSLoCfwFujzcbOnKmp3VkmEyce8sms9iBD2hLhdCgPm60LZUjftfC71J84MHaSnqsCWGbX7c2WbTK8j9vl5vsmVrfImr0MDJbWCpB77XI5LhpN03p3ZeT9sU7BkRQ40Dr4zt0qlawv4tS/4+9RrcWO4xkZ51h6RAjSieWdUsEZqgLuKS8MwC4QpywFAbC/fxdbhWTytJcHB2TRXy1QdTj1nDSjDGY+FLikEQva2D6Wf7dCXIt666FdGrgJfbePArmdg0zuY/qWe2/mcAwBFu7mIFcTWOo17RWa3oE9qurHamLPqgiZCurLeWVpBi9qxxZ2lb+pYD6OaI/EozVtHOsZ0ElA68hTsIYCdK/bsfXkyBkY6QlYbP9QXdKup2efnwuiiCULPB/OAmlaM/0qPYygR5/sVxhxwd7fCsE8QYatkydQE+6Pb3xMrYiwYckCRHuf7HkSKD+AMuQRstz3yYOmRu50gdRkpZdxaDcjCYBYMfcJ43kOGiLJabJRqmXUAgGCpXMVcsXSfsbzceLSmiJN3Z9aAdMFIFzZ+KasxUbcV6MTOzxSQ9xH8MXQY/2jEx6vx34/92I8d/P4DP/ADePrpp/He974XX/qlX9r+vtls7qvxfBAvsr/9t/823vSmN+Gv//W/DgD47M/+bPz0T/80vvu7v/sTB04+GYOqiRO8IqezyZNHIO3qZOMpikUpowBoPgeAp3IWLIcDh3tLY40it06zM4gBcE8p5OHTKhhA+95U8TX9A70H2NTjqRNmOh/cYfTenfF9gy2VU04S8jqa6DJrW8DCKIh7E7tN9SMuX9p/rqkKKsB0asr+udeNnVwSN7UqevAaVbgLP28tVUY0e5QUbZU3qNdnoTalsihpldlm3igoQIO7k64CSs9th1+66rdxyJpAgLBgqmaA4hU6hayiIeps/NWuy4I+a2rKw/N1HaBIMubCzP1uuE6i4P2IeMEIt6It1GysIAkwtQXQjzmbWDPuawPDYv1vssw+JlVr4tdf+qVQeV6MZ8bIjN+qT0l14q2fK2/mCiJSGxNUyBrkkQGo6UwbuG0L04SFfkdn4ID5MKE038/BFvT5Rfz8swETAFBhcOsobNcYSqBgTIK6MymNdWwC8cpeawlOahPOMPj9MOjsrcGARMZ0GjBtZv+OsjLn3lzTIdEM8EJvbsDVcyZd+nWPDJGIYR8w1AqiJJjGaMc+BnCyRflit8I0BZQcDIyMbG7AzsYa4wroScZqM2Ldj1Al7MeEnAN2Yw8pXqU4BGAyN14DBXYdhtRh3wl2pz1W67GxN3kMKKd2cazyzSYnicammNDc3KgPem7dEHV+q5ewdoknISQ1vVG6tHtrvE3YP67IT0/oTwcDJ0MEBkZ3/miXEn+8mJPrcffuXQDA448/fvD3H/zBH8Tf+3t/D88++yx+/+///fgLf+EvNPbkQbzI3vOe9xz4mdXHfPM3f/MDH9unPTghrjtj3wXGqpMgRPYJp7rGei5bOp1btOfqCIlWqlhJFLjoThcT88ECVO/buqrV6hAvgZ19SdAWxNoJF0CrMJE0syb1fRow4Zm271+akF7YmdX4qwhNlsopfcB4K0GSTZxgRVikSaqZGxWjumuVxfKYlE1/AQCjEnhlr1Xz1HGvCIlQkpUxYmGfv0y/UC0TxoKxqEzIwQWegUl7XlloKao/Ry1xdcGruLBYEs1Gat3sswFx1qaWAFctj78dT/aFNVB7hCAs/HBuCCpGV8edsUe1aRwwj83qPKspeHXVDa/n/WvCYILStLNrE/aKuONWLl9Fy2F00eboNPpUZnBSgQkbaGvloRWAS+3mrO3YSlcb9c2uuMsUjQFUbcCCCpAzIe9s4atCbekXqT3v49J0TVWMfm3jKAToiLkEOC2rjAAKZthFBKt8UQLX5plB7H/euViEUHIwF1QxH6QqnI97bam8qkXhmrLALOqtvZWqHszaENi5mU7MxLH1OVoBsiIU9w6JV4REhLhTdHctnVzWNGuQHKTlLvoYUZSJsRvZTsTA4JERR2psWX2ORIWeZZze2eHJ0ys81m+xLwkfvDzF5XaFfJVAewYKIY7k1TJo6S1QZX0Y5SLgctPhal0QVxNiV6CP7zF1HSQF1O7YYW+ATp09MVBnLN99fXsWDCE5OxfISsvDYOO2JML+CcL+aUG5k7E6G1AKIQ/WH4kHbvfRoxoPX0psz7luOvog1asigm/+5m/G7/gdvwOf93mf1/7+h//wH8Yb3/hGvPa1r8XP//zP41u/9Vvxvve9D//oH/0jAA/mRXa/x5yfn2O32z2QrcinPTgBsTdEoybea+I7IYQ06wpsJwPkE6eOBQc9PQ7SKAsx6/xe/n1Bcdva5v9wmrXpRW6YfJtL7PLvlTW59l51RxsGQbo7IZ7v54ZrDxLshlorq8zIq4DppKoDGYCAClulj2ijXcNeUVYELr6I1dJVp7zZXU6rk6S6bqG1BOgIPNrrMwGtDLF4iuyaOyotz+srxTItkgXqNv91hybRFpLSmctr8bYG0mHug1PXVU8ZVJFy82fx819TMc1vo1Z41ZNRq0TEmtZRJtM9XdYKlApGDfw0zcpCMHy/oKkgXWQvazUxJo2CdOkGeQqUlWlqADRtRO1EvQQm0iergvIy65ZehBoRVH0ueGbGlt4qtZdQZQUl6pwe888ItcU/XTkj6Ivo7PiqaAaHcOBxcA9UgA9nK+2cUxJP37gPMQukGGVjoMSqYIiAEDJECDHYSr7bJ8jEwGQ6BxPdGgvVXblIcxC01hLXFlhjkHgur+6peSlVS4K8tp498GoiTUBJ3M61mTCaq3N3l6BXFTQ7OIg0pw4raCFLs5HfT+26rAW6KUgnE/IYsNpMeOJki2c2F3iyu8KumBblateDLwPi1bzxaoLqha1BY20v3fhxFZA3EdopaJOtmWBQTByhgRADNW+a3BPohAFEpHzDpqJe1iJNJ2e6ETIH49HAYUnA8DhheMLsHSjJDEx2EbxjbzfyqVx0i3s8vb7jO74D3/md3/myz3n729+OX/iFX8BP//RPH/z9T/2pP9V+/vzP/3y85jWvwe/5Pb8Hv/zLv4zP+IzP+Kgd8yvFpz04oRQxnpHRrdWR0tv3WNmifVVBVtwD4hUBGnxxYTTa3iYCndM1gN/F9Wf7nfxnBQ7y8bVZGHlfjiYyvJ4i8f+1kt1F+qaKYtOVdeKNl5PZjd/k+nrjSbGdeTntjUUItvubzgKmNXlnX2q5/fa0LAijCQrD3j6DRMwpHrXziAGzr0ylswfbFfHkE2okU6KzT/ou4GwAhTADFDVg0Jop1iqdmxbwuoN0Yz0SMT2K+6iYdXq1n3dgslhc7Rotr6WDh1rhQwuAugSNDFuAgh48F0qg0SbQsKO5e62bdhkDM+/SQ2U4XmmyFUF8cYd4t7I6OrNEkWGNAa1iIm9sGqhak2WvJrgNfa3GWgZfq/yqHa5NrGrnzdIXDkaSGgDnWYcDzKA1b8gbyGFmoaJgCeq10WQLcLJgH3UyEFV77XAUhCBIqYBdRErJLqA6a8KuOwksiJ2gCwXn+x55n0DbCN7a9THGBEhbsQVyX24EJPWYrMTaNz+1KqkKqgNMnFwZoKgIfYGKsz+ZrLKF527VNb1MBYh5yUhRm3sOq+UUeQ0zcEuCeDphsxnw9NklPnRxClHCaTfg2dU5Rom4yGa8Rj5+qfiGYXFNTCflw6k6aNd+TJEgKRjzvA4oJ2I9gM4yphAAqi01bIPB3o5BOmN4btS+qYHruPOS5GFO9eYVYXiMMd42JggAdGJMUwdMDBrm++pRByei1FoQvNrnAcD73/9+3Lp1q/39lViTd7zjHfiRH/kR/Kt/9a/wute97mUf++Y3vxkA8Eu/9Ev4jM/4jAfyInv22Wfb35aPuXXr1gObsX7agxOEgOnUcr/NLrrX5lcQ9uQLpra8d9zZjanRJl+p9vSVbl4CE8wAA8A8mcvNf68GTgcLYP3eHmOVNgAaxX4oDLSFLV1mxLuDpXFejbZknZDPOoy3oi04nvbK/bxA1VboAGZRqpj2pL8gdFc60/sdzbQ+YdYDwP4W/LxWutg6spL5QowAeddkKgoENPtv3M85t0bxnff1vHZlT4Xmx8B0AbWnS17b5Fd9W5Zr4oHPxQJ4HSyWizAgZsCEgkClIhg0sCRJW1WIrgDqAfGxF0bTPwVfiHhiJLxCiOKmrsXEBDhIpRHg3QTeJcgqgqcC2i/GShU9TwW6TpbyCrOTKZU65udOuhXQabQ0XVlbwz7prSyX6ucmzFVsxZ2XnZG0e8AWR13pNYy5YJ7qNVkgdyGGREUo1DouhyAILOhiQR+LV5sM2OeIMUcU77zb+f8AYBgSdGBLr+xgpdZ736DsBHGX542JOwTDwVnVQamn4UpnzOxSCGu6Gy9VToLQF4RoItdGpEZnICeba4Zb8xxkVSuHm5YGjIM5WOfbGbQqiH3GajXhpB/xxHqLZ1YXWMcJz29PsAoTntvfwj6nJq5c9yOGxxKm0rW5iDMwuWlgFevWpou1xDfuAewAvbQUaF4F5FO2678WTKd2sAZ6CDmbCDoM3CRX14OzQLMVLShrE2KXjqxb9do+OI8wpndytse7wPNggL9pyx7RkIdM69RS4lu3bh2Ak/uFquKbvumb8I//8T/GT/7kT+JNb3rTKz7n3/27fwcAeM1rXgPgwbzI3vKWt9xT1PLjP/7jzc/sQeLTHpzQaoXxlpd7hpkBIQGkNmzrMBuaZYCyQtc1r+7ApL5g3U0fgInFGyodKNiXvXaUKoWPObWDeSfejllmuraWcS4X/tbOfptfOY3DPKciIkNWEdOtDsPt4I0C5/eojM7SAt/zLv4ZtLlgWj+Xqj+wCgxZ0+z22ZgTbR17S09NqxH3mBGB+rmqNv1iPVuIPb1TdSQAVJxZAYAAW2iv57Pr9SA7dlKF+mtXY7C8Mkfgdt6XILECS69Aqt2i1YFQM4urDIqXr1YR5uH5BxB1rkZfVKdIsvNRJmpCwP6uA8JAN07mLxt8wzNUwcM0l3NerwYiQtl0KJto4JDpkClyYDKdeJO+2nMqGuAqPVA24vorL4+uTEf9zN69ewKDJ9MT8EDuPobDFZgcjNTM1uJ/LW3TWfk/CkHF2RF/XGBpAOQ0jRAvsS1KWMWM8/0Kd/cd8hgOOgzHHRB2ltIJg9iYcl8dM+VDa1anXFkkL6PWWWNSr3EFbIiKuM5Yra1HTikM7gqEFCWEtkEi7/GVHy92LidGuLRdkCYF76mlwpQBTQJaFXTrCZvViKdPL3GaBjzRXyFLwC4nXA0dfiU/jsDWU+dObzb18cRukPMoKBNDJwbtA3Rjpf7IBN4G0Mr0Zd2Ldp0kzemfuFVrOXBhwGw6I3PW7tWKCUYHaT0hJtN73bdbcbb0MWDnuM4hNdVucxN5oSR5anmRjhpgbTIe4Xj43jqv7jlvf/vb8UM/9EP4J//kn+Ds7KxpRG7fvo31eo1f/uVfxg/90A/hK7/yK/HEE0/g53/+5/Et3/It+NIv/VJ8wRd8AYBDL7K/9tf+Gp577rl7vMi+4Ru+Ad/7vd+LP/tn/yz+2B/7Y/gX/+Jf4Id/+Ifxoz/6ow98rEdwErgBEkk+YfgNCHhlidjkEIdaDUKz7sNZEgJcxLpI4QBz6S8WOwOZKdPlokc4BCVzbh+uWPcOwk69S+BZoOlhhnKCdDGBhhuatC1C+zQ7r7oYNK8j9o+F5k0B/0h1Ea6fqebZDz+YH7ODAfYdcvY+K8sFe0nVl5XR/ezVD7xH64WRV9zYoOYcKgBHauyNlU6TiTkXRIoJ7aRVn7RrcsP5aBVQgtYJVpapnAXTZVUZbgqV5ze0112cDAep5OkbVQBSX7B+ORiGaZgk+nsFQMkm/5oequ9naSJu4OpVh/c5OYj7pMKkiyibaJUW9VzVJm4OPGsvp7xyYOLso0SgnBSgM+FpdVetPiO1cqaadwgBUy3Pd/ak1D5VrRTqXmBCMMDCXmFTOnt9KoBMDBGCMMEaYhsyvho7ECkSC/qYkcWa5xUhK7ndxQM9WbX1N68NqzKRwG08N8Grg5SqCSmJWhl8ce8fznPqB8GOO4WCW+s9dmPCmCP2+2TAwNM15Po2ENCfDYhRcNWvgCGATyfkXTQwtSrgZG6s1cNk003YxBHPri7wVHeBF/MGl2OHq4sVVAn9ekJ3VsAkDcCcdXtcnvZ4YbdBCgUvXa0tPRYKtvsew9r0OOGFBGUgn9o1r6AgDJbaDYOZyaVLwnRKZo7Gxqry5NVKa0bYRbtPr6d2dG7XoM6qwjVFnK2Eu1o3mD/NDFp4qEy3gs/3r/4++ThGAaE8RCnxq33O3/pbfwsA8GVf9mUHf//+7/9+/NE/+kfRdR1+4id+At/zPd+Dq6srvP71r8fb3vY2fPu3f3t77IN4kb3pTW/Cj/7oj+JbvuVb8Df+xt/A6173Ovydv/N3HriMGDiCEyAl8xfICgYdeCeUlVPP5KkdJXd7tJ1BLaeEt6FXhpmsFVS96CHYAHy3PZc7Lgp1FkAEBzQn12qhxS4dAEDUXn9uNCboXhrA23HWGtwQmgLyaWfurJGdvXDWYF155QUQWbAPSwHgdcdZoC7G85cZvsGdZGf62V5r3uFUBT5lAxbZd+JtwplmJqWdj+INGgdFAGwRStzKbuNOEHbWYJCKQnyHZl+H54acsucc7qmSOtA9hBksLs3uqCyodaqpLG3Pg3tEIAqqt0l9YW1+OPY3rZkoqmNA507SzkxpCk1r80Bxv8fdxztFU0A5STOBFajpHKQzxiSvfWd8Aq9C0dZtWXoFegEFhU51kGMBUBQUfIwyQSHeNNDMDnkklJGNbXEBLLEfruqC3LEFnlkNzFQjQwEwMaYxIkZvuFcYRdgb2BEiC4oSxhyRC2PMYWYHxrk6p953PDkTR4uxOFbnVxsoGuaUoGmufMPCNqeIvxZNBB0YuQvIPZv0JAh2A0MmBk1s3kARloLLACaCCOFsvQeRYre1Mt71nSucX62wWY0AgDEHiDD6NOHOaocn+i1O4oBn0l1swoA+vA6SrRoHa+twvAoZd9IOt+Ied9IWz4/mBhtZEEixzxGbNOGNt1/ENnf4bx95HMM2IJ8x8kaga0G5Mhv7uCPECysPj1tF2BmT0ie0cvzqx6TVkE0Swv5mtpfHjFRs8zHejmbSB7sOEdo2kJLglVW1msc0QjQ92i5sHy/mRF8hvf/6178eP/VTP/WKr/MgXmRf9mVfhn/7b//tqzq+ZRzBCWzxVyHrGqwzFa/kE25nngS1gZUtht6GPsDLHN3HQheL1YI1qTRkc5r0lABksSYsiQiaX6daNs8po8ogaEsPBdgC3d2dwLsJN3aurV1kmVHOVhgf6zCecaNKi6ex6iTMy51/PX5nRiijVXccVKksojIeLRUEzIK9aCk0E7b6sRGQ1wTurOKn9grSCFB2qYTPSWGqolH7m7nTchO0Vrt+c20NiHuAJkFZ2Q4t7Kb5hIupECtgqQyOOrioxmh2ztGEvLgGtLA4V7j+95GtPDgoymkdeDNwoUKovZeW44fUrdl3QNwLwl5mzc0N5/yzv/C/40/9uX+B/9f//XfjP/27G4RulTFhFyDep+pH+jT3z+mcIfDPVnrT5Yyn1o4gr63nlDrdLm4Br0nn5wGz4VwdT9UfyAeaKkN6QQbPlV9bntMVSaGdHKTH2NNlwStsSmEg02x453qSGlkYOQdjWLJdVFVCFuvVUgpDBkunLO/Vdp1aLyb/mew9zC9mUeYbgenEWEGerApLokJ668tFhazLsJrT6T6aQZoIYZqCl8BWi3tFJGMaeM8oU8CYA5442WLfjyBSPLHe4vH1FlkZ6zhhl63y5k6/w2ecPo/Igg8NZxgkYsOjCSld+8RsjMi+RFzkFdZhwtPdBZgUgRTRGZXnd6dIXPDs+gIMxeXY44NTwNQlhLMJzIKyDoixYHpxZc0NB0LqrAlidIBCIm1jUTc/ZWXl+ylYX6KbAAoVQTo38DWdBff4cPM61wTWKkV2t2/zmxEgP9ppnWPcG5/24ET7NJfHkS0OGhRLLUdZKfJUb2Ztu/0w2OPyCkD0VVMrkDB00YSTi1ROAy2++CjQhGZtp1bnwMqa5GvVEQ4S4J2GMQFxV8D7afYGWdL3Cw2BpoDpNDoNXQGL7YaBedI4SE81QDVb3zdB7CJFQKpWGi0K8sZ5Eg10VNFx1ZrMje/cwruum2XeXVVHUGNg5mMB27UILbWiXvo7az7izhZzKvNu1xgVAwrteBftB8hbA1A+BAnLsuBlNY5VsWh7LdyT2qFWXREvyXUkZAzDRuz16y7dm8e1po0+XngyP4d0VXveaPMiuR7/y//1vfjs3/xr+J//L++dwQkTNIQmDtbIlhocbxYJVsakbGJr6iexpifIe6aYiV7eAGVjoleN2hgCrVU2xW+AmspZskVCMztEAEeBbizzVcZggs9qJe+3FwrZtScvwPeSYGZFdsMxKjT3xRGgbCP23AHrESKMnBkqjDIG6MQ4z4zYFUx788WgkZswd9YNmZldBeFNBJ7VZlE/Pmsl4U37XGMhHRr41k5BqwItBIrSzoMdl5qvyhgAIchpMdw+slWq7Kx9wXSZcJdPsF8lc4dVQiDF/3T7w3i82wIArnKPq2xlh8+Pp7icelxMK3yQz/DM2oBHHabDvsOvvXQLZ+se+SRgHSa8qX8eT8YLfDDehoDwofEM6zAhkuBO3OI0DNjdSWBSvLhe47HNDsWrEMcS8EIJkBNC2UYApl+bTq3vDU8OxKurs6fwli7d4SbPIsCq0C5GSOy9Oo5MZ1YADEDtvRQmBY/O7BIB6dFe6gpefYqmPu9TNR7tK/bxiIVteSvbdRbFQIpNntWKmSeCRG0ldjwCHAGpItZMcx+T4JNo3RHXxyxEsOSK/3LNRfPg/3DAUGaAQt4zhieBwFrLx6sJNJV5kbxBAKkueg2jQCOhUwMPUG4GYcvKmZpCqcDEPAZkrhYK3u+mlfEuzmUWIJmbKRe0br11V9tYBwZyUmdICMW1FtVtV5L3EHLqtnXX9XPJ05xia4Cilt1mEy/WhbVqSw776Cx+zN4TZW8VFQhWCVANwOzDLb4vFtd72LLFNYxbQrqAV7FUoTGDRxNbxi0daFyaMHhn4mCbbN1afirGNgU6mJ1u3dnid36FNfH6XW99H/7Wu3Y4v3tilvO3bTKv3Z/DNNwzNtr46E1nktfcBK+mGbLjns6MLTHvDPfq6MTTm2r28Apg8rRB9SQRP2n1/DkjRbVDMMEeG8WcenuyZnLee6imhaoTbB3iIQgiCyYXYOmqtGtjYmnzvZiiYLMaQKTY7zoDRyNDxw5jcqA4WYVO1ZtU9qpqSVzgYqXcrYXD4vwFYx9nEA6UTTFA6IsyJwH3AhFG109IsSCG0mzoL7YrTCkixII8BYgkE4H29l7hiiHSYbsKmDYTYiqILEgkuDut8WR3iUECPrI/wVCipX+mhO2Y0Ht6i0hNozIyZOywvw1setOmPNVdoICRUPBkuoAooShjHSYkKng8XgEA3rB+AU/2l3hhPIEoYVes4ucj+xPobcJ2SNhmRtlYLzIeCdPCIoFHauL3sLdNn+n5gmnJhnJfBiVuSxMiq1qn9ehi/GaAF8wSYDxlpL67cbw/KvHxSut8MsWnPTjRdTfvioE5deKpBnU3SZB6WS2gE6CeltHJGwNGWCVDNT7yM0uyrM7BgbCyVny0FA7QqHFbYNGYGEs1LHQeAAjq66pZyZM3F7M0xb3gRPpkGoLEgMJ6f+wFpWeESREmblbjdcFtFUpl0a3Wy3fN7dJeq7L1DaQALQUUd0Y92IJrO++ymndu9bH1B0m+w6yvWdNDWREHb+42mRFTmAykiZc5c7aOv9YnpjR2qh4zD9bUrrJLpg2p4lJgNpPTmbmofWnuMw8YU6OH11fnz1Q9a8KoIG/uptGrCnaE7two7+oJY+yKH68L+sJeECZpIuADLxKPL//q/wD29AYHwe/5A/8R//Af/x+QTyLG2zYg406QLhYlxgu9iTJD+wTpFj2FnEEUB1VgA21WXeWMSSezuLWCh3FRT3+ti28DDv7+jUGp1TmlluE6MEkyZ58coLA3q4uxoIsZwdkTcuO1mIqlaj19Q2yOr4EVXcwYOLYLxHsCtvPv1QxvKYi1/jcm3uQpIl3MPakUQNiLOTXfMzYAJEXpMmgbbOOjwMlmQIoFTIqTbsTtbodNnDBKwPl6hUkCPnx5gotdsvLyqCgRVsWkDoqi9bdZdRM2acSkjA/tznCVO9wd1nj+6sRKpYvpblSAfSrz1JAJ4YKNZRICkeJy6vER15r0lLGVDokKBJb62sQRkwb0PGHFEzbB+ur8t+3juDuuMZWAFArurM1FsJwyyipDlSCZUCYGJgYPDN4DcU/IbVAoSL2bNiISAG6dxA/HOg8ZYQg2ZgMczAiaR1I0YDJtzK9ouQl9FOMTZV//KMcRnNRBezj2bZ4qMAGe/016Y0hkrPRh3bm79gHzwk5Oz7eKjbL4vthdV+qYMmYNw6JsN+4VaeuOiIMedooVMoCisB216lyJsgQm7vJZTubqHGnVLjaxkhjVX30ElrbvXOwxDZjAgUnPbTfedpVCzdERQPueN2gN3crKnDCrpgOAN/vzJnFO47fyaMXs0LmFnY+hGlLVBQVgtd1vEDPI4qGYjsQnN/JzgaKgUlrVyU16Gaqg0BmMqj26d/zAj7VOrnO36JrSIZq9O3hynVIBANs5dheK/rx4ZYc75BZ7nPlqGGuCRd+gJ546x2N3Loz69mv++7/m3x4c2+//mvfi5/7755g4Mxrlfv6BE1y+uHJN0uFY0RTMoj5xY0kA0/dUjU3pZjZLeteVwD4rmlnX4qZpIGR5jnX+n6dqtKZ8hIxRSdrSOdSEs/40BpgFIZjWpIvz7pqCgZQQBAjOtpFCnGkpnkJhVnAUSGcMRth6x2c/zsqM1utr/keEaQ2QMICEeJVtfFXwC7QUsWd4DVw5cNPeOuzKPmDaBGz6EauY8Vi/xVkacBb3YFI82Ztb61QC9kNCDmKpnkLgwUCUnmTcubPFST9CAexywgvDCT5wfgvPhxOoEi63PcrkaaJM5rPDQC4BfcoO5u2eyEPAxXaFLhR8KJ6CSTBIRJaAPmTsSsLz+1M8tbrEUCLO0t6YEmVsc8IHrm5hzAFTCQik2PQjuphxtrFzXoQx5YBpjChjMBJNGJJhHYYjQNEqrTi7QLYE044P2efMeZKmYkJ3M6CbNwamefJKsr4yfARMj3bjP8XDNf7Th3jOJ0t82oOTctqZaK3m++EAw1kNckdLE0V6CVxHs3q/AJoVOvoE72K4pZto3U23aosFDUwKkGszJdnEWys/WhXKaDvnuCutw+mBydvCEA3APaxJTeXAfSlKZ5Q5Zdgi7p18GdxYCsBv+FKrFA41JuILGBWF9PMCT6LmGOnpp5r/reDrAJj4IVK2PiI1HRZkrgpRcvZg6wxC7Z7rzqktReaAgCcBj4Kwz02T0VgGqj1hFlbjNwlCafm+zvC0gz186NIAzz7LfL2N7QHiBISdXf+0NSBYq0msI7YgXhZ02cCNRNs9arRBVO3n2TsFkwi+7a/+r/j8L3r/4bGIjx/YRvE1r30Rf/d7/h8Hj/l3v/Am/Jk/9fWHO1FRSxG5E3DpLT3C7q3RKl+WJWSN3aPG/jWQs6zKqeLVRoN5XLefryfTy2W1gpFMUGIQW2O+Kp61z3g4ncdYkENogtkQBDGaFiVP9plyCbNsa3kTOZi0pnJo7GlNtZEaMAvRyoO59xYDrkObq5B8/gjw7sZoTI+yQkWAQhiHiAvuQSvTek0SkNUWd0ujEJ7eXCCwoAjjxe0aly+tocHYxzIEDFOEKGHKfr1Ysb3oZyZqH+Zz3glWtwbcOd3idr/HS/t1S52Sp75KsfcVJQwScTGtsC+2RIwScT6ssMsJ+xwRHPBFFmRhbIcO4xQhrt8qSk3gK0JNsKzwoefnd3kMVY5kjtRofYmAaADlWnVd2I4gUZSVN2WserflkFraFjzCcWRO7o1Pe3Aiib37qant646H6iKdYRO3L1BmoASQGkDhyqK4pXvtGdIWzQpMlhU3dHjTUHaxJ/sCU8GJlw/yqIh77xa7pOH9uKz5nU+SN5WKkfem8cU+b6xCJ0KMSRHrXyEQBFncybUaSCsgIt9FmhaBijk2Tms+TGEAljvONZWi6C5NGFgSIQddrHGzbXvzjqlCRK9+CntrHR+GKg52O/fJfWcWLA0PxdI5S7Hocsd1v1K6KlhcNLWLW0XcGePTqnPaa14jA/xvc4m1i6ZHAybdhYEQA1Z2kkx4q4hX2cCU64gC7L3MIA+WLiwmgqWpAKr4sf/1C/GbPu/XEFNpjDVdm6fo8FJimiJ+9J9/8SFjIvN4grNgSjDNTqmOnLNwuup9pPN0DxSI1YtF7eCXHiZkbEa7DDXFExamdH4iVcgt/i2No1WzMtoiB1ZQb6mQKoJlUislJkUfC6TPbYFUJaRQkPqCHIOfB8I4RnfpxSxUry7FMn9v17mmOtnYk7jXJgKvY8XGjfucVKNB70JNrAgufg3RugiLEvpYcJJGbHOHrAZKqllcBQXrOOHF/RpdzGBnYSgTaGDsrzrsKwgRM4sLVzzfP1GtirAXdKcjnji7whvOXsQoAe9/8Q5oItt8eUlePZ8GOEwYCwAf2Z8gK2MsAbsp4WLbo2QDeavV1DQ8ZZxNl/IUrKPzYj4Jnfimj5rfTE2XtzXWtW01rZlPAnhiRAbCNt9Tgch709mZ6Jshie9JodfS82N8csWnPTjJm2ALpU+0FaA0oaOjfABt91cNlWwBUt9hAuoaBq7gA4vJrsyLba1Coabz85xv1fF5F+HZ9El9oT+8wW7s5FldWxfsiTK7l0DAeCtgPDGNiRKhNVDznQy8PLKlpggQttc0hoDmklEHJqWj9hq1NwoVRizmKMmT9dwJe9ttqpf52rGh9ZOxP6BV5Ui08xa3eqDkr74r5FVDXHUY072Ga+2cAPecv9qNGJEdcHG7ZnGrXjVkOzjTnHjZ4k3zXANntQ+OG7VNBqy6S28UN4p5PDiQ4l0GV7O8+8XSft+rsN79jz8X/+Xnn8Ff/H/+I7zmDS8ihPs/vwjh/c89iT/3PV+HX/tPT2GlexdoXhMbivXsCYM0EFrTktF7mpRk47l2SUZyQMowX5OgQLfQiLCCvROwFIIWNiFrdP+TQm0nDQIoAhTNs0SiWZfrLoD2DF0LQrSv6vJajdQCz9d8dCZh049WCuu7+6KE7dBZufAYrH/NAqRUfVHrGaPGQFXPGwAHHjfLbrql87YHG8J425r6GXOi4CToVxNWKSOGgjEHDFNCFzNGCWBSqBIimbBVlLAvCUOJrXfKMCVo5sbMUAHkKoImdhbRKr6kU5S1pcQ0KZAEaTPhdLPHndUOTIrnrm5hv+sOUlAgIEZBYsE+J0QSJC640+2QlfHisDEQMkVMQ4Sed0AmbO94OfZgVU5wACq97bIomxCYCiCdzzWVFXNn4MouUZmr0jQQxlsBVBQh+IkvtkG5DlCoiKXgswASPFXL3km+osdHG5z8envrfCrGpz04aXRzpRWBg6qT+rtiRuP1eZIAyUBYiFzZDbKa9sSf0wyZFoLJZvRVrdldEGiup77rHi3lcs/N5cyJWTtf06IsnUO9cVtZRQy3A/aP2WQSJgNF7VgqK+IW3C184jLAMvcL0UDW1K1f7HoIjc3hAshE7oXiQsyutr0/rIAJO6tGsfM3sy/Bf497vebEirmsuTrmFjWLar3Xd0WdOQJsAjv4fIClUZiaqtc0OCYInTbGrLU5gO+lim3juWBvRteJTGiTbdxl17rY8ZFXIlApM3tx37j5/7/6y0/i7W/7o/iW/9v/B1/2lf/pvs/+8f/vb8Zf/v4/hOkqYaUFzQnWjeJQNTlTATqbEqrhmsS5Wqd0Vj5MYmAyXTn4DVa1AwIQddaIoL6NIsQC1QgVByuMli0jOMPCipAKQrBmfCKMiQPKxAZOxJiHaqjGpAhs6YWeBWMJ6KIBgOr8GkiwnTowKcZiCCOlglEIOkSwN4fjml4oleXUAwBdNVXWHVeb/oqcZi0rttLqEwNprZTZP38KBaf9gHWcIEq4GHtshw47Uqy7CcWdg4kURRlDtusgXiYsQgel1wZGgnfctSFSesX0eEa6NaLrM548vcJQzNPlyc0VXrM+xwf3Z9iOyV4L8M8EIJsz7nnsncERPLUa0HHGZ55+CM93p/gf2zvWtbisES4ZPAK5dGafP1kTvwZ2dmF2dp5MM1bDxMXVh6b+0YBh3Nv8ub9jQMfmKYASI59EINCNDIpdKJ8DtgAQIT0hDma2Rzc9/hGK8pC9dR7mOZ8s8WkPTvJq3glToXvWgao/IU+JVBAiAdAegBr7EPaY2Yf63e/H1uK8Lmp1I1/TOtXfRJx5qRUao++2FxMlAGjguXQ20Fxy16jo+cHKDOmCTZ4b86zgUdskMutI0JxiJc4TyTKl0wzUQrUtx+xmW8EYwRb2YKZopF7eNwr6uwBnRhhsZVr2yODFJr7qR6omo56bJjxVf4wDE85yAOCWYKT+fnBN62ND1VYIiv9cmyqWdcR4wtYzpgfumQP8OtLymtdjngTdhb1/GKzHEe/zrH1xQe4DO7u+TAzjCj//H/4nfOn/6T/dWJAgCvyb/99nYNx3SINX6lTvh+vuslzHlef9O2o9kvLKugbntYGRMMDHvHmdmMaismszKAEOv1PArD9QW2yx0IjU7sGN7ciMUoHOyBiHCFWg63Lrk8OkyMLYjQmqhFU3oSi1BX43JQxuvDZNwUzYMnsqxMTY1eq8dh8/aC3BAENbupazIm5LYzOlC+ZmXD9/3ej4lwLYjwl9ylbyXAL2U8RuSIhREPzzj2JpkyKMIRuju+6mxgoRu5cMk3XpdSDfGv2dCVaP7/H42RVO04g3nL6Ink3M+nh3hUFiA2gcBbJSyN6qDcOWkVPCVbDjyas5rfPStHHxK6ELBf3JiIk7s6gfvfJOrBwemFkmwJnPPez8NkfYKlqdNyJU5vYA+zt2PjnrzHr6hShFgT4g7O4PNngq0IHAK25tMB51E7Yjc3JvfNqDExNRzrsm+6N9LYWrLd2wBAmMZrDUxJkLIWTLJlTnWH+9Op4aXbygapWM2uSySGMstCTN6rmCi6xeOnyt1T3suLS3CozxVrBFFjObw/lwcaoW9srVDRdQUMu31460JZHZcKcZzKl/zuouW1X0EsnKAdUWbXOIROtDcsBASD3Pi8++ACaAAT12sMNF7DMSgerJLguA4g6otGCUjG3yxU7V7JzFRaqYyQTbiXoLg2v9iw7CAd5cHm4iZqvAUrPj3k0GRpZxP2BShcwPAlyYoF3Eb/zc57wCRVo2r30vjM97zfvxzz6UkS4mhKux6VYOXicyysbKzDWyVztwayFQegNp0nmlTjKQWoXe4qJKTJ5WrKkXByYiBGJBIGo9cAimc6gVNWv3/KhCVaICXRnTIFtzTC37AHT5QMxqbqeMLIz9PiELI7IgOgjaTxH7XVcvF2Ri6MjNtZfdgZdHtNL06rHTqu783mcXry9bQ5S+CpxNWM+FUFzLotGojj5lnHYjphKwnax/Tp4iSlYET0vtpoTLfW+9fQohJBszt9d7Y4vYUjWlA+Kln/cEjI8Jyq0COKtUWaOL3GNHCSdxwM5LzZ5cXRlrEzsMqwIJjJCtF44MjJJDS4uNEvHSuMYoAdvcYZcTdpMtGeV2Rs4RcUuIl67ZGdDmCrOnN70cT/PmpfY8ipOCL9EE91Yd56aWa6uMrD5RrepNACpVUzIzpTfeGmNB2AerUlNAx0fcvh7cOgy/2ud9qsanPTgpqXZZxbxQLgFI/dsyU1JZAl9MQVb+GUbfQeyNSpQwL2w1NdRet1b1+M1cLZeBBYtQJ8FluKZExZ1ax+K51sVjfGXSFCB9bPb0tvO7wW2WFqyJpzyWeFzJd9IRswPmqq7iQG0dX7qZxpXJtA7mO8BeZQKEURyMEZCopQ9IbGGglqpxtqiWaPqxBjgYyNcW15pnJq9oUYUy3+gHcqDf0LoY1ceYrsRoez6oKrITMe+KZz8UzF4MBPDgaYfBGJPmO/NK4ddsWe78ss9zVuyzP/f9iFGsb0xh/L//5f8e/+f/4894tYrg837jf7N+S5fjva/pAEfWCWUVUVaMvObWUdqa+VmHZuk9ZREAikBelIHX86GFoNlBYGfakcNTbwNVxNIrkaUxCDEImBSTl/sCzq4Apo0SBrItoCGIAXUhZGIETwPlMSIPEWmVEWMBs+k5pBBkH42lcfMxa05XOz47W+JgqwpayVsZwNM9aSvu2+Pg3Sucqslg9S6a5wZFTBmbfgTDGJ5hihjHaCApE7aAAbegGPfRmg6uip2fUDAJm3amy5gmBohR+/XU7sa8yv9/9v41yLbkqg5Gx8zMtdbeu6rOOX261S8k4eZhLDAPW3BBYUMIpNADgjBIfxQobEAyCrgSEcANQ/AwRoDNRZcPGTBGP2we/kL6Yf8wvgEOGRlCBuw2Bn1WAIbLZ2FhGVB3S336nKraj7VWZs77Y86ZmavqdKtbCNxS94qoPl1Vu/Zez8yRY44xJrohYt3LJHxjv8HYBQwhFnFtZsLKR9x3dIo5eXx415dFmCUU59kVUe4jB0mWPcQOYxJ30GHqEGcPt4mIs6CQsCVgRml2CKAmYZO0/sidlnM0TZeylnM1EsDN9RGz14syXBZKuSMJuuwN4QTk5MVFmBrmtCmv+l3U+H//MWEp/zy3pA6tj+bvPlG3Zzw4KdY/s0vaz5oU14ualPLzZuMAJKc9NqKsmsnEo/a3pldY/CEKSDDa035uos/FRAwADROBi3qUi6JPVbBXdwGVbBFWoSsSNwLehgop72GJl1TyHvLQnLOMMvhYToc4azQXwwHOORFaMurET4TkAKdsiz9k+KmGvBXG4yOUi5kgkeuDW9qeNQJbxLJ2QWnpiE0688wAq96Ccka3jVjddMjBYboqFLSt+mozOJR4+QJUNDSKxiTdVJ8MMHFSB2HnBCh0HpQy3OQqy3E7zVFwCJuE5z//QwCAP374TnzHj38t/uiP78UvvvP/gf/3/+tn8fznfhif/LxHsBq3mJO7DEy8Alg9f3HjELXLcO5kokgrlHya3ImeAg7IUwUlZWXLoo3I0Um0RkhaqjGGRD/aqcvGZQx9RGZJFGUmLfcIqLDwsNJzSN05RDLZJtVUeCfMEREjbztMk8c8JPiQ0Q+zOJlmghu9PN+zMCbWt6honZThbB13VrLzqiUKu7RYNNjqny8+3zqPOseYYsCNGKC3NlKq7E1UUe7sGaR9fTAkYcMI2I09xikgTgGYXen5w83ix/QoKRPOxh4xedHgeAGABnA23YTjbsTJMOKxPqn2QwCaGwk21JyOKxAx5uSxn4MwPdEjRSfCZtY+UQqO/E71aHp/uJngRmnVYInQ8aQ+yJIOqxECk1yD7lzOcWsYKM+3U9Z01saKG2nO6SYpf/tdLN2L62dEBFIGhp/empNnt8vbMx6cpN5qLCgWvJY20N5SdSVgmzEpDoAOFDkAzmkImYnrUMs37cBFGZJvggp0LDdF6GHtX9NqKTSDIgeCm3TFkBvWpA1g08lOury6cky2H7cD3K2mxo7RSjk5qABWtSapk2OnCAm7UpEbZQUvB2FP7IMkM4KEOVFg1WVpBCZlsVzEok9qa84lk1ij45EkmxYmZmR02wi/j3WSLyLQyp4QE+CkWzF7J+zNPqI/9YiDsD/jdaqC5kV2TXUNid1XrtlHBCZNA77cB0ntddYXiABySN4B607o68Kk6N8HYU2Gk4j/8T/vxf/vjz4J/5//81UYpx5+Yvzp79+F/+fXfRO++Zv/v/jUv/xB9H7EnFfLfSACr4LE1a9Fl5S6qifKvVDsaaXAJKjQs8/S+deLaDFF7YMTBejCEzCL/ZejQ84OISQEtdOaTgQAOtU47KcOgEza8yiR65xcyerwe1dYSivpxOSEFXFOJtLZw4eMTIA798gzIa4TyGXp8ptlMgQg5ZfRVu+80D0Rc+mMzU5LPazMnmqS7PmQe5uLjoIdivukPHNMqodBbXGl/6GZQLOvgvpJmohmJvSdTLb7Q4d46MA7Dze5Wl62MSgReBY9Ts5UujOPU0DQ8to8e4SQse87jEOAI8ZmM+L0uEM+dei2ytwePE7P1jhMHbouljyTefbIyUmJTfU6AJCvRMAz0rWK+PujCTk5YVZUe5RHj+HKWGzecZQwtrTy8DsZryROgBYstZ0scx6zBxC1BN0RnIYAuvH2DIIbI0LnHrf883TZntWcXN6e2eCE6srvosak1Ei5TkQXyzqWfwAoslda0ylN6ZPQ/CKIlYfOSh+LGPtGq2IiWIosceUmWPWuhHMVjYoClzKhX4git3wWA1iNBECOfaGytZUvl6wPG5yzOnNEb6DH2QHZM5yyQ7ljtcii6FJcp+xHtPPjChAxgGKfXXbjdmmtTWmgNF5zhOIuciLenI6dACMNzvIjsPbAEFnKK4mF1s/ARbaJ5gQKTtoOsExC4WzGyhNAXkobq3q93KwBeaPpg9TWPGfQRyrlKGPBg9fSm0cuNuZ6Ldlpd+UcpHyXQz1fBOTe42Zc4eu+81sQO11JKijz+4T5jPDW7/4KUK46jrJ5V0o58SggbpyCEgWfQ8OYDMqYWFS9xskzy/lMG6EIhLUiZKf3YBTHSmIATCDSUgtx6SVz3E84GwcBK8oyIBPy6OH2Hn6i4qCJa7sf5L6ZZ1+0NkHzQ8AQK/OZR5g8EhOiY/DoEM5rLyNABL3mqiIr7Rl4YL0PUiOSVZfOJV1XoFKuyNptu5YCJfMjzhr+xgTOkAleHUJ+TyWMTMogDNISl3cZwxAlVyQ4MHMtvTbsXR69BrI5kM8C7CJJzyACeO8xDRlj32Hb97UrM1nDRilx+XOPBOAwO+QNIYRUAFXmmltCIYOGBB8ShiFKDgsB20MP5xgzhDVzjjFPAf5IVmIp+gWwYscattaModSMkQ2zrKdvEckQOwIlBz96bVdxmSG5XQzD023jj7K3Dj8bwvYJupEGsNUxqaRBFiCSsXCS1L/Vf3N9YJgg5Z2Vsidary6aBNTk0zbs6WI5x83GmlSwAUDtwg6sGRlmoV3Q/jaS6Mq6BLWxaClIA8yqswUF7LhYyztltWKsjwIsA2Cpl0Z9IK5sjC6ocq/6BAueu8BE5c6pTkbD4czay/Wzy761PyjMQv1xGipgSz1hOqklp7ADwsEh7D3c6OGUZVrYCguAUFDRe6G5J2E/+lsAqAdlIA7SWdVFRjgA/bmm9mbR/rgpgQ7xibUipvEYAtKmQ+6rQ8rExIsWAb26Mga3LCUya5qrWH1TZ/dILS0hy0R6CZgAKnoNSCsvpZte3ieuLmgE9DrnFYNXCRRk4mQmUCfnkY8iEgW4PQkTQABr5gmtE5xn5NlhJl/AiSNIPone+I4YKbt6K2cTVANhksm75flzJpmwo4MbuDh/0j4IqxMY4UwetkiaB6Llg7AzUXVlRSjbM1zRSV1EiD3chNhlcgVKHxfrQVQYE1IQnAhxF+rNnEibg8q58pNodijJMzYfcekrFbODSyLuHVYzRgZ47os+jpKwVU4zgnJ24JnATh05O4e8zoBj+DMvglcXEIOIY9vmmib4dwnImtJr5TNAy3CQhYJfz+Vnm9WETT9j3c24sVuLmHf0oEMFITRJbyAODL8VBssWY2FX+1dREi2bhGIKucjRFm1aLme5RhLESJgHFWyvHPzBwY23Kd9kxtO9rJNAH2VX4meZk0/c7WIJh6A9TVCFsm25xyaIAjrq39iELh2MCWEvrEEJJmN5WtMaBYQYa7MIejK3TLubmZUWZg3z0hTU26wU2ElcfdaJdpE3YLHvjKIjKavEDM38qKxJ+behVdkbS6QUEsn/s3LVSxGpvofXb/QkcufK5y5C0qhamUuHVwVPNoED8v4usQxmnirAI+njk7181rwh9OcOfh1Ex2FJrMASQGQGQQAGB+0ZNCf4mLGaErqzDnHjcbhTBMb9WUZ/KyJsZxHgWmbJxfdtNxMprzukdUDceMSVsj2epPOwCmzNsi0do2u5rzhIoKW2xtJNFhrnSK5nzEUcfXutidDqcaU6EwUmaUAFnF6YEx4yqDcHDhZOHCKAT2YkH+DPvExEm4huPWO1muGJsTv0wh6onqQt7ayCPCBT9FKW6LKUhCzylmgB3k2XwtGBZyldwi5r1E7DniUIcAsAXvJydtoBWtkSP9dFQWkHZM84QVsRGHi5Td4QSbBhLe+gGRcEVJb646IrOakujUriLgdgusJIVyLcJoKcMEPMVBr35V2QNOVDdUmFA0Cs7qDYAneGHwmsGhu/pzJ2iUNQnl03C4PkRyAaMedZGyva9WUJ+evlOtnP+xALMJmTx3Y/II++AEuKBH/uEJrP9mNdlC1yo7Lce/OxLG6sfOnU9RNGLufYxkaJWZB7Pq0c0ioIG3sxpI0Z+WneW0ckch9NWefPYWeeJtszGpyQ97LipOVkWmyEQGE/jEWwwatlU3IBFfX71OvgA5bwqFnTMHXZQywCMMqswWfLfWMSqyU7eS3NipFtImwnwzZBVEPXTLtg9l5rIgjUASH7Gpct+1/1JdYiXhJSUVJSFytDB6GEUZkTocapnCd20szLRHd0QXgsJx+6EpTPmNeunJNsCaSQQchP9bP8qCWIXnZKqHe5ZjxAV1QSpOb3DjQEYZumxym5ZIbbz8hrXbplSE7LnOD2M8KZx3BD2KinFqKGAgjS0YC88ogrj3njMB85aShIQIo1DIy1RMDBgBhKl1y7H839YGLnoIO1rPBVY6OfS0gFqHAnzf2MNYnWIK1v6PWAqp0IrBR+rpl8qkWwy0g+Y1YbMgggzxiGiKNBLGhJQQmAYvHdTj12cwfvMnqfcLIeccorcerY6tp6XumkjiSdbZ0XRgAzIW0DeB3BSRCGP3MKohndud4b1p9pK8nLojFphKxUzzt7CMPBlT2xsu8lIXwDTCgKILCu0pQJrFqIOhkbMNESqF7HuGakk4TNXTt4nzFNAUkb5eXZgXYB4VycMfYMAHJMdm7s2snCipZJt6aZK6yPnl+u58DNBJrlnOfJI3UJ3kd0Psm1CygsXB8SViFiFWY4YpxPPXJyoJAxbGZ0XcQ4dpiOOuRbnbiiJjnPVrrhUPfH2FjTsblJrke3lcanqVP9z8TwxdYtibGm9REG0gm71WyXrPNPwy1/lGWdj+ZvPl62ZzQ4KaJEWwS2zAiwWK25WFeTbcASIIOOz3WyMJU+BwXxAYBSkd1WVjvsgH6bNROksgKkeoiSOMoQ4WvK1SGQs4aucXMMVqYRF4fkVVAZdF3kstKmLJQoJdM1oMknUGCiJRyzD1tXXvbKSihbYoBiYbfVc2Yi4cKmmNulgBMqbICBq9STBJ+tVIB6gbkq59iJzgUMsbl2MiD7Q2Wq0oolTvyEEEYPP2dwH9S58ziDVc4gVf1TblbKKYNiArXCuycJSgAIY7LpEU861Xc4TMcSd17C6GzlbWBYz18RV0eUgDpjVmxscpPoX/qzhO50gtvPAKk1mVlyOgDVunRSVtJyTu5RLN2W3ZMGrs+Dni5jPZyCC8fGnAn974YE7jXMTmdxrwxJ5xP8wCUt9fwwiAMlSqnnaD2iDwnrYZJ4+SFJ2CATeC8APeykZJFIbMxELIzE1hWhZemTc5DJ101AYPm3O7c2CDXkr5ZvBVSzJjl7m7AV7BX3mOYOsZ4cYVQkRiCrdkK6ZVO5Z82tV8pEdj61XJoGcb1gEB2Ocxk5OMRZbMVIBLdzwhL0jLTWxcaW0J1LqSo3Vl7rkl7s+I93m+r1TtoniaIAFDcT0uTAa0IfIlZdBKHaVjuX0fmEwUc4YmznHuMc4HxGGBjXjne4Z3OOyA6PbI/xYX+CeZRBhnbqRrJdSHL/pE3WEpVDmAR0DbcY/ankusS1gJtiGtCWFd4syI6QewfuxW5+2wTZZ7ePq+0ZDU7I+6WoFc0gkuog0lKQxp4UZ4sOPmAIoleKvQw+nkTERspUJI2kTyjOCD8xwkEeJtJeOrJDNvjlKuJsHS1N5+GyOcigTksqv9DXXgYjFyUaOkfAF21LnfRyQLGTWsKtRPBXjYkp9kt/HqOuZ/l9XBGCZn9w0hU+6+pRc1aoSZ4FSFNIJQacPTSYTgfdCGBVV43sSFdO2utIr4Pho9xJicdNhOng4MYgA/YcQOP8uOzJoufMxdc8FR7VhK+r0AhPPeYjPcamhGIgBGjuR70efm7uPZbrKim9er9qq4N+mxF2CW6UGgf3ARycABXdH1jrgcGV1aiJC1vLsHSPriAUk0fK2g8HkuZqZJ1liZBj5CEBmdBr5sa6mxE1s6QLSfJImIQt6UXoOR06eJ+l+pQduk5W6il6xMmVyoj0ZQK4c8idF00Lq6DUOj2rzdaN9bntDlzcW1bSXFrVlaXTr4Wd3xo5ZpQWDxJMKM+inyRvRcAJwAe5jznUa9iCTkCfpx7qhBLRcD5OJfIfgIh8uwheAeSAFDLSbLUnwB3MgUfotqbJkP2z/V3kGLVuIkDBPZQxk/GoO1V2cxZgl5JDTB6+n9H5VLoQd07syWMM+NB+gylKf6ArRweMc8DgE567uYmZHfaxw61hjeQZJ8f7kpMCAGl2wrb4LBb0vQdHBkUnjMlWzul41ek4WM9pkaHNXJheEXN70eO12OTjAKdkEJY9tp/8332ibs9ocFLKD/atrXBSpV3RDmQMWL2HoL9z9W/ttUZXGj2+CGvzKGr73MuA1+20N8UMdNuktXN5X9ZOsVS0GVxX862zRZNSufNFCMtBHmo3yz7JAyuOjNwzsJcOqwIsZFa3coKBkTTooK3JoGaVLGDt4vlTwGbOlpxk4JBmcQwT8rGVKLI1INS/63Ql7+r5YycTSrb+PzopZSuB+MqiINcyHQeWJNtBgcDagXeEvApwLft0cftYFHKtfDJ0SJuAuBZHTFwpMFnXKHjT7xSBYlO6aUuObUnBQvXchDKQh12G386gUXQzad2JiNpWkU7cUqV7q5bdcgfEI50sB3Hl5FWWBm3mlCKIa4qBHJ2Qgz4vnFSOGMkzSN08qxBldQ2PPiR4YgyqL2Em8CxpsXH0mGePUYW2hQVxUrox7QsdBIjkHuDgwZ2IU6VkQQXMulkXAQeomNIYEFt8cFl0FCG7xvTLzukhN6+7qAGzsqubMrz2ZWLvCli0EmghEq3soAxkPGbMJxm8kmMYrh2wHmacrEZsp07t1xkhCJMEYmlWmKW0lZGR2BXWsTujEtXesiVpkPYCkujMJT/EjABpLXoit3OF0fCTBig21zZQxrqbEVwqjQn3sQMRY+giTrRv0HbuMfiIozDiLK7QuYRhmOFXE65t9sBmj+3UY3voMTs5+ZmljNQuBE2XMp8oG2WNQRtgYuOti+pg0vuZHV2esp/mTMqzIWyXt6dcsPrVX/1VfOVXfiXuv/9+EBF+/ud/fvF7Zsb3fu/34r777sN6vcZLX/pS/Pf//t8Xr7lx4wZe+9rX4sqVK7h27Rpe//rX4/z8fPGa3/7t38YXf/EXY7Va4XnPex7e8pa3PPWj+wgbdUGwRrr85Yq9l8sgZSClBG2xhaTV15Z6stZ4OdQVS9GtWMmnE2dJXBurcGFSZMDNScoLTxBRvwAmqw6595rkSsXCDNQHv/zphed1EXpU2BPNuFDXBgcGu/bzoR36KmAxpwccysCYLGm0ryLONEADv4yVaVazF+ho9rLCiysWJ5B+hv0tK6BKG131By4iXUvqNW0BO0I6GqTkcTv26c+6GWPSB+274hE3DvOaMBtjsqr7lAMX+zPQgBCqXxZ2R8ZEWauAqXZy9Xt1DDGDvYebItxuKmCLqSbyAqhpvxsTw0pH26w5JghZLKNdhutkZU/aYdi0B8agdF3Cej2h38zwXUaKDocYSknnzvUO11Z7HHUTTroRRIwp6mSribAxev2SFTWYgC7LpKqTfdgDfkdwBxG+Upb7NOwkwyRsqYouY5NhYozJhU3AmTY3NH2WMSZloZJLOcc2SrkkGIuNnOEPUlrr9qKTMOGtsFICEuYjYD5hxDUDVyL88Qx0DO8zrq4PGEIUIOcynJZPnJNVAIUMv4qgPgFBQeTAwr5pCXQBYDvpkDxeZ4x3Jkx3Jsx3RkzXE+JzZsRrCbxJoFUCa4bNfMJavmWsVjOOVwI67ljtcNyNcMTI7JCyw3E/4rknN/GXrt7APeszXOv3uG9ziucd3URHCXMWQe/RMOFomLCdepyPA063K+xOV5hvrDDfHJA/PIBudugf9QhbV8S+QHXvlCBIE+k3bT/czEXcbBEI7SZtKv4Mz/NfwGaak4/m6xN1e8rMyXa7xed+7ufida97HV71qldd+v1b3vIW/PiP/zh+7ud+Dg888AD+/t//+3j5y1+O3/u938NqJcvp1772tfjgBz+Id73rXZjnGV//9V+PN7zhDXjHO94BADg9PcXLXvYyvPSlL8Xb3vY2/M7v/A5e97rX4dq1a3jDG97wZzzkZiPXOGnQrJia13D9fV0FNbbBgva5WWFReZ+k2SDE2l7d3kcHvjoh6QOm0e1IDDfFZXx9Rl0BWJaJq/+f1wFx7ZF7p1Rus+Suu1X2zeq29f0a8GQWYvuyVWDzHkKxc1n1g61MIGJAy0YxR9LC1aDUcclVMaGs7aeKbcuk7YRBqZofKvoI1hU9vBIn9h4sKyjXAk8Fl5KO61DEGE91uwhq7Dzq+/IguRRpkOtRMkTW2pco1PPasm9tKbHce+YcK00aqUycfmrD5mbRyzDDHaa6X7pPeaPAtffIaj+23jnSL4dFoBGU/fAZ5KTEQE4HeHXKyC3D6ELC0MXiuDlejTg7DBjHDnOUlFJHjONuRMwOkT22sVeGRBr7YXZICJj1PQt7omQhdwKIc0cIE9BthQ2jXF0rYAEuxqS4Ig5GdXI1wNfKZCb6BqrIvWVBgTrhsy4EKOeiUSHVh7GrpRxAgZ8ygPFIXCgG8tNGGCHfSaNDMCnIY6zDLGyDxtYTAOeCnKuksf4EoMsCvJOT56I43nQHSFlPs4OvJJfEdQJ61qsZMTmMhx7OZcy9F8Z0yOAhAx2jDxGfdHwLKz9j0JPTuYSjMCG4AcFl9C5i7Wcc+xFrP+PEH3ArrnFjPsLDhxNsZ0mr3UaPw76XhNltB3/u4PcqAJ/l3HfaaweQ65c6cTamTq+xlo0lf0bE/GW8ZdUKOWi+U7PYu9jg8mm4ZXyUIWzPlnXq9spXvhKvfOUrb/s7ZsY//sf/GN/zPd+Dv/W3/hYA4F/8i3+Be+65Bz//8z+P17zmNfj93/99vPOd78Rv/uZv4vM///MBAD/xEz+BL//yL8eP/MiP4P7778fb3/52TNOEn/7pn