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@rutgerhofste
Created November 19, 2018 13:35
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multi-label prediction with Planet Amazon dataset"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from fastai import *\n",
"from fastai.vision import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Getting the data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('/home/apancham91/images/unique_images')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path = Path('/home/apancham91/images/unique_images')\n",
"#path.mkdir(exist_ok=True)\n",
"path"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5858"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import os\n",
"len(os.listdir(path))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('/home/apancham91/images/unique_images/test_predictions_pwc2.csv'),\n",
" PosixPath('/home/apancham91/images/unique_images/unique_label.csv')]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pathlib\n",
"sorted(pathlib.Path('/home/apancham91/images/unique_images').glob('*.csv'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multiclassification"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Contrary to the pets dataset studied in last lesson, here each picture can have multiple labels. If we take a look at the csv file containing the labels (in 'train_v2.csv' here) we see that each 'image_name' is associated to several tags separated by spaces."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>image_name</th>\n",
" <th>tags</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2FRescUAV_17917_Pt.Blanche_modified_1_masked</td>\n",
" <td>partial</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2FRescUAV_17917_Pt.Blanche_modified_2_masked</td>\n",
" <td>destroyed</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2FRescUAV_17917_Pt.Blanche_modified_3_masked</td>\n",
" <td>significant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2FRescUAV_17917_Pt.Blanche_modified_4_masked</td>\n",
" <td>none</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2FRescUAV_17917_Pt.Blanche_modified_5_masked</td>\n",
" <td>none</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" image_name tags\n",
"0 2FRescUAV_17917_Pt.Blanche_modified_1_masked partial\n",
"1 2FRescUAV_17917_Pt.Blanche_modified_2_masked destroyed\n",
"2 2FRescUAV_17917_Pt.Blanche_modified_3_masked significant\n",
"3 2FRescUAV_17917_Pt.Blanche_modified_4_masked none\n",
"4 2FRescUAV_17917_Pt.Blanche_modified_5_masked none"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(path/'unique_label.csv')\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>image_name</th>\n",
" <th>tags</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Empty DataFrame\n",
"Columns: [image_name, tags]\n",
"Index: []"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.image_name.str.lower().str.contains('cayhill')]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"none 2790\n",
"partial 1070\n",
"significant 800\n",
"destroyed 439\n",
"Name: tags, dtype: int64"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.tags.value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To put this in a `DataBunch` while using the [data block API](https://docs.fast.ai/data_block.html), we then need to using `ImageMultiDataset` (and not `ImageClassificationDataset`). This will make sure the model created has the proper loss function to deal with the multiple classes."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"tfms = get_transforms(flip_vert=True, max_lighting=0.1, max_zoom=1.05, max_warp=0., max_rotate=30)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We use parentheses around the data block pipeline below, so that we can use a multiline statement without needing to add '\\\\'."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(42)\n",
"src = (ImageDataBunch.from_csv(path, csv_labels='unique_label.csv', folder='', suffix='.jpg')\n",
" .random_split_by_pct(0.2)\n",
" .label_from_df(sep=' '))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"data = (src.transform(tfms, size=128)\n",
" .databunch().normalize(imagenet_stats))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`show_batch` still works, and show us the different labels separated by `;`."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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vjgaMzS8wMTPD6pXaw9Xf38/x48eZmppKfv+b0PZYm/8SD1vbw9+2Tvfv38++ffuSEHej0eDixYtk39ORWHOtVpOh4bOcPatDxpMTY1QWF5JQ1/nzVQrFIsJYw3fdcze1Wp1vPq7L33qug1CSySlt6QnghutvpKurE4C+vn6q1UXOnDkLwLlz56g3GigVYxtr0BESHAthF8zvFkEQEhnvQhxHmjJk6WkggVhK4rYnX0lsx07GnPGyxko39B8ZYtlWO6qJQBGGcfIcbcclVJJIqnZQBGHZxHIpbOn7gbmyhuPaKKUSD4f2Sghic01LCMLQp9Uy9+g6CCFpGA+q7/sIlvX3VgphLYXhl79HGbdpEy6WEMk1ozBgx651jE3oaFM+VyLFlQVLSWy1REGJwoimiaqFfojjXir6pJT4xlviRyE7d+7hj//kEWbmdCh8xYoV1BvNJbqd4+I4DvmC9orZToZbb3sbX/zCXybntG0Lz8uYnx1arSZ+oCMFD3/oRykUCrx+4oQ+n+tQWNkBecd8XyCVNJG2NhSWsJKoVhyZtZYEdcWlPe/NOmofXxMR62/bTVYPgTOHTuLJDI7x/DnCAhkl8u70qdNs2ryBe95xXxKa/qu/+stL7suywLFYovuYizUNRQDAcgRdXV0AdJTK3Hrb25JI3QsvPMP8XAWFibI5NnEUcP6cDu+Xy4sMbFzLqVOaFhmGEfXGApbrcfX11wPw/ve/m4X73k7XypV63MePMjF+gYlRfY7KosQPQmrNSQDWru1lx86tFM27u3h+nFdfPUrGjEkol+npYfJ5LTcLxRwXL0wShZZ5rhKlFK3FWjKPlIQ4lJw5c9pcYw2WbSd0njAMmJ2tUSjoc+aKafTwSkIYBNhKrxPLtlDYCZ0HpTS9xCw+27LI5jPJnpOVLkUgFIr9V2sv+eDQeSqVBvlAz/tVtofjhzoqDtiOhZQgDH3XcV1iFZMz21jl3HmsxUUKa7SOs2b9JsI4IjLUPxUEBGFAoaC9z7EMiGOFY9uJjNi4cSPvft+P8Lu/+RkAPvrRj+I9/AH+/b/5FQAee+7b3Hrf23E79drNOoKtG9cgIi1ALlQW8Db0cW5I62Z9dpZ8JouI9HMRUhEriWu89MIS2MImCIIkCqKiGOE6REamZVwPSwhWmrV86vgJ9tx0A7G+DaqewzW338qooVaPnXidbddLco5eu+6qLrr7eqnNa0rS1Rs38/gjnyPjacbA+h1bmZ2eobOl9Y/6q6/Q0ZFnMgzoXaWpU1PzVbJenhMnte62bu0Am7dso76o13I+V8TJZLFNRKOpPLxiL1UTvctnWlhRnU7DUpiemsR2HVwzhonpWXp7exO5XCqVCHwf23EQhqHQaDZR0ueuu27Xzz7j0qw3El0tjmOklGTNNQMTcXwzuCyU/unZcaJQh3Om5mYIRcT6HVrpL3eXmZmaYnWfntyWsKnX6lxzgxb4oe8zPDTE2r41SLNgtm/ZQkfXajqKeqNqNOpUqzUMnRalEtrr3wti2UFCiGRRF4tFduzYwdatWy8xFMbHxxkb1yHhVqvJ0NAwlcoCACdPnmR0dIRaXYeAvvrVL2NZNrt3a6GwbetWDh44yOKinrwzMzOcPHkq2VyLZtPYvXs3AB2dHVy15yocO8PBgwcAODd0jupilXpV8+E0lcajHeBxvSxREBHpx0YchiwP3aPa3GX9fRkGCCGSZ2fZCYHQPBMLIRRxm3McQyQEYCeUBNDsIRW3+fVK0yDMqaJQT2hh6c+DINCKhTncdhxk3CIy7zqTzRAjUeaa2UyWZr2ecB0tYSFsO+ErJ+8OgTDGRhiGtFoNWr5WVEodJTo7uxmb1ot8YWGBFFcWwiBMclMajRaO4xAYhTuTzeC6brKWWq2WnhtmYt9//wN8/euPMb8wT6mkDb4oiowS3XYASFqtFi1zzm8/8xTz83NJkN+xbVzXTSgdQeCjlOLue94OaJnRarVwHK1IrOjrxSp7NJ0lmppYRqXT1xRIGbcp/kufLVm4KLGk+uvPNQUPwLZBKEkroz/festOLD/m9MuakmhHClvC3OyseU5ZpqenqSxU6evTdJsPfPBhwsjnmWeeAXQugmeRPDvHcfTmvszIdlw3yW3Yuesqbr/rbqTZ3F544Tu4jpsYGmEYEQTN5Dnbdo3RkQlKJb1hljtLBEGDseFzxJE20gqlPFt37OVnf/on9Tl8n8/+6SMcHjwCwJFXn6eQdfBsLTMazRDXztC3Qu8plZkGlfkmOaP0z87VqLWa+GZ+zFUr5LLZhJIYxfqdd3R0EATakJS2y1x1nqLJC3r11RfoLPWyc4/mHg9fvEgUKToK+j5ay4yiFJc/1g5sIDCOxumZGYRl0/LbuXJLVBWA2AM7XDKElZRYrkNOgaiaOWsLzp8e5bYbbwRANhtUiVBtKm5oqLjGySClxLYshDE0SkIg/YC6cUxdiARbdu+kZRTy8fEpXBUyP62VYyeTp7Ori0azyYLhu3/iYz/MoYPf4UMf/gAAv/7pT/Fjn/wpoi69Dh78yLuYn2/hGI/d+bOn2DqwhuFzOndSWDmsfJYu46CdnJqmGDZZqTzzPBSecbgACNsiEgrP8zDbO2EYEgUhtlnvlhA0F6oJnTdqBJR6ujn8wkEANmzazGIQsm6rdvBu3bKVF559jnUbBwDYvGkDTi5Hc1brTQe+9g0sJN3r1wLgOwK/0SRjjPXOTIa1K1fznYODbNqt84bCKOLC6BSdxth59sDzbNmyhcrUtLmtiFqzwa033QTAmXPnGZ9tMjiicwI+/L53MXbyEL09mmJUVCHVZkxknntHRweLlUoiT+qNOn5LUzWNTo/r5MhmCrhm/kUyRgqQZr8Jo4hSscTYmKYYrV03wJvFZaH0CxnSvUJ732+7/U5aUUytpSfzpHnQdrKHCPwgYNtWnaTl+wE79mxBNiWlgrZ6wnqdycYIQa/mw2/atImbb97P8eMn/ueO+w2WQ9sL2EZfXx+rV+uNRcqIm/bdxPiYtor37dtPtVpNPGLf/ObjDA2d58QJvaBef/0EruXwtjvvBODs2XO0Wi1mZvUirtfrOI7DoNnYLEtw+tQZLJFNlNsH3/UetmzZzLlz2vv0+DcfZ3h4GEu0FZcQ1/XI5PXvTuRhWVaiuIRRSBj7Cc9MmMXfVjaiOEAqi7YRIWOBEFZifYahtkYttLIO4DoukQxxshlzLkkUh0A7D8BEVsy1pJQoJZN7UkoSBj71WsU8ZYXtCJRRdPRPKvEkCMvCEvqe2oqEEHrEYlkKsud5hJG2lpuNOseOn0IKY7kbL2eKKwdSyWRtxbGkWq2Sy2mFLIoigiBIEljjOKZWq9Hb0wPAyIULXBi5QD5XwDYJpa6rEzOthKcbIYTm+QPUaotksxmdOI5W+oVlJZG8npUrmZiYpLNcBrTsOHf2LJ0mj0gUMtgdWSKTFSeU/o6wljj7IuHD6t+9jOaUL49iLYclLJOI3/ZQK0BgGYO7RYTyFGtuNsnDLZcTh16j3tLGbm/PCsZHx+gsdjA5pb3kR44MsnP3Hu55+/2ANsqfeeoJpqenzXO3yLgyyZ+QSpEt5PEyWtkdGR3n3IVznDURjnbSY61mkmwtC99vJZGA+WiRWrVJLq83yM2bB+j0XHp6eliYmwNgZnaGaqVJb08fABs3DfDRjz/MjzR/BIBH/+rzvPLKixw58rK+TzfD/ELAuVNaLma8LPPNRW67/RYAxie/g+NkEmMqjiLq9TqeZ5K2bZ2sXK1WafsyPNelGfisXFUwz0UxNjHC3LzexwY2bCQgZmFej/m11wb5uZ//1b/xvaW4/PD8oUNJ0n2+t4dSzwomTdGO+swCnrAoYfYXGVKnnugHluOA1LGsYEwfk/Nb/JPbbsde0PPBQuAoh9AU3UDotSPahoNSYDtJlM+yBGGlimeKdlycOMbePVdz/BWdEH/znbfyyuAhspZWG3OOw+JihUK+g/ve8Q4AXj36Gju2bOOX//U/A2B8cp4vfeG/4Zhctpm5Cne+7R1cuKgjZn6tzPz8PLG5zzhoIQOfoKkNGZFxWMxYNOd11L3PzaEiidWOiFh6/5axQrWdBLatk5DNd4SAUEHQ0s8h72U5c+x19t97NwCNuSq5ziIXh/SYCiv7cIp5FutaZk1OTqCmoWycKU2/xar+1fSu1rJhemyC5sIipS4th7fs3sHY0DADpRzzx3Q08errruPJ6VlWGUaIfzHgxIkTvP3t2mEjZcyxwWM8/4KWJ7YtiGTMtqv3AfClpw7yznvuoDJyFIAVXo4VWYtItp2MOpralnnZbAHbcrVDx8y3bDZLNVhERvpZF+hAKYVtnEhZ22ZsbIxVfXqM7XO9GaSc/hQpUqRIkSJFihQp3uK4LDz9K7q7KRV1GH1+cQ4lYiLDUQqCFsICKfXvrusxvzCfRABCIensWcHC1AzCRJWatSrKVYmnplDMoqRk3Tod4vluqD3fDZZHAizLwcJh3doNAKxftwEFzBrP/cDAABcvXky8j41mleHh8xw/rkNGw8PD2JbNBnMPN1x/DQsLC6xbtx6AsbExTp85A9Ji5KIO+Tz++GMcPryS++67F4D77r2fTZs2Eob6wbz66iAvHjjIufPnAJ0pHyuZePqjOEbGIbbh3mQ815QJbPN7dNWTsO2JRPONA9/wex0bR1gIIYii5ZwzmZSyC4OIKI7ImyoElmfp8qRJxaCQKAppNbUlrykWS7aq9t5LjEMVISwsayk/QyldUQilLfLkOOIklUAhEcJKPMErVnTht2DRlFNb/HtY0SkuD/i+n1R0aLUC1LIyk1KGBH5MZOatHwQoYbN5+04ABl85jIwg35Gj3KVDtEEQsGpVH17WeM5yeQqFPC+/pL09MopBLUX7pJKUikWCQHvBtm3dyv59tyRzbPjCBZyMR6HLcLx7OsBeKiPbrqijlnGF21S45fjbvPygKUKO6yQlPmlnu5hzi6T8rsmvKSoGbt/BpnkdRT1/5CQ9vSvIZXL4phJacf0A9XqdQ4d0NYy1a9eyb/+tST7M4cOHOXvmFB0dOveo2WriNEMGBjQF4M6772FhYYET7VwGSxEEQULviaKYzu4e1ppKGpVKhaDVZMzkdI1PTrJ962bK5XJyDRH7TE9OMDejZenFC2dZu2GArdu1Z/bjH/s4P/yBh/jy174EwIGnnmZ4+CxK6AheZb5OuVxgfFwfH8cxPT3dSR6ZsMSl5VmloRlKmewlc3NT7N67kUKHvo+Th07Rt2oNFePpH0HQaDQxgSPsNiUkxRUBx3E4f17T4CxsnI4Ott+sq9rUBnZStCXjZ/XnYWWGTLaAt2ioGEREUaTz38z+3l/qwm7VkuizVHpXbUef/VYLL5NJ8uliW3Ph43bZac8hoyyUqWrVl83x1Ue/yF5D9x18/gVWreuj0dJe9/npGUrdZWr1BQ4f0Gv3nnfdz9T4BHMzOm+pVHRYXJymUtW/3//gDxEGkmOHNV14RXcvtVa8FDF3HWbn52lPZct2iFRMkNX3MBn79NoueVOGVBmPvnCchMakbBvLspBRu+KPXn9t3a2jt5vRo6fYsnsXAKNTE6yQK+g1dO9jx4+z+/pr6O/VOQDHjhxjeuQiw8bzbyNQUjJxQus4CwsLrN+6mUyvluv1WDI0Msy2nVsYMPLi2RcHuXNggIPmfa/o62dqaopvfespANb0ryGfKzE8dFGPsbNIb28vtqujvtu2buf5l14jI7TMlD0FenOSbE5HO227RbPZSObWzOwUpWKnzl807zvCJ+N6BOFS3mgmm01YFrGEjs4yDRPNbkdG3wwuC6Xfy3h0mXBLoEJarYCc2VwXKxV6urt00ingeh5xHJHLmUSyMOaOt+2nXChy8rTeSBanKqxZv4aBAa0QR1EA2Anf8h8X4pL/lxscAkmP4ZX2rFjFzh27k/sMoxYTE+PceOMIAMVCgYujF5mf1Qty8NUjDA+f58knNbdWEZPN5bjtllvI5rT1c+rUGarnFvnDPzR1dWXEmjXr2LZVT+4d27ezc8cuRgwv7MiRQU6fPpPkEUilEMJJlKUwlGhVwpTDxMZSioKpHx5LSRgponApEViiUKHAMcJMxQ5RHBIGml9rWQLLFgSmFKLhovo/AAAgAElEQVQlLBx36T0ppWv2t0t4tWsBt5UEKaXm7bdLm5la6W06UBRJhKUXvkxCiEIna7cTti0H27YTekehuIL5+QtIqd/Fmv7e/+EbTnF5ok2LSerGtwVmrJXLGbPZve0db6dvdR8nTeLWsZOnsF2P9/7wQ0ni5cGDB7Esi3KbnmPBwvwinmdKx8YRtmXhGOHrBz6rVq1Kaug//8LzfOChhwkNJ7NRr1NauQKV0/PYLXv4Kl6inLWz0ZVeE22EYYizrIb9ciP4r3VXVyxT+DF9PVRCERCWACUQ6LUlpIUiIijrtbTljuuoTFYYfvUEjmeMGV/TotrGy9TUFBeCgHKnVsCvvu56rr/++kRBGhoapq+vnw2btCGBYzM9NoIyY4ikwhIk+RZSKVYVi3z4ow/rW5CKQwde5CVjZIyPj3N+eATr4hi9pg/LVTu2YCESmTA7P0vDbzI2puXe6r4NbN60nQ+/94MA3HPXvXzqV38ZxxhQUvnMTU/w8iH9/vv7VzMj5ikaStLY3BStZnNZ6oRASEEUK0JDlersLOPaVfo3aarU0WMu0zOzeGZMw0PnyRc6kdLQN9IY+xWF5UqVlBAs1Hjl21oJnHc93vXwR3j0848CMNC3itvX91Ff1Ipmu5+DJSwiM887C0XCVpDQXJRSRFGUOP08z8O27WTOiTjGdRxDhYV6o0Gxdz2ths6VsZt1ViqXMye0kzCfzSKaPvnVmhvf19PLYrOBl/VoVrVC/Ee/+8csVmcZHtKU4hv3X0Pfyh76TS+A8dELnDl+gs2bNH/+zOlz2HaGrOmxMzY6ju25SdnRNmUyaxx4qiPPxfkaqz0tK4pKEjSaZBDI9vyPJLawUYbWGMUx2UyG8TFdPrejs5NMZyfjRsFevWENnuclPVU2rF9PsbMT1anHtHnTRsZeO05snMSlzk4sy2J6Qpc6XbGmj7qS9PdqvevQM8+z49obqC5W+faXvwFA2fJYHJ9gT7+mBA0ph63brmVhTjsFpBLMzM5TLmtq5mJlAWFV2H+T/r1QKtEM46S888nZBXLry2RaWq9yhcJa5kTI5XLU6jUcx6NsCh60mk0kMZat9WDfj/AyAsfxzLNuYJtcRdB9Qd4sLgul37LtRAjGoeZvC+O2n5yYwLIEWVNhotFsce111+F55mEEEVJF1Jp15mb1ZC54NlIFVE1TCaU2MDc3R7fx2l0++OuS37Y987/LwIY8Axt074FYRqxdu56WyTq//vr9ZDyXWZN0NzIywpGjRzh24gy7TR3duUqFublZQiMobFsxMnKeIdNL4LHHv4ZjZ/DjNmdfEMYRBZO8KJTCca0kcbDRqBOGQTJZwzDW1XGMy1xYkHEtXG+pBrVlOHuthlbypVpqBASmEka0vH6PzhUQieceUGEiDJc3/QHt6XQ965K/62TjdmLh37K7quXKkG04yPqYyYlpBBYdJtch5735GrgpLg8sLi4mSrBtKla0c1Nq1Rrr1m3kzjs1t3XPdVczMzvLyS9/FQCJxSc++Ul+9uf+d77x2GOA5pkeO3aMyBjlsR+Ty+UZ2KAjd7OzM1RrNTJm7q9duRIpFaPGoP7ABz9EFMWcNNVd1qztx+su4fXrTbkpG7pWtVlrUup5bFv2JQno2lFvuMKWhWWJS5prwaXKvxAiSWhuFx9Y7vkXkBgmbSPXNjk/IT75vixX33cDcyOGP39xmnwoiHy9JlQQYbkuNVMs4PChl+hbvZqNG7WSHwQR5d5e+jdoRUIRc+70Sdo1hYIgQCCTQigdXZ3s3bObllFMDhx4kfvvu5ebbtQ1+Z977jucPHmCkYsXuXhRKwYzU5OUSkV6erXRHoYBYRQzP79g3s0cr584ys4dOql2265r+Y+f/k8cOqibEn3rqW8QS5I959CB7zCwcRPVpj6+Ua8br37bcaMjmlLGWKbZ0kKlwt5r7uaZb78AwOKCpCPfQ3eXSUgsSSzLI5MxzzZ689U2Unz/IYS9TJ4IbEdgG955ud7k0d/6HT72CZ1IXr1wlvrpU3hKq1d+rPNu/GZAZ1krdUEUgVhyCbaba2WMnqN1oKVEfksIkDrKABAqh4v+Int36r1+4thR3NiiZIpOuFs3MTYxjTOtld2OFfP0bR4gRHF2RDtHr9u7j//71/6It92hE1JLxRwZt8DZM6ZJXaGA3wqZMBGwIAipVhew2g44C+xlzbdqzaaWWQU9xvmFCo7nct40A+vJZOnNZ7BaMmme6UcC1/OS5loWgjCKsA0ToOG3KJc7WbtBO3DPL0yxqtzN9IRmeqxa00/fmn7Gx7UseOXZp+ko5OndoBkRo0PDjA2NsNLkVi4Sct1Vu3nhmef1mBdmueGBu/EujDBjZHM9qFIq5okqWn8Mjp3kln/6Ef7qc9qg8mWLXXt2c9rkBLXCgKJSfP3xbwOQydhs3rqFSVNjf+fOXRw6c4xrt5mqkbVxrKCVFHnQTVNtbEswb/KUgiCg3LWCwWP6XWzfsRvXW8oZU2h53t3dbZ7bm0fqb0iRIkWKFClSpEiR4i2Oy8LTL6UkiNqdLkMcxyZjKCPTU1OUOorEhg5S7iyhlEzCwWEY4jgeCpuc6frYqDcodRQZGNChVsf2WJiv0tuz6h/71v4BECx/Pbbl0lHqodylrep1awcAGNiovXPbd+zmxpv2MzM7xZgJjTUbEe985zaOvKp5x2OjI9TrtSS8H/g+0bISgJo6IxLecBjFKOEkJTstyyaXLyad5BqNBpYl8E2pS2loPUm5PcfGc10ymQzFgqntH+l31/ZghGFo8gRMHkEYEUXxMq+awhJLXjZQl3TstSwIQ5FQkGzDEVzu6RdCIOWyLoBSYuEm35FKIrBompJarZYkViEZT99HJnNZLJMUfw8oJZJa8kII5ufnqZrcjFtuv4t9+/YlnSm/9uWvcu7CEDNzOmr24Y99jG07dmOLiHfdq/Nh7n/HvTzyF3/O+bPau3P+7Dnm5ubBlMMsFArc84638/jjjwPQ27uS06dP02l457btMjMzmfA6i50lWp7CFIjSJeuWsXOWV9xP5qmUuN5SqVHXtpHLolq8gd2zvGsuaKqM0q598/dLO2a2KUVtfn77+3UCSuu1h3LV9jWcee0Ui0OaVlAuFVD+Uu1vy7Ko1KqcfEp3Mt6/fz/5chlpyvYdOXKUhYUFXFNdQ6FwbJFwncMoorOzg9/+7d8BNJ3nK1/5CjfffDMAe/bsoa+vn8HBQU6f1u8ilj7zlRqh4QVnPAcZC9MDBCoLdZSSjI9pj+Wxo4Psu+U2rr7xagD23ng9Tz7+GM8ZusamrQvMzEzSs0rvF3uuvpbHHvs6nYbC1Ggsef4dz+Q7iR5ee2WU0fP63TiqTKvVpNnS97m6bw3r1g4wfGEIgOr0BCmuHChLIUxX+diUz2x3qi/ZDoGAlabClHJdGkFEaLUjAy4yiPE8LzmHNKWx2+tCR/WsJBrpeB5Sxks5QlLnJLnm855ijkwhy2svar79zTfdwqvHX8czNR/nT55l1913cuLFVwDw52YYqi4yS8wNd+ja73/8B/+Fu+++la3bNH1ncPCAptet0rSWAwde4MYbb+TgS/ocQRxjOQ6hieoVCkWazQYN0/8kYzsUCoVlHcRjMpkMXq+WHTUBIlZ0KIXnm3XjWshlFEVLgRLm+QDNVgv8gGef0PLkrg+9j6nhi/RtGQAgn8szNz/PueO6w25RuARdWXaZHh5j07OomXkmTX7Oze96B+dPnGR2UkdAPvRTn2SqXmF+biZhMOjOQA5ZUw3yPTffxIuPfo1PflCXNv0X/+FTbN62h14TWdy8eRPHjh1L+j/VGg3Onj7D+g06LymfzdDZvZKnD+ueSrdeu5XmwjzFQEdllO3T3VVmenp2WV8Xm8hv0VXWkcKZqTH8qJuiKUOfy2YplkpJJ+PxiqlH/yZwWWgzUkrqJlEsm/eMIq+Hls1kUHGcNE6pN1qs719DvaG/n8vlieOYUEbEZgEVikWajRYdJS2kw1BPvuWJnFciMpkMEr2RKZN8167rWiqX6Owss2bNOnbv0pvZvptuYXp6inVr9OQLg4CJ8VEOHNCCYs2a1Rx65VVavjaowlDXim1TZeI4IgiiJYXacY1hoD8vd3WzceMAt96qS92Njo4yPjrBWcPnXVio0Gq1qNcbdHfrhb9zxy5OnjyZCIpcLg+opG53HGsuXPsaQdDEdTMJ9aCdENxOdEQo1DLucpva06Y8hKEu1WlZS8qRZQFSJeUYM04GsYxXbNsZglaTjOFrt/MPUlw5KBYKCe9zdr5CR7mbO+6+B4CrrrqaZrPJ7//+HwBw3TXXc/Dll/jEJz4BwNjYFPfcdTdjY0NMjBkuaf8aPvKh91Nv6XP+yZ98lsnJSZ55SiuKt916JxeGx1hv6iUfPHiQfD7H/Q88AOgyoadOneKqvXptVltNejetpmmZ+fyGmvygqTzLDVzbtpGxTOg97fyWtoEg35Dk20a7ZKeUJhE4IQq3Deslo0EqmfTQEEIglM4vdg2luRUt0rdpFevX63B7s9Lk1EtH6ezWuQ5+vUkkY7KmHn2+VKRn5cpEhoyPjgIqobcIIWg1/aSU6d133cVitZYUMPBbPr29PTz1Lb3pf+XLX+bBBx/kve99D/l8zryLR5iYnEjoPLValbn5BXLmc0vp8qmuq5/lhZFx5r/2dXbu0srOjj3X8MB9d3PP3XcB8Jef/yIvv/AsxwdNknbgs3Pb9qTXQLMREoUR+UIhcU7FccCxExeJw3YPlBaVuSY7dl4FwPxijb29K3ncJANu2br1b3xXKS5PxFJiG2qNbVkgFMLsHzKWOK5gdkI72+YvDOEqdQnl1Lb1Odp7jGVpoo602mtToiwrUeIsywLLJlxm4CNVkvMj/Ai32qLX8OWPDr7Cuo1bOXNK00E6ci6nDhzkxndomffCs88zOzXD2+69mwun9dravmMLWDG2pddFV7kLYSnOm8Iee/fu5fCrr6LafHEpCfyAzg5NKanWFnRZZMPpz3d3Ui6XaZkmh8oylGGjTAdhyFyzSXcmR9bQJNd6eV0opL1/A7EA1yg2zbhJpbKAZyjHmwY2MjMxlTRSLHeVmR2dWJJhq1dy1VW7ODWq83kyHUWuff+DnBw8BsC3H30Mt5TnwQ/r/J5QQKfM8PLJEbKmbr6IJZValV3b9Rqtxy3Wuw4jn/9zAP639/ww3zl7jnFzX7Ozs6xbty65b8dyqFSqLCxoetDrr7+unZ9ZnR92+sI8a3oK1MOamVsKq1Enl/WS95stFFBSstHklGWLBdxMjnq9fUxIxnOYMOVRy6s28GZxmSj9UcJv0kl3gtkZ7XVrLCzSWcyhDOlTRboKT8tv88ojctkcZ0+eo5DXVpBUijCMCBMeeLt2/ZWr9CecUpW475DIJQ8bIESI7SxVEMlme1m5spf2Lh8FIZXFRW64SSvp1eoi+2+7kxMntKA4evQ15ubmaRmPt+/7OI5DaIypwPfx3Aybt+jFsGXLFp544kk++9lHzCi0F77tYQPB5s2bueOOOzh+XNfAPXd2SDfkSHjIkjiOkuZcQuikqbaS4HkdRLGiZJSIXC5Dy2/SMF7bll83VU2M0RDEpuFRm9+s67RH0VKXXxuF6yxxnev1GrlcHmEZTw0KSyhs1yzAbLtFRoorBfV6narxSO286mq2btue1Nl+7LHHOXz4MB2d2oty9uxZtm3bxuio3rTf+cB78FxFtTLHim4976amLjI5NcWGLbqKxCd/4ido+REF07U1iiP8KKBS19fcvn0brutx+BXtJfPcHNt2biNq1+EuZIhsie0YBT5Sb6hMtSSr2l4vKXRFMqtddcpS2gPYVvYT5X2paZewRGIQW7aFjEVC6lTtDr/LjIXlFcfalYMsLPzmMuPDdYgcU1gh63LNvdcT100jq5FpKrMVXFPByxYZhISThiccqZCc5yWKQBQGtPyAbqNACSn44le/zExb/tcaxHGYeNkdx+XRRx/lW996igce0L0C7n/gAaIo4sknnwRgZmaSkYsXqTc0lzifzVEsFpMNs920rB0pmJmZo29VP3uNQfahDzzEg/e+jU//2qcA8P0GQSzoWqHHvH4ABgcHCcMwiZZYliAMJa7JyZIxWJZL3dQwP/TSS5w7P0TFFEnoMEmAKa4MZGwn6QqP0nluSe8ZS5CxJL1GaRytLpKJ/WW2tcB2HUQssdo9cFot4uXNPs33wnZ+HDr63BYDQRxhCbBdY0hISctfiphnFIyfPcuKPu2ljxR0Li7wxb/4PAA//PF/yoFnn+T8S4eITfGAcn83w5OThIFey5s2buHQSy+yON+uVmfheVkKxvs8V6kRha2kWl/O8bAz4JX0fbe7h7edLcVCkSAIyGe1YbJYq1EoFRmrLNJhHBFR1GJjrjNxZrpS98FIqpcJaPk+edOM9It/8mfc86H38uxjeq2XikVGxka55sbrAKjWa9RbzaTBYF//ahbDiNIqnfS/yclwcWyUyRGda7Vmy1ae/NxfQhSxc4+W7RdOn0W2mpw6pg2Fjq5OAtnCMZV06i+/QqHR5Gd+6qcB+Le//ml8v0HG9Gzp7Oykq6s74fyv37COjmKJhnFU15stJqanaVW1k+Ldd15LtDBOFMd0mPtsNhr09PQkTp9YRsRhkw5j/CxWa8wtVJiu6nc3K9p9i/5upJz+FClSpEiRIkWKFCne4hB/rczb9wFf+eLvqN7V2hJTKkaqiOkx3QGyPjeL36yRNdbizEKdH3rovYyNm069tkWrETA2MoFrvEWWm8HKdfDud77HnNNlaGiITZsGzBWvPFsnCeWLpcoby2t2K6FA6WjAG+MZkeHw25aFwKbtPmiH+5tNHSKq1qosVCpMjGu+24svvoiUimPHjprjbXbt3skLL2h60NTkLI7jJOXMlJKalmOqgQi0d7HRaCbficKY9evXs2mTrkpULBbp6+ujYerw/9kjf8bE5EQSrchksihs8nl9fEdH0fD/9b23giZxGFBNQu81bMA2Xhf9nIwH04zLEbHuytuuVy6gWCxh2zpSVKtXicIWa9dqykEuF/HZR166csNEP4D4J++6S920X/PAb9h3Kx2lEr/zW78JwOtHXqUVRnzkx34cgOeee45773uAyoL2cP3iL/wi54dep9FcSCJrcRji+z7Zovb8u26ezZu3YTvaMzMyOsGf/NEfEZq6/JX5OYIwpGC6OVuWRbm3TGmF9lgX+rvws2HCC27LpHYn6UuYOm2OPaajrhHZtqPzV9qRODAde2Xb84/uT+G0e2LoevjLO/QqqVi+Ayyf5Ca2qrt0y6VvCUtc0h9AyqXx2hKCSou5Ue1lX9mxCldFHHjuWQA81yaK4iSfwvd9srk8t912WzKmc0NDHD1yxDzHClJFSZSuUCjSajUpl8uMXNDljPtWr+He++7lmmuuAXSu0eDgIC3jZb94cci8h3bOkUX3ijKlkn6XnR05OjtXJKUGS8VuNmzcSGdZv6szJ07z2OOPc8xEK6cmRunt6eX48eNMTk61nwJCKITpkGrbDlJJoqhNQ81dUo0lDENOnBlPZcoVgl/as0WpJFJ8aQW5WEqQFp1bNI02qtbolCLpLWRZOp8sVlHS80b64SU0VND7c2wif7o0ebxUMcjw/W1DvQujCCFVUvVGCIHnekSmVnzDUvTv2EL/Cu35f/SJJ+jsKuLPL1BYofe1mgjIdBXYukPX9q8szvHSiy9x1VWaknb67Dm8bBbf9Eyq1X1apkJPG3nPTtYy6PXbZlh4rkuhWKRR1/pFo6XL3lp2Bkxugwp8uqRgra3Xnggi8pZLaJs+Pa0QP46SUskz83Pc8+MfZuNuXbXoyKFXKBQKBIZa079qNVMz01RM5+u1ff289sphelfoyFrLb3Ht9dfx1Oe+DEDnyi7GTp1j/cAAOcOfr0xMMDM6nnQVt2wLByuRjTEKXJfzda1z3PuTP8e//Pf/Lxmjo9i2zeLiIkUTBS4W8/hBM8mNzOY9iuVuFme1Drvv2j1sXVVi+MRhugqmeqOlq0UVikbv6SzT8AOkefa2m2V0vk7L1XlH+VyOX/jl/+9NyZPLQul/+dCjqt5sc7wzZLIOB57Vpc+CagXPtbCE3rjqkeLmO2/T5SLRimur0WJybJqebp1YUW2G9K3ZwG23ao5mLG2q9RrljpK54pWn9GsKi6K910oZX7L49N+WWlnr/9ubzFIIGmQSzo9ljC3cJJSmz6cSQeT7AefOn0l+tyxBNpvBNYJlbnaBY8eOMzioW38fO3YM3w8uMUY8z8N1l5IPG40mrusQG8pBJuPx8MMPJzSHfF5vxFVTsu83P/NfyBc6yeX1NbMZF8sWyXNo+HXmZqaSkoEy1iF3112i6rTvrX2fNlpLWUpQtujp7cVv6d8bzQYybjAw0GPuosaf/vmr6QZ9BeFTn/o36uZbdMJaFEb8x0//OrMmeTIOQuxMhr3X6mSvQrFIsdjBj374owBs3tzPiwefJQxjsoYzK+MAFBRLWomvVmvUajVs8/nNt9xOLlPmyGs6JPyFLz3KwsICsVk7hUION+9S7tObl7euCJ5DUqtS6MTZZC0uU7TFMiVdD8YoAo6NZdkJNdL3fZYK/JtynVIusX2MU6Cdy9JGYiS8AVJJHNtJZE8bb5Q7lm0tYxZJLNciNIlltbkGZ559lTjhu1rYnpuEuqWA+mKNNWt0Sc93vOPtxEqwYPj5x48fZ3JijOlpvUG2mi06iwUajTqrVuoNr9ZqEIYRfaZhz33338/atWup1bQM+c5z38GyraTAQSFfoFjMs3PXNgA6Owo0m42k7v/MzCwdHaWkF8G1192C62Y5eUIn4v3pZ3+fxcVFGs1FzhzTIfwLw8O4nocwPG6lZOK4AJ1HJFWQ9ESQUnHi7HAqU64Q/LOdm5Sb1XtQKGMcsdRgKgx9wjBmw049n6JqA0+ppBRuLJb2b0zBEksJVCyR7lICq5AqcUSFlsJd1m8GpffrtktPRbFW+s0YLMfGsm1cw9iOEEy1qvRtWA3A+MQ8t9//ds6ePcuoaQi6GLVQWbj1Ni0nX375FebnF5Jy6IEEhaBe17pZy2+Qz3VQMaUsLcuip7sLu32fUaj7gLSbdRljJ3FKOB6VSoVsNkve0/t8M/axkXQa/a644NNle7jtJmSWoF6pUTAGeLlYoO553P6edwJgZ1ziKOLUy4PJ72EYsnmbfhdnT51i84YBpse1E7lr/SoWRiYYekk7FXLCoRY0WLdtE22lIp6dZ6FSoWUaX1m2TWdHB4GhJDabTRwBDUMp9nMdeFu28aJxQpwdOs+69QOcPKLHtG79BqanJ1jVp+VL6FfZsn1HIo8sy6KYz3LP/muojepyqjlC3OxSKVPPy+JlHDxTCGJkPuRn/89/xRce/SYATzzxBL//F9+8cpT+Qwe+oIJ4qQNvLutx8Dvam1zKOFQq85TLOnlkqlLj3e/7IRqm7nuj0cJv+oxeGKeQ05aVm+ugZ9Vq9u2/A4BarUUkY7qMtWhdsUq/bo4FOuk0k/H+Ggc3jpeUWdAJr8uV9vZCBC6peGO+jeblG0FiWbqOvvl+FMXUajWqVW3hViqLuv6wSQTO5/PUTU1rgKGhIQYHBzl16hS1mrb2fb/Fhg0bkgoBjUadmdkZHn5YJ9asWbOGfCHPjNnkP/+5L3HktdeXmrFZCsXSPcbKZ2pqgprx9Ms4xEYgjCJkJ5uwSp6VnfQUNp5/12Jgw0ak0sJufHwC24ro69PzyXFC/tufvZJu0FcQDrz4jDp1Riek/dZnPkO9MovZX3Ecl/e8/yGefV47Fh5897upVKr8ws//IgAnTrzC3PwEjpMlNNx019FK9eSknpebBjZRKOaJjDdvvrKA6+bYt+9WfRErw/DIKL/3X38P0FWo8l0FVu8yCbCebswjkoJS8q8p00IIlkz2JSgTfRCWwHWXqlCFQWhqf4s3fL/ts9cVe1omspfJZgzv37nke8lxLCUjLvf0vxHtxGJgmXzRf4vCkE67xNnX9GZ2+sgJOpxCwq+XUuF5TtIQMJvNsXX7Lvbu3as/V5J6tcLrpoNvdbHK0NkzZDIZPX49Any/pZMK0Q19Vq5cxUMP/QigucanT5/huOHoRmGI5zl0lLUBt3XLAK67ZIiUy2VOnTpFn+FHd3X30t+/li1btpjnBMNDF/ivv/t7tMx9FEtFvvToo7TMOZRS+t1Ybc+/QEofy9JjjiPFibNDqUy5QvAv9mxV7X1NORau5SRV8MIwxA8Crrpaz9nW/CKtyE+MdceyjfGtEKYghYwUtmUnRmKsQiypk0gBlK0bTiZRujAklPFSDkmskIKkG66wLM0GaDfRCyIsbOYCvdb37L+F5187jJfLcsPV1wLw4pmj4MDK1dow+Po3vs67HnwwaVIYhSHNWFI3nnrLthHKJjCe//7+fmQc8v+z917Rlh3nfeevaocT77m5b+ecuxEIIopIJEgxi0GWZEkeiZIla0wte2YsP4yt0cN4lv2iNbblsWbksMZKtkb22BqLkimaokgBIEgADTTQ6JzD7XBzOHGnqnmo2rXP7QbBlkayuzXn41po3hP33mdX1Vff9w+R5TGFYYhSyomuRFFMs9WiMmTW0SQ27tv95pqe8KlWPDq2yBcqCNsxW0qmQOupjDiKXLdzfHyc5aTH09/3aQC2bNnC8TOnCbLCg6XT6bDDmuRlaUpzeYVhKyQyNTXFt37nP9FZMvNNbWKU9Vs30l5YQVkVwltzt8jaPWcIqrRmqNFw5OEkMZsb384/o0PD3FQZ4bg5741PvMA//fV/TWjVD+Juh263zfLKgr1u69m9d5crZES9HkONEbq9Ng/vNApAo35EVUSOtemXQkrlCmHd5LAPPfcxTly+yTk7r968cYNf/vUv3T9J/5Ej/0Er27bSCoZHqvyWJYduGh8lCD0sd4R2nPG+Jx8Fba2ghUetUuaK65oAACAASURBVOH0iXPU7C5odHIDew88yPr1htF849Ysw8PDVO3z9+NMq5RCqaQvMRBr1AFMwm9gK4VKjbSbBfcq+1j+ngIqZF4v1iTH5nu1e522igTOMMQuaHnS3+tFLC0tucW3VqvZiVE4Z9OlpSWazSZHjhhjnFOnTuH50jkRz8/P8YEPPMXuPQb+88aRt/n6H72MzKFbnulWhNa8I07bLC4usLpi5a9UioeAvip+HnmDTqIQUjqDIIQiDEO2bzGGQhev3SAslxkdMZW+4Zrm1//1S/fjbfP/2/hff/Hv6//73/5rAOIkRukCglIu1fjUpz/NnG0Bj46P8Zd/6EfZs9Mk5OfOn2BmdnZNIigEBEHg7nWVpARB4GSCK5USV69eo1Ixi1W5UufxJ59yCh+/8i//BVcXbrD3CdNK74nYugSbY8qUumNeun0TUDxeiB6EpdBtsoUwpN1+wE6/KpAQAiFFcd+TVwrXwhXce2UBA3yvm78/6b89pJRkQqOtF1XJC5l+5xKzV4wq0vKNWdK4MKoSQoInXMXz0OFDPP3Mc65wcfr0aa5dusjC/AK3Zkz1bmx0BBAOAtRqtymXy05N4/HHH+exxx5zi/jxY+9w/sI5yhWzyX/0/Q8hpXS/daPR4I033nBdx3XrJqjXGk4CevP2XTSGx8hSycvfMBKtR15/nYsXL3HGQoCmr10jy7I+mGKA50OWmWOMejEXrt4YzCn3Sfz84T3ajVArr5mLR8RxTLVaZZ91nZ6bmUF7ReEpVxVUWebgPVIDnnTQW9BIrR3sxTCFi/VLK4XSes1YB9MdgGKtzzcFUaZQmXLqQO0k5dBHniHWiqNvms48Q55RBLPjplwpc+bMGSoWklgul1luNoms4lAOMR6x6j3j42OkceRUtJYWFiiXy46kv9RuIaV0HTff96lWGjaXKbokQYG8pVatkmiFv2g2GlM6pCIELbuxGB8aZtXL+O/+l78HwPHTp+i12k4a+eTbb+N5njO5OnzwMM1um/c/Yoi+f/gff5+Vc5dpTBq4z/YH9jN3c4b1k+u4fMKM3V6nReD7dK3CoPY9qo06QzaJX11ZIYoiRq17rtbQVYXK4az02P/hD/Obf/TH5rdoNemsNpmYNNctTWOyLKVaM9dtZWmZyYkJqo1htO0EhTJi+5YpmDOFq0bFZzkN2fSwEWHZvvcBjrx6hLPHDPQaofiX/+6P7mo+uf9K3oMYxCAGMYhBDGIQgxjEIP5EcU9IdqZKU7e7yzSNCYLQtZAyTxJIj2s3DB736WefoRyUyRwWVuJLD98PHKlq6859rFu3jsx2D3zfp1wp35cV/jyEEGSZcni7olpvOyRaOVxtv+yfqQioNe8pCG3eGk+ENM3IuwHulZq1lUIhnCERKOI4de+v1wOq1SqBrcJnWUarZaQTr183EllBEDAyMsInP/lJAD7xiY9z9eo1rly5AkCSRuzfv5dSyZzntm1bWFyaZ7hhduZ5xSzva2a9jCxNHZkoSzVC47BwShlysdbKPeZ5BgCRZrlsqPEkWFox1YEwDE11QpnK3/J8LmE2iPslfu3X/0+wrXQ/CAiCgDgyf3/wQx9kZmaW/VaibW5+gT179nDiHdN9unjxNJu3bGNhYcFVh8MwXNPlUkIipXR419nZGarVKiONXFq2wqmTxwgsdvXzP/x5vvbWK7RSU/XypIdSRWXO8yRZWshi9o/B26O/06b68PhmbAKq77W3OXZppd34FULYz/hOX4SFC/3Jop+wqgFPZ3h2fOosY9PDeznwPnPtj7/yOrcu3oTUHMRqt4uvFVXbGbx67Rq/8Wu/yoGDBwCjHX5w/yHeeOMNwopZM9ZNjHPlymXX+dy0cZhr16Yd+U9rzYkTJ5iyZltaVnjhez/G0aMGQhpFEUop6nXTpTl//grNZoQtcNLtXmP//v1MW+3vGzeuc/DgYcZGJ3nuQ88D8OzzH+SbL3+b3/6t3wRgeGyMNM2YtmZcUbcDSpHYSv+IhRsM4v4IhcazhnJoQ6CVooCQbti6kZ7lJfq+kfd0kDgpEKnCE9JxfAgDNJqcHOxrSYYiH7y+lefOyaQaQEvnNZS5x+2aJgQdhKvKryZdAi9k81aDdti5bopofpFuFDNk4YFxW9GtKE6eMhXup597jsCS2QEWFxeRUrqO18rKChLPwSSbK0vUq1U2WJOq5cVF/LDEyqpZL8teQKRSNy5LpRJhGBLHcQGdUYrV1hKBvZa1Wo16ucpK3eR/c7Ei7EbU/MJgsFGusmJJsEm3R6VcYclKdO7YtYu5mzMc+rDxJzh/4TwPPvwQM7OmK6iaXYYnJigPm7ljYXmZic2b6Ky2UdYbSCqJ5/lIe9xJlrG6tIy0lX0hJbIcMr7JwP8unr/I5u3bXI6zs1Lmxosv8sR6k7PUtz7KxavXuXDR8H+GhhpICR/76EcA+LVf/VWiKKIU9ej0zP2xaetGYlljbIfpUJw9dYyNO7bxwAOPme+8OE17eQltVR1yJMXdxD2R9Ndqw7SsOZcUGs8L2LjZELuazRWWlaZkb8adu3bS6nTRViUhjnsooTl99gIL8wantW7TPg4cylDatHdbrRZDo0NUvPLtX31fhefJPtItmKkgT/rBQH7kmiS9H5Ofh9PA1drCgfJnjO53PrGYjUZBGM4JgPnLlVZ4Ps44y/M8fK/IOqQUSE8yNbXO+gWYjcb09DV33FmmmJra4PCzmYpZv37K6Vnv3y+oVqrOzCuOfdKsg1+2xO5mE08Kp5LS7bSN6kFaKJrkpGcHlxCCMAwYKtXt35pdu3awZHF+7ajDvr378KWZQC+eO/7df5xB3FORpD0CSw4Lg4BMKQdTq1QqaASztkjw43/1JxDA5SsX7fNllpaW1nxevV4jjhNn+JRGiSF02U24aguEHyAszvPK9FUmJ6d4w6rQnP5/LrHjqcMOdqZtwt+fHCPFmiTdbFils+bIo58HALjFyWHp89f3zQP9oXIIwbvg/+Hd4TrF2LGEY7cp0XaeyV+39vUC0NojdV4CoHSHZbu/2fLIHq4vzKOXzPw/OTrG0uqS8ybwtMb3fS5cMCTakydP8tCD7+OR9z/MY48bIvY3vv4N9h3Yz61bZmH3JWzctNE4JmNwwK1my2Fo9+zai9YpIw2j1hH1EhqNBosL5vVJkhL4vrtfstTj5InTbt7cvWcHb739OtVqlZ27jIrIpo2befa5x/mep54A4Ld+67d45ZVX6Fk1p6TbZXlxgfWWzBeEOR9hEPdDxEmCl7vl+qHRpLfrXhZHhMJjYd7cf9Va1RB188JcZnW3hCjc6oUk1RlWpMaQ5qUkyz00NKD6nXhsYcAm+0IIwjCkvMWsm+vGJug2O1y+ZjamelXgi5DOvClkXV9YBAv/GbH49xkvhXLIRz5hDATfOXaMwJOORxCGIb1ez/nueEIyNTFOHJl7ul6tMtwY4uz5C+6Yet2ug+LlfKP8/YKAqLdMpVJxJmWtVotqdZiSKAoZrVbL4eHTUOENVbh2c948T8pkqvj1f/IrADz1ie+l2e2xybrhHjv6FpObNjKxfTMA63dv58Srb9BdMZy/5sI86zZvdJzC+V6H8nADvABbq6S2bpTF2XlXeAkBGQa2KAqloSq+1qxa2JIX+jQ7bbZZRaGo02VisYlYNt+5+2CdXR98msuXLwNQqQZ0mi1nOPjwww9z6tQp/CBg2G5GfDLarRbdjjmGxsbdfPxzP8RXvmzghKeOv0O5XGbXLsMziuxvcjdxTyT9SaYQdjCEoUe3F7GwYG7WPbu2E8cJK6sG46XwUNZhEUALSRQrfvAv/wDf/tZRAJZXmgRBiPRC9x2hd39OskUlX1t8fb9CTzEhCGGq/Xlluz8KHKCkX91DqVxhouAASLmW4GsUQPq7CdK9XqDJVEH2y3G4eeKiUNRqZSsj6rvP2LBhg1tAgyAgy4TbOLTbTZTWBLaqMjo6RrPZxLO/pZSmkpJDIavVOu3mMmluoe371KpVl32srKw4aTThnEltYuPgk5q52RnGxtcBcPX6PM8+9yxf+U+/A+CUogZx/0SlHKDsChqlGVoLfuKn/hoAZ8+cZ8Omja6QsH3LVs6ePUVgq09aAkIShD6+XQmiOKHT6ThFl1KljB/6bp6aWr+eIPBddW94dIQjR99i1WI0dz1y0Bjv5GPJ4lo9vyDRr+GZKHufK+W2Aben4lIaYy1hdwVaGSWdfHES+QbAbQLyf+wCi5UBlLlikP0cXXyjEHduAszfa7HE34F+cEfBAUxVMq9Q6VDy1MefZnXWcHK+9eWvU6nUSe11KvsBaZoS9QyXwvM9zpw9zbFjb/HMs0Z15NkPPs/qygply9laXV1CLS3z0CNGwvPmzVv4vseM5QDUqyFbtmzm6mXDKxACHnroIdLUfOeNG9epVquu8t/rdpmfX3AGYWdOXWJicoQgFG6uPHn8OAcOHGD7rsMA/JUv/CSf/Mxn+T9+2cjEXrt6iRtXrzJqq6KN4bF3v2CDuCcjDAInRamyhERnLikMyhU8IRkq2YJAkpHJgvzeL5wR5g7O2m7etflMrRRRmuLZIkIap1Yqt+jK9RfgZBgSC0HvqpHXXrpwDSF9AmsgNSXKxCJzmH97AGQ6dY/5YcD1q9eoj5sK9uTkJEopJ9EphaRSqjA3Z4ojExPjhkunzJxYq1WZvn7DYfg7nQ5+ENKxHY9yqUysBJVyIVuslKLT6Th363Vjw0gJnq30B2FIu92mMdaw11qRoahPmGOcvnCNkQ3bqNg1eXVmlk7oc+7sWXOM4xM88OADZJbQvLC4RFAusXPC8C2mX3uL2avXWbIS4e9/4mk6iytcOn+WPTsMj/DsieME5RKJnXMQgqHRUWLLVSz7IZnQrNoNlep0SSfH6NiNRa1eZ2h7g9Yx00G5+cYbyPUj/NjnzObqxTffJO1GNK1C2YkTJ6iUQlYX51m0JOif+Gs/xeLSkjuvzuoi/9s//McMWXOuqan1LCzMc/686R7kIgN3EwNM/yAGMYhBDGIQgxjEIAbxFzzuiUp/LscIUK1XOHH8hMOJd7tdllfaHH7IWKR345ROL2Z42OwEa7Ua7XaXS1dusM+aTHheCZVlSIv7HhoaIk4TKn7I/RxGj7uA8xjIinlOCGkr8v0lN23bgTlc57YPlBka3dfiN3Kdvl/wBpQq1HwM9KeAFCEMfMdV80RuH5R3AoRVFJBrOhZSeq5KIgR4nnbyZ9VqDaVjhqwdda/b45vffJnnn/+IPQZFphJy8I7UGqWk0VHHyF8h2u77yuUyjUbDqBSkubdDSrkU9FX6FTM3VpiZMfCeqQ2bmJqaZGLcVOVy/OAg7p8wv38uNZuwfftOZmdNxWpxaYmxiXF+9Ed/1L425fqNK46LIiz8SyntquYQ3YGzT9OMet1UsQzXRqy5z0v1KstzVhrOF6Sk+Pl9rwV+EDjFmSRLbacsr7YXChc57v8OSU1txm4+Pvs9KaAYh254wprHlVbus/PHNWvVu/48QmWqGHsIIKMyZebzj/zYZyFRBBb2cPTbr+PNZqRW4Edqj7jToVwq8dprrwFw6uRJPvaxj/HkE48CcOP6La5cueLw00pIgiBg3TpTXR8ZGWJhYZ66Nb6Zn1+m1Wpx7Zqp/KdphhAezz7zIQC2H9jD6996hdPH3wHg+rUbJGlMqeQR5h1IT3L54kWuTRt4xYH9Bxkb3cjf/Tu/AMDlq+f5/d/7XR6yconPPPPBP9uLOog/3xACaaVtldLoLHEwGADtCdPJA4QnkVqTWXiYUgq0JixV0Hb8qyRxkB8wsFc0znxLCblmHHpSEidJYYSVajyVFRA+BHG3i7TwwkhlBL7vtOeTJEEqje95aLu+18sBTz31FNMWljQyOsrNmzed6pUQHtVajdE0558I4l6P4VHT8ZpYt46VZptSyXyn8yKwqIpuoqhUq46XkF+L5soSQxYmmWUZYalEJTfvTFM2b9nC/Ny8PW9BJ+oRW6O9mW6TvVJTs6ppJ998hw/+wGfZtsHAwSOdcWHuBvVla/YVeExu2sBXv/KH5hzHx2jF86wbMXj7M69+G69cwtOKyxcv2t/PI4ljY8KFqaKfO3+eusXNt1ea9LodYuc/IOlemmY5b9JaFcTEnnfYbqJmfS5fuATAoy98hC9/+ctMT5v55ns++AwlDW8dPcrEhMk55ucXuHjxArGFNe/YsRsvCByHbHV1hSzL2LTB8JSGalXuNu6JpD+OOg6rVq0MszBzi5qVM0rihDiOWLI6rjurFdrtyEk4rrY6+J7PE08+ydKcIZCUypU+R1aDTSvdpwm/6Fvw++U0DTxmrYRXmqZrDGHyldUlD9K77T3mVXmykKrEtusT93pN6pIGKXw0huwLkGbZGknAHC6kcuIwRou4/7uUhQNJWaQgxs0y3wRohA7RFndcqw2jteLZZ43++de//kcICUmeXKUJaZK6hMaTPpkuJADjKGLBknw88s+soEKfSj5BxhFBKXBErV7UYWSk6mAVZdueHMT9E0Zu0zIxheSpp57i5EmjP73/wH7Gx8fZsd2Q3F57/VU8X4MuFnUwC2W+ANbrddI0cwuc0oogDClbyFir1Sbsc6a8cOEyy1GHLXu32wOSeNqDLD8kw7fJJRx94Vk4wG3gePNl5iHyp9bCBvI1NYfjrcED9cnh9XN9zNO3kwWMYdAdcB6h3xWmk3+m1re/Xtz2mrWnIyjkU6Uwc5kDJEpISoK8Cf3As48jMp/l62bjffP8Vdozi0Yz3B5/c2WV3/i132Dvnj0APPvcs2zetMFt8s5fvsLoUJ2zZ04BxoyrXC5z6JApEr344iucPn3GHZ+0HIXDh83z5XKZT37vp3nhWVN4+I3f/FcsLMyzurrMjVvmO0qlMguLq0xMmoSo2VylVCpz4IBJ8rdt3sLf+Nn/Hm3hHHOz19iwfuu7XtNB3IOhC0ibkBKhtdNtr5ZCqjKgKYr1NsuyYhxpgZBm9ckNnqQ0AtJZTsrP0jVCAYi1m/w4zSiXyy5PytLUPB+YkdPt9QjKoUtUPZt4Koud1yhSlVEOy848qxKUOHPpIsJCil566SX279/vSLZxHNPrdp3ufpbGDA032LFjBwDHjr1DtVohtlCbdrtDEIZEVu++Wq2TpakjAveiCLKYkcZQUUCxXDvngaA0C/PzLifJtJHazjlBE+PjtFSGtNexXqszc+smwh7zQ488zMz0Lbq+SY5vzNxk+5ZtvP+g8VA4/uLLxF7C1UuGhxCGIWohJaiXHcQ46USkaepgjydPnEArzbzNQYNyyci2utzMXu98jpMCX3qUbT4hVcoqPg984HkALs3eoCIkTz9t5DfHxye4cPo03W6X+Xmz2Xnlj1/kwMF9nL1pDLxuzQRs2bzFwcMqlQqbNm3i4nkD/9m+fTt3G/dE0t9tdRG+3R22jNa7Z3/0sFQiLCWU7c0ddbvUah6ZNfMKgxIHDx7m/LlpKqFJzkZHR1FK41vGd7l8fyv3gHHg9TzpEhIp1+r1AjaZLvD8WZZax85i4xDHiVuA/UDahdNi/DzfDsBiZ+57vlO5MaofRTVSCunswcEkQjn50BxbX/WRnAzsWXOLwq6+/zyU0kjZ70Fg3v/zP/93ANi3by+/9Eu/hJcXPNLM6GF7+TF5aJGtmTBzEm++Ael2uzRbKwT2npLSo+IPOdETpTLKlSrHj5nK3ujwEIO4v6L/9z6w/xALC0socl+JjL/+3/4s3Z6ZxEtlj2ptkqvWUXFoqI7wPLxA49lF1vcDoih2Wu7SE2RpxsSEqRiNjo3SbrWd6til6zdoexlbt1kCu1KIfiUsvTbpviOlNiSdNQ9prQ1pt5+o/ye6KPY/fSTb/olRa20Sle9EInCHdtsT+k7c/9rxJ+l36e7vUIK+/TTxhUDnGxtfoPyMhnXHHt86xbbGRl576RWW5s1mvru8SrVSYfq6qZz983/xzzh8+DAf+MBTANRHR1mZn3fY4xMnTvDUU0/S6VjTISnp9XquYLJp82Y+//nPu/M88ea3EX7AwYeNksZP//QXmb5+mS//wZeZsYty0u7S7XadE/jKcpuxsRFOHX8DgMsXTrFn1z4uXTbVRKWTQdJ/H4Vxsi7WVkHf5htNs9l0WOkMk/jnOHUhTdU+zTK3udVao0SfWk9gnGWdO7YQID3yQRh4HkoXZpMqy9BC4Od8nkwR+IFLPGVmnHCF6yzYgqDWaNsVl52Ydtzl3GljWvex517g5uKcEwaQnkenazwvwHCMJifXOY8dIQTLyxHannm1MUSSZM5INX9NTuz1PY/Afla+sZCeR6VUotUqDL6E9UEAaDWb9Ho9Unudtu3ZyZU3T7F71H6HFsh2xNMf/SgAr734IqIdMWO784cfeJBv/cHXePJpMxfEvm+KILn6UZqihaK7surO2/OMf4HzPIhjhC/wbJGwXKkQ+L57vt1qgydReZ5k1x1tc5JkqAbDo8wmZpP4xreO4Em4fNV0BW/OzXL58mUCKRkfH3fXYWlpxXV2VJaRZSltSx4ulUoEQcCzz5tu5LdeeZm7jQGmfxCDGMQgBjGIQQxiEIP4Cx73RKXf02W6kanCnDxxjsmxKbKksDMfGhphaMjgynpRShZ3qNbMfmVuYRl0QIqHtJXboBQihCROrNTUfQrt6Q9T6ffXYPiNmo55IG/7JUnsKlam2wEFzCfrg9UUkRfalMqsF0DonlE6c623wA/IVJ+Ep/TIVOZ28p5vdseZ07+XdsdeVPqMG592VZJcDLzwGBAWAmSf1eZzhoYM5vfHf/zHSbOEf/4v/pn9DqMgNDxqqvG+D1lacpXGNEkKyU5XwRQEQeAcFaWFWlSs7ncv6RL3eoS2apcz5gdx/0Sr2XWwk6effobX3zzK6IiZQx57/P14nubSOVN1zTLjpjg1ZaryQgjwJJ35Qq2n0Rhaoy89NFRHa+2ej2PDMzr6tpHoXE167Hv8fSjbZctUWnw2+Vjs88PIO2Q5DC5Td1TU+6F++d+CvoaA7usGYMaa6KuiO67NHaievo6D/q6F/jtCenINzPDO0A6+Z75DrTmGNV4CORzJoZwEviwgg4mnuLp6jc0P7OBQyajzvPnN19GdLsuzprpXLVd45+1jvP7q6wBs3b2Tz33uc/zIF34cgObyMsffOeFkhGv1Bkm64i5MkgiCapULZ43F/dXr04QK3nrdfN6jTz3JvkMP8OM/+RNcvmS6C99++UXOnDrOxUsGtzvUqBKWA1LrP5BlsyQqJo7NfbC8NPD+uJ/C4dUBUGRK4ecu8ULS63QLGJ5gDcxWZBnCDwz8NR+bQqHSjMBWhdMsdY63YHgBSt/mmQMOHy/8gEBK5q0M7djoCJI+uBACbRV/AMJSBSm068oDeFGPSgp7D+wHIJaaSqXqOmDl0CfqKsMNAEZGRuj1um4ObLZbJEnC5KTBlS+tdtH9SIMkIssy1ynodruM1CvG2dxCo8bGRllaXCS0sMk4isjSzHXMMq3wAp+albhdbK7gD9fRljdQKpXpttqcO22geyvXbrJ64xa92CjvHL15A92OuHHGwGDq1RKrpTKpVeZp91pUSiXjD2D5WSOjo0S9HkvLRl0nCEOyrMiDzO9V/K2FNqprIodqCjJP0rbMw3bo8cynvo9v/OHXANi6cTMzszPsfch4jywvL7N+aooL58456fLTp0+zurrK9h0GghqWSwjPY/NmI0WaJAaKncsU79t39+o990TSPzvb4rWjrwIwPFSBNCG0DhBZpoiSlKVF09YYGplAipClBSv5NLGOCxfOIxRcumgm3HWT69BaMTdr8FEbNmz8jpJy90sIS+zpXzzhtgTAmu24pNyXNrnOgcQK0EiR6+2vxQpLaaRQXSteSGOuk9uJa0P8Lch/Bg6QT0y+9M0Cnic2Vk5QCt2XsKRkKiEMc+LJWky/UilS9mnqI9wNDoaU+ZN/9Qu89M2XADj65lHQmlbTLKK1oTKBF7jJMSyVSFMjf5bbavuBT+BJpMjJwxVEFrrzrId1pq9NU7GSjrlHwCDunyiVKuzebXSTW602V65cYdce83t+/JMfp9laJUnNwlOuhGhV3Pe1Wo1MwcpSk40bzSSbxglbtm5zG9pK2WhQL1nZtSAIaDXbTF83cI/qSJ3M02shOqKQ8RO+twYCY3RC1ybP/VjX/DGtFEL06/L3bQYwGXvhw6Ggj+jrJDmdsaGwKKK1JADRv1MAQK5N0nXWNw+t5Rr1H+va6P9M1afrL951d1GYDyokyhUrtNZEXkoiIYqMrv7epx5gsjbCS7/3VQAWZ2YRQrp56uU//DIvffU/8SlrCPh3fuEXeOqJ9/POOyfs2UleffVVtyl838MPorOU+VljCKl6MUmasXW90QI/8eZRLp49x/4HHmTf3r0A7Nn5I5w9c54XX3wRgPPnz/LWW+8wPmZgCKMjw6zfMElki1vX7X0yiPsjtC78a3Kfi9Tq3Q/XykbH365RUkgjJOKkcA1+3+tL4Ekh9HzICix74HnF+NdmvQ2kgXe4MS6LalgcRUzl/jZxBBp8Oy4zKynqeD9KIX2fTKd49jWJzowOvzD3ZG3fEMNDdWdktbJsNPXzZHh4eJirV6ZJY3OMjcYIi4uLLC2aOVBKn1QL8rpir9dzZlx5iKBMpew7Uk+71aJSrRJHkTvPKEloW3nMIAioVCpuEzW5YT3e+oTpN0yS387apO9EDFkO6MK5SyRxBMJKoWZlhoOQ1YtXzDFFEVO1EcIDZqMSd3voKKHT7bJiZURb7faaTZ5L7vtEGpAClc9Jbl7O8x5NlqQsBCa/ePbjn+Y//Pa/5+YNUyBYWl1m4/ZtNKqGGDw5OsbRo0fZsm0brZbZcG3YsAHheSwuGyGIctmYQ+ZJf7fbpVatUS6Z63LZwgbvJu6JpD/rZBzYbhbo0+dPsWnjOCWrpFEqlTh28gzT00aPNlGSvVt2ULWauKtL0LfbIAAAIABJREFUHUbGS+zes5fXX/0PADzxxBP4vu/wte/lbnmvh+4r46m+Gys3xMmTEMgx/ZLIDqAgMAo1mj4VAUDbZFdpYRfGfNU1Rl6eVSlwSh59yYlW2uEGzbFoZG44ZP+3dsHXGBRZQYLyPK9gF9qkIa9IGDJiwRtQSlkuQmzPKUTLlIPWofPSxcvMzNwyJCFAkTA8NHxHVTRJEiK7+0/SBK9Wceoe9eoQCI20x9QYGebY0aMEluA0Njb8nX+gQdyTUa6V+PD3Grzjt799hMcef4IPv2BwnyUv5OK1c65S5/s+vhdw3prM7N+/DyE9du3a7YxlqrW6NfiylTTf5/z5i05FTCrNmXPnmF01iejuxw5b8pkbLGit8XPnaJWsSeglXr7/ta+341X0+V98BzJtHkZ5q1D4yon7t2fV72a+ZcKQ7PuP690iH/d/2ljbWbiN5avvfO3aKqtR/MlEhgrNcTZpky31XLWwXq8Zgp7lJk1NjfLKK6/wa79h3HJffuVb/NzP/S1eeOF5AB44/BBZlnH1isHYPvn+Rzh54SxJZPXGhQStiSyRbygsIdKMk2++xckTxrjvgYcfYfe+A+zdZ6qmZ8+c4ktf+l1HapyZmWF0rEGzaRb1vIo4iPsjlFKua+N5wm7Azf1VG6rjI4tV1K7TjhCbJnZzbXD9AGhtnLDzDniSILzCfyiOY8JSiAxtZyBe6xXj+77xDcnnoyAkSaJCDUhI4iRyR+V7nvG/CUOEJd724oiNpQorY6YAl3W7pFo7sQIpPWq1GuvWGT7NmdMXkFISlM0c1u32KJeqjucUVqvE7abDoW/ZsoWVlRWXj3gklHzT16tYcm+n3TYmXnYzk6mEICjR7ea5W0YYhiQ2l+vOLzG+YQtz9hyef+bDMHeNubfMBn50tM5wY8pdp3JYYnV5hZ4yxyC7irnVeXRz3r1GCkno+a4jkSQJCNxcLa1YSY5oiJKYUIROx79UKpFlqbv2JRFwK4n4zE/+NAC/+ju/Szn0uDBtNh6lapmxiVEuXDCJ+tzcLA8++CA3b95kzPp4JElMq9WibFWK2u0m09PTNG1xc+++XRw/dtR4EgFSvPec3R/3bzY8iEEMYhCDGMQgBjGIQQziruKeqPRfunSFh953EIA33zpCpb6NK9cMBmvHtv3E3YzJYbN7661GvPLNN7l+4zoAwofR8XE+8GzXSUn5vm90snN5vT5Fmfslbm+ZO3lN19I3Lff8vEwrD0C4nbZ5T4GYvV3FJi+rZbZiIaTAE9L97UnPaOzb18VxjNcHS9CYCnxe6Ze+qSvkCkNKKbQQ4AnXas93y2tDvOu55uebZYVUYq/XBamcnm2WKYIwcI6dURTREk0qZdMJklYGLYf45NcqjmJKtjVmcIwtGpYXMD42Zu4Zi8fuRe13OeZB3MvxyPsec93BXi9i9+7dvPBhU/lfWp6nF7WoVKwElDYwmpGRoqOjrCRf5u5XTRTHTst/YWGRbdu3urFw/cYtrs7cpGa14ONQoKXAtwUYo6mP+7ycf5SH0AKVFfOUgdDcieHv/9s82Pcht73O8+Qajey7iX7AXz9n6M82+se6LPQ7sacg+ucAwW0nWfgW5HymNCXrpbS7ZpzqKCPq9Ri18plbt+xh05bN/Of/bCzsV1sr/PKv/CP+yS//QwD+3v/89/nEJ1/g/FkDuemkEc2lRbrW2r4WBgjPK+6FKKOjIiojQ3QtNvnlb/wR6htf59Bh4ydz8PBB/tbP/W2+9Pu/D8DFC2dRCuqWH7S9OvL/4foN4r909FfuQZNkCmlhdp6QdDtdVykW0uj0x9ZcQmsL8xOeU+fxSj46U3iZcO9J07RPOUeSoin1QfHMd5l/l5aWGBkZQeXwHbT53j7Z0Fq54rTiHVwwU04ZqxSUiZO24yUtr6wg+yCFBnonOH3acFsqlTqZ1jTbZpx5vk+mfUo1273MjL9F7l8wPz+PrwW1sjmnWm2KIPANRt5q3NfqdeIoomtdfI0rtke9bsau56XMzy/SGDbj5Wa7zeu/8yVeeNh4ctSyhNlWCy+w1zGKWZpbIPcxz5LUcRLy3yL0AycBqj0BSpNqhbBIAC0Ewved/Km2l9+3nX8v8Om1Ow6alfQiVF3ia3OebS35yH/zY5y5aboJ0WqLa7MzJJH5LZ565hE8z3MO31mWMjs7h9apyW/stSuVSty6ZSCGH/3oRzl//jxV628wMzOD5wlWl40rsP4TzPP3RNKfSEEnNidba1QZGRuiF28AoNNuIaXHru3GRvnCuStMDNXZ+aTBUs4vz/HtN15jy9ZrjE+Ou8/sl4q63xJ+KJL+zP2YZvFbK4UHwtrZK50hhbdGbtNIZvbhiKVYY5RlJP+0W1KjKMKTXmEAkht32RcEQUCWZXg2YVHawoHsRKXRaKVRfYt4zjHIj9r3fbepyM+zH3vYT3Q0zysqtsWVv7/ZWqBmDd2kyNgwNcX8gvmNu90mSZKSJE33/fV63RCIXWtVEWe6jzdiNgQr1kb7Qx/6EK8fOVIQc7xCf30Q90ccOvQAr37bSMsd2H+IXbt2uc3u3NwsYQkSl9ALKxhgErIkSWi2ugRh4BbAzkqHRqPhWr4qqyDxWbUSai+++AqxzNj0gIEpRiIxoLacmKtSPOm5cdA/TgGQ2pLY7eN9pnj9Oa9SCs/LzfMMp0ZlxSKttXabbj/w1rSd83jXzQNFYtDHeM+/dc3rclOw4iVrn885B/2vXxt3v5FwxQ73YX3PWbhFNSuxc9Nmdo3sBOClb75IOjNDc9GM59du3OADTz/Ngw8Y4u/s3CyamOt2U/jOsTPs3n2Aas3MKVevXqbZWqGUz3P52VoulBYCX0kWF5eIHOywxKVLl/j6174OwAee+QCf+f7P8gnLI0h7H+LVb7/Mlm3bAdi6deddX4NB/NcPpTWy7z6WWpDrRpdKJYTSLgEXGCJufpdnFsKWqZTM8utKBGSqMHDypCQMQzoWyx6GZVSWkVh5TaE1IghZtclxY2QYpCje73tkaAc5kkI4iVqApK9wpmzOEADrGiMse2Z9LVVDms0mK8tm7RweadBstRkfXwdAu9Ol2W4R23kz7nQohRWUyqWQI9avX0+7ZcZdGqf41ZJbP7vdDlHkUatpR3qOosj4Adl5NuopwtBDlMzY6/QSpPDptMzmevrcJb5n314e3mGw7SGKkvAK4rRSeL6HyDdXVgo130yVy+U1fkZJliJtoSH//RACpZXhXNjfvh/inGUZwvfMPQBolVFKAjJ7HdTUGKthyFe/YjhGl85f4drNW/z0X/8JAOYW50FoB9WZmJyk0RiiubrKTUvM3bxpG9Vaia3WS+aPX/oGoV/i4YdNUWFpeZ7pmzepWx5iP4H6u8U9kfQffPBBllcMntIPjbFJvW4W4OWlVbpRF21/pMsXrrN76y5mrhtTlLGpcX7qJ77AkTdf44mnngRyDKy4ryv9t6vy+L6wScGaV/Vh/AGUTf4dNTd/GWAVQbyC6Ad54mA186XRp82TdmkNwLK+akEYhK7yr7WmXC47laRSUCLVaaG8YbHDAuE+M0kTu/GwiQrSqgbl6iYBhr+QY/FTS1D23PVYba4ybt1yja6vxLfOmELIPucBO8iTBN/ziYnys6YUBu46xHFMo1Fn1iohLC4ucurkKao1Mxm2bGI3iPsnjh87zoxVc9m5ew8vfOhjzC+YqkmqOvh+6JLlOI7RGsbHC+fJStV4PVSq5h6olKv0ej1n1tXrRVQqVS5evAzA0uoqGw/uIM7vY1+sUc5xJnX279vzYOPaWRQo9B1k2mIeW1OJ63uZ9EySX1hc3PYZt8H7b0/+TW4i+soA747b/27V/9s9Mt7t/bfr+PcBot/z8wAUGqlAWJzz1qkJDmzazMSI6QY//sRTvPLKH/MHX/kyAH63zMyteYaHTVHo6JvHkH7G2KhJZn7gB38Q3/cplQzO/tr0FcLAc4TmDIHnGeMy87ek141MNdWS/bu9mHIYEvVMUnbktVc5cuR1fvGX/ncAqpUKtVqNxBEW736RHsR//ei/Z7U2vLbQmi8ND49ya2UaaTvHSpgkP9/w+9KnlyVIKQjsxjFLMwS4KnSSZaR96mBS52PbFvUwhYKKTaBDJUiVch3DLMuMDwgFid8PAjK7KfV9Y1opPYnO+lx6tSZume8YGR1mdmbOVf61MgZbaZJzGXziXg8ZlOw18VGq8A4YGRlhaXXJKQQ1hqokSUTJdt2VkiwtLFItV0hszmA6+an7DM9XhLXKmjVXZ9BeNX9vGV/PvvoogR2Lc9euU/I9V9DzSyWSqOdI0xnCJfzut0Q4roO2vCcpCy6Ttu3G3EgtdzZO3AY/QCtFbHMUD0kvVsxZ8vD3fPBp/s2/+k1mrOPuwuIMf/fn/zbfev1bAAyNjjA6POrmPK017XYHKQLOnDIIl28vvcr3ffbTPPigMRXrdttEUdcRfZurbfbuOUivZ/7etWM7dxv3VyY8iEEMYhCDGMQgBjGIQQziTxz3RKVfC8WJU0YFIQwTrk9PM9Qwlf5bMzNs37ODZs/suqJEstyM6Fj81YYddeaWlzn04EPUaobJrLXRXc8xU/dzFC6AiiiK17jdmupDXpU3O1atNIlt8ZXCEoJC+cLzTAfEFdW0MhV4W1zLssww6d23C5Tugwv1Ve6hsBsvBQXWUcqiUigQDrrjnHmdFKGFIHiaNM1u68QUrUmj5lPU7qWUvPnmmwTWe6FUClGqwCF6nkeaxq4z0LXt0qGhBkFugS6E7S6a75ycHEdKz2EyDx06yG//23/LSKOW/wjf8fcZxL0Z83PzfOTDHwbgkUcfBWIWFg1mu93q2uqS+f3r9TrLy6tMWuUE0ERRZNVwzBQZliqEpZBVCwGrVMokScrx42beWk1a7Fk3jM51+fWdFevb471kLsVtPBf7oKtCAU7VxlXsbbfAwe10ro+v3fvfLe7ogr53of89w3xn8Xe/4lj+4bd3ArTO7vq7hJB42iiS1WzF0W9FrKwsUK6Y8/b9Os994Cme/cDTALz22hGOH3+bxSXTHf7IR5/njSNv89nPfh6ATGgunT9N0yrqJElEuTzkupOhJy2s0XKAvICh8WHiOCZqmvmlEy2wuLDI5nUGljqzuMDBh95H2c6NN69fZ/bmDMuLRoJv/cYtjI0UsMVB3Nsh+8emEMRxTOKZym+GJhWawFWPASGQthOVCqMAQ6bW4NQUuKq453noXNmOHMzrOfiO7/u0mk2qNZMX9chASrwsJw2Z7+wfa5lWRRdfCFKl0TpD2rU3zVJkqUzcM5/RjSI832ds1HQ8Z2Zm0EDPrptpmlKt1MisjGiaGgnxfI0tVUuodoqX5wdaMTzSoGOr9MryLJXK3LwaxzG+H7C6avkz1Tq9OHHXodPpmIvRNMfw0N7NVOsh161E5VC1BloVPMIkNvlFnvNIgUI4t1yFwvP9QtI7DIitRwJ9EqtZlrlrlymFFAIRmmOOUuN0HFYtT1FpolTxqZ8xaj2/9tv/jlRl3FoymP4f/emf5MTpE2yzUJ1eGrNl+xbmZubc/TQ/v8CL33iR+ojpRk6Wa7z8yhGWlowa3OEHDnHq1Aka44YztvfgIRbmZhA6dcd0t3FPJP3Xbl3n5EljavNTP/YFrt+4TrtjbhTpC2pDDZRN0ERjmBffOsbHP2bk906cO0epAo88epjJSWO2kqkUrQp4z3eTursXo1+a0/wr1xhtGeyuKhZoAzpFCOEGlEm0+wnBwkF28s/QSrtkPggDS3i1sl+yIBWB0bMGM1lAATfo19zWuuAQeIEh0UohSeOCXyE96aAPGo0XCCfJWfZLZJl2SXy5XHKynQBxErNz5w6OvnnMXReDc7aTpbAQnz7ogu/7RL2oOC8h8KVwUohRFFOtVvtaaV3KpTIi/8y7SOAGcW/FocOHHDnsmaefZvr6NGlmF6dyCc+rUK+bTd3c7DytVoumbSkLUdic55EmCWEYMjpmFsQ4ijl37jxtK8l46LEHyYLCZE4ovQZWmN1BzBdm3OVjp2/cgClcFHr7uYmcNN4XfePXvrvvzJUbO1JKfN9zJHfjQ3Fn5t8HZUUrhVbF+BbiXTYf7xHvtpG5/bHvNh2/9/dpMq3xE0XJPrLcXqbb7jifjag7A0i2W2GHJx5/gscefZyjbx0F4OLFM4yNreezn/8cAJ1ui7m5WeZmDPyrWq3ieRKti81QKSy5fC0MAjzfRwhBr2nusepQDSU02v7eGzdt4me++DMElmA4Pz8LIiPXD7958zpjI4W04CDu7eiXjTWb1IwsLmB2nuej86JYkplxlCfcCCtaLQq5XG04APlmIo4iwlLJjc5UGRppPn+0222qtRrSz9diow3vhK+FWdeKdU9YCeoCJiztOeT4+dAPaaF54BHDdbmydIvh4SEWFw05tFKrk2UZSytN95nlckDJSnoHjQbLy8uOnN5aWSXuRQzXjYxxpVShtbzifG7GJybwPZ9ur0tozbayLGNhoUmtVnPXeXSozqw9hrGhMc6/dYyPPHAYgF3jw6wuLTJcNQXdREX4eIU8ahw7iU3IBU6UK/AobTY+nuMAaErSJ5OatA/eI0XBlyj5PpnWpFYmVPoeKs0IcyimJ/nIX/khTly6DMC2Ldv43S/9Llu2mSS/1e0wPD5C0woNeJ5Hp912G5ULF87x8U9/km7c4w+/anw+Go0GYRhy9pyRkR4eGcMPa0yts/4Cacylq1eZsJLR3d7di43cE0n/unU1qpasOTe3xJWrV/Gl+RHHJsZYXl1FXzcTckeWmNqzjwXrGnfx6nWuT59lz95tbgH1vYCbszNs2LDxv/zJ/BlHnqgqnYAsEm+lDE4+L9JpW9E3mF+LwccrdIEBJGuIu2hbme8bIEpolwyDcfDLzTxyxkvuKpgTpfvNgYQw5ldgkpg8UcmTcqUVqq+Cqu0uvRT2bdD68MymC1CQstGCN954k1e/ZdwxfS8gSUxVFoy6j0C4CdfgnDOUcht5BEaJYWzUKAKMjo7Q6XQ4sN9obL9+5A36jZSy9E+mgDKI//ohg4AvfvFvAub+7PZW8HLCWugRhoG7b6fWTxGGIWVbJEjShCRO0H3u1H4JhExJrOqEyuDs+fPsedgsRnFdkwkgK6rq+b0P0E9Wz8Mk53YjevvxvwsHqdhk9yX9oq93J4SrUpk/pVH08IrPerd8uqgJiDUF9z8LHtSdCf/aa3AHxfcuNhgKzXBQRjRNdXDXrr3Mzy84TwU/NAWLy5fP2c8MmVq3gfe9z5DgHnrkEf6v3/o3vHH0TQC2bFvHjRvTBNZ8KQgqazDcUkqrWuYO0l1jy92jlyT4YeiIlBu3baHeGOaWNTq6dPkiHinttjnGq1cucejAI9/1XAdxb4Tot4m28lI5Hn/u1gzSE644pITReC/WrII3l6usaMxYyDvalUqFTKuCBxAEJHHs8OiVSgXfdb3NNLPmHlUa4Qm3o/akRFOIVwjMfJCpxM0HscpIgZMn3gFgZPsWTp48yUjDrIuKhDRL8WwO0mrFoCXSs+ui0ExOTrpNQpZpauUK5XI+hhO8wGerTX7DIKDb7SITSc8qY2VJRrlUFFeUUiwtrrBrh3GYffUbL/Pkvt2ss1X2XrNJqVR1HEApfIQsVNGCIEBnRZEwTRKElE7Nx3VG++bIOEvwg2I9MCpHGX6+YUozhCcJbREo1WZdaFp/grE9u7nWWeVrL5mE/eyZi8wtr/KJH/qMuc5xTJKkVK2mfr1e5+WXX2bnLiNO89wLzyCl4Ad+4Ad56UWD+6/Vavi+z8K86T5+6fe+zPf/pc/x5ptmzhobH6Xb6bJqc7NZy1+7mxhg+gcxiEEMYhCDGMQgBjGIv+BxT1T6Rxtlnnr8KQASpTj00AGGygbb9PUXv8rTH/oYy6umSnfu8lk2H9jN67MGn/vchz9E6SVNt9tdY5ucV33g7qpH92yIPp1d+qt6GQatVuzbpJB0e11KpbB4uyh086XO5TN1/gbSJO2ruhsWew4rSNIEbeoF5uUY3kCOQ/R936gBUFz3NC2Y+Mbx1HQH8sqY7MMtgpVC6+s2IEBl2h2T7xfqBOb9BnM7bW3sBT5KZUTWPVNavGHuQmw4D7IP32zgSr7VC84vkuf5DtO9/MoyaZLSXDVtzXUThRTsIO6PCMMKQ8Nmzrh+45rt9th7QkqU1izOL5jXlkpIWfhTSCmpVCprKnG9JMb3PUKL0b564wZL3RZSGLiPkmb8hHZ4pne4yOo7qtz5M2DG6Lth+AXiO8JhXCXe6VrqNT4ZhuOj3H3/3aZBVxX8c50uDQTKXQttHrsTdlT87WlIZVGpK2WSDRPr2LzTjMtrl6+h0swpfFSH6jQaJTIr6bm8vEDU65LabuCh/Y/zoz/8/Xzta98A4Ot/8HWmpibxg7yLmpBlBe5YC2F10ItjCsOQNC3kUDutVUqhTzsyFccf+8IXEApmbl4z5+BplpfbBSfLG3h/3E9hNOgLyGiWpjQs9r3XaeOHgbtf8rnEvV6YDrdQyg0uKQRZklDKlXIsLNXJfmYZfhAQWbUw3/MRUjpoDlqj+1T4PN88n6/NmVJ4UiJcVT/ClxIooLU+Eimgs2KqyVe+eY2NW7e4bmYcR6R9512rDdHpdCiVrDx2p4OU0imaTU4OkyWJg+pqrZmYmHDHHKcJvTgiSxWJhft6nk+5XHJzb9rrUa4Pce6kcdjdN7merUPDlK3aVafdZqQRuvPUKKIkdVDMJElMtT/NvYeM/4GDMAchWZr2KRQKPNsddXLJwvib5PLMaE2Spm5Gkp4k04q21e3fs28///53fpeLZ01ncb7V5B/84j/g2Im3AeOpEIYhFXsdq9Uq23ft5NHHH7PXQNPpdJibn+F/+oX/EYB//I/+KWHYAJHnWiH/+Stf5dPfZySAVxeXWZqbY9Leg/I7uqzfGfdE0n/y2HGG6qalNH3rJrU4JB0yi+v6dRsYH6lz/oJJ8kqBpupLVu2Nde3SJX74h36EEydeddKRlXKdPxUL7R6MyLbByqWSHYBFgp3j+M1/BWmW4gd+XxsaPOkDmfsbtLs0d2jk9+HcoYAk5HKDhc1X0faW9EMCtIH29OH1DaegwNhnWYYnPeI0dh+lrBQoYCFLxXFkWWZITvlJSUWlUnXnWCqFrKwmLjnLJXW17ZMK30MLief3JRFSkMSJS3JUphgbG3XwjiNvHGGoPsSExW9v2LD+PX6hQdyL8Tf/xt90Emtp1qNSKdNqddzzWZZRtThSaeEaebteeh5ZmjE/v8DIqMGO6jQlyxSzS6aNeub0aVZ7bcZq+QY2wcONNJS4M4mXXsF/0bfLCPt9CzoghDISmlI4i/rcXKfI8Q28x8nPmWy6INwLQ3DPse5pkr7r4vBenKfb5TXvfC9rk3jEe24aHOehL4HqlxB+t5CiMPcTSrFhZJwNk5NkHfP7hmFIq9WiYcUfSqWQpC8RGB0ZZ3FxhUuXjCz0g4efYGZulrCUSw02OHf+LPv27XbH6PuB2zxlWUocJ84YJ4cISFkkaX6lhBaCxohZx4YbQ1y8dIGFRUPmW1le4fr16+6cNm/e/J7nPIh7K/JEFuz8QMYjFi529eLlNUUFKSWpTvHI5waDtde+h7YJte/7yDAoxqOpzrn7SQM6TpwsKJZMns8RhiuDg/8IIUAVHAEFhjdgYTC+lGgrmBHbHKImPUS3h1o15PLnP/ERrl6/zuqKIbwLmZGmEjBrcxR1CYLACV4kSULUbjE6YmAr7ZVVatUa85YQPzExQZIkjls5P79AGIQoLehZYZaJiWF6ceqUeuNQ0F6chXkDGdqwYQtbR0aZnTXHNDwyQtRsF0ZpQiCk79b/XFykQCwKI0NuvyCJY1N0zPMRlSLwzESW+xn5wq4B9toFAb4uIfKisoYWguc///0A/M5XvkpFVrnVMSIPP/TDf5kjR16n0agDsHfvXt5++232HzwAwPVbN9m8ebOTJZVSsmHDJDduzTNvZcO/+Dd+hrNnznPhnCEst1ottNIsWLhgvV5neGSMK1euALB9+3buNu6JpL/T7rBzl7kgjz/zGAvL88ie+VHPnT3Otq1bOHvO3ASri9c4dXQRz2K8dCNgYWWJh9/3EGFYmErlOv9/USJTRmknx/QnSUKpXFqDp8+jf9HN1NrJCOvkCzjVnvwzXKJtd7xJYlj0+WdLJFEcuWTF9/IKXbHg357MCOQaMy7f983zfTB53/cL7X+0GYT2mDyvUOYBmJm5Tq1Wd0lGp9Nhfn6+4D4oczzFMRTJRQ6YzJRCaMW4dfWN05hKteoUo0ZHRgj8wOm4t1uDqtz9FkEouXDBVFmlD74nnTZ0GAZIIe9YGOI4V6kwi1t9qEYpx/R7HloIpm8aQ6dL01fZ9+SDJHl1OBNriLjG5ArW7JP7xuUdePnbjbLsm41Lr9X/dko4djx60mya+zD+piMo7HnYLl4/B+A9jLGKRLyYL+5U37n9PWvf+261ln4vkHyXUGxwvnuFKu3jPvgpHNyxk6CT0e0j3nmex6jl6IRh6FzZAdK0RxhWePTRx+1Xao6/87Yjcu8/sJsobvGl3/uPADz99DOMjY65c/J9vzD/sdcljmOzobJrzuS6Ka5N3+Rnv/hFALq9Hu3OKq22Sah6UUSv23OnmxdzBnF/xNDQEGE+PjJFY2wD01fM/BKGIVpAzzrVZnFi9PPtLZ/GxvwxTYuNaDeKKNtuIhRTRV6FFxiCKHbDrpTCEwLlys0CpVICWXT1TfXf3rMYF3rfzR0pytLlfDtP9WRKOSiRWa3/UxcvsGHDZhYXTNIeRxG9Xs8l2LVaDSE9Wk2TrJZCHyECEisU4EuPpYUFJseNoMro2ChJkrCysmKPQdDp9Gi1OkxMmbVX4+FJTWqT9qQd0bwxz2eesJ5LK6vcunWLRsMQVrVSyEoJbTtqkTYCC3nBJrOiH04VyRYc+xXN+ucReCirAAAgAElEQVQ03/PQqUZLlx4gPYFOlPMr6HS7iExRKpvNSyss8cynPsMb0yYhx0v40KeeZ2iHOader0MQ+CirrPPakdfZvXs3J8+cAWBqaopGo+HIy7VajXYnIU1SHnrIbCTb7TYPP3zY+X5cvXKDRqPB+9//fnceS0tLTqGyZQ3R7iYGmP5BDGIQgxjEIAYxiEEM4i943BOV/l4Sc+6MwXCdP3+aar1KEllXt+Fh2u0227YaiMXP/Q8/za/883/J4+9/AoCD+/dy89p5nnv6L7liWZZlfyE0+oE+KUrTTs4rhOVK2Vb985bTnZhhTdGGhhz3VdiFG/x8IWeVVxeFk+xc2wFQWq3pKCit8ITnKoMGt+wOyVUlvT4Ikb8G72+x+priTVqTZnFfZc2oZuTyodPTV+l0Oq7FePz4SZRK8DxXt+377j4OgVDuu4Uw1d4c/qG0qZqev2h27n4YkiQx0rofNlsr3+HXGcS9Gr1ehOvyKEWqU4c9FUJSq9dcy75kMf15pb/b7VKtVSmFoVOFAsHi4hInjpt5KgoUUVkjlPkMz/cKtQ77+v7Kv3lErOku9I9X6RWuklDAZfpfJ26rivdXCaHPzdf+rTKF9ooqu6l+341/QC4V+qeASFrI4XdR3Sz+r845B0XHUmrWdPe01ujUvGldaYjO3DLVSoWmVXDrRhHS97lpda/37NmPQDjlHN/XXLxwmU99+rMALC7epNfr0Wya6tgffOUVbs1e5bOfMe36pYUWSZJQtpW9nLuUcwSi1LjxhmFI28oR1mo19uzb4yRd5+eXuHZtmtVlUxWdnZ0hpYBKXrecpEHcH7F+fIx200ouBtBbaRLZ+3h83SSjE6Os2PVy7tYMZVlU8aWUCBTlUkBq4T1hqYTneQ6WIoTAExIl+u57CbgOtl7bOLTV6lydLwxDFBnoovul6e8C5p9TVLmFL5H4SDttlcIQKQ1/BftdlUrF8em01oTSZ+MGIxt569YtyuWygzFJkTE8MuKw8GEYOg1/gF6vxfJym8bwEG0rdRuGGc1my63nQRDy8NQ42o7N8aEGaVKgC9IkwSt57kqIOENpjdfXIREIfL9QBOrnY5jfopjb0ixDBh5ZUsh4plohgCgqpI4z32PBQpJ3PPIIs1n7/2XvzYPtyO77vs85p7vvft/+ADzswCzAALNzRuLMkBpxKEs0RdHUQlmibFm2rLKTOHFVEqXicqqSP1JJnKpUEpecyJZil0qOLUsitdiiKJGUyCE5XIacGcwAgxkAgx14eHj7u2sv5+SPc/p03wcMBaXkBBjfXxU5uO/27dvdt/uc3/n9vgtLDlrz9ltvMrd3DzOO+xcI2x1QDrL8viffR1CNuP+oVQcMKxFbG5teIvrtM2c4duwYs7Mz/n6w11zw1FNPud/tGxw79rAfFy9evMjU9JT3plpdWeZO465I+jc2Nhh085sg4vy5TY4/aqXw2pNtwkhy4bw1wVlYOMyTjzzA5XfeBODxhw9Qb0in525/yM3NTaamZm/zTXd/bDeukcLevFY2stDuznTqSLTF5/IEISf3CssE9PJYYRCOtKl1pqlElREDLuP+DpYEY6W/CoyCFEUCr5yFdZ4YaaMJg5DyrG6MJQSH/nut1GgZcmQNvfxZ+8WK/XxGnAxJnXb4zPROvv71lzlzxrbKjLY4xWwbCbGcuCglnC9K6biFoNHK7cEzoijizJmzgMXPNZsNMvediUsGx3HvxI0bSz4Jr9asrGveTt3a6pBzTcD6NGid+fe1ztBZRpIkfqEwHMZ855VXuXHTkn8PPHwfRgqv0Bk44x2feOfScPmNLe0iwEPlhBp51nN/DL9QKGfNuiClmTLcxuSwgEKD2v7FPVtKIGQJtoMujuu7RnkBba+TLmGJPS7w3T4tSsfvoD1lLLIlzBWLc1OqFGSZdj5DBek+TRIayk6gh/bvI0ot56IYywztdtsXL+JhTLVa8SZDcTLgkUceJXBk4K9+9SscPfoQFy5ay/uz506iAs0//+e/AsDP/rVfIFCh/32yLMWYQnwgL75obblAAOvrm/z4T/yolxJcvHGFLIv9Pbi12aU9NcuUO6Yrl975rtdwHHdXxP2+R+hLBFEQegno6zeukerEQ1AOHDjA2bNniWp5IhuCEJZA6p6DSjQKnTMOwpbPY0EQECDQbqGpjOUF5O9HoZ3LM/ecxHmhzN2zic4oltLOJ8TtNy92Ca0hUj45NVpRqVTZ3LICFgGCaqVCGNjFbzwc0moGXL1qYU0TE1PWzNNhkuJ4QL/fp+WuQ6/bZxgXz4CqVYkGCVlqaDVtsrq8vEqtViFwi2G9uMi+Qw+wc8KOxRvra1QbVcKKfdaFNPYauBMLAovnz69LJQwtHNCjCbfxFpUc8f0xwnr/BEGFzH1GaYMuIZCFEIRhQOzkduXCHGfefAvdt4uCx596kn4yYCqH60y2YV3RG9gFz9LqMofuu4+Kux90khKFITUn4SmEoN1us7y8Qsdd+9BJiH7721aafBj3uLF0jVrVfiZJE4zR/trKkjjKnxV3RdI/NTVJ1a0ONzc2OXz4IFcuW9LT3v37UDLgAx/4IACL11e4uXidF77v+wC4cO4yRx580E4Sbr6M43TEGOdeinwQ0FoTxzGVSoHnVUr5BDvH+Zarf56053MCg9aZJ6jmE6m/UaQkyRJfdbfb620VvuIbMqcwkjPfy4sFsB0BKUYXCcNkiDGGUIyq6hTS4nZtbkqJhF2Nu+sgjEuI7LG/+tor/Kv/+ze8wkCuOazypb5LVPLrVKkUpjr5eQRSUq/V8qIIxhgefPABfuVXfhWwXYAsjTFuMOx2O4zj3oqMjMhhMru9Lltb67RadjKampkCZEnlSrC5vsqGU7FoNptoY0jTxN87y8s3uXJ9ETVhyVnViQZpZsAvLm+TCG+D0Asp88IdWpsR/XxrpBX4RUY5RCmBtgv9YpFtlCTM3Sh1roRVIgfmzHb3/aZU9Sp/N1hPDFU6pjJJd5R4e5tjKx3jyH/dv8vjmk2YjX+dG+iBVesa9Po+gZqanSaKIup9e84TlRr1RtXjisEqgNTqhdlapVphMCiqg6++cpIf+diPcfW6rcy1J+ooGXF90c4x0zNT9Pt9Pvwha/ioZGh5fS5Bs2o+Q49tznHZWhfcoampSYQQLN6w3YWVlWXCKGB6dsodY8gnPvGjzM1bvPP//D/+D4zj3gmTFuRQHIk276A1mk1WVlboOEz/7MwMB+87zLojtG5ublKtVomHQ5/oZQpIijEjCEO01gQuJZPbniedZUipCvUnqUiMbwQgpSWe5pX/Wq1GMhh6kr9CIFRoF9x5pV9KpDY0HUF9KCAjoNmyY1zS79HprBOGOaa/xdbWBq2Wfc46nQ7z89N+rg3DkDiOuX7NdrHSNGVyfoYkHyJQtKamSXsp687wS4aSqFZn9Z3zAPzg0YfZEYV0XXe93qihhxlxYhNooSQKSZIbhKYpsnS90iRBOG8ee11swi8dN8JojRQS7YQ90uEQKQM7LrkxaOj8ESLnNxRrzWKvyxMf/QgAi+vrXLxymRPO3+CHfurHSfoDMrf4aU9OUKnW6Lgu4P3338/6+jpz07YTcOnSZVqttlcmDMOQzc0tWs0G/X7BRcyylCCw177XW6LdaLF00xKap6ftmLXfeSB85jOf4U7j3suKxzGOcYxjHOMYxzjGMY5x/Lnirqj0X716jQP7rHtutRpw+colBk7HddfuPXz2s1/ghRf+EgAHDx7iH/7D/5r1TbuqjpOUaqVKmmiEcJis1Gqz38shpSRJEoIgb4Pb/xX4fAlkvupuMF7No4y7t4U+B2tRti2U70MpZfWE3baZLmA39jtd6z3X+UaQ6cx3BqRQo3rExtjjcTtM0pRABbc/Hl99tMdbdr0t6/hjnF25e7m6usJwOPQY/jTdjjs2aF1UDmvVKlJKer0uRc/PVhcbrXr+EaamJpmZsZCw69evUa2ETLhqY5aO4T33WkghPLZ0qdMlCCqsrdnqUbPZoFqtEcd5JVeTJJqJCVuVTdOERqNKkqS+K3bx+hKrcYdHnrOqEkNShDFlUb4RXL5w9u95xyp3yvVdJyFcNbmQje12ur6K7OVylRqpmhttaOT7rFTpJENUDo1JY+tErQp9aQvVy7HFYlT+lhxuk2tBj7532+sqJcZs5x4Uajy3666aEmfHSmkG/hlPEk0SD5lxFfFGu4nS0HX42TQZwtaQPZPzALSCGlJIGrU6oYMEbG52wBh6DiIaDzPa7UmWl9YAeOyR78Ew4BvffBGAJx//IGsbF/n6N77grmlKrzNgylU4sywhDCu+e5NleoRPlUcQKO/0CfCHf/gHftyJotDKCTvlktn5GQ4d3E/FVU0ff+Kx73qdx3F3hVKK1N0PwlhpTO/7kWqiSsW/XlxcZHpmhunpaQCq1SqLi4u0Wi2yfB8pZEZ7PHwSx06O12HPg8BKdOeqVe512TvC/qOAxQWBQrnXw15/9Nl2ED1D8YwKJcl0ymTVwRpbbauC5Rx5ZavB8vKyx+VrndDtbvkxamKiRRwX/LtKpUKn0/HeAK1Gm83VTSpN1zlIUirVCqodMXQuvq32FIvnzvORBx4AYC4M2OysUa/Zz4gM11lx832cYLLMn78MAijBpKzmvvZdVO3gPWXYlNHad0AC5+tj3dTtNmEU2e0dvHcQRXzkr3+Kk1dsp/DK5XMsLy3xY5/6KQD2PHAIiWDSqYedv3CB7rDH1JT9/aWU1Ot1/vBzn7O/zWBAp9PhueeeA+DChYs88cTjxHHsXXv7/T69Xg/j8mCTCg4ePMDly1Z2eFMI9u7ZQ891Ex5//HHuNO6KpH/H/Cy1moWgVCaadPt9Lju5vV0Le4nCGteuLgIWWytVwPe/8AOATTyXby4BBWE1y9J/zwYz//7DGEOjUfMTj9ZmG2TJ4WDzZ18bBGKkPb89iVdK2cS9RBi0ZN3igTElHX+wb5XlNM02kxrhvgcs1EYK6TX480EnNxbLj1pr7dv7Fm+flY5JEASBhw4lSUocx0gHUWq3J4iikG630OW3sKeCRBmGocdnK6UwOhtJaFJjW52pa6+22lU2Nle5ePECANVqzSZ0LjEZ9At993HcG5E4+3XAtdZjthwRr9vt02w2mHCa6o26TSBDDzHssL6+xsTkhJ9MllaW2fvAQWLtiHfKkVDd93msuiju9LJ8psk0gQoKyAjGJQ8FByAnswEIZ1hnHBY330YIQcdNRmJovz8HBEVRwHQrYqVTkI+thK6D1pR4P3Z/gGBk0e4hQfbjo2OBP4Zb8aOidN5aW2hUvpMoCv0ug8Ca/03N2AlxYmqCJImJHWlu2B9idOYTrKpR7JmaoxY6ubytDu2JtvVWcNeyVquigmIh0W42qVYibjiozZHnj7Oyep3JiWl3hEN++Z/+E8KKI+pv9Hj66e8lcLyBIKwQl/TFs3ToeEaj0CcooJJRJWJ6espfh8FgyHA4ZHLSCkoce+gYQahJtB1LfuTjH7nlGo7j7g0dKUSulxnbxXuZbJ+VTCnDKGJzY8MTQRv1OocPHOTatWvFcxLY5CtPkNM4IQrD0am39KxKDaEl6NjjoZDyBSuQkaWZl/zEwQdzbXmDJksTK/vt5M61AJQk6NsRxGQSoTQNB4PcXFkEIQpd/nhItVql1bLS1nEc0263eccJYOzesxukoFKx26+tbbB/30E23birFXR7A8IwZOfeAwBsXL7CBw4f5OCk3aeSIVJO+nwgTWJAIMvFyJLBp9YapPTwnjhJPEzH7k+6omFeJEyRMvDCIDIUDOO4qKoCA5NRCwJ67jMLDx7h2qDHq9/6BgBzk22mdu2g4zD7m70uhw4d4spFm5BHlQqH5neUOEGWH5bnJDPT0/S6fbrON+b4seN8/vNfIAgUL7zwgt1HFNHtdmk6GfH40iV+7dd+jWeffRaAer1Ba7LN5z/3RwAe5nMncVck/cO4S88+H/RiMNKwd681L+l0uqTJFqdOnQIgiTMef/IJrjm97N0Lu6k6Jnw+oTabrXs26S8mZDvJpKUEWqlgZDshSqRbkRMFi8iVe/LKfN4VyB8Ya3pT6PBrrf3+wJKF7HcV+wxUUOANsS57uSJFIANL0t1G7NUlne2iwl/sI02sqRgU7PvEPfTD4dCt3t2K12hfJc2vQ1aqiBhs0p8ncGmSMBwOEMIUPAghnHeA3cnWVodKJWIY5+mTZOeOBZKcfHjnHJlx3CWRaIN0LNthnJLEA2+WkmWG/jBh3pGiMgQiqpC6m2p6fged9TWWVtY5/bYle66sr/LAw/s9ZtYSVEcHmRF1nfz+HHkiC8Lq9uHJG3fdrtIuSv8QIMIcn2qTdKnzxSysbAxA5VwF4xcPYJ/3crIipdye048YhEGx0Bjp5jnuQP46TVJvAGa0NegTOYfHGFQQMDtn8axhJbLO3Y4cv7G2jjHaFzdyjk8uYiKTjNZklYnI4o63tjqsrK5SCSsFUbtaZWN9g927dwG26nnlylWeeeb9bp8pX3nxRZ5//nl7nbIhQsZ+kV+rtDh86D4CR1jUWUaWpbicDXAFEV+AEa4LI70imNEGLbSvejYaNYRsEDtn+NOn36JWr/rK/6WLV/nEx3+GcdwjkWZeI18GEtJRdalQBaCKDroWgq7jnWTDGGFgenqajVXbfUr6Q4JahSSxc04lrI48m2mWjajeZcYQBoF3lZaBsmIeouRYLwQyPywpsbr97hh1hgoVID2+PdEa0U/Bdc3XV1aoVQr/kjSx93eOn4+iiI3NLWZmZtx3aobDIbtdrraxseEKcPaYw6BGp9MjrNtFwGCjQzqMMXFCP7Hb1Icxe9sTbGy5bkKyYXl4ubOwMUhjkLnjrnvmjRfuEH47sMp77kex+3PjlzLO3wgrLFB2DZZRSJamfsxpqBCTwWbVXqddB/bSqFT56E98EoDLVy7wPYcOETTsfPL666/zzS99hfuOWHWe9kQLrbXvkKyubTA1Pc3x41ac5tVXX6XVbLPuxoLV1VXOn3+HJ598khMnTgDw3HPPsbB7D4cPHQZgfnae06ff5PI1y0Pat28fw+WYuTnLEcoLHHcSd0XSPzk16Y1zsiwliiKqM3aFE4UNLl284n+kh48/yckTb6OEnQQWdi0w0Z4AUySzzWYLoz0q5Z6KcvVACF2SnjIjRDshrAGFTyo0vrJYTjTK8Bq9jWyYV0JHKomlJEG7SmSZsCul8C1tiVXCUduY43kCEIoQg6ESVPx3p1nqPlPIC0opvWqJUnbhkFdApZQIIQldorO1teW7BLjvl0qiXfVTiuIagq26DAZ9LLm3sP7OsswnDZWqpN/v03cVj1q1yY0bN2g17GBVqxUV2HHcG1FWypmemUYz5d/r9/u0Gs1SZ9BC1IYuQavWFFG9SUMbNlyVatcDBxGhIiCfZLKRxP0WVZzcRMsn/0U3DkCoW51uLTkwN5HJFbSKBDjffZqT3l3hT5WgjFqGbE/l8+dFlpR8/Hfe9urdGmX1Hp1lZA5WF0YhYSUqFgvCVr1n5gv1NJ1lXjEkSeJRBSIsjb/82iC8qdDe6Rkmgoqv6k9OTlgn0OHQy9UFw5hep8Pmup1EJ2emWLqxxrGjdg45c/5VHnvsSSpVO2f8g//yv+D64iXmpu2E+fBD72PQT+lpCzmo15tIqTypulqtk5v62OOzBoZGiELW2OQkauf8mdhOYd6uf+zRR7h+9SqdjiUwPnD/wTu88uO4GyIUCiNyCJtAS4FIHDQPV2ArGUBJIQgdekEiWVtdJYwiptrOTGnQp9vvoVyxK/9MHn6B7l4L9zrKYXHSwv7y5yKfy7Mc/iusSkwZF5BhEEp6AYtAa+JKQOCactoMSIz2HS5BgimZewphu3aeuBsphJRsblp5zVqtThAoDzmpNhts9Lu0A3sUlWqICBSbK2vcOHcBgP/ohecx/Zihm3srtZo/V7DmWpku5uqRriS3wgnz7qiHQWlbPM1KY2L5/TRJ0NqSpDOnxmPqFa7pPt/3MSvhq3Ys0Gw2MS5bXj33NgdqLfIVVS2q0Zxv+h/r9OnTPPTQQ142vtvtUq/VvNHjI488wvzsPCsO4hQGAe+cOYsQ0i8Ufv/3/y0f+9gPc+XKFfd7Z8wuzCEcHOztt99mOBzy0Y9+1G7/e7/LncY9mBaPYxzjGMc4xjGOcYxjHOP488RdUemPwgZS2FVQq12n1ZzgN/71pwF44IGHGMYxN535gKRGo9EmdjbMaT/GqMjZXLvVYqV6T1b5odSuyjKnA1wm3ZU7Aa4K7t4exrHXyM8NHnzLvVRuNBjfks41+fJvMMaQpAlVh8nz1fZc6lOnaF1g3VOnl1s27xoxKFIW8mMwvlMTBAFCFl2HLNO2sp97C+QVUhfaWPOwfEVfr9eZn5/nxg0rXTUcJo4MWfzgYVgZrRx6ImHR8RAUldajR49y+vRb/rpoB0nIK7+CUWnScdz9EUahv42EFMigqEbXmxECPaIdn6Yp1VxH2XFhTpw8QSexlf49OxfQaE9iFYxC1ArJSvcfbUar6LK0DRaWN8KNcZC1EenPnPS+DUakKHXWjCBz+vOBsBJ8XutfSTJhUHkXTEUIbl8du13kuuCeUJx/Nii8K7Q21OoRM/Mz/ryyLCN2VXKts+I8KENn350wrDNN6IaR1rQ1OSqPUSpQiER6oyMpBM1m00P6Lpy/zJPvex+ZsZW75aV1pqYUi4uWiJdmfQSK9TVbdZ+emkVr7c24bAW1LF9qCMOo6IBmGSqwpoRxXBAEw7A2ci2FAOH0/dfW1hkOC9Lj+vrY8O9eikGWePy9f46D3GhSohAF9ETYOcRDTAUEJiDuD9h0t0dUqdCsN1jZtLKetTpI30cEFQSkaTriq4OSJK7DZnSKLuUDQWA/m0MUsxza530/JDIQlrHqO/kKYQyRE0AJBwYhIppOknOr10HqZKSTPzEx4f0Jtrp9pBB+blcqYG19nYrrbiFt92JtzUKaGo0GGsGVc5f5q889bc/bwCBOqTp55UwJQqHIE5skiUfEByyMWd+CLiibfwohCtJ1KNFpSR5Za5IsxTjkgA4tHyCTEins87+WDfixv/f3WPNyqLC4eJXpnbZ7uXdhN5fOX2D//r0AzM/Pc+LECT+uHjt6nJOn3uCxxyy5dmFhgaUby+zda7d/+eWX+fSnP03oxvFHHnmEHTt2UK9WOf7Iw4Algw+HMWsb9trt3rWLUyde5/Sb1p/qB37oI0xOTvF//uNfAuCjP/ox7jTuiqT/4oXL7NmzG4D11S46Uxw//ggAUVThkUce5itffQmA5ZUljh17mG7XtpSuXbvOgQOHEEL41kjN3UD3YuTJahAETh/aTipKBQ7qYrczZCMJgpLqFqUc6fTvyzh9e2PmikAWCuQfKCmss58n5lp8bZIWroFCFBr6mZv8ysl0mWycOwDnBhlgiTTVSnXE5U9K6RcOORGwcCqUBIFiOLQtw/n5ebrdjn8/x/jnKiggSZKYMMwdfzVGWwxk3orHWGx0fgzNZoOrVy8XyilC0Go26W45uMBE68/83cZxd4UQgTVpAUKpEGmR5Btj0EHgnyUhhMXsOiyqCgKGcYeNzTWm9tmB3gTatYpvD4jJk3jvdnm7jUzxhsXwF89q4b/hiHr+OSoWwTnmP18s2Am9WBQYDEZrP9FLi/0pvt4lz+VzGDGq8cl5CR64zfymVqsxNTvtCwppkqJ1ynAwLL5jmwIYlLX9b8MOLv1Na02gQvY4c8UgM/Tivlf3CsOQWr2GzjJPf2g2GxiDhxlcvrTIM98zyWuvvwzA3OwuDh8+yM/9vG3XB5WMiYlJjh95FIBWa5I46fv92UKD8j9W2VfAvrZJSFm5JE9MvCpRmmAMJJm9Lv3uwF1rB3MccW8ex90eVlyiwNnJsjiFNjbJ9ItCTdQoFoCBNpYwW4lI3Tw17GzRqDfYOW3v87X1dbTSRK7gljlvmvw7o6hClqVoY++bQEXoLPU8ArB497I5ILIEoxPCcm9k4eILoIxEK3uPhrLJxOQ0UeSEPSoVVCacGmKxsOg6J9ler0uaph7jv7G+ycz8DjY2Nt0xB1QqBRG4M0y48cYZfvLZp9mVa+J3B4ggQDhegUlStCrG2TAMybT2xFuDLcjpkcV1MZ7lC6+ctxAGIToAneaLiMSaKuaGYVIihCDQ2ir4AO//+I8waNVRDnL0pS99kagSkr5uc45aY8IJrdjzStOMra0tv/hZXltmcnKSpSVbmGw06ggJly5d8uc0Mz1N7OBEly5dYnNriz179vK7v2thOkopduzYyfysVS178U+/RNwf8MB99wNw4OBB/vCzn2XHrp0AvPHK69xp3BVJ/9/5hb/LidcsgeHG8hIXzl/25kuNeoOz587wwAP2ZF8/8SZBKHnuA1Y6L1eHkVJ6tvx7JXKpOBujCYd12y0IrWEYotEMB0Of8Fq1ieJzmc4IZXCLoVc5iQeIcoe+ktRf/q1SSD9oCCEIpPJTeJqkzmSovAq3JhOZG+zCwOL8/SJAp84C235GOQUg361wk+nKqu30nD3zDo1Gg42NjjsGRVqSIbWLiMKcw7jOhK3QFnhAgeLsOxcAeOChAyANGXk3oUa9XmfLrbInxkn/PRdplnmMbE4uzycKrbVziS7kMYNAeXxsOkh57cQJVrqb7D1iyaEYPZowO+kbn6T7pLXgu2yPUs5/S8jtpGD3bCtVJq3r0cWCsOOAKR2SQFB3bpe2U1UoeKVJ4pLUgstgSfA2gjBAKuXJp1IK2pMT1Bv1QjIvTW1H0FX6kzhBSDPSNSm7Q/qFSf7a6FsWTlIb74YphSQcGKZnbLWxToCqKfq9vj+nrc0tmq0myj3zmoyr1y5w4bxVePvIX/4raDPg5pIdMx5+/gleeukPcZB+et0Bw0HGkYcesvvsp9y4sUrTSQtOT0+RJOnIuKeUIk3zAowk08Y1SmbL3BIAACAASURBVItFmjGmcB+VEhUof52sq6/xCVSeIIzj3ohyddkAlAoAQgg0ttsOthut02L8MYAKAxKSQjVGS9bW16hEtrq8Z+8eNntdVlds5T8KQ6IgIHbzYBjaDlrocOFpnKGUInHzauyIv6P3Y2lcMQX5Pp8rtdbIUJJqV/XONGGkSLVTHWq36S7fZHbWql6tr286XL9TuRoMkKGi3bLY9a3NHisr61Qrzuk+AxMn5GbWK5eu8eSuXexQCt2310rLENUI/fipKhEizYjdsxZIu8AqkAF2vMrlmM02GdIgCNBZ5p/VQa+PNsaT9KW0+H4likWEMAahFSuz9rxuVgMGJ0+jnFz6gYP72Nrs+px0fsc8N1dWPd4+yzT79uzh1Kk3AGsoW280PZ9naWmJnTt3suZ+26efegolJdedGE2A4sDBg1xbusahQ4f8PfVbv/Wb/NzP/RwAs9MzLF6/6q/tl77wBY4eO+YXEnfKzYIxpn8c4xjHOMYxjnGMYxzjeM/HXVHpT5OMow8eBeD7nv8Qn/3cF5mcsVqx87un+fbXv0XqjHT+/t//z1hcXPH4y/PnLzAzbVscZU3690LYit72dVlevcy8dj/YFa4Uglq1NgLxyXSBs4+iaKTKb7CVqRwuIIV0u3dwHyT9Qd9XOKIwsIpBJlfasS3wnBUg3Io8c9pmgQwwwozKeEpNoApTGyGsLn9ehRAI+sPBiLJKGIW8/PK3ANixc96eR0kX3Mq15nAha66UVyMGgx5aZ4RRQJbZqkm1Wufo0Yfo9mwlf35uF1/4whd9G9JkhvW1NbLUVjwq1bFm570Ww8GgqEiF4QjELQwChBQMXPtWKkUYSKLI6bb3t9jsddhxcK81uwIETu8+h8IIHHTO7VTY/8sbc1ZFAr+9QHgODQDZKObfKsqJUcgRo3j73LDLlKAmBlOo9whAiZGOp9J4IxudaUQk/YiSpRlBIHwFS2tBa6LJvMOuGm27I/FwsE1KeNvFNmVJTzAlmMF2JE9+Dts+XryvYff8nDfeqlaqDPoDus54y2Lvq27cs/s5/85F0kwz7Wzum40mb731FqtOHUOpHr/8z36JMLLnORwkfOxjn2Dgqo3ffvk1sqTAYFeqVzly5H4iV4VVylbm88OWquhE5mEri4n3m7FdF0q/hZUW7rmOxQhWexx3fQgpMRSeOaEK6TuVmhyCEtUdLl3Y57gMQUnTFBUEXmpSKkV9okWvYzlDZy+c58n3PUniKtq9lU2GWUbkoMpxkhAGAZXAjmnJcIDINEIXsEAhBKnn8wW3dNmAkdwg9wDJBX51nKLCKknPPifx+hYzM7NkmX1OZmamWVlZZWnZykNGUcT8/G5WnemhMYJWpcbQjU/NRsSmTlhbd52DIRzYMUEFyTCXN61XkEr58zDY8Sp/FtGZUxF0+UHOu8thz0EwAlHM86Fcbjw1IEqwOplz+XJIpACpAs7HXR5++gMAnDrxJjO755iatopv81M70dkiBw9axa2XXnqJI8eOc+6c9Sd4+umnOHnyJIcO2PcnpiZBSaqutbhyc5lep+tzlM3NTY4cOcqBAwfsdWo2eeWVVzh06DATEzbvXVtb4xd/8Rf59V//dQCOHDlKtVrlxBsnAfjpn/1ZVjbW2eFkiuuuk3EncVeMPItLSx6z+Ru//bscO3acbteSrL79rXfYt28v587YNkZrokWSaJ+gzc3tsA+UUh7Lf4t83j0aZRdI4ZKKPAQSSP3NDTk5VvgHJDO2fZ/DbWxrvcD0G2PhQzn0JvA+AAUsIgiCkQlKlxx4R/CD4GFWHp/vcPNpko4QAcvDkNF2MizMNhK7ECkRmiMidu/ZAcBv/pvfwRhFxel2Z9oSeY0p5NLKiyEpC7hB3lrNsoyzZ88yMWHb+Tt27GB1dQ0l7T21kaQM+oYjR/bZ6xK+txaT/yGEUoX/RJomyChAuzEmAyIpPXlMSkFKSje2k9PXvvkNVvvr7L7vPk+SNUWOaSOHoZeGmbzVDDYxLD+zJs8C3yVMqf0++ne2JdnCcW1Gt/HvFusS//1+v9K19N0Oo0pErVGn7qQvpZIkw4ShI+Hm8MBiX+9+7CNHKG6VI323be0XC28iVEVRM4oJN2EmwwQVFGN7r9dja6vD1tYWM87g6/77D/PlL3+Vj/zQR933B6ysrPKDP2hd3L/1na9Rq8PmZm6yFzA9PcsXv/AVAHQmMBnkNaNOp8s3v/ltjh61utsz09Osb6wzP2/xtWmaOqEFMXKtLWzMYa6DgMFg6I970OujtabtzHb+LOfjcdxdYcS25NkYDzHJSbsln2qEVOict5FzaQxFsunGiqp79uKNDidfPcH0vJWRbc3P0+l2GbgkvhKFGJPR6VpYq5QBQiiCfEGvBGqb5EQZCpilMYGQZFp7wQqlFEkcFyIZaDbWbrLpnv8dC3sY9DaYcKZ2V69eQoWFlO199z3AjcUltHYa+nEGYghBzulrkPRjlk6fBeAnn3qMtlIMB0PqzqhKa4MpHbV0OUQOz82Mhcrli5kwiqzBljsHIYQ34LL700RBkIsao7MMqRR9N7YLDYGUZDkXQlZYGfb56M/9DKed1n03HvDUgYNe+/5a/xr1et2bkCVJwvKNGxw+bKE4b755mgMHDvDKy98GYGJykjOn32ToFoW1WoOVlRVyc7+FhQWGw5jXXnsLsD4j165dZ3p6mpMnrR/VxESbT3/6017bv1qtcm2Y8OTjTwJw4cIFjh49zp9+zrqK94dDPvnX/z53EndF0n/h4kXaTr/WGE2z2aRSsTfz0uJV/ukv/wof+n7rwPv7v/f7fP/zH/ZJXb1mB9EsyzyG6r0QuemU17N3+FGvFS22JfDY7MDW8fLqoiXnevfbQKIp3Om83m5QLBxGXEQdMa281DCmwP4HKsAY7a3F80mwrEqitV04bNfV9UmEsINPjm2Mk5jBYEijaQeFqjNdO33aPiDn37nodIZHF0B5ImQMRJH0VV4p7Nmm2bDE+DcMBn0ef9ySxb/4hS+TZRnVqj3G6XaTVr1Ks+VUjOSYdHevhVTSc1O00V6FJo8kKXgggarQ73a5dP0aABv9LnseOkSiNIbR334k+d2eCI8oRhULYShV6Y257Ue3K+oUuxwlvt4u+S53vcr/tWaVRWKaZRkVpWi5alIYhU5DP1fiyZwOf07k57bFk+2LjG1HM1JNtH8RI4vw7WReqW2VEGCy2qJFhS3H2alUKwQyKBIsbU2xkiT13KLexhobmwOiqj2vN06+zMZG1yt2/Nqv/yobnVU6PbvPH/6hT/LqK68TD3PX7wyJ8NX7KIowieDkKWvMFoUhjzz6MP2hTXbSJCYII8IwKhGvrQtxpWrvubg/tIufXNnMYcLHyf69H0pKMlOMJ0raeXVUnavgyiQCy33LtM1iwSoBlYoEUaUCUnL9ssWJz83MMjc3x80VSwaNhwMISkab2hbTAucqLbQ14grd+wanAJgn+C7hFxQdCJs8S4xT9yIFvb7FxA5bYFvb6lCrNX0BNk01vc0ODx9/DICV1VX6/SGJ64hro2lVq34sO/vWOZYuLfGTH3wOgPqgg5SSarVa8CGUHRs8+d+MjoW2iAjS8RQ1xpJ0826nW1CVEQ9xmnqlJS2tEWdO7M0yTdek1KXNN4ZpxrOf+nHkzhkuv/oKAI1mg7ffPsPUlHVsn5iYQIhiAVWr1bh06aJXSmq325bI64xU5+ZnaLWf5MSJ1wBYWNjNxsYW+ZgXRQoI2OGuszGGhx8+jlKKqGLHj+97/nluLC5y+fJlAG4sLbHn0AGuu9f/7Jd/mSCsUq3ZwuVP/uQnudMYY/rHMY5xjGMc4xjHOMYxjvd43BWV/iiseFnID3/4Bd469RZXrlwAIAwtXnJz06425+d38vDDx0mTEo5c6/dcpT+OBwSB8i0hh3bzq+AkzUpuvVh2vt+2UBVQ2yqIEuHhPLnyka9PiLwG51qC2ioC5KYHxmgQJVgPDgLgVtm5g6/HMQuJUoo4SbZhgoVn12dpRrVWJXXVBm009XrNK4iEUeAcPO13Li+vUq+3PD5OCAGygDRp9Gi1QFj8ZCAiokp+vTRJknHxooWM9QcbNBttduy0GL6ZiSrxoE/mVAyMfm+pQv2HEFIqYufyLYVEqsBK3OHUNJTyFetTp07Rbk9w4cIFALoiYVJpi+P1HXrtpRrtPm5V08ohHvYPo5j8Wyq8TpWnwMIX6jejcSusoDhHuQ3+I0r/T9FZMMX24DwMgHgYW/ib7745Lk5YhvPdCm37rsjJ0SJ+cax5O/02lW6tDS1lu2oi1oia8BUvow0EeDfLVqvJ8vIyURSxtWkr93/65Rf5mU/9DY89Pv3maX7wh/4yN5YtrCAzfba21mk0bOWu1x9y5fJ1tFMtWb65znA4ZGHBcsPiJKO7tkmz5VS7GoqzZ86zd98CAFNTExgsxDTH7EupEAI/bikhrROnm5OEkO5/xdg8jnsntIC85y0ze1/m97RRykJS3WuRWQhd/uSoHO4m8L46vrqd3weVACUlLWW7VTc31kBJZuYsvyZOE1ZWVwsuiZHIMCBzA5TEjk35PJg4tbG8gq6FBQRLVSjbKWXnW0MOlcloTU+z3LMdrXZzgrWN6156Mo5j9uzZw/XrS257QbVap+G6CZkRVCoVr0rT7Xd5/0NHmXTP6cxEjdjlBDkmH2E9DlLXXUzS1CoUlcbNOM0IwtxbyMrh5h2PLM9hcnWxLAVR5DhCSbKsgPYGUYWoP/Swqf0ffo5erUp8c43nnrOY/jfffBMwHs4zOTXFRHvC/1RHjx7ljTfe4OaiPc+9e/eytnyTQw6j/8XPf4GoWuHRR60k8MrKCkrh5ViXl5d54IEHSFwO+/LL3+bQfQfZu3c/Szet4tjGxgbDOPZqPsYY+vGQ1ZNWDrVZbdAdpqyuWkWgf/xL/wc/+7f/c+4k7oqkf6LZYnqnbXWsr64TBIoF1/rYWL/JCx96gec+8EG7bXvKkstie7OHYcVi05LEPxBhCed+L4fFxpaTAUGa5lKWVjO3SEIANIJC27fA4+ZkRPuQex19JTG6aMbnUJhcesxyCm5DYs3Jhu4fym3T7w2oVirIvAVpMqe7Xewj39bLm9VqSESBt8dCDAIvO2p1hb2MqFtY5DyFNLMkHU2OI5RkmSb2UnlZiaDsWZKEQcUb5OzeM8eOXVN0OmvuuBOCSKAcZKiz0b31Gozjrg4pRLFYxWBSDTmcLQzRWntY2759+7h87TrrPVtY2H/sAAkJZCV96G25by6pWfhm3Jqci3wV/S5RXiRszwG3w4OK8yo/3w7CV5YOdFJ9YKUldab9BFipVmlPtAuNakeALyf2+Xn5c/gu+PzyZ/LQepToO1JUIC8U5EfuPptp5po22ZkQ1ZJOvk2i126sM7/DYp1jJztab9T9mHD82CO0W9N89WsvAjA1PYlSGf/TP/pvAej1V9i5a56d8wcAeP3EKdIYVlfs7y1VyNr6Omv5eLCwwKOPPspbp08DdlwTQtB500IMJyfbPHjkPnq9vocRWl5ZQfBdXtsgiqIRnhkUZOEkGUt23kuhEIjEya26OdTLThuNCgOEzqE7JfNLF/miIYe+xknioLPuOXBGWvnCoVGvs7a5wYaDpM3MzTE9Pc3KjZt2f1mGkBLcHJWkiRfFAJDuQcuPSRqBEWKENI+x82I1T6DJuPqtV9n3kQ8DsHx9ieXLVxk6PPxwOKQ/GLDhCPA7pycZDAYeQtTb6pLEcY5goj1MOBZVmN1hi2kbgy6TWUASGT+/Z1lGmqUecqzCyEKV3HUIpURUKgxiJ7pgDGEJLrwdLqlUwNCkCBX6/UulvJ/BME0woWCzZRfjN+OEwdmzHD58iG9+8xsArK+vs3//flotOybNzswQx7E36zx37hyXLl3yRdc333id3bt3027b7WvVKkePH/PP+sbGBseOHfOcoLNnz/L222+zZ88BAJ774DNYEQdNw3E8Nje3mJubQ7nf5ubyEskwpuG4EK1Wi42tJV/o3Vy7c7O/uyLpb7YaxM586dixB2lGAb1FW4Xde+wQn/36t3jjVavjPzE1y9EHjyNEYRglnT7teyXZh3zClaUJ1GJOc4yxMMp6TPkqvCkp8+SYPcsJ2F4JzFf624mIucqOKpFkDIXKiDbbjbRsspMnIbVqtUQGLvapZEGqNOgRbXBjLBYx5xfkXAbPCzCCG0vXCcMcX6/odLp2Re+OsYx7TlOLtSzENYwbEAsNbakMkDIcFsnOzh07SabtQ6uEVUbav3+PO4cxpv9eCxUEyLzKpbXF8Lv72nJMdOFDoRRvv3MaXXddNJMhlCgUeCh4Kl4H21X6ywmuMWbUpRfx3ZN5w4jaTznKiXz5vbLHBbhFvCk6fCVhCrsAwIw8z2EUetEEuL2azv+b8Mo2OVGxfMzGHnn5vHTOLU41lYGgn9nkJkm2iKoVBq6C3m63uHlzmWbLYlcrlQo3b95EC3jjhE3Kf+qv/g3WN5fY2LBVsmef+T6++rXPo0K7DxUL1lc7PPOUJcVdPPsSmZb+4p85c46pyWl6ztzx/IXLXLx01Wvp7969m2qjRuSqjZnWvPqdN3j4kWPe0M1yIYrfxl5zw8aGnYxbrQZSQuwSKFUyVRrHPRBZMV6kOqNWiTymOyz5woBdmGc6G+mIy0yjwtAvCnOem8eaa6sOlj+bUkoqlYovJawvr9BqNllwJqadjQ4rKysETsUwFAJTqqBbw8GiwBenqe3wqaLAoFNbYEvdSiDIFHPNBqc+Zwnu7/voD2F6GX/w+d8C4IVn38/Vi+eZatqFrAoCUuf1AUAUIGVA55LlJfz4Y09w/+wsN9ZtNboVVBnoGGJZdEGktPj8nB8RBOigREDGkKUJyi2uMZo0TVD5MUchZNp7rAyTBKJwtJCB8aZo1VqV8711Pv4zPw/AqRuL1NKUN985w5EjR/xvc/bsWZaW7ALryJEHkbJY0J9+6y1mZ2ftogu4cuUKg+GQY873Y3ZujtWNdZ48+Lj/LXu9nncmXlpaot1os+Q4ZGFlH0oFzMxM88STTwCwtdnhrbfeZmLCcl1PvvG6RXO4zOnIsSN0ewN27rL3w9e++XXuNMYjzzjGMY5xjGMc4xjHOMbxHo+7otK/sbnCpYsXALjw5ptMqZBp4VZm65scDCpUUrs+uXruGmjB4qpdhe3dsc9VdpPb7vv/i/iLkgjVugS9kdJBe0TpPUF2K8TWbi+Er6XnoZQaaa/bqnxxrLlkZ165z0xmJf+8+k+ORSzwcgJR4OtcePdbB70pV/vcvwhkkB8Ew2HsOwJKKrQpJDutHrZBmKLtefr0Ka5esfi5qckZbtxYKrkKZiPOxUJIpMRrj+ftTsv7cPeIUBidkjroRhRV6fVi734YkBKEeGmyhqtsjOPeifPvvMPCbovBjqKIgNDDWnSWYYDEVZNvrqyw1e+x82Er0UqQuedkWyusFHnFZVR/VhQl722ymtt199+tsj8qt/lnSztKKa0qCLaLJvw4UHw+3/fE5IR1Jtajlf534xEIcYfYc1NcJeHOIecSGbMd+OS2yzsDqWZ6Yhq9ZiF07ckpGo2mx/QPh0PqjTrra+v+s2masbqyxuHD97m/ZHzxC19gYtJ1A2qCf/fZz3goZL+fcezo4x6ilaYZN5dXWHN42Kmpabrdnu8E1ut1hsOhH9cuXrzIcNhnetpW3aZnptGp4JXvvMbh+yzmdmKiRaPR8Bj/MLRSx7lyWr/fJ0kK/5BOZwzvuZdC6FKnOAwg1ai8aydt9dSr3jk38FxdSkqJkNLKueaY+zhG1io+ATNpRjHbuw5f/jBh5/fNrS0/Jx05cgQphPeiCOp1UgRJqdIfKOU9OqIoJMtsBzsfm0RgOUsDYTtcoYwQwwG7BhZ1cfq3/w373v8B/u5//IsA/O5v/0vINDM1O292Oh0Che+Y9fsZN65e5oUn3gfAVK3K0mbHK+0YowlU4OGGYK+blgJpig4qQnqYU5pZH6F8jAuCAKO0H0CyNCUMQpJ82A0UmS4GpJzjkI/Xm0nCP/jf/nf+5Mx5AO4/+hivfeubrK1tcfny1wCYmZyycqpOFt6OAwLlIENbm10OHNjL2bOWM9Rut+n3enzj67bavmfvXiphxNaWhQ/W6w0GwyFnztntOxsdds7t9NdAZxkLCwss3bjJ7KyFMVarVXbv3k2lkjs276NRqbK4vOjP66/9zE/zm5/+bQB+4MPfz53GXZH0X716mRc+ZA/6jW+/xrXT5/hLH7QY/rpSfPvsN3j2E88CcGJxCXRGq97wnxdC0Ov1fCskl0f7iwwzkiyPtqr/okhZUsrCxl2pkdd2cpakupiQbT7u0PzGIEWOdcuhMhopAm+EJbEJfnmfqozZ164VKfKFh+UReOOLTLtJq4zh1b6VpgKFNhpBvk9RbOv+k2apGwRLC4MShKHMN7DnKQhUyGuvvQ7YyTPLMpI0nzQNUiq/0EhTu3ARjC6elJIFQTnLkGgy15p/++0zBKGg4nCGE6067YmKH1DTdPK7/m7juPviuWc+yG/8xr8G4ODBg8zMTvn3jNWy9HfxibdOQSTJ8nvQCPzDILatsvMM9s/5yN+pceDt4DHb47uOP6ZExM80YRj496NKyKA/LPF0jPMHyEnvwmKFy/C9O8Lz356c63ZpCYwjOEK8vnhVBOitHiKxiUAcJzQnlF+sR5WIdqvJoiMPrq+tE4UVTp06w9/+W78AwMraKo1mldjhfn/pn/wvbHWW6A8sZCiK2hw/9gTrq/b9fn9AtVIjdPCfLLWwIa8NnmYkSeLxs3Nzc1y5fIWe093OMs3c7CxZpjhxwo5LU5MTPPPs+wtJZQxKFd4LUihMgIcM5UZw47g3whhjCabYebfMVdPGwlMyBzlFCESg/Nwq3DZaa5QbBsIoIku1n5uVcTsOc8lN9/e8mBVIZKY97O2NkyeZnZql7XKefr9vvflyU8skRkvIwRxS2IVH6GCF+TnFaUwU2sQyU5IkjTHuHm0qzZWXvoLYaRPUv/JXf5ZXXvk2SxeslG1FQzA9xfJNu3iuGclTC7u5r2WLZNPtaRYXF6k407J0aD0Boijyi+NUGOepYkMiGMYxwhUWLTB4dO5WSmHycVkLMm2I3bWPKpHlRrjnbigFldL+n/7Rj/LiG6c45bwD7ju0n3jY58Mv/AB//Pk/sudVqaC1ZtNB8zrDId31m8zOWlL1k08+wc2bN9m3zxaJvvHyy+zeudNzAL74xS/yY5/8Cbp9O1406nWiSsSuHfY63riyyMWLl9i7by8A1SAiTQzdbo963X7mxo0bTExMcu2ahQAFgUIEcPmShb3v37+fTKR86qesVOe//q3f5k7jrkj6jz3yMF/66ksA7GrPcOnCVf7Xt3/Nvk4FOyfmmHYrwarJ0MOYKBytvjYajVsSx7/IGFHq+PekvFBeWOSYz3zxkrnJeLtCT+H6l1cly5V+a+CVJ8AGW+XL8fC1sGY1tMssxVJxU2BdCE3pfftv5fdnjEE5XKKt8hc+AUma2tV9UPGTvnTs/aCEMwZB5tR7Eme0llfqK5WIm8s3ueRu9jCwq+/NTctij6LQdg3cMVerVcIw9AuPXq+PCqyGtgqKeqQKImo1S5qZnZ2iUgnpbdkkYXVlnZ27DnpHzq3N/q0/1jju6thYW+ZTP20HRJ1lfOb3fp+pKZv479i5g0ajwcWrFnu61tli/5P7GIp8sex2sg2vXw5xm6zf3sqjz2V5rBhV2rl9bE/oc4Wt4jsKoq3Xvi8fi4Ccraecyc3CXov7TJMMFaiSo68dL25dkJR6htvy+TsZ+somY149qHyIgcK4JH+qPgGbMaJqp6J6o8Gg2/MOnWEUkSaafj8356kzMdHm8cefInPn+acv/hFpmvGJH/lhAF78yp8QhhHdrh33nv2eDxAFFaLQ7iNJYq5dWyUK6+51QkZGe9Iu7jc2Nmg227RcQlWpNdh74CDrDpO7uLSO1oZms06jafexstLh5W+9wvGHLa43jROGw5hqNXcWlQRCUXEY7LzwMo57I4RUfiFbXiSDI9Vq4yvaMrQV9tTNmwphjbEwXld/kMRUoojEKeUgBDIsnOXTJKFSrZZ4aAothHf9RWsWl64zP2PJoRMTE6yur9DfsNXlQCoCqUi9i7B1FzRuYQ9W16DsoSOkpCoMHcdtqVeqTGUx6bWrAHzzX/0Wz33kY7zRtKpWF956nWyty4TLxTYuvcPkzh20m9YZ+/r1a9RrNY+311lmu6xxQtUtoDIlXG6TYwIgCGXRjZSyNCDbgk0SZ4RBsTjqD4eoyL4eZilGSqLUfqZWkWRCEOzfD8Bb6wPakSSJ7Tm++sp3OHDgIFevXufBBx8EYGpqkkE8YH7DJumvfudVnv3e7/Wa+WmaIoVh2Y0Hs9PTGK2puGPas3s3594+w6QbP44cP0azWuPKTTvf3FxatAUFN04OdMpXvvZl7j/8gOcAbW1tobWm17Md0F27dqGN8d2H2dlZ0jTlHccL+Lgb++4kxpj+cYxjHOMYxzjGMY5xjOM9HndFpX8QD7jvAYuNXDx3nbn9+3l8h8Xjvvabv0/cjXnj1BsAXEj6XPl3v8ej3/N+AA7tOYAQgkaj8Z7QQPZQGaWs261XBbBKIHmlP3fOTRxOXSAQUvttwa6slRJefyfTmizT1Ku10nZmpGqpArVNS7uoLAZBAKJw3LSVj0Ldx2DbnPn1r4SRVRfZBhfQWkNQwIqykmygUsrqI7oqyXAwYMeOHYW2sNRkWUpYkvS0qkOuu5AkhGHE4cOHAXj2uWeZn5/h8pXzXL1iV+rf+fYrbG116Hb77jNDEAN2L1g83fufeQYhUwYD14JM7wyaMY67J17+1te9mtehQ4f4iZ/4JHnZ+nc+8xkqtTonT58EoDpdZahjL+umjUJuG0LebUzJq+Zi2we2b5/DYG6R4PTclNF7rFzxKmNSwQAAIABJREFUL8v6bZfXhKLrkGVZiQtkn6V6s1FwbnzXwIzsw5CN7jPn0/j/23bO5s83xm7fVGhN3cltRjJChIKJtq0eJklCmqZe0ndmeoqrV69SiSzUJookr7zyGj/6iZ9gc8vJ1BkAycvf+g4AH3r+Q2xuPc53vvMqACdfP8vM5LyH1Dz91Pv4oz9+kX7fVlnjJCUIA7pdW1Wbn5sDJJG7fzqdDmDouPdrtRpbWz3CIERr97dqjWvXlth0muQP3H+YWq3if4tASBqNpu+CCDGG99xLUWameK+ZuOARaktkse8LQZqlBA6PLTPtle9y3XwZWufYXL0n5+LkHfC8w587URtj1fQLWKygVq+zvm6rzb1uh/bMFMJtv3ZjGZTy2PjMJAQyHKmq16oV4iQhrBSys3Ga+jM1xjA0mqo7zf2VgBN//Fnuf/55AO7/kR/l3/zq/4WMbdf92UP7eGjfYVYdJKXVahEncWms0NZPQOC7IIGKEEDqchehbd6Sw/ts5x8/JkkhEaqQ/BaBQgTKd1Z1mhFUA2TkEBKh4szmOh/+3u8BoLHnMNfOvk3gxt317hZnTr9Ge3oX7QmbF4XVEJ2maIc2aDcabK5vMOfgPd3ulu0GOjneQafDsNenX7Xjyd4duzh/4QLZTnuMb508xcLCblaWrbrYk0++j5WVFa5esvnI3kDx0EPHWLm5wqEDtiOxtbbMsLvpK/txHBOGYQGLSlPOnz/vEQ/vvHOOn/6b/xV3EndF0t+oRBg37yzsmePXfvVXWXRWz0cfuo9TJ08ysWKJnI/9wIdZq9SYm7M6/tK1sNM09TfKvRj5QJI/7F66srSQkbLQ6Ba45DvH54nSoJQLYglGiLhKSkQgSg+1S8hFgb/Nby67H2PbbDkeP0mpVCrb8gBRmsgs0CAnxOZygEIU5ln2OBRSjHIuktJnEFBv2Jt9fWOVd86dQbnPZ2lKHA9HyIhaF9jZOI5JkpTXX7eLxKvXrnDkyAM88sgxHn3MmmU89b6nCKOAN96weNw//vwfcPSh+5iZtolFogeYLOVPv2SJPfOz+2/9wcZxV4cQhqtX7eSTxJrzFy6z02FTP/Hxj5MZw7nrlsxV2z+DIfHkcZxk64iefPHPkfAGPX8BspfvFvmedWk8cAdqtf6zYkwQjGJ2G82GTzTe7RgL/L1bEHyXcxGOqD8qiVd+/9bFzvbvlakhdXjX5t5dGBN7LfDJyUnW19c9vM8YQ7s9yXBQeLAcOnQYKUJeeslCQoWSHNx3gK01O6l2uxtsrfd44lErf9do1jh79h1mS1CI2blprl21pLgsi6nWayNj0J69++j1bFFgY32d1dXVEb6VQNHrD1l199jO+R00W8U+3nrrLPPz09x3vy1mBf6a3X6RN467O0QuLQnuhjfIIP8t7YxbiEmAVAEmFxdRDlInRJH0p4bMaKRbiGbGIMFDYWzRbxv0zvH2AJIss34Aqpj3lpeX2bXXykwHUcjW6prH50f1CkYLojD097E2GWG1UvBQtvPqwsARkt34MOjSjgJW/+hzACw1Wvwnf/Pv8M3f+pcAzNZqdNdWCB2EKSGxRUdvBuYMEaVEuMWOFhottPcT0JkGbcjcIkBKiRLSX3qwxUdfyJCClGKMDKoRMtP03DmuDIf8d7/+65x424713X6Hl77xZUKXf2xubLBz5wxZ3OGdt20S3t1YZ3HxGnsW7Lzf7XR58cufZ3bWwpYO338UrQ3LLonvdbrMz8+zuroCwM6dOwnCkJbzHllcXMRoQ9/BphqNBhsb6+zYaQvbnc0tDNCsVvjdz1hs/jPPPEOn0/WQw3PnzvHS177CJz9pIauHDh3i5ZdfZmHB7uO++3JRgz877oosuULAyqZdsU5MtPnpn/sUy0uWRNmqtXniwE6OP20Z4Ve3Nrl+9Qbf+6wl/uZJZa6KcC/H6ORoCarlicaUSHrGVejz98sLnlzrVwUKhPEPSL5w8A+3GEV3eXMPUywCpFSebV8ofeSrbkFWAuwaY/VwRxWIzIiiiNbacwDyz2SllX2mNVqn6KEdMN88dZpdO3d6cuFwGJOlCWJb5cWYotqpFN5I4/LlSywvL/HiV/7Uq/fs2jnLY48/zMamJQcu7GmzubXEyppdqUeRolZrE8f2Oy9dXLr9DzaOuzY+8zufJl8XPvbYE3S6HVexhV0Lu9h9YD/tPdMADGTmXDMLIzwphbt3v/v3/HmS/bJzpCfHlybc22nml4/hdp1MIYTXiwZLMs2fr5Yzi/nux1/wh8p6+u++vcYYUTqGUXUef366uJZCFO6kwkAtCH0VTaaGONM0HFZ5c2OTyclJbjqN7Bs3loiiiOlpO/n9wR98np//W3+Xjd4S9ZYd8x9YeIrz75zGpHYhoZOMqekJT5rd2uqwsLDLH2OrVeHp9z3JH29aPfLEKLLM0G5ZDG4QVlhaXvbj5s2V5RFXz/4gRgrBvp37SVxC9M758+zes0CjYc9DSIFBs9+R9VpTbWcYWO6SjuOeCSEwuiDqjgh7CEEQhp6Mnj+zeR0uHcRIpaxXoFeyMYhAefEA7ZT1KkHRATJlkQylRrhuoVSIOPNzdabsguKdM2cAmJ+bZ2pulq2bNhEddHpQjTBaofJcwRjiOB4ZV6QpFG/y81T54iYNMMmQ3GWnuXiRr//TX2bvfXahMd1q0b15E5WjxmOIhfakfREohDbIICTLzemMKwq461IJI4aDAcIUxc8czQDWSG8wGKBVzp3S1pPFG54AlYCcvvef/jf/PS+feos0sGPhiy9+nolmk6uXLb7+8OFDrN5c5Oqpk8QulxpsrRFFETqxXTwpYmq1qi/IhlHEvn17vfrbvt17SNPUjxerq6vs3bOH8+fOAdDpdRl0e8y7MWhldZWFhd2cP28df48+dJz5yWn+5E/+hKeefhqAL3/5y7z//e9nfdnmHl/76ld45PFHueh4BbM75nn22Wf55//iX9jTLmqgf2aMMf3jGMc4xjGOcYxjHOMYx3s87opKf3cw8NizfjJg98Hd7DpkFSdee+k7KCkJli2DfHbHHiqZ8NimIAjo9/u0Wq3/fw7+LzCslfuo8kW5oiaEQVLACTKdecyXNhqEthh6bwPu8O55ZR9Blt3q6JlXE7TWIBhRCBIY0rwqJ7wScf62bVvKYuuyJKhV7gmtQpAudRvE6PeXpUnBECjF0LHr5+Zm+ey/+7fejrrTWXfV0ELdxHIf7DlUKlWGwwFS2v21Wi3SJEZI4TVvNzdXuXDpTaJqjgt0+sXSVU1QdPub7D9oKxgnX7v23X+4cdx1Ua1GvvszGAxoT7SYmbWV/RvLN/nm50/w3Met3XwgXIveVfot5A3XXcqxMrkjdaEAZbQusPxSlCBBjMjGlePd9PklFu878gmTV5dL1cGS5J7OrOCfvKVS7zC7jRpG622KQKIE37F8HFE8zoBA3yJTWjyv5U7f7eLdPEvyv4RGkHb6ZA46U/t/2HvvaMmO+77zU3VTh5fT5DyYQSZBBIpBjAgkQNK0TJqkLFkSLXsl0VrZG7yirLXXCl7Z2vXKx2vZli2KskQl0hJJMAdQIImMATAIg8k5vDfz8ut4762q/aPq1u2eAUXonPU5M1L//sCgX3ff1PdW/er3+4akwtrSmj/HQErarTZVh5ddXrbP+4unLP/i9ttfByie2/88k1MWrvPVr3yR3bs3o90YEkcxzU7Hdw/DMCBNs9KvYHSEZiNlZMiOnWsryygjfEWz221jUul1tjvdLpWkRuKwz1JIlIKXXjzIW976VgC+u7zKwsISE+P2Hms22lSTKqdP2oriyPAeoPQ0+e+hMDeI/37Rq2CXZxlREFKY5shQInLtO15RGKIFfs4zRedQaQ//iuKYUBny2N4HkREg6Ovsa2NKvwssvr0Inbu53sGDAidBXMBgVxaWGBsdZWqjhTQ25pdYbawhktA/i8oYQiHQRcei08FoRWXYKlLpVDnfDTd+aIHQAa2OfS6UVoyOBuzdsQOAYy8eIohDlOt4yDzHCEPmyu7SgJU2zTyEOM1ShMGr8WR5TtiL2nCQ5iJHyQsInugZd+nnQiqTsvn1VuL9yZNnWHfd9Tz0ZSvHWRGaE+fnvJLbgQMvUYtDjMqpuPH60sU5wijyv/nk9DR5njMxYZ/txx95mO3bdjPmoDdzs7Ps3n0dNScjf+DAS9TrdVLnE1Kv12l3Ohw+8DIA191wPZUoolBBnJya4vnnn2fjxo1866E/B6DTanL40CGOnbCwpL/39z9Kq90hc/eUAibXjXPHnRbCeOzoYV5tXBVJP0kEroXT7rRQKiNxN/MNr7mZPM85f8HiL3ff9FqUaPYZJ3Q6HYaGhq5pAi8U2vxl21/3EFzD0D4I5RKAPlMyK1Np3xc9ZF/LtXW9H2Hl9IoHRhvdh7ktzLXKsNCbIqnwiY8ojbGkEH4horVy+tQlfMcOGtoblQghHASnxLb2SoaGgZ2gi4XLs88+x6lTZ/wgUa1WaTZXSymzMMSYcjLduXMjx44dKy3QjQEBYRh58m8UQX2kSzezcI9AxESxRHcL6FSKkNDuWpJMbbjyF/5ug7j6otPNkNLeM1u3bePFl19go9NJXkvbvO2Bd6CCAkeqQAT9976x920vHOdyKUoZyBKeo/vhOUI6Do4uE+y/KISw3HWfwPvFdD/ptth3+SVD5giFQghkIBkaGfLfscfXWzjo2+srHtuV4+jlBOLyHWOMhRf1yupdlvhLSixzVQfkrZSRmj3GlYVFtm7eRNdp7HfTlNWV1R4SfU4cw6lTVrL3nnvezeLSEiNDYyROcnPXnu0Y3fJSxFJIoijq8+6AkjcUBAHbtq7nhz/yQwDMzS3zn377d1hynICdu3ZRqQzxgsPsxlFEJUn8mCSlROUQJxUefvjbANx3z7189atf5Nx5yz2bmBin1Wpz5GjRwr8O0P5+6E0iB3ENRM/9HRkBWhM5SFqWZf7+hkKq2pQa/EJAbhffBTFX4Obi4n6g3yjPFuAEplgcaot1LyW9A5SQRZ0KnVuoTygLOW3F2uoqq+65mhgbZTQOaTdbPTLfoFB+1d9RGUkYoxOXPyg7r5YcQYUxyhP/K9WYjWMbObrf8ufiSoIUkswZq2btDkEclX4FQqClIK5VyFxCLAkRqoQgGxxEtxA4MPY6FJdXYazB12Xjoi7GZmO4EMH0VivkEVRGOP7iQZYvnAIsdG/X7t0MO87gyRNH6DQyVJYSV21RcHJ8CimDciw3hixNqbvC8u49ezh5/AyZS8h3797N6dOniB00a7g+zKOPPurx97MX53hu/37e9ta3AXDsyMs8tO9pfvpjPwvAoSNHSZKEyclJfvDt1p/qK597EK01f/fHf8z+NnlKpV5jtJgfspRqpca991iY+xf+7EFebVwVSX+gNcJd4Eqc0O4oVp0D40htkm4nxTgFlaydIZXxeM0oiiy59BpP+AHn2Fg4yNrr0c9VuBLvWyTY2mgCEThzrTKpN8YQFhh6pwTiycDCYe79A0M/mRhACoRyNcBCOaDQ4c9y4jjyr4WU5N2u/y2iKMIAuVZlFRXpVAzK6qNRJWHJFk8CVFaQEw2HDh1mYtxW9Vot65xZVD2ksQPg0JBdZRcYxeL6bdmyhbNnT5GlOYUi0PoNoxjT8tcljqqEoUS7wU3lCkngn46h4Wv/3vrrFlJKNjmSk1IKlaUcO2Exlltu2YsOpS9gS2WrXUWSqHtsr/0TdxmOV4j+5LZ4NvrVt3oq/98Hwq2UIgjDMnm4LLEuD6MXz4/rLrhKWiCJopiK04IvuD3lV77XffzKyf9f+Nm+f3QPst8WFYouC1jHzVjbZy1f7TBSG2HKVdpWV9aY1BmhNyWC0ZEx6nW7vVarzfGjx/jgB3/YbktJDh55keGhMUaceVYlkizOd73XhxDQbnZYWrSL9tHxUYJIErpJOcsyDJpm2y76p2bq/NOf/8d84UFbDTxx4jSNrItwn5cyRBvhEyohBGFsE/ekasfnb3zzIW5+zW0cP2Yx1adOniVdP8N6111K0wwhFVIUaiwDnf5rKVSWez8MFQiiKCqJ30KgtPLPeBSFGIR37M26mSV/9xjhWaWtkLBIZmXhGu/4eFGENMZ3E8AunosFvowiIlM24YzWRHGMdByTqFah2+1iHHb+/OwsG9evRyJYddymbrdDVK14LfhqtWadgd24kYuMOInJigV4NyVXKTW32Lnl1ltYnl8gdMWS9lqDSq3mO4dhNSYIS15ipVol04puXhb1AmMNO31XznX9/WiSc0XHVAX4zn9ucpCCwJ33PJp/9K/+Ld9+9hAAnWaTr33xM4w4ftP5kydYNzPF8YbNLyv1Ko21nNfecScLl+YAu8ivDw35/TbTlFxrzp6zaJOJ8XGuv2kPRw7a+eT0qdNUa1WGhmwh4/TpU6xbt45Tzlvo6X1PU4kTnn3GqotNTk5Sr1X44z+0BOjRiRkWlufZtWOnL1C84+530ul2fZ6j0oyL8/NMTVoycRiGJElMy/2W73nf/bzaGPQYBzGIQQxiEIMYxCAGMYi/4nFVVPqVUj0SjNY9tRbb1eSZY0fJ0pRW175//vwF1q3b7OEeQgi/4r7WIwzDvvad1v0qHXA5PrdHZsvp1RttCqiYq0BYRZ1im1IIECX0pbe6UOy/2Ks2xlcLi31KIWk5uT2rEtJT0dPaVjR6Wm1Fd6GAToRhSK5yosBJleVpf8dCa+iBB81dnCOpVgqZXhrNBkprD9UxWNWVuqv6KWXxf0WH5OiRIxarK0ypdBSBUqa4DM7W2xAXesUiBy3Qua2SjI8PKv3XWgghed3rbgPg+RdeZHVllb2vvQGAiU3TtCKFdrC3UAjXQnbdJVnCdgKvi13IT16+J9ee1wWMzKlQXYbdttWv/iq9/x6FP4XpV97q2W8RWmmvpoWBpFpCz9JuSq1exRWkyXPlZHl75XHN96z3v1JYiKDyz7QQpk+vp6AY9HKPemg+ttuBoB7Z7sPKyjLduqTRsNXFtbU12u0209PWI2P+0gKtdpNAOvhmrjh79jyjI1ZZ5/DRg2TdjHhS8su/8gsAvOe9d/P0vqe49RYr89xqtXnp5QNIN72dn71EpZowPGwrcePj43Q6LdptV8HMDKOjCfc/cA8Ax46e4Etf/QZra3acu++B9/Lc/hdot+zrSrVifUEEXjlJSsORw4cZdtCqO153Oy8feJGzzhvk9OmzbN+xwUMv9V9GbmMQV0UU932YxCAE0lXhtZvn+iGr/d05oQ0qwOO8YxmgRAnz0hoCIa0DLRYSpHNl/4Z9jjqdjuelFTy4gssWRpHj79h9drtdwjjy6kDVJOHChQvMTM+wwanINJtNLl666N1xjdCEGIzjtmRdjTI5ynUXup0Ok/UhNmy2fMu1ZeuTEbi5uIawHRH38EdJjNHaj4l5lkEgkcogC+dh6T6nSsx+KHpcgiNJo93yOH8h7ZhQdDAII0IZ0nGAiH/0r36d5xeW2bzDcmj2PfKVPr7nPXe/k4vzF2muWGjg4vw8d77uTsI4oOLm/5XlRYaHhkicn9HiyhLRzDRjIxbDv2nTRg4ePGh5HcDLBw+RK8Vb3mb5PWmasm3bNt8ZGB0dpdNqs+QcfCcmJwllQM11ZMdHKkiGed1tt/HZ//anALzw7LNs37GDVefQe9PNNzM+Osa44wx1Om1arRZNJwO6tLrCq42rIunX2vRMlhm1Wo05R4BaunARGcUsNy02bXR0hL033+QTuCiKPOnrWg/RIxtYQAP64LuUA08BQShb/5Z02JsgKGXb7l5C02n79+py92LwL8fi5nkOAo/JC6S0CbtbcCml3GLDEWC1Ikszn3DLMEBp3bdNYwxREJZwH5dgFUlSId9ZaP3X63Vr2BMV2sKaMCoXR32mXsDa2oqXPyzOMcu6yECQONLU2mqTkfEQKRN/TFmni3ZYRIGkPlT35ivtRvf7/XSDuMriNbfejnL3+bmzp4jjCjgoRp7kRMIglPtd5RCoFOkGcWRAFEjCKPKJnnAisa9EzoVScrMgvffK0sIr4eT7w3N3ohLeV3wl74HpBEHgcf95lhOGAaPjdjKK4giVK7SDjthnoDTr+l5xxbFd9vJy0qkU0o9LxmjrDuDX+U7Os4csHOSariPF1mtVxsfGvDnO1PQUGGg13XWWgjCMmb1gW+3nz5/nx378J/wy49y5U2zdvovn9j9KfcT+9dvf+Ra3vfYujhy2+PmVlRaIkDR1OOHM0Gp1WFq0x3Du7Bzdboe6gwRu3bqVlZU1QpfsbNm6np/86E/wR3/4JwB865tfJ6kPcf/97wbgoYcewhjLnyjgWJVKhUx1yBzsdG52luuuuw63SR5//HF27fqQT9J6eU+DuPqj024zNGYXnkaARiMcjkVnOWEUWW4QIIPAa9MDIAzGYvGouqRdYRCBRBbVLOUw+e4rWbNNLAOcciXKFbKKZ1UpS7L1GP7A+gjkDqKqhd1HsflcKypJhYX5eZSD1o2MjBCFIeedmVbFFeJMAe/JMoQupSircUhmlEcBqixDCkkS23Nq0CKJKl7KMuukhEnkxwLjCitCCLKeQmNuco+HN8ZKl2ZZYcYJSSWx1w9QRhOFEcrBBUUUopKY8R0Wyvm1/YfZtG078+ct3v7IS88jo5gNDuqZZin7n95HtWLngqFalVAKOt0u4858S+cpU1OTPPOsNferDQ1x3d49DDsDwbnZBcbHp2m37Ti7YWYdudFcumRlhl9z2+3MLy542NTCpXmGh4f94uPY0SMInfHw008DcNvtt6O15g8++TuMO3GCt7/97YgwYHHRLhRmZ2fJjWbZLQLOnD7G8PCwhxStd4TtVxNXSdJfsrONMbRbLbpOpz3Tim3r19Nxk0CqtF+BFd+Nouh7qkZce9GfzJbzrXAa2f2fLvXtbQLeW6k3xpD3JOEilG7RYDeSqxyjywp4tVq1eFz3/SIhL0k1VuGkmLDsv8JvT2CxjsUxGYz9Pdttv1Dw3Ywe8nAUhd6UJMtzms0WCwuWRJckCSPDo7RaXXddVJ9pUkG2VI7El2WZVWIpuMtSO5WhnCiyD8j09ChCNgidK2ieaWRQJmy1ap1mq0Hu7sFKPCDyXmsxMzPNhQuWVBknCfWJYTbs2QpAI11jk5pnx5S9544tNznHhNeS10qBhKWFRS8YIJyqVlGZl4HsG3PCMOgjvfcuPN0f7HYu79Bd5shb/F0pZatkUeidZJVSxEnCmNOsL75bPL/dtlWsKbgqWZZ/fzLBXzpEyTq2JwTGlOIBUtiCRHFdCKiqgMU5+zzv2baDKAhYWbF4+yAISNOUmuvULcwvMDY6TiFXnqYp1WSUU2cOAFaNa/f2nXz8F3+KpOIqr0FE98mcm264HYAz555GK0PXPc9Jpc7ayjJJUdE0hmq16itvq2trRGFI6BZ9M+tm2LZtMz/yIx8C4LnnnueRJ5/jv3zitwH45V/+FX7vE58iyzOf8HTTnCzLGR6yE/vd976Tbz/8MNWarSjedvsdpEpDwRtS/3//LoP47xmve+Aenv+ONYNDa4ZM4BPsKIrIlfIKNLlSfc+/NqbHfKrsuitVKoaFYdhHlo/CCN3rsYPtKhWdpbzTQcYhyjF5Q63RBvKiCBaHffmQNbhShFHE8rLFs68sL7N1x3afEC9dmrf5gCt2GSEwArq5nXujsRHe+KYf5MRBqxQjckVQD8jdMQQ6ACmQRU5iMtI0o+I4AN1u1553j5cPxiA0fvEchiFZlvlxNMtzdBj4LoowAiVAFcSBVNEclqy//hYAtuzYRBAnfPc7DwGwbtMmlldXWXNqYWm3y2tfcyvPPfOkPef5WU4cPcTOLZtous7+upkZnnjiCdacu3a1WuXJx5/g9W/4AQA2bdrEuXPnuOuuOwF4uN0ibbbZsmUbALOzc6ytLHHksL1Ou3fvpr3W4MLZk/a6KEWtVuO219pOdGt1jTTLCETM4UsHAZianGJm0wbOuzlsZmaaLVu3eO+VjRumiOOE5557FoCJsQlebQww/YMYxCAGMYhBDGIQgxjEX/G4Sir9yler0rSDkILNu7YDMLNhPfueeIbhUdt6abbaVOKKh5x0u13f9roc7351R7Gq768M5m5VXVYRS818wFcGrCpPSFHX10qDlMighNsUnzFlL94W4HRZZbRwn6L6pJBhVOoLG9tF8fhEYSE+fdXOns6BKHDRHpIkEdIeQ287W5uyggFW2aLoBGRpShRFvm2VJDFxnLC21vafL1xBi3ME7Vtna2trzMxM02w6Nz0ZgJYOetFy55kQColyqgQyiDEysF0BCpyl9jAHowf422stkiTh4EtWF3l0YgRZSzA1ew8mQcJ8c4z1xsI9hicnSBoJK6v2tQxChJDEcdyHX5eyVHi6XG9fKeXUt1xXzQDa+EK7l/ssKv1aI0TJHdDKav4Xz4kUGhnHxHHEuFOAsTwfjVK2IpWrfqUhrbWt6Dm1LSklWqkrHHxNz3d6x83idSmd4bp4ph/xY1T5bBR9vivGmOL9LrzwxHOMVhyGdmGRkdERpmfseL68vEK9XqdV4OUrFRYWFzjqoDrvec/70Sbl2X37AfiBN9zBV772eStt7NVRFHv27OHxx58qjpAwirnr9tcDsH7zZoRSnDh5EoCnn3yabLXlq4lhYMgDTRzbg15bbdNp58RJ4PZ5OzMbN/DZP/0CAL/6S7/Kxz/+cb7+9a+xsGCd4+u1hJGxKf7xP/45AL778EPUh6qMO+jV7t27EaJ3HLkW5qhBFDGydSP3fehvAvCNT3+WZqtLzcGKleuGp67bjBRILXyHXOU5SkqiMLJ4FdzzYsq51zhOjyk8boRwMsD2PrH+M10PnYljuy1RVMiBdrNNWOj2azBB2ZnM8q5X1SkUgbIs4/ihI+zYbeUt12/YwMXZOTS20j9crdFqNIncmHT3vfey/4mnqDr58LhWIU07VNyDE0rxAAAgAElEQVR1CKMIleUe448AoY2HvBX5QRzHXsK7kCYtcgzhxqui84+D8hYjVqZyNKX06dnFef7mT/0Mq1XXxd+wmd//7f/I5hn73K00mgzXa8xdtM+pzrsk0tBynKKhao2pDRuZmz3H+i2Wq7C8vMz4+ARTjmfUbnW47rrdzM9bd+Pl1RUCkVBzXbx6UmfHtp3e8X18fJyzZ8/wzre/A4CXDxwgDEPW1tz7E+PMzMx4RMRdd9zBH/3JHzM0PMT69esAeGbfPqbPzvCOeyzP6OLiAufOn2e9LrpLMc1mg71799rrcPYsrzauiqQ/z7t0OhazX5htFUndaqvBnltuYGXJ3uxD1SHyLEM6fHYvueXaSPb7k4XU6ehajV5JMRn0SgNCAWOR+NxBWnJskZRIZ2IhjSyNK7AJduwekGJjHhaglW91l/s0fgIvJO56zbsMvTr9mkAGPdRAu3ApoDZhGHmTomKClS4j8KRJIawsmMPwh5Egz7ucPGkn/c985k/J83IhEQQBRhtPUBICoiih3bbXMc9zKpWYrVutsVaWKRYWLrG2tuYJkMbkNtF3eme1ahUdGKJugWU0GJ35SV/nA3m9ay1eeuklqg6aMzo5wcytW2g0bGJ56eJFasN1DjbsQjEzmtVO02P66/UaWZZZ3KznjtjFZemBYffTmzAnSVJK7l32Oa2NS5B7NLLznMhN0lEUu8nRfmHdpvXESYzKlSf3ZlnmmL39SbvuWcT37kM4uJ+fULmSt1N87pXjlSAoV/7tlb5fJButlTWWLi0QTtjXZ86cYQtbfMJeqVRoNpvEDmrXbrdpNNZ8Tjw6OsVTTz/KsCPyTkyM85k//RQjo1W/UKgPjxDHVY+XB8FNr7mZ+977AADVWp0wCHiNm3RHxyd49vGnfMKedTtUqxVwyc7a6hovvHCAzVssTnZkpM6mDdN86IN/C4Avfemb/Lt/92+58cYb+Y1/+/8A8M9+8Z+xtrbMgw9+FoCXDzzP3e+8m0bT7lOpjCSK/Lx2bcxVgyhiZKTOUGjzjL1vvovuwjIHn7aY73qUoENZFtO0Tdq9rLR0BF0p+opdUBLBlSt25e6+yPPcw5YB0rSLVrkXsCjmv2IuT7spGYogcnDEJEJlma0MYKWtpbY4fSNLsZAgCDhx6qQ9j6E6U9dtA8enzAPBWqPBvffdB8DzT+2jGoQeaqOUhQt5GVEpMEGIMoWOf5Wsm6Ld3C7cPkXPgldK6eFQAGEQkmWlwajGEEShN2+VcUiYRJxdts/uP/3UH7Dv7CXWT9giwgtPPYrIOzz/kpXLnJqaJE1TRkdsgo6qcPLEMTZu3WF/y53byFXGWrvBSae7v2PXLkQQWHgksLK6wvjEBFu2WXjo/OICu3ft4utf+yYAr3/TG5lZN8OL+yzU5tFHH+XvfvQneOhLXwZg8+aNvPzyAW680QpJrK6uMj8/z5YNdpHxjW9+k3fc+zYOHDjMCy9aqdHt27aiteBTf/CHANz1xjewceMGL1WvlGJ0bIi1NSdLPDrOq42rIukX4Cu7jUaDer3uiTAT46MsLTUYnbInpU3uNbDBJv2FM9q1Ef2TZq+5VhiW5xUE0rlxum8ZTa5yn3BfPmkYV5Gz6hmlIohBeyKfENbdU/QMLDKQfdhjW6D0ThgYTKm0IxUqzb1zpZR2+6XuP0BZrdSmXCQUSQCBKNVH3HlrrT3WUSuNNooDL1vDj8WFVeI48Rrc1UqdSjUhjkreQJqmpGnXbw+Rs3WbfaD27rmRCxfm+PSnP0OSFHI9Ic1Ol2rFJn3NTssqFwROMaSovrj6Qlzt9UoYxLUQF+dmGZuxY8bFzgozlZ0emzoyMkJGyJKriCsUSbXipyLrjB34Thm4SnwP0R6E57y4l0AP6dWU1Xtw/Jpc+SS/+H6xZhgdHyGpVrybpTaadrNNsZAGS6B9JdWX8vm1/JywR9kMIcoKX6E05I/gVUYvL9duuKer2rvlcpsFRndoaghVEyy5Lkqn0WbuwkVuu8s6Sda1Ynp8ghdesBOm1pKLs0t8+CM/AkCatVhcmvUk3POXThPXc5aWG1RcgvPAfe/lzz7zJRD2t9p7w438jQ98kMQt+oJAEhjBpCMwfvjDH+LO2+7kCw/ayv2dd93JwZde5Mknn3TnYohV6InBw8NDXLdnO+vX247L+99/L0urDT7/+S/yv//TXwRg965dNBsNmqu2I3nzjTfTWF1hh+tYCzKrfFSQINWge3gthcw0jz32CADJcI1b3ngX17/G4sg//V8+wbis+SISxj6HxTOSVCoUppSe3m4MUgjvoJtr7SviYB1qzWUd8SAIvAmVEBLdYxgeVmKGaxXbMQCLy88VhatVYARplrkxx/0tDJFSErvPdJYbXOQ8W909e+DIIe666y4uOKJvnGt04NTOsM+6VgblXme5BqNIHEm2m6WAISjGUKdqlHW7nv+Qqpwkjskcnr7dtQo/JiiQDQatcoy2Y1qcSJbaa7zx/e8D4PnTZ6mOjJO27SJgfvYMnU6bnTt32tfzl9iyZQsnXZdvqFJh48ZNLCzYqn1QGUKqLrv37EXr69xvo2g1m75ru2XLFjqtFqFTlNy79ya++8gjjLtuZSAEX/7cg9ScktoNN+xi8eIcb3yzdQX+yhc/x8TkGCsrlksRVRKOHjpM1XFTF5YWmV63ia0Ng9MzIIxrrK2tMjM17X+/OI694uDp06eIop2laVn+6jlCV0XSn1QqvtIfBNbMoWgpNdtNgjBg7tJFALZt34sQ0ieWBdHuWgytdUkUdBNpL5FPCNkzqdqkozepQOBXzYXplkCWsBSjCQLpq5NFFb9IwIuEu5iotYP6lK6ilq9XDBJZmrnfpVTmEEYgVJnQ967kDdonSwVJzhgrOVjAeQrZ0OIYu90uSTVicsKaUNRqVZrNtodz5XnO6kqKcoOElJKh4SrFSdcqEUJ3eeEFu2horLb59ne+SxjE5KogPoLIFIJiGwoZhP6Yut3cdkjcYicOB0n/tRb1WoJycK3rX/8a2ipDhgUBPSTMDaKACLZaaDIiN8grpcjSlKSSUNxXvmXtq+rC39tQJrn+3i+M8fx9bxfbxUQyPjXRZ/BjUHQ7NsnHbQlhiftFK1xKiRH9kpv2UdV9r0sRANn3fJfhIAbFS9HzPIvLM/zycHr2Sm/NwVz2tkB4wx4dCN7yQ++ivWyT4RNPv0jeaLH/+RcA2DA5zVF1mErNXhetoF4fZmjIVuaeeeYZmo02O/dsB+DX/82vsda2E/LEmJ0QlRKMT04wPmmVL+5+4D6SSuKPseh4FHH2zFl+7ud+jntc6/yX/sUvEYchU069Q8rQKpf45EZy5PBJrr/BJgWTkyMMj9a5fu8ODh6wBOM33n4r62/Zw87duwH4zsN/zuYt6z1cM45kn/zqQL3n2orl+UWGnOxsWylkvcqsI1m+74c/zJf+6NPUnBqcgL5nPXBO3UaI0jhTaz/nQ2moWVS4TWilLQvYcyAlQRSSm7JDLg3e2bZaqfRJDatuRiYMUVE41OVzEDgJXx1KNzc7EzoEptHh7IlTgFWlWV1dob1gk9XQgM4UqbDzZr1Wo5t3CWR/GqnyUu5Ym1K+NIxC7yBcFNbCULK2tuYr+ZWkRtOoUsBECwQhkRvLWzpn55vfzFxkif+3Tm+gEkd87cvWGVuqDqOjo/661Wo1zp07x44dtrI/Pz9PqEqJb200rU4HpYTvorTaHWr1ukdItNttkkriIcTffeQRsjRlx2ZL3D164BCHXt7vC9edTkqtMswzTz0OwFC1wsjEOJcu2hw2jhJ+6IMf4KFvfQuAbTt38s2vf5MtW/f4axiGIbNzF/04MXvhAmESMz1tCw95pnnxxQNMTtoxcGpqQOQdxCAGMYhBDGIQgxjEIAbh4qqo9AtRtjuLFXARjUYTIWN27rQVlJ07d7gWVUlWvVbDVtB7SHc9sBcpA4TA48qE1B6za//g2oIOP5/nuYUSiP66W5qXFtcWZlNW8ott+OutbWW+qE5KKZFl48ARjRVhUaUKBFor/9t1uxlJknh8LtjVsxSBxxm3ux23/aJiGthqgMfbG1ZXVv1Om80mShkajpibZblt1wdl5T9NM6+xXYljmo01Gmu2c7S0tEI37SIrAuGvlSI0wq/cV9cWqNbqdDqFLKitsGSBPaaxoVePlxvE1RE6kAxP298tNdq6WDjddi2tLK0rHlFJKoRh6DHhKs+tUVtv1bznOQVbDA+i0Mu8aqXJs9zfl3ESY0JLRAcYmxjvgwNppWmuNcrWt8n7fDksh8fuT/VwSooqYnEMUooeUrt22ygx/UEQ9JF9L4cXam0ovLsKzH/5fen9Qf4i6c9enX6trXlX0VxUWpF1W4TDtmp20zvuYPXiMvsftZb0J/bvI2t0eO2ttwKwML/IL/zCv/Ck1+PHD9LpaGYvWZxxR62Ra4XINbt22cpYngmWGqtMrLfSg1t3bEMSeiJlnudWWtOdwi/8/C+QxAlf+fJXALj//vt54rEnOH78JGC7x5PjY56ol6WKNE151ul2X3/9dYyPj3PP3W/lphsske7E0cOMTozwW//5P9htvute9/u5a2Q0ea78/TCA91xbMXvyFGPTthO0fnyM86fPsH6rhZDGWrDl+t2sHbUwmFba7ROvKLrnXugCSrhP0SQPgz4uHsbN6b2dIV166iAEyhgix8fTWqPTlNTJTJsoINClVGie2+56ivIdTRx8yKMJBAhjMM60bvbUGXbuvY7MjX2ZUWgBVddt6LSaiDBABAUH0MqOFt1LEYbWS8BVzDudDsP1IbQpOxhZNydKqgjXhVXY86o6PmGmFUrlaNcJON1Y4/pt25jZaY34pqZm+G9/9Psk7hjOnptl8+bNXq55eHiY8fFxP6aNjY9DnnuERZqmCCn7Om8jw2MICVV3nc6eO8uevXvZt2+f3efkJHv37mXf0xaSuLwwy8c+9jF/TidOnKbbVey6znYGT5w6QZRrNm+ynICTJ0+BjBketTwlpWHv9Tezb99+n5MkSUKWKoZdBX96g+26FHyKIIhYv34Tm7dsdvcPrzquiqS/10FV5QqlNHV3M0dhRBgnrF9vXeRGR8b72mIjTrf02on+5opXjKGYZEtnYnuOxeLmyi1ph/MH1+4TEoHsw9gHYdCziDIghZfYzrKsDx5lBQXKHRUa/apnoOrVCvb7LRRHLlO5UY6gE4XlMQUycIlTOcCpXNFxqgRJkrC8usTRI8fc9iWdTrNUP8GQZ2nf5JllqcdTZpFgfHzUE3vrw3VazTXyPCNw5O8LZ9ao1FJUx57r6ESVWrXC3JpzGBSBIzfbNuby0vKVF38QV3U0dJfr9tr2a0YOGE8mp0hSex8LKf1k2Gw2SZxyT+HIq5X1ciha1d12x5LG3ThVrVVRSlF3rq+1es0l3I4cnucWZ+v2GQQhMgx6+DaUB+NCa0MQGN/6vjxht34/um8R0Ke+g1sU6HJR0L+dVwbkF8+3dRn+yxFO/Vjjr62FIxWqIyZSRBM13vA33g7A0tlZvvWFr3HkzEkA3veuv4UQEZ/7/GcAqA4Ns333Zj792d8CoLm2ijaamfF1TE9aom3W6fKam27k7Xe/y56zCSzu2CU81cQm/P/kf/55ABYWVpiemvTndmFuln/+r/4lj33nuwD8x3//m3TSlO1b7SRt0hxtFO3UAm4PHjzKrl07GB8bYfeeLQDs3rWdOI559z1WsUMKYxdhzl1JyIBQYkUJ+i7QIK6F6KytMuOImEEUIVTp65CR86a77+ZbKw8CoJdWSDtdP2mHRpAaq1JT4PZ94l3M79qq75X0GwNRQOigs9rN456Ph7Fa/MXncwurKQpy3U5KkMSl8pwUpChkUOYDRimMEBRMA2mrCOQOMqSVYnpyiuPnLCxFYwi1oOs8c4gkuqupuTFPCOvX4Y0xgwCd5yh3zsYYGo0GURT5zyilEEHouQ06CpDd3B+TEQICSaNjt/Hz/+9/4GI7p+W2+dy+xxmuVTh11Orb79i6ldVm0yfxW7du48iRw17sZXV1leXlZc6ctE7ZFy/Ocsedt7Np0wYylzOsLi0xd2mO8ckJd9yS1UbbQ4I++JEf4eGHHyZwvIPFxUX+7M/+jA9+8INumxfI89xD1u+++16+9MWvEEeW1F+vD/PMs88ys87mtJ12l31PP0OSVL0CUJwk3P3u+4ica+/hwwd597vv59ixo26fK0xOTTE3Z/2rxsauMSLv8vKqU0+wrpJ5u12aUoiAleUGS4s28dLGVpaLFXMcX7t4a9FncqMRIkRKJ7kVBBjTI7cn+2fmgqBbYIgtE79fgrNYNBSraGuWVRJ14zh2TqPGvy+l9ETbwnyrrG4axxsool92LI5jS0DqUQ8J3CDTy9g3xniCo6D4jDtNIfn2w9/msSftqjoIY4xpegJzEASMjI14kvPKyjLaZH6xojWkWYepCfuwaJOCyREyppA+mpqeoFrXVOqFy69iYWGJTrvA31apJSEzk1Y+6/SFS9//xxzEVRV7X3cTHeHUM0yOoCTNKnWlaVWj2yhJuTZ77pezdJW54r6rVKtorbz50sTUhK30FB1IbeiknbJTENiKesFdMbjqvefffG9VnN700HYLCs6NTfBLl1fpOTL+PHr3oW210RQYfqORQX/yWZB/7QtzxXW63FzsymO+/A84eVL7Ms9zezjuHMbXT/Ohn/ox5k7PAnDs3DHGDgzTceN/2moxPdNkds5a2sdxSCWpc9MNt1Apxv5MMTk56WVAi+SoOFYpJfMX5zl+3BYSwjBkqbHKuDM5+/i/+N+p1Kqsc9+/5aYb+Q//6bd48bnnAahXqwwP1xkdtQWmpeVVjh87xeYtG9i2rai0CQyKMCoLIlEU94zF9r7rHUsHce3E6157G2cv2G7T6NgU4xMjqK4j3hrNwcNHePfftpKeD376T1FzizScutRwrY50RSnPZXNSlWFP5T5XynMZ8yyHJEZEhSWvdez1d00gkAiU6zQ68p1/PwwCdF5W8YMgsDwkY3znUAhBaPASnlEUobQmcq2/sdExgiT2HbM4qZCnme9IdNMOQRyRu3kzimNEEpZEXyEwYYhwlf84CMnynG6322fWqYQgd+NQnqZUq1XfLdACdBzzD//1rwFwJgs5df483ZY11rs0d5Z2s0PiDMCMlIyOjvrn6/HHH+PChVluueVmAKampqwymxNEGBoa4cBLLzM5PoZKbcIdxjHbtu8idgWdW16zgfMXZrnhhhsB2LfvGXZu284T33kYgHe/613MXZzjuedsJ/DQoUM88J73UK/ZSv742AQzM+vZ6FxzDxw4wNDwMHOzdjF16dKinRdEQBDblHzXrl2srK6S5PYYJicn2bfvaV80GB8fJ45j1q2zOUohUf5qYoDpH8QgBjGIQQxiEIMYxCD+isdVUenvragppahXq34lKGWAlBGrq06TuTaK0tprNF/Llf4sy3xlSCJQSl+m6iAJAmf2IwosfgnAUyrvkQosr2GB+7IYs17znQLD57oDMiBN0x4ZQbudwiJeWJBfX+cgdm0yv73LrcOdYk/x+aJ96bfhjsFXvIQmy3OvzgPWEKzA5A3V6lbBpFAxENBsNLwSS6WSkGagdYF7NkiTsXWTXVXnKqCVBpy7sOwhQkFQZ9OmSU6fewmA0XCYTicjK7DPootRHS44DwWlB634ay0qG0d9t9AY6bpcBfY0uKLSGoSBv0ezLPfQmSAo5C8NxpSt68mZyb6KlMpzVK56IDT0qW1J+f04SP0QHO8HIKWXL4biOeqvtpewpd7PWLm7fg6AcV03f4CvfCieL3XlR76XAaLvPgjhVMV4xc9dvscMTTftMrzZtqenN05z6NQxLi3ZSt7/8NEf4+/9xAdRkVX/USplbGyaLRu2Q+YUQITdT9FOT+qjl117yT/5X/+Jvx+SpMZSa5l//W9+3b6uVQFFfcR2m1//A3eyeecOjh08DMAv/x+/xJnTF1gZtfC/7du30mg0mZud96ogQWAIgrILo7VGa92jUmarroVCyKDSf23FxflLBO7ZbC/OEZmU5TUrIzszPc1wlHD6jIWM/MCb38jpQ8c47SCq7bUWQb0CSpM7Yz2BU+pxVXXjobTFHG45RgWESMlyPACIg4Bup+Pvoyy1yPuCI2SU5QAmdVsp7mQZYRBgtPJcJq00BujNOIIgoOWgeFUVIbEqPwBCa0wPLFKE1lDMS1ynKTLPCVyFPO+0CaLQH1Oe205Xu922BAIAGRBGEV0HUw4Cm5MU3YWuyggn1vPZRx4F4M577mHTugm+8VUrn9rttGk22kw5vkXuOIzz8/MAnD51jiSpceTwSQBed/utjI2N0Ww13XWMqdeGrOmhcJ4pQcD2nddxcd52+BvNDuvWrffP+m/8xm+wc+cu1s1YtbCjR45QGx7i0UfsMY2Pj/PE44+z5zrbXTh/7gI33ngjf/7nfw7Apk0b6HQ6bN++HYDJyRkazRZxHFMdshCiRqtFMlSj6+aXt//g2/jGtx5iwwbLW5qenuL06TM9Sm2vXg3sqkj6gyDwA3IURQRS+iRPa8Po2LgfPIUIiKJXf4JXc2ht+pLdPtdarfv08x3Njrww25CCOKpQyPUpo7wUVyHjpbUhcLJcAN00I5DCOgNiYT5BWEpwRkFIpnIPvUHYxKFIRAr+QPF9pTXa8QTsa2VbiD2SgVIEKF3CsazLoCwlOHVu9YpdEn/k8DFGRkb84iLPcvI88wYgNhkrnQuVG0iS2MIsKoFkbCz0SdbJYyeZmzfk2hBou4C64cZb2LBpkhtusjrLR48d4OTJI8g4cOcXYvIc7Rph4opUZRBXe9jnpD+x6iX/e98I7HOQdlNPeK/WqkgpydKMoWE7CE9MT/oxCewk2ypElelZ1Ba62O5+lrI/mS8WxDIoPDMKozubFHq+jIcJlXK27o0SceNZv/04+mLfWlnJXm+Mp3rldnu32LO9vySGv9Ds9+d52dtKa8s1umyzhd+AURqjQRj7bDZMl8kd67jjltsA+IPf/Y+YSkqn6xJ6qtxy3c0II8jcNVVCYVRG6j4jtMIkAbkrXuRtzaW5i2R+n4Lbbr2VnTssZl9gj6G4jC3VZWJqhKk3/QAAn/j9/8oXPvtnfPlLXwLg9tvv5OzZ0zQaayw72OnU9IhP+AGCQLiJuFwMSSk8XnoQ11YMT06hl622eyrh1LEjDDs+YdZssn5mhMeefBqA3Tv20Mq6TG+30K/OxSVIcxYaq6XjtrQFBC/160Q6vEdOIAmltDwgbFGwGwkqhaSnMaTd1BN1BSC0QRsH3QkkQRiWBmFhYJNz3QMbdMoBMi6kqSPWWs3Sm6Sb0llc9fswQhOHgXceriRJH09BSglKowt37VqN3ChSN3yFQUBrbY0gijHFgjwKyIwiLIq3WpOqjNTBWJaUZv36dUxttDCWl598mkOHXyR3yfDExAT1epeh+rA/hm63y8w6m5C/+OIBut0WzZZ99pvNBkJI7r/v3QCcP3+egy8fYG2tybZtlp8TRhFT68bpuPPae+ONnDl5gk9+8ncBuP2OOxgdGua5fY/76yjCmA9/+MMAfOpTn2L9+vV8/etfBSBJqjSbTX/dW60WUkrOO/+D0dEJoiDg9OnTvOktPwiAMppACOpOFOXRJx7n5ptv5tIluxCpVqsMD9W9gepfpvh9VST9nU7bE3LTNCUKAtqdwmFVUakKpqfsj24QqDzvm4CvzbCKNUUyoLQi7FnLXIn9NK9QHSrx+IVYtjGlIVAg+t3vQre4Uj2639pojwnOnPpIL/HXkovtsSRR7Ay5yuQpyzI/SAQyIFflbxNFkXUJFpJ2ait1FltYKhUFQqKkoOGc5c6eO8vFixet2gaQtjt0Oh3/+SgMQQq/D8s90v4YwtCQxFU6Hft+oxFQkREytHhggOeeeZ4jh6t2wQIMjwa0uzmjIzbBU2kLAbS7Tu1nILRxDUaZHAtREN3Lirc2ZbcpikLCSPp7aGhkmJHRsT71jG6nhdLWKAYAbQjDyN+Xwmncy6iYlAtcvTscX9jqJ+UWn5M9Jl72mHu9Nfq7B/1RKuf4RU2RfAqDMQKjSrJw7wKi6Pr1Vf57Ev/iuvVdVXPlQqpX219c9rleZZ/+Lxa7lLbYKYrxIEBkUBuyk9nDjz8EwHDVzg+BCqnGFdI09+NWmmbEYYWnHn0CgJGxw7zprW8mDOwY8on//LskSYJ017Gbpvz0z/x0WVQRAhEIn4CB80Rwi4bpdTN85Cd+lHvfZZ1J//X/+Wts2biBmeldnDhuDbzGJ24hDHt5BAFhGJZKJsIpMfnu0ytck0FctfErn/gkP/oOSz4fDTVbNm+m2bVz2lp7jeXGCjN1e48ePXaEXTffRN0lop2VNfb/+aPc9ZY38Y0vfRGAmekZy00sOHnGkGH8gj03ylLmejw0kkrNz+erS8torYgpkQIikGQU+PzYFfVcgU8pSwuUJdE/CFyl3j2fTedlUhQP0dqbaNkjgLRHoUxIaf0DXGXfHnfmXWPXmk2q9RrVui3I5Z0uSVIlNRodl9tA0sPhFERIFt04e9+P/why8xQFEv3iuTOM1Gs0nNJeluX2OHzyZKw5WNee5Lvvv5dWq82jjzwGwLe/+23e+64H/HNaq1UZGRlh3br13rdlfGKSzz/4RX72f/yfAHj0sce4/fbbvJjMwqVLnDlzlgmnkX/k6DFuu+MNzGy077/lB9/BqVOnmJq274dhjNLaLpKAleVFzl04S33I3i/TM+sYGhpidm7Oc52EtFxHa3AGGzZuhED67kAQhtTqdTZutJX/tMfY7fvFANM/iEEMYhCDGMQgBjGIQfwVj6ui0j88MtIHZYmiiMVli5+s1apMz6xnwwa7ijLGOKWaax3iI6nVhr1jYxR9v/ZMv1uulags3TktL8LCbbSv7Fkn3AKWo7Ty1Uz7vv8///k+91yMc4aSJysAACAASURBVNQroTlhnyqGIEkS//niM73wICkESmtvOd1qt0BA4KpwQkhkj8xXq9lidnbOl8Ja7RZa91TyZUhu8r6KYxCE/nVuAiYmx2g0bOegm3XppE1kMOTx2fMXL7K8KD2XobEiqQxJ6JbdBJUpanUrRdYqJMoGcc2E9aOw/6+NVbryEnpRhJAgw0KVImJ8coJqgX9tdWiuNb2WNjj1nV45OlFgVAueiHQKLT1dNK17pGbdcX0PTLzpqXyDffYoMPii3KcxpgcYb7sXJV/mSsy86PE0Ee5Z7MW69x1DcSA9z1bBI/KCPpep99i3Tc/52O5jecyvzGWQl2/HVSiDTLBufIr/+19atY6uXkMGCUU58oH7H8B0QBBw6GUr0xdGEdWoyoyDAKwsXeJ3fuu32blzFwDvfeDdvOMd7/RV0M9//kG27tjWA620oYNXaknYSKpVtjpM78f/2S9y6vBRjh055LsDzWabKAqd1K897/5utMAYO1b1XO1BXCPxnz/3ID/5/vcD8OE33EE0lLJho9Xp77ZaZN2UtGUr/3fddAcX5pZ5dt9+AG5/4+vZ/tqbeOHgy7z1busC/dyLLxAoCArOm7Q1fBP0PEe6VN5LkgQhJaurdl7TGIQS5AWXTQoP6QEI4wiT5V4yWCmN0JooCHwn0EQSGYRkBRcmjj13AKDb7TK/uOgx+4F0eZfrboZBQN5zG8sAAhl5uc3YGNJOhlEW7mO0RkYhRNJD7URg0QjClNchjSq8/+9/CICh7Vu5tLjEqVMnAajX61QqFSbc+LKyutrnfxKGYR+fx2DH5NteZ3X9K5WExcVFHn7YKu+EUcQtN9/M0MgQe6+/HoCXXj7ABz/0I8QV2/k/c+4cK8vLPlnutNskScL+F6wb9/0PPEBzrcHTjz8JwIGXXuI6p9EPlrvZWFtjvVMHq9UTNm5ax5mzFt4zMjLMU08+zf/y8X/OQw993R5nHJHEAUFij+GGm27kwrnz3vNAa0O73ebcOatqNjY2xquNqyLp10b7MbBSq5JHChHbH3FtbYXJyZyREXtSRWLaqy9/rYZtrxc/gaTA59swrnVe6NnahL83aXdIPsBigmUg+4x4ojB0CY9LdoIChlPqlctA9iQ20mmRlw+50qpsB0rZJ7+Zq0Ij3JGwtbaynwVOWWmMLGFA4BINU+LkC2Ou0BHc0rTLk088hU4d5KjTpZpUSNOe7+dlIlRgZIsJVmWafc9c5KYbLYlmz/Vj1MZqVOMRDjsyz+lTp4niyBsItToagoCZ9XYh0myvEIQJjbaV8Eri4Vf6+QZxFUcUx6i8kJ6NMEYTugl0ZGyEofER/6woZe/xlcUV922DFNZArkjqtLBk3N5cvSD7Aj2LgfJ5dJ/qO64r4Tm90QtJ6mXD2n88MbfnG9qYUldf6Suy/jzrNfgpcMTFIuAvOBS+N8S/L111PIRym8aZfJWFByi5Clprm/B72JN730kaBkIyXKlz9pwl0SqjGatUmKzbCVNnAZ1uxv6nHne/EWRZA2MWmFtcBEoYzSPnrO7+C/uf54d/7Mc5eeIkALNnTnHxzHkPKR0fHye97EQD1VO8AIwChD2nHVu2M71uA6fPnOJtDvIxN3eR0N1nNi5bUBntE5JBXHvx4x/9KB/+2M8