0bf9/isz/osvPe978WP/uiPfmzBSQgqdqNatrmwtaAEhf6toMJAipsJ/qDZCblGMLu56jYcq0VYwUk7ALbddt2c4cdUM0wAHQgrarKQNQ4OKJ2HvfSRAEqcOmAAozIWvsSt68RnA3VnIVx1ArXjhkOl+GHsSsOimNjPgAFxbZrXAXAXNBJkLE7NTrH9yb7W5bPZHltwZOfMc2lm2Fq7S26Drp4L/avgD5ml3GFW2yfaNG23HrhMStYDR0pDuYIV55SRkdA8ERaT6ot0wgjG4ujpjVScYZeobbZz26z8VYRpr/OTlBcMmFyyDQ8d0rqTsLfeleA6bkGoAUKv4EStpBak5S3bhBjTJDeG97noSnqXii7BE+PQSXO+Ufu6zNlLbgcxxhiQ9b04aTlh8oiZQL0wNMaocNLcFBNXExB2rPeoPJx2nkgFsC2DWdN8LzMnJv4GmgWJspu2aLF73QIKAdTnUhnL7K0XkVqyNcTOLLGpB+aTjHSUi/Mp9FFKX/2Mk80BGz2HDgLkTNOxj51IhXzWwK2sbjx59qSPUR2P6rFpubAty3lG1yVsViNOhgkxO5x66QB9yoQ0D4AD3FGE1waMu9jj/vUteMjrvAo4rnY9phwwZ+lefO9wC9f9FjfSEf74cA1/sr2G08MK20OPaZRGhrwLcAeHfitlKL+38o3GGGjeT9iJpmo+Aqares4zIWRIf51c+3zVzuRy/tOgeSfBLbVjT/ONP0rNCT8LTp7c9v73vx8PPfQQXvrSl5afXb16FV/4hV+IBx98EK95zWvw4IMP4tq1awWYAMBLX/pSOOfwG7/xG/jqr/5qPPjgg/iSL/kS9H1fXvPyl78cP/zDP4zHHnsMd9xxx8dsn92EKkSzxUdLpdvPm9rxAuAyNAsCat9jsfrpgIpmVZVZ7XqoA6UJ7XLgwnSQTZymM7lQymHvVc/gJZckOESNH5d29tVRwAHatE+o66LmH1mFuVr60BAuW21xCwIUiJgA1mzEZv8VYFDLR+Uc6ktzEKukTbxhT2DLd9HzVMCeTdyWm+J4AQ6tpGGW7Far4Waoe4gLWJDmbkC3Z43OV7p+ilIuu5gBcpuNOy9gsNw0WAAWmhr2KTgtibli6bZVdNISltmDC/CwPJ0LtLyxIy2QtXwauXesTQJXN9cFYJJXvTAmnVMGx9W/b1bZds6tNkBOXDlWtrFcEkeM2Zw4XsSthxiAABx1IyJ7DCEiMeEwB0zJI2mXYOhhJBXIep8RVjPm2cGfenD2yImAdRSGRq3DYAGpTvU5FqRmbIEzIGetH6ZyGItSTBG4ts819ByrHsr0YOW8eDmP1kIA1uCxOcfVxqp6ko1as80GTzKhos/wK7nY3jM2qxHrLsqk7zKiCkgjO4wpYD93GGOQ8ldLoOo54eQk9I7rM2SgKhu7a7etDiVEjD6I02bwwLXVHr2L+CNcx2M7mQ66LuHK0QFH/YRAGVMOuBZ2OPYjVm5Gp7Xhs7TCzB4n/oBjf8CBO/zP/V344O4qHtutsTv0mA4deC9pv2FHJWvGH/RmcCgMyXwiB9mdEbpTLQX3DEt1Jib5yowcBZw4T6WsRqzvtXKgFBASP+21Js9uj799TMHJQw89BAC45557Fj+/5557yu8eeugh3H333cudCAHXr19fvOaBBx649B72u9uBk3EcMY5j+f709PQj7i8FCWcq7J+BEvt/ex0tVyaltACdLJrVblGRR2jDMnlRDFTpey0x+MxS9ii10uYz23Cy8sFc6fl1QFz5IuQzMZ8ljLLFyiswsZVcYRUaZgVGb3dUVp8GGkgZCM6y/2Z7BVBV8A2oK+6ExYlGdfREqq9DZVKKgFij8S2n4nYlVfYMdEDqKjApH5UEkPBeQEDYiYW0PxM2Sva7sWU/mY0ICK4cI1oQ2VwnsfYKkwVHSNrXKK7k3OfejkuOt7A67bEtMZ58TgNk25+VMiLj8qRZXqfsmUbhF4B3oYRX2TxtzsekmLg24Ss5JSEjRrH5ztEjOcLgEzI7nE0DDjFgN/YSd65/NycH71i6CCcRyDq1IMOJpsRNqonp1JWSCKQx73IwdpIAf2DkXu6lwpI0TEkRszd/V8CYsXsMTUU2TZiKt80hpucqe4K3FgXWXM70O04Aqdn0TfCaBhGblvvRPs8nFbomrDrJEEnZIWoC2gjZp9m6F8cg1mpdGKToJViNAdIJ3++fxOo5a2fmXK9J7xOudAdkJmz6GedHs2hE1iOOhxF3DDtc7Q848iM2fsKJP2BwM47ciCM3YmKPmQMSEx6OV/G/DtfxR9vreHS7wXY/IE4evPfwpwHdVpgSEyHHI2VIBxG45w5IJ+JKZHLluSaWchi0hGduv3qdNW03ZrhZE5PXNtBCBOLx6Q9Qnu2tc3n7hHHr/NAP/RDe/OY3P+W/KzXLhh2B/a8N4mhWuXk5yNlqxY+2gq3vSxkqaaiRzG1+iSnSywcSxGFzsVcOUKhkdsKUTJqX0f7eOnpKqqock2kdZCVnqZU2YSnw0snVXErwNsnrSwdC6lhWMS2LwVTLXg1Yu/2Jbn5v55oNvOlA1clglXrRP7A6deDs3BsKgupvtAadsZy4I9DtIBT1xBjOMsI2CQWsAkZ5obJST8Se6CQEKPhoAubIwu8ubOwlc0HSV5U16WvQ3kV76aXxpbm/ihC21aBkaCNAlORYYV4uHENmCe1LGXJRoSwElUyO7OvnUCJwcyFLkjtxYT4sQA0Q4JKZsNKV+CEFzMljnANmFbZikL/3xJgTYZ5DATlW2qGQkfsMmj383iF2LIxA0uj+KMFjrSXUTwDvUKzQpisxIfqiu7YxUuX/ZSUuFY/6bJbT5lHubcooiajOLP0qypSynWuaYlb7fVqLuLhm9LC4bLJDF2YM2tRvTh5jDIjpMgqfk5fuxYwSJU9O9EAchXqztFlzJl0qTed6D0E7F2cmzNkvAhjX3Yz1ekJMDut+xkk/YhNmnIQDBhfRUcKJ36OjhCM34ro/h0fGf5/uxe/v78ef7K/hxrjBw+fHON8NmPcdsPdwB4fuXJNwSQXyA9eEaRtjVwluE6VHkAXZaaQ9IFqYxAJa/KRjxWzN/0jFyFkTrqXEU0wK09O/vPNsCNvl7WMKTu69914AwMMPP4z77ruv/Pzhhx/G533e55XXPPLII4u/izHixo0b5e/vvfdePPzww4vX2Pf2movbd37nd+Lbvu3byvenp6d43vOe98Q73HeL1ViZOOuP5OfN/0PLB0XIyNrZVHt0tN2LDdD4iWUlb6ULL6yKmxlBIyhyRwXsyIsaYNLaQbVnznwkuQ6SdqmR5yXVVZNd/YVeKUEAB08XzkO7SrS+ODpx5R7qkBHha/kTa2GP5nhvy5g0LMyF7LMiNHQNMLEmc/Z5pnVJJAFojFpK0gnVpRrPbSszyozuTCatsM0yQDUR5AWQtcK5x9koZgFykJAnK8lIK3Yn18aO3UECtKxnzVBZK+g9VOK7bcJcAL56biow4QvhdfW9yvY4x0B2rPo3pitqMy8u5vpwInCmBWuVVFwctTNtHyK8kwZ+nhhjCjjEgDm5UrbJyWMcZXLv+4h5DtIELkiOSc7CCLjASJ04rKw/j5tqB2FKMlHJtZDjd7OkvV4qXTRAztiTep/W/I+SXRJQHFzsUEpuAijU2n2x420GeJDnMHekIFqfO3t2AsT15IA5SLCZlarm6OGtzMWEUV1Kzi2dUMxA30V4l5GywzQHhJDAPiNFaWqYNDTNj8tdXCwGspRDmIGcpdzW+4Q7hh0AILiE+za34MC4Na5w0o+41u9wHCYc+xEdJXSUsCIp6WxoxI10jEfjMT4cT/D+7Z34k/OreOx8g3HfIe8D3M7DHQh+FE1Q7iwUkZHXGe5ohvOMeAggx1gdTSBijAQ9rygNVJkY6IGcuLgfBVwzMFoStvTD8uoGNHFsFQo/vdmTZ5mTy9vHFJw88MADuPfee/HLv/zLBYycnp7iN37jN/BN3/RNAIAXvehFuHnzJt7znvfghS98IQDgV37lV5Bzxhd+4ReW13z3d3835nlG18my5l3vehc+4zM+43H1JsMwYBiG2/7ucTd3GXVevNZmdLH6KCADJJsolnHbJn8lDZIBaKKhBaAVQa2uoP3M4LmGr/HFCbN16CiFDAgw8WOuJRyllqtVlUqqq7EVNfK8PWhUB5J+bGEyumrLLXHmWoYqOokL7gbZ1waYhMsTZ1vaKcBI3Tl50O63gQWYRLdgTUqNXc+f2cHDoe6H6Q26XYYfs4oks+gGgMLGfET2xHrUBIDLDaAMg7o1yvuZnXvwpZwTVwLw7FoviBabOHM9V7VcY/cPN/bWem4N1EjeiQzQJQfn4kYGEKk0CjQtUhHfTgZgHPJMyJNDXjmkUB07oasrUA5A8LGkhZ4eVjjfD6VvDuvBxDFIh9wjQpw88iy1Qutum7OTRnMGIBLgRqHq3UglAdQf9DRPXABbOKBGl+tIJuxJbW7ZLhTKs5nkWRMmi0qpTazpCjYm+aM86zVgLPQL7EV8mXtZvZsIF5nkflddFq0SeADyNpRY+NmzBtclARjJ6ZfoPaxSOHQRdx+fF/1J8AlzEnvuBCCR1+denEyW8rq49Fn2jWYCjx4TC/DsfMKtaY0YJtwx7NC7iDtXW3Q+4Z7VGe5b3UJmQucEmDg9kZ4yDtzhj6a78CfjHdinHofU4eZ2jf3NFejgFSyRhjEypisAd4y0zsA6YXU84c6TLdbdjIfPjktn6WkKojMCarZNElcWe1kgpB5wvZaeHUreDxOkI/dBhMIyzmrpzRP448Gt81GIW5916zTb+fk53ve+95Xv3//+9+O9730vrl+/juc///n4lm/5FvzgD/4gPv3TP71Yie+//3581Vd9FQDgBS94AV7xilfgG77hG/C2t70N8zzjTW96E17zmtfg/vvvBwB8zdd8Dd785jfj9a9/Pb7jO74Dv/u7v4sf+7Efw1vf+taPzVHrxn23oOkB3Db86rIIoP7epTogSA20ESleGBhBwqyUuGgdSP0hF8cMe6oOEZsYbX+dK6uEMFr0fWVKUl8TVlOTpNoKWwk6SXWA1x4grTDQRSBdFAIzqS6Ay8/LiszoYnsbXv5tAUaQ191OY9HqHthrMqkXup+TAyLJV1NSy32WQUvLPabj6M5rUzc/sqaC5vq5roIMQvrITuJcl95SvuLlMTR9jdg5ASa9uTeoThqpfHzVNrUlBwV9RbtkVLydS/vfilMrQHQyWV7anAl0RQw7HznMmwqOOdSvPEi+BQBxz3hIU71EoMBwg7h1nMsFYCWd5CT7Qk7NNHaLPo68l0l54l60I5mQnUdW+zdnEvA5OwVkpCvmplwRl8yki1yEny4xMuS14o5ToXcDlg10t8CktE1owHhpomjgnQnltGYTjxPgCblzxQEX164k/Ur4m2pPMgDHotEBgIMHZgE0zNJ1OGcBJwbWYnRwykhdXR9wbdjj0cORCpKBoCxKCAlTdMJOHGjBrJEyQ04bAXqy8qeTRsm9wzh3GOOMdZixTx16F3Gt3+M8Dhh8xIk/ILFDBqFzER6MBIdtHnAjHuOR6Qo+eLiKh/cnuLlfYxo7YBZ9kDSgZMD6NK0y0Ge4IWG9mfCck3PcMezw2LjBqouIyWE/9pjHAN4HhIMr5V7RRsl4wH2WZo+hMsGSdq3MVLTx0sn17AiudwidBzlalAWfbtuzzMnl7SmDk9/6rd/Cl37pl5bvrZTytV/7tfjZn/1ZfPu3fzu22y3e8IY34ObNm/ibf/Nv4p3vfGfJOAGAt7/97XjTm96El7zkJXDO4dWvfjV+/Md/vPz+6tWr+KVf+iW88Y1vxAtf+ELcdddd+N7v/d6PrY0YAHdBFPUNE2Cr1KzI/WL93zEX5qKNsGtr2kYpt3VvQrOqi5pimHTyjDrweZlsbRW8aFhl1mFNofQH1qZtrpZw1sB0Uq25AIoTxABS6RWCuuKWHhXysza07dJm+o9E+i8WQrVWaFgEha520q2r1woyABQxcPbKsjCA2YGj1JihkeR2jllD39gxeBanU3VLEfrIpSWAmy+MSCQTb2FM0kdCJ8DCLcXLfV80XVRNCqsGIXco2Rdt+B3svrrIOvl6jRasSbHDorBy7EQ/cKmUduFYuQ/q1JEVfpuIapHttfTG4IEleTWIYwdO/pVVdMbJesQUfXF9BN2BPiScRo+8C/X+SQS3dzJZqaUYnsEHD3QZtbmfA00ywVACvOoorIO2P1T7++IceFIxOhcRq5+r9mqRR6TXzp41AOq0UYF2sOj+21wvhup25Jrk4KsFW4G+tSJoU5WN7QtdgvMZs2lXPGu3YdLAOV/aAJhtO2jvmiM/YRekQeIUPaJ2KI6zB42ulAhLdIEdmvanoQTkCMzHAPcMdzQXBux87CVhdA0c+Qm3Uo8b+438LvYYXML1fgsA2ASpq/3pfA0PjVdxc97gxrjBh8+PsDv04iDyDF4nOYf67IMJNCT0qxl9H3HPyTmeszrHjXGDR7cbyT5J8qzz6ECjKyXGwro6uW+kbQOQe0aepP+WS1zKbi2ba2O0W2mrg2e3j7vtKYOTF7/4xeAnqNETEb7/+78f3//93/+4r7l+/XoJXHu87XM+53Pwa7/2a091957Sljed0IRax85kk7eAi4yGfYAOWM5Ah978+lrLFTFhXukFYZO1TgJkvWzIAsW0Y++U4fdRVsAOQiEbv0smxKTiFEkDSffeTgZHDtIcy4BJ6XJslyrX7wtLQXX/KLGkm2t93xub0QGFFrktg6QD0O1OsDIn3GW1hEro0kLASu3rlAqPtNCVmItEXs+lTGS2YVInEXSSEWZAV0oMPY8ykVRtiF5wzRh5MiFNpcTXbrdpJVB1P6T72Ux2LYtlx6fnI0OBSds2YQFOuESwM3HNobHJ86LFtTOrOZXu23IvUukjY2UBY3K4XBMBJi6InTiEhM0gmSa2dS5rDkfVSYhIWc6rH6tWxGl+DXd6nQzZZ4jGRMsAtcGhgRPtRDvxJQdO1vuGVNdlibl2DdKg5z+LM46MPWFrmVC1WeUa6+eHPdDtGN0+K6BZlnTikRdmzFdAYn2JRLeVwV2GI0YIScLpuhVSctLcMDscxq6WtWwyB9CHiCurESttrNe7CE8iVU4mnNW0wdwR5hNG2JE27dN7BABGGacKQ+YYPHlMo8cEYD8kxJMDep+wCRMePRzhse0ap4cBV1Yb3HskjsebtMaH/TGuhj1uxTUeOZzgxrjBbu4Rswh2uyEiehkLfEglVG4aO/gg1uSTYcQ96zMchRG72GPTz5IIPHvwJKxLe/9fym9RAJ2DHlMbQeB0bExS6iZ2JQE5rf1Tj0L/C96eZU4ub58wbp2PZrNMClaq3oSZrbDO6EX5A/lyAHAQpbzFY8vKjqt7IqLaPB3A6giSyPuLO8LwuxluSoU2bh0l7CtASYNE07ehakLRVzdI2dd2s4mprCibniWNiNAGesByEjRBM7EmpxnrIsCJDLTk+pmF4eDlfpi+ogxARtvqoANAXRp11XnxWIoNdzbwQmVyc5OsGMm695Y2A/U9rPxxW6v2E20ZkPYBVPHIxTYCep4tMGzBXiUtQXgSqYuVGuxeoMa9ZWxAbCZqzXKwFFMBN3Xyvdj7pZ6vajNvQbXF/9tXCWJjCDXfAT6IzqTrIoaQcNRP6F3C7DyCNvDbTp30yTHnTaJyDdmJ3ddNKlheMUQrSwvQTDMpEKkamLAzUCKND12sx2j3fi5MkywK3Mz6jFjyLRXLfG7BeoaUrUwnpCXWsGP4gzzTw2lGtxOXl9/NC7dc7h3mjdhWi15LgZdMmjpIBAY5EaF2LuP60a6cr5Qloj9PHjw7uFUsk3ofEk76EVf6PQYX0TuJs/eNYwdOUl+TB9yBJPdDxc7l3plVM+bE9RTOPFJSTUwvWiKClIpidri5X2McJeToaJA2A4+OG2R26H3EthtwFgd8aH+Ms3HAfuowTQFdl3C0mnC+H+AcYzNMJTH4MbfGup/x/CuP4Y5+j8yEW/MakatwOnQJMRM41v465VlqH1Gn+rdQ2evCGgWIgykLOOl2GfPGKSNLcPT0hifPgpPL2zManOTBlwmyrdmWvg1F2V8nImm8pQ9+rMBkwZi0otiYISFOtbwByMrORUn2dLO5SUR7QgfzI1fGhIND7oNqGKisCrLqV0rMfKmX60Ga8PPCVnQ1RmvrsytCQWEkXCTEi/e+g6COi+CB6/9TFvBDLEJLSq4wMgtmoGFjXCTg0LA6+llWGirWziQ19qx0b53YNMr9wAgji/ZHvxZ9UVqg+RTAiXWhtdXtxf4d3LzXYrzQ+0eC8fQHjqSxI6Pef7nuGgCYLdb0FQJMKrBlB6mxJ0iasGmTTNjb2JzNclzIG3W4yMrTWKU68KPLcF0FJp1PWHczBq//jxmeRINik611HuaQBUx39jABdPDobjnRRsSG3Qr1/Lik17HkVzD82ID+KEDf3E/y3CmI0+ePibTUKbqrHABon53lxaogza7VcDMj7OXa+kNC2EXpU2RZNoBovgYvLSK6Rrvj6lhh59eSWYl4Yb92BJmIWUBLKXEVYlRYqH3s8JwhY2aHQwpI2SGxxNynGOSzPIMpC8hR3VnupVJZSoNJdDvZk7QB6HNJgD1aTxi6qDbwTpxY0el+Mraxx4f3x5iSxypETEPAzXGNR7cbzLNHnAOcEzB11E/YTx06n3AyjDjpRgQnEfyrEHG1O6BzCR/Y3oHMhN3cS5kqSgsDnlxlTNvnyAFma2cDZVR/b2OXLbhI77n+ZgQQaqjes26dj7vtGQ1O4tojrmRgXPQvaehiZGgTQE0iLE3UUNIKXeSygivCu6Y2XurVmcWZEQjsPNycEbZzjUCHToLWD6XdNNirtd/aZit1EfXpqs1WIKYPMQbISihmyfN86aMsKwVkwExAAWejjbCY5K0K0GpuZJDh8v8uClCpORR6DFnn0Rlw0KRcYx2M3XHyQQub6NxMvJFq/5xGw2HZH7c9p48TWvZ4W3FQxQyQ9DxZtBew02Kll5aJmoUBkN8DpE6RIpa9DctVGIG5YQai1V0AMKlNOsLvJomuv92mTi6xV9Ky23So142UVUOX4fqE0MViY+18LpkYc9IYesfwLuPKasSN7QbMhNAlpE2U5oAAkuqGuM+YrwLhVDIvmDSEC1KSc1Gvv7FE0dg0gJtOwmlwCuqNGasakqTaKxOFzxvSLKF637AxlyqGlRA1eU23zehvzXBjXGq9mh5WuQ9I2l06NYJMa1oprhkumigQCkuSVLMj0TNOIt23ATQReOBir2bIhDMnjwxpBRDZIzMhuAzyCTE6hF404hwdWK33KeqYlAh5sntHH0Mt44GA1XpC8BknqxHXVztc6fc4ndZITGAFJ/upw61xjbPDgO2+x3o1IzPh0fMN9ucDOBPCkHC0GXH9aIfBx+LS6lxS1ifhsJayX3AJN6YNtnOP/dxhO/YYD52UdEYvguio4xvX/KRSetbFDtszZM+3LrByAFzzfLvI6M4z0krG6Ke7W0cIvacONJ7eR/Vn257R4GQ68UhrEYz5qU50BrIt+Cgri+JAIOtuWgY6NECEi6OEYobTRn8W+iSsSgYdGH4fQTGXqHoym+LFUoH2z0mrAA5ULMnFRqtCUrHgQi3ErKmJgG9U74AO+Kmu+MSK2X6m/VwmsNJt2Jbd1s4+1YGk/GnWn6f6ZgXczErPz1i4bowlIZvnbV81NbTYmFk+29w5ILFHts+z7bOL9ecl44IhA5Q1a8sMso7PAJ4wiK29Hq55L1tR688BSM17yvAzIc1yPG5Su7gDkglRwwVg0rBPLtWSzoI5gEyolBn+kODHDL+f4Q4RF/UmxdasziErWUrJQ7QRJRQuLHNsfMjo+ygZJpq9AUBi1aMkgibn0Klo8+r6gPNR9Ad5kFJfiq5eG10NW2JqtxU9ioFmA5dLvYEAVd9k8pjgtZa95LlKa+lpw06i4+dj7SF1AExL45I+t00ysDEe3U6Aid9OuBh3zsEhbXoRFXfi0in3k6O6MOhRAAmsDQDLgn2aPA5dQDfIwezOB/BpDzcS8irDBWkAaMFsvU/YdBNuTSugR0lxXXczYpak3XEO2FOHiADOQF6JwNbNjd227S2k5zePIqi9cu0c3mWczQOm7OsKPBEwE07PNhjngBg95lsDcvLY7gaksw5u76UrcielvcFL6QkQYLXyEdf7He4IO3ROuhN3Jpx2CVvuMY4B82kvi74ouTa1pHuBfSQocFO2S3VSqSe4Xljp7KElLSd9pjIQthEUnYhmLz/Nz25P8+0ZDU5s8LSMA2Pmy2rD6eq/mdxl5Ytq2zNdQ0kq1XJC+zSYJkCtwRSz9GMpjcQsBlFX997BSjlp04N77W7ra2plm+1gx5IGpeVJHl6vUfFl0ISMvdTQoLbyKFH2eowuNi5bW81kkkCkliXRf6j529JZ1wCClhWkKZudW/mjQstaXL1vfuaq+LVcL1tNOQAdA5HKQGUaAj82O2bnlRkEAlJWTVBerpAfbzNbd0mHVXDW/pl+roR2aZlhRgnGsh5GNRwPpXRYVoJtNk4p5zSZHE50FHatAgNhnxasW7txY3cteiprpqidsnNQgBIYHLLYPYO8Fy9mB5l0YrReOYRIEgJmI0gfEnim0iAQpG4fr6DHXF3K6rnJ2ElaPE+V8aoA2nQidl1Ny0UMxLXDvNZSZyei8LhWIFPYvQpoig4MurreZgw3RgEmF+4F9h7puMe8CaVv1bwRm2oti9q55XptrbNzyHBe+ug4gsT6HwbpyrtzRfsRegEmV9cHDF4aJt4aV3hoOhH9yTBi8JJDEijjYXeCc9eDAUyOMaEDJ0LWDCU/koqeuWhu/ExiTFM252y/wk1Nn2UmsSaPHTCTaFOYsAvivPLnHlltwp1G5ccjOY/Wb+m4G7HphV25Y5A+PJ88fBgbP+Kh8SoAIJD0DwIkz2XuGO7Ul/5AC5G+boXZcwBRluc8OuSJCgPoJyDPAnBzT/JiJyXzsE+gpFbup/H2bFnn8vbMBidAcdSw3tOA0b8oE7eJU41pABt132aZXBjYCFKGsdW4sibtyk2WmPX3ZSK0vh1BSjlm+c2DTk5ql/STrNwKJc8oQtPqapD3LWaKTstU03J10oKvsv+4MFjo5GKWXQDFLVMGa49SCisTTq5iz5Ijo+9twDD3XPUypXZVhZXyLWtkvF0cPeZchZQlTKsjdITlhMPN6rnREpStZU+MIqZ6TUrQGqFhfmj5L0O6Sk+8cJJk7XNk9fFLDC5Xhsqb46JhrCwzxfrjsCZjLu4n24hgAYOUKgA1l46xUdxVjQl1GS4wuj4iWImBCWIC8gWsHOaAnJ0kvDIklj67MrhK3PqFg7MOusoaSSkF4EBYOLfa/y8Tv9zMLevh9N80SG6LCcPTQFIu0oZ7JvAt5R1jMlMGRYewS/D7CLdbRiZzJ4010zpgPgpVx7KikrZMuRETB4A7CPvUseiSHIM8ox9mBJ8Rk8PZbsC068U2nYDUAfDi5vGOcXoYAAwSaT9K+OTBZ+ymDkfDhDl5PGd9XvQ+Oeu5tsdBw9gMhPIBoElEvpZ7xJ4RdwHxtK9jBANTx6CDgx8lmdfNTlcxTW8g/ZquZuAkYljP2AwTNmHC4CJWIWLODvvU4YMHAST71OFD0zE6yphUlZysv0/IyMdR2NhMoNHB76mOxWUhIhfRuQzuBHTZQsb6iuXAyAkAnC6gspSiE8FvtdHZ03h7Fpxc3p7R4EQmDpRW7AutArBE8I3grYg4S+Jk/R21f2/vl7L25ViWb4rYrgEmbHkm1kAuM2jOIE9gCkJdrzSuOaqzhjSuedQApA6FLZGBlEsppXQp9pAur76daZv9tn+NNTLLcERBF6Us0QAYJgBBDRHR9DooLpNy/kqZQUsM1keHytvLRyaIQ8axuFP0bxnqDFHgY+4Edtb9VzQWvj20xKCcl+0AbLsISsq+UrWaEhXQyagTYIOl5GUarAdy5f5InVvcTwu6iVFYEwMmhTlRq/kCmBSm6fEHJhPoSt2+ET0bW9VMNvDCcjgntmHTl5ibwkLWACBGj2kKsutroPMSCpZydaCYe6c4tux4Gx1Oy7C15+6Su4sV+Fs3aXu9k/CzqGBhPhFgUt6jfR5T1aZQygpWEug8VdYSAJxDXgUJ0uukN9J85EpfpLQmxA2q8wfGQnF1nTXAhJxE9LPPOEwdpl0PnAWEndPmmgTeBezyGvtukHRUJrguwXcJx5tRbzsBipEdzucBc/aYk0OMTprrRQER7BlpxboQILiBRByuzwYlwG8d3OQLkAeqfqs8RxMAUDn/cr7lWY0bAbRhiLj7yjmur7a4ezjH4GZcX21x43CExw4bTJ3HSXfAxk3oKGOfOgTKGHzEuoulXDj3XlKE96GIwovexIIfvXbEVpCbfdWlldYXnYAeoOYA5UAaN/D0n8CfBSeXt2cuONEOpJI7Uh/US8LOImpd/q4MnK0zJwvQKLSz2lndLLqSsrHoHQBUYOJcsREXgHJxARpZNAuutmfP2gukCC57eUAtXt90BG4mqdM0AGuR3tqAi7Z0VCa0FqAY+6H/w0osXKRjzTrcBoW15YW00l46AbeNuC/OH92fAkwuABUDlhIfrn/qzYLdnPO0dF9c2m4HTJSF4GDpvEuQUYSyreCW9ZrrfgnVfPuPlHNlguo6kbbi17YPTj2Henyelim3F1gesskdqAClvBZ1tjdmLdtJBZyrF86Enc4xcnTg0WOPSutnrh1vs/bmAVNdFSf7ks+yRnDWXqHshgrSq4uHS2uIFkCyF+ZBQrnUuRbsWZXzbfexiyxNH2OuWqNLrJlD2nQCTAbpixRXDtNxBeJxVYXE5kazUk7WUg48g7pcbNjeZyQNTsM2IJw5YTxJ9+vMIVuJxzN4yEAH9H3Cup+xCrEIZOVcZwTKcCTXpCQoZy27BkZc6yQdCWEvAMUfgP6UwFtZYJTFggFFG69Sfebt3muzk9JagtYsyK33CVfCHlfDHmMW8esd/R7X+y1WbsafHq7hj86vY4wB627G+SQxxCmTZJyMAbwLcKMT3ckFFxt7CHD2uZYMQwZrw0XXyXUBxGGIvdxjLrD2h6os4tN5exacXN6eueAESvcmoKSzEgrIMFGWxWTbCqzaBmuORqttKCDFWqyb4NVSRhc9cxrGhAjQ3BU416zWASsZLCYojd3PndTY06C0cpM+2mo0ylye6opIVtRcfmfH2QKYBWNkjEmhWlHBR7MaLl/NwFc0BG1o1YqrO6clcNp5w0COsRaspZ1mxW2ixNQD/S0u19TOXR14L5z/drsITGxrtCYcrPa1BI4MKiXBIsTNgJuyCljp0rlYbHofWk+Yha296XlEzEiB4LiKem93POXeaaP2bb8SEPZywWV6cUqRE7KjEp8uvV/k/8ma1EHi1Tk6YCakfcAYEvo+aplBgEmODqVVQSbJTSmiV9Lzw3Az6cTSrNrtGWvvIQV/xYZPQFw1jIZFx0el/APDMTVMDcMlsevfztXEQ4c0eMSjIOehl+TlOJhdWPZZeu9IyFpJMgaQV8r4hQwaEsiL+6bvFFjMAengEc6lbJIDIx7JfpaSqGlz+oxuiHAuYxUiPuXkUYzZ45A6TClgygGn01BwGkc9v9mOVyzDibXhXg/gAIQDA4/Ve9P+LeVYe440PwaQDsLxSNmYSZ6jvGb4dcKqn7EKM+4eznBXd46rfoduLXfUURixcRP++HAHPnSQTJSz3UqbPQooSaMHDtK12KsQ9uK9Wlg9Ly0ArFli7DxyyMiDRB34Um7V1G1jpYpm6XGe+afRVtjGj+LvPlG3pz+k/PPayGlJQGhPPzLCQfuxHGRlVx08KJN9WWU0k7KAgZpAWYSxEmawXKVlLDMpnJP8BK1zs3eS6un1y5FYj4Mrn2/sQ520oMFEWNoZjb4Hymr0dkzGYjXN9Xt/QM0m4ea4W3Yp2+oUMgGp88lo5AJudPATp0gDTCxrw3N1DbUUf8NQ2WeUVbh+nlkl7SscGN1eVss1dv4JgMlt7w9StsRJJ+igImXT7+j/F+BoANP+3GYPqjqLxbVoP8omUQVVLeBtV7E2STpNwXRtvkmz30Vz0uacREbYM7otynsTA+5AoIPYObNGqeesQCNrQ7pcSzXMFWwgEuIcis6k/b30Q5JVPU26Kp4hluFpCT6c/sxPVUjsx9pxe+Hu0vOQu9Yi3YA51X9c2pKURy9uPHRIm4D5pMN0xWM68ZjXomWZj6gIbHOv17AD0jojHWWkTZYFwZDBmwhaJRG3rmZcOTpg3UvASopeG+LJZ+YByMcJfJyQNwl8HMFHEbSJ8H1GzoQhJFzt97jW7fDA5lHcuzrFKsyl8Z/cesZk6rOgmT9yPy7vHwGlXDqq5wDENTAfE6ar9Wt3L2N3H2O6BsRjxnRXAt87Yr4zYr6SweuE1XrCc462+KTNLXz6+hF8cv9hPCec4v7uMXzy+sO4HrZ4dD7CB/dX8PDuGGe7FcZtj/3NFcbHVkg3e7hbHfy5NAlkx0hr+eJmuWziYu+luWQfEoIyKOgz8joJ82oMclANSnHCLdnMZzfgh37oh/AFX/AFODk5wd13342v+qqvwh/8wR8sXnM4HPDGN74Rd955J46Pj/HqV78aDz/88OI1H/jAB/AVX/EV2Gw2uPvuu/H3/t7fQ4xL4P/ud78bf/2v/3UMw4BP+7RPw8/+7M8+pX19xjInJLyoWBqBMimXnjg2obbhWppIaXVzlAmby6RiK1ppNtes1lMFK3UnZEITYCIApXyWIy1hUAkSoigDmwEK03xQlLJN7jVG3IKKdESvgIoW+w0sB/2FvbcIVXVgNpYkyftTIi0nUc0vKf1QGvDGEH2Jr++1YEysX499rjEoDUAhXRFSKmYPwJnORNrF2yRnE54fazdimM7kyQ5QJduiASYNKLn8etup9lxK6SlT1fi0rq/yuoyGZWocOxqxvthYJvD+LKO/Od/WYQJALMSdxtZrNoiVU5I5daxLrJ3QSGD2SF2Wyd1nOJ8RgthFUxaNw3wI2tOFkJ1DmhxS55Ryb84HQbpxz67cHyUBtgBaEXWThsxRrDH0ixyTlp3U9y+aGdM9pVpiqaU9VF1FzEt9CSBunE3AvJHskrh2UmZykLLOWvVbBPCMch9zz6C1ZsRn0rIDI3QRR+sRR/2Mzidsp17KYaMXMMfm6mHQkOC7jDR5kM/oVxHMwGYl0fZj9Hhs3OD9dCc+eXMDYw44xA5jkvJIyg6HLmDqMngWQOq0BxXrAiHsUB1ykHOWBmC6KgLZHFAXMiyMWjxi5KMEPvPlWe/6CBoixm2PYTPheDXipD/guevH8OnDQ7jmdjhwhyM3IsHhLK3wP/lOAMCmmzGtRuRM0tjv4OU89hkYIAxsYDmPkwPGZrzVMcz5jC4k9F6SchkAqUsJ0UkCrK+gK3VAMEdiGejo0jP6dNr+oroS/4f/8B/wxje+EV/wBV+AGCO+67u+Cy972cvwe7/3ezg6EtHWt37rt+IXf/EX8a/+1b/C1atX8aY3vQmvetWr8B//438EAKSU8BVf8RW499578Z/+03/CBz/4Qfydv/N30HUd/tE/+kcApCHwV3zFV+Abv/Eb8fa3vx2//Mu/jL/7d/8u7rvvPrz85S9/Uvv6jAUnICcdRKfquLH28wuxWGqAik6ULtVQrEWeiQruSrIkUIHJxQZzqjEpwERZEpuozaHDRWMiTgFzehRdiG8m5lnndA1ey1rLd7H2LSkOEANVxUHTOG4a8MOeNSa8ab5HVFazbtLVGldRqjmZiijTxK9dHZwXMd9AOcdwrLH32vOmABX5H79XujpUEOQPdg6EMRFWQZJ3i2X4Nnbb5f1Ay3/VLZU7t2BIHvdvteRkZSQ9hAVLYlHaBirNTWIC2FISLMBRB+1cfx8OGf2pAJPblig8FX1MXHkpUaxJ7bZ2P9g9CCCYChEgL44dCwSzFWvMDpM2m+NojKOwV7ETmzsAEX9GB4xONEEKvFxC6TLc9scRqzWX8mn5mqs9v5TjLp5yO0dqUc99/aFLcmzZGJSMqldptrxWYHLklC2BPmMSEpdWXJ6hsohRCjH0Cf0gibmZCTE5DF3ESrNKUnbwLiNGV86DaULyOsN3GcNqxkSMlATcrfsZwSd0LuPaao/nDOcAgNO4xp/sruKxwxpT9IU92e978OjgJid23Cwdkdlrb6BzSUtu2VBz9qUVI25YOgavEhAd+FQSs906InUZdConMCeHa1d2JS342mqPO/o9BopIIDjKOKEDOsqYOcAj44H1h3C92+LmvMH/8HfiRDNetlOPwxwwzx5EQJy9hPWNHm0n7iqQlv/xLmMIEWnuNMZf+j7lIA4e1h5JlUG9sGJ4mjMnf1Gak3e+852L73/2Z38Wd999N97znvfgS77kS3Dr1i3883/+z/GOd7wDX/ZlXwYA+Jmf+Rm84AUvwH/+z/8ZX/RFX4Rf+qVfwu/93u/h3//7f4977rkHn/d5n4cf+IEfwHd8x3fg+77v+9D3Pd72trfhgQcewP/xf/wfAIAXvOAF+PVf/3W89a1vfRacPJmtO42gZEpYFKEpmJGcAQGGazQVxa7LAMUMP2dlRSBCu/mCviSjApO2iZ9DKeNw55vEyjqhl546DjXRNVQ2h5vnT5xH+gMFGE4dE5KbQVjoQJrV+kIk25Z5SN0+XFkJyTtByaYoJS9U1sSsnmIhbfZ/4Cqu65oyjgIQ6xUjK1Kdvakep9kL/SirQjtPfhS6Omhpzk0MP2dJ+zzE6pD6CFsRImtZLfceufd6fpX5SvzEQAWo11AFuYVFstPalqtYYumdhdWZxgJAqzdxCWDNUPG7uBRY2+YcuA96Tylz0osNNq1ktZx6TREufwO4Lsl59VldO9W5Y04R65br1owIIM/SRsDtPGKfJYJ8dsDkEM5kkstBGLaWycgMkAVmJUa3lXtEQJrqtBSc2Hmv561hk+wW0z5Q1mMKQBMCiAK+LxnSvEfU/JLUybmx8Db24kpJG2GWKNbPrM8Go/MJXVBhaKASVpeYMCWPcQ4ihI1Onr8M6S3kWWPfI45XI84PgwqRgVWIOOlHZCY8Nq2x8hFT9jifBpzupHFgjF5yTWYPmqQtgBtJyrBa1vGTABQXlSnzVcheWiAEBoaMMCTkLiMRg0YBDZsrB+yiA2kbAkeM5xxvkZlw9/oMz109hnu6W0jssMsDHGXs0oA/nO4GAOzSAACY2SE4AbnrICFyYxRwlaITYLIPzfPQXiQAWcCR7UNS2zoAEV2TLaA0JdZKO57rtXqaAxMA/9s0J7du3QIgzXgB4D3veQ/mecZLX/rS8pq/8lf+Cp7//OfjwQcfxBd90RfhwQcfxGd/9mfjnnvuKa95+ctfjm/6pm/Cf/tv/w1/7a/9NTz44IOL97DXfMu3fMuT3rdnLjjhjP7RA7pzBQiBVOshDEJaO20xL6Fe1r3Uz03pJjFoUptwaw0GLrMlqhgvwlfrGGuOC6B8dgEppW7cghaqIVBAWfW2/XVAUIq8Eflafd+ayS1KCCggoGRx+FrOkYZ6Vd/hEkrcv3V0LpOLiuzYV7DXdm3NGhTHlqKp1DiA0oBRDovAotptBLwoeRn+UPNDXKw6E3/IktC6i3D7+SMzJnpt2NNC95MGLyURzZYpbAwtV/IFT3H9vriETKTHInwszf9gP2vZLF5MxHKtlcnT8+JnRthJ8NolJq5pEGn3mWkzkiYHx42smKVzrk7+Kmx2TUqwJSNT871zGdTV7sNxFktqOCdEdAqG9b4bDVAqOG5Ww8rUC4vUy5X2E9c+OZFhQu+6GOByDghcJjGKAlhbMXVx69gi4nE2HjzSynrkUNEsWFfhtM7inPEsbFESkW9eCWBhjaQPej6mKCDWnEuHOWC/G5BHEX26ERXceEbXiX5iFSJoLYmvgDTh2849tpP0numDMBWJJXlXACMwc4DrEvIGSMnAHcEdAL/nEjPATruVe7kuOSg7a6JYdcKEjoEh4nDegxgYuoj5ZARnh/V6gncZ96zPMGWP4yAsyIE7HLjDimd4EP5kvgO/v70f+9RhnzpkEK52exyHER/aHUnbAwV1NAC7nQAYBBk0aHRlv+TOELYpZ4eoi8jeJxz0XJlgtmb2oLHbNxbiJ7c2+d+6/VmZk9PT08XPh2HAMAxP/Lc541u+5VvwN/7G38Bf/at/FQDw0EMPoe97XLt2bfHae+65Bw899FB5TQtM7Pf2uyd6zenpKfb7Pdbr9Uc8tmcuOAHgDhM4hzKJ+NL9F+Bzif6ej4I2FQMsOtxSOmnOkpdwYRUrkfQJiyAvGO3oAUvvtHJBhoheCcDFEgKhuFmAduJHBSUXSgfs9aMt38BWjwVULCdGQDUhgZagwusgd2g0JcmYGF4yAhfZF0+1620Acs/6pToHzYMojQQTCUghyPlwmuiaJbaadFbLPSF1otA3IaVLGko3ZgEnFqz1JEo5VYys/wZC9g5p5USHoKU03xFCR/B71bIYg9LYdAlUQQIa4JKsFAjRB+jJsvO5CKxr8YkBT2jw3iHDH2K1oTfHUVk5FBF17ghJJ9/Ui21bBIQaFtZl0Q8VFMIKTJQ5cWJZDdoRF5DBkIiRjwnp4BDOCP1j1V5trBoACXBzAsxss7JO6+DKQSP5MwowsZPhmtfKfUrlWak5KPV8UaM7KuWyi3oj0oWIisoF7KsuR0sevM5w6yg5iRMjz8oArRNcJ3ocT1wCxaY5iG04O8TkcDh0iPsAjE46Zs9a0un0PGaHcQ5ImbDqIu4+Psf5NOB86nF+GDBNAczAajVrnP2M/kSu+yEGyU2JHgf0ct9qUFqWZHmEgzyfElCnrIICP73UlX1yjM1qxMkw4Ua3xjQFDF3E+tqM3djj7uNzPGd9juevb+A8DdjGAY/FDWb2mNnj4KXU8ju75+IDuztwOq5KMN8qnCBlh/PDgDNeIWdJo930Mxwxbt3agHYijC1Jse3GQJocDnNAHByGENH5gJkCnGekxKrNq2NittKOqyzm0337szInz3ve8xY//wf/4B/g+77v+57wb9/4xjfid3/3d/Hrv/7rT/lz/yK2Zy44ISf2xDkBJPoGo4wJANwM7xzCuS+TTe5UzBWcrFTarqVWwmFeApM2v8RcOCp8FW0CV7sqlkAD0ImmtcVRHdBLEJH12tFBOffq8fdi12yD0NrGeyb+tfezTscmliv9eSYU1441ObwkLnMNcPIyGZqKPg0m0IX0Hel0RmERE5bjTlg2KiwXg1HKW/o+BrbCIasmgOHGDD8m+O34xMBEJ/LchwJKLOpdzmud2FNXARvgiu7GTXmphWiAStYeSJbNwY7K+ea2DFZA3rK8VevudRJ28xODrmJ3LiygAROUFFNjB0TrwwpM2i8UG3HQbrPy86riHeeAEBJyTxjXASl5YCdiSgOwxnj4CYvuva4By5LY2gBn/Zsc2mM2hk+Yk9Q55L5aiIH6d4DqYNpuvKPYSmUivkztu5lFlAn7HAUonuHWEf0gKItzEFDBDD8khJDKpDDFIGFo0ZeyzhQ94qEDJicN7fRypR7I6wxkwjwJmAk+YRUikvYtOtsNSNHDh4Suk3KII0bnEnZzhzl57MYe8+x136iUnCnV8qvFHiRjLXtoh3ALLxSHT45SXpmTx3bqselnbPoZx/2EO1dbHNYdrvR73Lc6xbEXweuHx2PsU4eHcAU3+w0+Ze0wuBlTDnAQZmTUstZu7NXtBaQk1vR5Drg5BRHI7gL8JL2WSuM/KENqYu1cnWDBJTU55nLPsjKwZYx0Bjob+u8TfPtf/+t/4cqVK+X7j8SavOlNb8Iv/MIv4Fd/9Vfx3Oc+t/z83nvvxTRNuHnz5oI9efjhh3HvvfeW1/yX//JfFu9nbp72NRcdPg8//DCuXLnypFgT4JkMTlqLmeUotL9LAJBA41zYDneQwSqvApAZbkq4JHi9TQw9dHWee6+rPlrWz22FXFaF+nsVwtqEbyUXY1PSoP9vf18Ej7JKY3UIQFeRNSnTBjINktL3Tb2kz+ZegYtpSKZmMmnG+IWA1vYxoCS/5p4La2LuHsktEG1DCeqyjViWfQCQSOZqi8lvxpnSf0fFimGX4aYMf0iiM7mdHqN8hrIlg0dadyJ67V1dkTurWTcWYBvsgpwfK2aL4La5h5rDAFBEwVKS0K7Wc51QC2PyOCVxYmWNWPv13O7YzFlkpcLBixC2q/dKuVbNNYPdoo2Gor4lI6jexFJiJYStYUAcw5/MSJ5FmzNI6cIfCH4SkbLfST+huFE2b4K8ZuYClss9qSC5gLwW9zXlLlsJ299Z92wmlFIjsXx+twW8Zs0sqP2SfWP6qAsLAwbISaw8AKTgkDWpdBhmbIZZzw0ha3O8PHnMAPIwyUQ6uwJ2LESOOwatEygIInMu46gX583p1ON0uyri2BBEk9KHhFWQ1+zGHnPymGePaadq30mcU1Z29SPDj3Ju40Cl0SN3UtbrznV/ZgErvPOYo8N81uOsy+hWEaFL2E0dolrIb00rnE4yoZzNA04PEk7Th4j+akRHCR+crmFMAZsw4bgbcbUPOJ8HJHaIWezoc3a4OhxwPg149OxI7r0uy6ItonHWoMQ0lBBGKwc19ykDyzGkPprN2KSLnaf5xh9lWcdA8pUrVxbg5PFfz/jmb/5m/Ot//a/x7ne/Gw888MDi9y984QvRdR1++Zd/Ga9+9asBAH/wB3+AD3zgA3jRi14EAHjRi16Ef/gP/yEeeeQR3H23aIze9a534cqVK/jMz/zM8pp/+2//7eK93/Wud5X3eDLbMxackAGDts7fUoBFeKfAI9Wf+zlVlsXswSXpleqEYToGC+/KDCahwLNzivKp/G0BI85mj7oCKE3F7FlUWrZte18eTtbXNZOTCGa5lhI08Mtel4OAEvbN6nYyWhy17GCnpXX0ONKMgQpM0pqRtHzAXsFJx6Agsd4ibhUAxRbYVSsei8+S81wZn0XjxYQCTPxBBLCPK4Cz7JLOI686FbxK+SZp+JSLtuKsyn+Z6E3cS3Axg72D86SNxbD8zLafEgmrUVbmuV4v0mAx+WpRX2WGiOwY0+0bFaqGKfe+dCFOK4c0yP5T0RipPuhASHBglwQDZAAeIkbWgd/KFXOsgSHtwMksYW2cCRQYvMqIgUGDE6v7Tp+NHSEcLH5fBJpe49QBvbcYi47LYj2vOpt6Lit+chqwl3ptwueUleIKUrqdZBYxkYDIRqNjepzSEFDvPbku4kJKu4DYJayHCbP3Yv0NGVc2Bxz3k+hKYiiTw34fkGZX+g4hA4jCCEgjPn1u1ZrrrSyk77M99JjHAF8aL8q+rkJE7xO2c49rmz3m5HF2GDDtOtAugCYRJvuDnt+2A3ZfdV45ANiI3djNQLeTiT/vvNiJdRERh4A5iFXaNCHOZZwfDzjfDxj3HXh2cH3CtWtbXOv2OEsr/NHuTtwYN9jHTsuAGcFlXOv2uN7vpN/O7gqu9Adc6Q8YQsTZOOAwB5yHNeaDBxLBWSZOW+Y0xw6p5ksdTjk6LQfbs4DlYkn//XjYHofce1J/91S2N77xjXjHO96Bf/Nv/g1OTk6KRuTq1atYr9e4evUqXv/61+Pbvu3bcP36dVy5cgXf/M3fjBe96EX4oi/6IgDAy172MnzmZ34m/vbf/tt4y1vegoceegjf8z3fgze+8Y2FsfnGb/xG/JN/8k/w7d/+7Xjd616HX/mVX8G//Jf/Er/4i7/4pPf1GQtO4D0Q/HLVe9FOav/fvsb6fFx6P4dF0qt+5eBK2UayLxjZV+GtDMi6ctPI9dQ1DQNLiBctxJf2xU7ndZu0tU+QRXgvtCoEOLWlmijWWJMi+J0AEyGWVT5Q38tq9LoiKfXdJhclriVDg3su7eMZKFoT5+sAU7YWoGT5njSWWw5AGKHuTHJNXFTniuaZ+FHSPx/XmdNkl+Q+CFuigU3Zo6SB2kQu5agKUBwRMmRVasyKD7LiD7s68VEWp5CV4wAuZUFimVjLdSyCZJ0kzT0FiAXaO/gDo9tF+O18WWtivWD6ADjRMRnjYw6UrBkW/iD3RFpLiSyRE8eH88CQwF2GYynpzMmDTeDZCGWDy0VzIvS8uHPEwSWzO3v9zGKvBrqtdI0OB72nWjGwEWU9FfEvayaFC5rcHAnEeVH+asG32cmtS7eFuNlk5cYL561N+i0C8KZUlADMDvPsseoJgybgEjE6nXh384Dd2GN36BFnD8wC1qYozAZNDt0ZIexUYG/pzVk6N6/6GVdWIxwxdmOPaezAoxfnSXJIxAgrmYyn5DHGYIeOoYsIQ0IcPZzqtEzbZfeV9QuzUDN2QNowJpDkn8zCLLXHnj1pFhEj9V7YVwekIePD2171Mw68SehOIp535RaO/Yg/Ha8hskPvErIn7OZeu1c7nHYrHFYijr15WOND2yMhpjPhMHXiZgIKKFwkTiswB0NLOvJs9z6h65Ikzc6ujNcl+iDU59qE6U/3LYNAfwE5Jz/1Uz8FAHjxi1+8+PnP/MzP4Ou+7usAAG9961vhnMOrX/1qjOOIl7/85fin//Sfltd67/ELv/AL+KZv+ia86EUvwtHREb72a78W3//9319e88ADD+AXf/EX8a3f+q34sR/7MTz3uc/FP/tn/+xJ24iBZzA4Ie+R+7C0/QILxqR8b2Fqttnr21jzhejVIQ9BdRhULKHEAjoKO6K/twG5LSPkjgosNiAj+9McQ2oaF6KujHPPQMClMgxQJ0QRIxowEeaDGpGr/W27CimljkZwZmUcS3PMmqDJfZYSDQEgbnCf7FBmAmvXUFj0NlBAiiXAljo0W3kJ6E8ZYcfodqzajyzA5PGC1owx6UOxB6feFYBiq/fc1zh1G/DTSs/5vvZgktKOnCdWjcqivGNaCsfIVjdpAQlQXFTWQ6cN/iMG/Cw2db+LoP1825ycvArIq66UAqWEWJm21JGkkareJK1Z0065sCXMDIxeQMcqIiVCzr7W85kLGLHrJjH1TkpzDsAMkFmLJxVQWxPGnuQ6zepuy+09yKVcWcpQeqIoAzkSnDrX5JxRyX6xc2r6FXkepHQW1MlFmqR7sRR2iT1nwDpn+4M+F94hjR5x7XD3yTkOK3nI1mHGnD3ODwO2uwFpH4BZckYwEfZnK3AihK1D2MoHZXVIcS9TSYwe3EUJUstS9siJgETIsytaIAAYY0D2Yk2eoy+uDlamq80vKXH0QNGcsC5UiEWMm68yOIj12M5zeUxYQJ2bCL6UaRnsvZS2CUibjOGOA/7SXTfwqccfwi73eN/ZXbjSH/DpJ4/AEeODhyt4ZH+Cs2nAlDwe2p4AAG5t1xi3fY3c1/PmbDHSuArtGIrziqSHU+8igPWlC2mLr5rPhAK4nrUSt6//yOditVrhJ3/yJ/GTP/mTj/uaT/7kT75Utrm4vfjFL8Z//a//9SntX7s9Y8EJVEdSOJCLEfM5l9IMAHCxMy4vrogpvQ6Uuuq7TborHIGztY2/YBXGkh25KOYq7IfpTZqJzsXKWtAkgwslAg1yHHVFXtmWcpgN0KgCWZRJMnuUfJXysJuw0sBJJ00GSxR9x6WJ2aXNhGuszeE03nxpN0LlKm2i3teMFtsHGUhzkyDafF7rovEevJaI8hxcaZjHnkRfY031dJWfLdDJroMmhLoZ4JkQV6wlMrsmwlgQiQaJYCFsXNkgA5mEGtin5YfSJLLpHePmLBb1+XFsw4CwcoMwQOW+MUGvXbe+JsJKKq9en06BY3FLyb2So9zvNjESqc1UdUAxuxJrn1nLcZGKG4eSXqus96MDfJb7qNtzOQ8G9NmpaNdaMTgBVNIIsRUi2/2u5RKbkDWAza6d5eYIQyO2ZL/Py9h6Q8nqEhPnGgmjpf1/ZN+EnslZwMCmm8tbzElAQggJWAMJAUge7kDgmx0oA2En90HcaB+dgYHAcJ3kx/QhYc4Oh6krYloGJEG1y0iOsZ86zM6jUwFuYulLkzNJOa54s5csUjlXei8WK7cDeJCcGu+16WLH5R61LBYLoWRXmYs8SHJsdzLijpMdPuXkUXxoOsbptMbNg+SxbNOAtZvwnP4cnhjXh4Ape9ya1nh0u8G468A7Dze6kpnU5iRVUVkdp4QRlhDAMQYgSI6MtExo/hbNMRZgArVOP/1FJ5mp5jw9xb/7RN2eueCk74Td0ElsEfYUMxgO1tmVPcmZsih6S1O1FNdORYPNwJm9K5Spvb6QMosME/tQ+2opyroaKnZiWoIYAKVfBqiWJew9S+PC3FCkui/EQDYKXUs42aN2NLYJz2LsDcyozZg7AzCaW6K0Koir60YL+mzHRrmsEhf2YWA5SJWVkACasK+5F0C7QlSr6MVqjrFa6w5pFTAfB8ybpqEio1gsWycU0LBBJHS8m+uE78YlgCsTqGMBsqqfIDvPBjoMJDahrot7zuLa0wVgcjtxL1EN8NM8BxP0GthqB2m2viNDAxy1oRqcTU5yLZgYcATnU3HuiKVYsjii9t9JBw/ay4Rs6cHSQkHvuxEIM4pWpDhwGu1WAbnNKjd3kM+PjJRU3H3Q2yhJW4jkvbJLmqtTQu+acp8xJ/t4G9ZJ7OLmyhKdlMTVG9DnnuFXYiXez5qUyoRViBgsPA3irJF7VW6IcC7nQzJF9LlZMXAU4buMro84Xo8ILmM3dXJOZy9AD8JAMRwyA3sa1LUjHYpN61NufqfX8yK1r2OaieDbCZy99LABOznWk4iwjiCXESeNl4/67A4JmB3cuUc+SuivjLh6vMeVfsScPR7eXcGHtkc4O1/jbD/gQ0dHOOlHAFICvNId8KnHH8bNeY2Y78bp+Rp5k8T5NCvLp92ITf+We20y2KRZ00iY9x0eO6xxdXWQILZMRQxLeWlBXgCUACmtP7t93G3PWHBCISANvtb4m4615J2UCuakE7SCj9KYjkoehvxcf5wbsGHAhVBWp2VitL8hwLoLm7A0K51KupqtOo+6SjKQsBS76ns2LogcUB56OUZUEGTngRlOqdMSmNbrQMn1Qa/lm2oLZkIRvJb3M8ABAyqoOwBIzoeVbrh5HZr9YhnsyQOcqdTT+zOh8C0i31RkFLNoTazUpv+KHkNswha2JWyJ4iddpbP1vmmuTTnWAGCWc+5MfNk4bqQ0JnkclvxbtREqeM2yzzChpK70DWiKOJmlrBYz3BOVqAApT6mtHXZ6tYSS+qX1XCZ9rpS3XRNC0f+AqoZKouuhVk1hT6wbbAgJ8xSQ9l6a+hGQ14K8aKoMlJuVQYkCIKoglwtQsfu8ZlPQ4nisdOYi4HsHPiRYH51ihyWGg2iBALnXpXlnFhbnkOD3lfEAUB1NG19ybCQLRNws2Zg/TcQdurlExgeX0fuEWQPBUtJyjLpKBJSIOBUMZHs/L1Hr/TDjaDWh9wmjZZWMHdLk1HYsWR/WyTkxgbXM2AdBtUTyuSYiF12WPTPLsciaKKahWbBotk1mAk3yOV47Sw/HB4zRYxw77UoNyXDJK4Dl+p8M0lfnsWmNR86PcfPGETBKoN08Bdwa1tgME+4+Ose1fo/rYYvn9o/h2I8YfMSHtkeIyZewuvOzlaQL3+ok4G5I4LMAv3fVUTUR4s7jsVtH4pBScFLKwU056GIZW0qdT3924an2JW3/7hN1e8aCE6iDwqjw0s+DlV51HuRE6Y8k7gzuXFmhW1BXeTst+0hfE8jko5oSANXOxjbZG2Kw96uitAVT59AIu1Dob2Ev9CWaH1E0C02Ca3lYjd7VSZSpXdGz0OsKTCS5s4ItKw2wRkKT1Yi9Zp6AYNSwvSd7AL45wHJMtFjJlfNioWxsgy1JaaRhidihNIfzk2kYWKLcDZgARfSa1p0E3vWuiCwBaJ8iGbQtB8ZKWHbM7BmpRxUftwQGG6hTLVLD+HAgYK4lGulCzfXyN9dW8k8sJAygpIzJmJ5Y2GspmCbo9FTA13xsbNCSgVsk8tol0Z10LsM5XoASAyT1YyX7pOsjUnRA0B5Is5NJIijuyrLSLRZhDf0zd5i1YChJxHY+qAHRCuAMFJfk21Km1BKr3ksW7OZVIC0AVgLrFpkwTkphcR0wH0vn4bgSXU5aCbMU18os6eQcTeuRCWHISEwYpx6x6cSMqNqJseqi0iDAJGvYndiDpXHdGMPC+QLrj6Npy5KCXO+rrktI2iGaGVISTUZttvcTSjm59P+abMFQz3MYEmIm6AOKGD36PqIPEXdutkhmlQdjO/d4JBPi5OEc445hh+Ay/u9Hn4Nbjx0Bew9/dcZqPWHoZnjHEhoXJowp4JHppAhZ71ptcTYNON7s8BlXH8b/OL8Lp+sV9nOHR90xOu1XtI0bZMti0Wwmv3eIocOZWyGEDM5W1jGQUhd0NgbljpCSaGye7tv/rvj6p/P2zAUn3qm4DkU8JloBZQ1UGJAv2IC5J00H1fexVTBQKfWLK0JUkECp6k7aCXVpzZXXmuuiJCBaGcFLE73SJdnmZCsZ2ADerNJdw2yzBzKoWDhNEJsLQKnnQ4K7tC4/KXtT6tpUSkG2arFVPEfoRMrNoHkB5ts5zPqNY4myzgRE+ZkBA6e5LDVI7vGXDOwJeR2QVkL/Sx4KC1Nj16oDpqtytd0oNPwCVKp+hia9frpCq7oJlAm4OHBMsGkiagYYBqDQMBZUyhywNgJaslg4ji7qaGwrGgJ5H3MdieNFy1UagPdEG2eSzBmCghMubElbLDCnCiCvC10Sp1V0FVw4PV+jMAglw8RWtLkyJo8XjlXu11YjYfb6QLVvlYISAYxc7hERv8p5dGO65G6yTJv5yGFeE+JGBNASUibpubxOoF4a83WdNvWL8kAmFoeJaR4AwIWMFKSe6xKV3jaFQQVAISN0CQRgO/YYx4B524MOXkoa+lxJySUDK80BivpzBmJyytR4ATSzK52OARQ7tFmry2cndTL16tSKci39OiI50cA4Ynj9GpPcNPdsznD3cIYPj8cAgJu7NY6GCY+NG2ynHrdON8B5ANYJV69scc+xNCkcU0CgjNNphSkFPDat4Yix8hFrP+MvX/sQxhRwZ7fFcCXCEeMPz+8q+xt8wn7VgyeHbP3AkgA/9h6z78HrWHoRFdu9ARP9ee7teaaPi7LOs+Dk8vbMBSfO6c3M8E1YVnEEQCfaXlrCyyokSaKoZZxohLndH5IyWletZdMxhEoZwH6+ZAW4mYCKE0azR8r+OJRafVldZoB8pTZtwColHWVT7H2BOrnb/qROau4l2bWvAIyUHi4Mg9blAaFcyXPZp+whIAOQ1Uy2jBAGPJSxUUDWruSJhbanZp8VEPlROxF3hFRKJEDJwHAopSS7tnmQZN8FhGEDUbIP7MUmiQ3gD66IK4sgkFAbHlLDopQvLdO0QOk2mMleV2LtDZzk2uTOyoiPpzG5uJluyTQnSXvoWCiZsVfsGxbH9m/xvd7L1DAnF14Ws4NjKhkT5BiwyBVL+GVboWvKauMKK06SBnxbyXCxX265ULDdM5DijPomS9yV/SBNOpYykJbH8gWHHVC0R3FNVUOl/XTShpGHDBoSVkdTCWATAarsqJU7AIjmwd5e2URq7hXANB/ibJqmgGkKSKMHRg9/LuFpci2VZRkEmIRVVAGsOKJyduqiclICmh1oIk3Ercm8AFR3BPDUPBvQc6RghpTdmJjgnAAnQLQ1U5SSy+Ajrvc7DD7i/uNbWHczxhhwc7/C6dkGeRcklO5kxHOOtrhnfYZb0wpjCtjHDpOVvjT35WSQss496zNkEB6LG9zX38I93S08t38M/1f3fDy8P8GYAvpVxGH0yAlwyRU9Ew4AB4/oVC/V3jsXBP85AOSkhcLHw/asIPby9swFJzrg5841NDEWAxoHh7j2yIPUz7stxLoKBivtmD2ByuoORUMib9B+nn7b0NcLYGLde1sxo6Mq0LO/cVi4Y0xlbzoJP8pAzU5sohRRSyf6+a0avgAcC2zqNJMhiBDUjwS/R3FgyJdoMWx1bWUQY3aMQqEskwda5oQANj+t7Y8zkKKlAqP1XdW3FDYnNZ2ZDQSqLbWwUJ2XkglX5qqWA6gMZn4EiF1J8Ewr2W+nGhNvE4DW74veRYWYi03D9NhRvYdY+gNxUluuWmKzTbZzLpOom/PtOw1fBCaqa4GVc3oFJj0VJ5XFxZeETRvImXCxSF2d9LKiLsDEAKT+m4FFaWEpXr7AZnBlTMpuawm1lCabFT8b0Eso1611mZndut3pYkc2xq5klDTApDlW7jzicYfp2BWGCfrMmGiVjiOG9VwyeJgJcfbIUUBCgkNOuiss4IQTAQYSUrn1y+ICABAJ6awDxdpB2ABw7hl5pTqXPsP1CaGTgLw898izQwRElxFVmxKVnZpJ+/agMoqRq7bHqw5pLc82q7WfMyFmj7QLSMTIazlWYyOO1iPOpgG/e+M+cWVBJsFb2zXGfYe8D3BbDzAw7XrcGle40h9wR7/HlIPG7DtNFZZ02PP9AO8zPrw7wlE/YRd7vI+fg087+RA+aXgMd/XnGFPA6bzC8XpEnD1iIuSZNKlabOpu75C8BzaxLmT0NmyZTRvXpMv0R5Mg8he7Pas5ubw9Y8EJD10zWMrAam3FAR1gSpdiGbhT7wTMKItCGU0bGF2BaqDWgiFBZQPkRRcYExVkto6RhWPFBrsepaOsaT/8wah91d0WW3Bz115ysqD8ffveBjwAIGyFSfCTvC41v5cBnZv3YnXmoDIjbGFjFzQ0xFrTRwUxtvpu8050JZ3XGTE5dJFAFhBnqMgYC08L5iQHAZxF15ONMVG2IlnUNxWNQMlqWdwk9fznAJD2zHGRgClXdIY6KcrfXRgxLghlTadimpXCmrT6iCfKa1GXjnQc1nRbdZykoZkUG5AsjgY5IDa2xxnFUicmwC0+2kALaynDrMSL2PDyb70+3PzanEgWjnVRdlTOtTOAU1ssSEPHZvGg5TIoK2huKOtfVOz+JpC2e2LVlftBrqf0fxLwz+CQ4T0jRYdU6AauoMCSW21fzd0UCRRdccYUUTzVf2l08HunicvCJCYFRHnIQC8iVd9n+CC9ewoInLwIY2cn2SCx+Zpr4JxktDC6LSOM0q07rqV1QFwD80kWO7NjzAfNZjlIrTglQgpy81OXcc7A6dkGzmW57tFJk73Rg84Cuq1k2qQVY54ctmOP02GFu4dzbMKEU7dC12dMySNzlvTbKeAQHbZ5jZuDrAa6TsTF7/PPEXHsNBQmYLWesI2SAutmAqIwP37kUp6jkOvCBnKPFzdfM5bmQGj07s9uHyfbMxac5FWPtPIAcxOEhcpslB4eUvaRb2R16hMvmvWZZoAiFVq908+0KwABAABJREFUpKiiYSnQjOMNO1KASeNWWE7otgpgpE0ujgsaHXLHiEditUWUSVYae90mdt6WxTDmoTIAxckBIGgctojpRCwomhRlTMw67FHYkHaTjA8Ia2Az/OIFtoKnhi25MGMpo8KazQEIkCgZFiY61Qm7dbe4mJHhywocpi1SjYwFbnXn7XWA0PKKNh2hUPTsUdsXyAFWkazdGsa+XQCCxa1lh2X3G7jkb0gX6ydZztGo+tw5xLWTZNtQhcyl5AeomJoXXa3LOWZl1nSiFdBBRXNiHy+nVNkTBSScqFhfl/urr+R6z4twWP7fmJ3lAcFuA9HfcJ3k/cQIFqJm+52aco06naRUoYDYEZw19LSP6MWZV88hardsK3uxBKCxhzAl9pxaDk9ABSVABSajF5fNJaZI2aN9Lb+Io4olM2QleTPUZ1AQQbLZhjsv4IQIwOSqzVjBiRsruPYj0J3Lc9xtBciJ806bVuq95yIJITkHKVeqfRcM5OgXwuToharNajN3s7xPmEgaPI4ojC4NCUNIOO5GXOt2AIBD6pC1DAgAcePwwdMrOD1bI+895oNEnM+e8f4pKNiFRPcTg7OTfJ0+Yh4c0qTOL+3u7PcAuwDeJLuV6zPZgBN2DDIB+dN84/beeop/94m6PXPByaZDXDv4KSNp/V7o+4ySXkkAmjKNuEXs4XclX8Jrh1rymrtwKWQN9f9bRqQp5ZjotX1N2WwsThClvrVd7zOo0wnjIOxGyQbQykmZoJsHGGi/t2WuDEJFHT8CFFE7C/c1mjx3vIimvwQ+MlT0KYNDjf5HBSZlv5q/bQEUySoPicDkSlprODQDkIE4bRtQVtfjDFoFERXqxMfZVuSkbBAjz1U86hwA7YECXZm357+IXyNKkNpCeMwo5aWLdkY7J+QEvLhJgFRhUorQ0z7v9qxJ7iURdj7pkFYSVW+luFL6a0Guq9eMraGi7asCQs56D6quwpGW56xHjE4Wdvlgwj0rj5nDSt/PRLAVtKHoQWpScr1+BSya1sRYLrMFHxoAbUxJwwqaSw4ztKMxXdLt5CEgrR3SyspfTfCeTd4HB55JnikTm2YAnYhkCzDRcg6YhMkYbcKmmmHDAuyDlcac6lpWArTzOoFWSQFJhvNZIvIBdD7JZM0Ey6BxeydiYy3jGOPnJyBshS2xpn/WMJSd3ZsCyP2e6v7oebdyprFZi1Kd/a9eiyKqzwJM4hEjnSRsjkfcc3yGz7ryQfzl1UP403BNouqnNe4aznElHJCZcK2/E3+8uoYPDcfiUtJeOvNjQ9FazHq8xIToGVDwltcZefZFWxMU8KWRkI5yHePasg4UpDttDvk0354VxF7enrKM+Vd/9VfxlV/5lbj//vtBRPj5n//5xe+/7uu+DkS0+HrFK16xeM2NGzfw2te+FleuXMG1a9fw+te/Hufn54vX/PZv/za++Iu/GKvVCs973vPwlre85akf3RNsSTu3xpVDWjvMxx7TFS8ak95VgFEGeqnvt5HvuSPkgZB6V/UPypoAdfIssfSEAkZKkFoLVuz3JUUWdcK2wSNDQEHIMnAqQEgbljTKDSu1T5cHmcIkVHBkv3MRtXmYsiZWN+dOVpsWUc+dfn7IJdBr8eVQ6Fb2rI6ddtRoTw4WAwpIQZ5X4SXJgJ4GOa6aS0G1bQCRlHaMyYoZfj9rtD3Litzi4aGW08nyUriCORNwpsoaLeL82y8FdvXfehDteGEuArnpWEWwqQATN+fHb+hn/5pleJD7cz7xOFxTK+yGENdURJmW+1DuuyYkTyYlTXQt6bWa1qtfuUzAlifhaqJvJuRIUuawYzIbp5bK3EQqIuZyX7mZi8C4dT3V0o2WJfRfF7mUc5wCN2oAbqsroWStH+qzefE8psG6NDfPRLMY8DtCd0tKL3Tw8Dsn36tTC4nAk7hk+OCBg1ediZNGeiMhHKoA3Z4VkID7eMKIx4x0lJDXSbQlgdENEUebEZvVhHU/42Q1ovO5tAiwRYWbCf7cCVOiHZ+7nTAm3c6yXSowyUHK014To/0BCDsgbIHuDOhP5as7l5/1t/RLf97+f3dmDRvl3CezXXcAQsbRasK1fo+7wjlO3B7PCWe43m1xvd/hzm6Lu7oz3NFtcd/qFj7j2iN44K5H8fx7b+D6fbfQ33EoYxh7Bk0O4dSju+HQ3fDwNzrwuQhv0zojaSmZdKzqbxK6m5oPU8q2zbNs4+nHwfzNf4avT9TtKTMn2+0Wn/u5n4vXve51eNWrXnXb17ziFa/Az/zMz5TvrVOhba997WvxwQ9+EO9617swzzO+/uu/Hm94wxvwjne8AwBwenqKl73sZXjpS1+Kt73tbfid3/kdvO51r8O1a9fwhje84anu8m23uPaYjmXWt9o2SOq0flaXRmSxodkq2RwvmmUiqzT9WUubNyFYC3Gs/k0NYKuDWNGYqAi2rIIb0AJSejYSaJM0PtyrBiRrTVYEcDYxtCuf6kKiSngQFbuhsZ+UuCRnLkO8moTRtlRxwSLMxBrSpR/Sgis05+TiduHnpVux0xVnD6QVIY46YHcSHe9GFPqW1B7t9rMm+kr3YZu8C+sBEpeTrfILE2Kvq5IW13b2tYnRwI79v4lyode/pZqzAYM6qRZHlwXIlYNuzmVDSUt/EydhVxtCPKoC2FZsTVnvG1b80dyHtlK2ZnDQGHTZVaGYmKkASSIU8AJr7GedYAG5D6IEh1E0Z5WJh82tIuCPLdjPsne4XovCtDTPinTQ1pW0nl8p+di5cjAvlnWLFlBcQSogzyplhpsYOXApebqZEDLAKk617CB2+iyMWraYCZS8AL7AEr2epX+UPziEc6qTdwbySvVZg5ZhV4y8ziU7xQ3CmHR9xKqXXBBABKc5NaUnBY7Sr4qllKPiV2I5v0GBiZW2ckeYN05C1xT4dee8iPi358wCA7l5Ni+Wkkv7CosvWDPicS6lJUQRut7YbPAHu3tx1W9x3Z/jgcHhA3QnAOD3t/fhbF7h5rTGPnZI2aHzCQ9cu4HzowEfHK5gjh4pOcz7Djl1CAcHGu1a+GIAWLi/9J4JTHDqHKQLjJ0dhx+f/lP4s8zJ5e0pg5NXvvKVeOUrX/mErxmGAffee+9tf/f7v//7eOc734nf/M3fxOd//ucDAH7iJ34CX/7lX44f+ZEfwf3334+3v/3tmKYJP/3TP42+7/FZn/VZeO9734sf/dEf/diAEyKlePVbFrbCT+IoSBBxbNhJbkItNdT5Vv5OB83MzUpX/ikMCDWMhbEqDdhomRPbDJi0qJ+s7M5Q4ZfoAziwuF8yirNEBHcEWpNqZlCEuu0+2v+7JGI6C3zL2u9kITQDV10K1R0tYtY6Ly/eezHqLX7XvA/J9+3fFuoc8pm5B/Ksws8VYc4Qp01i+IMDpwyCUzpbyyYpgVKASxmZ9LWj0f963i8o5QqoSyiO6DLJGoPS/luYgAaYlBwPAqIKXvUaCJOT4cYMOIfHDVsDNN3SyXsb29ak9aah7jNwAQxf2Jw6j7LpZ5zekEba6P6Sho8BkIh7m7gSQWxG0NYEBkw0gGwmhK3oAfxeRJniIlG2KDL8LCJlK4XVryXrJHqTXEP27Pwyq84kV9107yqAJxLwcqFPlt/N9V5OgJ+puL/E+q6Lkt6AOpUGgJJELP+mgeFHQYJ+dOV1xipYmJukzQpTQpsEF+ThJQf0w4xOw9gA6c7b5sgAqPZQx+U5IchzTcn0YKzpuwpMAmE8cZhPRARLGdqE0fJ2AGtFURY/ZIsPFJbNgFruaqpw0mA69gx/ZUZOhPzhHjQTprHDh3dHuNIfcJbXOHCPR+Yr+NB0gjl7/I+zO3GIQTpdM2E/CZIYNwHBZVw/2mFOHlPycCc73FhtMLkN+sfEQhz2BOxQSjMLhpMrCG6fY1sYFKBywVL+tNw+Whrk4+DQPtrtz0Vz8u53vxt333037rjjDnzZl30ZfvAHfxB33ilI+sEHH8S1a9cKMAGAl770pXDO4Td+4zfw1V/91XjwwQfxJV/yJej7vrzm5S9/OX74h38Yjz32GO64445LnzmOI8ZxLN+fnp4+/g6SK84cu5Et6wOQSGx5cKvgDtD7p7FB1sm+zgiC3hnsXAEXTwQ82tLRAgCVN2x+Z6UZQNT7gEwUxGhttSa+s2A1Nzf5LRfAkIEnYiCq66PGtyt9S1zLQvaZjkUt3x4YEzihUP2y/9zsdHMibMWmryEFKPXXTY6EHl8O2jl4LYApRsBPkmki/XUuNBDPgJsiMgUhEwjitvIAsbFbDbPTDGq28ixsxIJVUQYkZiyaDmpbg4+4ZQNQaTlwtgivKecIa0ElzdjEnOXtPGrIHtvPBEzmQWo8wm7orRaB7FSsbLRLAZlyIkgnVLHLOtkHy8lIJPcbo+RthD2h24oos9trSSYKY+HmDHYC/p12by6TjN0LBgTV/u6sqWM5x7YYEHBnDIwEnUrUuZsyulsjaKoNjChnYAbcmNBlAbK5dzV4UMPrrMRl108mdUI+UNFahKatBJyeTwMH2tE6blhzUzKwTqAggWoEgBSQSNPESj3a6tcAisTTVyBo1843gYCFmVJgl3op8c1Hogex1hVhSwV0ZO2vlAMWDffSgNKGgrT5X9rkqifqMvwqwbmMo80IIsZjqQ4iSZsjfng+wS732MYBD+1PkNlJV2WmEtk/ax+hR8YTyfawezgLMM6zA4Ik9fqRykLAwu2q0BoFoJT73k6pnrrbyeGe3T5+to85OHnFK16BV73qVXjggQfwh3/4h/iu7/ouvPKVr8SDDz4I7z0eeugh3H333cudCAHXr1/HQw89BAB46KGH8MADDyxec88995Tf3Q6c/NAP/RDe/OY3P6l9pOLEWa70FwBl1tVEM4iW4KgWMJQ/1ifBHhhbzbkLq/Pyc6ogRQHPxTm8ABuj5TOJbmEmtU4qBW+rYWVVbCXRggxYOBQv92VxHFTdHrVpljT4s32RST2jtfAtwBo3wOTSibeRxb4eB/ZzA0wabQqr24FmBShJylx+9JIImjIab7dmZ1hCqzSxE0dSswpLDDSCuZJGm5bvY4mntZzT/L3tqtnOuZlMS/6K/IxJVtDFdfI4WhP2BO5Deb3pkKRZoZyPco+a20sH6BzkX5cAnpoMjgyZqBWQ5I4kht6unTVh7ATQlM63pcW96VVQQBsZMDkTcWbY25e4bKxnkHO5uKNatmQhxmTAgunEqn8hTC1nSBmSUboK5woUwzYugEnZVByKWfbHpVwb/3nNC4kO4cCljYSs2rnoUlrbfQtkxYav7RDWWsYZdH9nJ6fKiX6K2COqnsR7cejkfJnOj1Gj8WcHNzphZyYVwR5kv8y1VvJSms7haSVuoAQRfFsMvPwui5gdCjIjgdXO7LqEPHlgdvAnM/phLum4wyDNDlchImWH8cqhlCI6n3FHv8Oj8xFuzmvcnDY4mwY4Yhx1E+5Y7ZCZ8L4bdyHOMhjmXRDmzY4913vYjVLOiprLYhknNh4UwX6q1wbGLDeLCeh9/XjDzNNq+yjLOp/I6OtjDk5e85rXlP//7M/+bHzO53wOPvVTPxXvfve78ZKXvORj/XFl+87v/E5827d9W/n+9PQUz3ve857wb2zAkW8AozkTZAC0XAQXubIWWtO3mm3RHVx0d2SzsdkEQgsQUCysDZNRyj/Q37ddW20y14cXcMVNg0xwB1Xx64qotREXMSI3rEwzuJYHuikPFCGl1ZxVCMvW0VbjzrnpDmqTdqEoyT7IjpuX37bAkC+wJUxF3IksK/Sw02O8YNsU90VlG4oHlm2VzaXfTCucbJmTAhBtoFPJjDXtc7pKbldudBFYAJfcJNB7QACbMjuF5bgNa9Jsokly0ttJhY7WVwikHXxtgWtgVJ9oG+D9Qe3TOqizA7K6qCiwABCS/aS5OsE46Y2ZCDRV94poNvSeibIyL4zJltGfZfh9qqwHQ8paMSM0cZ22qs3rgKytJEhLYG7O5foVANe6vux8KZNCSXoXucNtgAkAOM2G0fskd05BCJV7v9smhB2VZ3VRbrVcouZ5zd6s21IiWoTf6SKBMyTi3xsIzdIFXG3CKaEJu0OZoJjF1kyjV52JaHn8HhX8mdYEQOqdpDuvBJjYPnBg5DXgdnKcuWPwkEHrJHqjRMAoN7ofEnxI4JAl18RlDF3ElU3EnBzWXcT19Q6bMJWyU2ZCp40Qt3HAw/MVbGOPMQZJmQ0z7lqd43q/w9m8Qh9EJ8d7r4wvwNBcJIJo1RyQjlhu6i4DmZB3HljrWDxZGUfLWw2jUkB2O19/vAhib7NOebJ/94m6/blbiT/lUz4Fd911F973vvfhJS95Ce6991488sgji9fEGHHjxo2iU7n33nvx8MMPL15j3z+elmUYhkvC28fdvK+JkgYGml/LCp0qA+LELsyl0A0R4zGKU2DRWwaK6otLh2o5xx6Upt5d2BN770ZpXvep7qhMlDp5MwGO4XcEr3kA7gJQsgG1pUDblWARKEaxHlbWpAUp1RmESGB2tbZrK27I/pB2OZZj0FVuC0wKSGuoIlupN/sN09YkS2mtg7SbuQKxjAJK2DkBT9FW23bNxVWVtXNvUsGvlUgWpTezE8NW+caaNP9v5YZmu5hz0lrKzdYpO3wBld1uM+eROoJSLy6d6VhuivbeKNkmjGIFLzqR5r5yUe+5Dku2ItnAT3rK65tbp1xnJZ0GQAu7IKLLMmFOy3IMxQyaMxyziH9ZSoyAMEKUGa64xriU59rzwJ0+rImlTNMCFSelGImsv6Df0Qyc3GlonZeSTlpRyQExAOKnJvVXf2ahcW0WjuwnyjNSxMXKZIFEs8a93Qvy4ElhR2ij7CCghamOO8oWspZEOTaMl7rHwp7R7SprAoj+ajomTFdEa8KhmahhEz6L48izMGWzA229hBGOJCm1k0NmCDhlKQvePAT4IcER49BHHPcj7llJnokjRswOmzDhA2fX8YGzO7CdOnQ+Y93NWIcZx92I568fw9Www/8d75WyFQMUHXiVENYVTKbJS3PJPsF5CX/zPmM8dMhOujrn2SNNDnm05qrLfJkS/ufkVJdr1jwrT9ftWUHs5e3PHZz88R//MR599FHcd999AIAXvehFuHnzJt7znvfghS98IQDgV37lV5Bzxhd+4ReW13z3d3835nlG14mA6l3vehc+4zM+47Ylnae6EdGi+28riwBQVkliCSah1Z0rA7O3dFD5dQUA9veuvqcBHPv5xXLPIk2y/fsWCCXZ5+KiMDozEdwZSv2/vgEWlCdd+F1pVOct4h1FXFaCxzQe31rIs9fJ1Zwa0/I9S9+c9jWteLZ9rf5bgrzMldM08yoXwpgYXfnlmeACQJqM6WeZ1KClD2ICwyvTVQ88e1ds3wZM2uAyUD1nFv2+mMAtQ8UsrBeFsMACmOROV+p6SMJaUNEkXfrbdlOgRQwgiWMs95IEK04d2WdiFAdOYcoMPNhKP9fPBwDWVNQibFaESUncNrmT97LrIa61ZaS8bdbozk8QAezEBZi4KUl+iyW1NtejXJcEYIogE/0a41R6EDlA84TkAxmYL4NAAQZLOzZ7L32wtJt4C0ziSs5laq69P2iPmiYnJKvmKjdhZpTF/WFuNgNsLkKcP7m5lS24DQ4WKEiQc54VjLcJvOWZyCSdjrW0WGP8oRZ41mMUa/10YsnAvFjoUPNcEfQ63gpqf0ZZzLTuQms/YcArd1JeiVdmPNId4xA7bDp5+E/HFQBpCng4dHAu49rJHoOPBbzcnDfyPDChcxmhT5h9gF8l3HntHOtuxiEG3NquEaPDydEBzzmS7sVzEsCSB4fj9YjtoUecPebzHjz7KhDnxvHVMIgm6vWHC6D16bhdFCc+lb/7BN2eMjg5Pz/H+973vvL9+9//frz3ve/F9evXcf36dbz5zW/Gq1/9atx77734wz/8Q3z7t387Pu3TPg0vf/nLAQAveMEL8IpXvALf8A3fgLe97W2Y5xlvetOb8JrXvAb3338/AOBrvuZr8OY3vxmvf/3r8R3f8R343d/9XfzYj/0Y3vrWt35sjtr7iqibVQaAOiFBJpMMFo1AsNUdwN7VdvAXXDAGTBayC66rmVpOWAKSxapUJ5bCxuS6WpOBiiposZqz2elscd6wJxdX/gJMUGlQL/tbciZmS4VVtsQBNEvOgpWXWnYEsBUKl2MpTqOLGp2mxnwJlNhrmtdXytcm1QbcLQCd6j2gn+ka8NPkZNSBC4s8iouswIJpunB9ShrsBduvrdCyd0iDqyu2bPsuVDo1gXGXNi1htE0g5T0r27Ng2RigqQITG6Tbc+Un+Xc+Vj1Cp7kjBexqD6WxujnIwIlNkHZu7DOTslijiF/9geEPCW5M8GOS7spNGJodj5VDrfRFicG5YVS8sV/KegSneTYAzVnSmmMTZ3+IUs65cD558BID4KUrbe6c5BoNmqrbi0MnDXI+/VBdWqU/FlnHYhRmys9y7OaWMmBo554ZCJmQsoKajsUR1UHAOqv4kxg5ykNS3FIMAfaZSv8c0mvgFJQs+gwRatfzjCU4tZfEmiYbtpVpKDk+9si2zC5RfU60m/EcAm7iCGfdGgDgQ0JOTuL9kwO2Afl4xrgK6I8TNmGCA+M0Dggu4Vq3wzrM9QOJse5mfNLRLZzOK0zR43QSIHPXaou712e4MR7hpl8jMWHTzTjqJ5weBjy265r7CoseO9lLqTsPjfbn42B7tqxzeXvK4OS3fuu38KVf+qXle9N5fO3Xfi1+6qd+Cr/927+Nn/u5n8PNmzdx//3342Uvexl+4Ad+YFFyefvb3443velNeMlLXgLnHF796lfjx3/8x8vvr169il/6pV/CG9/4RrzwhS/EXXfdhe/93u/9mGWckIGT8gMsAIQNxKZTWAT7GDL3BOpYJ3Tr74EykVZ7I8okRWWSqhPsbRXlXEGEBQvxhVVrUbGnIoORn6fGXuekVFMtnfU9kaAdZnVw1IEpHLiWPnodxLKAElttiYNEj1FdIXK8dVA3y7TVlUvSrj1MViZoY+v1IKz2XI41SVlByim4DdNFzWeTrMAVpRGzNN6LjS6IUOl6u/ambeF63W63KDER7MWSjpVwiHVV3dfjdVFXxgvA+sSjCjFXLHfBUWQ5Dwtbc6qlLgNyrThwPpEJmXVFXFhDyyfZaZLoJPe87GMz4dnm9BmJqoE4SKgdJYafM/xBRKmtVoQ1IK+6r0x0Wks8kh3klAFz4E4i+s1ZAwY8EfyYlmWf222ughpzOLFa5JO6vdJKRKxxLStssxC7RIvnTsCJiMKRAXcq4CqpM4eysBCWXkpUFxBpJYJXOe9cgXxSt07LMpbzLc+WuWZAKtINDXtjQI41UHA0dkfYVbt+5qLyBw1WbBw69oyW8lQzRtniJkQga9M9ih5p55BUk5RUZE9RmGU3ERI6zEeVUp2yx/V+hzvCDh/YX8d27iXLJWR4nxFcxl3DedGwMIApBhxSwF85eRjX+x3+iO5EZIdr/R672OGx3bouflTc3pbUOWi+TM/gXu6Tj4fGf89ul7enDE5e/OIXg59gYP13/+7ffcT3uH79eglce7ztcz7nc/Brv/ZrT3X3ntzW6WG3KxadjC5mRrDXMdYmAgaSI5DZN4kAZLiJ9aEx0SXq6ruIaFFWNmzhWYtJtq5mCkjSzUWImMycP1z/dTOKW8ca2VnztJKCaoyJDkoWLAbiQo+mYcmedFvRG5guxs0108EGtYuUsPXakaT2ZkhYsCdysAumiOw8MQikbANLqQjaV2erIV/tqq+JgS/hZ50T+j8JGqGci6ujXAO7xrZ7DeC5ZFMsF8jcIViWFUxcCQVKRWQrmR6sHYvb93nCrYTlyaSdBl9KQq22ZKmHMSZCez/p5JqD0P5xDWkYaWBMP8BFQjhIwqnMEfXeba9d9lyYO9OvSEmH4cesSbfawPA2wKR8tYcZqL7GuSIAlmNWYNLJ7920TOF9wtPX+fK+9mXARPQ5AkzmY0ZaC5MEJnCHxTl2c2XZ4Kq4OK71b1eaghsE2CwC5mY5v5R0EdJLGSfPKgZNDThvS7jGiho4geyPNd5kV0E3kjTC67btNTN2pIISCyETJkdLVY3Lyxw+7GRMsxKh32vZ7iAAJW+pamwWJ1zfhxz2ZwP+Oz8Hq37G0TDhanfAzB771GFKHqGrTf/WYcbVsMctv8ZRP2OnfYUcMa6GHT7/6P34Lf8Abs4b3D/cxP9163mIyVWgDpQFRimf26KpZ1CfBQi6jwNwcoHxekp/9wm6PTN76zQrfPm+TtyFzbBVvApayS1DuErImtPV01wnlOyx0LS4xMikg42rk8oy6KzuizTNa1a3ZUJHWRnbzylD68bLicroeNFkNMfi6gDnZi42Q9LBCtCGaweSVZNGcovYT/bZIqzt2MtkngBKBqBY3Z63EbqW62D7wxUk2u+1CR1TDYMSJkgyKLyCrtK8rCNQdiK8ZJSmety6d1qh8cVz2AjrDKRe1OssQMkirv72Q1/pKeOb6wvc3kIMLCZvKX8Q2LvSTDIcMvzeIw+yHzKRyMrZzqdLyuZFxrzW3IsNiotH2CMqx+11ZR12qj3KjRDa2/niWp5jtbU2oFeCzRSgaANGDg48dIhHlYKnqD2oUl5qob0rwlYrwaSVlGDsGrmZn9RAzN6XxojSVkLcLKknROva3BvwU8B2lAAGIoI829qHiGa9lwODNKEVAKYrjPmqPKQUK1AXsEZlcm/zSHIkCMWAcg9RquJxuvCMVPBJZbwR8bYwXQbUXJTAOyvFeWWJpJWALFByD8xHkhxtWSdFJK8amXSUwUdROg9PBHjAHSxYjwoYhY4D5dltGD0/Anyrw2H0GFc9phOPP+mvloaAJ4NYkc/HHsyElZ9xR9jivBtwa70q5ZtAGY9MV3BPuIUXrP8U73fPwR+Pd+DWtMY0diLI9yxsUgA4opS+/QSkKNfQ+azj2tN/mntWEHt5e/pftT+Hjbqu2gJ1K6toArIFozXsBAdxMogwjUudmbXBXQt0isvHPoN1QgIBSd/a6VzU6E8sIh1oHnquk6VNxG1afMvoWFptyeRINhFeHkjseAXscJkY2Qsz0Z2yZiSw0tuE+VgGOmsCKECKL0zwTVAV7Nipnp/m2LL1fLHJoAS3QUozURgqE+maAt8mKz8Lk5FWrggZu6SODy/nuqaLokbXu3rt27KIsTgGtkpph+rPC1hpHCPEy7KN2Y9rn5Ol1Zw9LRsiPs7G+hqJu5e/8zNXd5hemzDWUDMp42lpKWioGOkxRpKQswlFixC2VWiJgZB0EjRhZClLslD3ljFhke3yeRk0ZckYMcZk6BCPO8S1LzZ6SlybZLYArdGFpIEwH4kuBFBmxpjAJ8Gc8OCLGNnOobnvhPEQV0tasbAHfUZYSdO9FMV+TZ7huox0UGFWdPCTq6zJFZaOuKyTQxL2w40OvK/iWtusoy5HV1ia9t4rLGJuHhMr245VzJy9BBEuyqOQ8xq0bGPlVMpA6qScF9cSzDafcC1/dFn0XPZsEeAHsRJnH0B9Quo9AGmP4SZCi9STlqrE3Sf6Dr9z8rNVwup4xB1He1zpD7iz2yLBYe1nnMUBj5AEsB2FCfd3j2FFM+7odvjD/jk48hPu7M8xUMTMAUDEWVrhj3fXcGO3lp5DXhqPJu28Lvsm+yW6oTqO+JCQQwePj4PtE5gF+Wi2ZyQ4QQhLMWVLExKhnUjLQKB6E0lMpZJkeWmzibqwKyiTXvnMbCUVQfywmq/+rU2crfDRvncJAnDm9rPqqrIFJqYzue0+WkmKGX62g6Syag4HLp1iTfxnLeYB1EFOx2/KsjAsThbWibVhhFr9TQGGht6cgiQ9DvIEGmXAp7Qs6QC6WmUtobBmJQDIo4NPFw7aBLFNB+EyMaACvBJk1gDNBbNl+3ZRfKkCVwZVcJNQ3qw4dCCABU70FVZ2avdTjs0DwRVXipVnUk9FR1T2Rfe92+ZSyisW2KY8UY4BVEp6bpbgNGJIuunaShi6O83956KU1pw1kxu5OEdczHCHKoDlzmM+6TGfeElf1c8OB0bunDARBtj1fBswiWuHeS2CU9vvj5QHUzYrqQFSRltoTbQv00Y76m5ynUjXE2L0oBNgsxmx7uWDt2OPw75HvNmLyL1nxDXARxF+lQSHOc36SYQcZDIHATzX+8lF1SL1tCgdF5Bih+TkvikLDnVJWXnWSncLN59cUhiraqVL9pIYO10B5hNGXmXwUZLbJgPU5dInifoMPnh0XQIHaYvlQ0J0LIBN067TSnJSwAA8w62FaUEmhOMZMfSAZ5xc2+Ev3fEYPuX4wzj2Iz5t9RBWbsatsMatuMZRmJCYcFd/jp4S/lL/YTyvfxT3dTdxK23wyf2H8UnhMTySTvA/prtxFleI2aEPCf0QMROQZy4lm1KS13vVgDgYcE4CAZ/u27PMyeXtmQlOunBp4n/czShYZQiyKDwLM5K5rpAtpKudAKWuS2XVb59ppRQCLJ9rqcEwN0pDvbYTqDEcpedLO+k2X+1WtCzgAmqyF3bEz8aSkNajJfBLVmsXBlDXsApOV/VoBtQ2SRUozqiaQdCsyLU0JMekq8JcjxFzM0mRKvFn6N9waT8i7y3aAjddqDNnOU8uaaR6lGMjtW+WfVycrHo+L9aDxRVk6MCQpJxXy7SRL6rvXXov6QSlE9FtNysJas8mDqKbSN0S+BqbZgJd6ddj5REoMJGTY6tqob5Z49AFaM1HMpEVxkSvZSlzZhVD29dBsjbCyBK4to9wypqwc5ivrTBf8Ygr7XWkQK1ob0yErfceSHNH1EnTlj7rMdrJf/wHlp2r18lRuR+knKNC2DUjHWfwkOCGBB8yOi9aB79mXFkdAACHGLDqIsaxDpFpANJxgtMod6cprzE6ZPLISJL46pw24MwycW/1PEK0G+UZUDF5BSvQTu66CAEj6XgTdsKOFLu7Ob5UrF6Ob5CyUrfTzs4TISZ5tlyf0PWxkH4xenAisfcC8D7Du4xOtR/nPCCHoGMdg1cJtJZzxgCONiMOfYd5DBhWM5zPmPcdYvSI2eHYj7getvBgfMrwCG6mDW74Y3SrhAMHzDngwfNPw4k/ILHDc/sbeG7/KO705zjNK/yv+U48Fo/gwDjuRszZY1p57IkxoUNqG5A2czQlSK5LljTeZ3vrfHxuz0hwwsEvHQkXB7yW6TBUrtoMc+YsdBw6mUNXtExaQlC6MQfRnNjrC4Vrjpp5uRqq7wlYjchKNxdXTBdtwvK6uh8ELJihAoz0vbwJNa3fCUPi3Kkehx9lspPVp1LHDcCw0gxlAs1Ks7b6jFK6MgvrxQti14GqvkFXZyJYlFV7nkykp0DK+gqh/CM6oOCAKaH4qq0BY5YBO+yl7GIhbMZIXFTNLQDfBdBYOiCzObXEMWSundzr/9tKubnHCmvwBFs5HlcnbT/LNRGaXZwabpZ/mQguMZJZS1MtiVhmh2kRwoHLPs1H7hLLYvcia48milLGEdZEgsC6fUbYZXTnM9xuhpVz0smA+Thg3sg+uygC3dvasgGYcycNtRmf3Z9SttNnLuYarPd4mx27lvgMmNTMDtPTSHfg9dGEoZvRqXMEAObkMWeHmDym6MHZFfCcVgw6ivBe+uV4L64TZkKWVQqgE3dyaiOmjMRecoKSCmSNcez0ATH7MOt9ko1tqqLYNGiPrBIeaTdIZUxycJiP9MeeEHasLQMIII/oGTMDm+MRwWXMISMlh1U/Y8vS0+fqZg9PjCl5eXw8Iw8ZTtFV6COO1kJf3nW8xa1uhVNaoQ8Rzzk5xwcfu4JpCrix3+CPhjsxrz2O/QH3hpt4XvcoDrnDw/NVZBA+NJ3gw+MRVn5GzB4f8NcRXMJz+nOcpwFn8wrb1KN3EYEyHBjeaRuKjLraahcR+ry5KD1/bmu5e3b7uNiemeBk1VU2gKGjRfMCQglgupiw6WbSnAX9WVnJ6Gomc6nlysRvrACqHdgW0bYibMBD9nUfjBJYAA+z0tqK2fahTKJG/ZJ9dNk/2Fuq+t+r20Img1ZHgxLdbzoGP0LivR0JTdyhZKCwZ6CXBF1JF3Ui2qunrjkm3Yl2zOD6L8HskCziGk2f5QxJPP3/s/f3sdYkV3ko/qyq6u699/l43xmb8cz8bIiBm/BlwBgLLAKysOUPLBJiS1cIKwRssIxsJHAEFoQQDAlWLMCXEBIrSsCJZP+RSAmRIHIwIGMcJoFYQQaMrMCFGLgz/piZ9+OcvXd3V9X6/bHWqqre57yD38m9ycy809LROWfv3r27q6urnnrWs57VgMZLj9G+RiTHoBrTd1NGcEBcuWayau7z4fkYMLGXDPxEBT+tMNapLkDN3gwQWbsXlsb6Cg62wsKwpMs6yViJawnxuEmPs4PqN7iERtxsYR0NtXhegFUTQktlZgF886YyLH6soucS3tJNdCZcs3Mmht9JLRu3nWDOrOlkwHR3j/lYgAkHVHt8a8/DdQBpGEpTYU2AvdBV2H1I+dagzrlFlpT5dFhBvDQs77HzDO8ycnbYJQ9HjODlOqS2oMM0B6QobEweJKThGsHXoQ6aFVDDZclq0XbMFgopzCHQVvdmUk1SVJBiWinIZ8zDyJiThYeRLSoSqUBcrnU+EbDvJkZ3JpM0cUCcHM6zsCUpOaw3EzbDBOcy5uTR+4Qr/R7nsccUPZxjTF1ARgeaHeZdh6lLuOtoh5Nuj3WY0fuE437EfZsb2MeATz1yivOxxyPjBkdhxIPuKj49n8BTxvW4xoPjFZzHHo4Yn9yeYB8DxlmmoqGLOOonnE89xjmAiNEHueAb2xXGXYe8DXDnHmGWkhbFgM3aJEOyDLUg4ZODXTgc0G7nc0/N7c4EJ52XwcOYiluFVGzFqZNhDoDzIm4j5uKo2uoqJAafZMXbU5kUkmpWKkuAxWBtqyljNNxcJ2ML+RQtSYSGKZrvL8dZsgBLPc3y+tJKzJ78LKtpK1Ofk2QnyYdQqHUX629WYymrtQMT1TqIeZtmhaCdnBY3oXm9RTE2sNgA7uymUE2vbMECVbxT2jYx4BrgUKzOAbbwwUpX6r7xO2lPp2Wo9LjFP2Q6OK7tpsBkXssq03Q9C6ZImbNLxZ3KPlBShqmTOjCA1K7xk7AHxrzUbCCCmzIoZfgCYoU9KDqFwqiI7qPU4JlRBLd28bY6L34fdu+jZAIJQMlwYyxgIWtmjrmvFgbEQnSXjL2SMSPAxM5NYh/LfiPPWr5obb84ljGTjQ5B69+ktWQsxbVoL9BLSGaag+DA5OyLNONZBM5Jwx5EkBBNMPBC8NoJc3Yi0mTZz/cJ5DJy8sizk+rh9vx5lhHXnhfbkhmxkWDpXNYlAvA09HkrEqAKoSWkw6qrYa/ZNnugO4Mymw4x9ZgVMG0zISWHpN4rn8oO00Y6wPEwoQ8J56HHzkEEwrPD7uYKKTns5oDT1YjTYY9NmDBnj+eePoJxDlj3M55z9CgA4E92z8AudbgxreCIMaaA7dyBAFzfrbA9H5D3vnQ46oSZytEBVn09E9zewe8Jw5my2AriLrBy9t4sImvK/MTHJ83i5bY/9xTd7khwknu57JIjb+l9LTjxjReADdY2hmWoAFNWLTL+y+pcBhcx/QqZAUiRMT/zcqIyoAAVOLrqYbJYrTcgxh46yrWuTNupF86ztvJsBKgWjijiVADUaTql2iy2heWKf4AOlHJdklpYfE7U9bKYSREX5sWxepbo9xfwoeyItLUyC611ve7XGlSVCVI9TlrwUIBeruEK1roq1NiaMwmjUVJKOyr3uN10nrh0K14WFyZaKumrxS/iAESVe/IZ2EESM7J38GNCf11e81OGm7TDWXNnLhlTksJrxfOcCiz12jtXdQokgBRA+V0mPjJA3vTHVI3WDBhT5tq2RGIzr/3FquVSls/Z8Q9F6BzMe6T2NbZr0j7vkh5LiwfecnMQUKOma6kXABpVBDsfZ2QVdFLIiLOvdWwYdWIkwNLhOJHUwAm8eI0I4EyYZ1+YFKdsCbkMsByTQtbbrFoYA9vNd7GZEF7WHYjr+LOt40JxpW5AvSuLFvk/Daw/AlDCTkJzlKQGV1pJ309M2I8e5tgc9wH7XQ8QI6gLbNdHDKsJPBDmKSBNHtO+Q04O49yJZick3HN0hhfc9XE4YpzNAz6rP8ONuMIndqf485tXsB27Av5i9IizR9wHYO904SG+SiY+9prlZALXAjq4GbtRn62FTklrQnEiEOcn/hz+NDi5sN2R4ASumTCN9WsHzgNgIpO9DCqsYkShw3WVaxkjHuCByioTKj7Mneom5poSujBpO5zEAFQqe7kCda0A1k7LtDEmOm0m2+rXQoUJqjbV0OwPnTUVpbWukzKRKt0+AZ2o9pBiPc+lV78ev8tgdqrDsSU4mgm6YTYUpBSBqoENpbndJEZhVsfFtAhLBqrWdannsVSdinDZtCZUwjqHGUSHGhO7T4f3SnamwlblrmpMLKNmoWUpoOsxRhSb7LMyE+cZ/gaprTvVejX6vYc2+jSn8l7x1HAARy8GZ6QL9+zgFqyFHUCvw3EBDSIiRskGknZuvpcZiMK6+V0WvwtqWBsFOuYFZH0k9ZVdvJBVpv2k3hO+JWsixxNX2NQ5pLXDfCRhq7QG4kpEsOgzyKsxl03I9l32PBCWrq3EQGj7LoEtdbwN6SlzYidcwj9dlq/JBApV+UpOymLkRGC4g+/Uvezaoy1KUNpUD7MAkXa6ZSzYJExrAgeP3Isw16l3kR9FYO2SZEnJ95CAWBfAnjHpcWfPQMhwQ8KwntEPM2L0CEEylubkMXQRV/sdNm7CFx0/iD/ePROeMgYXkUGYosc0diIYziSM0uSEJWUCDxnMjDB5NX5TNqp9zp2kR8t4Kq+LDkorbtvzSSgMLE8O/myPx+g5T4ytZBg8js89Rbc7EpyI98LBfbVxtpmQqvhRV/eqD7FYuoEUmYxoIfa0WL94EGRkLwdlBzBLFgyosiDZ9CU2oeXKFlBsKvBeAmaK5wgtz7/sozH4wnY0ICYHc321bB2JO7hZqPusFV/ty9rMGO6AaEXNTLcRdDTJBM7ym3Sl367ODayQaUqIwYtQku5cGBYZPN0s2osWpC1CXo34Ulgxt5jUFgClqa2z6Auk5ESq77Xv1+uwCYoAV434JKQjtHq5VQokWjdbOdgBULHXM0D7CMrqs3sJGKG2Xg1QwQh4SexYn9QigpTFxZU6p0BC39d76yZSVsOVPkollMhSO2dOB+yVABY3ZwX/FZiAuTJOugk4rELcJavS3Hs7/mMBOhKfFFa7+zg4KZC4kfTotNFOkgFOvgIBM/878CmSk5C/SZ99OxcXsmTqOEZQsOEcwD7LxMsy+RJx1TswyXEIIBV0+pA0fdTXPmKZb0SiF8koXj3m/LyorVOu39LHrV8LoHKriBwd4okCIH1+jX0Me6guhZqxxbKJoNovOT57j9wF7I460Dpi2MzYDDOCT4jJI2WHPz+/gsyEzz36NO5fXQMA3BW2+NzjTyNmh0/4Y+ynDrubK9DeC3gggIcMfzohnXdIm4yUgXAu4ZikBfykDxDyRjKt4BkYPdzWlWQFY1JkX2FPeFb29Am+PV1b5+J2R4KTPDikalwpg3JLk+Jy4GLhhBIiaViQ1HNRiZewBnRAnxg9MmJq4vG2GjMakuSLODXOsloXZyEktN82tynoKAxJSVltTt8JoDLWxES3acVa4E8GqZTqZBtQK6BaZpNZ3OdB2sLvqMTFcwcpEw/5DijYoLZicrs6bScBhtT4afKCuZmYcq4DbxuyKiEG+4l5MXBLeEAnSV8nQ8tOWQCTtr0AqUS9AFNNfzi0YVedg5mvmZ4kueV+Qp2L50ruAyil4qjaHtdqFy10KebVon+3v8lccG8xBjNIvodYHHRJgGOx87fv1okRicFRQWkDolxk0bZE0bcc6mYsrFZF3Rd1EiXDSwGzMYQtw1cmRCYhv5SZudUmGjKHuPKSfdTJ53MnQlYyd1bbP7CyKFyIqgtKXbsECzt6XTwACCFj1c8gYszJK8iAghNrLmUEkoB98lkMYn2C96yhjVuseu1lxVStr8wFbyUFJsnAto0HXsCTDxnRM/LYI0LDJXsp8miaOZ/a9kejE6LSR6T4IMFNHvncYb8O2K97acMoH350SPj05ggPnx7hr1z5BADgNOxxT3cT+YTwzNUZHtxewR+dDTKOOgmz9VdHDMOMs8mDnaQ8z+sgIDLk2h6zgz+dcHK0x37qsEcPnknrFin7o498WcQ94SmTp7dbbXckOJmOPXJfx6NCB+p2OE4Vi/cS84WKKzWZJKGaTSWJ4xtg8OpF4mZGkCdS7cwbTYeeg6RxNuJEHbiXE2OdTA8Bkq18232BypC0WS7VXI2lLbTGh4gJWQcmqd0BkpCLtYFZ2Et6pHwR2XGVSSnnqhk3reCYGBJrXyylBSCVCZq4htocF01O6kk1DwSODGehrzYeDxRthfxjoRdzTW3a8ADEHbJT9v6CkToUwjZApvV3Md+YRd9KWavs0i3DFJfa27f/H1yXMSZ02fGICpsCx2q3LpM1IQPe1etMprlAZetgK3mW95OYrh2eYwuKc+eqLqLsoG3oG4aRVUOgIN2YyJLWrN8vZRZuMcsQIXdeGJMjh+nYaXkFCdtRBDwIORuAzmICp/oPAkDG4jUgpWA2l4tOQm4DLf5mFkFpzoScXCliZyFgQICNV6BAJMyJiWi5ra1jX1z6krIl5i9zWF+IUJ6JuFYdiZXEyCLcPTna43zXIw4dsgPycUReOaTJiT39Vp7rtKkZeLmXZxbm3pwBmh3C1lg9EjfYvY5lABAYaXLYZuD6sMJD+1Os/IzzKAVfb8YB29hjjAEuMFKfgY4xHI+49+pNbGcpGsgMDH0EnwDj2KHvI8Z9J4aLPWGzGXFlvcecBAGz5wsZd20mZSJcWEw8IbeDOei2PvcU3e5IcJIGkgfQJhFbvWfoCIo6OTkLE9QOXlZ/uiAjjzLoUwZ4ApCBbqcDjE6abmZ4YqSe4Iz2bgYiVpahdYltBboLMGOrXAModNBPm8m0/Xx5TelS7sUpU5hPh7AFIkhXvw5DzhJKmRkuQASxY3WMLWEso8oZqo/gAkaK82WTuVGYCWVBDh9Oojpoi/YEuPAg6udLqKMFFIdGaeo9kpsefyFU056Pve4I2bNQ98ruSEaVfqelFsOur4Iip1k91WRL+1LJLHEgapiTRm9yYSMx94JV29W6O2hYG5oT3JSA3IAHbkI8CUBqlsmZYKZoxVtDZ9QWfBhzZtcsniPNeTtXNDG5tY23iZKFBRTRMBVQ2Bq9ZQMt2qdKwTxr61ttROBeCgXKudaKw9bfcmDkNYNDVlEqBHCT6D7kt4RqjAUhElMyagB0zg6u8UOxrJ4QJC3X2jRnB+cTMjkEZVj6PsITi3CWCVMMevqaScJ2P6iEdP0kwCTsxJvHT3yhb5rAO64ljJUHDYMMYqbmNHMIAPIqozueACbEySNd70R7NJuRG4OPIrrjSYi46NEPcv7bGyuk3En14ZOGoutyccuFGroFl7HyMzwxZnaI2SOzpPWeT0JZ+5MZq9WMK5sdToc9rg47PBIi5uxw3E/wlHFzGnBl2OOR3Qa7qQMDOF2NUhzQZfghIc1OfJbarLusGh3VrD05wMnBSul2PvcU3e5IcDJvUGpcyCpex1ATnBlIQcNGBFYdBcrrQF21OwBQS3pb3ccs2S+IEGpdqXH2QFb9CUHBg6PFCrwFFdnKpetAf5gFstCdGCBAfb2lbLmDih1lIoCK3dJdLG6QcPD6vX4G4iD1asxZ1drD9DBpMMDDxV+AMwCllostPczG/YB80BX0Apy0QCFKwTU/UcmAacHkUsOxXFWWydUySYxliQCFZnJsn+9bzYN6vAvCTXubUcEHKxWeARq1fUrGUO1TFJxmE9ASoCwOLINr7gPyKiCvvFQp9iiMhoEHNzPCudjIuzkVzcrhMSlmEeU61JCQfTfzciWvfbQAxcPguHMlrFIqEFt7UQXcTFgAE0CBRL90pr3sHlz4znZXBUXsqdTjsWrC3EMchXvWNF5lTKgKUi3MUpv74ve0c5vZhYsmmWSSJBaiwWeEAOSccbrZw7uMlB2m6NGHVMDMFP2F8I9cJ2pWXhRg0p0xup2Y3h3qbnJn2UiEeNRUWe4lNLJZjbDCm9wLMBuGiHU/4+FHjwVIdUDus9QDmqiAvGdeOUNmgiNG5zL+bOyQfVBhPaM7mdD1EVePdvj/HV/Hp3bHOJ+koN9xP2JwCZ1LmLOHJ8bghQabYkDXR6yHCcfDhON+xGm3x9Vuh02YMGWPe1ZnuBq2uBHXOAojbh6v8H/ffAYA4LgbkZmwXXUYx06ZkfZmKeM2Aa5TYe1jCamfIFsZ1x7H556q2x0JTkSMJzNcsQNnlNCGiNDU+dMydqCvNSt4YoCcViFNygbkZnxmHKzObQUqIKH6oKAZzG1flOJluavHKeeqE3Q1dcLiIW3DFovsnWYfigDNTsFXBp/OGNGhu0HoWAY+qNi322b4KcNPDmEPDbOQrLaawb3VkhBTfY90Mj3wZZFr4CqARX0dQE2fbtIkLwUQF8IgkAnY6q1o/DyMrAOyrfD1exSktt9tVv312pZamPa7F4NE5hrZilaK3vqTA5KKjA5Fnu0s2IpdgyvAZD4KQuEPtWSC7RdGmcTd7JAHD+8Ibj9XlqMBIdSCkMtCRuVaLl5u2ZxD7oNkeHhXAHZxKDaHXF72QWIgqw+QOA7Tst+ogNr0K3yo3Tlos+Jx4qvhWu6VGbRnyzWhnJI5xkXTbIyJU8Hq8ivkf3GDvXgKuXmovMs4Xs04GUasw4xACTfnFbZzh5v7QUNA4iuSkvqgJKplH9To0TyFzINokekEFJYqad2rNJg1fwINGb5L8I5xvu8krHQk9sKOGJ1P4OjkPmwyOGRQCqV6cpo99nPA51x5FMFlbGOPrkvYdwxO0obr9YQr6z1Ohz0+Z/MI/vLxJzGzx//Y3o3MhMFFXJvXGFzEPcNNxOwQKOMZR1uswox71jdxGkYEl/DZwyPoKOGR/ghXwhb3huu4ljZ40F3Fp6YTjClgEyYFJg7XprXcUsfATAKsRlRDS0CLWQJ5T3Bn+8foxE+Q7Vbj2mfyuafodueBE5IBEV6zQ7iK2JDVyIjqKl+YC9nPoZn0oeDEMxwIUGtxgnzOzdUmvEwiBigadsTKoJf/bUWPypwsTNUawRralb8yJguHWT1fEcRyKSSW+ia2H221Kxw6DxnzqYNLVAS+aSCpvaPW59kT4goVWDllSYy1IbvOuhwQETCUQarnB0C1JsvXoLSsm8SuvghnCzBs6SNbeXAREV4Qj2oYbAEG26099iF4CkAkS6s9EHlm8R+RsES9z0X7klnKzDsBmzSxqZ/riu4yUGIsBLOwEkH8cjigFAGMa2m04u9CBBe96kJq+7jtXBmUwywhqt9T24JxAaQcnp+eE9wBMDHtSGfhJjTnJ8URD7PaHLgB5VQyfIzt4svOsT1XoKb/F0EoFoCn7i990KnehBkl7MF6PGYu2hDnGMFl0TxoBwlOtSN6/Jhc0SI7kv09ZQRKiCwhDRPOxui15otDHj1o7+GUtZAfdW7eA34nNYz8uBR