CMBQEPPiZP+T+199pXyeC+dk5Njj51jBMmJwc5QfuugOAUydPsjq7QJhEPPasNaW75bbXQJZzZP+LAFREjIpKIrh0a3vhClMyjlheWiJwsBWdGytn6ca0SICRwkuDpmtttM6pOg39PM+JA2smGLoCozSSTCmvP9/tdEmzlKp7LrppFxmGfj4v5uhibm6bjKGhIfJiYSEUIKi57emkxuLCgr+GURTZ/CEISNyC2+SGAEPuHou2zBmaHqeyzfJtXnz5EM1mwxd50zRFKU3WM+72wjA7PeRmfx2F8JLweZ4T1xLe9773AfDYU4+zsLLEm7f/IMfdwmJqeprjJ48z5GBJQ9Uat956K2ccUTsMAp599ln27rXGfGdOnkQbwwWH0d+waTNzc3M884z9rbNM0e20qST2txwbH2Jqapw3vumNAIyMjHLk+AmCiuAjH7G8gM9+7k8ZGx9GRPZahjJk69atHtO/trbG6OgoZ8/aY4riVw/auSqS/iRJenCpkARV1k/YC9St5MxduEi6t+PeN86QySZ71R482bUYZRJfKt2Ac8oUUCwEtMlRWmF8ImOxd0WCXmpzlwoRdkY2PUmD7nsgAhm4yp59rZQikD3mHaZwEiy2JizmrMAZakMQheVRC/pUUqR3jwt6sK2CJE7K5Mhout2u1yvOVU6WWl11gHanw57rruPEiRMAZEqR5z24QiE8FNldUdqtNvufc1XAapXRmSr1ZJgtzr3uwvlZkjhkZLTqtqlJKsavuSIRY7QgTR0pigH57loL3eM0OTYxRqWa+PtR5YrG8lp5nxZJsb/vwaDACN8N8Pxat/3CMEsUlTrj3vXY/cASzovXwi7I/Th3We4nsFV+0/McF58tKm0ykFeCwU2vg679j+gZTLVWJK5AYtyiwT+/l4XwG/Ebd7szr5CsCn/+/d975W0X51V09XoViQTOGAioiZhP/Na/L1VOJDSabe68ZZfbUMC+Z/YhRUA367rvW5LiyopdpAdBiFbKix4Y3eT3P/l77Nljq28/+nf+Dn/yx3/kJ+Xf+a+/jaBCJXGJgc5tl7PPybjUVO+kHS6cOMnXv/o1fvgjHwEgy1JqtaRPl9/zHaBvvBrEtRc/9Lc/wJe+/AUALs7O8ek//gN++M1vAuCn/sZ9TE7OkLv54sLsGSYnp7yiyq0338DqliXOnDxP1xUDmjrn4sIcsm7vufnVZWbkMLlL2nOtEGHgdftbzTZhmKADd381cpTWiOK+iiICI0idd4BVA8xJneFUmER0laESxVCQgYXj4RVk3yCkXqn4wU4Zw/kL55mZtqTYzlrD5gcVew+HgUALPLFXaUUtjP3Y2Ok0qVQrfkjI85xaENKSAqHLjihBQOqw67NZzo9++AN0nYJQQXju5cLE1Sqm0PE3hbdQqViGcx+25ySpRrHXsVdKUa3W/DEGQcBP//RP8eu//uv8zM/+QwCmp6ZYXlzij//kTwB4zwPv4fTp0x43P3fxIvfe+25OnbJ8ngtz52muNBgetoul/fufp9nu8qa3vhOAbz/0EFPj44yPW93+xcVLbNu+ic2b7XVda3S487U389BXv2T9hICZmSnWbdqMcdpKhw4dZGxsjOPHbR40PT3F6toyO3Zu4y8bA0z/IAYxiEEMYhCDGMQgBvFXPK6KSn+apiRJ0XKCqgxpOI30LRs2g1lg0xaLn1PaVsdrzgnzr070V8i0Vq465KqRUpJleanrL51yT1FJlBIhrUtf0SIMpK3il6130aemoY2y1Xv32sJ/etQ7EASB9CoZtnqpSxkxx/73+F3jKpquDR66roE2yrPrVW7VgwoFoCy1broth4esViu02i1aDftaCsHx48d91cSgCMPAtxQLbezC4VQLjRF1dFHlyxXVSpV2a5nlFQvTKZyFWy1bGcy0YGbdFFs3WSZ8q9lgbbVNJ+26Y77WlaL++sWOPdtprtnqjjHG32f2tYOeuM/2VmT7Qpiez/S/pZW67HuXP78WO18q6mjnpVF82lg37J4NC3pVu4q/lnKYryT5IoS8AkrT+zkhSmULpRSUSEq0NldwDi7b+hWY/ELtRxddEul4Aj3Xz/R8/vIwxpCrnMB3CpwfQmpfb143w+kzB9m82T6LJ08eZ2h0kokJC+95+qlnCYOITqfLmvNuyVJFqpWtKmKVcyIhfXW93e5gjOb55yzG+uzpM2zbtY33vM/K9v3sz/xDdu+6iZ/8Bz8JQK1Wo1KrlfKJ7rg7rmoaxRGf+r1Psuf66xmbsgody0uX0KZUOymgX8VYbD0ernUe2l/faLRa3HefVW86cewI7/3Qh/jsQ98C4P/6hf+N19VGmJHOByIKGRoZIXWKdWnaYnikzl1vuItP/t7vA3D/m97AC88/y/QGC2ORWc7XPvcFCiCpCgT1epVG0821Qvd1uE0cksiA2EF203aHTArPUzO5AiXpdGx1uh5anR8FmAJ6GEg7CjlkgJAWeqOdapXG0E1TL1/X1QphtIf5hE5JL3ZcuU4no5N3exQJLfw3LubuICQ1irht0BXnP4RAYVhy+7zj3rdxYXGBXFud/W43A0qMfhBGZFlG7NT9sixDCOEhy0kc0+l2iR2ESSnV5wBcr9fJsswjRN7ylrfwm7/5m3zgAx/gse9anf04Tuh02vyjn/s5wDroJklMp2Hled/6lrfwq7/6a1x/vYX3jI+PcXrxFEsOHrp9206effZZtm62yILR0VHIM1YX7PtRGBCFMcvLdntREnPy+GGqtWGGRu0dsHnLDHnWBWHPY936GZaXVlDaqfQITZ4phoYsfKvgeryauCqS/iAojXGGahWGo5xTsxartGX9RkZHxiiaEkII2u32NQ/r6SWnFmFM7yTh2vY9rfg4iXo+bXGxqqdNHorQm1OAhc4oXb5v4QEgnSSX1tpLg4Gb0KX0ePtM5X2LAjBopTxZqPi8hxi5/RX7N+5vjgoI2N86ikrsqwwkrVbLS7S2222yNCvNuJyEqJf4lBJjBJFLMuI4YXV1hTAsMMO5JVy6+XVouMr87DyhjMg7826fBo3xJmTdbkYSh2jHShqu1GmtdFFOK3h09Nq+1/46RnO16e+Zkhvjb3S7GO5JZO1zV7y2iXQv0fWVpCp743KCa6lf7+7LXDsoWrlP07NPicOoFdwAuzV6/O2uZOlSwOnK9y//iOzR+gb6cOqvJl6R7EtJ0EWUJDy/D0oM/+USpEKAVj2wpyBCpgrRss/aH/7u79LOV5k9fhaAWMXcdcttpE6Ct9tRtNOc1bUm23daYu1LL7/MyTPnfUI0NjbGeL1O7OQKh2o12t221/HP2m3m5ubY/7RdBLzv/veydfcOPvYz/wCAD334Q9x9z31UKrawFIVVEIZc2Ov4u5/4BPteep5f+5V/w/V79wBw/vQhAA8pKgi7vfeYHfMGif+1GLV6jbYrAm3fu5eP3Xorf/Sg9W24/+9+lJmREQ498k0Atk5OuOKUvQdkEJCl/x97bx5t21XX+X7WXN3uT3/O7du0NzftTQhCEhIhIQSUhz6bshBERZ9NWWqVlOWocpRar0Zp+bQoQLEsAX3lE0SfIFIoBCJdQtqb7ia3P7c99/Tdblc35/tjzjX32jcBo47xvBfObwzI3WfvvfZq5/zN3+/bxMwvnOcuAwnqri2yePoc46N60XjowhwzlTL/27ffAcDzDx9kbXmJIOetKC3kYeFiXgBK2vFCOuDhWF3+QLi6iGee9163S1AuobyCGEHo67+b31Cei5MqmkZEJUtSoiQlNrw5oYCyT5TkUtaCshcgPX2P++US3VYbz8gW+66HkyqyMPcNSXGDAOk6uHkhMnBZ6nbZ/RrNf9h5283Mz82xNKe5AEPDI3geRGYfXNfBF77Ne6rVKlEU2fwhimOklBZOrJRCOo7VsZdSUqvVOHDgAAAf//jHectb3kKtVuOmmzTZ9/Dhwxw+fISPfvSj+jdqNXwkx45qs7U4ktTqNXpGNrRarXL8xGm7ALvyyqt49atfzZNPavhg1ItwZMzQkC5cOGQ89/RzTBkvgaNHDwEpUsW4Jo9J4wTlCFyT82VZQrvTtPyLRqPB5OSkPQ/drl5gvpK4JJL+MOw7W8q4R7O7zuyFUwBk+2/GwSdLzeQjFK1W67JP+oGBBB1yvkJf495xhK1g44DK+vh6pTRhNp9UpJJ4yh0w28qr/NbtONXa5HmVPZO6WpkvuBzhDLh75uoWNnmSuvKZKwLgOHiFJEJKQ+LNib+uxtoVFya5U2VOohVCVwyyNMdX+/S6UUHlItcw7/MMHMexSjz5oiDvRjjCJQhcRsf0CljrfQfUyiNMnzpvzx1Iq7/vux6t9SZHD+uBZnx0lDCoMD6uH9K8I7ARl08kSWrvZaV0Up0vNLtrq6gkY3hsxHzaI0IWquzK8Ff6UPWL69ZfD5v9UqdaUy0WIItEfaUJ8HaxkP+5ULV3DAmt8KZeZBfcrYtpflEvv/BD9vlzPU+b41nlMzmgxW/31W7POO06fd6D/bXC4uTla/r5xwaTfykVwhXWO0BlkgCXvXu1OtuX/maFqBsT+LqSt3PrTrZv2cb5GU3SzTJJrxezsLjMvHHtVUCtVrNEbaUkJ86cYduU3maSpJTKPp4ZzzLp4CQpiUleHnnkaxw7cYIf/eEfBnRl7p0/+HY+8DsfBKBareOKgKXleQCeePwJ3vnP38V1+67l9EnDHfI8U7zK9cYFDupljn/wHG/E5RFJktjnJssyut0Wo2b8OLewyotnz/Bd3/cOAMrdNl/6i48zZrhgo9u34vs+K+sxe/ZoA6jV5TVuue0AsfGOabbniVXE7338kwD8yi/+Eh/+b+9jRJpkN1OUSmU7z2n3XqyOu+O6IPvjSZwk+n7PnzMlabdaBGFIZSxXejFqfXkOIhXNdssm+a7rI9OYUTMPzp6fIZEK6yIMRGlmE1XH8fHSAJXnEHFGJhSY910/IFUSH0EUmuTWgfVawO4D2ozv7IkzGndfqZrjElSqFXzZT26llJawLKX26cjHJc81PUTz3MVRRL3RoGXck9M0ZW1tjd/53d8F4Id++F24aE38LzykOzcHbrmF6/bv4/MPfhaA8ZFRSkHI5s0abfLQQ3/L8tKy9RJ6+OGvsWPHDs6cOQPAkSNHOHnyJHmNtlauEGcZF2Z1IWPTpk24wqXW0FX9SqmEk1Y4P3PempJOHz/KVdftJzIFG9/3GB8dwTUdjFKpTKfbtdd7bGyMVxobmP6N2IiN2IiN2IiN2IiN2Ihv8rgkKv2dTsdi+rNul0xFXLtPa6ZemGsxsXUXwtUrPanES1rrl2PkfgN9yT9l5Kf67WHXVbZyp4o9fDCa25nFtpeCEMXgKi5TmheQM+MDLzAY3Jw575Ak/Sq8K9wBnHEmM1NVN+2/LNOVxtxx1/OAvtOpYyEN/epljmvOme9BGOjjNBWMyPx9eFgz2w8efFp/0+krq2gsdEF1yLj66vMiL4ILaQhFu6NX9uVqDdcRhEHJKgK4ro/vubbuWqmEeIFHqaS32Wg0iHoRaUtjwgWXf1fpWy3GVImm4YmkgUAF/Y7X1HCViXKF03O6clvftom4qSy0rq+WOQid+cdHsS6utMpMAX5XDJnlOPnBHy66xips99784eLK/yAMScuAFrD3hpOQ4/Md8TLqQFw8/rz03fy5HzhS8ztppnlD+Zhw8We9TLFnajO//av/AYDZ5gxJr8/5ue2WW8mivjJPq9Uhk4I4kwgDlZGOQ7lc7vsPOA6NxjBnjA52OQwZnxqhXq6ac+gQeI51Il1fX6fdbnHKuOvu3389v/3e3+Sxx4zDb32IO++6h09+Qldh3/HOd3DdvitZWTjLc88+Dmj9b6VAyrxrkg1cbiklvh8UYGAvezo34hIN3cnpK+25bgCmC5+kGfVKlY+Z++P+N72J2//Zuzj4yT8GoNxLqZV8pkZKtFY0jtvzXUrDdVbMDbLp6quZvOY6Dh58FoB//19+jXvf8DZKy1qi8cKRI5SlpGX3AIIgIDWQNenpsaJrKtol18f1PWSSw318Sg5004S1Rd3RFmFAY2hIQwuB9ZV14iwmNFCYJEmo1eskuSx2pggSSLxid1+S9gyHz8klRs3NXfFwgTTH+DsOUgi6aWY5PK1GyPe9+52cM5j0OI2pVuvWnyDJMl21t/DvOkK4LC3q8yKEII5jXNNd6HZ7uK5Ltab5Pb4fEMex7dL4nofKFG9+4AEAOq02Tx58ik6zxVve8hYADh87zEitzOiQ7oi88PxzHD18DM9U4Z986iDbt+9g5sKs3qdqhcXFResl1VxbJvRhm3HonZ+dpVQJabd1/pGmCZumxvjUX/4lAPv2X4eUDoHn0WnrKzw5OcqJEyfZsk2r8ywtrTE2NmaV2NbW1xgeHqZkZEVV8sp5h5dE0l+tVuwgGMQZYVhixSSWlUaDucUlrlWmzeFVLSnjcoyiYUtx8stNcHK5TX0TF4x5lBqQw4SC5jVa6lK3t51+u10qEpUMmNA4CAvJkVLZiR/yVrwiMthF4QitLZ1r6puFhvDyyVYvMqz5V5YNaFE7OKRZOgBjshr/SS6HqROBc+d066vT6WicnlkMZGmGcF3bupdSgJPh+Xo7vh/i+S7N9WZ+0Np4yax+GsMVOisx9XrDLjzKZd8eK0AnapHhM2Lwld1eTJpIGvVRABZWey+5jhtxaccWapQ2azLosfkZunGGMqNdL0tZarbwSnoQb7W7KFkwdFE50Rb6i2z93f6i/OWbpEWTqkHgi35dTPYGEn7HQRUwu47IYT3fIDs0Ob4zsOge/MjFvIT+dgf3LH+/+Ju5J4p97xvE14M72YJA4etCCKS5Fl43ZPHEeZqJxhGX/BKiLNg0otvVo7VhogRLLnSCgCNHT1hCHugigGfgQADtTocszag2NMSv2+1y9sx5KgYyMDk5ScXzCcw1LIc+mSMJzaR+fuYcf/7xT3DTzRrju/fKXXzli5/j5//lTwBw6vRpPveZz1Aulwl8PQm7HkRRrwCVEoZkmJ9bcN2C/LGz0WS/nMJ1XesJo5QijlKcii4Glctl0jRlYkLPH0effZ7V1joHn9FeE835Be597c1cs2cHjiH7ql5M03FYNMTMqd3befQrX+Xb33g3AN9252v5nQ++n62bdfHzJ9/1Q3zyA7/DkKcTcj8MicgIjMllT/aQQhAa2LOQJsnO7zMFPSfFq5dxTHEjTBXr6y1KBiqbpSmeVKgsl/DUi+tmTmCvlkE4pCY/CDyfTEk8Qx5Oel1NBjZjTqKkXngY6K7nODSjiDG/yjx6G/vuu4PZlRVWFzVUTzqKZrfHqIEgeU5A3EssFylD0m63+1CrNCMIfDsuVyplgiCwxNYgCOl02oSG34NUKCWZOavzjd1XXsGdd96J5wlaJuG+5uqr6XW6XHe1Xmh85uQ0URxzfPq0Pm9hicXFBfbuvQIAB80TcM0YNT83zwMPvJGvfvWL+jd2befI8WPs3bHb7ELG2kqLroENHzhwgEcffgR3ATxTDFVRD+GGVrCmXC4TRxFCafGC1aVlatUqq8v6vHWMJOkriUsi6ddVbbOyA1Qv4YUj+gTf84bb9GpG9RPXy7HSnyfX+aTQarWsOQwUVTjMzZ1J7fJZmIAzmVlCCka5xybsrjAcgCJp1iNLY/vAuMId0N0XQgxsQylJlin8/AFxdPKheHkcquNoBaF88vV9T+OOC/2G3NXUsu+F9hboGeKN7/tIKTl9WuPhzp+f0RNkzvgXijRJrPKFEA5hKbCLozTVzquhmfTTtIdKM0q+fljmzq8yOlwHR9ptJFlKID1GjW7uxHiN3bumWF3RRN9qucHs/DxLa3ohMbvYefmLuhGXbLjCYXJIX1+VZFDxef64noRVvUTL6aJco1+fuZoUZ25zB0yW339WZKax6Lludm6U9ZLIxyYx+LLII37ZuFhByFTgL86lHbM4sLtY+IeyCXv/S2maDhhj+b5vP+/53oAyleM4hmDbT/T/sY2OvPlQJLSmaYYv9XncummC//yef0sq9H50Om1cz+O1r3kdoI1tFIIRcy2TeBrhOHQ6XUtqE46DIxwio1Ee+D71oWE6htwWBAG9XmQrltNnzuI5gq2btYNvXZUJMx+U3oded4UoTvjSQ38LwIVz5wl8h89+VhM3FxeXqFZKmlQY5KaCeWEgL6A45n/9cctxRIFcvoHtv5yi1+sRBjqhVkqRabc2QFfElYJNm3TSP7+4gPB9dlynDSLVnoj3ffKv+Hc//zOMGtOp2eOPEXow5OqF6bEXjnHbbbeTmAfu7PkT/NRP/RQf/PCfAPCr//19/Mq/fQ+f+PAfAJAuNSmLErFrOuJKF9j6VfoMZcw0QWvuB36FRPTn546bEQhhE0ZXabPdjNwt1yOOIptQZ1kGjrDFEplJPM/vIwPQ1eq+UaEgk6kdrxLHIXAFczJm8naN4R8enWB5vYVvFiu+H5BkmeXbhH5IHEeUy3o+d32PKOrZ4mkcRdarJ9/HKIoKxN0Mz/PtIluZZzw/L8ePHaNer7Nz5y5bWLxwfobQ83n8yScBuObqK0kSxRljzpUkCb7vWwz/SLXO9QduZnleV/79YAdPPP4I1xmH3zNnT1Mrhdbz5dzp0ziOZGqT7gQcO/QCyzPn8XyfKPd6uHABx1/iiquvNfdfRhgEtis7MjLCmdNn2HOF9i9ZM/ymVxIb5YaN2IiN2IiN2IiN2IiN2Ihv8rgkKv0UtKg7KmVu9gKbtmmWu1cuM7F1K8LtQ3r61e7LJzS+NrVSd6VSaPRmja6u0io3RZUHfU7MKjrLKAUlu71MprbSrjegK/xSSVuWUxiFH9POy0SG6wi7WsxkarT48y6KQ6/XtS0lpXUN7eellLaLAAZ3XFADimO9As4lPB2w2sL9tndGkqa2GtDtdgmCwNpL79y5k5WlJWLTQsTRRdh+xVPheb5dlWdZgpLKnsew5OGI1J630ZExKmXB3Oy8xdsGrq+vh6lg7Nq6ldF6iGded5sx504ustrRlcGYyxdO9q0a52ZnefrQcwDce9/rWVte5s79uvJ2an6Oc80MU2xGehlF9LzjGChbJnHdfietKLHp/J26Nfm2+lC3AXlNeEkV3/wVMJXxl3lf0ZfDLLr25hu0EB69EUSR/yKlhREBCM/lYliOEMJW/3NN/n9MOIYgUYQQOQ5M1DR0bv38OSrDLotLukrv+wFBEOB5xoclg3qjwtKcbtePjo4Szs6RptIqnXlhiSROsHC9bg8KY5Xn+fSSlh3XMnqgHKZNi390uMFYrWbfD8MSrfWmhSTNzsxy1RXbit5LIgAAIABJREFUWF/WWOiyr+GGQeDTMdwhzTNyB7rQuQKbOXKjlCTMPm3U2y6n8LzQwkMdxzG+OPoaRnFMpVpirdnXSpdSMmTgPiqF++5/E+/70Ed481t/AIAtW3azsjLD+Liumo/u3IbjuzzzuJZ5vOkmXQn/8R/6fgD++CMf5Tc/8D5ec8ONANT2wuyTR3CTnBvXIxCBxc87MNA9DEohvSwldAMSU+0OAoN3z8eHTELgEeTwXyXxwpDRcQ21mz56jNrwEORO9Z47KBnueQhcW6VXWYKHY9V7hOehlMfU7p1cf/urADg9d4EsyfBrdXPeMsphQGa2kZBQKpWIDHfBVwGBHxAbfl7OEernMAz8O8s0r9Fzckds3bVJjJt3hkOv1+PFF1/g6is1XMfFYX19lVtv0zKiD332b7j77jt4yvh8/MJ7fpH/9Gu/gTIQ47Vem6v3XY24Vjt+f+5//RX33/8Af/OZTwHa96NSqdBuaQjjFVfu5cjhw3YcPnLoeSqVCoEf0GppyE+3GxE1Wxx78QV9bksNtmzZaj1XzkxP00liKgbTv3XrVl5pXBJJf5rG+J6++UVlnHvuv5Xhmr7RXjy6wp7RYaTSN1fSS6whweUVgwmCbu9K8kvgOII0jez7esJwSHIM8UV62agc028eWDRWrThJSylJs9TCdRyT2uSTZd6m8gqQBc/zLLQmkxnCcUmleYgNfMByBHLZTbMPEqllP518MIz627H7r8188rkxyySOk1Cr6fbesWN9CTwocCDM4OUHHo5T9CfQGus2eZESPxD4xsTM93127NzOV79ykFJo8LfCxXU92/5fWlogcEcohxpudfCJZ1halaRmkeB8E8jDfsuFKlGtaFzoc88e4tCzz/LjP/YuAPaOTdFwy6wmuq19bnUBKn3Yi/6P0vA6VVhUOwW4joHqDejyFzD5ONosb9B8y7GLCH3PFnYXzCTd/6yU8qUrg5dAG1+atA8Qkh3HSuzqf8tvqNWvpBzgNui1TZF7lPMN+gRfBdZsS14EUxLm4Bzr5eFQlh4VqQs37/2DP2J5/VzO02OoPMqrD7waEZn2frVKFqU0hvJChGnXC2WhDEEYsN5q2wkzSVIyqew80e12qdeHCQ0swfMC2p0WoYEMdLoJq2sXCE1ysm3rFhr1GsJgfCvlAISLZ/DUucmahi32CyZKSisTm3uA5ON+ztGqVAwm+zLmpX0rhsykxZErKckyaWExQRCSpil79uwBtM77jh07OHfeSER7ii1bNvPA/Q9w9MWnAfjyg6f5yXe/i1jphUQpUJw7d56bbtbJfikMOX3mDFu3aF7Svfe/js9/4cs89rReFMyv9vi9X/8N3v/vfwmAEVxUqogzvb0wDPX8b+BkMtNQnzTL7LObw27zuRLfQJfMeCFTXQy5MKMJ8S6CJI6tT0++DS+HDyrAdwlMYhq1O3SbHWoNDcNLPQ9/8yhX33snx2b1NitBiTTtWciJzDJN0hc5Z08b8dlEXilarabND0qlMlHU6xuSumLAzyBJEjzPI84Ss78JRb2CfNGzf/9+wrJ+Njtxhz17d/F7H3i/PrdDw3z+wb9hfFwXKv70z/6Mn3nPz/Pg57Wk57fffSePfeVLZOY81GsVPvJHH2LPTk3CLVcqON2uHVfPnztHrVZjxUByXNel2+kwPjFB0xCxJyeGqTbqrK1p4vfNV+1jfb3F/LwWn2itt9i6Y7sd80qlfkH474pLJOnv4+NuvOEWwjDEr+gEbOvuAIHSrFE0Fv7vc4CXUhTn6yDIDSb6k6fneX29ecchzfoEljTL8AvGWVppo1/NEkJX8IUQ9qF1HEcbdFjymKn+5/h618V1XbscydV6cuyrKFQU8xhQzkFr/OeVfle4YEiQebTabUZHRl7ibtlfBOjK/fKKrqLJTJoHWQ9eOdk4P3lpGhME/SqLVhcS+Dmx0nHwvH5FNgwDJicnSdM+HyJTEqkyKub1xPgkreYKqqKTgiMnzgBDpGZCr4SXX2fpWz1ed+ddtA1v5M8+8cfs3LmZU6dOAbB9yxZqxBw+pBeYE1u3EFQaLJoBtBO4oLIB3LXjyJck6lp5yzx/TqECj1mEy74HhtlIn9gqLiLu4phFgvm+klxchb84XqKa42C6EcXVxGASnmUprjHjIVO6mp1zAi4qTNhFw8BCwzgJ558RRvtD2h1/2f3Oz4JQgrHGCLOndUI0NTnMeisgMYWIRq3Bru07scaTpjreMIkDtlji2CQsTVNc4Vp1riAIB7qLruvih2E+hVCu13ArZbJIj3OdVgsyiTSl/VOnz1Iphew0jpoT43oyHso5Isqx46xVDRMeGNf0/GLoyr89chwH+3664fJ9WUWlUrYGSLlxZpL0n+00FTzxxBOArqAfO37cLuyGh4cR9TpzMxfYd6PGYG/eNsV//M3f5p3v/EEArrvmCl0AM651X/ziF7n77ruZm5sDYN/+69m+eycLRpHqrz/3ML/4n36ZO159OwAnn3iSTV5AYEgBURzjVUp2MZ4nyXEc27k08H26vR55+UwkuVpfzqfTbt5rZvG7aWSUZquFb+ZNR0GqsM++4wrrkAvghQFIh44x1ptTbe573Xdy9PR5SmYB3XNSlOvSMUprnusMFC5arZbOSZK+waAQxQ6Dsgo+AFGUEgSB9XEKgoBOs0XbjO2+7xKWSnQ7mqdXr1TYf9ONSNVHWczPL3L25HFKpkhw9+vu4n0f+CBpbJAAcZsP/9772X/zLQB89tP/i9tuuYWjR3RV/uTpaUZHx3OLBLI0JQx92uY3p6amWFpaomk6Q8vLgr17djJzfsbmKL1IEbh9PkS322V+4YLNxcbGRxgaGWH3Xk0O/rvmimJs9Bg3YiM2YiM2YiM2YiM2YiO+yeOSqPQL4VodZqW0iVylYhxVKw3iJLMQlMtRuScPDUsxbW6pK4d5l1fKQclOx3G00oNV/9B4/Rw6k2UZUkpdyQdcx0WieQH5Kli4QlfzC5KdEml1+j3PQxQUJXQLU9hCoRCOhezoHy1yDfocgqKjZ+AHts4YBoGBKfTb4EmckMSxlcfzPI8kia3Gre97rK+1rDya4+j9KB6T5kX023mOULat7jh6NY+jqwsTExOcO3fe6PkbOTOVgEztar/ZWif0Ay7Mr5jDFKDcvia62qjKXW4h6FA3eMcf+J53cvLYCzz7zIsAbJqa4MHPf4G6kXRcPneWkdYYFaPEUq6WWEcgPYfENSVnHI2nHIC69HH9ikH8uyzg//Vn9f/Jgnal9rDof0cV/t/gai6S4Xzp2PeSCk9Rh59B8E/eGSj+Le8Qfr3Q7tmi4A/gDCoXXfRdWyW8aJ8d013wpKCkPOqmEjdz7gRZnBB19fN+6823EndSq8wjrWu4fv/ue+5kdmWVtbVuQa5Yfyav7mlVEY92Dr/wA1zfsxBJBfilMtWqxhEHpTJZt2sl9KTnUSlXaBmfjrXlNdZWhxgZyR2cdTVUKVFQBdEcg3xs9LyQNE0KSib6l3OVn79PZW4j/ukjrySDnsODwLceOUmS4LqundOSVPPt8vut2WziCsFV113LtOk21mqC+9/0AIcPa0WxI4eeZ8+Vexkb1QiHO15zF0pBva7v0ZWVFWYX5tm2XWO33/1jP8iHfv9DPPyk7i60og7br7oCjmmeihv4kIIwY1qWZaYj1n/eO90uvuf1q+a+h5NJ0tSoYLkeSZRY/Ly/ZStqdY1eW8+bYaWsc4Rc3SdNcQMf11jROnFMuRow09HP0f47X0tTKgLXxy/rc9XtRRpibKB1pVKJOIqst1A+ZlUN36bdbqOUsvyb/BnPz32a6uPMOQGxkRHPPx/HMZ12h3JZo0VqQ8MEYUi32+ZDH/owAPfddx+95pI9D1/66t/yqlfdwNkzWp1ncXGFFaV4+muP2N/++Mc/bu+PWjXkquv30VrX+UQSxVTLIcvL2lW8smkTo6Oj/NzP/RwAP/XT/we1Wp3V1XV27toFaPWesBJa2PvJo0eYn5+nZsbFvVdcRSZTzhheUga8mlcWl0TS32p1GGqYAdVxcYRvJ40kzZidXWDHdt3G8LxLYpf/QeE4AscxRhaed5FOv2lZFxJ0z/XszS8cYaA4BVKt00+GPdfT7xXmkjRJB3T2hXBIk/7EhKM1Y/voU4XKFH6QcwC0zqDV4ZcZoR8U0hLz+7lKoSH15q05bV2usawWOmAgA3krXg+g/WuqlG5luYVFnpQS4eYER6kXAhaSIDRGX+REHQcHz07Gk1NTPPPs0wwNjbCwqIk0wlfILGHHdo2X9H0XhE/HkIWUW0bg4RkbdX+jH3bZxe++/7+yxeBh3/q//yBX7buRa/ZpotWZ4y/QWl+jbfCT1+3fTylw6JikL2k2WVtcYdf+a1jNTFs8lANEXhhM3JSUOvHvM1YHsPP9j/ahNLkfgH2nmD8XecJ2m9/4mHVbvABJehmyseOIQSKwEEhj9e64hs6c4/Wd/jEWqAsXLQIGI+f9DHAbcHAS/XpibILW6RX8km5j3/Paezn0/DP46El428Q2La9pYTLKFILMGKYivvv+uzl89BRfflTjm/1yjbjVA2M0OFyvo1zfJtzlclnLF3o5F8nBEwJleGJBOcCrlKzRTa/TZW19iSTV4+DiwiL7rt83AOXJstQUbvrnQWu5623GcdfysvR5kTiO+Lr+DhtxaUcziqiHfS+IMAyRBu4jfIHnuRb+E4YhrVaLnnnt+z7lcpljx45ZLX/ZaNButpiYGAdgeXmFv/jkJ3nHP387AO32KpMTIxbKLByPkcawzX8+9Vef4qd/5l/gGrDG77z3g3z5yBF+5K1vBeDgpz+HLwVuqu+/yPfxhEQqLYGdh1SKwByXVAofRWTMtqIsRQCZgdrGzTa+hMjc81lu1mmeK19p3XyMp5KjYJGUkRu0gMLo/v10uy3qww2LRXeFY3H3+rjbVt4WwPNcer2e1d0Pw5But8vamvH1MOcnz6WqlQqdVotm4fO9JC0Ipig8XKKuPqZtO4dROHiex2tf+xoAdu/ehVKK7/4+LZd5anqaffuu5dATerx54fAxXoyOQaYXZO1eRJLE9tkvlULm5ufBjC9CKfbs2TNQHL3zDW/g13/rNwCoD43wyCOPsmfPbtZWNYa/F8dsqo4wNaF5BCdPncZJIpbP6YXE+uo6I+PjvP4t3wHAidNneaVxSWTQSkpcYS6KVKyutWg2dVI4tWkrW7dsG1C1uTwjr9DrV57nmgkg123GEAf7FTVdLch1noVV04F8gkn7iwAlEQhSo+qTRxHD3+60TaU87w4IQ9wxZhyGfCgKK4eixn7u6CkQ9jetYhDa7a6IW9XH6SHouwBLqf0H8m0mSczMzAV6vcgeZxRFZPnAYoy9SqYy4DjaDCwwHQ6ZSVyn353QxlwOnmmhuE7AuXMXSJOA2CQ3nlJkMqZqFANyRZR2Tw8EqfIJXZekp5PCH/vRf/GNLuxGXIKxOH+eG2/QSf7/+Sv/iu95+zu4YpfGaH/kIx9h+7attjIc9SIyR9Hq6qqRkg6+6rF86hRuSVdWGtvHWFmL8Uf0JJM6Ma7IyGxuGoCTWAKnEGIgiZdKIQoYfCcnyBaeZ6WyfnKNed4UVn1Ld70Kib2TT3Z5YnnxqmDwdU4MTkzVMif454lovt18saKUtARj+57jIL6Ob8fX+00HKAmTMLVjHECaTp4r4NZbXsXhQ0cA7aipHbbN1pTx/yjsYxDAvmuuYufOXQAsra7x6QcfQhqVrcR16DTXKZfK/eP0fKTZb+UJBP3zWApDkjTBNxjeUqlEWApoLWme0fm5eR55+BHe9OZvB6BcruA4LhTGSSnVgHO46wqjHKLfF8I1uv2XxJS7EX/PaLVaSMMRqlQqdKKYwBDB07iD5/kIoe9pLZAR2IV+HOuOj+t6BbJ5wtjEGKum+hsEAd/51u/i8Se1Qsy2LVNUG0NI86zW6xXGx8Y5+PRBAN705vuZmZ3huee0g+/3/8gP8OHf/0P+65//KQD/5T3/jo/91n/D840QSOIQZxlZmgzUEEoFl2jXUbQ7HaThm/iu9t2Rob5nh6cmmF5dJbT+JrrwGJhxJDUdj3xu77iS4d1X8d0/+5MAfOELD7Fp0xQLC4u2qCeEQMh+jiKE5gXknBdpeIaulyftDBQ72+02lUqFpJcXETPCMBzIWYRwSUyRUWWSVDhcd911+ryODOOGPiurK1xjdPVXV1e58sor+OifaEflN77xXg4+/YwVAhgdHSEMPLrmN2664XoeffwJhKPvj8D3OH78BNu26qJTo1bhxKlzxGbxVKnX+eQnP8Xyou4c7N93Pe31DgvzKxbpceXeq5hfWuKsMS295bYbOHroCEempwF4+/d/D187+CzTR/W4ueuKK3mlsVF22IiN2IiN2IiN2IiN2IiN+CaPS6LskKWS+SW96slQTE1tZ7NxSyyVqtpV0pTNcmzW5RpWQSbLXe6MW51ZJRfb6UXpKWHa5Moq8ThWLzh/P/97kemO0nr8kLflFfQRRFqBoqAgpJU5+so6qlDlE27/78VjyEO4LnEc2+35gY+SClXgMuTHWqxKTkxM0WrqVujaapM0zWyVxPW0g29+TJ7n0O2m5OvVJJZ4wsfJ8tY7ZDKhZHS+29111tZaRN1+yzAMA0rlmsVTpKmiXqvQWtVYxbIfUKmWaaJf/8nH/oyf+KmfZSMunxibHGd6+hQA2zdP8uCn/pKnRrQM8PZt22h3OtSNI/bI6DCdbo8d27Vb5jPPPMfS/DxblUfDyLxe+NpBIifg6tu1WsbceowqezilvDSfojLHVs3z+7tfuTf29AVsvKKvL607agxAgmSWV8D628qdvTF/HejqXVTpL7aTi6/70qSmMn3Ra9tZKFSuxdeBpfTVhwb3oejAm6UZm4zWd/fMMi4OSU93VTaNT3H86DS3G91urbktSNNiN0ENbE8phecKGlVd/asGQ9x1y414ZX09H3r4MSZ27rSQgKXlJcr1hsVHJ46GagV+UPhN18CbwEkl5VqNioE9dFdXKFfKFoKg+VbKVG/dgf0qSgmXy2U7bunKv7Sfv3w71t+akWUZa+ZadpOU4eFh251O45g4iiwPBbQWfF89SqvLOE5iO/nVapW5uTlbgb7u2n2cmT7F1ddqSEmn1+Vzn/08996ru0vNZhPPc7nhhusB7WfxxJGnuPVWrSVfKQfcdut+nn36GAC/9tu/wb/5V/+aP32/lp0czSRRJyIIPNsFF66rVcfyjkQvxpFY/iRSd/pKJmHwwoDqyJCFB9WGhkgcRZpr5oc+IsmIDXphRjj84k+8m6MnTgBQLpc4deoUlUrFjovdXozne7hmJ7rdLmHY90SQytGcHLNPvW6HJOnLtnc6HaJO1yIDKpUKnXbbfr7RaBBFEetmn/0wAFdQG2rYa/XUo49z9dXX2Gf3ueee48477+Sqq/cBcPjwIWSSsmuL5lO88PRzxHHMjp26czx74QKeC8M5dEtKDhx4FYeMT0ycxERZimPO0/Jak3K9zg/+yI/r1xdm8XyXw88/Z7mMZ89MI4KQ6/bp++GFJ55jYXmRiTENB7uwsELSbfPU418DoD48yiuNSyLpL5VKBEYWcXS0QS/uEhnCU6QShOPSMaTL8mWumZ5PApEZJPLBPwyDgowlKJXR7XattryWzitKCBYNg3SkWYojimZbGk+Y/4YrBJ7n9ZMAAyHqwwecl0j+Fc1+nKLLjtlenMRUy3qwS9IE3/PpGWy84zsDxwRaqs4PfCvRVQpDnnvueR566CFAP/R6MWMGTM8QGs1heo6PKFqJd5oEbkhqdHiFqwgC1yZfLx4+iueWiEgsOTwIwfWwttoyHaW51qFrcH5KZriuoGwwvk1D6NuIyydK5QpdYyITdXrIDIsDBajWqmzfrgftHFKyuqrf37FjO/VajW67xZf+9gsAbJuaYtOmUb76Z/+33qZb5p+9+908d1ZbsUclbQ6VLyz1s1mU3TQJdQEbXzTf83wPmaUDWHnhugMSmP8Q7qcc0N0fXBTkZl32db43xf5/XnTIP2T8CIoLg2Lk+5rlSbpyqPk1ojkNlfN7irjk0VzQ0JmhoQZj46O2KGAxzEK/7nS6pGlKbcjgZ9sdyuUyUS+2ZnuuH7D/uqvsPuy74q0cnZ7hKw8/rrdZH6Gbdlme1/KHwgsYHR3HNVCbRGWUREDm5Bp7Pd7+tu/mve99LwAzMzM0lxZ4/RvuAiBNMoIwIMtkwSRQmuKUwTf7PkmS4ZuFRQ57zM/PhmTn5RVx3JeibEVt2u02Y2N6IVsqlXClQ3PdYPxdaebZ/gLY8zyq1apNLJvNJvV6wyZ5Lx45zPjoBJ6Bd3idgNfdcw9/8YlPAvCGu++iPjSEa4idi0uLHLjlFrsQfeyxx7jpwAH2mUXBiePT/PYH3sc9d9wBQLm9zvQjBxl2FIkpPCZJQhwnNmEmk0iyAahNmqZ9H59Ua/KXKma+b3XIQq8PpXFdpO9ydl4XcN/07h/j+NlzLK9rCFO73aZWq9Hp9uxzETgOSZIOeInoAqhJTR09huV5kzIk+jyHaTSGcJRiaXERgKXFRaampux5npmZwXVdthmz17BSYr3ZsnK/juOwf/9+XFOwBLj22n187jOfYutmDc+ZXVqm12zz1Fc0cVcmKWkS0TYa+q5wGBkaodPr2m22Wi0SwzFaXl5jba1ppU7HRxoEQYnHvvK3ALzx3jfy0BceZPPmrXgmb1laXqQWhHzxc5/T5ykIuOnmmzl/QZ/bRx/9GqGrDRYBXnxO+z+8krgkkv6VlUV6Uf4wtNm3/yZAD4rL87NMTWyxFX6rQJFPLllscJOCS+Rwvm4UK0FhGA7oPOvye7+qnjvJ5Zr5jtD4/jzxT9PUqgiAxu57rkuaZQP61CjV19E3PICcqGv/lgOTla7O5yTZXIUgD602ouyE3uv19Kqd/qKh2+sOGGsFvlE5cPq/lyRxX3kjTTl77iyL5qF1HE2qoUB4ljLDNZOp62nzL2n2uRR4uipYMFGSmbQJThTFSJnhuQH9DoU+J9WSPg+BF1CpNLj6ar2Kbj19hE6nw+vvfR0Atxg93o24fGJ0dMwmkNMnpglKvs1vK9Uqm6Y26ZUf+rnsJYkd9MvlEpVymebaOvv23wBAo1ol7bV5za268hK3u3zpY3/I5JWapDa2YwdznTaqZHDjbgecEFVY9ArlFNi6g+68KlenKhjj5YZW+X5rfXhDtgWci7D1UmIXy+YnND8nLwxcRCZOZTYojPCSRcXFmkTYRUn+d6v4dVHYnqBUjFSqpCu66p6pGA+HlRU9Ya6vr1uejz5+XYiI4zwJ0OTjPEl2XUGv1wMlClXzbKDr6TgOV+/ZxfioNmebX1zi6WdfIDHn2PVCmutrGMYCtaEGvley199VivPnznHO4Gl37tzJfffcZVXOXKHHUSEcO177vh6nBrgPor9PaRrjOP2F1+UsSPGtGJOTk/aeBZBpau8XlWXUqjV7rWUmScnsgjCOM+PBk9lu0/LKir6Ps/7zdeHCBdstcFwol0q8/tvvBWB1bZ1MrtFq6s/X6hWbXALcfPPNlMtlnvzykwDcdtvNXHvttfyP39dFCtfz+O7vehuH/upv8EzBDSm1CIYZHlJHIuir8UgyfN+3OYtUmhUTpX3iv0gLQiCOYl2m3PJ93wPA+L4raa6v0+po8qlwA1KTsxRRAkI4Vn2n3W6bZ8N04ZOUUqlsi75CaK+T/uJpHcdxKJX6xeClpaV+V84sXE6d0lj42vAQExOTA4XROI55+ulnuP322wBYW7jAi4cOocxC4/rrrmOoXuevVvUCbPb8Bap+ma7xL+glEqkc+5u1UkjJc1GJLn5mIgQEXaNQ2etFDHU6uGb8/tiffow4yZg+c5pGTee5Ms2I/MjOYa7rMjoywtGjWu3pzW/9TpYXZjh5/BQA58+c4pXGBqZ/IzZiIzZiIzZiIzZiIzbimzwuiXJDpVKiVta74gc+Tz7xGGvrelW0a/eVbJ7cxp7d2uK6MTTM4cNHGZ+YBGBkZNSs2hTK6qlr/euLoSX/FFFsqOdtPsBUil76+aLbbegFhe/qvxXhAq7nDmCGM6k1avPfEMYtU6b96lMYBAP7lKap3cm84u8Gof1+t9uv3LtCy2MmWV4RLWv4QMFl1PX6K2jXFaZ1qIgM/tHzPTzPJTESfkHgMzw0bKsm1tGvgEd2XRffnizJzp277Zmdnp7GcTIr6QmKUqlk7aw3bdnHWbFIpHpEkeFPpJJSSTAypCv7Q0PDtNsxFy4sm/32aLWbrBr5rLzbshGXTzgKYnPPbdmymVRKW9mtVqs4nmulK7M4RgjXds1arTbdTgfP9WiaStrS4gIL8zPccr1WeEiTNlftmMSJNCTo83/we5xdjfk3v/6fAZjttZlZu0BeeFdO3n3qy+XyMi+tLKTBjeeKPXnorwzKhr4Es59/9mI4j+2QFjBGxXNmtlWEA+WqNMVtCCEs/l1mpsuWf8fImuYKYD4uqtmj5BsXdRdmz5+iXtdQu7m5OTZtmipUxLOBCrqudDnE5hnMMl19RA3KkxbdzV3XI3Rd/DFdVd002eDKK/Yyc0Fb2B87eYre9AyJqdynvS4rrYiwpvexs97i05/+tOVf7dy5k6uvvopUmmqjcR71PNfCubIsw/N8e/3iOCIIwr6kshfg+45VNsu7BhtxeYTrukxOasx2u92m0+lYfl0Ux2TJKvWaxon7oQ+eax15wzCk3W4TRZGF/IRBQBRFdr5MohjP8ywEsV6vU5+osW46XI3GEEnU4sLsvNmmz5V7djE8rLtZQRBw+PBhbjecI0XMFx/6Aj/50+8E4P3/14f40Mc/zi//y5/lQ7+hx6hNjk8oHdIcSaO0op8oSHBnWWbzgqXlJRJH2XEy6UW4jrDHOd9ssf/+13Pg7rsBOLMwx/TJkxaqk6SR6eT7/a6Z6+F5npXfCmojAAAgAElEQVTw1uiG1OYUnufR63Wo1XQHJIoioijCM89+rVajtda00JpGo0Ecx3Z7nuuRao1vQI8v4+NjduxYXFzkwQcf5M0P3MfDX9YQY88R3HTjjVy19woAThw7zpkLc5w7rbsF5VIFUNaHQWYRgQgYrevrn7kKx1EW87+yFnHmzDmqQ/patbo90iRjuKFx+FlJ+4Ikvm8VBkt+iW63a2FISZLw8BNPcMXeXQB85cEHmZ1fZK9x5OXvkaNcEkl/FMX45qL4UuIJ2LpZP2BCRDhOh0OHDD6zVOHC3AKO0EniyRPa7nrvnj2UKjpZDUuhuWn6FuiDIQYmxP8/jFIUik6va2FKnivotVt2YsnD4gAlJFliW+eBF6BQA22xYksblCUD2yQcDdGxRFwhSGVmZUC1oUzfzCsIAnzPH4DrOCbR1993tW9A4XRlaYZrjiGNogGJT6U0tj5N+gQ2IQRpllkcYW5wkrcp9SQqbUKWm9oUYRGLiwt0u3oCliQGL9s382o2UztQdbs9gwvut1uFAKECQrPfS8tLxGnAtNG6rVTH6HbbfO/3fi8AjzzyyMte0424dCMIAjuBDg8PU/LdAYytcPrW7VouU7G8rNvQo6MjNNfWKebHUilK5SrzK3oxWQl9Eifg9PRJAK69agf3btnMp/+HxoH/5M/9MjPVcZ45pw3BkpJEOQUct9m4lSJWIFxnYFzS2NXB5PAfM1Ll8Lw8lFQo96XjX27e42Aw+xqXYv6WJ/t9wmrx+46BH2VmzN1R3kx3fhG/rD/z13/1Oe567Wt47kmNQd1+9R5klllSZKlU0vA71RcLKJfLdNbM++UyUipTNDFa3q6L9NzC2KjIHHBc32wjxVUxkyN6oVHfdyWbxsZ5/oUXAOjEMTJVTDV0IenZ6WkmR8d4/bdreN9VV+zAcWMLMYzj2MIvlYVbKgtFAuwCIOcdvNy12IjLJ4rzWhiGlMtllpc1L8V1BN2oh2PmEy8TlJyShWbEsb5XPM8jNTjvKIp0ES9/npRCZRmBkYVca67jLQq2GNPKs6dOU2uMUq7lpnZnWVpZI5rVGO+9e3ezc+dOW6A6ePAg99xzj4UL3viqK6mVhvibx7/Im3/qh/Q2nnyGxYPHSWP9bJXTFOV6FsKnXAHCwTFE3jhNEZ6Hb9Kq1HPJXEFmuFNTN97E677v+3j+uJaRXJyfp1qtWWhOtVKh2Wrh+75dCPi+T6fTKfCWBK5QNi+SUhdLekYu1XU9DQXKIcbtDqdOTfPss1q6dM+ePdz+6lfb8SPOUhxX2EXAVVddNcCn2bRjKw+86QHmZ85w/LAeD6bGJ+h1u4i9Wgbzqmv3MTI+yekX9G+0Ox06nTZhqK9FIAKarTVy+fX6aAPh9qXQJ8drJMkoq0YoBKVIVMaLh4+Z+6nEu3/87SzPLfL0U1qSVZR8atUqmw2vYH5xEddzCU3xZHRkmF6S2HF22JiNvZK4JJL+Xi8iqOoba3V1gbBRs1UYN01ZmDtD11z0sfFxhodcFuZ0grZz1w7KpSqt9iLPv6AxmI1GHc/zqRiC6ejICLV63a6aABTS6tXni4K8cKSf7T529h8TNoE2JFj7kMsM31S9QU+8adrH+CulBxnP4o61eZdV8xFafzZ/HSUxUkk8x7OTtjCft262whjlmH3IzANlFTdytR7Vdw0WBQJxZrCzNlHJpHk489IAIJ3CZOxpLf9C5Y7U4Fnz7kKSMjMz01caQaKpCH2VE5Syxhe+7xNFXdJMP8RxFBEEPkHomNcZvV7f7GNlZcU4AouC6kmGUhnnz88AsHXrJOvNLqWqJmb1ejG+X+L55w8BcPzoiVd2sTfikol2u20Xgkma4glhiVRpmiKVJI1zBa0eQmUMG7xtc3WNxfkFhhsN7QEB+K7P5PgEZ85o4u7evXt48egpGrkC0KZJTs5eYPP4EACP/vX/pEeZ177hPgCeP3uBVdEhNom/K/UCf6ATKGFA+13JgeSwvwC27QPr5A0vp9PPYMKu+uMPgHQUMssGSG0vKYCY8SFfcwvjHWAVf4RAGpMevfd6MROa32nOL7J8/ix//uCDALztO7+DL372C9x8+wEAemmKp7CVPE2YHEyKm82WHUdz5S/HETYxSNMElepEG/S4VVQLc11NNvS8XIe/wtjoKLt3ajWOx548yOJSizmD4Z+oN5gYr3H3675Nf94TCL/fVQ0C3xIR8+KDPim5Wzh2vJEFkYTiNbqcneW/FUOr7/S7OkopRkZ0pXZ9fQ03DIlM8pygk3qr7CR8UBkoQZqairbnkaaRfW6qlTpJ2rP3xfDwMJ1ORMcYfHlBQCeOGTOu0GOTGZ7vUW3o8ebYsWNcfc0+5g1Z/fbbX4NDxiOPPAzAgQMHtJttJrWBFjDdbnLVHbfz4me0WEGlXII0Jsz9S7KEDEXXVNHX19YYawyTipyXEqBSxWJF39u3vOEujp46zrkzpwEtylGtVgsJvUOtViPLJCXDp4vj2FT+85wjI0kSi/EvFiVB+/o49FUco06Xa665lv3XawLz2TNn+MRffpIhU1U/cOAWypXKAOl6dm6Gx77yZQBuOHCAm/bfwHAt4MVndMI9VKtx/sxpnnpCF5orlQrHp6fp5IiJpIkIA6RrunpJD5AMj+j5o16rsbLe7CtNqozrr9nNqbPnAVheien2IptXxb2E97/3D9i1eyvdpnERD0rMnDjC2JC+x+YXZhFCMDczY49D4LC0sADAzMkmrzQuiaTfEYJWpm/+9W4FLw1pruk21ubJcYZLAmGS36iX0O22qFb1jfnC4a/huWUmxrcyNqIn4OWlVaamJmmuGnOVc6eR9AfacrnMls1baZgHplqrIkTfxXVA0xIY6MP//Y/O/qtSrvbdbbPMmmNh9i13bdRfk0gl7WQnTJUpf2ClkpRcvw89Udocy3UFed9Rme/n7bfcOMMaZaHVRez7jmvZ8vk+CiEIzPs4zsAqWQlFKlPbyldS2S4DmEUC+jvWYRep21ams3P06FG+9KUv2e1qsrO0k6eX+26Z7fquR+D3nYuFG5AkMaWSfsAmJoaYmZmz6j5pkjIyMmqquPkErKEcr71DywQeO3aEubkVlNL3j5Qpu3fv5IO/83sAXHPNtV/36m7EpRlPPv4o1+3XE0G316UelgjDXBkmtkR40LfW0vIKYUHKbnR0BFWoONfqdbK4a4l4Z8+ew3EgzuEaCjZv3mIVgDoyYGpyiAuHtNmOXFrnhutv5IwxfFtMO2SOwnP6Ha2MPgE9h+a9JAqJ+UtkH03n7+tJdJoXwGAiakMpncRbsm7hM18nWc0Nvwa2pWBzRScn6fo6x4++QCvSicMf/+mf8h1vfgBRNtLF7TYl0Sf25d2NoomZEMIaBhXhRj2TjMhMksl+N/HifRRCmwHmxje+L7jj9gNMn9aT8FCjjvA9em2dwHdbLWojVTzzOx4ucdqHD3mebzsN+diZZhm+5/cLJJkclGSVeoGVF3mU+ofOJxvxTxFKKds5rFTKWuLVmME1GkN0Oh3brZIofMdh0XQCRkZGcIMAYTrnoFXrRLlEs6k73HEc6e109esc1jp3QSfxQRDQbrctbHXbjm20W016XX1PdnouTz7xNDfcqMe8JMmYOX+KA7fqOc7zfGbnFmjUqxaec9vtt/Hf/+CPeM/P/AwAn//Dj+FlEW5ecPU8FIqykbfMejFxObH3vJ85zKge21+jnWzDoRLPPXvInrNc/SfveKRZRhzH+H5gK++5Wk/+zIZhQFogSfd6PQJz7gCU0CpZ+WI6zjIcR5DTicemJnnDG97A6KhO8j/4wd/lHe94B2NGMnh5eYGV87M0Kjp//Is//p88vX0nMvQ59OQTANx99+uoVEOmT+lK/MLcPJOTm6gFJkdNBYHoiwukTorrib5giidwkZRCA+/yA4YbVa65dhcAR144QaJGOHPOqIk5kiwVnJqeZdxAEnft2c5wvZZXgghLAeVyH7Y8MjJC10kIXb04mp8dRIx8o9joMW7ERmzERmzERmzERmzERnyTxyVR6T+7pFiOc6LnNqaPH6e9qrGyu7ecYfvEONu2aLylF3r0ehGVql7ZuI5P1Otw9uxxeh298rryiutprq9YndTA1/r0uY1yuVRh7sI5po9r+aP6yCiVSpmpSd3ubTT0qvBiibtvHAU4SuG/+ate1OP48ePs3btXv+71qJT6dtGep6vw+QrXEQpXuAPteCutCQNVJdAr5ihKcIWHYlDqz5IFbeXP/MdUm3K5PKkkLq6F3riuq+FF5vN5NS5f4ZbcEq5wLXZNGAOaIpFYKV2xyLsLaZwNtO4ff/wJTp8+bTF+SvWMRKfB9KKlSvN9rNZ8lOyhpK6IbNrUQMoyy8u6Sue7AkdJq9u/srpKq9kBCtr/rku9VufYMb2S3zS1hReOrKLIuygxP/3TP8n/+xefAOCc0fPfiMsnpk+cZG1VV0Vee+edzHdm8bbr51spZWBiuQycoF6t2Xus0+nQbLa0fJ2pepedEivNpq3cDg0NkdGHspVrDYJyg6u3avIXrmBtboZM6mrf2FCNztmjnD+m4UGvedubOXFmlsW23sdgqIqjItvp04Tal447SvYleF8uilj3Iin364WSCtvgdAxPyMLg+kIE/aFwsPIvHE0rllZeVFCRPuVEV9J+/f3/gYrrgqvH6zOnTpGWPNbmF+w+lIaG7ESUQycuhjUVjbGyTJrOrBEY8MB3HJK8C6kkUhWNz6SFQ4KGRn7x4Uft+fV9jzSNCUP9fhgOIYQ3YKTlCXdAElQagYK+4Z/RZTdj6sUypkpJ3AJ5PPA26m2XU6RpZq9ppx0Thg6ZEbQolTTGP5fbnJubx3H6Rn3Ly8uMjIwQeB6jBp5TqtVZWFigYjTve70u7XabsJT7OjgaUpR3H/Nn09w/7XaPqJdRNVjurdu3sTQ3xy//+18F4F3veqc1GwSdX+zYsQMpUyIDlc5cn3/9nl9gcUlzme750R/k8FcfZvGg7k6GhLi+izBogm6vx9j4uB0f1uMW2++4nW+7U3NfDh8/YbqnemwIggAcYaHZuRx3FPXss6iU3rf8WcsNSvNcpVops7KyYjusQRDgeR6xyRdrtSqe77NuKuCjI6OUSiEXDAzmB37gB3jqsUc5bYwa6+USneY6vm+ebZXSi7oceupxtm7V88PDj3yZ8fFRymWNHvi2V72KI0eOscfkbvNzc5w+P8uP/MiPAPCBD3wATzn0DNRvIYkZHx9nfU3LkG/ds5NqtUI109eyVvEYndjMelPLGAvh4ooSSjksr+hu0tceeYpGvUzFdAtcAWNjo5bzMTQ+QXfuLKGBEF1zwxZeaVwSSf+C3EE31A9DN6tS3bMJd9600eee4/zpF7nvdZqEpbIe0pGUTdLvuy5RpJVwwrJ+IE6dfRbHdeh29M26c8cVLMy2KQX6AalUKjiOYGRMw3uyNGZtuc2pk8cBqNeGqNUbeL45wUPDVKt1ajX9eTshDczJFw/ieso8c+GM2W/F6Ogwa8bQISyV8X2vMLk5NkEGfTNePLkLRyCd3GhLfy4lb3tLqtWKdpfMoUBSK/PkC4ecwKjkYKvePoAopMwGOAAKhcihMmmKVKqv8y/6Rwq6ze7Qhx24wiVOU7K0366Xpu2dE3nHx8eJosgSdbIsw3MdPLNPCInrekyOD5tf6bFl54h1Wy1XHRq1TVww+Pz5Tkbgib5OeJrgOAKZAfmk7zgIoWgYBRHfD1EysTre3/aaVzG1aYI77tJty2rp8naB/laM+fkVej19PR/63OfZvGUTy8Y0ZmrLZrZs3UJoEsl2r0etXCbP07o9Qa2mdbdz+Jzre5Qq5QGfDdd1WTUt/5XlFSqVGqPj+QLYY3h8E4eefwrQKhFRJ+GZZ7VL49OPPYZfn+DtP61b6+dXZ2mqBOnmMBeBo5wBWGIOdckX0BcvCZRUFyX5/eRd/0MNIH0cpaGVFlrj6QlX2fFCWqfvfCvqZaBDmmqgP+dKl9HqCIef1kRdqRKa3S4Zerzetnc35XKZQ0/pxGLPnt3a7KvgLSKlHCAwR1EMol9I0Hj5fvFBSmWLJqDz7qjbGxzHVL9oIaWGERSJ3UHgFzDbKeBa+JcQg4ZAeWEjy/o+JvoaqQLESFIwO8bzfLJMDhgjbsTlE/p6mmQ21IlnmvbnrExKymWdL0xOTtDpdMmyXFzCYXl5mbQxRGIexlgqRkdHaa3qhDtXrROxeY48hyDow2DccomxsXF6pigYxzF+KSTO4b9S4dUqvOeXfhmApYVZjp86xaZJjQlfW1tjeGQEx22wtKDHLEe5LK6sc/KU5rI8ffAvmRwe5t433Q/As3/9efwwJFP6OIJ6lTRNSc2QsOeub+PGt30H5xc0FHt2fp5qrWbJkWvrTRqNRsGbQj+7tVrdknu1v0VflTCOY8IwJDIGn8LRY3HRuVwpZV2Fe1HEFdu3s3u3VrGRUuL7vjXjakc9JqYmOPykHof//KP/D5Obp3CEyR8dj263w1ve8mYmJnWx97HHHiHNUh64T/OxPvOZz3Dy5Ak6HY23n52dpTEyxvt+630A1BtVrUCYdO37eWFJv15gcnKUkRGdP1577V4q1REmNmn1QBlFfPXxF5m9sEKppMe5W2+/lXOnpnHIuYyCpeV5beCAVgD6hff8Ih/72J8AcOW1WlXulcQlkfQvpiNIV9+cHSTddpO6r1ddibtC2lu0ZLO410aELu2OuSmUS6lU1hOUrXBFKGIwpLlWe5kkTajVdfXJFy4zM7OsLOoqXKlSQipwRY63b9HrZWRtffPOzZ5CZjBsrI5rtQbtbo8tm/U+jo6N4bo+jsHEg17BSvn/sffe0ZZd9Z3n5+Rzbnzv3ZfrVY4qqUoCSZigJiOBREYm2R7POODQbY/d0/a4x7jb4Aa3bfDYBsYesLGx22CPExhJICMBQqBCOatKVfUqvhzuve/Gk8/8sffZ9z3ca5pZa9a0yuv91tLSuvVuOGnv/du/3zdkKmHUdU0+vDKBTlNibEz1fuEym2YDZzqRsMu/k5FkA+Ud8W+bFmVdut2aFnEqzkND2/IeXddJGVQQ41hg+vMqna4Jh11TyW5KIyy5AGdZJk9M/qQ5kAkV110shoMqVyYqiZsqFKZu0O32lGKA61iUSgXW19flMUoFI32wSYiiPs2GxFaXMnTN4PhxuetevUCamOzcKe5Np2XRaAbEUvoqjmKSRMM07YEBkKZRLrnYEuO7srwMmk0UiWN6//vfRxiFHDooqrZ1WQnZjisnHK/ITa8QDqoPP/gASwtz7Jayv6trazTW6oxIS/Px6XFsy6IpzXdKxQJ96V7dkW7Mvh9swcsHYUjB8xiqiok8jhNarTZLUlKvHwTMTE4zJq3Zv3P/t2m1e0qKeO/evayurvGp3/g1AH7ip36K6fEZLrbF53t6REq2xdU3T+E3p4ub8etijG1WJRNjMk9mNyeh8h1k6UARzHQssXHI5W8TTfLosy3V/y3O3Pnvp2LOcDOTg+O7+K3P/aI4D79JGCUUXbGgHr3hOpobGwxJeTvXsknCeFDMMHR03VDE/VyCON7kPG4YOlmmb+FkiLnHkq+3Oo+bpomua5tEEr6HZ5QNrm4eopoYbrlWW0UUNAzDHnCR0NC0TaII2WCTtvl+/H8hDrEd//9HnmwCGEZCHEeKSN7tt6hWKltU8srlksJf59K33a6QAgZRkY6iiFR2hsrlMskmY800ybCsgexnHCdkhiDHghC0ME1TGWUZuoHrlpVja210mCIlYpmwV0pDpDh0en2SVLr+Wg49P2LvPqFSs2/3blrdDk/PXgDgxT/2Q3z9rz/PmKwu23FILwkoSyfzV/3we3nw2VNsSAUhXTPxewFFScovFouY5qBjFkWhlKTUVecuTQXHL7+WuXln/jpJErRsq2SxYZrqOriuS6/XV4IKlmXh+75yOnYsiyBJGZVV/N37D9LvNhkeFkXEbrfL2HiN9fpKXldgamoHS3OX+cJf/RUAfr/P5OSkOo9arUapVMKzRD5ZLBXwfR8tFvduZsc0fr/P6KjISc7NnmZyckwVGfbvP8hX776Xl71ciBn8/R2Ps7q6hmla6v4fPLKflaV5Whvr8joZTE9OsSqJu5XqEL//+79HpSKO4fFHH+Q9fH+x3WPcju3Yju3Yju3Yju3Yju34Fx4viEp/FvusrQp8dc+38AplzBGB4R8Kd5DEc1hye9Le6DA2M04USX1kP6Dd7mBZttrdmaaBYQ/w7guL8xQLRRYWJX7WLLB39z5aGxLTq+kYQJSJnVyvH9D3A2xbXJ4kjikUivSknXSjuYzvB7RboioXRynDQ+OMjNaYmhY7Sst26LRbtBo59nwSvxdhOeI7bcuk3V2lIiFDoq2uo0lDLi31MWQbG0RlUdd1hb/NpNJH3urXNV3pjQ8kOROSOMF0Bt0BLdOUNn6aCqiNI1tdYRSRpimyyCZ4A6RbyoO6rqObA0iSpg1a/ZouugYmOT5fvCvNUmHiA3iWg+/3lRJCEAQsLy2SZmF+YliGQ5oOZD9tV8PIFTv6bS5fXOOqawRe8eqr9nHp0joFL68UuIRxSkGqO9UbbaJEQKUGz4fQP/b9dXncJlGQEcfigBcWmpyefZYf+aH/AYC7v3of7/7B97MdV05MTU/zrfu/BYBnm5iGqTgcjmGx7627uHhB8IYyYjI0xSsR3a9MamuLsRMEAbphoOfScpkA3xUkpjZNMwzTVjKhaZpy7txZnnxcaDubusH41A46PdFNOj17jsnpGjulxOfff/6/4KcRt//YTwJQjEwCw8e3dHqyxWt+D5T/n+nu/1eg/rphKEiOirxqnwoIiqp45yo4ucKMONFcxkd8VH2v7JrFGYGR4cjfuOHQcf7sk7+LNySupZdW8ewKb3unGD9WwWFjcZXxcTG/G4apYIV55AY1+aEmSYIlDQPTNJMY/YEaTxRF0nwDdW9sd6BmISQ8k00djxTDsL7HKFFXHdA01UmSWN37KIrRdW2gKGYa8t90de3iJGVzFd8wNAVFgoES2mb/ge24csKyBrKShmEQBF3R2Ufoz/u+r54Fz/NIEyh4spvlmaysrIiKv3xG6vV1en7Ajh0Ci51K/tAACmPSWG9TrgiYc5L6StEHJNQ2TSlKRTLf9/E8D0saiLW7bUpFj6EhMc7IEsI4odFssbouTChLpSHKBY9EmprGaYrtFNgp1eoeePZJXveBn2T2G8KnpvncKWpjE7zoLbcCsFBv0Gu2aPfyqrtDlmWKM2CaAjqYQ5SSNMXQdbrdjuqQFYtFHMdRKkbFYhHXdWk0Guo6uK6n4EC2bWFalpL07HS7tDsdBb0ZHx8njmPFAdAzgRZ48Y0vBuBrd/wDIyMjLC4uAqjfsWxN/YbjunSkn0B+rQueRyxzzomJCZrNJrt2T4jrsLDIyMgwTz8poNw7dkziFctKLe6qI0fZaLZxXWkw5mdcd/wIui7OYe+uHTQbQmI6vy7PPPE0WZqiS6+R8YkJTp48yciIgMFnWUxjZYWSI2BMmfY9c/z/Q7wgkv6V2UdZWpdSVXoFa2Iad0y0nK655hDnmGehI5LCuN+n3PGRawC64aBl0Gy22JAOqvV6E9crEUnMXa/fodtts2OHuEmTkxM0mutMT4rEMY40dN0kiMRNNwzRVstbzABZO1BJQZpkWIaFJnEu1UqRKG7z6CPPK6koy3JwvCLDEhJkmhkFr7ApgTYoudVckYkwFA5/+Z8t3SXLdHwpdTeQ284xpKJtqLSAGazNOaYfICFRbXDD0Lbo7MdxTLFY3MIcMMwBeVhocmtqY5F/ZgDVMYmTwesojDAM85+Z9WSJPHeE82AURcQyOTpx4gRRFJJlOUkuI45D5fCpYRJmOpbcmJCZWE6VVkMSnrMe9XpTTQKuB4YTY2kCr18ME6K4i24ONlBpEjI6NszivJj8ytVhiqU6hnTs3bt3L5/+zKe47U1vBuCOO+7id6SL4XZcGXH1NdfytUt3AhBFPsVqgSE56aYx3P21+ykUxDg5c/IsBw/u59rrhdwdZoZn2TQb9YE0XNClUCwOMP2GQUamMLbV6hCeWxzIuPk+8wtzTM+IIkBzo42GTl/CEnfMzGAZGnJ4k+kp68vLfPzXfgWAffsP8kM/8+9Y69fRM7Fo+npGYiRYaQ61ESZUSipOy2eBQaSbTIXyRH2rMeHgvckmd23xNwmJybQthn25dr84BjBTGHVFchF1Gjxz6iFMc0B6rA2VKMrx2Wx3cS1HuVlqmk4cR2qOErAYbRP+Pt3isaHr0O32cF1PLcqgkWQpkdwsaLq25TOWZWHqhkryo0j8nhJN0HKH3XzThzweTZ3z5k2JgHroClYEAnKUboZiaVvn2hwelD9P/zWS9na8cCPL0gGXJs4Jp+IZzp+jfJz1e0JnPt80hkHK6Ogoa2trRJF4r2maeJ6rYCqO40CSkOUYEzSGx2uEMqE2DQfL1gfyl3IdbrVa8vOuPE7x6WppiCgOWZMQZss26PUC6s0NOm1xDKeefYzrrjvKxITIiwzDoNMNlFTt0WPHaXa6HHjdK8RvHrualX6L83WxbsZzS7TbbUVgDgIhRJB7bnS6XQw9HsAHpRGX53lq3AgJT0t9RxSFJEmsNO7TNFPvEX+P0HVd/b1YLNJud5S5p+/7TE1N0e2KTUBmwuToBM+fEQWe4clJemtr3HKL4C3c/ZWvMD5Wo91tqc1Jp9PFLVfwJdE28H1e/apXsbAgNgprq/UtG4tipcXZc+cYlzyCwtg0//Z//jn+4s/+RHxfa51yqcTykvi8V7AYGR3nacnvWllakumOQSo3YGgGcRKRJFLK1C1QKldYWxWF69HRMQ4fPsLcnBAZGZH81O8nXhBJ/7/7wHtpSeWdp07N8uW776NiiJuo165meGScVkuQTVqrdSZHJ/CKskqThHQ7PpZpq53Trp37efqZk/4StgoAACAASURBVDQkScbQddIs4JwvLvriUhNN1xkfE+TPoB8xOjLO/gNiE1AqFUmSVA1IgH7apyYxWrYpcGdDQ+JCh2GMaZmMjdcGGPssIg7bLCyImzR7/nl03WRkRHzHUHWE4aFx5RVgGWWpnjFYRIIggmyQwJuGrSC7ug5JlihnTE1DVeCjWAxqwYwf3OLNCxIIPJwg6w30rcMwVCpHaHn1YWDWZVnWgDuBMN7qyF2667qimpUT5MhI4gTP8VS1MQgENvqxx4URxjPPPE2WgS3NbkxLIw5D9JygpKdkSaKM06oVj267QdcVf5/aMUJtxCRDTHq2XaVe7ynnwyiK0HQN0zCwJUmGWKNYsLFkJ+fCpUv4fpfamMAqjo4N88RjTzAyLDDfY2PjbMeVFZO795LIKokeZwTtCF0XD1GlMsSOmR24UsHhwoULnHzuJMuSkHbd9dexa88uKpUh1mVVDHSWFpewHfGc2pbN6PjopsqcQSAdqQEsy2Z4uEZDOvj2ez6aFjImK3FpmqKbHmfOicXIsU2OHj3KwqKYk6LQ5y/+8Ld4/swsx48fB+CW29/Fai+GqtjQ6kko/D22kEm3IP5l4ilfysr+Zk2eTJrn5aFpmurKaQj6jjaQ9h/8WzqYiGw/4bhUtvi1X/45FpaXqNVEldM0dG6++RY6rbZ6bRrG4AikT0goiwChH1IoFLZUwpM0UeeQZUI5qd8PNuF6PdIkw9gy1w3czeM4EfyjJDdjS6Qh0Ka5Ux9wl8TGTVfXUvABBko9hmHIyv2mK52KTsLAZCiViUquciT+s9xcjWMbWXslRSqr1CA2hGKTlz8/+ha+j67HBAFbNp2aljI2NqY6gd2ucHXNn8lut8vo6JgiwXqeJ0Utco+cDL8f4vclRr9a5Omnn2HfPkFgjaKQ0dqYwnxHYYDtmPT7osjQbrewHRfX9jh18iF5Hhn3338/r3nNawAxrjICTKsgP9PG8wqsy658YqTYQ1Xa6+J1qVTCcRxV6BAGeIbq4oPwHsnHpS7nos0dCxDdvn6/ra6V6MxJTp8UFsmvm+u5RFGszisjY2Zmh7rWnU4Ht1BUWoq6ARcunCMNZb6waw8bpsmUVDYaGxtncW4R0zHRJcFyamqK5bk5db8rlQorK6tcuHBeXJdWl4xEmXF9875TmI7L6954CwA3ve5WvnLnXcwcPATApTPP8ezjj1GuivdzHnbvnlF+CZWiR7MFgb+hipfnL1xgYrTKa179rwBobvSYn58ny1ryzDTOnj2j1J/q64Nr/t+K7ZlnO7ZjO7ZjO7ZjO7ZjO7bjX3i8ICr9S2cepTYlsG3vfuureNstr+S79wsc2fMnH2V+/jxpJHYyk6MlTp+f42U3XgfA3NwFpqZ3UC5VlUOe3wvYt2sX52SF2g8Dur2YdktUwNfW20BGfV3sLj3P5fL8PE8/I6rPWZYxNT1NW7bOSqUSjm0PVC1I2bt3N/PzorWiGYas/gzqbNPT0/QaG/R9ARlK04Riscz5xoL6jqXlFUZqovL3utfdjKHbVKvidUaC4xjIDa7Er2rKyTGOE8QGO1fm0dAQGv0KuyoE/7DMQRt8q7qHhq5t0tCPYxzHUfAedbabXEJhIBeaZRmmbqqWI1JzN49+r49lWwJPn+TOpSlxnChVlIsXL6DrFpZ0u3PsAkkcYsnvsS2dvft3cvXV0t+g26RRX2C4KuVUKyaV0jjLa+L7mg3hf+BIdZCLl5tolkFKTBKKx90xTR59/CEqSvvXIkkzVlZEpTcMA9769reyvCyqJivLy2zHlRVvfcdtvOk2UXn52Ec/xrfvvZfhiqiQnzr1HBMTo5yaFRhMXdfxfZ+ubBHX6w0cz+PAoYOqImWaJr1+T42VV7/qJk48+LBqM9u2TZoMFF7iOGZ9rcnKilQIcwp0OhusSn36sbExDh6+jmdOPQfAcG2aer2u2tgjIyPcfMvNfPpTn8IKxTz05Ne/yvxyg5t/SOg0rCcxmmOoKnguTZlHhtTh1/J/1IVO56b36LqxCbqigz7gz+QKYptDcIZAk2o9gZ1wYGIfG01xLddbC7z9bW/nOw8IPsV1x29Cz4SXCoBl20J0eqAjuoWHlEthpps6g4Zh4Nh5lT4mjkI0zVRdzCRJxCwoPyMgAAPlkzRLCcMIQ8mhGoBGmsOkMtE5zeGcWaaRJJHqFJimiaZl5I0EaUIsOwCoa5Wmibp2um6g6wx8F7SUNM2IcwfnbXjPFRWGYWzC0yeiQ6Y6bClhGCvFmSDwcZ0S/b5Yk8JI8IVc11HP7PT0FPPz8+p1r9djbW2VmtTxFxC0RKkWxr0ejuOoZ7rZbFKrjeD3BSQlDCPSdEHBZh3HIUs1qlXpjB2npInoxl919LD4TJAShTH/9LX7ANi7dyfXXnstuoQY5eo7oeyaW64j55MB9C7NMipyrdXQ6fbaKh+wbSGL224L2DWZhut6EkonoU9hjkoQA6nfF0o8Ob4+SRI0XVcVcL/vMzwyos4zy+DUqVN4nuDw6Y5Js9vm4IEj8rxDarUxHn9I5HaTY2PMTE6hSbjxbe/9Qb7yt39Pq75GVVbuPccmCANmJD9zvVHn+edPKfjP2HiNMAz50he/DEC1MkK1VuHBB78DwDfu+ya/9Cv/nr/7v4TPz0azTalcVepwwyMj2LbN2pp47ZYK6HqbFOiFonvZarcZqQ3TS3LvEAvLNhmW0uWarlGr1RSMaXPe9d8K7Xsty/97xMLihSyQN39heRXb8DClvfDJU6d4/NFHKJXE62effZxdM5McPiTk9x544ASjo+OEQUwUyoXC92m3WwoXnpJh2psl2DRaGx36csCYpkFGgucMTKqKBU89aKVSGUMzKUjr5ijxsawBns4rFBgaGqJcLiuDhySJRfJq5eZbJkkaqQXW1j2KhSKZxHBZtkUviLj1Le8C4JFHnyEIAiplAf8ZHx9nfHxCJfCWZTNA8ufSfAZpmqmHU8iYgu0M2mtRHA/0hmWikq/AURySZSmuxAciMat5ay3/zAD3q+GHPolcLE3TxLYsZcYhjtPCNEy6PZFQ9fp90ijhp37qpwFYX10kzWIF30nShDQLGZMP90itxNRMlQP7xXV9+olHSAKfsVExmVWqDs1mj1XJCdE0lyBIcByxefrGt54k1VNsS8PVxaCulA327iuia2KSXlhMmVts0ZeT2+te+2qSOGZpUSRos2dmef70s9ur9BUUd9/zp9nVRwV5q1SsEgUpv/vbHwfg8ccehiQmlhyeolfE73axJSk3S0J27dqNZrl88pP/OwC/+dGPgR3x3vcLQuo/3nUPfmOFnXtEm7hYKhHHGfPzQr4uiTPazQ1Fmh8fG2OtXlcT/8TkBNXaOJqE77U7DdKkReCLOep97/1B7r77HoarJWbPPA/AWG2YlZUVhobE2GgEGa9419voSgK6XvHQ9Iwoy8n9uZb+4H9ptlXyk01wHl3X0DaRTzVdI4lyScr87QLTr8sGeoLFSyaP8b/+/E8AEKVNbNskk3Pxe3/wfyL0A9bXBNRyx45pabY1kOTTdY2exC7nxlz5HBUEAa7rAJtgjqZJnA5w8VEUSwlD8R7fDzYZaLEJ35/zEnRM01IcrTzyeS5P5nPTQdd1VZIvjjklSeItWtyapitJ4Pw9Qlp0M9E6U8cEGje/4fbtOeUKid/+z7+a5c+HoevEyQCiYtsW3W5vC5fNNM0t996yLAqFgvo33/cZHh5WRNKBT414PoYqZSqVikrqjCyjXC6pHKZULtPtdLAluTEMwy2+Ebl0pWUPCnSWZRGGIaVSSb2n0Wiw0RC/cc+996BrJpJ2wNvefjOV6oiSss6yBN1g0zOMzNPEObVaLS5fvsyx41cDAxhPfsyGYQgeYalEmmwm62+GSmn0+/3Bhl2SmzdL35ZKZfrSCKtQLBJFMUGSm3WVMA1LbXY+//nP85rXvpaRMcG1nB4bo9v1WV4RUO9ixUYLQ84++TRf/8pdAOiuTm14BDvn+KCx8+A+0lCSbJ98Skqqimu/tLSCWygoU9Tq+Dgf+Df/C33JMf3Qr/4SJc9WRYWxsSqTk5PKiAsMLsyvsrzaJpK+SzNjw0DK6JiAGO/ctZM06iqJ6PvuvY89e3YzLs9rdXWV//Mfn/y+5pMXRNJ/37fuyQ4fFvinIAio1WrqwTpz5ix3f/WfuOqQ+Ptff/4vGBmtKiz8E08+ydTkDqJwYPjUb3fwSgX14IRJRLvboSx1+qemphkdHeOZp08CsLS0TBLH6NrgWohnbIBNz1Lw5A52ZmaKYtkjkVi2eqNFFIX4QZ9SUeryG2AZNhPSgKFY9BifqGFK3JhnVoSZlZ4n4DqOY