6S/uj6ktgbc5An9GtZxxv9uh8QvAZbj0huIxOM4Suna/Bo5MmXSX4lYRHwpmk9ubZYzf2eGR/hP/jyqdwFCZ8+ugI43kvJQ10u3u1xV3DFo4Yz+puwFHGZw8P49F4hOtxjf9nd4pPzCe42m1x73Add3Vb0cF0e3zB+kEp+BeuAQAezmsBHnmD8zwgweHh6Rif3B/DEeN8HvDg+Sm2Y49ZPVLmbYdww8Pvqs2/jXdWLNHvIaHMJ/r2dFjnwnYHghO3GLjY3Bo9A4mQnRO6dxLQwk2J8hoe0ZHCHFyb1beEDriUsTcPgbCTSYybQb+ECJwJTPV/ZXNM8GbiQfsOi6uauNRYlKznkg/vKkFAmEcR3OZeK4zaFgmUxAyJnRg4+Z2s0NMIpI7QTVlXdALi3KxpyKPEu7lXwKftRS3wK4BMDd8OwAg31IPUFJHVpBlLtd4usr8hMmuzg8lV27U8vC3ga4Rz7ZhfwkWGa8gyhFRL5KSQmjcNht4LyiyAlpfABIyShi19SSYEpOryatdCzXnbZFxM5IBb6i7SSs5PxKNq3DZxcc8sfWRr5ZwbUNJuhwDpMCOp/d90L6Z9URbN2swcWq0tFvfNSV8qoUpUvUl7H5hpkUr8mBvpMRxKzaSSBZcgGXCRxHcHkIy1TsVgxc2L4YJk1ThlV+wHENBh/3c+o/cJjhhzdmiH0aGLwkwwYa8pgVmFs8FlRMeYk0MaPejcw++cVtsmFc9DS0VIDaOwuwhMpPSAeLnENZVxBywpy95n2C04WY1gAKsg9Wke2W0wjULF5nVCWEd0fcRu7ZGiGJdZqjURY+0nrP2MP+nuhusyUpCxkgHsU8Daz1i5GY/EI3SUsPEjEjt8ejrGlMUJ9s/3V3FPfxP3ddfwzNOb5Tr+fL4Ln4wnuOq3eIY/AwhI7LCiGSduh9Oww3nX4+HxCOdzj7P9gHEMiPsOPDlhfQMjbqTPuFnAHU+SJm2Vt3FYpfzp7Umx3XHghLzXAmOsWSCodtKstL2rA6dlDpBjsywolDMALXSHkmZMWQYXSpDS70HYhgpglrSBgRk3E5JmK1jF2nYiLWAKdfIEUIWiNh8ak0EH+5GVUtf/nayywBD2BCQswJ4kuybrarSr7I7YpEttlrBn5EG0IMUzhKHZGDpJZxLNSBQwBAB+Lxckmh807dJcYDLGRJgKa1fKqGGGx1poMASsFPBnYKKme9t4VQBG89vOq82aKoxV2VcFt8xAAlw24ZGeo0MN22jYh6YEq269YE0cizfGYepwzAugUFmj5TlK8UIFUVEH5hlw0YS6IpY1g7YqdK0xK2KumT/lRar7uKbtVQRcrOL9EqAA+jy4Gga16twljVv7dhpUyOktXRXCmnFt979oE68gWRBwAPykDGHWdNkZyLMv9zcHY6P0+e8zXJ9Vf5IVhMjkTMACpHQ+YxUEgAACPPoQcTwkrMOMlZ+xTx2ujys5NwDrbsa6m3E9rjQzUJ4Lv3UIe7GXd5Os8q2OVbcTYHKoM2FPiOvqfjsfCYtCWWpfRd9hnwlx9uj6iD4kDF1Eyk41RnotIYP6jNDJ+9M6Ik0OPjrQ5DBPAfsY8MnxBHf3WzATfEhIIRTcGlxG7yLm7HGWBqz9jEfjBjfiCp/aH+N87rGfA87mAX8+XsXgZtzfPYo/m56BT8ynyEzoSEDeid/jmeEmjtxYwEqGw5gDPrE7wW4OSMmh68TQJHlXHJmThsXczsF7wBOVvuQnXM64PdG2Zgy/7c89Rbc7DpwADeXbltzWdJcySWrV3XaCuiDcNLSufgEu1cJoSS3SS8ihXfkaI2KrSxVqGsixLAUAhaauJw+ZrBs2p3VRLJqU9iOLCsIKDBbXRZJtQzKQh20tNuiiaXREIxN2jG6bZSJiie2Pd8mqz507zeBhcAf4rUx2lID5iMEdw431+kUv0IAUW/2Zodqkeh4TsmY0dubV0KxMjG3VWtdOlAx0dXJM/cEkbPs1bVhes3aYGd050J1XG/WlkJbrpAq7loORYwEWTY9xCcuD5X72XaLhaOkmlD6QO9Vjs+hp/B6g7DTVOwjw3M0CUGzCCw6lwKAd1wBG8z3y3ZIebEZuOmsv9iu3kiV8U0zs9HmTAn9V4J27JutLMVPLai1Ez7eYYAr75Guoq4q05RguEWDuzLawyJp5tY7wndTaMcbEa5Vir8xNVianZVMcGJEdElMRfPYuIbPDmALm5JEylZRXKSyYsMsd0t6D9qL5KGnCOy2uOXL1NLmgSVIwpxWccy/ZOfNxrtebCLz3mLXonddihkSM86nHTrNl3JCk+KEXz5bd2CF5AXeIhLgNeNgdwRFjv+6w6SashhmT7wHH2PQz7h7OcexH/Mn2GdjGDlf6PRwYnxqPcWNcYUoeUwx4eLdB767iNOxxllbYph434wpnsQcAdJTxKXeMR7oj3Ndfw5/Od2PjJjynexj39Dfxx/4ZcASEkHC6GjGtPMY5IGWHefYlNJdcpxlssjDqVMPzZBDEPg1OLm53HDihLhTHQZgHhaW9NqLMAh6UBWD16iiDZqJCGxaL+SjupTmoJsOrayij2IOzTkrcsDMmAnSpZgPJycpAGteyOrJ9EVEyjBYpts2AvkiN1WMt5r4EuOuhOCnKdVBhfWqBQTm3uJL3KTv4fUZ3JuKCsRMqtVOGxLJI0qAOlCWcQsizWE2DUasa54a+L6GA5bVIOYDleVk16NQ7mVQsxGbILLFMtI3NevGFCXVCXLA3ZhMe67m01XiHGxl+zAqQDpxoyz24fLTgzsk5JSgCEm0TZj0/AzPGXhyCg+Cqq6qrbdRmjVlIz8zqKBNclJ+oxdywCmpaV2gQGdBts4KJCyAl58PKGC3KPzgge1czzRqGsGp85LxTLyEdSxe2TJ4WWLfXDFIjwOkv0AwY+LdzVkCUey7C2FIHiiApxUxAlyWUo2nEzmV4n9H5hD4kpOxET5IdHDG8YzjNuInsNBMnIPiE6+MKcyeFirZzhzlKe6fkcGM/YNVFxOSRswhgrUifSwJQrI9J4VDGZWE80+Ow6pdyQE2T3kS4oG7CTAhdwmo9YQgJR/2EzIRxDphnD3KM0Cc4x9gME7wCMnQZWcPQmBzm8x7XujVSdrh7vcW6n3HTZ7ggYa3TMBaL+hssbEnQFODd3CFpUcFHb27QuYxH1keYVRR3HnvcmFeIWfpecBl5LX/fjCtcDVvM7DG4Gfeub+J8HuBdxnOOHsXD45F4pqSA86kX0e7U4SatEfcBKXVwPZAnIMx8y2fyCbU9DU4ubJ8BafoU26iJby8mdaXXHUtMtVTExWLwJB3svRoYCX0OtXuX/dJKVq+5V7Fry8CgMh0Wgimbghg3y+rJTVzp3hFo7aRb0NEe97J6PJUVMhaA4EYnKbo7c4sUkFFXqzJJ+0lWdLZqs1WwmzPCmNFtGcM1+eluMvrrjO6MMVyTuHk4Z/g9o7sJDI8SunNZKS7s+A+uoYBEqq/VgnMoKahxpR4PK7rIKui9rm3LaubVvN2Cn1nAVDjnct79TUZ3zlhdz1hdSwjbJA6pB/qWsrK/1SBIJBO4MQ7qUcIGpnLDoBxsTATuvLIO4j9j+grrV+aJYQA4By73ydpLMqvU4n3wyL2X81ick4p9FYCwtx8N4XSNziSQinQVmAQnr2nhvWwgRJ15UwfENWE+lh/xGoJqBRpAWtpM/nfzQb2kCw0k4MUpY2k270XM3rEU/Fsn8FEETmb44wh/MsOvUrGiN2BijElMkrEyxVA8OqTGImHODnMSoWvKkhq8HXvcHAfcHAeMc8AUZXWfs8M0hbLST7sA2jvRmGi9KJe02rONJZdZ1KNZMOlCw9gnDhlhSDg+2ePq1XMcn+5wcrzD3Zsdrq53SFkA0m6UYn19H3F6tEffRRz1E+4/vo7TzR4uZGDI8FcmYCUFEkthQ2J4J2AuBAlh7VKHh8ZT3N2f4/84/qRk04AkhAQgZQer7vzI+QZ/dOOZeHB3igd3p7gxr/DwboNPnh3jk2fHePDmCT61P8b/2N6NT49HGHPAn+yfiQenq/jy44/j/7z/v+L/vO+/4gUn/wNfceVP8RV3/Sk+//RTuP/4Oo77EcFndH0UR1/H6n2i/WCcbt1/nihb8YR4HD+3sX3wgx/EN37jN+L+++8HEeEXfuEXFu9/27d9m+jnmp9XvOIVi30eeeQRvPa1r8Xp6SmuXr2K17/+9Tg7O1vs85GPfARf+7Vfi9Vqhec85zl4xzvecdtNcucxJ6sBacWl/Hn11MiFSTHBKSW6wEqAsdSZtJt+NvUa0tF+I+EQGW2JuYaOqKZKlrorjFoKXFkLEfnJieahfo/pH8okpJeBZgA7zFQw0FKtw5trdgoCisZDWYORkZKt1Kh8r98zes6w4mNZQwKSRSD+G1U9z/Wc1gKKcgDywEW4WVe+elG2mm4mrtwBeWWeMdJOmKu5V9k0VddWm3TJscysyX77UcyurA1cFIbE7yWNmua81PFcFraxyb192dX7beEc9lT7QbsvEdh7DYdZyi8vwhyyX72fZj/OWpLB7mkb8uAM5E6EI5QBshTcJmxkTW8AxSpY526ZjePmXMC1ZRXVsgD1npswNvVa/Zk0FNF4zBTtjJ2KNYk+B5QvZxHae+DmLGze1mnIUvpWKsCMi8eJC1nEraWasEy2NvkSMWIS8DHPvmhPuEzSQPBJyTkqK/8Ypb6McxkpOcnKYQhT0t5n1Zr4nVSGdnP7rHFhWi9cpoI804Cx+hSxZ6CTUNN+7ND3hKNhQu8TxuRxc+yRs8N+6jBPobjTpkzYDBNOevENicmDHOCHhLuvnINPCTE5rPoZx/0EZ+nUISGEjPO5x59vr6D3CevjGfd0NzG4KKm/MWDTTXhkt8H5+Qogxn7X4/+hUzzjaIvOJ8zJ42w/YLeT0I73GX9OwBAijroJV7o9Hp3WOOlGPLt/FM/pH8aGRgACEK/A4cTv4Ynx0O4E191KygdoNl2Zt29v7v7ftjWJjbf9udvZzs/P8WVf9mV43eteh1e/+tWX7vOKV7wCP//zP1/+H4Zh8f5rX/taPPjgg3j/+9+PeZ7x7d/+7XjDG96A9773vQCAGzdu4GUvexle+tKX4l3vehd+93d/F6973etw9epVvOENb/iMz/WOAydwHtxnUGjqagDVwp5QR+hWl2GDqaUqhqp7bEWrFjZo2ZKFEBXNQ0Ook2qiRal5s2PHbGJBCV2IA2TznS1oAhrRYvM3IJkzDRNh2haxzL/IuhgT5KKuSKO4MFoVZkq52siXyUz1KXGZsivnT8p4VIBUJ9xmgrQfY5UMaOnkRyzXTwqWhAK3VbKDmwSBiP1+Uv2DXnfMei2QlEhW0ZxOCH6qNUwEmOhn5ryswnu72+Je2Y3C5RlGnkQLAqibK5e2tvRgAbKatryXfpqUhShGdyzgICqY9QSpU+Mc3KiaGU9VzKo+MFBTN9Px5KCMi/ZfFxnsXOkHpU5OK3hVYbdVNS4FJ6kKrEtGWumg0k9UH/zYnjYHGyuT56eMsDczQz2XDgA55C5L0T1iOJ9V+IpiomYGaTG7Ai5SctL9jF3pc9GfRCbMzX6cSYzdtIaPAZMcHcDAzHWoJaCkufp91Zq4mS9l0NgT5iMnWU5aUTuupDZWHuRmzzd7gIG4EefakZS9GTupApwJHB3YMfaZMM8ecSXhqk0nLrChi3CO0fuEZ59cKyZsmQm9S2KSFgPG6LGdOjhinPY34JHxaNxgZg9HGX/p5GFcn9ciCiZG2gbAATvqcTNE3Hdys2QwmeNuTg7Xz1YIISNuHP7cXcEuCtr+k/0z8OB0BVfCDo4yPjmdlvMaU9D2luMtxo7SgE8Czcn/ou2Vr3wlXvnKVz7mPsMw4N577730vT/4gz/A+973Pvz2b/82vvIrvxIA8DM/8zP4hm/4BvzET/wE7r//frznPe/BNE34uZ/7OfR9jy/+4i/G7/zO7+CnfuqnngYnj7XR0JfsnLJSYwDtCseiOcTVgwPN5OmEOnesGhGygZmLNoKH5nBOqfji6IlmdWmTigxSJvps4+ek6ZAUGTyqKO4YdeXfDuLN6vpQg9KuTG3F5iaZLIxBsMnbYuBFnJct/IBFfJ+i+kWoZ4zLAClIsTCUtBMLuGjOjSJAlt2Den61bbhodKyeD6Dn4BQYZlJNAZWV+yGjZfVsSK/P7ytNY0XV7L2wz1pXRq6ZYqvPeIx+VcS5ri6UGyM1MuOzIoQ1cMZ1X/U0KZk6YkO6YA7alZL1lawMxQUipgF1Airkup26w+bgS5uZboNLOEdvkwpNjWmTFSkVp+MWkACVCcxBwjjsUQClm+Scc6eme422x8C1gXtW8JxWDnkI8NNhxTvd1GcFTgC1pN4KIOCgJQvUz4dWKMDEhKIAtHowFYFlSuLcy8nBdbmQYcziTzJpQ1v4wnxL7F6WS0oETiTiWz19ilK4wiUJIfbnVgGcSyp6u5W04Y3WzumBuALihpFWagcwObhzL9YFBOyDINWcHdJZp15G1h+4LMR2WcDVtovoQsLpkbjaXl3tEFVnc6Xb4bN6oewfmY9wbXOOlY/Yp4DEDlMKuBHFbG2XOmQQrnQ7AMBxf4TtZsSN0QOjR3bin3KjX+H+4+twxNjNHabksZs6bM8HzLsO0xRwczegDwlH3YQH91cWxz2PAzqX4MB4eDzCzVlCaWwVzp3RyfiMwO0TYvsMgfiln4OwFe02DMMFxuMz3T7wgQ/gnnvuwV133YWv//qvx9//+38fz3iGOPQ+8MADuHr1agEmAPDSl74Uzjn8l//yX/A3/sbfwAMPPICv+7qvQ9/3ZZ+Xv/zl+If/8B/i0UcfxV133fUZnccdB07Emx1a1hwAJI3zQse4VccmrePAUHGj0tRRxibOgJsYpIXHrBJwjVRUKl0PJ6dVCntVmrcwEgStIltPwxgX024YS9GmbuZQSSAy6pwrKHFRzjXPJOxBVgOokRHGXES+Noma5sNWd8WvxM6Z1ZqflJEJtqJhtf1Wqoo0bRU6IXdUroG1+qtVfy7A0EzjAE3drffncAUuE3rbWPLLzRlhl9F3hFkFzgbAXBQgIh4uuYKxy0IKB1qW8uehV0iTfkuZRRCblcZY+I0sv4NirlV4ff0+m/QtHVdKEFgmFYrQ1+75gonS7zFGIg0KTMwQA0BS0W3qUMTcpnOxdrbvlerbNhmguLxmb2JnCeHEdf2c8/V9impeqPenMCVQpq2wLFSckh9rkxpINfTBQY5nITp57CxFuFlpo7IccfbISUzIwACF6gjLLKGbfIlbrbnLmlYqq8ZLYrz6w5IR58+lgJ6bBKCU7KFLJqfcE6Yjh/lYLepX2qYbRjoWZ1dk8SbxowhsOXjM0EkhE9zWwY9SSywdazrZLAUK85YQqcO+z3CdaDa6LuJ87CUbZ73FXf0W1+YNMki0ICnAEWM790gsNcLG7HEeezhirL1oUTI7PGN1jjl57McO0+jBo8PcB8zZ4Zn9OT7/6FP4+O4ufHJ3gkewkQJ/24C089iuAnBlh13scD7L9TzqNliHGeexxzrMOA4jrk8rnI0DpuhLuxenb1jff+pLK5/znOcs/v97f+/v4Ud+5Edu+ziveMUr8OpXvxrPfe5z8Ud/9Ef4wR/8Qbzyla/EAw88AO89HnroIdxzzz2Lz4QQcPfdd+Ohhx4CADz00EN47nOfu9jnWc96VnnvaXByi42HXsCCTXrJ1YGhGWAWmhMdxArAcIwMrY4bqVrcN5V2i4YjmUBPJm5SYaeBDugEGYyhsFVkm2FCKLoBkGZ7brmarRkNjiouzB0QNyRAoc0q0iwKW6V1W2U3VITnEtCdJ7gxV/2Bbi0wkReAuPbK+lShKGllY6R6jba/7CuTM7HoLnIn+6SVULUEPddMRTRsok+bcNwIrfeDknbZnpv4bygq1LRjdgI8wlZEzdJeFZQIEOMlMDkwLbvITlRmg5ib8gUsK2ZqAJ7Zshv7tOiYeow5FYFsa8tugKQKXO11dfztAA4qmLYijMZCUQWv0g8t66MKnMX1V35yp/e6E+FqAVkkDSB26hWYlBCegmKrCJyDWKrbllaoWVIeyDDGrLJdRcTo2/MviAIXNg17MQVwkPMfTx3mU0lfTxutstuUWMjmVggBFikRchJgYnby6LJoVJQRTNEmOK/29/p8quiTrWgfUBc7yppQksnS7xy6mwS/k/48H1Nl6BrjPkBA53TkMF51iBsgHmkFcRP4egaNTnyDsqb/RwgjNoa66NFKwqKzY2FZdg7cszjTRkLqpY32K4+970Ge0d2VsIsdHtxdKfb8c/I4Gwdc363ATOhCwsmR6D4emVdY+RmRHWIW8LONPbzLGIYZkx9Ae4c0O2zHHh/f3oVwnPCsQUzZ5uyxHXrEMQA7YXu2tMKD+j19SNiOHVb9DGbC6WqEA2NKHuf7HtMUkCcPzOJy6yI1ocEnfliHsGRFb+dzAPCnf/qnOD09La8/Xtbkm7/5m8vfz3ve8/ClX/ql+LzP+zx84AMfwEte8pLHdczHu91x4ATelSycUq68rHR0nwzQ7GpGiaapMskEAOgKv52wmkmYm7g7gGI2RQw4pdVlUJLBqb/JtX5GA0zss+yX47LE+10ZxCnWFaKFhHLUFa+FK7YoHiEgsaDPQVmSvVWx1SbSjBQBMfalNgEp4NCValqZsBIIuyTnHzOYnE7E4nmRPTAfqYunZlSEc2kDW/kDBOqryr58LwlTQhGNToUvZiYdbo6KroPmJHWQsjIj5oKpBl7lmJY9s/ClqczFwozMNEV6HEosq3z7KHMlWbi2Bd2i6vDCeK3cf4fceeTBYV67EippAYdpTaSWEUr4zfpODkBOaABAA6gVoJSsJ+uzJnC1tGs9lp+UANL9iO19vW7SOi89pH7UgEUFcAACDO1/B3Bh1FB+ilGbB3Lvbg1OrPksXOpqf0orIK0z0EvmCQCkRFJhWtkOzk6FlBLKQZR7TF7unQ/SaDF6eV/vlZ2OgRLOypAYok/CaFCkEla17D5ZOAD9dRStV9W7CRiLa3GAnU+EKcl9bQ8yA7dzKqEyP9k4UJkwJnl93kiGHp8F+B0h7KUmlh/FDycNFhoVY7p0mnD95gY3bm7gQ0LXpWI6t5+6kt10tRfhaoZoP0z/Yd4ucxZuLLgMeNXMzQ7jFPA/Hr0L1/Zr3LO5ifvX17EdetwcBkwrj3nrEW565NhhFx3GVYQPGfN5h61fwfcZc/K4vlthih7zFETXMjlx3N03Y8we4PkWIcEn0vY4Mm/K5wCcnp4uwMn/W9vnfu7n4pnPfCb+8A//EC95yUtw77334pOf/ORinxgjHnnkkaJTuffee/GJT3xisY/9fysty2XbHQdO8qaXweSycc5owWjCSxlonDIKLgEJJHVqGDVcoFkjLnGhrW31iawCQNRBSrQNWnfH60rUdB22UC9AycI5lfGgIPoW34pZi6um6idmmZ1yJ+cXdhn+IBsgd+L4ar4dl4exDJS5kiLaZhkZkEgrEUn6Sahml6RSq4nUctCy7msJYXXnLKnKe2EYjP1xCqqMJageMhWACKBorhn1erKnxldPvURs8mNhMdyBNN7avRTDa7l8Y7g0TMMkwsdFQbyS+aKrePUNKRoCy7Zpb2zxE3mM5ZIDePBIaxEviptqFTZXYa2ySsZk6CUbuwLX9B1GYU0MBKROjems3UK9ByV8pP0sewDNvgUE6cQp9wHCWHSy2kdg0W+Z/iJhAdrqF+t5uyXgzOpIS9MloK4JMVIyrxDSom/abx3kHJSps2bPuWpLOFK1be8ynOfGMVbYlhhDBSKHmwEbrqUXpM9SHQc8Ix9LO4UtFa1Te/3FTG6Q58UYKNNohZHgkoCKsIVm+FSAE7ZoQI4CV7U/yH3jrTKJL5FN5Aa8U0eYI4Gvix9UPEqY11H1YNLWISRcPR5x1E14eDySe6SancyEs7Evf/chivC1TwAH0NZjpAGT73F+vsL5aYfMYu3/zM05YnK4NgXkUcJfKQXktUOEeCTJQi/jbO9rmztZQLq9pGdbirbfPw4q4n/X1i6Ob/dz/x9uf/Znf4aHH34Y9913HwDgRS96Ea5du4YPf/jDeMELXgAA+LVf+zXknPFVX/VVZZ+/83f+DuZ5RteJqPn9738//spf+SufcUgHuAPBCUgHIaO5gdoxjCUBak2dLK6JrINMd16dX52Gfcwrw0R4aRBg40c5Vu5InTVlf6eTsldb+9YJ8tDMSwAHlTeJAZ8YLiak3i0Ym1LbJdtKXtI4RQQq5mFyQgpgrFhncwzbjA3JgZB7J5bZQw0tpKp1quLazqmXCANRF8OOwIOAklItVv0v/E5AlGg+5LvE1Auqdq3gxGloxGL0rgErbbrgghrVVGay+67talVvy2rV2k6ByUKoeslWrOuLuHcJdEhpZJscpM3lNTLBrGlQcHCMRkTL3iMPHql3VUvRZqbWblGJJpv4uYJjaz83s/bn5jtKJWHACvYV/YrVdWomu0xYGAKWz3lhSrK6jOZOwyntPN5iQpaJW1LO67VA2cnUE3xH9X7caiMqBnXGKLlUGTm2kA6xghISPRMTsrElmQAL2wwJrsvqe8ItiSWnXSqXH76h4ZtU3ZU5ANnJisTZ4j3XmlSWDddOTMK4EubjGsoBoL4o6hE0q/h332SrGetUOgJKWNBNjLDT0J9dkI477AjdaG7YBNehsplrIA/UhKt1PHMCRK7t1yUFm5mwChJy2Ufxh5EKzFQKKMYhI9wU7Ql3jLTKuMYCbjqfMUUv1Yu7hPkoIU8B3Tkh710J00jfImTv1TBR+7KTfuJGqm2rWYdPChO2/0Xb2dkZ/vAP/7D8/8d//Mf4nd/5Hdx99924++678ba3vQ2vec1rcO+99+KP/uiP8P3f//34/M//fLz85S8HAHzhF34hXvGKV+A7v/M78a53vQvzPOPNb34zvvmbvxn3338/AOBbvuVb8La3vQ2vf/3r8da3vhW/93u/h5/+6Z/GO9/5zts619tSCr397W/HC1/4QpycnOCee+7BN33TN+FjH/vYYp/9fo83velNeMYznoHj42O85jWvuUDxfPzjH8erXvUqbDYb3HPPPfi+7/s+xLik3j7wgQ/gK77iKzAMAz7/8z8f7373u2/rwm61pXVX/7FBQalZ84eAh6jarfYOyf+5l/3DufiWtEZn1VMCddXZpBSXFahlsgSZEM3/o50AWmBi+gRxkOX698zobkZ0ZwnduRqEmXGb6ii684TVoxHdzSihGtNVHC5AD4GJU5DVO8SNx7xxGE8I41XCeBdhMoHeRlZ5JoBsCypauISYF6tA1sktboDpCjCdiK6h6Fkso2YnniP244uLZjUcs/RaY1BkpXpwMZcIGO2aTV9iGpMFMCkTN1VL9wx1V+XKeuhnqP2sLMsXwISSfAc37XNhO5wJnYEUFJ+QdoK30CH75Y8cH0rzczH2cjMDjQAWTV/LHuVepgGYjzScMAjISL1kh8iPGQ2K4DVuGGktxSJzjxKSKeHSJKCfdIKpuiqUNPIlcNFVvaV1T3kJ5G7Rbpaxlb2Ieu24dkwoOMnZib4kKSgxoOG4ABOn2Tx2O4kA58UfhQIDnYIeC+E0x+Bg7ZZFB9RlKbSpINDNCjQmXmSWmVjdhMCA7Bu2hO4M6G8A/XXGcF1CwX6UixNDQrO1V1GwZVApmA97RncmjGXYi9GgH2VxUK0LJKRq4MmYHwAS5mpmi93UYTeHUnEZEN3IXast/tKVR3D30RZXj7cAgP2uR5odzNfHJanhFa578PUejz58gk9fO8ajnzrBzU8eIz68Au3U9n8C+pty/WEHdDeA/hph9WnC6lOE1aehP4T+GqHbCnsUdvK8uSebff3j+bmN7b/+1/+K5z//+Xj+858PAHjLW96C5z//+fjhH/5heO/xkY98BH/tr/01/OW//Jfx+te/Hi94wQvwG7/xGwsNy3ve8x58wRd8AV7ykpfgG77hG/BX/+pfxT/7Z/+svH/lyhX88i//Mv74j/8YL3jBC/C3//bfxg//8A/fVhoxcJvMya//+q/jTW96E174whcixogf/MEfxMte9jJ89KMfxdGRIODv/d7vxS/90i/h3/ybf4MrV67gzW9+M1796lfjP/2n/wQASCnhVa96Fe6991785m/+Jh588EF867d+K7quw4//+I8DEDT3qle9Cm984xvxnve8B7/6q7+K7/iO78B9991XENzj3TgIzd2mMMobABNLi7Tv6fjDvTzEiaGuqmgJjQIuRPcBjcWrN4iGb6ik0zIA8RwoIQWLO5fJpel1l0xkZSDXQVvXD0UPUrQWn0kHpnotKKmh6uLZycAHTfGcN4Draxv5sa6eTbjpTZyq6cnFe8BW2gbYGjMpuoGS1WHC3Lay7AV2iW1Are9dMOyyFZOrfxNrm7XakUvYEg4NOGFIpoeBkrb97f604lljYawYoIWKWg0PKhhbaIwOMn5KNo1R9AwJUxRRbL13TdHdMukVENe2of4izRwqPiWWaRNkxU6ApPsyiuW8vGjtrX8dslBZNQ4qvi0p6CqibRkx9liaHeZ6f/0IhH2GS3kpxG63JuwmRfGEcWAVCBf9BUMFqxLe4UTA7LToJUrDcSbJyLHMmywCWPE5iUjOFXAjgucswu/Sl+xY3NyY2jbl2ktY0m6GvCfeMFrAcQewggQ/MrqtABpAwaTW74qaYmyhzqIHsnpUUVjcYrCop2bhuuwJaS0LBkvzlsKN9ZwdsTwuJOLhGBnMHZgJQxfhWF7fxh7PGM7xhXc9hJg9/rv7LHwiniCOHggZ8YqOdzOJPuSmA+875NBJyGqqmqRWj2MLG0DapYTSlVElzXwy8byVc3g8ItP/HdtBpPm2Pnc724tf/GLwYzBJ//E//se/8Bh33313MVy71falX/ql+I3f+I3bO7mD7bbAyfve977F/+9+97txzz334MMf/jC+7uu+DtevX8e/+Bf/Au9973vx9V//9QCAn//5n8cXfuEX4j//5/+Mr/7qr8Yv//Iv46Mf/Sh+5Vd+Bc961rPw5V/+5fixH/sxvPWtb8WP/MiPoO97vOtd78Jzn/tc/ORP/iQAoZI+9KEP4Z3vfOf/NDiZj4KoKw/FR4cckt0/QomZI8uqkiJElKa27gB0EuOSwUMJZRVKESCLy5MMBjJaNuwLVZAi7qHQSe7yjsS3ePDK5Lt4sbme9jWggJlSs8NASRCGxCal4vLpgdg3AwfJ6ioHo/QJMBt8de/sthnzRjQTxexOz4Ehg2TckLqz6ps2iHqZ28OM4hja3h8bfO1vea/uU4r0tYUA24rF7f5lByohj9yp70jSST8e7LvItBAAgjZz6LKyMA3rcun3A4AnEcL2roDFopmzMIqvfcoqUUOjDmVF3txnMc+zflazdgpzh7ovASgZawAYdeVvbqmSCobls5KFWgcxopdJSOrHqJ+NgVot6mhAtDjGNmErJmUZ1XvlUtGztZXVmulqXyz9Psu5SlYNq1bBgSYq2XYILNeY5N7nZkAgAKFLCEE0KFlrxpj5GrfhIbsOA3EKiigS3CiMa39TmAyrD3WYAUdZikzyHiWMWcwDVSMkfidUWawALfYoIIOD9HE3C6sT9lJOwlKYU6/gZiV/x2NGPM3gIQFRMnryOoM2YglPjuHBSOzBWQXClsWo9gpEmj0TeyAAR37C5135NLzL+FR3jGnycI5LdtN81oO2Hn4khFHYlIs6MiBeYWUIBYikM1euFQrk/FTDVwa+xNTySYJOPpNF5K0+9xTd/qc0J9evXwcgSAoAPvzhD2OeZ7z0pS8t+3zBF3wBPvuzPxsPPPAAvvqrvxoPPPAAnve855W8Z0AMWr7ru74Lv//7v4/nP//5eOCBBxbHsH2+53u+55bnMo4jxnEs/x+a0thWvDLIBi8FCra6sdCOhVkahSqX1TaVlWupadIM8O3KJB6xVNdlZU+8rEAERDTnpTqGKga0VT/dNkC55XYZIPFAGsR90iYsAyK5B+aT6vJpmRdVaCcHK5OkHjN7gjfmJou+JuxkEMWqruxaAWfuJJPChMKL61RgR3MN48gb0k5uyrduBxNMetPn3HoF3rZre/xDHFvDN6ihOUD6hmuOf4vU15KV04IYE9XabsEhrQOSpvemvvZdux81pRgolacBOKPPm5CXfIf+yrwAay3zUuo92cq1YWCKt1WTbr+4Qv1HWEVClyUrhJJMnMWbZ64aLVg014CXYbpBUm3DKBkY4TDkZV/ZMD+pq+ZxZVNgUp41JtAswMRNyo6sJAVcBK1Ons/M5QEjx0jkEIJkrWQnOgrvM2J0iJZGTKy+NACc6FU4EzCLZqQ7V53VzkSsy75s1++nKnYXDY22iVYGj+sKSuKRhNMMUbqRJPR2nMUPaBREmXbCgoZzASnsRFMyH2kKf8fgkNEdT/CeMZ73WB1NuHq8xSpEzMljjAHXz1ZIanzDCtKmGJBzLmm+j44bnM0D7h62uNrt8JXP+DgePLqCT++lyvHZNMAR45H1Guc3V4iTB51rAUoGuFPbhQRxwD2Z4YI8b2n0AIKwY+ov5fekmUdy/zs1tgNJW/KBZOAJuT0NTi5sjxuc5JzxPd/zPfiar/kafMmXfAkAMVjp+x5Xr15d7PusZz1rYdDSAhN73957rH1u3LiB3W6H9Xp94Xze/va3421ve9tfeN5xrQjDwIQBE4uP20YoFYnL/5lRuHPUwZydDMhgGyyh4EWdS3sUJ9fcaaJGIslgsMO3osrDSc0mkseqMfIXbaTnVihwBSUarzaNQFzL+RpwEKdPVp0Iwyo4U6Ii0isDq02awYG1Lo1DhpsJ3U4KxM1ZBtbWG6O0r4oBKckgb6tps633M+SYWgzO0qYpXgJOGHC3Khh3WPuGIKtvAzBozivLPVp4vJhWpQnzSGiItXo1w9xd65cwKGcwnAqXH4M1cUAeQmFNzONE6qvIxG2MVg5cQzzNxfMkn3Oey73B8rKL6Llcb7uANxv8AlCosBqlvo9nzURDYVVoRskCiWt53Y1UBIpglJIJJVTU3geuAuuaKXQ5MFlci4Wm2mvV57rWnSLQKP3WKfVvVvoLy3O1eSfPxeuEmYoJmzEGKUmDECmzaiFAX58T6PMGoK7w5wMhrIFgZzWjCK3Lada07jRAwSrU+4SR1hm8ltASsbjEsoOU6Ogy0t7rwsoXjY9v6uCx12MMGTRIZlLfRdx97zmuDHuc9nvE7LCNPa5jha5LyNkVFiklcdXlQHAxY+e6UofnbB7gKGPtJ5x2e0R2mJJH7gin/R6bbsKnu4jd1GHcdOJx4hhEjGE9I0ZX5F4pOfDsgUiSHh4Y1GfkvaBzN6OMP5KwQAjjQZj3Cbz9rwrrPJm2xw1O3vSmN+H3fu/38KEPfej/zfN53NsP/MAP4C1veUv5/8aNGxdc84DlYAigDmLAkjU5HGAAILmaJWKL5a4O5K34tfwwIw0SS/UtgG8ngibLRg56i4u8hEVp2ZNL0+StvL1rJjkrjDYQ5g2VLBlkzRDooUABmk6oNtlDAjkGTx4cCZSqyM0G0dSJs6jV4RGBa0Z3M4GyWI0z1XCRMQALrwfoBKfZDCZuNMbFTRl+TLUtDq+bIZbzJmwNLaAktGnBcs+oZD7ZBGGp4aV9DzU8h5WI9Z5RC0oSL91gmUEplf0vZU0cAKfVgzsSNkCBXHFfNe8RzYwRJoVLX+ZMdV9NMV72twYT6aC4ENNGwIEkTOeqENkYGwtFpkEmZhONF58NFo0EmDSsgBoGhK74V7rytYyiA2DkJ/HB8aPqgW7BnADQEBxK+1XDOWUDE+BmJymmI5UJPK1F7JuHLM+608bRAoE+VGEsAAnnxFDASbaimbn6nggYkeeZJ0l3pamGpCRzSgXKyUz/7ML1/qk42fRXuavakrgRRjOtGPE0gY4iQsjIiZBGpy6xcg39ZgI2QIoeMRPy5EtV6+pArV+9Sji+ssPpakRwGafDHp+9eRSnYYcbcY0/Ob/bumoBJsFLzaF59ojRAejgCOhDxKhVmx1ldJRxnno8dH4q2TguY+UjvvD0IdzYrPGJ/Ql2scMYAzqfMMZQzNX22x559MVlF8TAOmE4EoQ1cg/euwJi29Ig5vP09Pbk3B4XOHnzm9+MX/zFX8QHP/hBPPvZzy6v33vvvZimCdeuXVuwJ5/4xCcWBi2/9Vu/tTjeoUHLrUxcTk9PL2VNgM+8lsC8aTo5gKJmbVYxNVZdeHIZQKPEjo1CtQfBHzwARfDGMrmnFSNsCSaYlfcsUwQoIrkijr0IhwsGOAQoTuPo+ne75VLyHsUDxABB6pQaHqisfk1MZ9VOi8eC+XroilLSJUmFk1CfBJSBLgcCda7JbBGAwkGFxMYoBQV3hEpvQ1io/lw8U9x0AEAy1EQtL9qhhm1QM2cA5M6XEFbuFIAoiwQtDpd7KkJlaWdZWWPMKmaVNrCUStcKaG3SaZmQlg1p/276ScueLIAJEXLvEVe+OLaKqVmTSuwaYOIAq2HUTm55YMlI2Vmb1H5kWSHW/1g9YNoVdSaIR4xOYG5SAGMZEGz3XDx3yjF18qUM9DdrqMkm3LiRPhNPWHUBdi4qwlQQI2JYRrfNCOex2vkfbsqulX6uYRVjeGiSC/CjhFZkZa2gZCWZNXCsVYvlO1wQk7HQJXRqwpZZQhiRxVhMaulAgAof+CappoJ2DmHrZGGyI4RdW1gSRXNTaho1mVQGoASQCJuZemA+EdfbIg7tEvohYnfeg/uMPDvkIcN1CX0fcXW9x9nY49F9QPa+yaqT9nYjwfUOae+Rjh0+98qncXe/xcZN2PgJg5sx5lAKBO5CB+8cgk/wyigRSR2fnAm7qUNMUp3ZEcPRCpOuKrazsCqdT3CUkeCw9hOu9lv0rsfWiT/KCGA/SyoyOcANCb5LGIZYWBmrg+RCRl5l5NEjT9ZPRd9kVbWfFFsRlD2Ozz1Ft9sCJ8yM7/7u78a/+3f/Dh/4wAcu+Oe/4AUvQNd1+NVf/VW85jWvAQB87GMfw8c//nG86EUvAiAGLf/gH/wDfPKTnywe/e9///txenqKL/qiLyr7/If/8B8Wx37/+99fjvE/s5UVFkFYgLzsFGSiuZIeAY1FQ1MGG4bDNX2qGVRclMGomFENjNwTuJ3ED1aKZGnC7bzWgo0ykQEIroREqDnVsqsyADbpsqZWFg8L3/wd6uWTr+1jvykDNKuYMRFgrpfWFlxj4sUbRdkkCgRvImFm+B3QBzWE6iTzh7hZ9eqKuz9ndGdJtCQZcCkvRL7lWg/pfmVMDDhwcAWYpMEhHnlYkTvrA2Z4xU7CRnbNpq2gCNGGuMNG5iX7UU6OFu9dZthVgAkzpFQwGsbEI206JDVdK74OAwqYEzdPYzu4DsDKoGQN0XkFJm2fkGwGVhaHCqjwE5AgBn8X2rmAZxSGpDqWShiCYsOqaOaEeXDEQZm6lVLuGupJA9fq3kkKaVqpBae6Czdm+N1cGafD7UBAa7+J5Rl0Iyog11ToPHDN5PHKlHRJUoVVYwIA3mf0IcG7jHEOpXKxJGFlZCIgAVwQLwqTAgCUCH5L6FTnYUUmpVRFrouhcs5cTAtTT5rOTSVtO/W6YNgk+KMoLtBZgAAIoKOIHDu5x04A1Jwd+pDQrWfMxw5552HFMasQWdqCmXBjWuM4TNi4Cc/uH8E+d8i9w3zk8ch0JJWAY8BRN6HzCYEy9ingbBpwcz8gZYcpehCJYHaKAetOHqxxDugV7PU+4dPjMSI7ODC2sRcL+7nDfpZpqesSQsjoQ8T9pzekUGDscHMccD72IkbWmy7WD5VlrCz2k2TybvrCbX/uKbrdFjh505vehPe+97349//+3+Pk5KRoRK5cuYL1eo0rV67g9a9/Pd7ylrfg7rvvxunpKb77u78bL3rRi/DVX/3VAICXvexl+KIv+iL8zb/5N/GOd7wDDz30EH7oh34Ib3rTmwrz8cY3vhH/+B//Y3z/938/Xve61+HXfu3X8K//9b/GL/3SL/1PX3DcHHRWrXux0JwQsEg31voYbmpqgBA0a0JjxC1I55rWZ3U1bAXOxSFLJgvKuaTAXgAYzXxoE0vJ3HAGhLiMyhYeMo8EY0uk/oqCJV2J54N4vzLR5bd8p05+DStCiUoGgKyeuXgqGJXqWEBPHpyAl0kYCD9mEEf4UUzdKJFmDaCEgToFJn7MhXkhS9W1e3P4QGZhM2S1zKW9uHiMVxAXVxrGsttvReL0M6T3DpDJ2xntfkktHDpkSfR1QPqG6U+MGbmw/2HasBd2x4ruhZ18NvUGLmzfCkzadFn7XiQUrwoz/7LVZEm5hLF3WvSRGu0RBIAUHZHpSQ6rCGcUp1Gn4SOxDedFKMd8c4jVTtwJJnOTMgJrMUiztHHxOAHCNsPvU8m4urARgTtTCRvlKcfpbgpbkgMwXWXRTXXyU+rsOGFNyDO8hnG8F5+TrFV5g0/oXJZMFM1QmSaprkisGi7HNSRsv5mUlZF7EXZSx8rNVocKi/4KVHAvYcYqIGYPzMcZaaNaiyFhWE0IXqoTrboIPhoxzx7j5IDokGeHyXtsnRTkI1f7iRVutHRmNxFSlho2mzDh0+MRdqnDlbDDI1EAydrPOAoj1mFGoIyTfo/gMvZR04lDBFbAlDz2c0CMvljdJwVr0xwQk0MfIs7moTjDrnRVMEYFJT7DO8YqRJwOe/QuIrPDPoXiqWIgkpymLHBdLNWsveUY90TentacXNxuC5z803/6TwEAL37xixev//zP/zy+7du+DQDwzne+E845vOY1r8E4jnj5y1+Of/JP/knZ13uPX/zFX8R3fdd34UUvehGOjo7wt/7W38KP/uiPln2e+9zn4pd+6Zfwvd/7vfjpn/5pPPvZz8Y//+f//H86jRjAYpXeWlbLSldEqgWcAECSSVSKSclq2laopUhZw5y0CNhobgmN1H1sFWspmUVgqGDERKtlQWZiP1eNlew7U6MlkdUQH4Aa/VwAcl/FqOV7W+LI/rbJpwEqNAsoMSttExHapCkUqrYdadoxUQFlbhYNiNO6PX7MCL2TcxocUi/fFHayj4sZpcZNrgNrOU8pkCLnYrqOzJW5gK5EYYAjw+8dUifuo+Zw2074UFGptVl5XXeknOXyWiO20rEORolbhHAWm2lNnF6Pak3SSsAbOxH14YZMJnEtq+m8hoSZLITh7XoJ0JRVN9NCxyNgV+4Ra40ha1+xWNcMkVC9WCKUBdM+KRoJ0yygiFbZoVS4dnMjXFZgFNSm3fZtSyCklbYxq917FHDjNQ1UdEuXg5NSd6gT4bCFTbtzyYjhQJg3ptPhosWA1tmxyc3AyaqfhYUAwApIbBMnVEZwGTkkcT9lBlGTHt9UH5Y+UIWtpG6lBXRbl9YMOTjTlojOyHQpwn4Cec2g44huiOg6YXOGLmIVIjbdhHCUcT73eBCnmPYdXMgIQUIrMTvMuw5uJw9s3CgInAQs5oEwZyAmh0/tjzHGgKurHf48XMUnxxO5fjCCS+hdxHE3Yu3nUksnskPK8iD1PoE1BJazQ0qEkUMpATBPPR5lcZg96idklmPet76BT9CJhI/CVI5/FgdsYw9mwi52mJLHnLTYIkNSuG1it59mTHMTg2/Fuj2RtqeZkwvbbYd1/qJttVrhZ3/2Z/GzP/uzt9zncz7ncy6EbQ63F7/4xfhv/+2/3c7p/cUbVet5q4NRJ+LL6T9SQZszXwYIW2DApPhAeAU7qvonlloQaSWrs7iRlGJTlcvBFSAsTLjkPA2EWD2b8vrhClr/juqy6ksMX1/XYm5ZVeymk6HmQW7PB4BO5gTNLVFsoBkOlgIKoPgoGLhqspcKXR0IWU/SMlxolkneTVnZJ6f1XKQmj5+z+IkUFkKvu3OIK18rCDeF+rh4zNSJbGFophOxUyt38w1Z3GudQK1dUy/7OE/wZo+d8gFLxuX4ZTtcrV3ClizOTT+Te4/UOaTBYTpyiGs5l1LUUb1eXALi0LBdjcuqVy8NFw001ntroIsaQzjTOgkzCDgNE7EnuLA8P9sfTTHAliER9171hGmciP1E2uYCbHJUvYlHCbsBauk+CrgIO/HIKW12WfjM2tZYxAkYVM8xHwPTqWS0tGLh8nFfV952J2J24sGooCRnh/3kMBlg0Q7jfda/9Tc7qYYbqYL4Tp/3yYAcF9+NVmDNnrTkhcO8IcxH6pisoV52kPT9IWmYYznRepexCRM2YUbvIuZTj2thjZwJ95yeITPhE9dOwJOTfrOR73UzoVOGLWyB7obHttvgf8weRMB8KtWFr48rrELEoGr+zIR9YqAXH5PIDicAMgjX9mvsY0BmaSNrQwmFUWnX/XkPImFGHLEyKAn3rW9gzB6DSxizxz4F3JwG+TxLzZ45eckOYtLaSE76/yF+bRdNT29Pyu3Oq60DVKHrZcDEFPusHT7WjAMAKH4n+vkWCFSmox6OMoFaQKKfW/h1tFsj0qweIMtQRFGjq5GSm2SFRRngvUwYYWSkTlODh+a8LqEPC1vTjOEUAZ8ImRloihgS1UmviGaVUSnsDrGKKbmEmAAnKb+ORENioCwBLiVgKua4VWxqFvJqsjWfhFIriJirXb1eUzgTnwUzSmtDKoCu5ieG1y/KXp09rTso4LSBrrA/SuEnJlB0oNkBU7owYRaG5FYZAgdeJiaA5eCQVx3iWqoPWwq3ZWlwsD5jIMU0HsJ6tCm+pW7LWIGD9bl6jTLZm8+G0xCOWJfXopdO2QhjvxYZVUaUGWjSAnQSzlxaoiNVPYBzAGsqsfiScFkkWM2p/ixroUpl0G7BOhlgAgPdeUYYgdQ77K8SpiuEuGYssnfsucwkVXIbkJmSUmcW4mvGBI7+Aj4q6cSzA+893NYJQNuRLkoE4IetimBne+abhYjWBIprASbTCSEeodSWMlMyPxLmWUzf8tiVMM0cPcY5YB8DTvsRU/ZYdzPckZihXR12uDauiztu7gBcmcB7jzl5KSC4k7Tv/hoBOSDuHHjI+FT0uD6sEaPD0XrC0EV4lwszAkAASpjQu4TIDnkgACtpYo7YTl1hVGIxrQN49BhDj5v9jLs3OwDAlKWq8Y15hU0QZXZkj8FHzNkjRtH8xOgxj6EWa5wcaLxo0FdCl0+SVOLLxuXP9HNP1e2OAifkvTygDYXWAhPWGHSxns6VGr8QE8yAsyJfi+PJoFwyXXQysRLebq4Vdf1sWRZ15JMS8VS1EQyNOauuRW2l2am4kAArEy/XQJrhQjURiQxMYMEWLNiT0ggoE5ZcE5VUaTFqqs8DJaOjFSjNVCamQnWrTgYAiJxmJrjy3S37UU6BAPYOuXclrJXWDuOpsAl+L8czFsRPjLDLiEcB3c25zebUA3L5LtkfulrnYs7FJAyR+asU2t3eC8IulJXYQRbOLUM3pbFvAUw6jzwExKOA+cgjrqVPhb0BLKq1bo4YZjEvgKkBlYySTUYRcCMW2WAGKJhIdAssDV1q8CjoDI3wylkID5UR4QYIAajZZxGluvUCmBiAjxaGEqCSTSoyaso5VVBNieHHBLeLoHG+2JZOdDmmN/H7jLRymDYe0zFhPpHju0RIoemPjoGQhS3Rh7lcrTZkVpGl/W6yvRe3nZURwFmH7qaD3wnSccr8pEkWN9251LHpzlPx42FlpnJHmI9cOed5Ayme2Anon49RaniFmx6RAfQZyRZOBOw842xY4cZ6gvcZXq+LiPGp3RFO+hEnR3s8ctaDAWxO9shHDnus4SZfFl5+D/RM8JNHXDukyWHXB4CAG9Gj6yP6PuJkNWJSoJCZsPcdgkuSftztEbRjOMrYDx12scNu7nC2H+AaZ+E0OcQkhf4yOySmIqwNlOEoIyqwWYcZmQlT8sLILMYwQyH2TNnrdSx+UmzNHHLbn3uKbncUOAGw7NhtJgUt37t0M+GpuUfmg9UpUDqZpXiSajOsWqYZMFkRv1I1szVG03o2cSMsADvVGvRQHwNlTjotD68r7YVhFolVtcTtqYg+y4Sm51omL/MQaTNW9DoQVXuQSbJmaHkcMz5yM5DV64IN4DHAOiE5raNiE5jZwpPuZ5kv7AhpJRkCJhqcjxzmYxXQ9iaarBNhXEtF5O6smUUyVI+i1xQZjjLYOzFwOzBJK5WRmz4hgEbuWdhlKbC4iwuGhP6iwmKHoMReM9akWNQLm5OOUDxdLEzmooRyxBCPl30XKLVYwq76w5QaI9Yv9ZraDBEAxWtDNCIEo8T9WNk9N6OIaQsgce0xGlCnwISJimalFB7U7yVfwb5du5slk8XNDDcmuPFyZ0/JaArI6l+TNSxSGEc9RzaQVETpVFgT57kW98sEclz0JjkTsmomACwASusPk2cvRoQ7KUxnY0HYiiMyMtDtGN15hhsbo0BHmgHjMJ4SplNlyDpJc04rRl6J+DVNDm7r5J5HUjoPC8CZJ4ft3oO6XMJVjhhz8vDE6LwYsqHPuOtoh+3UYd8PSL1HXNX7Z/1IGBunCwRGZmCcHWL0YjwHAT8pOCR26FyCI0avIqOg/596Ec0Ckqkzw8OHjOwYiA77scO08piyL+nGRIyb84DBR+xihzkJG5QUDBIxfEhIDHDyMsZe4nb8pNueBicXtjsKnFAIyJ2t5uqkZW6u5Qk1YVs251SUfSWWT4VhsDBAC1DM2RLQQRLmDKmsibETk07STSgnqSgurgSQ2DnEI2FZWF03DSBkKGXuBaiUiTiRiCbNYM2YimYSEaGqHItjvb5lfZDKuDgAUCt+u0a7ltZ4LnUAmODANRNK5wVhJqiWevdUzgu6Kwe5/vFE3XUnmeTiRjMNrM6OxsxTJ5b7gTJy58SWXL1IlPzRv1k0IyPgiUCWDktyDyiKJqXV5bjICOcZYS+pzW6vaa3GDACwlGAmWjIot9KXKChh75CDQ+pdcesFpP2ZhOJPg0xY3Om1mCBa7byl2q/6aGyFpjcQAL126x9c1M6a7aWghA1kuyqollBPwxzm2m9IU6trKIlrUbkkx82+9mMx1BNBqVXMNuAkfUfBa2T4nbb1GC9lotiLADZ1Dmnli46pZtahpLZLOwEI9TmkkGvKMEloh/W3gQ9xhJX7yImQrXLxoZYomZ+GAHGxTVfh6yR9yY9LYGJh2vnIYTohAdxqSJcGqe6cVxkY5CI4qwDaxpcszxB3Al6kTpCENzgRsEriz9IJQNjHIJqRjYh9192M7SSIkTtGHghxxdWAj3UBZFqXXhcZe480O2z3ofjB8ECYs8PgE4gY19IaiQmeGOtuhqeMOYs+ZOhkgEnBYQ4M7B3mfcDNYRAdSfbwJBqebQxIWTQvuzlgO3WaLRUwTQE5eXDSe8JN26AumrgBzk+G7elsnYvbHQVOzFPiUgEVgFpBtqbKltiIbQZKUCf64hdgk3YnvxcKctT/nWkldMuBJMVXtSVpAOKxZjKgPmgLu2/VgLTZGgVQGKjQhVY2F1Z9kP3UMCYNY1GYFNvIBiqqWUf2PZOMjeV71D8lragYt+VoNuFm0kXle3IQ2n2B/KkO3mISp5kFCpySamfcXAceNmtvZXZy75BHBzcnZWZyNWgDgMTwyIAjCZn0rrBKgJ6rsQWJ4UZGt43w2wiaKmOy8Cpps24yLZkS2xrGhJ1rWBOdbHudzNfahmq4JitpqIvpwf3We+iyiAJLBtdgDJ+wH25SIOsBJ4YW0j8vewZ0nqcEOGrs+PUxkMyvCtprynIFZVnrM80b0Tz5sWp/cqBirufmrCyb9TXJZvHbGTTfIsMiSEaTCEmBTA5hl0s/dgnAREAvmlOKauHvmmeehDXxB+6JWfunrdBJ7xt5BkcHaDiRTPjOErJtBeZhz2q0li8tPMfBYd5oKOfIPExYfWAYeZ3ERt6LsVjJ+Cm6GQatEnyXqyFZdGVfMGGzmrAZJpz0I1Y+IriEvTrbepI0XT8kpLUv9WjSaQStk9znm52A317a1a8ScjGfZPDsMO4lgyaEhKkxZBPjZPFC8S43mTWq2dJZmGYH3OxwxoT9ai7pyNupw3bf42QzgpT9mVuPmSQVoVlZMMq0XNjoc2aAnG6lWXp6e8JvdxQ4oRBkhZCayWORL8sAS+owItWVYF7+lM1WlOpsWWqc2MqzYQXMvbKIPo11gYGOSqeLLwmK8yaTHDv7g3NwqNR1rtqQkiLsLjln1BAQYOdLhY2w0u/OtAMAkCqjkDtaXKMdAypyzFKXC7mjGsKKVNglbWKY3sGlOqEVHXJvKzetnrqq522iSxHFajaSno8YV3n4XQKn1j9GMmzgnWSHqKaB3cXubyEJSWmVMI7fTnWQuwyYOFfBhwHcdrMB03vkdQB3CpJjdXa1jBkLhUSbtDr5DQ+ZpHSCkhujgMgcYkElw8dAsP1DLMUYDVRkRWuu+MBUHQoDGs6SibHcFxXIGgiy+9fqskof7kgN46BgzdgRgMnJBDnKBO4mtcnXbCtKtwiTOSc+MFaSgQQEiYhXM45myHdZZW8D9mq2plGrMmESSe0cSX2lRltizqf6gmcgEvzWmDltfi3qZ+0tmqbLgUnuHOLGlRBlXOtChvRer7S+TcjCgkQH023BM6jLcH3CajWXc9sMM873PWLIAlJmj93YIfiMvWbybGOPo37CM1bnuNLtMWexht+FTp5dBT+Wpjz1Cav1hHHsECeP05MtdmOPaR9ADkhZFh4zBcTZI1rFZstyYsKcqFRvXjxfBNH8ZMDtHVIOmCPhpmPEQQzc5ing0ejR91FceScv940gwMSYLAWEhSkx9tbVMbctXfH09uTa7ihwUgpzNWMG60oSjNrhC+VsfgMok2kBG4XSRjGnMn0Atcy+MRyQFbEfGdhzmQwsvTP1ZhDWrJwDimAzq5jQBGDFq6SwJTr4GyMCEda2NVPKNbv6eQM9ua9Ay0UAmv6pjVSuvZ3gineFusWaFgRAZZBUrGtMRwmbGMBRQZ5MYnJcY57EvKuCLDdZaXSozgQlG0gAmdQxihuPLjMwp5L5Q1FSmOGVsbDsIZtp0fQLnaz9lOH38eLq61bApPSzes+L8NU55E2HeBSQelfEuZYuGlcOaaWr/1nEqGmtwMRpYbl2IwUsDNiMGzfcAJPaLgJcq6kcVAzMbP44ClCSXbyB94Y1tJdanRVbiI1LUT8DJgKudVXuoMZyWnOHbLUr6NonbYuYL0zoi35rFYjLjwBSP4tpXVkoFFt/FZcOGp7oRGtitzBGByKU6sLFbRUS2rEU5XLrtdaW31Ppg/a8mD6n/tTrYALS2pesnPEuKd5nz5F4EPGinhePXgXYLCLePiP0EX2fcLLe47ifMEaxld/Pwoo4nzElhxQ9xuhB1CHmkxIWsZo2g49SCyfVdHrqE443e6y6iP5EMnIemoKCAsbxesTURWQm7DAgJ0JOghgyE2J0pVJzC/DM84Q1jE7GLgYGJgF7ORHGRJg38n158sDksOtUfR9d1XclKri89Eln91sZMtPJhWWW4xN6U6D1uD73FN3uLHDS9WXwtt9CnCjw0NLqFG1VbwwHFS1G0Wsoc2AC0kMxbZnAG+ZFKHmUlZ99zjJS2AkwmTfQNNF6rJoC2nzUOjSj+FT4CUW4aCxMCelA9m1XGO38ww6A6WU0FdKKsFHkKpqziSkCNNmgUCszg2rhssV1B8F/FmKQybg5X8uIcYfXVicBN8trFgKx7yBlCVIHxI1UYA3nAJJ6pihgoJhlcmzCGuYMK6LQJuNkzlLTpfEyWdjVP0YxusMwDg9qFtYR4sYVUzPzXEkDRBhp5QV6LqCMM5UQA7dupHo/BczZ5KwMWmr7VnO/m1O29wroToK62WotNSvTglGyslZlYuYaplR2RUzuagXlNEj7u5kQziS9NgfrqyIUX2y3IE4ESVDxBsndsvKsGcrJPRXAHdeMfJQWANJqwXCSyXOGAGxkAvcyMUtGD5BnV4y+QEBeMWJkdJEQ9mL2FjR9388VZJU29sLmTSeiMUkrFANAyqjlI+zeMJCTA016wiEvasus+xmnvTi1esoYU8Bdmx3Op04cWbsMclIt+Dz1uB49OBNCl3CNgMFH9C5hvZoR1x2ShqjCEPFZR+f43JOHcRZ7PLi9grtOttiOPe7e7BCzA/eEfQylCnFKrkZLo0diwRHO1YwoASuMrAxIjtbOWepibp2WGQhIoyuA0E3aKNwUjmzXBxauNg1h+56xg50s0EDLcfOJuD2tObm43VngxFUqsAUnAKTKroEPVfeXMIlNymV1Kf1dVk/Lmg7GCCw0Hc3fMoCLH4Pfq7Cs0P7KYLA8nByqp0orTJQXUCZuN5voEFWcenA+2eqeMBZ1WYqVtYWFrIk8kAeAZvnbbMoLM0Q2wXBhlwrdr2LfYgtPAPUEs5KoehEWRsjugZNGLoxUU8uoGMChhnlabQ10sDLb77hxyL5Dt40gIgkVNN9VUretFICWsKfMWvVYWRMVv8r9ZxS30jY1WEN6l20cHPIQYFWhRfgKFb9SqbVCWdt0kNV+cfydCRQgKaYrZUYaK3KAwZRFFKkeJWZLXvpu029Yx2o0brFiplZHOQlbNSZ11tcyi07I0oZLSLG2peimtB8YUF0bwpFwi1OmpgVYVgjTxYxL6+gQiRuseoPMGwl5iOMqisaLWK8pSFhUslwcaCbtOw6p1/ZS7Rmxgj8WMFK6R7EUQMkoM2FsWqmzbiTkmdHvJZvLzbyYMHJXizeajqgA9kNsqxof7D1oIgnz9BmhF4Fr58UZ9nzuJZNFM1iCy7i63uMa0LAWwDx7zLtO77fY7+9ih2eszrEZJszHHjsFc6vVjGeuznH/cA2fdsfYxh5X+h3CacbazziPPbZRUNXRWtDkFKU4n7AjhJwEfCTLvPGM0IlAN4QIH3LB+TF6JB+Qs2Q7hT3Bza7cRzeLPxQ1/aTNELS/pRyHPg9l8Sd/u4QqMn8ybE9hoPF4tjsKnFAvzElR7jOALKLNFlAQUMSGRTyb6yQpk1kFKvULKtBoRbOWQWDsi0vNgF4yOlCzgEybgTqpLEJKjRiRItU6Plp8La6xmFjYoeph1DiNqf6PSWl/y87QATR5lgnd0SL7yE96/L5qS8LOLMflHK3CrX3OKoaWYnYBWlulAWCoJEURGep5ZqDU7FlMmliCxrQiTAyEvUNwDCAgUBLfD+bF878Ib1nNI1Y2YIwLUeYhMCmzgIVw2jCO7sNOgElaCV2drNLwQCogNqZEQFh/UyY8E7SyA+Ixa2hn2c8KQCGUBnHR2DP1Opnth8u9YEdg1UY41kWll4MWz5kotHutTUTlmbAaUAWUtMDS2onNHl+yh3o4xKNq+EZRhKNhz/D7DPO5ocy3rD7MfUAevFj7r5xqVAxwS5mCeq/kXP1eOj8HMTJjEv8R9k6riy+6UQHlVY/FDTCrCxtpU/mUefzwbgnU2q1k51k1Z1s8WCjTTiATMDmEM4nDZs9warUfo8M8Dzg7X5UQTggJzkmV33U341nHZ5izx9nU49rZBnHfAaMHD6JTOVmNuGvYYkoBm27Geejh+gRyjJOVWNJ/ej4GANzV7zBmSUUOlNG7hD2xOMVq8fe5iyWkxEyI2WHcd4izB0cHnsQ8Lq8JJ0d7XN3sEFzGmDzOxx5bQDxb2FcgruMGWfZXw9wdgjk3yziTA0kIVEG9/fj9Rd3PE3Zrwfrtfu4put1R4ATORK5UV5WADIxAWT0t2A7dCoI3kKKrR25HtnY/e62ZXME1w8VWT1Y52PanXCd0Mt2AaydkOYBpYmz1ainBaRDtAXt7wKvRlqX/FjM2MhGmTPoOOjEpKqAsMe+0kskDpHQrNddrg0EgsLpN2vtefSvAANSxds466R41FZ4ZAp64uQdUB5kqbqvt354DnN6/DNFwkMWbIYxNdgK+DjJAOLgS0gE3ICnxrUWZ5k9ymXfJ4T6dQx68iIgdVbdcgppwAdxburSkfftRrjcNJgbWYnUEFJNAMmBiSBWVBShsAAroToNU0rWwlZ2E6CkEhBAdvG9AGMvfRcNzMJjKPtV3B5CJmicBBtaXw7m4pfpJBbFWhiBm0JwuZU24D0iDR1p5zEdeUtUVN4FQgWHz7JqnUHcuANDMC8XAr7l3Ct6NfZHzRiP+VoYoUrnmUtFXAaBVG25FsBKqIQUzVrlZKi9zbg0U9V4mgjv3qmehwjal8w7JQs4MSBVvBjxj6jK69Yxuk+BJxK/mK3LTr1QLJgLnIST8pdNHcN/qOq7NGwSX8Oh2DR8kxHPXaofMhD/bXhUNCXtkFj2JWcw/ul8jZQfvJFPIE+Pqeg8ASNlhTF5Sfn1AVkfYvAtI24Bz12PopJDfpgMmFbyOWfpmJK/GgbXvlWzEoiGqoU4XhVlxs1R9djeA8W7Zx4qdegK6swO92BN0ezqsc3G7o8AJD/3lwMPimQcUoq2WWo2F08wco6ZlRSlLUPOLWOg4oH83jIoNYuwtNt8U9LPVfG5XtSgnVdToxszkusrInYU1bHKSlXSZ7DXuz6oPYKoZMjW0xGXyt0GaA0qaUSYJ15gtv4sAAhA7ZQI6+ywjlwJ04vvgJ/neeU2FQWJbpeu1tKsjK65YhI6glihYhLraH0tfLisuS3+NVEGH1S+qTSvfaXqgjOWgdlk45zESAdhTTRNeOW2bgzIETu4Xmwg6yESXegGYpiWRysMNU2LApJw4AV7de5MKUOfKyAEohd5aVOcSRF9hImfQom3bEN5h1ewCXhpwTlBgt7fJnsqk4icRfBeDuPYZzICb08X0YXXQTUcd4jpIlsumFp8Mzf2x1GcXFeClKtzumpW3CdALPiEJB1rI0pqniLEt464xWyy1g5S5CTtJH760erJ+txguEpAEpNdQr4CWbraCjfr8RiBc8+Xz7PT+BgGotEqluB8RYx87bOceQ4g4m3pMk5eFRgKQCTE5XJvWWPsZd/fniOyw7kUwd7oacTYNGFPA4CNWfkZPEZswIWaPbexxbVrjfOwxjh1Ww4zgE/ogXiqrMOOoE8qDmdB5uY/nuwFTdOCdhJfO+gG9T7i62uGonxGTF68UAlLHyLPdpGU/k25eX+ckN8mxXB9l0f5YxXVb1EiByqfw7P0U3+4ocAILW8if9eUy0VPRD7CuyIrwTynyQj8DVdyqz5Rl6ZRJ1iYvthUWF9Ece6mpEVdUamnISdRBsExOeiwTgbXpwZZaa+JDWx2Wkuhsq0AdcFVnYjS9XHfbFk2dCgVoDC5240b9uBkIqV67pY1a3RpZ4QHeSwG0MDarbZ30/Kgre6/1eAwktjRuC9BsoGpExpLKqSLNaOGz6upq91bM2XLJfgIAN2WEbQ2jiIvpxQmGrOKxd48NTOw9IuQ+SBhnI2GIbH4sg7FlVaycYRMhysSYO9FqFGBik1LLoFn7aLgq26RnNJ0Vj2GIyR6358lCqUNTvS17zDfPA0tGTzE5s+2S8X6hDTCvmEbTImE8uc4yuXN9Ti6b2PMQkI46zEcB87FDHLSaNKHc68NzMeZnUWATFZRkC2U2nwsGwLj2OQPzVnTTQja2GCgmgImLKLcFb8QA1KzORS5icbYK2mR9Tu6HLWpqoUYpGpp6Rl5nSSUe1N/EZzh1tA0+wxGwj2JWZsxJnAJoElsEzuIxMiePh8cNIjvcnCU2c2W9BzPhke0aQ0j4vLs+jWf25wgu4UrY4VPTCbaxx5g89rte0noBbFYMsf2R6+h9wnEYgSPg5iTGaruxl7Ro8qBtwDlWIpJ1GeswYzgREdlu7nA+9hKyAsT0jiH6G83UYWMFK/EnOEb7t5+A7iYKK2xM6yL54Im8HTCRt/W5p+h2R4ETXnUS0kFd8hX6EHVQLoyIUbiN2LT4QUBX5CbAar+nEaICKFkmYSuxdhcZ88ZhXmtKoacyGJpTZ9ZVkgGSPFRKE7HW2bF6J8X4zQZOvURRtKs40NfjyrVR1cTE5n+9dmsgCwEBqCJXSwnWnzTYzEQF1Pl9MxHlcjhxNB0ZcUUlRNauWmVH+eH61fXepGZyUGBS9BXq8iqF6HhhDsaO6oKZGWGXdNKRGyjhgCyreGNKMoQ1cbREtO3WgBLWjJJ40kmtnJUYkVk/STrBckCpv1RFzAz0CiicNVZtCxcyyBguG8w86+U5yYAgrYrrSMJBBq5BSGjaeREXkfBe1tVoWW0aa0hYMCSLfu4aQ7YDAzugTvb2DDHJ/ZLBmMskfki989AhbTrMxwHTsZMClqqVMv2WAJwGpGmIzkUu51xYEpaTt9V2ObfmFrIRKs01lyrCDaNkfc9bH7vE08Q2AbtuwW5K9p9Y3Fu/yJ60kKcIvtOKkY4zeJXE30Rdbc08LoQEAhBUJBtcxhASrp+tACbwNsCPNgBJCOb6KErylY+4Pq3x8I2jkv6bksPJasSRn+D0YX103uDGvMKUpcDgfNYDs2Q3jQqQmKUg4M1pwMrP+NzjT+P6vMaD21PcCAMm6oAuA9GDzgLO0gbz7HH1eFeqHRvrQsSiWxk7pOiRkwDvMhCURmXkIGnxmYG4JvQ3gP6GFBpNq2U/fTJsT4d1Lm53FDgBUFKDC0Ohg3zLHrSpjOJhYCxEs+LSZ6YUEkQz8B9S40lox/5cskCypkHmXlfRXf0+MzIzJkJcVzOqBT0VNbubKzNi11ZEd86OUa3PZTXBZdKCk1A2ZQEwbjJwYxewXEmCUbIeRItSV3riCisTrKUCpsFYDgJbzZQZCA6YrRigrvRdIlQzseaeHEyKhVXyqBWSHSFobRxT1Yopl65obeJwEJCRhQmhnBBSlqJtZsfOABoqmHKW/92BzkTbr1jUOycXBiAHJ8XT+lojyTJYcqj3NgdWBkZt0B2QHSvgvMhW5OhA+roVrsvRSWXW6GBOojlAUjkj1QiQrSYzaoYUq3lZVv8THNwDKHtymIpZ+oWmv3cKrk3EmO2+12eGjM1Bswiw+6xApbzUeaRVkMymQcBdXCnTkLgymgdaE9PXlOMYeCqItPYj66+FWQvGPHG1DbiImep4Uczrmmtod/NU+h3FDCInTI+egzBnVFnRIMAkD+oUO3BJG+fokDODfAZDPEPGXQcQEDq5gBAkzAIA880ebuukOrIuGsY5YE4eR/2ET+2P8emzI0zbXkgcJ1lCISQ8uDvFys9YeWE1zuKAT2+PMM5B2JudA8467JnQbyYMnehRUnaiQ0GGgzBuqy5i75NcZ0+gvQOdB4zR4dNzwMnxrlQ7FqCV5TiOwS6D2am/Tx1zWvaUVS8nKeOE4VpGfx2YdH/xvnmSzN5PMycXtjsKnOQhlMGo6Dqsszedg5oHwEzWloOsrYIbQNK8XhX+cozunDHcZPi9DPSmP5g3Ys9uQMlYkOL6SSjuoNAJnyIh7Ah+j+qxgjoZGDWcVlxDOYGXIAP2ml6oiuaQSTAQV7+IAuJUWOsnmcAsNGGrTe7U5ROkNKzuM0uqZQ5UmAwz5FpkIAHLNOxLtppFUa+zFLfTib/Ug5kahssoewUYjrnoKJAyiGjJqqguhWxFfxlrYsBE72fugwogWezVjVXT8M0iFm6smIEAb9WGFSgANcQIbZxIkoYNmUyy1RbJBBod/N4VYbeF74x4OezXxbTKK7CA9EsJiVAFFbbZ5KtMnDBEaNiJJRCognE0LBdfel+JD4TKREhrMavLWjMpDdKOpOnqBkpbx2Xrq1mFxq1uJHu5F+2CRO4Biqi1MI/ms6OasFI/ypiaZswoixAL+91is1UxqT4rDVWbJSEvKiE+66s0Exw7Aa0dSy0d7YORHXC9g5tITGR7xuQZ2z7DrwRU+EmFtRoGG/cdyDE+gRNMk0fcd+CtV08nAhxjOwz4VDjGupvR+SS1qkBapdmBQgacpjn3rlQZTso8Prw/KlWJI0uK8Xo1Y09A9IzsPGjn4XYOOfW4Nnp06xnDasbRMAm4cRnOCQNobrJMXBdnByyKkYBWrbzbSr9PvYbSp1sMJk+07WlwcmG7o8AJoAOLxapd/bsMCq3QtHhF1FUSlUGPFgOzA5ar+yw0dtgx+puMsM3gAMwb0ZlMJ4TpSh0sYZO8hYTarJpIxZVSBh2UAoLlurINdJrhocChaFaayQTQaw9ZVmYkg3LuuTztVo/FHhqXgLClInQEA+RZ691I+7jZ6lmIuM80LzYIg5ar5kWqIKTNLGzR3q9y/os3UMIJgE5AxEtDr2bSYG8Ud11Js9bXab+nhPnaAn6HW9EHCTCBc/W4ziF7cYBtxX2S4l0FzaZrogQBHZaNFCXbwM6pAMfAsnJ18gMmcCK4nVTGpaRZMalOvBa6a5kAoAGUOtFnD0Bt5smylqymDipQyQrSini6YQiBykZkB+RMRQ/FxWVZQz+xHlPOcTmBEJs+h7RisfY3E3I761eEUmzRbrk+P9InUGz0D40H7Tl2vn5nCfc0hodVZL00RaxibF4wreUaDsI8pklhbb/ClrbPBqOUHKDAYtXeQUvmOPAsgJS7DD8RhoeVqVNtWuo94qkDsYrV7RmeRJSaHeP8rAPtBcya+WFb4O9832OMkkJMxAg+IyaHpEC4ADwSy/85eQAJzJLC7OlIQkw+4u71FtfHVQEvybHYE2wDaCQgBsyzZAStuqghKiknsIy5HXQOuzc2Pmn7p0G0bf0ZIw7ip+PPmxXcE3h7OqxzcbujwEkewiJUYIIq6/vsTHtRB9zDydQGLJtgbFApWggDDklCGN1WSqZLJVLCeOown6pLpLI3cvD6u1D6xKV2hx8VlGgKYzvRLDQuDrISSrrayHKCRTzWHBv2P2QeJg9wJtWTsE5QAM0CTHzJwpBVSepJQxOqHZmqKLN92Nr2BEvVYqsBYwM9TQB5C39wYUfAqKnUVI9Rsp8MnPRQ7wmuk4pNQmp7DjXMa8c6Ay1iZW/H5MqaALjUpn6hM1keT1JQaTkxmqBZJ5Jy7kyCg9S2HIBqghQIEtX8c+sfLCJHilLnxe8hK2Bt5zCjhKBawG1tal40tb9pWKntiwQw6sTP1Dwotps+S6TZam22lQl+rd6NpbRL7RlG2CmzwweTuwJKy7Yohm7KwADWn0yEauCzMiTVgLDqOEp5BKAKXFMFZq39/mIVq22RvYW+mrEhcz2Xv2CSoMRAE8p0sTJ9clIov4kBzjY8KIMQpeq0mwlp5eAm0bD5Ufq0FA8FKPvi6+IneW7d6EvYVL5f/k49kI4y+Dii39R6PftdX2oLgbiYq3E0kz8C7T3mLiAEMYeLyWE/B8TkcTyMuNLvEcKEyA5EjDEE7MZeSgV0GflmB7d3oJ1HCozt0OFkrYwlCQBnC8EzZBwr/U5SpK0id6lSrtWwPefCoFBeehs9vT15tjsKnJSJ6HClo3NaGy+3/erqUUBBGLms0ltk49XPozVf68/Ey4G9pFHOG0I8Ur1EuzB3aLWJJVPI7ONt4inAySYxp6motlq0VRgaAIUKYOC5AT6o4ES/11ZGbfjHTTLI+Z19N4tl/QjQWm3Eg2R8iKsrqn6iW7altEsjjk0sq/2sYM2An4axZHARoaYBlHLtrbNsUHCV6nnL9djEqm3qSdraO7gpgs2Qw+zPYxbxqzEnAOCaDJ1bbZYRoOGhtHKaLio31e6NnLfQ9JRIRa3LflTDgnVIpUhV9FosNgk01bajwGK+NgmYdNYeXNu+hDZafxkDCAuwSwCzSWWXIR69bwbKmDQsoeJeE6CatgZQzZb2HfPJEVO0W08bi3MGCkPh5xYU1P35AJjkIGZ/ySzse2l70gyzGrKl8j3leBllZLQsNZcEeJuY145TRL2fyVbGGK1zRAAzKyNlF27XSzIGgIFJHFS7m5ZqLunS3RkXryX2QNrLeVklbwGtelCnLFKQ9ognjHwacXR1h5P1HleGPfaxw/XdCruxKz4l3FQAtkKExIDbkzA1K4/oMxjANEmj9SHiPPbw2qCeGN4xgmpivM+YHCNRD7cTgDKuOwxdrKUFtG9yJg1fAiWdOKN6zOyp1NtylqbOVRT9pNlaQHy7n3uKbncUOEkr3wzIKEDABuoyiDaTJ7uaveBnLYcOhp+pTKhtNooNkH6SeGfuqAgGXZQBJfhaedYG8jas4CLJJMQ1JfgQmFixvrTiMoAXEEIVnBTRpWPU0utcH4YDMNJev4mBwTVN2VbCYccIWylEaBWFAQNEWjBR3R7LsWO9F5bqyQ7gFYrREqADsw0sGWJc1dQaajcLZVnblN+HNXDKqrlWnqUkAkPbh72GoswIzLkaDtJQXcuesIKRHByq9kSFsGsqK+MWPBZWwnG9Tmr0Jw3AhMbai1Np1ptsbFdgsbEYskyyW0kdNZ8bKDi0e+GKRX8zERswtbY7fL1t6wPQVI3K1Oitq/3P7guUzSuuqpb9BQU51qYtQ8lcxIys2V+W7RNGYbUsPFT6MCpzUsBSrz8disDUQq6kGhnnBWg5rardioftGtkJfhVBq44HWrriL9KbtJvY/6vfCbNU8taU4RxIRmPDxLEykSEBwzVG2KKkSvtZ74VVfKYq3Hfqfuu1LMJ8JIsi0aGpFm2d4LoEp4ZqY5KpYNXPBSRM0SMmj5QdYnQYzwZwdvpdBD7zmGhA2nj0w4wUPfZahThlh94nzNlhO/aYo5dQn/bdvo+YTgg59qCZkG52OCOGDxkpEdLskWcvJRlmV0AkANBMCDvAjVrfaC9usH6SdrHxWFiwJ8ns/TQ4ubDdUeCkVe23tUeK4M20KGwDCQAdDKwAXu6oApIDkd9iJedEX5LVotzSiS0Tg4t9u078QNE7uBm1iucBY2KDfu50sLHUYL2uktYZm0yABVuyXFFQMzm2ynhrLxNy5l5Wq35vJliEsGO4G1zOK64JrgPYhJB2vVQHcltZ+wma6YFFWKrcF2raRDN+DsXM5ZptvuYKDs1gDsZOgBYgBYAwJc7oJbufhswaYAIsQzracOIAG5B73TdXkGFpw4U9agCAMCzVv6Zck10w6Sqfqd47zxXBQv7nIYMtPMiaOdMzqLP/hdEKW/3uLODLvstr9lTRPLFM7CAZ6Aurgvq+9YuakoySMVEE2LavMSvGcuWq8QBsUXDJ6JrFb8YlV4oK+hEI+1xLJJjWgxoA6FBTcvV84lozXwILa8WsTBQV7Q662u8LeGn7VzEglPdEB3P7swIpoPKOS4gKrfgc6g00AmEHhK30EZckPCx1exqWyzWhGtjChuEnV+5xXIu1+3yakY6ypPUSStbXPAfc1G8PTgzdVl3EcTfBrzIyE25OA872A+LKIyEgMYFuOoQdIaWAlAgjA3nvQb2kJY9zwDgHTNGXysRx9vC+ip+cy0irBDcGuK1HnFaYe41nzQQ3aQq2FbPU/m2dyxZPXkshCIDNZRFECZfqgZ6I29Oak4vbHQVO0sqVB7usHkv4AA2rUldY5sHhtT7JdGSDmPx2GremXFd1VpnVwEJakUhAFOhYSKKo/1PjEEso2a7FAM6Ea5b5sVIRm0fxLynzlmoXMlBW6GgmEuDgb9S5eyGY1YkzmXW66SUcI2xlApi9CTHFswGQCbWAschVlAdU0KcTThwasNDgogJIms+ViciAjNcLTnLJ2QuQcrFS8W2WCkMnVUuLLRoY3SlxrUD8GRT1s4J+aXDIQw39pEEzfzQ8ZZWTK3uklISn0uaLjVBcQEu0nAAEKUXPGroiY8IAETV7RlpnsCqKRTcD0GjAsYLwwjDlCiQK5plQIk2uBQ7tINikELfi3tLuZG29vK6aJWTP0C1SPc32fWJ0W7l5vvUT0X6EhpVqhd4lDV+fDTGyQ+3jQVfWINkHhGQp2kmZhwZQWt+sfc9A8OHNe+yNWCbPUptKXwt7wjz7sqjob+hk24ARYwKsqGHqSPuamTtC7PET0G2z3POVg9Xcolmt7APEGE1DNTkT5lm0I2ZNT0BJVRcH2IgpBOx9RvYZPAAxAeHMIewAYo/YgNFx12Hci3+BmbSBAU6ueDoB0ocpSO0ov3WgHYFYK3ZHLHRUxKodasY6y9gK2TQntZ8WQXjOTw5y4Wnm5MJ2R4GTxeQHLIBKdUvlRqEvg6L9H1dUwg8lJVEpdGaZrN1MWheFSnaB1bPJFqfW+alQ7BGSsSHRgTLh2vfWtE9doQ5cQAlrmKZlSSipzkEH3AJQAB0VuYAYY2jKAKyRL/tcobch/+eekBothTEBfpSJxI8KEmabBGv7AdLOfhKvFzTgpGWyzNreBIpWU2exlfQqqtknJoosYlm5wbnQMPU1ygpErOhc0roul6UM4+D7VWAroldXMkqMPYorQlpRTR3WidK6INs9aG8J9H4ZkLTwm523Lo3JjuO4HktZGKkKrJPZJKXo05orGNDLc+pHYvbyrejVvGgEuGj2ThsWc1VrUkS+i3ze5pocqqC8HXxtARDz5eBEN0oiJrcCg4dMi4FNSfmtqe2LYxRg0XyPsoRChMi9oObZTE5CLxe1OVgC+Nb36DPdMiN3dZJ2M8ONGcPMcNEjDoT+bNnZhREzCwLtYxsqwLe7KWng3TkVk0crsSHsgohpAYeUAY4OCDJpz2NA6CO86uhSdtjNATGLkLVzwp4AClhsnOmkr7pJxo8cpKIwZgLvvd4fvrgQIlf6dQlX6m83q0WC+eUYMClh9lqTiEysz/Y/aoaUPguUWBYdT4Ltaebk4nZHgZO4Inmw9P/LRIEti+InVsEhFWM0CxmUuL+rkyE7m5R1UteVlUxO+qXGELA8hFDjsNyAnnZVW2zOA5A7VndRXtDqrQ6hUMSeq2nR4QIv2zlQjfWr6Ey4YVL6GnVytlWnZ8RN1cmYyRpFAu+12uwNFNFivda64nWTtKGfGUmzkUo2DkMdXmu75XBxkLK2L2DP7qWd7qLuig1atSHYOS00JwDlQuona/n6w82hsCY5kAoxqaStxrX81MJuKALh5uDLSa4d9G0SbcI45HNjvmaXosArQwq8mXlaYEk3ZfGK4Ilqv8wN05DrPbSigS5qeYV2kNfOY+Ea+13Aigc4VPACtJN3vZ+WoeL3srInFS5e0GuULCOGnzJ4RnmO2rTwCg6pMJUiekUD1FFBZZueaqtrXwEeu5rqKzIXhkPNPGuvx/6mgz53q00Eq3rOeq5JC36KU7FDd57RnSWELZX9zecld9CaQurh4kSvFo+5snMdMDxCWH9ChPhAbfNyDXbfhgTfi58IAISQkbOEaJiB6B2il/ecXnzMrrIg1n9hDKnct9zV+1cH2brYqX3GFlba77N5J8mOrKHGNnNSbBmghoZcwsZuqkxsO3a7ScfgNjT79Pak2u4ocFLGJkJhKkphPN1qeqQi9V7CFCUToRyrrowXWQKDTrx7OaxpSko2gI37jQAwqXDPXrdQUjFmUn1JmRgOtyIGwHKSawaExX62Ms8ykdlniYX6lVGnGVTaNlRQlLwK+7x+mElYlR4I+zpoCcBb0vek7Al7B7+ncv1s52G6myYjp9U30MHEYCyXsxDTKCtHVvGiS5Ym26SfGliwmi4HAtpbZui4JpzTOQVP1keo9pdu2eSl/fRaLruPZaWpHypsiWOxL9fJpIz/WW5wyWiITmNc6t/STgikfRACTJgAaJaTTWDmS1LP5+D2W4aOr6C8/BSgtbzYoueahSXoduL546dcwMYFYBgzaBZzPDgge7e4jio+VlBYGCoqacPZ1/5PkcCDnlA8AFKOxePFInoJGtLR9GqrNdX0NUlPV+1JIDA70CU1mcp3BKf6owpKrB1zUPF0R1JBF9AUdGGC5rWwcGllVaqhZn06bmxySU0P56HcjzZ1H5DvSisGTmZsjkcEn+FdBjNhil7CStrAKXpgmEEEzBr6aUExq2+JGaP5vdz4fGB0V29o7SeLELHXNm6Abh64jIUGUNwsLInfS7YXqYeO3+tYY+z2IuQHZNOTPRm2Fvje7ueeotudA06IipjVYpNWo8M6czuRFLV3MxgX4yxGXYE2Dx2gTEcPzMe2yqvHs6J6xafEQECo4MRNupANWq/GBn/YBGOsDNdBdrFq5RoSUCZikYNbdmz+zuoSGWtp+yJ6tK2lxRUEsWMQqBixpYHgV4Q0Qr1ZlB7PAlLCPpf6N+ZIKsX2oB4lClx0wEm9raIPzlevqx2A2zCDiAzVwp6bActEr2OS1z2BYtawBRWAwjopLkI5TvoQB4fce3BwsgruhGpP3QFYNabJBuu2PbnejsJCWB+y+6cXTo5BXmqqEIlBFZHYg88p1DRPZT8oOfkdqfS5cr9sstbr4aYNLZy5WPEaI2WnXYBIozVp3FdtH7uP5VoVNPpSBynDjQluTpfW1SlMlgMY4rdRwJBf+sqY7qR14bW2LPtlCHgr4Lx5NhyJtsdBmCUNFQIsHiMJIvA2oKVib8tQsswYsDnsHlxK8bshKVw4WOXcdqGjiyDtQ7npTwZKQEA8YhHBH0ncl0YPHhK6oxnzrlPhugAeC0c7rWPlRnGWnvuAuIo43ezhibGdau2MnDV1mAkTutLP+BBJl3u9dHsuGXcG8mxfeza1n2dPmomEwna1HlLWb0rjKMAtbPMsrttWq8xPrPo9rmDMaQr8kySs8zQ4ubjdQeBEhYL2EDTAZJFlQ4bWuWSTiKagDlDmL1LASvt5bw9t890KLkrWhtMISgBIDQxzsTOXATGum0J/BcSIk+OlmQI2fjjWMqv6uWwzORqwoq/roEqZRDAXARAvDKsOmYuW+WmrOGcNN0nWBsHvoCtcbV8SsRvlLAZTiYEJCIFLOqpVbi5l45sHtkx6jZfJYq7J1o4KQlvhq4EVW5GntBDELobey7JHHGBZPRxc0WrUtFU7oXo+JpS2PlIEog1AkQmeC9ArmhPHS2CijEmKHtQlKZAWHVJ04MnJxMsKLJlKe1Dxh1BgfACKTFhorMnhc1A2QmUNtR9JlWX98VgA2QUw0R8XJf3cadhISgdwTdsuH9Z7BwPjtAQm5aeeo71vRTMpAo5pIRan2ICohlEqDaKi4toZSO+RgJUSbm20UKkDfCdOpDKJ4wILZE63UlFZWLXUU3WAtsmcUeptFXbKS3ZKHqBMCSMfJ7hVROgT0lrM0XzIiCEjrhhxraZ8dt+zZGz5Ecg7SXufjySTZugqTUYENWAUj5GkQiIuZRS0zXLzXNnmNLMoNPf/kDlpFnmWbWji46TO1BK6pQaYoKRU+1FeNCPIsFNgMjfMrILwbGFGBkr23RN8a7vk7X7uqbrdMeCEbABbiK0OxJqAPBBzfYgK82FjmK5sWhZlwWCwPGAuchFztrvYwE6scg+l2Kt5FGutF5QsnZKdoudXDtgOsA1bQqaHMWDCtBwsWq1JhlDdJrwNLCEv4go+uKlWTPUQhxqQcn0BcK1viQ3oOnBISqWK9faM4Lm0Qdir42UTFsnG0th12ORrl6ZjUamArO1WGAlQBSazsibFPv0xlh4te8IMdg45uDL4mealMCN2bs33F0BirI5qQwowsRDcApjYV5KYcGkqZk7CIsw5IM8KTCI1xmLUCI+p3i5bcV6yCZPHqgupbdHe74UIlqjRQNGCqYB+V9vXDtmiMpFkTdsuMSpGEzsQnYk5+xpICYTUO30uGwaFqk6JnZxOsvNC/f5yYe3z2l5wEwpjJ8Z/sHHDwl6mdyLJ9IkrcytFEdnaJsDEFY1JGjS93MLECkBKPzkyMKTAZNDFSJ/lGQUka0srFPfDLAsBn3F8usPZjQ5xreUMsor5W4DvJa3aecZ232OKYWF6Vg3XpO8ho3qMWN9uAK3f15CXi1LctLAfZSzUsUif6aRMSeoIWUNwbm40Z829anVKVv7AtGylqB/X8ScNri4ikwqD05MDnDzNnFzc7hhwAqBoE2pssv60qZTEElIooQ1D5DaYAOVBBdfXCpAwsKGZL+3Kvg0fcSeCRgl7qNOqhjf8pJ8PkLThxURmx2pAif42nUJhSaj8Uc67/FYgZWJBcy+FN3Ajr1OCaDbUCt9izRkajskoK/R2ACuJQRFltVyEqqqm91NGiTPoqY8n0Dg8qkjYBks+uGftbKD3Iq4JLjqprbFLYA3fUEooWTqXdhDrBM2EuQhtyT6FRdCB0UHSxxdi5qLHWIKRCpq4TII4HJhZOgoDmmlEYkjFQMwEjiShuNmJS2yk0ujmB1ESgiycqMLromnMdfA3wephFpvseNCfDUS3jqx2zMMVtR2ifBcX74kLWTpWRDEIABQ2pAEmnhBXrtTbMYBv9zx1VZfBnbAMBuqLF1CXsQAm0sB6zaT3kwADeeY1lA34ynkXF1wnYSAXJUumZU3ETl7qaMWV6kp6C9nos7/IuFsCEwDIfQZtEkKfkBMhT75Y9RCJ0+rQZTVSA272Gbn3C78ZQO9Xr8LZVUZOhPHmGiOxsKyOq/bMfqtFvBulgKAJqtvxQzxGhBHrdo2uTMeArEwJZS1ZMLLeOxnr4poqi6ShOUsBbs0nnXrbWNis2BTEmpnEoSYmFIDEAM23QOVPsO3pbJ2L220pht7+9rfjhS98IU5OTnDPPffgm77pm/Cxj31ssc+LX/xiENHi541vfONin49//ON41atehc1mg3vuuQff933fhxiXnegDH/gAvuIrvgLDMODzP//z8e53v/vxXaFuFILQ7PnygVhWGs3Aa0BDbbCNirT4qIGN5eCiv5vsDJeghdlaUzD9rBPKlh3gRsDvqMRWhdIV8Rt3uoLqsgAHW2kbEPE1BAAtDFcKxLXaFKB+Rlf07Cvo4cWxdWLWrB/2OpCpb4QBmdxzEcK1MeNWh2Ni0ZLy2YgCKTLclNFtM8I+F7apNfW6sKpQUEDNvatMirqDdrLKhgPcmDSEwLcGJgCKx4lz4MvEdE29mrKKayZZYdKqwK8wJg1Qk7CgnTgWQAWAiFrtZ/TIu4C8C8DkgNlJmmZ0ZeIUbY/aeDdpmBIik9oq3TmqqVoLIjUbolTUboBzAdAGEPS5KGyia+5xA6wM6JTrU8BSNAHWzgfhD1bTOwubQbUtdl7sZSKbN4T5SLI24kone61abOfdZutwgDAPfQZ1+hMyyFscEBoWQ2EKLQxUMl0UxFGyquKoLIBT+3RjKex8TRw9WAaXgIP5SLJs5iNGPGLEDSMdZcTjhHSckY4T8klEvjKLOZxjhC5hWM8YTkYMRxP6YUbXRSmw10Uc9TOm6IVFs7GpYe7kHLRPXPfgs4BwzaN7NMA/0sFd70DnAXQuZmj+TH+2rgATq+FkP/0NoLsp2o/uXC58OnLYX3EYT+X3dOz0funfawGdYcwYbmQMNxjDjYz+Botz9haNeFrPdxJ7Aj+Jl0vYM8IoY4WbuAlbNhYQ8xIoPr09ObfbYk5+/dd/HW9605vwwhe+EDFG/OAP/iBe9rKX4aMf/SiOjo7Kft/5nd+JH/3RHy3/bzab8ndKCa961atw77334jd/8zfx4IMP4lu/9VvRdR1+/Md/HADwx3/8x3jVq16FN77xjXjPe96DX/3VX8V3fMd34L777sPLX/7yx32xC5R5uHDjpr4L26BHZXIpn7dVu8bcy+FsQLRJyER0uQ6wcpBlJoGkxdWVrRWGywHIQ1Y/AWUzmpVBGfj14AyuLIjt0woHrLBcu0LPckJMLD3BgICtnoyl8QxEqoXh9DqK4FOFcSAAuuKxATL3VAYKJoILwhIBWcMQZjaVCy1bhJgZkg1EB6DHyJcJIBPTNYDRqfDSTxlIDDcn0JwqMLFJsjXRukwM24hkbR9KGW7KyL1qUJqQRxGI2qRtIKC5H2YeRxngVgsEyGo1Um3/0tZLMMOFAWhCDpN8RmhylAKUtgItokNjs1JlEVvGq3wPo+gqquYDJZyTjSFs+lN5Puw+ATV82rAcHNwyZEZUQjg5uMpcUQW1qa/+MZbF5qKKYTvLYlHgRGJfJ+BZgIkbauyRk9FBck+MXTKAYtoS0kyRFqS0GUqUdLLcZXEbbm4XuzaUU0FUGhh5xciDLDSoF6DkVFvUdXKe3meMY4fVMMO7DN8IoQGIWRqJDwkAzNFDDOi4aqIUbIY9Y7gm7ZsGwjyZ74mystMy08aeJwAaojaggPKchT0rGFZgckwY7xJNjTFNhQVi+7yI5MPWoT/PkrU11v6VBsI81pCugD5lSbQftexbeTTUZdfvMxbj4pNpO1yA3c7nnqLbbYGT973vfYv/3/3ud+Oee+7Bhz/8YXzd131deX2z2eDee++99Bi//Mu/jI9+9KP4lV/5FTzrWc/Cl3/5l+PHfuzH8Na3vhU/8iM/gr7v8a53vQvPfe5z8ZM/+ZMAgC/8wi/Ehz70Ibzzne98/OCk63SA5sUNtTBB7vRhViV+iacfMAKA/L8ALLwEK8Qa7tABHq6ZrENTcddEfM2DXKldrlS0Q2VBDjqjmKiRCPoA8bhwXARuVZ/STrIkEzS17+s+/vAL9Pdhtg5aylsn6CDZO2Y5GwE4XycR9ozENrk4ndAy3JwF1GiKZNijCk4b5qHWzdF2Vp2BnZOVHBBnWs0KiRk0xaozucz0yxiT4MB9AAenRQAP9rH4esoljVfYk2aFT7VPlYG+0dwQanVbYz8KJlD9iPUdwCZ5PX7QsJt9Vu8LU10xF/8H84jQQZ0V8JR6N7raLEwH1a4BMoChDJdvNRINe3KAoYpkQ5kG0021oMcKAC4/Ryg6k+Y1CSdpivpAi1AfUCc+O7/iCmtAykKUZjiogISTqyC8MCZUwVWyDDNhpdwI8WVJ+hzqc+OiTNJuygvWBM1kGzea3qwsaB4YeZMElATxr3Ek2VjeZzjH6LwAlLAei59N0nRe7xhe6+FkJszqP3K0mjCdBsSzFfy+9iGXVLMxmSeKdFI/yv3IswK8QRZNfqJayiOjgMiw11o9CtT8JOPUvJFrzB0wnapOxhx5bcukDLKww92ZALdua1k2xpAwuq0426besvlQFwj23FsKOtf2tk3COcsFxZNmexKd6v+K7bbCOofb9evXAQB333334vX3vOc9eOYzn4kv+ZIvwQ/8wA9gu92W9x544AE873nPw7Oe9azy2stf/nLcuHEDv//7v1/2eelLX7o45stf/nI88MADtzyXcRxx48aNxU+7kQ4o7Rxtk8giM8GhhimAJc1ojACaCdJAR1f/p1hrmAhFDAUqqmi3Yyeh4wFoVVcuKv4i5vQsJlxqxEUawqkMiK607Uc9L9hEbHqypAyHfBnKxCjvN78dQEGdSA97R9NOFDXDx+yxFeTUjB29liYkJkZZVP4WgylC8SPRworGTLVpiTXlFZWZgVC4YafphA0V7GZxFi1GazlfDkykcxRgkjtf9Q6Hu1lqMgDkOrAuwkupnq9VlHYz1bLu0UIx+rN3cPrj967s6/carpmaCd4mz9mBTOsDoIht0fRR7ZN5ADjIQB/UwddqHpUVcguEqLkeY096rdGyqj4iSxPA2j8s3dbuRVkRsgAON2XQdAD8YMBOQQoUlHQOeSDMa7dwZy7AVZmcmtZsOhMDKfqcMJWUa9ZU65LhZKGccu+a0Eiuz397nw0oh630vcoMNtej7I+F1/weCOdyz2l24NkhTx5p9IiTxzwG7Hc99rseu7HHOAfMyWNOHvupKwLWmBxSdpiTxzgHbMceu6lDTA7eZ6TjjOmUMZ0C0ylh3gDzsYSUwKoPOZMCpN1NRncT6G8C/XWgv07obgDDo4zhYcbwKKO7wehvWthFdCMuMeYNYfcMh909hP1nMaarGqJaM/Ja2KG0zkgbCVXF44zpasb4jIz9ZzF29xDO73U4f5bH9rMcdnd7TCdSBqK/mbB6JKE7Fz8cMQasfWvRX0tInWDhR/n74vP7RN5Kqvrj+Lmd7YMf/CC+8Ru/Effffz+ICL/wC7+weJ+Z8cM//MO47777sF6v8dKXvhT//b//98U+jzzyCF772tfi9PQUV69exetf/3qcnZ0t9vnIRz6Cr/3ar8VqtcJznvMcvOMd77jtNnncgticM77ne74HX/M1X4Mv+ZIvKa9/y7d8Cz7ncz4H999/Pz7ykY/grW99Kz72sY/h3/7bfwsAeOihhxbABED5/6GHHnrMfW7cuIHdbof1en3hfN7+9rfjbW97261PuNNLbQbe9u9SXwbNBEhYZjnYw6ELr8Ka2IqwmTSB+tnyEAFVOJpRxK9ppYOb2dwHdTtMJFbTXTODQFaAhZpWceSC9WjBBgAL+xjDskRjzWar58MO305CuuKkSYVySa4jKQXTivpYgZ6DnqKvk7eYrIkuREBagpuzrPpWSqVzMwHbw9hMFgYOwl5+m0hSvB3ES4PGdMkFtdemGpOh0+rCt94VgACcxCB7chq2pOhQNHvDjITZQbLF2qwm7W+5YwF6zSTuR/m8ADkujIyLct9br5scIOcycNFotBWfKUmUhLXEgFdRYmFP2kWmFiSs/+tv1V2ZDguwFWrtG/X6631qNSnsq+6EUl6yJ8GBFRRCJxd7Zszvg7KAgbRqTPt8088MDFv3JoCMTdRra/1gLJwjwMSs6quo2dk9AUTMbVk6WoHbj6K18PssTIn1DQ3zidhbPhdUPxY3pKBFSx4EEb2CCVmfm9yLYJU8C9hIDnl2CEMEMyFmASdZM7hSUpv5LmE1zHDPYOzDAFAnz9eaau2vHdAr2LDNTxVYFaarcXYOey6TvzgfC0CdT4C44ZpFiLoY44QSjjVGliH3MxMwewlxSRVlgp9IQ7EEv2N0Oymj4CdhQEs40Eu71pDy8mFlIpGR27rrMofnJ+rWzEe3/bnb2M7Pz/FlX/ZleN3rXodXv/rVF95/xzvegX/0j/4R/uW//Jd47nOfi7/7d/8uXv7yl+OjH/0oVqsVAOC1r30tHnzwQbz//e/HPM/49m//drzhDW/Ae9/7XgDAjRs38LKXvQwvfelL8a53vQu/+7u/i9e97nW4evUq3vCGN3zG5/q4wcmb3vQm/N7v/R4+9KEPLV5vv/x5z3se7rvvPrzkJS/BH/3RH+HzPu/zHu/X/YXbD/zAD+Atb3lL+f/GjRt4znOeU3do6qu0N7T1Ellk1GTWAl10YYVYVpbKGLjiKrk8p7buiK3KShhCvzuuKkMhA4Su/qg++MwQkNKAkYW5VtC4uhX0Us+FBQhpH1SjOZprKn+rzoMKFa7HIchMmxxodnBRgYlOpCGRUrqVkWEvE2/VY9hkLZNu1HOgbBkBGX7MCKPDrAK83CvAMdahaFq4DqQMhF2Gi4zUO4Rtgt9HuO1UfTQeizUZvBirFZBhaYq8XOET19WKMgGHIUKX5A92JNdqqaIOFzGhTqBt+xtwE4MqLs7AlABS/QNnAjNXLxjUCZoySRqtvlFKzZP0v7AX9scmEnD7e9lGF9iRFvQSNASCQq+3zFFJpVcGoZ1ITLhMzOBO297qE1lRwZVH7iy8UkEfwGUfPkjJLdl1VEXJYqwGNWGza2men6IxobIyF1ZQdTvKMhXfGkiYp7/J6G8KoBa9VXN8rVHUnUsNLMnkkut1kRCn6gArnjzSnmlgIfj2DugYucuSLg4AfVIXVy964tnLs05A6GUV5F3GyWYPIsaOCUAAsXgmUQK6M2Eu3WgMm4VNUMbF7IG8Rs0+y9CyDPIsppX0u3iSpM/EJftkIV+GpP4L2FXH4qZfZa0E7bwuagjVbXlFpWhofy6OwqUchgNS70o5DOlPjUmfxiSNjcWTxefkcbAg9rnb2V75ylfila985aXvMTP+r//r/8IP/dAP4a//9b8OAPhX/+pf4VnPehZ+4Rd+Ad/8zd+MP/iDP8D73vc+/PZv/za+8iu/EgDwMz/zM/iGb/gG/MRP/ATuv/9+vOc978E0Tfi5n/s59H2PL/7iL8bv/M7v4Kd+6qf+vwcnb37zm/GLv/iL+OAHP4hnP/vZj7nvV33VVwEA/vAP/xCf93mfh3vvvRe/9Vu/tdjnE5/4BAAUncq9995bXmv3OT09vZQ1AYBhGDAMwy3Pg1RzYvNsYT5QV1qy43J1uEwdlg9kXR1ZcbrDtFZuf5vwj1FT5rpl6KKkwGkWDdmkpil+NAVYPRzzHCj6A81A8EEewkwAZ1s1cj2ZdmIk6MSrX1bSKfU7LPOHWUCRnZsdSwFUZh3oEkQzkqy+hl6jTghFjIk6kaSOgMxq5lXTAC280+1Yrf+bSU39DWxAtZRCG0TDeUJ3I8LNSYDJnG4NSgBUG/QgoMri1QpQLt3s9QOsVydPgJxqLrL8tOBkqU2QVaYJLS3LxoSn1TTMUGh7XKr3z87Hyfkt+rNHkdq4SVfHc9MtDJhbJe7LnokmfLRoPgMjGaU4Y/GaiRB7fAPeTu7zheb8/7P3b7G2JVd5OP6NqppzrbX3Pue025du/PflZwkCNsEy+AEfiSCHGDqkhUjoh8CD7YhLZMtGwihgoVjBmBgIEnIcYcwDCPOAhSASioQh+IKMArQhQbYSQEIBWTIRbjtgd5+z915rzVlV4/8wLlVz7X26+zRJ6HO6p7TPPntd5qVmzaqvvvGNb2i9GQulMQF1FTAfB5lYV+RCVwMfi4J8FtLpgJSnbff6KROLFwUmJoLVEKcDE00ZjpbttNNwYWHUqILOLWP9aEHcVy/6KPdJr8G9kVgZGFYdmpqHncNr5kjmmpw7bYA6RXl+RimySXMAIiPvk+u+OAdgH4DEIBX61qrHZsJ6nDEfJ2S9Vj7KQGDsjxLykRSEjJqCviiVocymhWUdDKwrqmlJUoXbFxQCU5BnXziLJoat5Pem3exO18Nt7PNaT5A+45o2MMoExAT3eenB/gX9EmFZ+LMqaHwGbIcyhieaDy/bPv3pT+ORRx5ZSCquXbuGr/3ar8XDDz+Mb//2b8fDDz+Me+65x4EJALzuda9DCAF/8Ad/gH/2z/4ZHn74YXz91389xnH0zzzwwAP4d//u3+GLX/winvOc5zyp87ktcMLM+N7v/V782q/9Gj7+8Y/jZS972RN+51Of+hQA4Eu+5EsAANevX8e73/1ufP7zn8cLXvACAMBHPvIRXL16Fa94xSv8M7/xG7+x2M9HPvIRXL9+/XZOd7lpauiFNGIb9zuRXdUYfUsN7VC/phLaqt0mHRPlUbdPYkhhP2g2wchCPwcdGKkr4NezMgwZRFVbQHP7rGQSMXhdETYZMbYLqrUbCYh1wLhkknXlYlsOOwWeIQNOn19aIQ95p1PxOH9i8EyIMxSgSDtEta3nrocZXVxGjUCRTez9aS/TABdaC5v8JqXa9e/hvGI4zYjnM8JUgGwusI8DTDQuzWNqgjoVzdIhY+Lt1vZnfcNDAVXHQdJz1OKPll3hILS7XgNt3H0P6GzYrc14WYDOMnNokAms7z8GgBh6f1QwaxO7lARoE+6h0PtQN30r2ph13BdGi118HUqralx0ovHr83ICzYCNzdNEgSKTrIzzRhiNsrJwSLu2MHXnSQ1ooQowlOeRpZN1DElzRQYOPUzaD3noUMIKLfRhDM54WhEMmFiWUVcPx0CYpbdKWrsBAMleM1AdZnLAHibyrKMww6v71gEoIcr1sIwHHBk0FsRU5dGsAYUrUESPQqECqwKuhGEzY7XKKMcB++MB840RWcFJ3Mux85FYFdAcWjaYtbGBkQVgbQsVBGqmjvoekTxDZOrqrm+itv58WHnYngsUacd8BAznLVxjAu/FYlGLP/b1nvzZuVPq61i/fCrfA5ZRAgA//MM/jHe+8523tSuTVVwmqeglFzZv25ZSwr333rv4zCE26KUb/1fAyVve8hZ88IMfxH/6T/8JV65c8ZO5du0aNpsN/uIv/gIf/OAH8U/+yT/Bc5/7XPz3//7f8ba3vQ1f//Vfj1e+8pUAgG/6pm/CK17xCrz+9a/HT/7kT+KRRx7BO97xDrzlLW9xpPemN70JP/3TP40f/MEfxHd+53fit3/7t/Erv/Ir+NCHPnQ7p7vcxmGxMuzj4z6gOx3YPmfApJmHte8K/Qxf+dTUrSSNLbAVQuoNuCDpxAAWqb+AOn7qgzWJHoPsPBjueUJDbcCko0yJdJ8yB+jkvlw9sE72HqA3YKSCWmZNDdYicr7a1Li8rXyCUuCArsgnIHbZH+YrI+2nYC5hCRAhg42HU9xgCU3HQ9AJQya+OLMX+5LUxIJ0OoO2swKLxxG/AjKYhoB6NHo4B11K7eJ+95sZhQVSbUHX7hUIYJQgq1HTv7A7ZApL0FdrNrbEgTG1yrqlA7LS38i/E3xQJ/fUaQyI3sfIzg5aW1ctueAzD0lfizM3QN31/YVfif3XnhMLUykj4L4l/YSj2S0iLtZ7NrW0W44EHoL4pwzClHjxxBX82bG6OUC3KDhcEMvltEU3QfpttnZjvSZqIEzb1UTsbvxl/S6bv0YLE0UVbdv5C0uoac4rASdlFNZAagrJ+eeNOqJGOUETSPfiXhPPCpuhE60yUuDgYTzKckw+S8iDsBlxrC1TvtJioVJLxDyLhmVcZ8wBCKEiTxElB1BkpJXEqMscgRJEUG8C+6qNqn2xb1+bVFmHCw9TOn3c9ae+6+l1BE0e6LPbDKRLWKbrfz5OtWezrFQs7ewzPBRvNZnuhO1vG9b5y7/8S1y9etVfv13W5Om43RY4ef/73w8AeO1rX7t4/Rd+4RfwL/7Fv8A4jvjoRz+Kf//v/z3Ozs7w4he/GA899BDe8Y53+GdjjPj1X/91vPnNb8b169dxfHyMN77xjQtflJe97GX40Ic+hLe97W1473vfixe96EX4uZ/7ub+VxwkAn1SBA6TeEw61dWibMA91GSHb6gxL11hSUZ6inareIYt4uD6UzbNkKUIUoWdb1bVYbD/4E3gXMc8BtCpSsZYkJRGkdT70esFwfxLuV4/d/4nV64Tk/zSrZsVW7/vQ2Uc3cOKZTF1ZdstMAkF6F7XrsklZ/s8+cC0yppQ5kcwdm3xltWkVSK3QV5hFkJjOFZg8EVsCNGCyGVCOktxrRsvoAZRpoEUfcXfY2Fb4rU/YjG1aC3Ifu94XgwO3kES/mrS+tIL7Ypi405mWg7byMMGZABo5Fnu2iTkDL7RJESJWtAmRgKj7C73fSe3O2UMUAErXh72v8kL4LaBVw5Zez0Yn9wop9tczUIHaJB9FdDkfqXNoFxJypo7hKfuhAEWP6X1IgTdNwUG692MvjrgEKL5VDenstZ+Zx0aWkA6xhayqa2lqEmAyHyk4WRSza2nXAlpaMc+gtaws/RlVhNDtOZOfCiCC4OnZ1J4znqLW2woouaIO3UDWLSxqEVdWIIAIGMaMlApW69krDtdKyDnIWJIySgqo+wjMvT4H0pEI8PIWZi6p4THzuWk3WPvvgh2FM1R2XX2oztg4S9UWL54lgy2LQcJ0EhzILp5XAHQnZe0c9sXb+R6Aq1evLsDJU9lMVvG5z33OIx3296te9Sr/zOc///nF93LO+MIXvvCEsoz+GE9mu+2wzuNtL37xi/E7v/M7T7ifl770pRfCNofba1/7Wnzyk5+8ndN73I3HYSEANBbDBz7rw9R+GGgdxhC57c9ASYfqqRLMadW9TKgdyzxBeo2B7zfAV7phojag68opdNWC5fskLEoh1E1GHLilCrOI0SpRH77tGqOtiByYmJBQryPsAupKaN64b2xS89JoPjDOFukkFwtaHL5rc6rwOoQ9cwWgC60IUIj7ivEMoBoke6k2xsRSjsMshmi0V1v6JwImMYg9+npA3SSUQdxIxdhJJzI7j1uwwSbkpKK6nM411m3+9aKWfaxbSXbAxLQlVhTOCigK0OnaxIAmQXQkpo2YWn+moKUGPCuKPBzm+zEcFbAYzKk7hk0Efg+BNunYfetS7I156V2R+88RWUbVwf2pMglBnVbFyyRgPlHmJLQ2JAXZTPDieP1+LmyqpZIQV/OiQQeuXWtiwLo7Z/P1sD7nVbQnBV4aRsjrgOlKZ0+f2j1lEhM7BGNX2e9vGdFqZ6kRI4KESO16bNIGA4E124tkbCmaKUOFhG2Fsh2k126RWX3eaomoBcImACiFEHS8iLGqB4xoVqppp5KwMVwDwj50/ZC8jxtwcXG6d3wFywZELGx2YVGj++kZOx1P4swKTrSvdKElJukreSO6NFvwLNhPB+l3wPa3BCf/J7aXvexluP/++/Gxj33MwciNGzfwB3/wB3jzm98MQCQXjz76KP7oj/4Ir371qwEAv/3bv41aq+tLr1+/jn/9r/815nnGMIjHxkc+8hF8+Zd/+ZMO6QDPpNo6HRviLMbBBOSTyGFH0YfB09k0bNNn4oDQFtDm0WH71RBOmFSIVhrI8P0b++KRGpLJwFMy2fcN0xDofMxIyHNFOsoIasvNrHFfHdlt8LnlQ2ADGjQcMBPiWfSwEllKNQswiXv9k+B0uFyHiAZlf7S4TqqM4BqXDpjAJl0CKiNMBTGSD4ZltAGwYx5YzK/CPi/dX2+1RWVLNoNkgoxBLqzKKtDvQyDQExULs3sUpMw9KaDSXXhzWn+yLKx2DLhwkpMMruXArr+3529gbgkSe8bCUpYvu78X2MIOcFxkZsxhtAETyYwSNs0YE6sebWCxjy46M2TZLgyMNwuGm/MF23oqFVQCeNMAmpmWLRYGvSbMFhOGN3rhqxAEbYIkabf+3ByYHOhMPKyg4uCgDB4ViNswoIZrDLBkps3HhOnqYTG/ltZcVw2ASBvruSSWrCq7vtjM41zuNUuKLVWInsv7jYLfkcFUl5lIthkIJoD3EWUvx6QoKLMiIKSqgKS42RvXbuxwbZrszwzabHHk7dm3pbahgMr2DDevKF5+VvucM1nWJMbKWX85WGCVdXMMLmt4llXox6nCz9bWOdhOT0/x53/+5/73pz/9aXzqU5/Cvffei5e85CX4vu/7Pvzbf/tv8WVf9mWeSvzCF74Q//Sf/lMAYoj6j//xP8b3fM/34Gd/9mcxzzPe+ta34tu//dvxwhe+EIDYifzIj/wIvuu7vgtvf/vb8cd//Md473vfi/e85z23da7PGHDCq6H94egby1Ut4AP0hc3iv8CC7r5sIuCuozG1lUPcdbStHd8ATr64b9ZVkFO5DBeeEQEVmq6aJeMhVwKtS6utYyfkF6s77ViTdt369BN7/Rzz2/BJSkW8Ncn5pi18Io2zXHAZSAcymfTZMleUfjcNhq0IfdIwQEYCDuI2I0wBVCPCHJyJssEtqnYhTOVyfYjfN5J01aMR+WhA2QTxVmF1kTVRqFXFtTTiS/CJp7/i4N5VHUS7ydT/o8UDiZsoFUBH99MCyJpIchH2OQARPRUOFs2fCZER4Hb1sgMswjXtYqAW9uznvxB4d5oSOQ57Dcno5QEElPXXbseoSSoqC5uGVkW201qThkw5BRfBml7D5kVjNV2v5f/ni68BKgC2xuweQrR28DYsLbxiKdxeb8i2CtHIMPm1Vq2QvL8SMZ+0UE7VEhPVTOBid24aYvKFjDEcNulam5vGpFvkxIkcSHrYSkEVjy1jBwB6J2fOAZgCwjYIazkyOAaYuWMpxpYAIbBk/FRCSNwYQKYGig00Bes/DXzY/bd+01v+W3+TUCI1DxRo/8nU9Wluhf2sQOthaB1A71RcBoCirj+7Yax2pn7PbrL9t//23/AP/+E/9L/NfuONb3wjPvCBD+AHf/AHcXZ2hn/5L/8lHn30UXzd130d/vN//s/ucQKIyepb3/pW/KN/9I8QQsBDDz2E//Af/oO/f+3aNXz4wx/GW97yFrz61a/G8573PPybf/NvbiuNGHgmgRPVCRDQDV7wFeIhendKXsVVtWM2OHWsia1Yu42qPku2koUMMOZx4k6XVjE1NHGp+5yE9v2WNgdfWTkFPalwLosrLE8BdVMQN4Z2hKplXS22iaHpTBYr6UCAWajrgx5m8tAKLHNEf8zRtYkgm2hVQgwygFkmk1P/XWXR1nA2kJtjrFxDnVk8LxhAZcS5GaxJuvAtQjqBUNcjytURWdmSquApWCjCVtodMLm0aJjVfzEHU9VJRJ10w9xNCpa9EbXfmX6jHyitLayND9g3OQYAFUr2k7/VOvHMhU4f4xOcfb4HJiz9Nvq9QqtK3IVivL93A71P2FVcRtOe0ZetP1z5ykcFaMS9hN+cDfSCfgQEpefVfbassRAKu9aEBHgsAcryeNaepr9BL8hehCXJQ5PuZeKhKvZKuGFu4LWfIK1CsoQUbDzgpi+LwoKhd6nVtuvDx4v3HIxaTAeoMyFuBUwEfc4N0JgXi6Vgh1G0Z8aclhJQdhFhK2FZ7092HjpeQOtiVUAM/nJA6dgH2kX1MiKUNft9EcEvwzJv7PM+jpmfE7X3DgGyhHgIvamiOyRPAO1wkTlhwFLmZaHVxhWOOoR1ROqdIoj9fxXWee1rX/u48gwiwrve9a6FBvRwu/fee91w7VbbK1/5SvyX//Jfbu/kDrZnDDip4+WX2hcl805+AEx8ErEVjQ6ANaLFxYGmNQFcQ+KaDB3czVzLJyyrBVJIBa36kCXxFTBKOmQAM8l3Ce7OCl0BctXBpQIlBsl+CJLiyYWkkq1l3UCvJaHVHgHkQgqB9qGZp2laX9o26tatyckASgN3VqvFTOygKbUW/qipTbBSl0a/a+DC2pwAqgVUKgJrWIFk9Rp3WQSwteKW9XJsXymItkTTO0Uz0AY8G9ypQtiaXOGprraZGFazdCwcGCbLlBFAY+LOmiTcU1YkhfNMm2MajG7XDpSV+mYTnVp3K629bCCyNNfm5Cn9JkA9QSoQPDxo/Vx/ayaKgBLVznTVlVtFburYLjjTQEWASdzVFuO3Z6jbmIKKgvWzuWoIx4pESnua2Vpew+3xfUKzyV4LUC5YFD9QN/91wmN5Lq3WExowMfNAdyUVa3nri2GCXN+s+hJrH0tbTdKX8rrVlOmZTgvh8FClinc/OUPF78qULKpRm7eQgQ9i8EgoJCsh14X5d/WaMoFZXGRr930UAm0j0pksNMpGw8Ka3SPjGflxKTDqHDRDUM6TspgjcgTKtSLfmzWGmLobPgfXN1UFG4dhOduMgXEtipa2kPekwnM613EvslsxWKab3UsvXGmszSFYfaqT/d/RtiiNcZvfu1u3Zww4WdDkNj50uodFfryPH+wAxTq6x5U7zcqCPfEYbJsZbJXrhkNJC2QpvcqRxc+Egwr+9OFnoA4yq1TSEI6uxioCMMux0K96Z0LYBlRO4E1RKp58IHPQYRceWOroEIPnACpBGRr275VRWiNu0dibAkS1jRe1vIaAJgYbywEVFU6MqDbYZTTXz+qDiusr+ufMJ1VhBjBLcbUwF9AuP35mjq6WOISm3eMGoMT4yyZphnmbUFGwUxiHGhZJrVZqA+qDwzoB2q12YNnK1PdZJxKy4UZ5Fzl+WckEYEJB649yLf135TpkhdmOJf26gU6VDsnXO0bLmBJp/5aOvciwcsCGFpIpTX9hpQHivvoxfIBkXU0bYC8kWRdTWcbUlW6vY0RZBTfi62tatWwhc0y2c4OjLn92bb9B0uxd38Ptx4HJjMXqPO5VP9OxJtY2YVYAZtek9X7mo4D5WNO+DSTYvKnnDPuhdr4iELOOzTicUK2YpJ06aTXyqs+fi5atrS2rb+4WUbprVAkje/XhBMRAKGYal8SOgNS8sewSsA+I58H7E7HqoLSCstf6WhXEoSJEqYxcS0DJAVwJdYriamtibq9vhMay2P2wsE+FhyPrVhZQYWbUScCLMCvcxgfumK2MpocqSxDvC587YXuqYOoOubynsj1jwEkd41Jg2DMhxozY24dMoA0+qX2edVL1fTEW1WT7Hfa0owvfzOHVatFwew+RxZLeTkbj6JV1NUEAkrirwmPl5GOdrACDULWRYXb3Ya+DmU5AiFBmBXCTNbt+ZQQsfFHWmrEwNxocIzUnUxa639InDSCIUZWEb8STRKyorc5K7yPjlYMh58MxgOaimRJaXTjXW4dx+o1Ea8JDdN2GXZdVnA5gYJbMIMpyXijKmtTlvkCdr0mR1G0/f4KEfOy2U2tHAyFmrmUT/4Kxq8ooqR7DrLlDVlMvFVuSAkIbgN1TA23Ssuu0e+Ir1W7g7lM27T70/djCOFHDRpK6rTqfAsR9aYN+hRuLueV/AZKmVHuoLFe/l4B8p64EnBg4W5ZxMPbQgApfXBn7/YEDQ+6qEEO9YaRd5PngBFQNZbRqxuJ0PJw3oOXOww5UpQ7UfBwwXRF9jKUel9D6FkgyaMxOwDLoGCws5K26rWbryLkTMAsjQoUW+g3XGdXGRHqTRLvP7dzCJO8lJtQMUAlS5fmogscK1sGMziLCTrQpNsbUBPBo45Dca0RGGCqGMWNIUlGrlICYFNRsZsxTkjRkggtwoQwum3eK933ycZg0bdnG15rg7tOHgtjeet9AuztIW8KBnNwtGvzptf2/EsTeSdszBpwcxqf71e4CmJg2oFupeUfv6fVO2HdZ7PvQo8EGL18Rc/ddjYNzgKQHJ24rFZstNGQDZVLY9L2FUEOQj3Y+DrJSbEJSKhoG0l2azwVqAGvxORHxdUxAUdSk/2cd1IsCraiDu4te1XBKfB5k1YwqFuRYEVJSDxMND8S9ZtyUKmxFP6kzFJxUxPOpgYYnufEQUdcJZRXByeIwWGYZmP194WU4p2dNTI/itZl0xW7ZOYFRo91s+zGPBkLREJ4BIg8JFZKsk64f1kEPVTVtVTNiapEsloXzJbV+yhFOf6Pvb/YeRP/BUXVDxuQRYC6mYAaDnM1J3X1IOwNwpq/p2sgmGBcSswDTWhUoK+Bb2IwT6hCRN1E9TbrnAto3R27arrB0Ur48NfqQMekmQGvjTgOGKBls3qOq+JBIjZ0OrNrbKWC+ErG/KvoYQFiXbEyqgagE9y1BBVhFMNZ92PtId462UAJJ+m4FUCR9N0zk4udgVcBrY2O9Ng+wqEFl45VLWPT5jDtyx91KEA+jiTQEC6kqPCwXThb6pcAISczcLLuHAITACKGBgGEo2Kdkt1quu5r2jVrXUSdZtmrR2wjeir7sVqn8rZMog1gIPLV+7Cys6pYwzU+wo6fJ9ixzcmF7xoCTMna93UBHPyB2E5eL2mwy6TpOsBVovx+bXGI3WFo2xtDpUJS+tJi4HAwwqkZSEFliu7pC8cX6FIRSVWtpCowQGGWSAmC1UntAlVL1FMlL2sOyh5hIB1NC3VTwUGUFRkqVmgCOBRBVc59VoauJF231UjYy2QAAmRg0ymSd1wQwqZjS9h3AExBRQfMyVEAGSA4nt8fbLDtnlVw3Yfe3DtISzkzMVe+ViAM9a8f3hQVjQsztbf+YZvBUSCo00BiRIqGDMkr7FA0H1hFm+umrYkAnF18Nk2htNIPBJqI+A6QOGq9nuNHY4h53/dbMAUX7pMLDIu1tjq32HWL2itkAkM6LCJBrAyDEB22F7u+D+aC/d8QsGFrFyfbTROIyudvfnpWjbS5MEC3DgNZnCknqvbNGy56/EMTrc+j26v2Y0PVBy+LKm4jpRMKEFgbKR6Rpz9yqIicWtkHZBwoa/jOGIIfGFJi5WTfGsGbEhV1A2hLijty1NmgxQgP4BmyMKVvoMhY3AF4k0EJDIQtjZSwLJ0Y+YpTjCihbQrHrF1olOaaKlIro4wBkrYwcAi+AhzU4t8ZUUAMHNlXvTy0BWQ0Xaz/2dvf2ss0yzCyVvWeyD9nwZ7c7b3vGgJPDlLK+83K/Cg0ymfSTgA2EtjLqLeqrrZq6lODFg6Gf46ENGlYcb3l+aJR0ZIRU5YHXjxIBPFaExAiqdiQCSlDVotrjMzSioqBHUuoAj3FXm6A6QZnHhwnFq8iy+CrA0ok7K2idxOtKDhh2UO2JCgRVzwHYsXX1qELM2rlnio4moNYm0Ay5Sn0c5sXEKSf2eKMVgWP0cE5dxS5bhlz3A7QJkyMZa982BZEXjlvtWuCragZa3wqyv6J25pZ6TiyiSwCLSdjbp7skz/QgACAXFocCVNWIhMwC9IJS37m7LqP/0f7u9STmshoK+wrbAKg5cTq4MKAyiZjVQmmNdWy6D81Hld+xaxO9Rgczlrq8L4hTUDdkBbrUrqOxkjbhdoDE5ju7T2RAhP3+eBii13hA+3N/r6n95iBAU9pJBdiQhURVr51hy5g35JqimgSYeGG80P3oJVuYBoVa6MRW9l0M2RcCxAgTIZ0S0rZ5ypCLQHXfnXjchcP9ZoAL8BBtHdCsALRQZ10JMKnHBeFI6nWVHEABiKl4lj0RO7AAJMxcSsC8T8J+aEV0cntk8t9cSQuKVr8/VuQQmUBTEGbIgH1tWqcFy9wBUuoXigZcyfomUA+f4afx9mxY5+L2jAEnNTUKdcGYdIO2ofZDE7V+8qia3km1TTQyQMn7JrJ1h1h7TlUZ74I+26+t7qj9eAE5YqdC0fmWhFjd3ZHHjHkOYG6ZCXVkZU9kQjV3Sjs/qLiOWQv0KaUrqcxQcycbpHkRu2fo+QWggmVlZ5qK3r/AVoOkx2dCrCpurISqbEo/OZgJm5xnvVSYesvNrKpTEGAySMZSTTqA9ytLAM3srt3jRf2kxb4P/u4HS/3NKaCsgluvl1GyT8CtcJyLooc2obiOwHbVpYxX/dtEm3EvxyqjmE/Vwe4ndILuzu+AVejnaCtmR6WF1Vj7oRU9dP0IAwtTukDqH6H7PZwPLXvKWEibQLV9STtemAriNiKtA8AVcya0ir7qkRINY7fO51O5gjAzZPOJ2cCYXrSDM5soiUEKdHptmWfcKUg5TEGlwhjPqtb9IeRjDYGMMrnzWFs/IdsRWqh1DiAzYcxoVZwXTIP8hBIQd0A6Ex2Xm5cxpA5RbOd2YZzSsaMXEPd1emqUIn/mssuRUdcV2BQMmxnDUMBMCLGiVkJK8nfOAVwDahU/lBAYeY7I+wTeRQkPsd4HA0oMbxPSWj1+ucF8lFTom9W+fwaGM3HoNYbzVpul8DfmsfMSsr7yDCn8dzduzwxwQp1w84CxYE0NdUo5wNG7Cxp9RQPXmki9GwDU0bmWMlps3/JQCqJfFv47zChwMNBOWX5D3guauheUHk1KucZYUeYoBkq2PzsOQ9ILB9YiXhBtgnmlVJLS6AFSRl2FsfkYqGvgcJIzWhyQ7wetPGxpg/3qHWgDJHUDZe/1sJgQjHyYNBvnMlDilc0O3tN6OZwC6hhRU3BzMxmQ2woTKYimYmZPhZWsDNVR9KzJJSZO/XlxCIBOFlJ5thWtK6OAh5CbaJXV2rxnAPo09ai0vTEh/cQTMntRvLxRdqU2/eSh4ZVnoll/sIkvM4YtI20r0q5IKA1AsBAGd9d5STvzQXtceJ5AHt6CTfIBAjQr0Nv/x33BeJNANaImYQkAKPsmQm2OvGQa7drUE8iYQV8MAJ6R1k/88gx3ZmLa/90ltwOnHqq1Q5Jkj+S1gM+6knMsK7iw1CoGtyJ52paFQDNp6rKEacIM5I2Ixw+N8WyiDrOk1KZ98xapygJa+BiAV0H2cydajHNNBN5YXrAuqDYVWBfEVQEBWK9nHK8m5BKxnQbxSikBtRLKHGWRZIusHEBnEXEbEPbwemDGAFu40cfUqiHMLCncVhjRPWb0/5LZJ+ncCzO8vr91Y1Kc5LnwPkKtHe+kiftZ5uTi9gwBJ+JAaQO+0386MbhfSb/yr5d0cIYLCT0ebqLQBA3L2GqRfZIzwZ4PGJ5R0CEQAF4tzs+bNZYrc6QIz5oOxeK+wypjKkGOa/qVVCW+PVTQUN0tsr/OyhCHSV1ZjjdEqGlamcXE0w8KaO1VqQ0ufcbIhVUhNXDjA7+2ozUXzZqRcyh87YHK4YSp9XJ4TAJODKAMoYlfbRFX4VbnHCH26kVXvIc1dfpJuMq9kesyP5Pgq+w6BvU0UU+IsVUXroBnVPTtY3V4uBtQnU2Z2EvZhwlelI9D21eY5JQPohbaXoD5dvTghINOAHtGMIGrD/QHwARdm9hHDg2tLnPf1HMq64iyEdBBVTxD4iTmedB2lFIFFTGRZMrUgDgB8xE5k1k2hEMjs1BkgqsjoWr40Sh8e2Z78bdXHlZWyio6m0dQY1fa+cvn9MEjIG8CphNSF1utGj3qM25hmx4IAr4gIDU1NM1I2snxe9Fyn9ll3ivBwqBJfIIcbCetB2UgNjYA7uxvx+L494bOX2nFDkyOjqQWRQrtuSslIM8RVTOPeJLxI1ildLue0tgK056Fc2pZY6lrzwo3vZN7xBcrElsWDuAsmpsiHo5Bug8LyQWwOFT33fI2RPR/p9uzzMmF7ZkBTtBWola+/QADeJ5837H7bB5nAwKUtrRBAZJhM7BTmRSwYEcuCGAJutLSg/fgxH53JxhVjDamLL4CNWBIMvrOOcr4GW3JL9+lwMCqiLET0BwgYc84AXrODPFdKSvCcAoMmsabNxfNtTRyJJNoMB2JDvS2ereB5nDh3XlmtCwL9fjQmjqkWTMXtstSh6OAkjpKRg4PAXmTUFZtgDIBKEfyOimSCVMl6wS6Sr+VzXVDhvInoU3a1FiTrOmwPdC1VW6zudeJETpA5+7zttInXalnBpTOjxN7e1LRu9yD3UPMYG1v36lw0aBkEVWfCPqsm8Vlq3urXf8FEHSLcBsHQtlE7K9F5HVw071hy+AtIUbyVGQqVeo07cy8jlGYvNjbfEKoapjW309bZTMBAY1B4ahA3m3VqfXF0s69VSeG66Bcz2G/rR/aPU4CmCyUGwphuInGVAQBLLxiTd/XCXxP7uYaJgXLGRj2QNmIvs1CEK6zUNYkTuzPiKSikwOZOpD4DHUMirG5XmZDWQwb+1wXowZnFKWSea0BIUjxvylHzEWZWFtNqIljUHNGGyfzsV6rejJZ2CruCOkUGE5byKXXkjh47MCg9J2D8SCLKFzGnMYOLTuc3rOAVqtInzsA4PkOydbBxfHymb49I8AJxSiIGm1VuFi9GxVo4MRe64HKgRGUObsaCOHA6HP2jR1hc1I0mteXEQBibZWECS09LwgrYmyJAZPNKA9aZXGTrUwoQeLCJQWp/0UAiNVtllFLlEWxhXU6cCThFDlmOa6Yq6QVDmeQuPxVLNI55bypTWTWPj2WsoHHwFxsq1CrW3Jole4rfZsQnqRxEocg6cLrJNTuKB4ONTVXXYJMdLGzyg9zFd8UnZypEsKUlxNuUwE6ePCtMpAInAh1FZDXwdkSyT6Bp1g7KO0XcBVuupYmNBEsDPzI/+NkgEL8VGzysqyfw/bvGYB+NWqeHdHYi5mFMTrYrBpxTcHFxLC6O1ZvqPOhWdwLAhAJZRUxn0RtE7kWZrGbkKrdwjglDeuwgtJk11FDYwB0sgq6+jaDOiqy38oQn58M8J48vNj3RQ8nlK7f6j6MmbAChnGvbbStiApcjVXrvY2GUwCngNV3qYP52LCnClMJCHtC3BKC2eVrgUyqUvagDoRU4anUzixM7IxOVcCxMH3T869JCnAa25It02VgDTnr2GT+SiOLFYF6jfA+opCcx2ooUrmiishV9M1itMYDYQ6MClWwB0ZYiV0+hYpaIspZQthHuT6znz9kktD6bR41TJW6vuzgTATBlpJ/q01Csl3BRH0g2ATMgAymz2535PaMACcLetrQug04/SBvwKNjTFoIR78el5/xFaU5tRowiQwkBR+dar1/Unvlev8Qy/ysqwbd9nPyFc1qyEha5jyXiECMNHRLQ7vUGlCzeghYRo4OWPZ/Y3A4iNFaWRPSDkinXYx7Ja87iDMgx8KatErBrY17IyQvka6ZBjLJtoqjNikydYLVJ7qfIYBXEXWIboEO6IqfhcUxgzHSlbDTxnPLPvHVdK4y4RqFHCCMQTTEp59jqIGXhArFZE4nhdQBE5sQSPrGIkqkQCSoL4WJXW1fFuLxgnkqOC4DeSaZazm0veGlALAAJ3I8aROrd0T5oI1Z70EQ19Z8FFFHqz/DYK7aXXhR1FK+qyAuEuajhPlEwFodtK06DMRBM7QiSQiuCHtC6nsTSkXciZC5rOXiDMDWBNcqlIFQNtaYEB2DLQ7sWAu26qCPKnANCkbCJHqftBOTwOE8g3JLYa5R2RwG6rkU/itruH19Ha1j2DEJtBcGwYt9Qm3ydUL18FoGBsALHoaJkXZyXgbORFwtz2cDouSgSATT8uMT9dBCs6ylMDBUhLFIFp4tHlhsCIZYcTxOOJ8H7Gf1KAmMccxIoSKvZmzTSsWyBeNYlMUlbHcDwmnEcCMgnet5EDBdI9fHWGbYgnE21lDHSDONS1sdB5QdM3O5S0MYurCJO33+dEYzcHYYmnzabr0B5e1+7y7dnhHghGLUkvQt9dEyS3rLZ882MZCiURIHJkbXq4eB0aZg6kyw7ABwMMKMlr1ymO7HaGl4XeZOGApKjeDKKDmgmpakEva7sWXy1LY4IOL2/DKhzkGKe13g/fWC1cJa9Cjid1LWkqY63mCMj8lqLaujY1lJxlDvQtmXSW/F/5QpgYAFsQNHN2m2gTzMrNqHJ+lloj4mPCaUzYA6yNJcMmHIwY+FbyjLKtg8VKiIDb6lKvvkelmxv0u2lt3DixU60E0M3WtW4wUWD+tZuUn6nIlgrXhg24dkI1TNECmrBmzEc4UasNZzs1srH4KHllrKpbazXa8BE7WTn08S9tekQw1buTft+lRLYGFRvV91DJiPBZhMx+Q6AwOk/X331FACeAwSuprF9KxCnWXnKmnGc0TamzZDfs9HBF4vwUcwViY2AFJWIlRf6hkaYAtTA4Vpx2I0t2vABNqOlQh1JanhIAVGKwk55WMRtvKg7dAVXAyZEPcC9MOkbMlOsmTsXieQh9yGM276HNNcKCuTj7Q2TtBJvpD7J3EEcgaGU3KAArSMoDpq6IgAbCriUBBjSwnOs4SFKxOujVvMHhtp22rIsJJHu/2AGCuGKOBkm0fwNmI4J6Qz+fx0VcPEawNS4qlUtRRBHSBhcIKPh5SFZRqsvEYXiqtRwL3V4/L+bn2d27OCVceeDADdKlz7NNueFcRe3J4R4MSp+dAt7ntq3Dp4D0x6JkOpdhO22vsc2yAG2Htdb5kJnOVhZ1+Rkx+vBxIw2lnZjArNo1wVEFFjQPoJsTeZUl0LRQUb0PcPO6+dbGRQqgiRUaulDgsYkUlQYtpxkoF2rhIztwH/QvzYBn8L3dhnNKzSZ0P0IQjKEmoQN9nHEa9FUc7yEFE2A3jUgn7KbMikIw1IRcMXWUWfWnAOaksvmSjd/w82Nrt6yzphjZ0fai8qLwAu0IEzAkjBI9BWfi667sFLlHnewgumGbHBWEItWiK+S+O1VeMilGZtiwZM0IMmyHf8/G0LYjSWjzrGogM53mcjOSMi6fTkwCSvTXfT+YX091r7RyjCPtR1lBpLJNWlqVQwAmhmDcNVlCnKZ1eEvArONIGk7oqtqknT0m1il0ra7Z54yQUNzUjNJwEm42ldGM0tPFq0iON8TA4UahLGYr5SUdca0nXhBBY6l6CMDKpkoGAnLA0VBva8yCqKs7JXysKVEcjHhHwEBybBs//aeFQ38v5wKk6vdr2wir9ZsGgZIkpkDMOE1ZAxqm6tMmGIYqy2SrlFM92rhXBltcc6ZWzHQR/HiiknzFMCTUEYoiLAZLpWXYcHALQPTZunJnW0lrBQzQTeRcRtEq3KDhjO2a+jxrbgcDsA83rpniNiDcnNwvIaS3OpaPvpuNkc9FS+d5duzwhwQuPotCnQsSbmJFm61ezB5r4USj06oBFaQFadgGfqyJfQltiWNeCW+AwpgGVhiG5gqxD61YAKy+DvmT1TcE2LU9is52a+EtDPGFODg+syvUubd/U/csw6sA68IvQcThnDqVDfFrrwttFMJc+AMOZEmYxFdkofdoCuom2Fmlkmp0PDNTvOkMS/JAWUzYCyCrA0VTcPU6ZmEbqZdbKx8JGBHzMbO7BUl2bo4y/dSdgKz0AlmaiX/BpD7iY2QhNZY3kvvIqtru7AMvHFIJOTm24p8DDdiRQ4U61QVMDNtAAodv1sQKpnarBcafXpp3kTkY9FwJp27D4ogGaHzFjoZ8T7k1CjlEjIK/K+EGdumTAsYCROYoFvbVpH0ZaUUV1XE0m2VuUWUuGAWAEaAkjz0INmvmR1HK6jMBJWAyrM2hZTE49auQTru2FmLfrHGLYVcVsQd2XRHyTTJKCsI/JGaunkIwXuK27VxY1FVe0SigICzcyJO1ZmjH3yrJHcHLDahGsslGXdDMLOzEfiSyL3l1wIDGNM1VHWdUssbIlp3SirC+wO4Chh4b3q2BJXxFBxZZzw/M0pnjcK9fE36QjMQIoVgRjn04AYKiqTZ/ScTwOmnFBOE1aPEeIOyAbYnjMjDFV0LTmAg4jtzWCSUkVIUt6Ac0R6LGG4SUjnQDpTPx/I/RV9DtTzSNoKxECW+9v7nFARBqwMDZhyviwf+em3LawAbvN7d+v2jAAniMGLp/UMyeGE0a9iLMwjgtCLWSuWDdELa/09ZSyYWNXtzUbdtCe+mrxEYMqRQSWAicFTbG8XAiwN0jaGABPVjlAmuO7FrtVCC2QHYWdduBJ4Dm0iJlkVcmTElQyi6Uzi4MKAVJ8we08PbxM7JzSwYjbTtmK3iqLgThfSZ470WyApqjdElJXoIZaF5uACTwc5jIssCeDXuEhV7hmSHpiwWudTaycRBZMDFANYoWhWyQxPjY4Z4oeh1Htjitoq39opb2QCrYNMPmWUdFMgIOSCdF5VSEoONqyqtbFQjZ3QwToYmIFnzHhHqli2dRBhr4QVVIhr90U/xioMtftLYDW6E5BYhwb2TWhqep84ia9KONC6SBaKCEbrPniqcSx2D+Uhi6WKQdcUUceAFIE4B8S9hFviBM9KMZBYBvgzF7LqQthqHhk4qUhnlwATrT5c1lLkbz7WzJp1O84FN1aGF+EMU0sdtrCRPQM1EvZXA8oKLqgVcN8WPlRtopf7bIyQLwAIwM7S1TW8ayL9SqIdO6q6CGL1WAHiudB8JQ44B7CjEcdHwogI8Ch47uoMpycr3JxWHuKZ9yM+/4WrYCakQRxktzfX4H1AvBkR9sKozlcY5VrB8bUdiBg5R8xzlPByJWAOoFMR1Vbp3pKttRVwE3WMyesmaLXK5xSBYECc2jPlxSWNfdpXjAHgqI05T7gjtmeZkwvbMwKc0Grlivg+k4QAn8A9V98M1GxSD23waF/SrUsTNY2JFW4D5Ld9r9k+2wBPTt/baYAgxlPGTkQ9EV8ZkFPGF87Fiv1ZmuAcYI60NmEiGkjR1VZRUFL6HckgZ8ZWHMWWfraVoPoUxAkYziriRDJ4Dy3m30+EFkNvBfY0nXeukt6bq4g5b8GaeHXhSChHCWUjM05UPUScWs0X2hdQKQ5KGqtR4dqSW+zb7yHQNBmH4fdqbQidROQcQmaECAdNUfUv1QL11FbwaStgyrJ6gI5wM1fYTG7SFXJAOhOAYvV18rplfxhQlOtsP00b00CisygBjdEDHGTI/THwWP3+eb/o2qfGgKqsR8iyYs2dI26YTYArHidhri4mrolQVlpbJ0IcR5OwH0NlVC1h4P4WCpKoVPCOwIOktaaVuPICaGwS4CDEvUMqI9eAEFVfsq2qNykIU/XwnNwDua6yDsgb9a8ZVdiZpc+4I3THTkodK2Ep4qQeIBrCsnYAgLIKOpFrerCVw2AdSzQc5Jbyg4JeBS8eSoWNFZqdMyh7VBWwrKq3S61API0u0OUQUQDwWqwJVjEj14AvTEeI2pnGWBCJMdeAIRaczyvwNqFgEKH/LiKq6JcHYDpmzM8pWF3b4cpmh900YOYo571NoH1A3BLSrrHC1mfFol/v07G0ixRhBJLW8JLTYs18ah4+i7CsAxRG2ir79iQz/57dnn7bMwKcgFo9GaAbqDtXSQAX2BEXy2bqJgDyAb4Se4piMMFqR/P7cewcDp6jRZjDJg4Nr8D2bR/mrraIfVZPXvQMKq7LEK2LhwzsGApyDJgwXJNCnmbc0z/QlDxomjSUThfhXTqX80s7DTMcA9UEqd1qXmLvajNt4CRrKuskE06YMqAg5cKm9XXMAKyq5oEKI26zVCx2y3UFIWqfTpfsy7cQvAZP8xhR9qZb4bPqleTgej6s9Xg6VigUCHtSBMSVlbJmvR5F7186t/CZ6ArC3sSj0s59xoFk8BDCJGDOWCqb+HrBtgERu38u8OYGWMya3b+izJGkbyrQMgHxIZPU1RCqKxEiB23ytG3aopBZwZSG2wyAR5IJ39K9uxBphQCUMjZdlWuFrGsaCM0VNAXwLCDFQEmfwWQsEKlpHrEUeRzOVV8ydf3N2c+OMTmJEjZKphuRFX1eq/la6nyNsgKTmTycYxk3zhgWYQPMf4OK9JF8pNeXBCCZj4iIWRVgaHr1IgPLxqABKJsKrCvKPoBylOvRdF8AoMgoiVFPkxQT3BJKFMPCs+0K/5sY92wijtKMgTLGWDDXCCbGKhbkGJFWGfMuIpxFUInez2qSUA5fyVhf2eP5V08RiLHDgJwj6hxBM0nY5qw54goYaeOD3bN8BExXZVEV9zZmyn1NW4BnLd1ULTTb9XH7s0i4LmQClzskrNMtMm73e3fr9swAJ0OSycO8CgAXWHmGLwD0/9fNhG3thTbJBBMWdO/1PgT+ciNLfAsd0LBjLzvaweTK3W9jdZRZ6b8XZlHqlxUjdALO/jimc0Bo4GqxKXA5ZGjMm8NAV1lJJk7aM8rYzLCa+Rc30zWv48KuA/HztvDLZVtl0H4GpVYRNk4VcVcQzyfQlC8HNV19l8VmYRpNZ/WJrQthSNEh8eSAus5SqeiLnpnWCFrfwwAjVXJhYzpnFE35FEZBQwozI87KTJF8bjiXtjI3UANgXt+GG5Pl7aoOr54WTyo2TU2P42mY1jc7sGRAOqh42MFX7TpbB1AsS4cDyXU7sGZd/bZwm9dF6W6BmZl5tWiSc6gDxLcnE2hQ4bMCMip1wd547aVSQdsqIQV16yWGGOqpzX7vBh33cs595pbsqOsT6pXjAGqQ+kh5ram8G0YZWT2CTGMCDeFo9eBZUmLjVlbvEiKz9hbmq6hhX8iiNXFztKG2RQNBLkjF7aRptqR9RBhNqSIcr80IsWDmEWWjbC0BaZRBaL2acQ5JKMxklvOEkiJmAs4D43icMYSCe4ZzBGJ8DldwNo84HiYMsWA3J8xpdKE2oOD5qAInM65e2+IFV04xhILTaQUi8VoqMyGeBaRz8tpQpo8xdgvqd2JjU9n0z/MyW2s4V40et9Chta1N8AwoW8e4NFT8dNyeTSW+sD0jwAlHUYtXCzv4ygxtAD0ACUYJ9zbsNjl4mhuUMaH2cPTZHGwDDBooWmzUfb47di/EvAwZG+siSAmNJrWF7SxsCJtmRldl8kCTaMuCTk6uRQEuLUXv1yE/dZBBro7kq5vxrCLtWZ1WsVjJyErXtCU6mPQRHPXIkBOnWwMNtlV9QTqfEc4n0P5xHJoutLWCDfMvScEnMajIjjxu0QGTQezww0ygSQZ7pm5iLwxMFcSdyNls87Ucr9UdEYAmAMtEppQZ4xljOBWWoI4kFeutj3KXfssWMmmTvzhqasXZKO0s19XuGUeADSzbvqkBa/F46e67txkWg18Pl3sDPTAQd5eE5XpQHhSUWJVoPV8LmzJT86bYAUxBGZ2DYo0GVvw1BkHElais2g17qDpwDrhGafG86yYeLKGzFtAPcrdAYQEfXNs9Np+fuFfWJHdMmBfs04reChBrhFvgL+4JAErcvGG4HTNOoq0BwVOMy5qB44yj4x2Ypf5N1RIVtr/1asZqyJjHCCKW4sgsac60D+DImKeEx7ZrfHa4is2VGdsyYAwZNRHGkPE38xH2uwG0leegrMTQjVcVw8mEe66e44UnN/DYtMbpNCKXiFwDag2gvQCTMMl5540IiWs0MKtNMDDi1BZKdV3dTwhoIWsL71AFSiB39bXFwgKgPFEG4NNoe5Y5ubg9I8AJNP2tH2QA6OAOX3U6cNFxyVc8uuKUNEl2QGL7QDe/k/9jY3cHADrgg+5zQAdeePHyQqRrm58jt3PrGR6q8FVKjXCDMkAzF2ZyJ0kZALr9Vr1WP1hrD1k2ySrHsFEbpLvPdd/zMEFuotVbshrArQEKdIU/F8Sbe+CJVPhWpVjN3ZwJMXASGkDx0yWdgDWUU1OQVXkkVLUkDaqN8ZOYEBcAAKMtSURBVMJ4GQhcYfVTTPsgougAYtEoAGjeKxoOGs5F35G2VVgCbrH3ZSeQ4w030Y5tgDlIVhUnQtCiejUaC0MN8EL7xaS2/YdtvFysXtzIhK9BGAbLfJnqUs/Stb+FkVq9KXmrHgATn5AGOJNl9v5MoWlPANEcqH5l6egLCaFV7k6fcVFntLymZt/fwo7iQQJYSm6cgDKpcNdDbYC5Qpuza9qZINZS8PmCeZineetCR7yU9Dz6qr0MsYzfiVYjbgFUBSWjZPDwyIhjwSoV7HOU1NxVBQNIqicBxPX1eD1hShHjKuOMN6glweo7gRgpFqxjxhgyNlFYlDEUnOcRuzkh75OwVADqpiJckQrG991zE//f1b/BSZrwhd0Rzvcj9lPCvE+o5wnDWUDaybXmIyAf1ybejQEL3ycdMzgxsKrgQcaZmgOKL5wIVkDSSjwQyb03kT0AZx75TmEW+kXh7X7vLt2eEeCEQ/BBsHeJ7FdQBkw8lFHRqGf1iqhRKxBb2uBlW+eH4lt3nAvuspIhKW8X4BCwLAb9A3RtQkcOtmIjpfvle1TUHl1T86wNogKyOpovBRygWKGxqh4F3PUQ83YJfFHPIQN7C2GELOEe8UqpXv3Ww2qWVcOdGLafLC7b/1wQtvOtgYkCEgch/rqkIftK2tKQtTigmG7x4vwW7FVtJnF+LyrDigFSZXCGACCdxEUgCaQ9NLVRBte0qwj7FkIKc/UVPal25kIbOEvTrtvZPJIJu8agfZVc1Cj6FXLGJU7sAuRbbrcAJnUIyBtxjrVwTMgKVsGNFelCNrZ5OQEFZwlAzR04ARbAtsYG8sT5lf3ZrYFBljbfAXeq3FKRu+tzYbSD5vbd5o+j+8kVgWRQrJOwC14Jei0ApCZy5sKAlNXniTsR4saJWzq2hR0C3HHZN4ZUUN7UxnaYaSIDNAnrICJqeRbLWmralKsZ8cqMNBRMOWKIBcOVc5ylFWoJ2GwmKW9RxcBxTBmrISMQYz6JmKaAsA1AIdQckEtEBbnZ42PTGl/YHePGboUbN4+AswRUQl0xEBnrzYTj9YR71ltcTXvsa8LJuMdUIqY5oe41RfiG3Mt8zJhPGHVdpRYPaVcfu3ul2UG8qoiqlyk5oCigrzMBK2FQ6sCyGNirSD8r0IL1FQsfP6s5uVO3ZwY4WamhmQmwjL3oBvhebNaKBMLDIs1qWR8qq1J7QaTCPuFfoMotBbF/XQEKM8l82g/WxmAY60LoMibkdRHBkosyJc0Ubhsd93CfhaZw10Ns0aU462DLGtPWCcXqeVhKtX/WPRr00jRrhQO58VTcKSNQWTJtxiB+D/sCUrpeVvFPTL3SXDSD4xaDTYodACFvb/kt7IdPUiQ1YCR1lyFGcWZpDwFMAEKuIjxkcnHnYquaIWGpjAzY2jfMBE4i5I1D8HCgZa3YPRaxJDsguSDKJjkfd8bS62LV7MikygJcOg1JnAKqZka4EFmzi570pmCOkwCTsg6NZTMjLMBBSR2tMjMtMmWqVtStRTJ4nFGweTjQxUGWqNUnMlpfs4mgXiAcm8cLFQZFqz9UG7gM0HRTeDtLPxGA5e1vh82MWAsoBrBm4JD6EqW9uZySOk7rIXJ7xsxgLe550T7FXH5HqN292LSXFaOuoeHj0PpFJgTNrrEK1fkImI8Z+UoBrQtWqxlXNnttLhGvAkBVQDJNCaXIPssYsFlNGIaCo/WEeTOAZ7U5KAJKzuYRf7W9hmvDDlNNOJtGbPcjyiSLu7qq4LWspEoJuHdzjqvDDp85fw5u7Nc4m0acblfY3Vgh3EhI59If85GkGdcrGQjAcDSBa0CmBBorYlKzva2E1WhVkAYxg6sbAucBVRc+VGR/VGjBDscJCIkutP2z2527PSPAiWXrGDPSm1IBuFAh04HJYKEPe40bk8LygLgwsmdHCAJSuhWkhF8Yi8yPTuNBhT3EcKhfsbAQQz9rBQYNTBGrPT650KxoOfc6mK016eQIL5Dm2QSdeVfTysg5m+1/WUFZCXjdlLZ6Jw0X6MCsoYq4E2CSN+IgWnXwGJmRjK1gBscIKk+gH8nl0kW9aBkieKWZN+bAC7sGWjIyRC58pGymXyq8nC0ArvcqC2CsKSjj0DE84vkNqkVDGEvWxzI0QISwL66r6U3eeqZkkcl1gZYin2Q9DEUsFvwmELXOAbRUbWMWPHTx+E18IeQBCBukhm/tBOFZVwJeuiwcAw7eh2U/NrFYynJ/PAONDlq68zHWBRCGCMAC3IDJ/VPqEPR9ySSiwo3dMABTWAzg7FIqnImxcBkVRqhSu4oKufGbpUFzZMQ9+bjg6de9rsq6d2zsS1nBK2anLdyKXuKyDeibpUHaSTiHClC1tk5VpoFzwDwlTEPGc4/PEalKhg0TtvtBwio5yBgzVGCUfVcmzCWCUkUdJKMMOWCaBIysotTSqUw4We0x5Yh9GMDHGZgDwiajzhFVQc95HnBjv8YXzzc4P18hbxNoG12Dwwki+I0MGiooMsaxIGdGXRNW6xkpFZxORzLGririUBFjRQiMeYgoQ5VMp1k6hTvgaj+VVGr1lZmlXxATsH+C/v502p4VxF7YnhHgpA5RWAVf3er/ddAzh9jDAn81cWf/3Wh/p2BJ/EBceGihnC6DhgOrH4rO5kG+Jy6wIq4jJnDnqNomlQ7U2HEYbvZEhTwsZPFoTowK8R7w8JKugPsJMB+L14JVNPXifD7Ayt9pywJQ1MiLo5iucWyftUE17eUCwiysCSdJWTRG5tKNxTitGaXd3sNmwKQcjVKVOMlkZRV1zW7dfDtcLMqsuhcN2RReCnUB9UypMtnZFtBYDu0sXIV9uaCjUaBHdPD//tqfCJToMcXWXHQyYFY/OOo682HD9NlHj9uEziYtxKN6vp4aryEZs60nbds6CDDJ6+bbApZJuI46iaiOyX+DfALugYr4AsHTqh3YKIPiIlyQn0+cxAwuTtXDJqSAxcNnen+pCjAxAOUHNqBtnzPHVhb2jNWZtUaSooUu7pX7YqxUz3qSPbuEplMh07CwL5KoENK5majB2UpZPMgPB2FDAajzbQCOClbrGZtxRmVCrgl/c3aEs9M16jYBs7A9nFiyi1iK+52ME5gJ0yRFM1lRZwiMGCpSqBhDxtVxh1nznoOChTxFDKuMGUCI8rBUDlhFscLfRQEfvKrAaZBQzCALJU6MOFSkVBBDRUbAMGacbPY4349SA2yoCMcz1usZY8qIQYzc6lrSxiUFXe5pOpM+UEbtDytdeO203Tkgbu8MMSywXOzd7vfu1u0ZAU5AAHxg65gTaoDAQjYgiyfzhfgwAFeC237k4Rf2oolkGe7AGtkZExoLyECOFvoTwEzAFES8xfDBxOPwqXvICoEoiC8EiSOk2FjD2RoeWFdtdk1i5hR3bYAEgHwirE+wdEgrGlaB4UyNzhhekbXFzwllkAE3dJR43GrIoopfRT4KGlqqXkKdNPXWB3NLI34qNKyKLctmQD42v2oWoyv3voB6rKiY02uxKFixcM+l+9c0zs7mvU2wbXO26RKhr2semAXMHAKJQ3O4LtV5odswBkM/I6LkoJqVg/0dbgtAdMl7qpNx4artx++NftSdfqEMGiGvg1jXD2I3biBCUl3h5ocA3AK//9vclO1cJF1cmAVnM425dMCvoKAAOJX+6xW0B8siU2ZCzf+YgLKOi3Y91MYApGwGLxmpzrsnlKqZPSTPMPhCm5q3irNcLHV1JNumVRvm0Fcf1utUsbBpxvp0cCpAPVKwMQXs9wnTkFCZcHO7xvZ8RD0dEHYSD+ZRxx6S6sFWbbjUgBAY6SijTBGcpTJxJMY6ztjEGafzCrkGHK0mBGJMWiPsaD3hhv5/XxJOhj2es5YBJcWCm8MaZ4+tO1ZXx8h1xTAUrEfJHrLP5xKw2w3C8BwVrI8mHK0mxFCxm4ZldyZG2bCzWNYu1teigkVjtsd0i+f66bjpYvQpfe8u3cITf6Rt73//+/HKV74SV69exdWrV3H9+nX85m/+pr+/2+3wlre8Bc997nNxcnKChx56CJ/73OcW+/jMZz6DBx98EEdHR3jBC16AH/iBH0DOS0r/4x//OL7ma74Gq9UKX/qlX4oPfOADT/0KAZR1ktWxZePotlDOd5Qq0NgLG5SoWAYGNZS7oMG7HwhjwYlF/BVZXBUjgwIjBMawyhiPJgybWcRfqwI6ysCmgDYFtMmgjbwejzLSUUY8yqB1EcCTWP0O2Fkf8z+oK31vEBq4rBh5wyJKu8IoG7sm+WzeiBnUfIWRT9h1JvMJYX9PwHRFXEmnk4D5KLjfwPqxgvGmuG0uKOy11GmZrBgciWdF3IsYNMwVVh13YS9/mxvHiHo0OjDpV/NWB8gmI3ElJc+0AHTlvStiAtefQ0DTqWhNH04qsr3FE3OrFQxbeQJdmV/46QSachxyr446BJRRfqzAYduvTlypS50FDqiZy060/eZIqKsoepJNRBnEHbWOAWUVBeRpmMzuX9zXlnqs121sWh10pazOuHELDDcF6KYdWrVdY03qst8u2D02AATkDWE+Eat7s8u3kGXeLAW4sj/y1F25n2rPP6ouxqs8B8wb6dPzJiCvg3qQkIMLY6vMRddCR24w140pi9VvsHBoY6Q4SA2i+UhclfNGrl3Opd1Hs6rnoP4qq6b9AgO8LqCxoswR22mQhQyAuo8IuyDZeCODVwXhKGN1NCMEcckVgSwwDMK8HF/bIqwKSo443Y+4Ma3xN/tjTDUhhYprqx3uOdqCCLj36hmee3yO1WqWQt414DnjFv+/9aN44fFjeM56i9UwL58H/U9QYHK0mvC8ozPcf+UmxlSQ1XyK1gXj0YSj1YzjcUIkRmEBTZxNfKe71MrFpmsK6r1kert8JIUay3hb09vf6eZzzVP4uVu322JOXvSiF+EnfuIn8GVf9mVgZvziL/4ivvVbvxWf/OQn8ZVf+ZV429vehg996EP41V/9VVy7dg1vfetb8W3f9m34vd/7PQBAKQUPPvgg7r//fvz+7/8+PvvZz+INb3gDhmHAj/3YjwEAPv3pT+PBBx/Em970JvzSL/0SPvaxj+G7v/u78SVf8iV44IEHntJFWupjLwi1miOL6sSAMiealYPudb7F/wEV2h5MCgFgO5gNTmZ4FgAiKb5FFEBUPO2Pmfz/9jto/BUQE6U5S50VQpBUZTAsS8hEtzLwK0DSwStrSiungHQmTpFSYdVS7oQZkAETnnmTohY9Gy0rARhPgeEcbdXnBe9EU1AjeXl4C5uYMNOMvmhfNKTzFJ6wFFFPRpR1kmPm2iYOnfS8AKGalXmhQdMfMTetSc+gxSiFBo1V6SZ/KrVlF/U6lu72X2BilJ2Q9+DfMabCDdNSowdMg3QYajkUznKgZrNvoZzD41/I/gF6m/YyNn8PDx3qyj2dF8m26txUCQDtKijJHyGL4PwwnT1k8XWBCjqJgZnJC+JZTR4YU8DQsI4cS4CO1u3R0I75h9hmIZOgjIfpnkQvRUuGTtlFyTCy9mqeMKwgllgErvZdB00kmUmILcPLSk0YK2hZRgZ0zAnX2JCyJuRNY0OCaiTmo9b2cQaKhshYwyLG5hJDatSsZsShoFbC2X7EPEfRhEwkz/1QETcF42rGZjVJiSoN26RQcaZd5HicUCuhlIBcA87nEUdpwj3jFo9OGxylCY/tNzhZ73EyTtgkEeFaJePjtEcKFX+zP8Znvvgc7HYD6DQJu2GsTybUbcIN2mDKEVfGPa6tthLeKRH7VBATcLzZY0ySUZRrQCnilQItA0KVJCOxu//QPuOPQDAmRYHsnSKM7b17bvd7d+l2W+DkW77lWxZ/v/vd78b73/9+fOITn8CLXvQi/PzP/zw++MEP4hu+4RsAAL/wC7+Al7/85fjEJz6B17zmNfjwhz+MP/3TP8VHP/pR3HfffXjVq16FH/3RH8Xb3/52vPOd78Q4jvjZn/1ZvOxlL8NP/dRPAQBe/vKX43d/93fxnve85ymDk7IKS1Yjtji2x3qdWlUBLLD4zpIa75Z4Hn7hxee4f7+Dt6yeBrUE1Equ1VwAEuKm4WRS8ZkAlBArwqqgIorWQV1iGVDvAAM57OfPtuzQJ7gEoabTOblAlgnqfEnAipELeWVTo0qpAAgS96Yq1T/LSkI8NrEQq4alsK6Y2bOkQqmA1k0JuyzuruU2WZOoTMYQ1TSLXE8SirFI1AoLFlZwwh5q60NRlwETHuwYQaruBnhIJZ1lRBVauh6jm/xNgGupqpKCHppmQvuIMyUeihBRMaCpyAqoFo6uB8wfgg6+xhIwiUj2cLw6YFzcpn1UtmDUgdzwpYZA07b6Zzn0ZmgNQIU9YzivqDGgdNlwgGaKqVmcaajStgFEjmJGVwe4Zb9poCxjzNgYm7h9IWELBNI6LBVu2EbmGwIBf46bmVsVZy0nUR19tOaqEYAKLBdaEm1LBlsVCCDXLoRIOjEqG3OMlgFnehxSNmSUOjFhr2GpUVhMAKiThpZ1PKpjx8JaYU+WNOshFez2A6bTEWEXpHDkGkBgBM3eOd+tpH5RYBBpoUAWncmYMu453qLUACLG0TDhKM143uoUlQmbOCMQY5NmXB23yDXibByxzwmJKj5z9hzcnNf4/M0TnH1hA9pGpJtB9CBrYWvrukobzAFzijidVrh3dY6TYY8baY1xzGAmrIeMk2HCviRMOepYSQ4sTb8UMvm9N0DsGintK3zg7/TsdudtT1lzUkrBr/7qr+Ls7AzXr1/HH/3RH2GeZ7zuda/zz3zFV3wFXvKSl+Dhhx/Ga17zGjz88MP4qq/6Ktx3333+mQceeABvfvOb8Sd/8if46q/+ajz88MOLfdhnvu/7vu9xz2e/32O/b/LsGzdu+P+9OB/gdKCp45c/TWdi4599x8yCFqm3ln3jtG3PPbbv2E5YxnrVtErcFzpYLDZuZkysf1cdPPxF+wBB2RE0MNUft/rI7A86IICsrGwlKop3BkBBBLUwC2nSOjEMxC0Bk8bJCcjHEu7hZJODWXUT0lYmLQvjyE8RBmUutw9MAoHHhLqSLivOkXDDMiad0AmLdGMHBAzE2US38r0wlZahE+C1duoQdWLsxJNk2hUWUGTW94SWolvNWApO0Ys/SNPA6O1stWXs8grEv8FW7gBQRD8jbrLKOin7xzbhG1sGAReRAMxLgCLA05gbAT9lFZCPJZxRRrgY0yjyfsA35sgzcRRsxb2418Y9I42aRtul48v7cPodhOZy6mwFe6itdm1UU2Mb2s2Ep+lbAU/WbI1MBBqEdYiTtmeX/u1mg9pXPCylupoLj2DUNlZmg7XfyGmQLD5CA6EWRqzqaSOLnyZ0rakLuw7KhAyyGOBJxo6qwvmiqcY8sIdwaagIQ0XNEuZIQ8EwFKRYAAxAJknPL61t85QwnwcBNIfjQGDQWPHXJeBoPSEE8XgpHJA5YKCCLzv5PFaUcVpWOC0rBGJ85uw5+OvTY+z2Ax4bxehtnhP2ZyPCaRLDuEnvyTGjXs2Iq4JaSEStOeJ8GrArCUE76RAL5iIhqsqEIVQJP1UZM2FFFfX6LOTlbB2zVGuHtnlXm4oCNcfdp/PWj+m3+727dLttcPI//sf/wPXr17Hb7XBycoJf+7Vfwyte8Qp86lOfwjiOuOeeexafv++++/DII48AAB555JEFMLH37b3H+8yNGzew3W6x2WwuPa8f//Efx4/8yI9c+p6HdIDGJhg4McvshRil/deAiQEcy76R9xo7scjE0Ye/3x8FEa/2xxHmRCeNDo0wE0iLirHqXLoIgotp7Rw8a4QYGFQPoKnK8iU9twJYXQozmTPWpBWG08HaJzO5fliBQ52A8kbiupZZ4HR7f0itRmu282E7S0ik1tujIxWYlJNVE27qSl4GI01P1Qf8wnqJbABjFzgGA0jeL5TxUK1HHQOs9o14J4hnCwCwajKcaSiMWArqJsGMxcxBVRgK0zE04aYxAC17g5HXwVeDYGn2Go3iJ3/PXUer1Xcxq2/xbwlEzlJd2Ei1EGsFJmubNEn7WxO9ehYKjBUQzUZe2eRepeBfFiAqH0QDi8awaDtVdbN1cbUCrDizeIqoCF1s6+WeZRVo9+FXBw5AAyiJ9TjkfijuXBukv9qJiEFXm8Stvx4O9FafpzWdPpNAA3vm8ZLa/S1DA61WfbpGoK40hEoCQpgJpNl1omdShkQZEwQGooCIYZUxjhmlSArxuMpYDxm7uXmZmDYuZGEpsIugLGZy/mzY+iYCdWRMu4hpHBGGglFdZStLwPjFR1/EjIhH8xEenTaoIJzNAlLyFJEnYTe4kLjbjhU0ixrV6u6kdcZqPaOUgCkkcJFU5vMsuc37nJBrwDxHzHPEfk5YDRkMSKbOeRKX3L2F2lr/9zC93UsIuDad8p20HU5Bt/O9u3W7bXDy5V/+5fjUpz6Fxx57DP/xP/5HvPGNb8Tv/M7v/N84t9vafuiHfgjf//3f73/fuHEDL37xixef8XRh2zrG5NDHATqA+GAYu0EjtonQBhUEdsErezVhASOsIIE0/Y6LggvixsiU4GEcY5r9XAxk6Iq5zYrwh9CvIeg59BfKJMDENC8EDQHpA2ErQrsmbsCEGLpy0dTGvazsykZcMzkqKJnlu1JnROu/TFUKrU1dGOd2Y6TmYzImX/HXIXjWj1G3TZTI4MNHlmWiCaWKzmQuLZxjAujUmBirmGyhGBPwAvBwjlnyW5HAfJxQ1gFhZl+9UWnizJrgFYWbcZ2GogIwr4JXrI2zGuYZi+HCUbl/FO28IMfXoohNREoABQTULmuiTaIieG0+HWaaJiBSjh/3UqVYGoXcyyRrJWW518HTgcO+MW0O/pVaN6aojAJmRZciFa3D3NJ9Q7HsNQEXHGRCcsHtyvpn92PXTbIgaBqodv/kvrZOYqDEM+8uGeH7Sbw9Y9TM58hA5rIdq9W9UX8gyWJSHdvCN0ldT2tbiFAhYODFtVFixCQpuEMsCMTOoOYSkHNEORtAU3BWgQoQtgFxrxqNTohs2XucJTxbdxLGrGPEbp2w3w64sV7j5vEKp3mFq8MOX9gf4XRa6ePIWI8ztqtBmQ3VZjHAY0UZGEWZDoxV0oXXe+znhFIIBVE0LhwQqUJMXAOYCXmOmCphF0aEwCjnCbQTzxQrqGjFDx3A66KE0Ji3xT2/U7ZnfU4ubLcNTsZxxJd+6ZcCAF796lfjv/7X/4r3vve9+Of//J9jmiY8+uijC/bkc5/7HO6//34AwP33348//MM/XOzPsnn6zxxm+Hzuc5/D1atXb8maAMBqtcJqtbr4BrU6IP0gtFgpGWjpMIW/rgOJgRP0fiWAxHZTRYgMClWYjUiyotCPGFjhSuASGvggNADD8AqkF8S3fbrlrTY7N8CPsfix3RmjE6EPhO67UDOF0u/0eC1OhLiTwbisgflYBlqq1EIBqpyP6nMSsliKh+lvAUws1DJG5OPU2IyqYkRqmhNrL9JltQlkUVkrI9cmaLWv2ECm4R2aCbQvSO4kammLTXdBU4HZ3wOEvImYrgqySFQxb4QBsaqpHMTCvqgRlulzwMC8IQ99mK4nTvJeXrcOW5NdmzJYGo2KLH3HdFVUWMoTKeMDDS9UzQIC5JzSroJqQMgixuQoGTUGGOR9m3wJ81HAdFU0RoCkmQPAfBLcHdjCPkXTeUMGphNSdo5UfyPnXkYgT4TxBnuYUE4OPukDmuGjlvB11+Fybs+sg2gFm56RpV4ppgnyas8qFreinpf1SpOhsDFWDk7tJLuFi4ZvTJxbk4B3S6UuG9GN1IGXtgOqBQ+TPkMTAAQFMizhnFh9XJlywm47ouylr1GqCKkChaTSsGb5BLXeD9qPOLVQUh3YQRtV0nYQ7QvnCN4H7HcRfzMl5BLw/OOEVcqIoSIQ47nrM9yY1phyxG4acGVzrjb5woikULHdj9jdXMm5E2Ot37dUZiIg14AYK8ZUUDW1GQCmsxE8BSlTMInAV1LC4ZWZvRq3AWED2Aa+gnzWmMA7YXuqmTfPZus8zlZrxX6/x6tf/WoMw4CPfexjeOihhwAAf/Znf4bPfOYzuH79OgDg+vXrePe7343Pf/7zeMELXgAA+MhHPoKrV6/iFa94hX/mN37jNxbH+MhHPuL7uO2NwkJXYnFfQB9kJTF6EeyCdHBGAsullg4wpIxJTMUFZ9XipQ5+CCUHDcdYw1HLsLGgdsVy9CX9XIVmFXQ9sR/M+57dsyoOgLrv++v6dM9yjGDAxLJED9OuFYDUUVIgy5FMKLK6Jp9wrWpunCrCVBD2GbQvty98BQSUrAe3Tzd30eY7gibSvGQzISxVRtiXi5k5/eavsWhWAoSqHsg1JoANgsLgWHhp95yIslLDukFSRSU7SNtMJ0ubUO0WVVZ2IfihHajkY2FDgmbtTFcUFEyi64nK0FAlhKnLTmExBUvb2kSsRmqocywgOqMwMWgjQLYmYTLSvoqY2MN+pOnM5MyPZdNMV6Xfpi0QA2HWCblqFs9wyphPCPnY7pWKP9kEr3IT0xaeSuw1ZDQ0ApL7mLZy7bikq8vFya+8EbaiaH8OWlDP9lUDQEEmZgEIT2SE573CQS/HtirnILorO9+8ljarSazm60o0WzzUhvbt/E1wXiFuxLOEp0T8WhWYwMNipQSUfQSdSnXgumKUVfUFhbjZAnSu/SsJMCprCeFQBepRkUWMhYZXRdonh8XYVCcJsexLwnPXZ7hnPEeuEbuS8PnTE9w83YhHChPuPTnHZj0jQEJUn68B05hkMaZZPS84ugkCcHO3AgPY5YRSAyIxUqzInaYubIMLnONWQFY6R1flGd2YrnqfQe+L1hULbGLsO4k+eXbrt9sCJz/0Qz+Eb/7mb8ZLXvIS3Lx5Ex/84Afx8Y9/HL/1W7+Fa9eu4bu+67vw/d///bj33ntx9epVfO/3fi+uX7+O17zmNQCAb/qmb8IrXvEKvP71r8dP/uRP4pFHHsE73vEOvOUtb3HW401vehN++qd/Gj/4gz+I7/zO78Rv//Zv41d+5VfwoQ996CldIAXylVwzOpL3jI6loum7vd+JMSXo2AbjzoHGblDDCQJIwkIfYlk5NQcZBGw/BkQCXxwRKwQ1KYNhq2WCrnQMXNi+FnoXNFDTMUMSm+2+X6w4nZYt70ANswzgbMLIKhoAjjL4lhV7CALdZNuKJ1odl6rW8LdZfEtDOXU9qEBVQy6dBqLfWqqnnofWUAkMYU2mvLSmf6ItqvhWQUkdgk5KpCnSkipq/Shv1JbcQjBJx/4k986EnQs/Emh/U/2EnLgAGuuXdVDaXydz8/wIRdK54x4ABwxVWKo6CIAQMSp5eIeyAg6wh3TCxA5iqAbUxF5+3kSd4vOhDA5BayfpczTA6y+BWn018bmR1+IEZTLQ8Ld12whgL+/lo6btIBaAV8duIUECcOKOPPvHNSVs2hj9frb9KJBU8XPVe6ct76GUYPV1rO8ePI49o+Msoz4bkoUj48t83Bxy85F+JwBlXcUMzdNJoHWlCHVdxdG5yrUZeCuVBBjXiFIYIVQBJjnIeQdlW2aSasnKlJjxHJKcQ1kz8lEVFmao4hcyVoxHM2oJKFNEWs8Yx6JpuwSu5GGk5xxtMcSCG/MaY8i4Oa9xc7/C6dkaeZeAfcB22uCR/YBrV8/wvCNBRUerCVm1MashYy4RYyi4d3Mu6crTgJvbNYZYsBpMVBsxnY/ibJtJNSYCXOPexOhwxrs33OsXnUQW7rzDWAW9rqf0vbt0uy1w8vnPfx5veMMb8NnPfhbXrl3DK1/5SvzWb/0WvvEbvxEA8J73vAchBDz00EPY7/d44IEH8DM/8zP+/Rgjfv3Xfx1vfvObcf36dRwfH+ONb3wj3vWud/lnXvayl+FDH/oQ3va2t+G9730vXvSiF+Hnfu7nnnIaMSi0AmIdNvCS5V0xuza5yQusA4oIrrihENuJjoi1EnhO4Ar3KaHICMTCmEwBmDXUkjpQYR1yMQDaOfQjZPc5gpu6AXAbfFEWdiNr0C94gTUJwVDVVEgFJwA0VbNqkTMFMSwPOlUd9KquClf6M7JmBrTzJDbdgqbvzvX2fUyipAm7+ZmmyfrEsTAcQ+djZhNMVyvH2rIP49zyuAQOAYiEOkTUdfQUWqtEy2SaAmEJTAxsK+U6ALkujbc8/MANFBND2poAL4XAeu5VQj2eWRJ70Sy5nqF3woyTtFFN8LozZtBWBwLl6HVmykpW+sTAcF6lavSuIqh5nb1v7A8VyeoSvYUxVuQhGk7ANJomiVWXpbbirOUR9kDZQMOjCtqKTMh1BIqFGYoyJmhgjD3DRfpfyK0elQGFuJNsJmNX7H1JTzbhtEzYNZLWlCLXoZhtvoEU25zlckVvx9jpc5VX1JkfNlBZNl1tLV3c0E7DFJpZUkc4K2t9REAHo6rqno+z+32USUWuygSlM6lfE4rU4Il7A7DAdLWiHlVgqKChIg3F2duUCuJqxo5GDEPBvcfnuHd9jl0R4zVAtCX3rW/iTIWru5IwhIIUKk6OdziPFXusQGcRJQ94jI4QA+M56y2euznHyTjhczdPcGW9x/M2pzhOewSqeHS3wTkG5ByQc8CslYjznMBTQDiPEhpWPxMLVbnOhOy5oAUL7vdK+x90kXSnbG5I+RS+d7dutwVOfv7nf/5x31+v13jf+96H973vfbf8zEtf+tILYZvD7bWvfS0++clP3s6p3XKjSO4Z4CEbY1C61OEW60YbTEztb8JJWz25AmupLQF0RZZEFDvnCExBxGpZV4ea+tpEt1iiX2NKDskGUiCVKhBF5wIATGp7r1k9CwTe7ddtwm3/nb2+2d0bo4IsAzYTRDibSaj40QyhWIS3XTVkS3H1tFpmUK23Hc7hEAQkLLw5TAhrBRzNHlzvUQVABJokQ6WvMGxZOpduAfAsHWVo6igW52UUR1HW7AvLaGmCR9JKzfDUxVLkxi6qUqP99r7GKvnpUtzBovloqaek9409VdvCkK1d2v+rikZDBqJer63qQ5APiwtpY0JqihhiRdoK88IJyIPVMKE2EZCck7NstlLtWBHStqxJmaQNo45NjGnn2z+H+Uht4YtQ94Hgxn1+7NCeUyZZCEjDsDOB8zEhZML6rxkr1VnYVkbZf5wZYSKUE2B/TxNXRs0ya8UvsfBqsfvWp2MbU+PVlrVCsZsXjqoxWWmIxplLYwFUkzM1bZiDWRWqUpavZYqougChLALXuG3F7ywTJ0zaD1RXQsrQIEdh5saMo5M9aiWsBqmFQwBWQ8YmiavZybDHeR5xMuyRa8BZHnGcJhynPXKN2NeEozRh2iR8Pp3gi0yYtxvEbUAJIx6LFVdWe9y3uoFIjH1OaqgW8dgsesGqtggAUHJEzlGqIu8jaK8iXgNwB/W+7DnpwzhNc9L6KnSMuKNYBRvHnsr37tLt7q+tE8JSUd8p1nuPkobIebHCBXRiz9Cwj87itdG0zmh45o14EWASK+kwdxMtSBgOZS28umr7gAxEHX0JE+Tqj2QF2QlWAUmazrfYj12aakkWKc6hVVN2lobk+sgKBQYAtgofgZpam5nvQCh9BsNB298uqtc04d4nBAEaigi6f/WG6MBJmACC2eErQCqMx7XFD1ChbVp4lpRVRFkrOFHvD3cpNbFlaKt6m5xRZe6qIzlgWYg8OyYF3IzD/HSyHUv+rknO0SpXL1K9FajEPYvJHdCybxTUctDsmCTNEDJ7cT7z4JCCjqLJGs4l9BMGYxUEXBiYqAmIWsdEQKoex0CYsiU8SDhB+m7z7LB2AFqf9+rWCjQqAFiBSWctGjhivf/GNlnlZ5vIpF8s04TtOuPEGLasrIbYx9ORsC5pK9lBxvT4PSndcfRxd3E9zJcEXi7BM2F8nOHFcyf1uhTQT0BdycLGdDbWD4RREjAFDqiThl9ZrjOdK7jqQJW1b5iABAFrZZRaNJyC+yRdPdpjnTJu7FbIJWCa1zjfj4ih6g/jr+kYuQSshowXX3kUL1w/iqLeJ/eOZ/ifN5+P/ZxET6/GjfEsYEojHklXAADP35zi3vU5HpvWeGxaY6oRgRhDFFfbnKMmCBB4iiJ+3VMDJLP1c26p890Ckrv/27ULcwifsO+kbJ1nmZOL210PTmgcWl0KZSr6Dm6xcJuY0QEXe93ZCBOmBot52FFYtSOQ6pocFsZBDjJ012KKZODHTgBthd1P8gaizPdA9SoVCh4Ayc7pvE8uZPt0gKdGXrxHpn+p5KvG5qGyPC87VSqyKos7yeCxgSRkEWu20MptPjjKYhiTIZqH4CtU0xEA3SRhhhe2UlKti3ip3OI4AeDVIF4lnfupGabltdbhifJZM5rrwa1N0tZGcd/i3r2uqW9HqnqrdR8GVEjnMKzIJ14feI01qcv92Co8ToyyEsGshV6M0bBr4ADE2ViNphPpJ+L5OCJtqzq4VnAIcn2dDgtQUKbnkY/Fz4LsGvvzM4bFbNj1eH1IJrC+VrpnwI6hILVGScF1BkVDscLikOyjSoc3Rs12ZnWNDFDGiZF2hGIMlTI1s/mqVLhmxQTM4pmiosw9q5W/XqeCxjCLkZxdi9fcUcuAuBehqyxg9NpnIJ5TC2ettWuqlqZ4qEnCbQZEJOQBf86YVJ+jKdpWYJMJgI17UZLrV6lgCBVfODvC2dlawkS2MAlQPQsjjRlXjnc4GSe8YHWKuUbcyBscpz0GKphqwvluRN4nhJMZlRKGLybwjYRzbPCXc8TZ1RGbYcZUIqacsJ0HbLTuTggS8jbLfRQCKWNiRmvBCoV2acPLRAUswjpWtsMM9rym1Z2y9Yz37X7vLt3uenACChcNnCyc0wGQQ8DSgIJx8DJQAApQXBzSPusiVBa3xjDJ4MRpWeHYM2OA1iltP4p7WFkcDyNVAmZdgcEewJ4PBswsjQq5iNfFtH3n78FGXy2XqbEsHYBxwSn096xZAbZ6sxRGdTElT/Wjht+e1L1SUKRF16yIn00uvfulx+j1uuK+Iu4ywna+dRjHLilG5OMBZRU88ySvI4oCk/lYRdQ68DlL0gEPyarQ+znLOdtkLsyEaR+sz+ht7k7Nbp3pZvoQ3+JzcQkUjT2xPp1XUgBPfFX0M10ISrQkKmg1h9Vs+iBg1urRYMnYiRMj7a2eCy2Alt8qzabgxDLx2uu5sQ996iqgq9q52cmz9jPvI8qQWKYQKwNV7fmxZyI0YGDn3TvTujNr1LTmpBP6DQUoZ/Idu6fQ0MzhfYl7IGoKq3nPmAaqJmjKNS+YWbmYdlFsbMZp8DpXxnqk8xbCCp3radq2CRkE8N7a28Ace7gRCrDykZxngp7vHs5EZgrIPOBGXGM7DDh7bA06S2ID37OziYGxIqwZ92x2eP76FAAwc8SNvMLn9ye4f30D94xb3Hv1DI/FDdbjjC/ur8gzuCNQTZhzwP+eI45OxLG7VgnlxCsVUX1aKpOMVVMAKSgR7RC8fULPmugzUQPcL6esuzEY7TOmRaKn6h3y7Pa02O56cELj6HSzTfh9PrwLYhdfkl+Hqbts5mvAElQwmjBVV0xhryAhGkiAa2iNovXJitBW+T1QgYIRA0bcDYC+XIXM0BYCqEoBg/x8qQpY4kELnTnb0K6LQK5zWdCh3fX6ihFwUyQL6UQTr+UKqB34bQETQL4XmjW8ZH6o1sTEiGoYZvuvUTQWTxqYDBFFgYnd3rKWWihZrdwtjONZNpY9Y8xIan3IJkeLg4PYPy8sE3d9hS5tT7kuNEv6/kc36sCthNVkJV9GKcpYB12U27lG8jCOaVagZnDWf6g2kehwzi0EshcTtsHAzxF57RvLJqo66YIIlLq2MJAQW3+367VJo5K0U8gS1mBFZ2x6D7PO9+9R0xCQpuhXLSCo+oy4h4t3nekiYSSEdZKJbzhrqcO9XugwLdnOw1OYIULlmgRIpF0zJfRFDRMyDFhQS2vNhLSTcwap7mRirUHVDluTgAnKjGipzgy/dg8tjZayDTf7oyJMFifytFvsFUxxQKmEKYyYAITThLA3vQyDV1WqogdGGKrY2RPjs+dX8b93J/iSo8fw17sTPLZf4zyPeMnxF/Fl9/xvfGFzjMqEm6cb1CEhnQUFvRFlF3C6jyAFrhQrbqQ1NqOwJx6GLmJ3L/cSbrIW9+ryq/eKA5C14nBZAXkj1dNdcK6ZTsAS2N8x27MmbBe28MQfucM3rQNSIzswMd1Eo4lbjL+fHMiqYeYemnc/QBs8s4heKaugqytOBWARByUVkPpDVNvKKMwad+3cHmkWcNGDoV4nAl2FuCi1SB2ceNZMjCx+vgj5oHvNVqJ2LlnPpTb9iwEkEzCKuM9+OrfPSEvl5pPcOATUdUJdReRNxHw1YT5W51SGAwKf/HXFOZxnhF1+csDkZEQ+Tnq+1YFJWcnELEXwTNioTp8dYyIxdjQ2wSa6QYTCDmD6fkJ23sIytB8sV9x9LJ2667W/DYtO4qnCAdjdEyRUE+BCWqv225gH+DWZhqPGBmCsT3k4a5SUXQEpUkHYMrakJAH8/setaCDSmfZ7BSAWHvXsezu/gR3cibAa3fPZtbMxY8bOzfosWmjIfYA0lFGB3kk2b4B8IqJbKarXRJS95sU1OL3IUp+FOIl5X00SNpuPCWWtouJVs/FPO8ZwzkjnjOGMEbfAcAqMjxHGRwnpVNprOGOMN+RzcRLg02ekpB0jbtmzs+LEwtgYE6Vp7PMxMF1l5BPGdJUx3cPipUJyvXmjeh4DV1u5P/GxhPSFAXErjFc5KeBNwficHZ73/Jt4wfNv4Hn3nOIl1x7FtVGKAX7hfIMv7I9xPo/44ukR/urGVfyv83twnkfMJWIdZ3zJcx9DuVqkBleVY42PBqS/HkBfHICbCfVswNmNNR473Uh2YwmgrOPTrOPVTlLk01bS2kMR6wDWe2XAROoSoS00F7YPB+PaHbJZNuJT+bmd7Z3vfCeIaPHzFV/xFf7+brfDW97yFjz3uc/FyckJHnrooQumqJ/5zGfw4IMP4ujoCC94wQvwAz/wA8g5Hx7qb73d9cwJBgmKO8K2xWsHHCwEIis90mWhDX5Ky3efg33OXrOUY8teMZ2JrvAkRZTAmtniKXG3WEUb3YpRTI0oCLXtQRKy4+oXNP0Xlh6pAGU4k8EUxL7ydVU49cdWMGWGb4XUQ6NNFMQAChCgg8mkcXMVZaY9uweFCVZvd2NN4Z2uJUzHwp6Y+yigg3OE605CUZv8bQbyJQKTPkYdI/K1FfImIk4VnAjTSVLn1iUwsZ8FAOlWrjZx2n1zkNuzRdbPevjfDyYEMLGzAw4CbQe6GgTsGG0faaspx8fi/2H31kMZVu8od6JWboDJQI5X+9XQQBkIVcvRp60ave3ki84wMsCZEWJnx1+UgVHBdJ+6T/oMgDXLq2PsUOSZQDR2Q91LQwsNWUjR2ylTA+1dKjxVoFh4xa5Jz7km8TkpKlbuBaSuv+lZqiqgy8J18zEwnwhrMpxp31gBpjuzMJhMFiRsirOb7bc9+zbZlhXUOwcudjWTMUABpIUXGc4GcRJGqK4reKwAAeE0OhNMOcC8iSyVm4qavMVWkC8dZZRZhLKrlPHCk8dQmZBCxS4PCMSYcsIXdxvMJWK/G5DniP89ZKxiwY3dCtvVgJNxj829W2zrEfBYRNqK4+yoXjt1ZAEVE2HKAXWTwbaQy+o+rbVz5Hlvz5eFJ/O6hU175tLHwYPF3yLD507Y/h8yJ1/5lV+Jj370o/53Sg0GvO1tb8OHPvQh/Oqv/iquXbuGt771rfi2b/s2/N7v/R4AoJSCBx98EPfffz9+//d/H5/97Gfxhje8AcMw4Md+7Mdu//wfZ7v7wUkIzWTMwhmhQ90eEoF7HwgQaSJMKgBrkT5WShqAfNDT2dTKfW50LmBARGaqcAAMzJXWgJMwFHJeIWsMNonpWagt9s+pTRRUyDOC+oJY6UwNjCaZ+KarNsGJsyQPrLoIWky0bgY1A+msxbNtkpABFKozYbWrF+ZEshq4hTJuh5cLBFbGJK9EpCpOswocTYSqKa4GWuK+guZLRqFIqJvBKwyXMYATIexFlZqPgjt7Gj1uP5KW21J4gXbfTKPgQKO7nwsyTZkD19EQnDGzbUFghdZm7jOjx+31SqbvmU8I80kDAQZ0e3ZpPiYvbMndZ/r2BEESz9ZNnGnpxmmnugru2t+qNAOq12n1ciihhaY0tOHaJxWv1pEX/bcmAby9QLil28uxPCNIJyHLyBBQqFk+SvF7KI4asDbWpmlCGkBzE0ETg+v52+RWBmnH+UTbvyooI7mAvCFhjhScD2fLopn2bFuoTSztxagur+HMkQGutKMWJgJczB9mAzNwZrMkRroyg5lQpyDXPVaUmVwf0wtpK4C6BupJwXhlwvFmj+1+FJM3Jjy232Cq4vpamfDodo39PuFv5mMxk9xFxBMR1eYaMOWEL+SEyoTj9YT98YDMAMeAFFQwv2/gI28CMkk+gC2kzJI+TgKGFwyuztd1QDPlc/DLLSxv9Ym6J+qOAiZo1/xUvne7W0rJy8X022OPPYaf//mfxwc/+EF8wzd8AwDgF37hF/Dyl78cn/jEJ/Ca17wGH/7wh/Gnf/qn+OhHP4r77rsPr3rVq/CjP/qjePvb3453vvOdGMfxwn6f6nbXgxNejbAYcqPLD+hAHQiDPdSArOaUOjY6GTCkroOPTlSsKzqjKF1f0j8vncLfV984WEmjfZ5VoCr1MYyl0clzkJLkgPgcxHOr4gofXIValvMvIzCQDBYcBGzkYwBWwC0LFZvOCeNjJvYDxlPGfCQnVdY6SHp9CzRvCC1NT6U5uFJzR3ty9ylGlHVCHUVfknbcslQCXABog7NlB1ml4MUWIA6vq4i8jlJhOADDaQEYmK9ElDGIgdYILXXfBkAHK9Y3ql5KxzxY2K13yLXNcYAxXGj3cKH1oW5w6QAER27ia7TP28TMEY0xsZV/af2q9oCrP7+eIehW4jYKWDpttQwhtti/us/G1g9cGKosE2k/sppN1l7csxl6gQ6I9V5JOACeKUYMKW5Y2MNZJtpEAKoX4FOgTtQq0Roosay0ADEqm425YDd6k9Tg5QNIZG0mO3QxtD5v8xUFWrPswNmMoGyi1XTpdEc1kWthqtXbWWmar4WR1HqeI7mBW5jI07LTjpCPGGVTNdQs7ZEGGZh2R7LSiZsMKUgdVQQtIZOgjJgwoGayyBiHjFwCbpyvcbpbgYiRQsVmnN2QbTofwbvogHOuAeuUEULF9nyFLzKwHmccX9lhlyrmOKKOAfE8IG11kbSVe8sxIEfpA+KRZNq1Tvzaj5vah0qfOWYMuIbqzZOp3VMFfHeQCdvfljm5cePG4uVb1poD8D//5//EC1/4QqzXa1y/fh0//uM/jpe85CX4oz/6I8zzjNe97nX+2a/4iq/AS17yEjz88MN4zWteg4cffhhf9VVfhfvuu88/88ADD+DNb34z/uRP/gRf/dVfffvXcIvtrgcnIFquksLB4KWrvN4vgQDx94jdrGNkSfcgUFHMQYS0bW6Nzq50E0EPSvqwgOxIx21bPULPUdGNGSzJRKZZGEqpD2eQmHbu2By01RIxewjGKPdQxJ9kPqngBIQ9YbhJWH+BkbYSY7eYN1XCzHI8JgUnXaaHrTA9W4IIxPW2wzq8TuJlwnDvjkVRtU5nQtoW4kRbL831Z58YaQFM8lH0MI7ZwZstPw9oqdbWN4wJ6GgRG0R7RuNwW5QEsP3c8sNY9AWn08xvBu39MMs5F11Re3+xVboagXl/swwgAz7WP+qSZcCib7YVt6eI17bPsqLlxbB9TjWfBqb1Yxy5ZcYwebVlPy+faOAXZGDfwFovBK+hIuyD1yGiwBIKqnYd7IUS4w5en8WKFTojauegDKqBpn6i40DetqY9Epdn6kCZtb0eZ26eMjaucBDdy3ys5R9WjLqqzTEaQJ0DmIIauFXQHMBruUg+C6grBq7MMgHPAaQ282PKKIUQAmMYCs4LibadAD430yZqBfRmQp4SbmKNMkevmg4Acag4Ui+Uk2HCXCLm0xG0l3o389mAx4YN4sk5rqz32J6vsDsfsRoynn9yhptDxs1UMU8J+Tii3kwABaRTNRmMpM7PLfxtz5SHc9CeLQtjOdiLzV+m1zZRkS/YMyBZUncYffK32F784hcv/v7hH/5hvPOd77zwua/92q/FBz7wAXz5l385PvvZz+JHfuRH8A/+wT/AH//xH+ORRx7BOI6Lwr0AcN999+GRRx4BADzyyCMLYGLv23v/J7e7HpzUtV5it/pyxsQyZ1SzIQ9IYyluZbvu/iJBHvRQZILvs1l0lG4Pm4KPfoK1fSxCRUUpbv16SewZB2EmFctp3RJI6IVYtAVxz+7TAIYXYRtPRbBnA2yYgeEmMNwMsrqahGUZb0o1WhssiFnSRSmKadgID+csRLtesVXAQAAk1PJkmZMgAxYV1kKC1lZ2LxrIAGwgY8StFBe8YLYWAsrxIOnBqwCqjJAr5uOEvJG6OPmopSTWBC9nb/F/VLhfnbWnA78ObC50BX0fgS5qqHuvAwn+d/+Fw9fsdQPPepmmFVmI4QI8NRdAq32k+zgU6PYOxK7F6rI/QJr5kgmJNYQ2SWiCYwsxmO+GAzxNf6eiYUxSyUmFsJG2GDAg0V9rBNicj5OUE/BaQ/aMWHr3qopuodoz29DforjnRCI+PZeMsrzqmBy7/mj3i53BIO7E87CJETA/o9IxVjSLl0lZATEx6FQAjYV/RHwtQKnpceT6GApQIoOpIl9RkJQYvMqgVEGBUUZpvPXRjPU4g4gRA2MzzNjlhCvHO7n2GrDazKirjHlK4H0QD5YkGUChCOgr5wnzLkqMJUC8UFYFwyjusUMoCMS4utlhfzxgngPCaQSdR+yGEV8A8JyTc6ShYLdbYbsfcTTOGGLByWaPacgom4DzuMbEA1ADxpsCUKzcQ2+2Zn0/mLuxZbZ1TIj35aii6sNMS9ObzPaM3knMCS4++0/2ewD+8i//ElevXvWXb8WafPM3f7P//5WvfCW+9mu/Fi996UvxK7/yK9hsNk/hBP7vbXc9OAHQQjX96hQCTExjAcA1Jy50pK6OB7BYvZn7Y3Tjpf6A+ttWkIldX+JhG329DjqY+0pSV5Cqc5H9yWdqYoRRgJClIUoaqbIDGt6xVbWFQDiJMVTci5hyvCkDeb3JyCs59ngmBlNlDD5Bx0kAwOqmqBbnk9YmAuiaeO8wdVjo+NvzOREAVoFAIgSubWByr4yibp+nFXGbFZx0O0kB5XjEdDW5P0radecVNN6vtXHKgfDVr63zVLF76qE660edSPUygLK8OCwKQvpr6ECGrSLrst8ZEPEVeDo4l35/QcNTPSuCw8+o8FT7l4UsJAW9Oxc/d9GOhJkRPZNGmAGzp6/9daC1I5PulxghQKoCZ1pmWhz6qFi7p1ZgshejgwGKUvuKNZ4T/FmB35e4B4IaloVZ2mQ+aR2VI9zgzS+iB4KhE0YzgMCtrfR5DVaYcVQNCRHizjxRNJV5bem9jHQuN6UqA1lTRNlUAWYaRma0RY2FwtI6I0RhSoZUsE4ZQyxIJHqRXAbMRezgxyEjxYLHckQ9KlK5mJNn7IWJgDOt1j4weCwI64L1ZsI9x1uMsWBfxHr+ZJhwfrTHY/sE3gWxqqcBOwA3U5E+nQnzHHE+ieNergE5y42LY0E+Cih7QtXwUpj0ns3kqcPSps3d1wwca0Qn3FbWJC11S4d9jtRt+amI8v+utr+tQ+zVq1cX4OTJbvfccw/+3t/7e/jzP/9zfOM3fiOmacKjjz66YE8+97nPuUbl/vvvxx/+4R8u9mHZPJfpWP42210PTji11RcleOYAqlg828qrj3f2elfZif5toYsAIDQzqcXrvkrlA0pSQYjuy0ujB8B8QQCAPV8UsIwheUmZjwoEKwmv58tKYXOU+G5VNb/EYyUFjwp5poG7XZr9uV5zXgVMJ4SykVlzOGOMBKTzihUXcIjIm/b5y1b+lJv2hKoAjScs/KcNGUqVWkUMLcQHmAmYTSBxYow3C4YbE+J2XmbpREI5HjFfGcBR2jqdVaRtgaTXUgM7mtVi3iRQSp9ym7RBXThBr5G7jx+CFAefHajoQcRiqOxBw2Fque2sH3iVbcgbLMI5zgiifb4e6Ex6EahlN7BqOkwfAcD9QuIOCBNjONeMHRVzWnqtTQKFGzgBE6KCFqnDg0U4LBB5DSh/ToJMNFBR4+LaYc/MQZvZ4gCs4mG5XhAk3dg+ysI0mheJtJ14wpg+xDNnkjImCkhMdGxC1TjBw4sYWKoMF7lvBNVx6X2x8KOFPyublwya0+wWqBmokwK8OTR9kIG2gcGaRssDqQ8JUErAfhbgUPQm39ytcH6+QtWqxSFUqZ8zZmDMUmAvE6hGF7QjEPKGwZuC1ZU9Uqo4We9RmbDTmjhDqAjKToShoqwqwhwRzwMKBpwyIYwFqISySziLslpnNV2zQqiiTRJPHhHIys005iTuNfTc+5RovzSHYWNQ6uoAzHqfUHdY60JBqlAf4t6n7fZ35HNyenqKv/iLv8DrX/96vPrVr8YwDPjYxz6Ghx56CADwZ3/2Z/jMZz6D69evAwCuX7+Od7/73fj85z+PF7zgBQCAj3zkI7h69Spe8YpX/K3O5XC768EJIJMxR6AWLbkehGsmjXFaXPgyWm2hFenSEG1l1DMHlv1j8dAadZChxjQw7HPwWj2iY2E/HtD1OZtYOjO2kppgEgAs0wgbVuM3tHS7CGCUnUnWigzYeS/GW+aXkdfiMgqSgdbqr4Ss5dh3FWkXXHvik19fYKsaKFEL+SdpX88haKhIJhwe1KROTcMsoyZo5du0LQj7fCGcw6GJQOK2YjjNKriMmI8j5iPx9ShdzZhevUzcsQmdbXoPFLzV+7m0Rx0HTIWHMaD7uDgHy0sEF4P2QMU9aio886b/8iIDRftj33fE0rs7kINntBTVHlCxAJO0E/BSBvJUXal4TDphd8JWAlDVmyI3o7eFeJHhByJAsjXCEqwsGvSg/19oMGcZ5O86KkbMXRuWFjowi3dAfvPQVuwWnuoF5fY6WNiXSACI5BlaVXBiEAdlR+QZSFsVtSYIcNH6W9VCs1qoz8Jmdh/CLCnVkoGi6fK1A0SZUAuBV4Q8AbyZkWKjam1+5im4hiUQ496Tcwyx4NHzDR47GlCmIKJ4Y5ITI20yrhztEUNFZal5E5WlmolxTIwhSbinbALKHNTXJqDkAWUTQROBETBbSqrV+jJrghzk/7bA2MGz11qYelkTSfoleSq8p+v34Rx/di/27Z7VvSM27bNP6Xu3sf2rf/Wv8C3f8i146Utfir/6q7/CD//wDyPGiO/4ju/AtWvX8F3f9V34/u//ftx77724evUqvvd7vxfXr1/Ha17zGgDAN33TN+EVr3gFXv/61+Mnf/In8cgjj+Ad73gH3vKWt9wylPRUt7senNQUtJS7pSu2lMne8GyxUu3EWE2wpw+GjvRuBqWfkxBNP/Czsia6Og3kFUoXHiX62TbY6nsV3aijn2U0oZhSv15teAK4iLq/10P4ah4yiNYBKHMrsT6dEPKxhDrKCi2DRFmfGnUlPAFpX5HnKNkcdsq9YFIzd1AZHIOM6H246xYbMYOrpeVAV1qddb2r7+H2+JdV8SSWY6dTSU0oR0ldXwWQ5LX4vlgVWblW8vvTgCh3tXS4hVlwcMxuDr1UM9IzTLcYRJbhGzkB17yYQNvOy/pCdyyTNVXTUan5n4C7WwMTByXGOigLEqamJeJIyGtoNWgWJ89ZBn5Z5bIDSGi/ifsGkBcmcxbCCe1aqCpo6R+kw/Y83Oz6jZLSe2h1bCwiEs3BWNsvj+TmZEWrBVOWZ9Lq2YQ9udOsgA65/kXVYvMDUuazHFVpH9W9ULEaMdx0UizPHp8wyl5S/z10GLF4Xv05mmmxKEINEsIaK0oh5NJARCBGTAU5JPAuYj+MSLHi2maHQIyj1YTt0YD9PiBMqQPDQMkBU45IEcglojKh6CJqiAUpVFxb75BLQMkBcyGUmhC3IqKvWxHslMKoVmip7//qTh26xZ+xSlTRvIq0jASB2i024asBXR1nFw+EC/G1rUxiWIFwmffR03T7f1X473/9r/+F7/iO78Df/M3f4PnPfz6+7uu+Dp/4xCfw/Oc/HwDwnve8ByEEPPTQQ9jv93jggQfwMz/zM/79GCN+/dd/HW9+85tx/fp1HB8f441vfCPe9a533fa5P9F214MTHoKuBuViS4GLYPvByydzG7hDeyCquhHKpMz+vmXmeDbC0E0GHscm8KDqSmJXl6P0iJ/b56F/VwJFbivOCv1O91mzx6/yUAvrABdGerfl9ovVIyDuZNLPR4Tdvbqy0xVd3NFSOW9hl70Ia+dNo/hlMhJlfJgrqNQloHoy6XysYEM/WpMAiXnTQjpO9QYDhweoJ0BEtZqCPV8ZMB8HBX/U0oVTpyPo2rxlt3T284cTpI11lwA/vxS7v7aiKwcf6RkKW6kfjqE2Qdl9JHQ1c5YAA6Qsj6b/Wk0fBwA9M2J/9+dt7YquTSqcUq/KnASQp92Sir1Fd2E7NjBC/uxwsn0s23SRidGLGv1kb7HZdft5k7dDmFS3payTudiGLJWRyxooG3VPXVW5Tl1gxJ2k0qMaEOEG4CJQrDaPZcBNAazpS7YAoUwIJcBW7Re0PgzwUIVlKQTaBxWbQ4BVB9Bcv0YArEZTlhvKxKglIpcChgCNUgPynLyuVpkC5lXE2TQgBg3RDAXzUUbZB8Rd8HvJOWCakwDcGlCKmLKlJCexnQesUkbUtOV6JJlAnCLSqbAoqNL+yyrW7H3JwubOOmf2Su0urPd+yrAsNVYA1S/4HJhWwIuWWtOpP1HSNPdL/Y+e4dsv//IvP+776/Ua73vf+/C+973vlp956Utfit/4jd/4P31qF7a7HpzkdRT9QZUBJBWAp7ZyA9qEBbSBs01WDZggLIV/xZkQ1ZB0an5fAZvJmwEUc6C1gTayGgjp8ftBl1gD6roR5Ls2eNnDPgdfKaN2WpiuHRiAmYdBD2FGXuLlINdigwaA5v0xaPx2qsAZIPEoFlvzqSJMtXmcEAlAASS082Q2PWGpsqp1dQ68Onpm5oJ/QYBUMU5i3lbHVsnYQ0OrNtEu1P/cTZYWkusm0GUD4iCDo01il18X+7U5y0HtrZ5REX0DOTAJBS3jpgMnl4Vq3JyPDPAoeOjPi9pn+tPz9xiutQA0U+eI2jkwYClkJhY33xBLIUZsoKilfsLvI6Dgz64jsYQh7LkwFuXxAEp/SdlAc+caWwU8xUls90FAPhatST5i1LVqvSzUNqsFgBmB7ZXxANzLxyoGAzLRpjPRfrAZykV2rORCzNA8WryPWLgqMTgViXoytcrAysz4M9gtmgAdr6aAsovYQ8zTSMO9bH2pAMgBu/MR034Q99f13DLHbDzbVGCsIM2OMmBSpfARYhT911SiELMqcE2pgNeEWglFQ3zpTPVsZiAXIeUClBUSAELe30MBeAacKVLtk2mUHMDa+90w4qVEGM76WR/myN0zrlW6n1RPehpsDDw1zcn/8TN52mx3PThp9s/kplnC+/arwzag1oE9bdcmgp6eNpFpH+d3RL8YiLgBAthr1DqTrooAXyws+2YFuFqslpfftVWDDTi6/4UOpTus+zh04Yl8xNo2rHR8p8HpJswykhixcQBOgbCvSGTZPxVBgYib0TFEf7CbgfwkYjqQic5ShyWmH9yJtEa1/9fKsGFiYWNI28UGrhBkP0QQ+3wA1FlfD23g7BkJoJsPuwm8gYeWndR75CwiEf3kYVunqna3V38Py3unGSe+Mq9tcPbQi8Xdjebvjtc8ZhaN2h2OF91uoTEB4OwNCSix9E4OnWdKkgmFSdOEVSxsZlqmHwC0XxkrlAHqgIqFQF0MbpsBFDuhLmyzaC+7Lwryhf2kBl6zApOtXs9o4LQBTz/kXl1M1ck0zDJelLWct/kD1RUwn/ACN4VMIjzuwFX/3HDoGDqY1iSK5fxxQRjKopgjM8CFwLuI6l4F8ky7mF7DPdhFlEookQVcVPmeZBsSsA/gLNq0sBFBbAgs+ycJ7WJVMWwk5zaEqpWDyTMEc44qTi8tlK2sjelJrIQAqz+bgTkQROxr4KRYm8H7ijk/G2uyCJH3z5T1zYq2MLNxM3TaOwM03biO3qfq6b49W/jvwnbXg5OyCiKm1IdEJtwOlFgmTWgrahns9QGIOrANbaD07sAKTKIOUMZsVLTBtf9tcdduDJbfzbiNCBKWMYal3xSQkO+rXwYvfrWPG6NjKxB72NEmC9IVl606PaVSWQUZ3IW2DnNFOi/KchBqkoGUirqCMuO2iv5pWXeOARwD8iaiDsvrsqJoaVeRduViLLkCtJ8RckQ9GnSgkn2YQ6ndO+sDqPDSA3IcXtyXntmwdvDsEgOS/Yx/2Pi6Hxa81CZWHIAJsom9SydHd7zYsXIH+/Z7yTKBkYUiDwasQ2GgXw8tu2JZiwEfFS3CthdwYqXp47b5U/BsDp9yXGunCz9VV82BpTtbuKwH7YXaKpi7k3TAz21RobOXp+9XXR3rRC4hRniWmj3r1sald9+dxV3ZQjbGFOb1EvhRluc8n8hDQbNSqF3oFlXvU2r2817Xpqrr7igi2hIAjhUhVsTUJn+OJNGbxE0/Y8U21TwNADDLTMyRwbO0RzgPC60YIoOGijoHTGWQEPEkAIY3FXGdkYYigKMGFK2qXlkASmUSjUmISKkgxiqfy0H2M4m2hiNjXsEXOGGS1P103oH/jvU0vQkrKLF6XMZg1tgYT+sfTajO/prsV8BWX3PMRLVm4HjHbN2C97a/d5dudz04Mftp7iZn8y+oIzvi9olcB84Kav4kA8OyaSwUA+i+FJyQghMK4r3AOWhJcDsR/d2vCG12MAaASPbXTYyLOLsen4mlomQ3mfXPrUcSbLVqK4zDz3p9Ibl2MXnTLAxfIS5tpesYmq7ACvBNGt6Zq7h/FoBjBIXy+JqTQMJ4RAnJ1EHCMmBjJiQcF2ZJfU6nBWFfJH3YdCp+o7EIj4VsGiGbtNRF9AB4yIDIbdLsWQ5vp9Y/Lg3jdO2N7ruErs913/GVIdk5qIg0NPDUM3VWWTh0YRcDJU1Qqxlfh0wDFOzi4PhYXgqpFhnM7gGTzqE1UYQ9sE/HrZxryJDsGBNmzrLvqqEc+93T9HKvFN31wnAAzuv37UoHnwEUmFDzJbI2rk1sWVbdz5pbuFaBRFDjNJ8sg1xnn4JfO0Ym7gl1reLsVfUFCOVeaN89YwoSxIVYrqEmoBxJsT4h+QTQhyAhlAogpirrDgv1uN4sdiwKBBxUan2goi1EFPDxXphXJ1lVLB3WGev1jBAq5jlhnpsrnaX/cpGSAEF1b6UEzFNCPU+gXUTcq7Pyieh3aJa2CYOAgrRrmh9n1mwBVNgNDi/4Q3XjnYtcbeHGeq+iAjdiIMEBitxTeErynbT9vxLE3knbXQ9OZl099cxBmIAQ4St8o3wXtDjJIMjEOgCjiffM/dXiojrIhshIQ0bOEWUKXSz5YMBdhHdslWSDAzcKswco9lkAVg11EX5A99u+xgrKQBcmSa8LZHqZUZb5LlyzdrL0Xa2xYgXzxIxNQ2AR4BiQAAQW587wRA9NEEqBIwGqFQHpQ9oN8rL6VEV/ZhHdHu7bmBDN1rG05DhrW0HM5sSnYjnoHVLIfTsaUO1FnI+7wiF4dpaL9g5o68XW3ztqA7VnuHQrTwu1+ITcnad9xoC2p2ReAqIOgRHZ6/pSTUC9YhVdrYaL9pHjdvw+TZi6+jlU2VnIqjVkfAFgWpkggP5xV4rU/e7Blp23Zct1K2sLLTFp1d5RwrR1UOZT9yETmfq5mImcphrXFaOMkpk0DSzhGDUOSzfFWr4ci36MZkLYkVQBZvmMnZfZ3ueNhFHqmhuwHCrSUBBilfpdgIRVSnBggDlIGxUSoeus/UlDWZ5uvgChBNbJu7cw8L4SgLquHkKe54R5Sij7qGMYg0vwfkOR9bGKyIXA2wSaZAFV1jpmjALUOAYpAJk1LLuVsFnQOkRxD/CkTrn6XPQh5D7MCsDZj/YMkGpT5OQ9xZ+0LWZC3ArjF2Yo03QH0QrPhnUubHc9OLEsDZ8kdKXloixfUcHV3x5bDmirEkJbuQAXV3NqfgTIILEAF5B9L9gXP0FqoRSGTtr6Xj9J2iqy/76uNMkmQ1uJo33fARY3cVhL82wiXoud91RoWcNHDHm9Iq8kLddOzFaWRqOSCiye0B22ssSEgzImKSw0IDbwhrmrepwrUDvWxACD6U/QVhKhMCok7l2GzqbetBzGTByu3h9v64mTxT20feo5mL/DISDU+3gZm+Kv90DI3q9N6Lpgyy7ZPBxx2He6ScBDk/01qLzJhJwAMFdguKkCzWNGDbZSVa+KSDKAaIw/BmFbJNwJrUDcVr6eUmw6jQsnbxd9gBZdKQl/TrwtD66dGCibljZfR63AreCEKgHz8jsWuhSdCKMeVbD2caaAkOAiVbsWvy9ZwUsmLy5oEydrWYRyXMFr02axgJIgtgRWE6eUgLJLsKw8ygFcGDSFRdivZ38dxNrzouMaCsDKkth9NpaUCqHuI3YQ05e6j8AU2rgGaJhar5OBOgcgy2DIG0ZYZ7AyNnGoIB338l5Sics+oq6CpFRPUlCUCUhM7vwqbc+whZaPu5DQTu0L/Vn/9cWDjjOVgEkAUdy3xZRkajHiLj/eo/Ls9jTf7npw4hbuOoCGqelPgoo4w0Q+4DDJgOLFAXUwNV0KAPmsrvxIJySuhAJVvM/BwYmzALpiY3QiLh9szXSM20NoY/ShoLafaPRv0TXwJe83MOaDmk5+dWQpKmbxbVtk2ApGRW60AmZlH0IhlJUwUQ70zOad0UADd+f9hPeH0NfgsbRlS/UOXu1YBzNjSBYhFJvEyJkTYTu6FGIFKB7G0onIM4EORjGb/Jxl6QtFWtt235FJojFPfeZNL5S8lEHpjrlgb0j3qbPxApj0s/Jl546L+/Jrsu93+6hd5pn0b2BOciONERATOEbVLCRO8FpUZjEeOg8PKvKssRr6iaCXl+GcQ+DUX5ABEALYLsIYm8UFw9u9RrhLq7A3phfT7xd53r2GFrWxoazFtwSrAl4BqCTk55nUZ+II8Iobo6FasXrEYkc/SfgHVdgBYx9prfb/q+LhnFKC60lCZBkz9gHmC2KFCOVc0WpmETzMVzdqBqfMCpm3iz3v1rwRomupLGHmKaAqq0tzkOMNam7WZfD0DArU9I2IMazkZEqOWG8mJDVw2zJJkcDzKIZ0pkHZagHGWcNlkQCWWj9iVIcGNtCDxe7voQmaiaGV4IFQg7KrXShpVhPBXO8ccPIsc3Jhu+vBSS9y7el8ygrag31ONSbmCqpgpA2oUECiA2vgpu3Qiphs/2Q1hVLRqgMPCECRDy/rp3BUmlTDPKQ+KJwkpgud7ORBpou07sHq3/5k1omyW0nb9dGqIq1n5H0Cn6dukmBhcFgGeqh+oAwmMLQJiL24m2lQpI4PFiukW27egPpZ9zARABe0jLqIEqv8HBb56/YlVvdBV326L1YNDRpIlfO1+4jlqgytjywA6uGEf8BgWH/yLAagARjWPmjnYANs6O5hd3/aidhq8hJgQu0z/tqiPQ72dQBMnJ3xUIt9jj3dFEFCHebb4W1GQFUg5oJxBWem85EwlNYvAgPmw9ILXh5vU5DkWi5G8+8JjMDKVGT4BN5nMi3bogFLL+xnYSHSiX5g0aAlRhyr4Oy5hTiam66+EBm8EpFoXVeAgbiVmxyyrOjtfMJEUnFY7QS4EmrWTpVJNE92bnu9SYkAYwEUmDA1wOXyHJJxgyOBgiG51l+cKYbO/cVWM9ImUudGwllYFVBk0cJY+wMIsSq7IzYF45ilwOCYsRoy5hxxfr5Cvjkg3kgYTlVk3AElsyQwt+M4ybNpRfrkXNsCiyMtQpOuGfKUcVIgp7djb6UX1Ao/My4UBH06b8+CkwvbXQ9OpHqqUKieSqwaBWIxWBIPjI52diMuGagdmKjw1foDG+NgDzwgD5m6SF7Iz79sQNbB1muMqDiWASxSg3W16vvmdg229Svvfs4S3Ql8MraqnmksmmIYmn+AXYqlduoAW0dCzZqNoALjoAesUajpOpCYOFV90J7IgK0q4BiaGEw8TAhmzGCK/mD+Jpc9jETic6IhMe5NnOyeFHhIwicxWq4y+/esjXpvGGG6qA36iwZvr/daiMXS7bKxsh7e526XRtn337sFMPHuFw4+Czj44P51nZx6XU2r5cQLwJSPWSbgbt+kbVrWoj8wLYr7yAwAzWKKVdYH2UZs9/fiufbnR6GBE1b/Hl84VEKcdHIiSY33r7slvgL9Obgo3MBhGXnxjLqmoQoooVg1lAGUdYshkmlCdOKsq+pVhUsAqMRFPyor1agM8lD7dydpdHvu3HvFND0KyoMVsTOtVNJ7Yf3A2i0weNQuRno/MiREZP0x92MSNZBsLHAvKA8VMVU3ZBuUOcklYjVkxFARiHG+H3F6tm7A5KaAxpoAVmNH1yNZOYECVBUjU+c0LM7DViJBxhoHup1BpNUH6k00g+lZ5gam76hNgfdT+t5dut314MRj+Z0wjHWB0WLX7KDFgUlkXz3CqGjomFpJmQztTZ1exQc8m5z6zY6Hdiz/TdzobmNtgOVAboOR1dlhtXp+gg7qC5AOmGCQgWfaDcAUlF2RCdZTj+20g1Y6Vj+SMraVJ2fTr7QUQPkJT/ysaQ0eyhUUA2AVmplhlNbCdI0u3yOHoCnD9ltBVQ8sbGIjAaI4mPj7zCYHL6aPgLaHrqQdmKADFr6SRetz9pqdArffC2EqGqhZAIiD7zv70QEYDz3pBLO45v47izbgtl8Fx/459+xh0T0Elqq5HdOyoN8HRl0xSIvjmQi2DkAwN97U2tHDOrw8v8WmE6Ws4lvDsf9DLqgUISt7RNPDiyT3iKqF7hQIsJwPgvbd2u5XmAg4FQ8RHEkqLgPiCHuZ4Z61VVINSYIwd+qvU9byGlYKTPZRgAxD6s0AQFHWZ6YmqC1NYwTA62R5RWRW12kbt+y6A4PthWA3F+5S7OOg9VG7hyMvMhDF34QwDFL5OAbGtfUO+5ywnSFW9pUQA2MuEWUOoCkg7uTc8zGjbPRcC8n+WRmuCQIqzWSQAK96rWDFazjZeRYBJQgWOlNgYuFe8wdSU0DvV12traf79my2zsXtrgcnHIGgqwejRe25pSpIm5NoQXp9gaeN6mebFiS4TbSDEesf3Sr8wmaTkJ6HTyg2WfSDjK5mfSDsJkCLRaNgeX79eSwP2YCJGcrpIDfvEjAbMNHP9gI72wnBjZZ6IZ6tapCxXKkwVOxKT449mQsoBVCNoMooYxADp04rw7cAJoAcS3xSCDyIwLaMDahIurCcu7uVKshwHUboJmmgTeCMJnBdtIuCAVuRos2J/Wrmlis4u6VBv4g+4+WgLdHO8fD1C8DkAMwYKPFj0tLIza/TQIqxd9rHbCI/FLByYNHwqEsqTRIWrRoKEg2L+GDUsbaJ/FBQ3vczoIVLbQGhDU52LfrwEGRSLSPcFK+GDhTi4FmGfm4g0F4mSAPivUFbExC3B5YDoxx1zyotzxdM4jdiWTXcGKSqace0kwa3bDzakz/jYaKli2oHTKvW7Kqr2ryWgi1m4Fk21hk4VGVedXWjCydnT7n78WuQv82ArX/UrqwmrGIWcTkTSiWc70bkOUkkohJ4ioi7gJAJ5Ygx31PBRxnQujtYVWAmcIhyLpZN46xV61vEom2Lk4APWSgSBvVNkarGLdxrY5WHke25uuBq+TTfng3rXNjufnDigzd5OEeoT0HhruMAwJZRcDihVMj3PQtDB6KuXoRthy6tbXJin+R93LNMmn6g7ifHaOdHbUB5wgvWr/d/OhiCrLgsXKFpinZcKWyok7YtrWzADu3/bqUOWw11AzaJfqeuEsJ2BuoTmA4YezIXkFeQg4PHNgCx+JscbsqaIBAQxWbfwJNUNNaQ1GghPjTfFr2ufgLvr7VvT2/e0H1XV3X2uf7WLZiUHtTYZzomz49r5xCX3zEBryFb6voJh1t0CpvMLWRj7EPs9tWDkgOG0EzqXKR9CE5GBbnG8iWzDlftBlp5Bw+LHgLw7lx7ELJwTkZzm12AdALqWo8VIJlEJM8ULETpiwxetlcJgGotpKCnpjwHSMhkJbSgacncYr8/B1/t6IQ+BfEeUQ1EWcv5+cIh69hhgmEr0KiMzaKeDtBq3xh7Z/4l1m5m0qb6EPFX6nAVVQcoNQgY8PHL7q+2qxQZ1Bul4euYCo7GGTFUTDXibBqxncQOn5lQs6YWz81fpCbGfLUCV2YMY8acA2gsiENFpghkcXHuC/95F7BxS60LmACM4rUS9/K3Z+IUXoDQHlRaCjcHPOmq6M9uT8/t7gcnqSvYVyHFtlZQ10cdY7x+iIQUZILuU3/JBz5bGXlGxmH/71Y9DkyoG2hskO5XSBa6CRAnxy6mDS3sdyH7pwcshxPfYSMoQHPg5amQHQBJ3eBLACw7oJtkLxVY9qAlAjTIi6UCYZ0QzuuTYk9gotex0QPiKCneJmG6RAxLJCnIGs6pyp5Iho79wAu/2f2GGZ0ZMFHWpFXQ5TZpE7DIsLL2NMFg6V43QMFYshz2dsdK2WDqAOygjRtjhA4oUb9IvuQAB/+9pP8t28/6I1/0HQkKZAlLESWwBDHWT4Om765rY16s/1p/PUTO9n9q4vKliAq+OgdTWySyhnJGFsG4h94kzOkhCsuq8/2Rn6uxR85kjiJwJQuXWAOHrmG743tZCU37pUl9NiZh6kpXwwdqQRCn4KEVDjrRKmgB2lhlgJkAz0RhY1rQ9csA1JVm2qiNPUiBioI8L0yoGTI2ZpnDrug1CExazFDbTxLfCLucsJsT9vOAeY4Yx4yTox32w4BzJnCNCHvSDCIGHxVcubrFNCXQqiCNGSmpPX6qymTqAiK2bmHsCVUpJsohaDXsBmSosBu5STvIT/ESJd3rCUC6c8I6UpLjKYCpJ1NY9Q7d7npw0g/6pANTTeqw6itobpNGtdWafGZBiVt1za5Q1+I43f/71epiFW4PUDx4z+L4PgBSe78/B90PMZarB3sd3Wv9atHOhyEGT/3X3Hpfv9LTyzp49JOhZ050n6lD574Koah5uCx14tabiHx1kDJHSRXDXkZfcseasNbi4Sg+LPKDRQrxoq3sHhn1b+xE5MZGeJvRhfvbZrXLLqTtfxEKsvPuQF2zn+8bAYv730UYDq6/AYrLgGN/zg2Y6o4cKPMy5OIqSTQ2JeoEegHcdKAgsYAZBwMH4MVe6p8LoIVuLgFbXNvFeUFMa5OxO94he2Rh0oPnAH26alRdzNyYKBrNBa9ja8LB/bD/G0ABPD3Z6lOVtVr+M0SnZKEfE+W62FUznkj0JGIcxw56KZPfkr59SF1fqQKxBNX0BGfA2FKBXd9Dvvjw0E0lwLxZVO9STUheCXmOONuNYCbkHFBLRBoy1kPGZpgxxIp5jsixoqyiGGHPAWmTcWW9x029t6Nm8xABiMJ0lTWj7MUwbZGFUw3IavvMInLtQXzLHBMPI1ZPlDKKvsh8a8rq9sefv9Pt2bDOhe22oOX73/9+vPKVr8TVq1dx9epVXL9+Hb/5m7/p77/2ta+VSb/7edOb3rTYx2c+8xk8+OCDODo6wgte8AL8wA/8AHLOi898/OMfx9d8zddgtVrhS7/0S/GBD3zgKV/gwtDKxsuK5RzQTTJOyffMhFLFVsvDas/4ZiuxxBIjVm+FRf0eE3+ZcLYfqO3HBrx+lX7Y9w4HcSbPQui/cylwKYQwBRcGXtgCFj3iwoTXtQ+xrtwGNLvyJKwFR5JwzfzkfaSpy+6xwmBxXxGnigtViG1T1sTPN0rZ9jKSVyFm9b3wNtHrcsGrCaCtQi4BxAeNzMCidHvXFtTVdlleUPd1+04HVA7m6CXwMCFkfxw+ePtA1NoDItdOBe4E3nat3KUKcwu3qNaD7HeSonKeMaOhA4rigxEGTTtV4SrGKoLmePBj53cQLtUajXLcYOmrXYaOfc8awZ6bWfq71bQy0azXL7IQlQnMVZNBnb8KB3Yhr4k1AYDNe6RvfDvXXo9jtgDOpHZmhAEiBtVMIStMGHfkgtCQm/jVw4ihG5MGYaCsnIYAl4pyVOX3pqIeVfmMhqpp1md7JskyAlo4LVXJFhorsC7AuoBXRVKhV2bOJudpYbG8j9jeXGN3uhJzNQCb1YzjcUIguV+r1YwQGZtrOxzdswWtC2IqGGPBC6/ewPOvnmJMMgZUDSGHuau63PftblyRRhBhrPzAWVS7IWIkqQsQdSPOR+rDtCYpuTDeQeDEacLb/HlSsf47c7st5uRFL3oRfuInfgJf9mVfBmbGL/7iL+Jbv/Vb8clPfhJf+ZVfCQD4nu/5HrzrXe/y7xwdHfn/Syl48MEHcf/99+P3f//38dnPfhZveMMbMAwDfuzHfgwA8OlPfxoPPvgg3vSmN+GXfumX8LGPfQzf/d3fjS/5ki/BAw88cNsX2DMMreNTAxe6ULRB63BechrU9tFnsaAb9FXH0fwz2Ac4thBQv18LGx2sihZbv1r0U1dGZ/EaLkyQLqw0bQk6dqBfRR/2bQMe3h63mHz176qajpBZwjoRIE0BlNTMJ/HwaIqw2eFTZkQL5+Qq7MlUlqsEXeXZtQpjEpBXQcCJhnTyRq6XuvtttHmbyPngpkLamPULym44MANgfiaHfid98yza7bCt68FvwDvoQox8sENjdVrIEC20Biw0Jp4a7xO29B+fvGMDHUukBLdVB6BVsxto8Gq6zDqZN1+M5clhEVax6tsGrOwYfXXehQDWxuBKEqrQe2GhHIoXz9tBNHXHs62btHnQ/jpTA+QVoKFrfAasNs2FY2j7BjUxs77g3jhAC/2CdbJVAKD9yO5Pjc1qPkwkIGlk18qJ2aEAMl7VBjpm8RWSY7VFD2USvQkxtKaEn35IUseH9YIZAXXFDp5KBAgC0kwgHdcV682E49UkGX4lYtKqxTEVDApA0ipjHDMCMcZYcK76mxAYIVUURH++wgT3cKGqmSqGPRiaVqz3oO+L+szWSE10rP5LFp4XATEkPRl3yPYsc3Jhuy1w8i3f8i2Lv9/97nfj/e9/Pz7xiU84ODk6OsL9999/6fc//OEP40//9E/x0Y9+FPfddx9e9apX4Ud/9Efx9re/He985zsxjiN+9md/Fi972cvwUz/1UwCAl7/85fjd3/1dvOc973lK4OTCItgGr34VbSvb/qd7oOkwKwdtIgCxUtq2qtIPWAxYZ0EZfLSKps+qegKheyp1JdR/F0AT4vrBL15Xv9A8XI1wt3TnwwvpV/lBPQe6FR0OCRDbZ4C7cfZtJ6uc+uQfHLPMrwJI5AIU3BQGFUk3XpyCpQkSPEOnjrJyMrbKDfi6Farfa2ukA1CyCEFowy7Abf/6Qbv0k84FQNfNo5fVxrHzelxgsjj39pq/pwxIEwfC+1SfItxniFHPBFwizpbIJruj6PIm9OfK7f/GAh4Cffvtx5PP9rjND9/rPqBdiRRt6Dkfgo8+QWPx2xYjJpQ1BkXPsQ79jbKdsfRLu+4eeOk+PYtLQ71UIUwEwcMy/XvUZQ2aFqT33LG6TOJzogsb1U8wAe6pNFSkdQavJAunThE8BxBI0oZNxxIJTFV0bAwgB9f2IwcHM74I0fCUlCmQn7gqWK0njEnY7alE7OaEKScEYqxG8TwhYqw3E+7Z7HBt3OJsXmGuAbkECQvNodMuoRHGh4sX9zvSgopV71VoxUarpqiXURgUq6NkZptlpcUW76SJu/aDy+1+7+7cnrJiqJSCX/7lX8bZ2RmuX7/ur//SL/0Snve85+Hv//2/jx/6oR/C+fm5v/fwww/jq77qq3Dffff5aw888ABu3LiBP/mTP/HPvO51r1sc64EHHsDDDz/8uOez3+9x48aNxY9tTnNb9kG/2WAKLCemg/o4oocALkwo5uHQraicbk4VZEr/zjeFTddgA2vFYrIgN2SDD/QXAI2fP/uPsx1WN0ZXY4eskYtqFfA46OmEdh4OsAmwm5yNvm46ib6dqfNToAY8Hm+zjJ0iP2Gu4mFQJEWU5oILbo8B8OKBodG84rmi4GRo12/nd6nojMnvt7cHUxMNdllDfRjNF+p9nzgIjS2PgwY0+lAfdf3hEE0DDYR0fzv4MMDV3zNbvSuj5wZ/kSX0ov2SYtVwjoVT0EIY/pudOfFj45Jxn9p79jcp/e8v6d8tDMMXpTwXVgBLAOLg6vB1e8+2SjIBT/ozh+Z1opOkPVNSzVf7fiUX4Po+zdPIVvIGSmaxwT808rOwTbDidgYY9PTqyMjHFfmYkU8kXFNH9qKCdYCHo7yQJOReW6E9a0+284ICOktHzwSaSDxa9kHaIhMwB/Ck/3cA1RoyZDRgmipCLAr6CFOJmEvEfh4wTQmlBqRYsBlnXF3v8dzjc9yz3uIozaggTFk+n7OApzAF0ZBw67P9fV7cyrz0/aj///auNtiuqjw/71r7nHNviElQTAI1IBWHTqpghZLeftjOQKXq9Gv84VjGZrSjg8UZlY4KrdX2RwdGZxwopeKMVX8pbR2xHUFsykcsMwhIiRCxaWtpYTqEtFpIgNx7zt7r7Y/3Y629z0lMgknuvexn5s6995z9sfbae6/1rPd93veNwGRNwPglhPFLCJNTSGoozct3zUhyq1gZBUnrv3on7hcDjloQ+8gjj2BhYQGLi4tYu3YtbrnlFmzduhUA8Du/8zs466yzcMYZZ+Dhhx/GRz7yEezZswdf+cpXAAB79+5tERMA/v/evXsPu83+/ftx8OBBzM/Pz2zXNddcgz/90z+d/iLklaytlFom/mL1CcBzX1hGQtIU9DNRTirm4yaIX56K1Zkp+8tVaUEW3EzrbdZMtE0x8ACe0t6iBHI7iuPZZIfCDx7b1yhN138SJEyx6A9foULIjg1eIlKT6Be9/Pa1QFY6YSKrFo6kLqgjGCQ0W2wIScZebd9Mq0mMOeGa5zKhrH0ZiObE+sUW8qULpLwXU7lpils6lT+mIGmt/70D8uclymeuGzVTWnU8hfcsFAShjJLqlltwF45ZRez5MteMEofSBWJEwavk+sRBOceIfVQ8a9S6+TPa3CE2LULBRUQc9BzqcnDthx3a3iUl7DOFtPmxzYsQi3IriIVwwDzpS2oAiCvEouOYcrkKs2QSsvskUU7PXkSQCAEq2qX3x7bxiC1z02gCNK7JNS1M8Po9lpMIBFgCtWq+RogJ9URebBo10l91kMyyet1mteFJlIgdc9VoP7dE3cX4R7UQNG4IKQU0DSOGJMnpAEwmEU0dEWN+cQ5OBpgfiB/nh0tr8Ox4qPdNz6cZa+MiaXr5PNZKc6YrmVs9IVt4jNcqIRnaPdYNg773arUKEyAsEajpvtjLGJzk51j2W6U4anJy7rnnYteuXXjmmWfw5S9/Gdu3b8fOnTuxdetWvOc97/HtXvva1+L000/HxRdfjO9///t41ate9WNteBdXX301rrzySv9///792LJli7x3NrBRMZHYwO4TsnzspvXCQtHSGuhXnoHUJjv/W154CQfWySAmcDnCzxjpbVAlfeHZJgU7tg0gXY3DISaEw8KOZcSrW+VXBywGRA+griazxEzldrEVYjI/cjFLHA00lwkRJAyQIcRkVqSOkZPKMtIiW4ys2KNpTYyEdiZ0JypdIlHc/66wmJCvtd2gfKxy0PXjFc+Xbe/nOVxXdb+jfAwjXKXVzMWuZmFQguLiU9d7YIqQ2KRv2YelvcXzOXVRdi35c0numydALvums+8sHsfFxXHnuEBx7Ba5yn9zuZgIDAygxAOeY8SSKLpFUDUjaYS8CIARHLWw2GJFLSAWbRO0Kq6lJrBr82crwWv5lAsITysASPjysBhgBglxoNqQ4lVKtdz8wbDGoGowDpKyHgBSE1BPIngpymnUtSltI6+hYyfxcNty3NMxIUwIXGtiwyqJdRiQOkIskTxpEsBDQiDg4HiASRNRhYSD9QBLdYUDB+cwHkekJqIZB9AkqBjWMrxyyy16yEyndo9Zrqeezzlp7DkJNblrvR4lsdAsHsP4czLRa06mcNTkZDgc4pxzzgEAXHDBBXjggQdw/fXX4zOf+czUttu2bQMA/Pu//zte9apXYfPmzbj//vtb2zz11FMA4DqVzZs3+2flNuvWrTuk1QQARqMRRqPRoRtuqvZypWsTP/Q72CpCCIa7vbsTSWFCn7aGkBcoK3/cEtJdsQIt0Z9vq6sXhwrwyF0QyINdIdYsI33IdCrM2XqgERxk7olGdwnI5mpbOfokziBkM3Vcyn2SKiBotVFiTNfAOdKXhwgIQcWrSlL4EPu79UOJCUF/K5ls5HBRSYKZel0k2ll1l3KC7Loiv6feo/Z/p0ktvQ+J1SG70YrtigG1a31pWfSATJq6xOZQY25Ajjhyax6ccHhUTGCE4iVwUmyTqhHyolP8u6LJrWYQu9VjJifViY+K7cpO7JKUQ5RP8nPlY5adi3zNYCdT7GYw8u/LHCOhATCBux+TvjNiEaU8btT2bBGs5o1pSkItx7XovGS5RRgIGqFillipUwWpKDwwYW/y/EYUgFg1anENiFVyCwUPhayEwKhiW/DUqKmrIUaqg2iyzNIK6Pue+4oaADXl96FAmABpLMQ/1QF1qFr3IC1FseowEEPC80sj1HXEwapCFRJiSBjEBmOu0ByMoKWolgwhRMmKq/p90cGpc+Mtk3NpbbTFh2t7GOCx3jONSkoAwnglReqg15zMwAvOc5JSwtLS0szvdu3aBQA4/fTTAQALCwv4sz/7M+zbtw8bN24EAOzYsQPr1q1z19DCwgJuu+221nF27NjR0rUcFYrVsa16HcUqlBgSVUP6Rd5EYGN1gCQbqopVahk1YBO7HR/IlpsEIFCOjuicu/Qfl3qX9tKyMzmWxKQz6VkEAZnxwRed1A6N1pWgiXXL4nVdC4Ip4qmG5yEwP7I3KVDW6BwJtBZPriqsfVCn2ccIIo7gmPs5DSiXWWd4lVoiHRD1XnctZS2rSOc9n+m+mTVxMorIGLh4sSQopZVmluylvM9JV9QWreBamXISKQiLr8I91DU3zAhv8GqzUmG2JMbCC2WlnpIQFCtwaRoROSVPuVtYyUuXSzmJ0c1DyBZBFGRH5qdMhJiECLOdrzR3FkStZS0pheLdBlhfEetzJuQ8BdLC2+TEMB4kz9wqeiVyF6+5+Lz+yyS7dTzpmobVm0VEMqe2iYloI1IuKpkIaRyzpoUYTYx5HIhS4ydU7PqP8VKFySR6v0nF4CD3IopFggHX2IjVoSi+aNfRtYIaKYdE0yCIgLapAxpNaEaBRcOjzRvXEeOlAVIi1E3EUhP9fs/Nj9UtREiD4PfHrTgMX1hMv3z5z1RJ9J2la2CtIo0IcGNkk4DACMNG7u/4mOWUJwe95WQKR0VOrr76arzpTW/CmWeeiQMHDuCLX/wi7r77bnzjG9/A97//fXzxi1/Em9/8ZrzsZS/Dww8/jA9+8IN4wxvegPPOOw8A8MY3vhFbt27FO97xDnziE5/A3r178dGPfhRXXHGFWz0uv/xy/MVf/AU+/OEP413vehfuvPNO/M3f/A1uvfXWY7/KVBCTPA5OawmURLTmrS6ZUcFpK1dEcYxWnpIAH3CzLT5HGRBpOCQTUg1NbEaZqLhwVVdt9j9mTHAF+WqLN/MgRI0mY9LqoLYaDJNMjLpEx1eGgKett+qfJp5zXUtxmdJGPnJmb/VxLHFSUpfDjLLnIkRWnYnmVTEFv89lRsoKf3+5/ywrSElUu8TwUMTEJp1yfz8e9Jnqrk4PQ4Jabjzk/bqCWLbvQlE9uTx+mTNEJ2cKqWUpYZZq0lE1Uk0jDQ2hfXL7PqWAhjPhkHPli6FuQwvS4paawjLDrQ7PnNGujZPRFLssY/sz+tGJoB6hezNIyLe5urgCsJTdgV4xdyzbiiYEnjjNxgtLWtbSQwyFmJRZg0MNr5lj2zUj9pT2pHoymhTJ2YxQF6Q2jYQQJjRIdQUeRyeqpOOPWFo1RwsxsBSz8BfwFP/eFRMhiWWZBKrz30iSlVY+D/JexeB9SJMAnhfLzcGlIeolSbK2uDTwczQpgBmoBjXSvNa3CiEf1/LdBSF0s+wcpMTDhO5ppNmeR1mrIxYchghPSEj4YILJS2jGEZcxGMdITn7sLVk2OCpysm/fPvzu7/4unnzySaxfvx7nnXcevvGNb+BXf/VX8cQTT+Af//Efcd111+G5557Dli1b8Na3vhUf/ehHff8YI772ta/hve99LxYWFnDKKadg+/btrbwoZ599Nm699VZ88IMfxPXXX49XvOIV+OxnP3tMYcQA3ORuk1VLc1JsR1wQE5uQyhV2a9VdZBEtB8XUOagNFro6K905FBghMkJM6tYRcZulzveVcpNXHFMPYmk10V9UCO6clNSEAHW9pCAmZzNpA0jaGb4aLa7ZBYBAHswaIE44EwAVosrfRV6IGcRiJkKQDJeVZnyFEptZPgKinHhNV12p6pinE9yHba6ebnSMkZhDukpK8tLt99azUJCd9lyLci4t59TWObRtpaWFCX5v3Goyq4lmpXHfI9okRdsnQVOFnoTQct+URKFtUZF9qqoBwSoaBP8+n2T2uBrUcpMaU/uyn9N/l+2yEGO10KSAlqXGLCntHCzW6bk/7QFstamY8C0qyxcbavVKELGmiUk5sOcRsVcYrISDLHyV83uhQlknMFa5O5q1VbYTF4e+nzV8kOoS6DTUi0hSXI/GIU/qQwZzApqglrri6TK3soUqW3K8wLp4UsJh19Ug5/UJLJFGE/nSFif+HgUjO4zJUiX3ZyxtmITK71dicvehPF/SLqu6bNZGJ2Ndwi6qeKQqZHepJk5sWaoH0mlmbSRixMhIcw1oklbz3L3qcVTk5K/+6q8O+d2WLVuwc+fOH3mMs846a8pt08Wv/Mqv4KGHHjqaph0eOnCU4X4lCTHMEjm23AC2Ci4FqqZ2V1LhaelbB4YPDqFKGrIpxKSqGkwmMQ+yVh/EJ53i3FCTd8F3uudhwFeHQcV7ZhkRKwIXNSt01WYTUtT/Z5AhizIIjWpObDIlyTeAANCEPaW0uTaOBGx6k8LHD7186lYXtUHS3Dqq1GeSSSO0mFrRL2WK+rLj7G/u/G9z6Qxi4oNkyTxCvl1+mJK/FgzFrDn5+pVUmuiyw5pLAtV+Htl/e9SLTkzdxGaswmcP4y0g7hxqCVDNshcCI+oEk5hAxUsi+9jt0YZb1IofuzxRm1gYMZHztF0/DQJC0qghpkMuKrtamcw4lYRpmvbW5G3NCZlcM7E+enqjVFcSFuVFSwP9TBOLibakcJVo30ezmJj1Ut8DCT/nVpZYF5J3nzN9RqRAXvBz2fucBizPXx1dyM6mNUryTrBeAwjAQGoGUWDJiTLgHL2jCxV7XriW64+LSlAm5O2RtPDa0DogmUtYk9sxAXW5sKrkBiYNYw5LQYhZOyG47BupHfprg5z/D1SLQHpechmhkna69WiYn4MQEmLVSNmFlYLerTOFVV9bJzTQ6qp5YqKGc1VQZfSt8M7uM12suqRiL8QsWwjMfNXcFATFXtLC/EpRBInMInidTETRDoYIZgtLxRSKSarVtnJViDzZiVofbjFiG6y5WL0QgdiSQbHn9rAIg7J6KCWgel5LlpuvfUS6whOTeGhMic8zXTKHQ9cSjyCF/Wicim2otb2kqJfP4iTniyNWa45ddymEtb4qV6sFOaFEh7aYWNr7DsGdars3EpmYFMfp/s0FKTOXXEsj092vdQ5y3ZI8b3LDuwJYF6Xa42l8WIlJm5ywkoaEKiapS0ZyrKB92ARC0wSklP1QrX7QC2gREqDVlpIEGTlpmiA6CgbIdCjFszurL1yfUozxHsXOnf3IivJJwT4QyxiRADY3zJCRhvL8x4NS1A+Qd8ItIUVEjrhANHon5XNZf5hoFtzZZub9hFsYwiS7LFlz+FACaLGMUEtCBCLna2VIDS3Nt1QNGlBg1Ayx9iSJyEFgcMvnI1YPJpaoHXU5hbGSvQjwBEhWCRyQxG8NAQjyDA7knGCS5H0lMexGyOnixlPTt29q2+KphM80NIiMMEj+rAKQ511dlSsKKeHIRXrd/VYnVj05sdWDD5o6IfnkAugLfailWf4hhvqJ0fINl4XiZid5g7tyAPhEkCzhkw0U5eDLpIMe6b+dFae5dIrTOHRwskk5mDAWMgC7uFUJSdLBltiiEESMSRPZ1vYPtZQvt5WPRSdYn8pgyppE7QUSEyhx6i71i3FUcpvId6HRdOJ1vrFOqmzwHNiqmrN+x5f4RV92hYJAXj0WC/RZKPUCXdKYG94+7tRnfLgTIFti/EfdjFZvxkhJmNaZtDOq8hQhAdD6rGkCTO5OAIZVgyYRmhTk1GT75bDX1qtk7LBzbiMjTk7s3Chut1lAul30oxbETKJF6L6L5f6kExxTe0HBEPLpCxpW4i2F6iQLLNpC+wQPk3WyqscA4EkJw1LHDWvbUHs7+9u2leJ3hHrEqNc2LcGz+ABFNEt6DUI8AjyMPIiVlgiIgwaoEpISR6uFyIHc6tIQEIwUsBA/kOYo0QrEnujPyLzq1+Q40meNJr/z21IxmpFWWdb+S5W60Ow9L5iliNwpVx0uot0Q2JPEVVUqXIXAwCKZaAVF7PSWkymsenLCmsK8XClnqwGmJgHi6cG/vRqUFVJZ1MxDD9Wd4i+RDmy2mhNykHM/cBPUjIq2iBaALlU1FwlAM/049l1u85RLRidVs4KkmLdphsgDY+EDDxNqiV1tgIxLWoRL901D8kHcomKsxk1UDcmRkBTqLuWLF04EoiFbYYqQ0HLW8nZqR6dIeq9kBVg9L0SvmVPnmPVR1z3DaE0g3oflOTvbT2WE7e5fNLW1grfzdfYtPBOtL7nzt/9vE2XUrK8ELcqXJ//8WxqQkpjlM7lAIYQ1kiLbWUROFZOkI9fPbBsgn6OxhH36brUtNXkCCR41JKLZoG4jQ5rhhpkpILCJPuXJ1tO8myWJ5d67gL3sW4JW5M3Hcg3GQJ+lAStZtQm4YzXRBGMl6UhDqHWmrT+xbaT+C7vIvLRmSm4U3UfftzAGwlCuA/MTJyI+rpXdReyiX3kO4PcwRgZR8nudEmESGM0kiKi2JiAQEoLo1DRkWCo46/gw1oWBnVstrcwadUdKcLup/wk5ISQy2R+Mtahf5723/EWyCCIvlcGFJToExqBqvBihXWcwd+hKQU9OprD6yUmpAbFJDJmYdDUIbhoH3PIwNUEQt8SLMoHqBgQxsWJ6ruUmgGLKKbLLNNndDLIkBIgJkiTKKnlam+x6rGH2eYL4j1Pnc22DhdiWadYJENMsy6AYOgOtwVw9VuyvW1MnRUIzYFQVgQcBHCMoND86YseIR5AVVCvraKCWDqXdsbpqbdj1KXb/3MKhlh+uASwKsZRKtHmiMXEeaSjnLGLgFgubYEqiYoTGwNO7Hxa2fYcQHcqFUW5sobGokifw89DeFIAgHVJaRcxql09ObgYvrRiJJbTY3CwmFUgpuCumXOwaYSlDleXzTF7k+zYx8XOVFsUOobHvwEJEpkSxTDmjck1KRqCTfkFMIsv3VlvGuoBlrOABQEVODn8PjISXz6Fa2MJEnzGdfMUFo0TMSh0U99KymTZzRk6UHOo7Tg2B9Z2Ji4SwpO/mEiEcJDSjgFA1fjyblC1JG8hyp8hYMBjWGm1FSkgJRE22qIWEMDDDbRCdSWC1gsC1ZeYmDmNdjFkUISuJCtKgBmq1gREJgtd3coKXx00r9tlCKMYpHcO8X3UxZMJu1uekismfwSo2oCbM5LPLEn2ekymsenLSMtfbRwTxUesE46K2YiXtOo2S21j9jSm/abFRGUrsCvJiG4ImZCuicOwl1dwSOfxD26fbhbEOPuWqKb/v8lGlg2+nWTYYmIYkVTKguIAScKtSi5gEiHunnIR1deeRA9ZcW+1E+Y0qiNA1dSsHToMSAw2L0E1nvKlQ5FbWOh2wa9YQZhmUU5TtKKngT4umkVrDvVKsERgq/g4qwCz7syRg2ueEfE/K7cqVsR+iSzjK+1KSDvtMJ5fWsfWjlkXF9i9/ODfS8omQ/hYyQt595UHMuuHkQa0YpXVECEO2opS5UQDTrOSwY4MRmdJCU8Ivu3MudDUwyJNwCzY528EmIdeKMcKZkKvzWj8xMBVdZ12o74n8oacxLsBtwau9M0zi7klWZ8usH5N8vy0raxooMdEQX6tObtYbIjmuZWYdaAZaasQlkp6PbqFCQC4y2gipCKOEwajWeyH3SfKNBKQmwpI+Gpom5FDkwxR4TJFBUXOkPC8lIrxERlDXsIZkpwFpQkBtH0Gen6JQqLjJ0SZvQBGBR563qDtWm6GBE2E8rpCqBKBGFZOm2g8Ii/VUzdIeKwernpyYtoCA1iq3fNjdsmADkYledfAprRVuTXGXjc5sOokSk65YAW70xMRSip2zCC03UL8PapK3mT6Rq++Zg/yO8PwkLUGmtt3TpvtkhdmTo07UHJB9yEE7xbwnSkDs8ixcOI7l+9AwElEW6Ck5SZVYUFIkTao2W50/Bc1im6JcGDWQisTajq4Zilgy0XrNEpLBPIA0rDC7blqZMW0yKSxdKQI8ksG3JCKlBcU5YEHmnJDpPczWGtVf2E52DwodwZTbx0npYbqoaE/7C4jGAsjmfrWAUMjmbi7P4S4WE74WhEJXo25p1n3dyBfgUTwTzUyak7nl4wJiFGsTGW1y528jTOZGshVx+8IhWgoCaNCou6LTF5ZyvnSXVuzXW1rgrM8Jag2I8Bo81EitF9YQedeLAC5WzQeChxV7sUgj8JxJSTPUwowVS8QNoa2LCfl/mqggupJwZtbnPIwJ1XMBjWqreMCSFA2QxZNqT2JMPlFLF8p9XmKgHleom+xfYRPhq3iV7HdpfWUAFdDoQx8mQHVQu7SCh0q7SHeQgGEufEqBkRhIgyCZZytCXGS10rZvouQt0lpZXshSx6ABg4fJ252CWMnsOY4hIRKrxbDrb12+YE4SGn4M+61WrHpy0rKclC4d6IuE/PfUkracRMrjFIN2Xi3bYAgQSCud6nekbhxbuRUF/UwrYKpzO5HNa0nFspY5067DJkcq28dAq6AfI1fVLQdUhhbns+yRIkxjykSDGrRcVc1IBmw+KANKAiRzkhE83ceOVZ8SEZcSwsx85jOQALOI/KjtqE7gGERPkhhcqRlZtUAU2sQk1Fp7RomPEUzTzsCqVR+CmBi5bdXZofbzU25rlg6/L+Vv/bvtBtL7yvZ1dm35seyBMHJctNWtAIUwmwAnJrCuTXmwpuKEXYsEE6smJbRCjG0fi+JpZpCpVi0YM/t3zjPrkZgSiRd94yt964dJQCIJy7d9p8heAjCx95CRyzNkAs4kfYRa8ptwJLd4WPgv6vzu2H0IDdRCl4m7CMbJ760tEpJOqOIK5aJ9lpwR/p6Z64kDIyFIiK/q2ThIXqIwloZTrW4Os1rMJWCQECpxGy8tDcDDGikShpVYFEJK7gJr6iBuoDrk50dJGZpMTFoWDQIwUILCmhNGSYu7YaLUuMFcQhg2iDH5vbVFh1mBzCUbOuYNrzA+ILU0UVs7aPeRxMo3HNaYG9QYVTWqkFy7xEc69iwHHE3Cyu5+qxQvHnLSvYfd59Z8pLqaIYa4R1KxeSOzD0NIwKHCAZkg5co1XbavPAK5NcTPGSW82MWKxSo2JQI0HTSVAzAXE2Wej1rXaXVzWnyrM6HFsZj9k/qS3a9eJEmSY+n3ukKsnpcZKDG7GwcAWHNAtGoOHQkSg5oGlKL234xJr/hMXDaM0Kh+h5Omx5ZKyK1+KavBakSPk9OKyhMAyNaP9slnrIQLf3i5P6XOAcxyUvBdMlJjBMrt1rPP7dfChUyiJCaHQS6k11LytD1KhRvR/fic3Suty3HiEdSyUuZIyRaaMtFbua9baow0dY4Ltffbo8rFZ2kcgVombUbMRhAjZoW7hrSiL5vVxIUT+i5ZRJZOcuAixHdGxAyQ/y6LTFqdnRZpLUikpVuXiZmcKEk6ec4iert+Hy9yZtpUyXOcIMQoai0ZYnG/NfN5/zTR9PHDBuNxhRgTAjFiqBHVbexEgYSIogmZjB3Guuf3q4KQhRoeoeQWZbtpE0JCBI2UGLs1RtxCcSIiWCkHMH0iDkCjdYrSQP6e0g/GhOFIiEkMyYnJJAWxnqwkdP3ER7Xf6sTqJyc4xDxJgFUS5sB5BQSdgEqroK2cjbAUE1zLRdMFw1c+1EgmBgvXy8QkIRQvXVdkaG1ltQi0yJYeH6oZsIEhqI86FBMza/kOy3NGOhCHibTJK3bnucylD+ZHjuNidoQQBp+oCQhKSsQMLgRCLop+5KqAGsmNEpqUiUgQYWBL4OsaAL1BAeBAUr045syf5pKTCYbbbdVVWFPcb2LVmyB/ZnN2i5hQvl6vKut5UQoGwvlPz7dh97JDEkW/M01Qyn9bMhQqJrPDwNOZs4pNO9E5pYVDcuBlF1BKQYkflU2X4zKhrqmwjOTPzY3TLSAYCitOFfJD1KQZosUpXYmynchSpC8J+efyRRwkX1F3LVx+zOJE1EilXreKdKyL7tIt3qvymK7PQv6sJCX2zlp0Clcqfg0dUgJkchLyfeEqgQdmzSSkASOQRBV5SQkjhFH1GQhKypK4TiYBKQYng57kDkIWXJQP+OLHCUqavg/+GBfXWLq+vf0NAXUAs+SqaRHHzqIn1KxW3M5TYM9mkf25RX7qAJqXAolLdcSaoVieJ03E4ngAIsa6lTRxJ+v0o0Tv1lm5mH+KQKcQLHGWx9cP1H9ZQdwlJqoD4NoEG5i6ZEEnrDKXgb105UrL/vfaHIC2IwEVI6jfHIVZ3VarKYWcwEhLvHeXvjkfh7yxqdLmWvI0G3SLfcwNkwYqGtWsqkk1Gj7AVhBTddEXZKu2YoDJ7iT93wecJITkSM2VzFKJeKx5OYiAlNruj9KFnOSkBCBMkgzQLPdVQkFZ6nWwXa+swlg1MR5+C3su2Ae+8pxdYmLma6ubZPt3XS92SdZFJZloDfnFpGafl/cBKCYK1igc/btlDWvZ35GjGEw/YhYdF06ULh8hFSHIGJlSELN/YXXx62AWMaZedAgdlxBPJ13rRuZE1R9098sZZy3cnrwfLVTYrRw1kFji4nnAngWW6g456ZD5TOrh+UlKcmL9Xb7H5TNepqrPFjh4HZ6i2SKwjgAPRGPCqjOBRVeFXEiRiudPHmqxshD0mWaxVCKK2yks6TtuDJoDUqMMto6FGzkhNQHjOiLGgnSa+NXcXNy+ztJlnd2NM1B+aCTdjjcEGEEEsUGuOw00Cgg2pnB7TrbMz9bHhWvZzhEOBunTWpJYRtXWMBMWxwPUKaCuIzB+blaLlyd6y8kUVj052XTTtzGIQyBGyV0QIyhGYFABVQUaDoEqgocDoIpI8wOACM1cBY6Eej4CBNTzARyAek4Eec1IJrvJKaEQa8GTmYl6XRuh1pk0sKUGNFEWPMRPfM8ENjW9TgBcE2gSJJy448qx1YiQKEn/bIOtVQvO2gvWiBb4KoSjrsBqIKZsPUpVMcgofDCv2VczrL7mKQKhbZJomyO8URqdQ8xIVfSJGOUxzJolxWL0OkhWiQPJrxAmSS0ZJCliTFznEwicYLRWZCj7Va/ByIpZIGyhboTC+qY7kZUoSMahTOWHsoKUK0zbrsWRy2PnbiyIjOkaqLVTmZjN3DCiR0kgIqkiW5iRfPwjuHmJiD35VTs0ubgsKtyVeumRMjExq4kLYEtrixKU1GiI8CQISR8HeWYTIS5BLGK1uG/clVkUsBTLJfy9a5HEhMIKYQsJTN0nn5yNbLiWTD8baOE/Z5fI7hGC6zlA7MQkVCJc5Uaum8oyEgyxsJDq1iqIkF5Dm5O6huNYFwyLcvwwkXGJR3pydw8HTMYVassM62kM7PqMoHQfpnIBhFbAQPljn1lqfyuCaCHuswpZ2rG7+U1gQvciBNtcbdQQ4pKQm4aAtBRBc6IzmTQRB8cDHFwaeL4dWhxPPZM9Vg5WPTlBasBcA3V9VLzUhmYzjIwOtaGOKBQlqQDFAIQAqiogRiAG0GAAxAieGwIhIJ0yB1QB9doBOATU8xEchQClKOmcuQKaAUnyIxXghUYJD8NzMLirQUmF1OOA1u/g1mAr7g1MTWiW+4QAjQoQX3aZsC2MuWU1SZUmYov5GJ5DRaN0ACUoRwJdMbHmRDhshE9Rd4MrSfomUQBCVry+T8gTihMSopYFza1bDRV1ebIVyUzWXZeP+dmnr8PamI9vB/OvuLgF1j0Bkr23IJ5+v+yjUuMy85w64SQ5Z2l9QO4yt7xICYXCrdLIRcrqGnklb4cvRLcx5lwl4srJETfMhbWE0CIdiaUzm4KQtHOaqPtTLTNE2jdQojFMSFEsB5iQNKfRNOna1VTLPpSU5Ffcuv58QZmMtITgMwim60yqvOhw0bh2u0XxmW4LiTy0mBKAMel7K0SaYiN6Mz0hAaCQJNzXPmDkCuiFayQNRC8WJkZQgDQiqdirRBqQ629SBA8h0UfFMdo/1Bkrir8bfY7MbZM0tLnQ2sRFcT2lofWZHIQ034tFBJlli9yV2e3rfB9Dw1LHC4QY7V2URIqNvV8MjOsKi2NCPYmoJxHVsG6Jv1cCOCWxqB/tfr1bp8choSMr1zKbmij0SGDE54huQs6YJL9iBAK5NQghgIZaarSSI5L+RhWFHAUSixEReFjJRD1SEWqUED8mQjMXkSrC5BQ9FwvRiUsJzVAsSM0c5XohkMFx8BxrFlkG1Sw6kCOs/cAhgAfaRhXIcRVAExkxTTciOStINSTF7wgPX05VtiokIylGymaQMxuAzf1mMFf5FGwiQ/u48ncmOC0Q52gDX6mipUcxbRLs2OqS8wzE1tbumF7OZLYQbUJupDUBnDUDSTqltCY3+oy5C6hrQdAOKUOPJbFXFsd6kxjZYsL58WWgRUzkeyMvyKHL2o4yizKPGmn7JIgRjaEJCqXgXukWaSqJkBEBOsTSxvDUAi3LQYeYtNybIbsDM6G1yV9cL0ktiFBLhxSZpHwwFcbmewXwOKBhIFTJq5N71FTHRedcrehDxLxQsdxFNBG3Kw8CEhK89k1gcAhImmiPmwBPANm9x7PWEpwtUtZfthghVouNkTcbptRCw6zPjfsoORcG7ZDffDq1/DUiUgbEktKMZEFkFjIkCYtuJtGfFVm4BVBYYZN279aZQk9OVgpymln5pYnNflyPZjlnG2ma6xAioCBFVSV/x5jJUAxC0igAqQGaIjtsNBMLqXJWtpc/CDQagiY1wqhSAhLARBLF0+SVpVlEiAloVG9SielfmslK2DIxcZ1It8OKib6st1TqS+zEMqmxE5JWrQ90iAkwPcrbPgyY5cfz6QBuwfG5KQGhtHqUC8HONeSD2I9ZIwrrg058FNnDcpkpR45pm10D0eqIvD+YVQ6UXTldl07pMrLGdgWy3vyC1HhiLbMyac2YpHVf3GWlAlmLGCGICBwQt6qUVuBMCNyy1L495jJoWQlsGzJdmlgp3FpSEBezklhEDttng+JgFg00UKaZABpIlJkRE0krL5Yo191EFfwit8efDbOKBMmBkliKXoYG4IlM6EzBhbYchQyZVdKrNBdkreyDrnjYSLO5bcyFYxF+KETmbilUK4lb28wCOUDbAliK3ctniDMJ4gCfqcwyFmogLUr0Vors18KDFUZKDKl8+I4CPTnp8aJEhxABBSlaWpq1x48X1A5/BQWJWIKQJNLfVYxCdAZDJ05uIZobgmMEIiGNKiAQ0igiVUGKis0Hz0jZaHXlZmSWGKhOCDkXjK2kB5CMmSFPGhZlVLpybMDh7uRiWc1sM0DPowUMNZmX7QvIYI1idToTTDLQeQZRygXaKN9KLlfO5b6AulHYG20FK0s0dZzpKRE9y+EHzNKd0yYm5MdwN5gSkVQHSTZWWHXkushX0uZWSKOUxaezGllwLnODGVkBo+22tMRpIW9uzXJXYYWcT4XgBRgByL0Iaj1QrUiwCZQJoaiea7VvUiJxIwbWm9Zuu7mRyJ4pewZNQzMBALUgVkXWnI5FzNMTlNo15H5odZteq7uNa3G7NGXovu1gvxMBdRlVxa2IKMsAK9bDfJGk7ichKJblGJ7SgCjrbLjKVsU0ADAw0r2y3Dpy/ccSrdOTkx49Tjy6Lx43OXLO3GjHcFgLtjkkCosRFRYf+5uGA5kRAomgWlKmgkfqVhtU4KG8Wml+IC6zQKhPkc/ELRYAZs3joANtFJ0RMTxbLSWdJLUyazPS1WdUfYGuhtOQ24nkdKVqxecA0pwfOpmU1o5SDBkZXnQykfxfuocYWcCtu3mRv1YXtrPOAujkRMlkJHe5zHCcqFUEUEz2JKnprf6MRcAx3B3jGUQrnp4oi2v1LK6l6LLJ25cZSbth474NAwGU3TiaCdUKfxoZoaLvzC0WQkKMEvVUZtQNqhNKGtqfmZC0g5TcmDZEsjO32ZeQE2pnOy6tatp3di9b1iLvcD1i6nxnGq5B7vM4FqG/W17MfQnl5w1lolaeohSlT32p+7ISE/usAVreGia93/p7rkG1doJYNWjq6GPESgAn1Qod7X49OenR40WEwmLERV0gHwaeP7rD2fww/FEbTu1YkCTTD1jUGaDESD8fjUBBR/q5ke+f1sx5hFNzytCPKSJsdYUMreYJoZ4LaIb6+QCo5zURmLo4bKJs5tQiFIFmJBNyIkikiFWN1Yyl3gchx9+WafVLeCixRZUwREswDp7DJiyJtSQp8XLRsiVGY5o5aFtadrC4QMi0GmU0lFpNkiX9IrjoFUBbY+TCl7y/EROKyaPxLLliWSE6BImMmpU1l9QaYkTRXX4mFtfQZ7cAFVYfswSFGi4Qh7k6pzoELXbflbvIh8g6HbUqIcGj38rEde2QYP1lxDLmfnIXEJn1hFs5Y6y8RJl7JkxYcjFZxKGSJB7Is5jmG9B8g8Gwxtr5JTx9YB48OQoB4IsIN954Iz75yU9i7969OP/883HDDTfgoosuOtnNmkJPTnr0WK5okST9rIw6W1w8qsOV09PgWNrTmkFVLB2oRZgwGMjfgSRU30TZMQIjoWccCDw3ApQc8bBCGkb/rj6l8muv10S1IElRx2ZEiGNGqBMm8wHEklOHA7C0LqiFKaCZUzKlE3ejzNAmwVAD1fMaygrkKLNiNS8ZXeGrc9MhccXZmlJa44mniUmw4nushKTsTjm3WVAaFxbrsSJrfa7C0qFgjWgLVmPH3B5mHXGNCHsmZNPEtDQ4h/URFudUA40nXMuXnMlSQhZvE4rcQcqCXEisfR2nq8ID0FBiAFrAM070mWHRFFFpuQsADxg0ShjOTTA/GmOuqjE3N0GplVv2YO3AY9rvyPHXf/3XuPLKK3HTTTdh27ZtuO6663DppZdiz5492Lhx49Gf/ziiJyc9evQ4MrTyUZgwGy+IMBlK40NpYTqctWm+8//a1gHbM5675wBYyL9ZVyQNgG5vUW9mvggEmhu1vndrVAIQCc2aodZtIjSjgPqUgV9MPQqiYVJrSzMUggVA3XcADTMhCgxUqn1yQWiR+M3E0UlDa8NEtyFoJWUgDiDamyWpT5O0zpfoZ4p+KT1V6uqbspyoyw6BYCV+u/lNLFdM0FpGdEh3jZQUaEaMeg0hLmpNI8q1pPy0Gg5PpHmbGs3ozG2LSkkMY0wYWEQS01FP3CcTJ8qt86lPfQrvfve78c53vhMAcNNNN+HWW2/F5z73OVx11VVHff7jiVVLTuym1ZgAR3/Pe/TosZLRfedP0DxFaFulXrCFCpiyAJi1CoAKbilHvtk2lmfJXYMFybJyElUED4oWMoPnBqKh0v9BIiC3c5EW50yDiNAkkEbLpUHE5CUDpIFYr6QwImGyhoQoWd6j1IBYKhoP9zeonm0QD9ZSjkJTAxBBdFqRgGGQ1AHDAFRAqKTieToFCItiHUpLjOZgwsFxwmDdBCk2WHquQp3GaDS3Q42JXtLynAxqXjomMmXXtX///tbno9EIo1E7O9d4PMaDDz6Iq6++2j8LIeCSSy7BvffeewytPr5YteTkBz/4AQDgHtx2klvSo0ePHkeBGbqPFhKAlaP1PGn4/ozPDhw4gPXr15/wthwKw+EQmzdvxj17j32eWrt2LbZs2dL67OMf/zj+5E/+pPXZ//7v/6JpGmzatKn1+aZNm/Av//Ivx3z+44VVS05e+tKXAgAef/zxZfUwrhTs378fW7ZswRNPPIF169ad7OasSPR9+MLQ998LQ99/GcyMAwcO4IwzzjjZTWlhbm4Ojz32GMbjY0+1zzwteO5aTVYiVi05CWqaXL9+/Yv+xXwhWLduXd9/LxB9H74w9P33wtD3n2C5LlLn5uYwNzd33M9z2mmnIcaIp556qvX5U089hc2bNx/38x8tVpCcuUePHj169OhxLBgOh7jgggtwxx13+GcpJdxxxx1YWFg4iS2bjVVrOenRo0ePHj16ZFx55ZXYvn07LrzwQlx00UW47rrr8Nxzz3n0znLCqiUno9EIH//4x1eF7+1koO+/F46+D18Y+v57Yej7r0cXb3vb2/A///M/+NjHPoa9e/fida97HW6//fYpkexyAPFyja3q0aNHjx49erwo0WtOevTo0aNHjx7LCj056dGjR48ePXosK/TkpEePHj169OixrNCTkx49evTo0aPHssKqJCc33ngjXvnKV2Jubg7btm3D/ffff7KbdFLwzW9+E7/+67+OM844A0SEr371q63vmRkf+9jHcPrpp2N+fh6XXHIJ/u3f/q21zQ9/+ENcdtllWLduHTZs2IDf+73fw7PPPtva5uGHH8Yv/dIvYW5uDlu2bMEnPvGJ431pJwTXXHMNfvZnfxYveclLsHHjRvzWb/0W9uzZ09pmcXERV1xxBV72spdh7dq1eOtb3zqV5Ojxxx/HW97yFqxZswYbN27Ehz70IdR1O//43Xffjde//vUYjUY455xz8IUvfOF4X95xx6c//Wmcd955ngRsYWEBX//61/37vu+ODtdeey2ICB/4wAf8s74Pe6xa8CrDzTffzMPhkD/3uc/xd7/7XX73u9/NGzZs4KeeeupkN+2E47bbbuM/+qM/4q985SsMgG+55ZbW99deey2vX7+ev/rVr/J3vvMd/o3f+A0+++yz+eDBg77Nr/3ar/H555/P3/rWt/if/umf+JxzzuG3v/3t/v0zzzzDmzZt4ssuu4x3797NX/rSl3h+fp4/85nPnKjLPG649NJL+fOf/zzv3r2bd+3axW9+85v5zDPP5Geffda3ufzyy3nLli18xx138Le//W3+uZ/7Of75n/95/76ua37Na17Dl1xyCT/00EN822238WmnncZXX321b/Mf//EfvGbNGr7yyiv50Ucf5RtuuIFjjHz77bef0Ov9cePv//7v+dZbb+V//dd/5T179vAf/uEf8mAw4N27dzNz33dHg/vvv59f+cpX8nnnncfvf//7/fO+D3usVqw6cnLRRRfxFVdc4f83TcNnnHEGX3PNNSexVScfXXKSUuLNmzfzJz/5Sf/s6aef5tFoxF/60peYmfnRRx9lAPzAAw/4Nl//+teZiPi///u/mZn5L//yL/nUU0/lpaUl3+YjH/kIn3vuucf5ik489u3bxwB4586dzCz9NRgM+G//9m99m+9973sMgO+9915mFoIYQuC9e/f6Np/+9Kd53bp13mcf/vCH+ad/+qdb53rb297Gl1566fG+pBOOU089lT/72c/2fXcUOHDgAL/61a/mHTt28C//8i87Oen7sMdqxqpy61hJ6EsuucQ/W84loU8mHnvsMezdu7fVV+vXr8e2bdu8r+69915s2LABF154oW9zySWXIISA++67z7d5wxvegOFw6Ntceuml2LNnD/7v//7vBF3NicEzzzwDIBeVfPDBBzGZTFp9+FM/9VM488wzW3342te+tpXk6NJLL8X+/fvx3e9+17cpj2HbrKZntmka3HzzzXjuueewsLDQ991R4IorrsBb3vKWqevs+7DHasaqyhC70kpCn0zs3bsXAGb2lX23d+9ebNy4sfV9VVV46Utf2trm7LPPnjqGfXfqqacel/afaKSU8IEPfAC/8Au/gNe85jUA5PqGwyE2bNjQ2rbbh7P62L473Db79+/HwYMHMT8/fzwu6YTgkUcewcLCAhYXF7F27Vrccsst2Lp1K3bt2tX33RHg5ptvxj//8z/jgQcemPquf/56rGasKnLSo8fxwhVXXIHdu3fjnnvuOdlNWVE499xzsWvXLjzzzDP48pe/jO3bt2Pnzp0nu1krAk888QTe//73Y8eOHSekam2PHssJq8qts9JKQp9MWH8crq82b96Mffv2tb6v6xo//OEPW9vMOkZ5jpWO973vffja176Gu+66C694xSv8882bN2M8HuPpp59ubd/twx/VP4faZt26dSt+1TocDnHOOefgggsuwDXXXIPzzz8f119/fd93R4AHH3wQ+/btw+tf/3pUVYWqqrBz5078+Z//OaqqwqZNm/o+7LFqsarIyUorCX0ycfbZZ2Pz5s2tvtq/fz/uu+8+76uFhQU8/fTTePDBB32bO++8EyklbNu2zbf55je/iclk4tvs2LED55577op36TAz3ve+9+GWW27BnXfeOeW+uuCCCzAYDFp9uGfPHjz++OOtPnzkkUdaJG/Hjh1Yt24dtm7d6tuUx7BtVuMzm1LC0tJS33dHgIsvvhiPPPIIdu3a5T8XXnghLrvsMv+778MeqxYnW5H748bNN9/Mo9GIv/CFL/Cjjz7K73nPe3jDhg0ttfqLBQcOHOCHHnqIH3roIQbAn/rUp/ihhx7i//qv/2JmCSXesGED/93f/R0//PDD/Ju/+ZszQ4l/5md+hu+77z6+5557+NWvfnUrlPjpp5/mTZs28Tve8Q7evXs333zzzbxmzZpVEUr83ve+l9evX8933303P/nkk/7z/PPP+zaXX345n3nmmXznnXfyt7/9bV5YWOCFhQX/3kI53/jGN/KuXbv49ttv55e//OUzQzk/9KEP8fe+9z2+8cYbV0Uo51VXXcU7d+7kxx57jB9++GG+6qqrmIj4H/7hH5i577tjQRmtw9z3YY/Vi1VHTpiZb7jhBj7zzDN5OBzyRRddxN/61rdOdpNOCu666y4GMPWzfft2ZpZw4j/+4z/mTZs28Wg04osvvpj37NnTOsYPfvADfvvb385r167ldevW8Tvf+U4+cOBAa5vvfOc7/Iu/+Is8Go34J37iJ/jaa689UZd4XDGr7wDw5z//ed/m4MGD/Pu///t86qmn8po1a/i3f/u3+cknn2wd5z//8z/5TW96E8/Pz/Npp53Gf/AHf8CTyaS1zV133cWve93reDgc8k/+5E+2zrFS8a53vYvPOussHg6H/PKXv5wvvvhiJybMfd8dC7rkpO/DHqsVxMx8cmw2PXr06NGjR48e01hVmpMePXr06NGjx8pHT0569OjRo0ePHssKPTnp0aNHjx49eiwr9OSkR48ePXr06LGs0JOTHj169OjRo8eyQk9OevTo0aNHjx7LCj056dGjR48ePXosK/TkpEePHj169OixrNCTkx49evTo0aPHskJPTnr06NGjR48eywo9OenRo0ePHj16LCv05KRHjx49evTosazw/zuLiwJMIZ10AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# open projected dataset, read into numpy, set nodata value to zero\n",
"src_ds = gdal.Open('dem.tif')\n",
"dem_arr = np.array(src_ds.GetRasterBand(1).ReadAsArray())\n",
"nodata = src_ds.GetRasterBand(1).GetNoDataValue()\n",
"dem_arr[dem_arr==nodata] = 0\n",
"\n",
"# store some image metadata\n",
"trans = src_ds.GetGeoTransform()\n",
"w = src_ds.RasterXSize\n",
"h = src_ds.RasterYSize\n",
"\n",
"# set up an observer point, in CRS of image. Two examples below.\n",
"# ox=347591 # 50.581367, -119.153335\n",
"# oy=5605337\n",
"# oz=2\n",
"\n",
"ox=355974 # 50.81473684, -119.044481272\n",
"oy=5631215\n",
"oz=2\n",
"\n",
"\n",
"# convert observer point to array indices for plotting, and get observer elevation value\n",
"xi = int((ox - trans[0]) / trans[1])\n",
"yi = int((oy - trans[3]) / trans[5])\n",
"oelev = dem_arr[yi, xi]\n",
"\n",
"# plot\n",
"plt.rcParams['figure.figsize'] = [10, 4]\n",
"plt.imshow(dem_arr, cmap=\"viridis\")\n",
"plt.plot(xi, yi, marker='*', ls='none', ms=10, c='yellow')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"id": "3ac0db2c-bfee-46c2-91de-a3287757d8e4",
"metadata": {
"tags": []
},
"source": [
"Create a viewshed at the observer point."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "e4286492-3e47-4438-880b-0391b1c01e1d",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# set an in memory location for output\n",
"in_memory_output = '/vsimem/outtest.tif'\n",
"\n",
"# create viewshed\n",
"# parameters mostly from: https://gis.stackexchange.com/a/456240\n",
"ds = gdal.ViewshedGenerate(\n",
" src_ds.GetRasterBand(1),\n",
" \"GTiff\",\n",
" in_memory_output,\n",
" [\"INTERLEAVE=BAND\"],\n",
" ox,\n",
" oy,\n",
" oz,\n",
" 0, # targetHeight\n",
" 255, # visibleVal\n",
" 0, # invisibleVal\n",
" 0, # outOfRangeVal\n",
" -1.0, # noDataVal,\n",
" 0.85714, # dfCurvCoeff\n",
" gdal.GVM_Edge,\n",
" 0, # maxDistance\n",
" heightMode=gdal.GVOT_MIN_TARGET_HEIGHT_FROM_GROUND,\n",
" options=[\"UNUSED=YES\"],\n",
")\n",
"\n",
"# store in array, delete gdal reference\n",
"viewshed_arr = np.array(ds.GetRasterBand(1).ReadAsArray())\n",
"del ds\n",
"\n",
"# plot\n",
"plt.rcParams['figure.figsize'] = [10, 4]\n",
"plt.imshow(np.where(viewshed_arr <= 255, viewshed_arr, 0), cmap=\"magma\")\n",
"plt.plot(xi, yi, marker='*', ls='none', ms=10, c='yellow')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"id": "208a50a2-4d2b-4502-87ad-326d59fe7708",
"metadata": {},
"source": [
"Create a mask in which pixels near the horizon (value 255) are set to False, otherwise True."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6a4f21e8-1a67-484b-9a9e-c6bf0c38b8a0",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"not_horizon = (viewshed_arr>260) | (viewshed_arr<250)\n",
"\n",
"plt.rcParams['figure.figsize'] = [10, 4]\n",
"plt.imshow(not_horizon, cmap=\"Greys\")\n",
"plt.plot(xi, yi, marker='*', ls='none', ms=10, c='yellow')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"id": "590826fd-25fc-48ff-97bd-6db6954c3878",
"metadata": {},
"source": [
"Create distance and angular images."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "fcce7f8e-8aae-4dda-aebb-2e2360847fda",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# extract some metrics from the image transform\n",
"xmin = trans[0]\n",
"xmax = trans[0] + (w * trans[1])\n",
"ymax = trans[3]\n",
"ymin = trans[3] + (h * trans[5])\n",
"\n",
"# create meshgrid index arrays\n",
"xs = np.linspace(xmin, xmax, w)\n",
"ys = np.linspace(ymax, ymin, h)\n",
"xv, yv = np.meshgrid(xs, ys)\n",
"\n",
"# calculate distance array\n",
"distance_arr = np.sqrt(np.square(xv-ox) + np.square(yv-oy))\n",
"\n",
"# calculate angle array\n",
"angle_arr = -(np.degrees(np.arctan2(yv-oy, xv-ox))) + 180\n",
"\n",
"# plot\n",
"plt.rcParams['figure.figsize'] = [10, 4]\n",
"plt.figure()\n",
"plt.imshow(distance_arr, cmap=\"magma\")\n",
"plt.plot(xi, yi, marker='*', ls='none', ms=10, c='yellow')\n",
"plt.colorbar()\n",
"\n",
"plt.figure()\n",
"plt.imshow(angle_arr, cmap=\"magma\")\n",
"plt.plot(xi, yi, marker='*', ls='none', ms=10, c='yellow')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"id": "abf436a9-6cd6-487d-a73f-7de80f64d478",
"metadata": {},
"source": [
"Create a perspective angle layer in which closer elevations appear higher than those far away."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "47876b7a-5b0e-4719-b68f-af75b8b1ce93",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# create perspective array\n",
"perspective_arr = np.degrees(np.arctan2(dem_arr - oelev - oz, distance_arr))\n",
"\n",
"# filter perspective array to only horizon pixels.\n",
"visible_perspective_arr = ma.masked_array(perspective_arr, mask=not_horizon)\n",
"\n",
"# plot\n",
"plt.rcParams['figure.figsize'] = [10, 4]\n",
"plt.figure()\n",
"plt.imshow(perspective_arr, cmap=\"magma\")\n",
"plt.plot(xi, yi, marker='*', ls='none', ms=10, c='yellow')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"id": "cfb21d35-7be8-450f-ada4-892b7d7a35d3",
"metadata": {},
"source": [
"Plot the horizon points against angle to produce a panoramic oblique horizon profile."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "fc368027-321c-4c99-a940-1605230b1cc7",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x100 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.rcParams['figure.figsize'] = [10, 1]\n",
"plt.xticks(np.arange(0, 360, 20))\n",
"plt.scatter(angle_arr, visible_perspective_arr, s=0.25)\n",
"plt.savefig('pano.png', transparent=True, bbox_inches=\"tight\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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