2NKFZqJsV1MTOxkeVVUCuMkwg9DQvngie6Dpwbw6OgE5UoZY5PGtSUX1lRq9fZ6fTRNU5sZXdPRdeFwDNIQaJMbnmFoQvM2GWD2cn1gEIukUMWRv2eYZFqmJi7TMMQmRcuU2Ua93oAs4QM/KZIETQsZHa3RaYu/93s+Q0Mu1Wp+DBlxGmAYYuKwnIS1pRWuuUpMLCtrK4RBytiEINFcvLiAVyhz6nlRnb80v4Gmp5imhq0J/Nv0RJGJKRdTF/fq0cfn6fQTTFc8HzfeeCNpmvLwQw+L884Snn325PYCfQXFLW/dlU1PisLA+9/3Y9z4kpehmeJ+h72YP/3Mn/PNe/8JAIOAyO+Rd820NCFLYwrlYTy5ETAMk4nRKoF81ouFAjMzk1Tl5tP1PLodn9VVwQHo9wKCwFeJZRAELCwssm+/OCbHcemHIQcPCKWMpZVLFGwDryDmrKeffpI9u/cyMzXF9MQkAE889TiNRkMlAjunJjh41TE+85dCT/oXP/zrtLOInlwfhXHfYE7LVW+2aPVrA5uoVGL+c95ClmVyQ7B5jdAkXl58qph6HKhUqZREcvHhj3yQCxdmueaA0KB+9U2v59zZM4zJc8gJjrryG9HEPKIcfTXCcKBi4Tj2FlItaDiODbqlqoE5xv57k+4Bnynb8lokawPlHfHbA9KtmAf1TZuKCMex1DHlG4o4TuSGZHDtjO9x4t1sKrS1q6Lxhte/a3tOuULiQ//x32Z5emBZFro5IPJGkVDWyzeutm1Lwzdb/j2S66alnvORkRGCINzkHZFRr9cHfLlYbGRrNZHUaZoGcURmDtSgquUKWTzgqWyOJElwXXfQDUsjqZCTqfUfxOakJfk2WarxpS9+eaB8owun6nfdLgqRYeiTESsjvjy/yue4lZVlarUap0+fAuDAwQPk8wWI7qdt2xSLRSHWgajse563RVyk1+srzw3LsoiigXmnYRhCpcgajLswihgZE1zJWm2Mz33uc7RbsvPf8Xn3u2/n7e98JwB3/ONX+fIddzI5IebtH3nfe0iyHpdnzxJ0RRH3wqULeFnM0mWB5IgyuPbGF3NxVmD6z8/OUi6V6MnO8IGDB/m7v7uDo9eIHLUfhNzyprfwpb//B3GvSw7tThs0cU6u62LZBv1A8jt6Pq1uyMpyQ3lJFYseEyMVxidF8bJcLjMzOcGDDz4IwJkzZxgdHWXXToGQGRoa4iOfvff7mk+2Mf3bsR3bsR3bsR3bsR3bsR3/wuMFUem/dPlstpg7ydVGGBsbUwoyaRJzz71fY1gyn//DBz/EsaPHaXXF7jTwfYpeEcOwaEu3y6LngqnjyNZXlCUCerNTVN2DoM/KyjpRKOX3HJfzs7OEEhYTBAFoumqPJ0lMvMlC3TSF9rXr5JV0aRWvZUQ5Ro0MLdMwpULI0FARy9IZnxA7N0fzcFyboxJfZ1qifWy74v2tVo/R2hS+lKHbvXsnruvR3BDnja6TZhpuDklIodXuYNs2iWz3VyoVrn/xjQpioGkahm4o+b04icnSTFWwAAzdVJg+y9IJokDhUB3HEVJl8r1xnBBGoZICdCwbPwxUYTBJEvEZ01AwgZW1Zb561x381V/9qXxPB8910CTUxu9GlIomh4+Kyn0cRXR6HRxXXPuCZ9Prtxgqi3v5xGOPMbNjip17DshzMtCw+PIdDwDQDUAzhQJQDu8pFmB6h41ni3txcSGk2wuwJRN+ZGQEy7R45tlnxKVOE5577tR2Ve4Kip/++VdmeQvY9yNGhid41+0/AsCBw9dRKA5jyHHynz70IU6feg5JksHvdUjjENd1VaVteXkJx/OoeGJOKbgOu/bsQZeVtImpCQI/otkUc1AQRGS6RksqWUxNTwv8q3SO7Ha6XFqcY+eMUN9YXVsg6gdM7xC/Nzk1gqbpnH52lp3TAkKk2RknvvsgE1LjXtc1pseGOXlRwH96nYCpQ9dwy3veB0AjC9AMyEuUSZKiG/o/g/fkIRy3UTr9OcwmTVL1Ni0DMpBCSBS7Fn//hT8iSiQGN+oQBRrvf9ePiWPq+qytrSvVMs/zMAxDdR/zyr6uDSr/cRwRhjn+XuB5B8o7Yh7ONEP9m3DX1VV1MP/egfN4gm1bqrtgmgaGYW1S94mkTKg4Kdd1MExTVWrDMCRLEwX3yR3GBewgP+6MMIw2QTrE3xxnq19AvoZkWcYtN797e065QuLXP/gLWY5VzztLkl6HruvyGZSS3llGmgyc6gUnRNvSJc89HDZX3S3LYlnyx7IsI9v0HWMT45K3JyUcHcEP0OJ8bMdkGUqvvlAobFHuMy2dvu/T6XQYGRZjMQh84T0iB7fvB7hOgb/5m78V56lbJEmKL/k4t//gu9D1Qfcq58bk42x+fp4LFy5w0003AdDptigWi1vkNqNIqPfl82q321Vu5wCZYWBq+kCVUNcxdE2dl/D10LacW5ylFMoC8TBSHeKB7zzEY08If5Tf++QnsEyHr93zTQDmFlbpttboSHTDG1/3SkarDj2/R7Mu4Lzf+fa32VEborUuctJGfZX9R64G6ZeyvrzCmTOnMeRYdpwqp0+fVsqLpmOjpRqOVCT0igWCIFBjf3h4GD9O1PPS7/cIwoCV1R6mlUPMQ/bt3EG5IJ65MAwZGxtVz0ccx3S6HZXj7j9yiN/57D3f13zygiDyrqysqJt+6dIlarUavpRkKpcLaNqAZFUulTlz5ixXH7sGgEceeYSZnTNUXBdDkkEtxyQKQtalDXYvDLh8eY6xCdFyTpKYqakxZfB14fxFbrjhOnVBgyCmVhvn0kXR3llbW0HTYtK8FZcKPFcOi9ERknKmYWPIm+R5HkG3r9q9vU5MEHZobYjzqlWGGR0b4eGHBcHENDWGh6tMTokBGScxy0mEIRPwZ55apVAoKgwf6Diux9KcGAzDQyOYpo2VppiScLy2usR3H/oOcZyb8WTs3r2biYncGMfAsgxFUNYltCd/csIoJI4GHICMjCxLyVHBeTKRy21qmoZlJnS6YkEvFkpYpkmSpmy0RPLj97s88eTDjI2LBPvIVUdorK0Rx2Ii6Wz4JHGPZl3ci41uH9dxiZMcj2vS7wvtW4Djx16E77dptwR+7tLiBvt2XENREix7QQ9d0zAsR+zOgEqlgGVpaFL73+83qNdb1OR5PPvU0xw+ehWJxHDu3buL7biyotcPiHIMZa1Gu73Gn/357wMwPraLt7/j3eycFtCaD33kN2k2Ovze73wMgMceug/LNAnjTYvu6AhJkihd/m6/R4zGgQPCT+TShcuYlqd4PxsbG3S7XcZ3TAFgWDqH9u7n9JmzgJAFPrB7H6EE0F518ABzl8+rBXhteQPD1Lnqmqtoy/Z7c73B/r17mZyUpjDzCzTbXaoF0aouFRKWL5zijz/6EQBe84bbmL72GmIpTWtqASmQ5gNc4vvz5DfLMgzTGIx3qcev6cokJP8gRSmPTOyTJBFhKOY1SzexLUEizL9jbGyU79W8z42N4kjI8ebfLvT9DfIFVkj8ZZskO1ORYFn6JhiiSMISievVdV2Q85OBAIFhmCoBz7JMEoZzSISQ1swTiRxDnEMKNG3rWjo4lmzLxkL7nstkmgOSdf4V+bXdjIvejhd+aJq2Bd6lG7p6ZiNpaqmM19IMQzfU2p+buQVBqPh2juNgWDZZONDtT3yf0VFRzFpaWqJYLOL7AjK0trZGuVweCFzYDmmaMjEp5pfFy5fQdF0VFXK57iAfl5qLYzvETqSea5CbE/ksJmlCu93itttuAyDwQ+655x4cRyTUX/zil9mzexcvfdmN6pjjOCZCrJM7dswwNDQ08L/AEJLZmySF4zjBMFHQvCAIMCyLRO2VM5Vnie8QJGWvII4h1cCVRV6A5sYaSZrRlXlV0YvZvXcPjz4pNPCLhSq//fHfhmQw/wR+wOHDguh77Q0/wDMPfwfbM8ks8Rvve/+PcOniOZpLAkJ++vRJrnYsEkfcm/5yg0MHDlFfWwOgtdHFdS1FkB4aGmL27EU1xjc22hQKrppvXNfFTjNC+XfbHiIIQuqNHpnkYx07doy1hXkqRZFP6rrG3Ny8gps2m01arZbaPK2trPH9xgsi6bcdh0Am0EmSECcJNVkZCsI+cRix3BZJYKlUJDAipZF/4MB+QKPb61KSuz2NGMs0MORilgQhma4xNy8uTBT3cWyLmjTS2r1nF6ahMzoqXs/NLTFaG2VqUuClHn74IaIoVOSROE5kFVtWxLKMfhCRpAPyV6fVxtIMTOkaWXQLpIUSaSr+3m532GhtUKuJBbtcKbG6WmejKRb4A4d2ksQBoaygmaZNpxMxLEl8mmYQhwmWLh6SlbXLOI6LpulkUlljamoHUa+pjimOodvyeGZ5HoBur09PsuUBRkdrTExMKO3XvDKhfU81UBkQxbEgLDGY7NLUwnXEgOx1A7xChmFkuBKL+LFPfwrXjck0cV5r68t4tk5jXdyb/XsPksY+S6sXAHA8k3pjVRKX4eLlOZr1jsAWAvUdE+yZmaAruzygU2+u0aiLTUCa6WiJhWGCpuckqCFs26HfFRNFo9miWK5w9dWCJ3Dn7DmBy5TXrdn4/gfUdrwwwrVtleQZlsnE1Ay+7DY1Npb49Gc+zsteKvSprzn6Eg4fPs6v/uYHxd8Xf4o//vRn+Oa9XyVaFfe+XCwyMyWcGAGiXo+VlVWWlsS8ZBgmP/DSl3P5svATiZOYvXv3UhoSY8uybTQ9o1IRY6tQ8FheWiOSiarrjTE6WlMcnSiKqVRLdNpdNdFPjh9iY6OltLgty6Hd2SBHaaap0M8/dkh0vS499QTrS8u85T1C7efi2iJ4NqGsSMXGQKde/F/bYjCVpSmarkvn3lxvXvhwZG3x2Ufu/yZx1FPJr+9HvP3Nt6s5wrZtVYnPfytJMrUARpFQDHvs0ScAuP7669EYmH/l+OjNWPjcC2RzJVXXNeXkm6sY5YUk27axbWvgEL5JlUccU4ouDb3y6xBuEjyIY6EYlOtq27ZFv99H1w2VQGWZ6BDkSV2+ycnn3s1uz5t/ezuujNA2GUJ1e208z1P3MknEpjJ/Ri1dI8mSTXyOVOn4KzNNSSzPvSYKhQKWYahEcWbXLsGnky7yhmnS6XTUc+PYHnGUsLwsFOdM0xSqVbKq3u/3QUvIt9NB4OP7PrXaqPIv6nV7WJalnK0d2ybSIkXsL1Uc3v3ed/BPdwslrvW1FS5evMzZM0Kp6/b3vx1Nz0ikAAZ2gmVZagxoeka/HyoOUqlUwrJswtCnLg2+dN2kMlxEk9dO13XRWZMFm0KliEOmHHTdUoU483nwQXFMRw8dxnHdTcWYhPHpad7xLsFDKBaLOKZLoSLu3crKCn7gc1aKIzz44MMcPHSIVqOJJvOBZ0+d5vhVhzkdytyrOMK5y8tcd0zkXvHECN1WS/mjlKtFjlQPUS6JuT4KU0bHxpV/UbvVY35uibI8hiCIsGwbVxqSkWXYlsfo8DDrG2J9OX3qecZqw9TGxKZuo7lGv99X6o2lUok4SWg2pcJkWeSR309sY/q3Yzu2Yzu2Yzu2Yzu2Yzv+hccLotyQRgm9rthVjdbGMHRd2So7jommiYoQwNDQCIu9JS5cuADA3Nwco2NjlIqlAVM9CLEsG1vi5Qy/j+05rMvqb7VapdHs0umKKl273cbUU6anRWW/3+8zOzvLyorYjZZKLqXSMHv27Aag2dwgiiI6ErKSJREb7S5ppikMvqmb+HFIR7axNF3AZkak5JLneiSZhmxw0F1qMbNzUu2S62sNDhzcvalaoLG20aLVldJ2eXtYtsIK5RKOY9D3fUz5mUuXT2OatvqOIAg4efIpXv3qVwEwPDlEr+epa7uyMMfK0jyttviNOMnwvAK7dwt4y9DwMKO1EQXnMQwdQzeVdrmoTKRKbtVxCiRJgG1Z/OEf/Z78N1haqauqyHpjCVvXabXFdTt56jTlIli2OKZe0MePOmR63n1wSdMetrT6Hq6N4BaKLF4U/getjYCd1xxScq1JmKLpCUkykC5Nsoh+P6W5ITGYaHhFm0y2Kd/5nndABs8/l7tn/vfnvWzH/7t4xQ0v4cxF4XZ77uIFDNMkVPKTEf1+m299W0i0ff0bX+GlL72Jl9zwagCOHX8Jv/yrv8aP/8SP84k/EJCgRx9+CGO1ripvpmljZgZ+JKpDuqZz4sQJhV8tFAocP3aM83KeuvW2N/HUU0+oDqbruSwtLRGGeaXPJo0rqjXuFVw0NKrVinKrbbfbhFHInr1iHur3Qi5eiul2xVx55PARMvbz7fu+DcCLbriRN978Ui49IV4/9ORFXvmmN6iKdc+TClyWhPdlsqovK/+pDqbQqiSVFesgS5nxxvDbolp46sJjuLqhnMgLpRq+H4Ipscd2kfPn5llfF+/PMlHl14wcpiiw77mXwP3f+a7Qsw8HMAjbtqnKzm6xUMB1XTxPU9VA07IJolDNc2maSq3wAb5eKASJ19WhKppuEgYShqALjHBeZU2SBC0bVEk1tkJxcmWWLIMsy9VUhLdA3i2I40TCH3KYUqoUfsQxblVb2Y4XdphZSiQ7/Zqm0Wq1KUtkQbNRZ2hoGEP54wj35UGHPMMwTAUDCuoLawAAIABJREFUAuHIWyyXtuDdN7v6Jn2fKAopV0V1udtu4XkF1VlaWJjnyJEjKk8Kw5DRoar6u2maBEGouoQCmeBSr6+rcVAoeOL35HHatk0QBIoD6LdjDF3nZa8Q0sdREHPXnV+lUBQQxju+dCcjYyO88pWvBASkuRs2VVcrSkLcQlF1zLMsIwxDVlfXlEKQ69k0m21y9VzHcXBLVfX3aqnCn372s0xNiYr3L/zojwvFxh2C87eyvMa52TOqAl5vddH0mNUVkes9+8zzPP7440pefWJiAsdx+Pcf/LD4/ZJNv90RqAnJ4dmxay9BGHL2rIB3j46PsTI3y6WiuFf7Dx5mzV4hkBD0p554gjQB0xT55NDQkFBn64m/r66uYxdtItkRCfweWdZn2hE5TMfvE6Y9iuUqx3fvAQSkyHIczkkX4NHhCoVCSbkdm6bJ+NiU8kRo5VzP7yNeEETeRx4+keWL3djYqICYFEWrZG19ke98+1tK3/rRhx/n/PnzKsHv9/tMTEziea4iYpU9m4JbVDr89W6bTr/HuMTC+v0+mq4ryc12p0PRddBlcqdlKdXyEKvSnMkt2Bw+fIQzZ8+rY+73e1x3reAVtDdaFEolHvjuQ8rIotcLSKIB+cvQdTQ0jFz3KwkplErYjhhAmq4zUhuhWpW6z1nM/j3TVEZE2+bi5QU6fZ8N+fDarkMSRsoK3tAcJqdGGR6uYkkMb6VSwu+HCmcsjqtHXW5+pqencV2XTqcn319leKimEo80SSRJV/yIH2S4xSEOHxHYNV3T6fd7jEtioThwDccSD2KaJgRhj9/52EfRsq681k263Sb1Zk5YCrCNjHJRJENvufUtfOMbd1JviQHX7mZohoVhiiRhbbVFu+XjSGmrl95wjObqErYlBtDC4gZle5RHnxGmR2GcCdhTFjEyLhKHoYpJ0fU4PysmTD8x+YGXv5SnnhbEXcd1MA2DNWmkVHRMvnX/I9ukuysofuMj789s6Tfx/Owp6o26kno3DZ2J8UnCVCTTrXaLMAzZt0tIrk1N7OVlL7mJQ0dvxDLFdyzMLfNHf/D7XJ4VMr87J2tcvrSgEnLHK9ButRTnplKpEEU+H/jJnwSgubFBo9tQfJo0y1i4uMCyNITbt3cvrmcMlCkziVVPUwUU73a7aJouMPYICd6pyQklFXjh/CxhGBJJnsDK0irHj1/LhmwZ1zcaZLrFO98tiL5GaZh60sWoibHkk6Cjofa4xgA3n0ipYBOLcj/hz//4DwDQ9ABTM4jkZ2679XbCfkQBsYDOzS2xtLhGGAzw0FmWEaXZlteWNTDrEf+G+nuSpOrvArsvpP/yBW96eppKpawSadO0EJzeQTKjbUrCkiSlWCqr61Yul0jirZKfObY2f3+SxCqhtyxrC+9BHql8PfAGSNNMQadyzHcu82gYOm94/bZO/5USx685nL3vXQLrnmqQaQNfh6LtkhkDjoiAm+mE8QBuJsi+iXoG8wTfls9wnhDnJlOGIfDwbu4VVCyyvLKipod+v4+OxqteJRLus+dm0ZOEkoSM+L6PpumEUV99XxiGOI6zSaJbSMjmvylgOJqCMQtYnK0KkYZh4Tou93zt6wB0On2iDNodkZP87L/5aWqjZTxDbobaLdYbdZCFEavoksQpaBnVktjMrKyuoxuG2pzEWYqhG8zPCzjP6TOzXH/9i/hXN70CgDOXFnj0xAnlh7R3736azSbnz4vcrFwuk2WZlCcV92JtbY225HeeOX2a669/CR/46Z8B4OSZ08xdmGX/3mnCQHymZFtomobtijnswuzznH36cR49cT8Au/cdpFApsCHl1H0pOzp3WRQep6aE8ZovSdbDw8McOnSIBx4Q4iJxPyYMYirSiG2j18VxBeZ/ADnMqI0MUZIc0X63S6tZZ3JSSB8vLCywsrzO0WuPAbC4uMDXHl+6coi8wl1O4Ol7vZ4ie4HAqQZBwGVJqm02NrAtl65kc1fKVTRdo1KpKp19A+HwmA/KUFZ5XFtgqsiEQkRXstL9Xp/YT5SGvk5Ep9Xi6qOC7OG4HidPPUccbVpUdJOWTJ4vzs1RG63R6nTUe2zbJQxi5D5EutpmlF3J3jeEUUZfmvEkGbS7HXbuEhsTLQnYGB3BKojF8sDBwxTdEqGsgC0uL5DECc+dFtg0Eo2FuTqXL61uMqXJMC1dnVepVKLV2qBWEwn21PQErXZDXesktXjm2Qtk0jBoeHgY13UpuGIiiaOQpfl1rj12tXwN1dKwIhp2ui3OnZtlSrorm5bOX/7lZ4nCAF26+FXKFVZW5xQe1zJMxsdHSUKxGP7DF7+I58aKwOy6CZqmsyxxzIVimV6/jZHmpkZ1oiSk0ZBmHYUh1tcG55QhnBS1LCHKN2C2RRwnSnkj8wM2Gk1sWXUpuR7TO6ZZujwvL21u6rYdV0qcPjNLIElwu/fvxjANImmE99Ibb+TEAycoSny9Y5qQJpw9/ywAS4vzPPvMoxy75kZe/tLXAbB/31E+/J9/h+aqSNI//Osfph1mypgu1XxM01SJY6cjXL//+E/+BBCGMuPTkzTrYoHcuXMnU9NTnD59BhC48TQd4NJd1xGEU8MgkmPFkIY/eSdvtFaj3emyJgllM9M7aTQ3OHPmNCA2HvV6XSUjJdfjzW++ja/e+Y8A9Dsx3tgQe46Iea68c4LqzASdRM5J0hFU0zQsWYqbsEe5fPphgr6oODlekem9+xmeEGO+UBxm+eLzlKfEonzx4hykFoHUpBYVd8hy+R+J0e91B5sAQOFlB91b8fk0FaoXQZjhB2LMNzfOYlsDXf3h4WH27N2hEomcYLtZL9zzPFUlXV1dQ4MBttlxMYxBQm+aFnGcDYohaUquo5L/piE+oKq9olo6WINt04JswGXIuxTbcWXE7W+9eZPpZYZXKGDbMlGNY9IwxC2J6nSSJIIUvwm/nyTJFn8MoQBlKJWaRHanNvNKLMNQaoC+YTA8NKTUfhYWFgjDgK/dew8gvGVWV1dVcuu6Ls1OS1WvkzDEsoTXRL4xjaKEKIrUcx3HsTSiG3SrikULMzegQxDvb73tVgDW1+rcddddSnnvg//bbzA6VqVaEQl9qy0QETlvQdddCl4BxzW5+qjIIXbvnabf9dmzT3Qv0XViMhYXRVHwtltvY6Q2xsxuwVNaWtvAshyGh0W+mKYZqYbiQsVxLHkBA1L/N77xDeqygJuR8qY3vpG//ZsvAHD0+DFu/IHrWLgwS6MpkvgNt8RYrca500J04UXHj7N48Tz79otj6He79DaaCsXx4he/iEajyfKS+I16vU6z2cCVvj+O4/DUU09RlBuy1M7o9rpKCKXgFTAsk8XFBdptaRhZKrG0tMThw+I33/bmW/nLz/0Zs+dmATh86CrGxydZkXN/En//wgDbmP7t2I7t2I7t2I7t2I7t2I5/4fGCgPfc87WvZDMzM4Cotszs2EEqe/HPnXyS7574Dt/8+n3izZlOt9Oj1ZYVs5kZ0jRlamoaqcBI2S1Q9gq0ZIvn0uIiQRIzNCwkl7rd7hbL6nNnZ3EdF0divm0jQzcyrr1GSPo1Wz3m5+dVy7nZbGFbLqasXlu2Q5pBo9VWECPNMum0BmzrTOI9y45sOZsGmabTyTH60sbd8cQx/MAN1/GaV7+SfVISsDI0QskrK/WferPBiQe+pfCmrc4Gc5cXqNc3hGcAoi0dxgEjUiEoCkMsy1QOu3GUUii6jI6Kyn+1WmZkpEptRHQbMjI2NjaUjFiaJsSZw7FrBMavXKyQpDG6IY7h/vu+yezsWYUrbLVb6CZom2y0y1Wbxx4/QRiKioRh6LiWw5CsDriOgaHHLEv1HtszaGx08P1IXieb4ZExzs1eFDdDS5iZnGRsRDw/vW5Gqxvw/CnR7osSEzQd2wB7SFz7qw9No4cuGw1xQ8PYAMumK9n7jmsxVCnx8He/C8BVR3bxpTtPbLfir6B4z3tvyDyJwcTM8Aqekq8Len1ufsPr+faJ7wCw0dpgeHiEja6oXqdRiqEZREHMyLDAkv7Aja/g+hteztSU4Lc4dplGo8d/+g+/CsDipXPEYaDmlFKpJJVq8u6gQZIMXDqvuuooE1OjPPjQQwAcPHCAI1ftVx2wKIowDEN2DyQnJwzF98mJyLJtNDQCWamrr9YplUpKrvby5QssLS0r3LBTqJDGoeIBhWEP03LJpF7eaqPDT/ziz7EgsajGmIdhGURJwk5DzBET1SmefPRuvvq1OwBYWV1CN01edp2AGUyMTZIlg8r8Y48/R8ePVKu83eoyO3te8a2KxRK6riuZYcMwiONYqXXpuoam6WpuFvKcMWmSKtxvEARYtoUsUCpJzlpNzCnX3/AiKT8qztvzPBzbU4X4Rr1Bu9PaBN8xMTb5AARBgL1JDSrH6ouuzkDuWGeTA69sLeSdH0PT0dEU/wngNa975/accoXEr//Kv84Cufbm8K6incNYhdtzX3KGXAnVUI68iVCoyrIBJCifJ/LxrpviOw2lpKWTZQMXadu2KRQK6v3VapWTJ09iKk8NA8g4clhAb+fnLzM0NDSQ54wjTMvC7/uqi26Y2pZKf7FYlM7CA3jPgB8jFKgEVFg8062NFp5X5Hc/8YcALC2u4zgurZbg71x//fU0mnXV5ff7Ge3OBs1mE19W/w3LxPNcjkr0gO04/I8/+qMcOCJed1odTj37NPv2CSfz/+OP/pB3v/s9TE6IHGV1bZV6s8Edd4j56Pg1x3AcR11f17C58847pcEIvPzlL6XR2uC2N78ZELCpxvoyV193nM6GQI+srqyT6BEk4l5NDJcpFW3++jOfAmB5cRHHtKhLFSTf9zlw4IAa+8+fEt3bmZ2Cd/DUM89RrlQJ5byaxBmGodGRnICR0XFa7S7nL11S6ANN0xgZLlMpi+5AFPS56eWvoCihWMurqzz11FNYdt7NNLjr4XPf13zygkj6T518OsvlMh3HoVAsoEnL4nvu/QoXL5zjgftPAOD3Q9bW18nV5H/2Z3+Gu+66C9f1KA+JFk/J9XAMg4Jsp9z37W+je67CUIVhSOAHlKT260azwdLCAsWi1HZvtTEtjaI0CCtVy7iepwZLHCcUvCKJJOF1en2aGy06vb7CywVJTOAn5AiqKIqFFr/UXXVtA90w6Mh2ThDHaJbBzh0Cs/UL//pn8TyPoVHxeseu3ehZRuDnD06kMPMAz595BsdxefC7D/O0xKbv2bWLgldkdU1gzRobdbqdLpWKWMDbvS7lUoUs3SwmnShzrmuvPYrjOFvwtAvLG7SkPObQ0DCWndLcEK24cqFKlmVq0sgXWce28DypkU3E408+RJLkCbYJiYbskrN/326WFy9imGJyS/GxHI+LlwTUZnh0gk6nR7cnrnO30yH2MyxJ9B0fm6brw+nTFwDQTRc0A8s2cCviN/ftmKHkljn1rDDf+MhHf4sv3XE3n/zUpwG4+ZbX8pY3voG//sLnAdi1e5g//txXtxfoKyhuffORrFAS49ctOLiujZd7N/S7TE2Ms7Qknql+HFEtlJC2HYRhiGU5rK+vUikLblGaptSXmrz6VbcA8Obb3szM7uMKRjY7e56Pf/Q3aa6KsUDQIzEdldxqhkGaRGqslUolPMdm//79AJw6dZLXv/6VODI5jpOILE3wvKJKgP3AF3j33FQqTQWhND/pJKFebwwIhBoMVatcnhtI9GZklCUMwSp5mOg8+4yYL7obG3T9mGuufREAtmYQxBGO53LL294EwOmTZ7nv/q9gyeNcXp7DsUvc+vq3ABBFKa5T4NGHhDnO6nqD6sgEjzz6CAAbGx3KpSqmJBPHSSyut8x2Wq0WBw8eVFCKdrtNuVymXBL3Lo4Fnt9zvYFvSoY058rhOQ6OY5FKONc11xzlqqsPKl5vEAQkcaZ+I4cDeBI/22q1sE17k2lhtkWSMU+GxHXW8kuNqetq0U4yAY1SZkyITUGS5hsun5vf+L7tOeUKif/4wZ/P8vvfbncpFgs4cp0sFDyana5K8i3LVrwaEAIYgSwIDJJ+nW63qxJq0NC0waYxN+7azBMwbVsZPmVZytDQEHNzAvbcaDSwLEvBe646cohut7tFttbMtC1+ArohuAE5nEfTxIYm/01d12m32+oYTdPk4MGDLC2JdTOKYjrtfl5D4I8+++csLS0poY/du3ZzzdHDvOENQhr5k5/4A1aWF3nbO9/Ijl0CtjKz7yqqpRqttii4HL/2OLpu8YlPfAKAs2ee5+Y3vIET9ws8/ejYGNXaCI89IuYT0oybXvkqTpwQePna2Cgjw1Xm5ubkvWrjd3tq05CmMXv27aMv87RXv+a1tDo9Mi2jviqS+Be96FrW6ku4tvQOWp8n7reYOyN4gk889jhpHKt7EcYRruuqYuuFCxepjdQUrGm52WJiaEh5C2jo6IaFIee8ONNptjpUhkc4eVJwxgzD4H3vex/9nrifjzz+GMPlMqGEtY/UaiwsLynJzjCEh86uXDmY/igKaTTEBXddT2g7p+KmiIdyUCFxHZder6cIDZ//whf4kR/+YUqlEl++S2BVS45DuTysdPt37pxhudHEMaWJVJqBldLuigu2d99efL+nbmISxURBSK8vbmI/XMXzPHbu3ANAu13HcTxmdojq8rMnT2EYpjS7koPSMIjCPrKojqEb6HqGltPUDZ1US3GLIinwmyElt8jrXnszAMOj43hukeGawMrGUSyMLmR2nJk2cRTxV3/3JQCaGytCMUI3+KVf/hUAnnzyKe68404KBXFMO3ftYseOnaqiPbdwiV43UAoTrutBptNpd+XnnycMAmW8MzIyjFXwmBgX1c80TQnDaKAtHoSAhpFzI3RRCTN0Xbn2rq7WSeJU4QSjOMZ1XDRp5uPaDlPjU6w35+V3CKOfnFfQ7/awDB3LFu8PgxhLL1CpCJLu7t17uPebD6kdcBglaEaGZmQKs2+7DlEUU5DH/Yef/hwYIdM7RPVgcmqExcUVIkmCQm4otuPKCdMwaHfE/fODgFKpQF3i6dMsor6+zotffB0Ay+trkGWEkpsShgH1xgqlwpAylduzew9ZmvCdhwSG9pEnH+DY1Tdw+zvfD8COqSk+/sk/4PN/IbCis6fPcuHc8/RyNQ3doFB0VFUtQ3Qc77tPdDBt2+K7Jx5RRnCVaolDh3axsLBM0BdzRqvTpVYbGZhIpSlJmiolL10Taj/dbu5E7LOyssqB/WLB0wyTU6eeV14DZr+HY9tcdVAQmNeXV/BKBdpSmacyOU0WpliewX/5U8FNMEyDJI0JW+K8Sl6Zd7z9vbSbA+JcHMeUZGHh+dl5nnzuQbUxiVODTi/CSHP9eoPy8DDDcixWh3osLK2o61QbGcF2C+Q+WqVilXp9nUuX55XW98TEBOVSkZJU9AqDkNB1cGXR5uzZcxw+sl89G67r0uv6Ch+dpilDQ1WKcmMRhuH/zd57hsl1nXeevxurbuXq3I1uNHIkABLMADMlKluyZI1s2Zbs3dWMZ8Ya5zDyzHjWY689Xo9l2dKMR5ZlaW3pkZWlVbAkSiLFTIIgEYgMdKMbnVPluvnOh3PuadD+wv20pJ9+P/Bho7uqbt1wzhv+gTiKr+MEiO5nmkB1u10s08K0TKWEpGuaIKDJbxpHMYamK+WSMInVOgvQlZv3Rrw2wtZ02pLrUqmUAA1Pktu9Zkvu/eJeiGOhV9/qpOIVTZVMp89uEAQUi0VVBBiGjmVZio/neZ4oAFI1qDjGSBICSQ4OfB/f9ynIfW/btm2cOnVK7cVz84v09lTWna4TnSgKieKYjCxOXNcln8+rJl0UCR8BxXVLRFMhve+jKGJyclIRfzUNXLejnsPdu7ezY/s4jTWxji4tLfL4jx7j2HOiYTs6VKE8XkCL2thyQpHJlPC8kIKc2k3PLQA699wtiLtL87OcPvkCu3aKImH62lUW5mdU4loqVbh49iyh5GeuzM1Rr62qYxbnZgtjY4Jj9PjjT/L008/ynvcK75KHH36Yak8/73z3e/DS/T4JYM7FkKIMSZKwMr/Is48/A8DO/btYXllTDdjY9zBNkytXhFrc7bffyuzsPMgC7l+8/o0cO/4izSVRLBWLZaIwoR2IHNf3Q6I4pLayrHD/1WqVY8ee5fa7hbvxe3/2/Tz68PdZWxZr8+LqJcIIqj1CGOINb3wjrzQ2MP0bsREbsREbsREbsREbsRH/zONV0ekPI59EHoquJ2h6zOnjYnyzurhEfa1BPicqwU7LxTJNNo+Jjtj09BTf+MY3uPHGG3n728SIeeLiJY4fO06/lMfr6e9jtdVWWNhIui2m6pkL8/PccsutTE8JnHi73RHOwKnCjJnB9WKWV0SHbHzzOBcvXGDrqOjCHzp0kO8+/ENiEiWPuWV4mFOnzq2z86MIx3bIZlIcoAdaoiT+dL1NuVxW7nVBYuDYDpG0o4+DhHwugyErWN0wuHJlkotXBH4sm3eYn52n3Wpz9uIfimMY28LRu+7DssR7PH/8eSYmZtQ4LkoiyuUKO3ZsU8c4dXWGlpQ6jVoheccW+FRgaWWFeFVj6qoYnfl+jGlCpSquzejwMP0DVTW2gphM1sZ3XbIS3pPPZ+gfqHDpslAYadbbRIHO3l2Cu7CytEy5YJHPik6hmdHYvXsXK2uiSzs1Pc3yyhKmhEmtmV30RKdaEfAwO1PAMGxMQ2IlDQvNSEAPkY0Zao06emjylrf/OACLiy2WVxe57Y6bxbkPYnRTx8xKRRFrYwr/WgsDTSk8aRF0Gh002cEyLYNcNkuPI6A7Q1t7ee7USW4+LHDpL730Ippm0u10lFLO+fNnsW1HuVe7XocfPfpNWlIOc9++Gzl69HX8+LveAcB3vvN9hjYPMdLTD8DXvvQVVleWGZXrVr1ewzYMxZcJw4CZqRmWFwQ8aHR0FNsK6bRdDEM8O+XefqVzD6KnrGmaggQgMcCpfngmY6NpmnIJPnfxIvfcfTeW7E6fOX2Ghdk5LMmnSgydMErwpIJQo7aC6/vUphvYjnjN0EA/nasNpU/vZPM4do6GJrpe2UyeMIzoSvWMldUmYCjpYsuyyGQtNT1s1Or0VXsIJWTJzjq4/iK+K/5+dm6JZHaRUHZEs44jHHe1mF45cTSzDvliD66E65w68xLZXIadUhFkd3ULoKtrKXwBPAVzMAyDJI5pSdhif28fnU5HjeshIWub6/LLlkkYBriBi2wwYhjmyzq1tm0pJ9Y0oiBUU5aWnDJvxGsjLMvGlJAdy8zy15/6HD/zU++Qv7MIgkDp20dRRMK6ek8KSQuvc3lO/05N7RLhJaGUtgqFl/1t+trUTdrJZjBlxx7g0pUJxsbGFKRkaWmJhfklBWHbvn07QaRhm5bKa7w4JG8VCIJ17XdDqnWJzyjSbreVypVuCGhzelzdjothmmzZsgWAy5cvE0YBWVvc877bJSKmaIoJ2qahfh584E309Zf5y098FYAP3no/M4s1chL6Usg4fOkLn+XZJwXf6vd+7z/xxCOPc+a4mBYYdp6VuTm6Um73SvMM4+ObmZJr3KaxrQSs830efPBBXjp5ioyURh8fH2Pz5jHyEjlw8cIE//ID/wbTyPC5v/s0AG9869so9QyghyIXKxaLlHbs4FmpxjM1dY2enh6OHjkCwJNPPomt69x7r/A/evrYcxTyBQYHBRplYWGR1z30BhavCuWdxaUVpqenGZeyo3Yux7Vrsywv1bBkfnjw5lvZs3cXZ88LuI/rxZw9fxFHaBFTHRgha2XYLD2UvviFL/Dv/uOf8EriVZH0L85OY8ovUyyVuXThLBNyVKIlBg9/9/uMjgpSREKEpmsK+3r7Hbfj+x4/+MEPmJgUJ9U2DGbn5liti1GIadm4YaR01+MkwbQsJaHVajZYW1ujLG+UsdFR5udmyciEPAhD2u02q6vi/QxDkHDnJVzg0KGDGIbAc6aLfK1WQ9cNwjCVeROazenPug6mNOwAAa2JokhhfHVdw5EbHEiTMt1Sur6e5/L4E08SS1jM6Ohm6o02lWovy8ti3PbiydOcPXOW2+8QMIaf/tn3kSQa586IhPuF48dYWlxmMT0vccLBA4e44UaB6S0XS5w6/QLHjz8PgOt1CUOd/n6RqKBpaLpFuy2+w+WJa1y6NEFWXpvRsSEqlRKmGaHL/dOyTKqVPvbtFec2Z+exDJvpa4J3YJkF8oUSq3WJ2V9rMDvznCokxsbHaC61CXyxOI71jYHuoOni/U6cvEij0VA+D0kcoxuJMEeT0Cjf94mDkG/9gyD/fPCDv8lnP/v3OI5YnG69+WZGRnp5/rjEEacYrY14zUS+UMROPTO6bfH8JSnJ3iFJLLotKcFnBWwZ3sa/+t+EdvMv/NsPCHnXBGzpOVEYLGHbNktSV991u9g5h0tTAuc5vzrFjx79Hq9/SBDE+qs9LC3Oc/frXw9AaXgTn/zzj+JL7WbX87CcLK2aJA9HbYYGB2hJMrFpdFm5dhUrm2VN8leyhRIZ21bJha4ZGLpOendqgG7oqqjXNSFXO9Avmh+Vnh6mpqYx5Gj9lltvodvtcvq0kCptdzrUG00qVUGA9TwPTdcol8vUpXDC+bOXqFSr3Hn7IQB6qr0szC8yIouZRr2NrhsUJAEtTZT1tDAhIY5ifPn85hxRpHuSqO+6HoEfXWdKKBKjFFccRRG6pmFYWboSftnp+NRW1xRsoVQqEcVw8uQ5AGamptm5awe7dm1Xx2TbNg0J57JtiyCMVMMmSRKZqEneQRgSa5qCb+i6oRKfdP1OkvA6DkBajOlomthi3XaX1eUVlYRtrCmvrQjjmCgV5Uhifuan3qGEPTzPI5fLKV3+UIqEpPdsGIa4riu5I+KezWQyBGGIFqXvKYQzUglgwxD8nbQosCwbw9BVUYAmPDTSe65YLNJqtVQTsb9/gMuXr1CUPMW5uTny+TxRxlJ8g1wuT9fzXmYoGEWxILkjCO8biTyvAAAgAElEQVRra2tkMilUtothaApqJ8jshiILHzx4kOnpac4ePyGOKV+g5TUwpcKKlxg8eewsvmazXRKOP/Bz7+V3f/+PsfKCb/nwt77Ci08/zm//9m8A8D8+8hEunDrB6x+4Q/z+ew/T27uFmakpQORJ2ewuhqRXUG11CcPKYEqeQn11jb037OfcGbHGdTsu8/OLPPy9HwJQKpf5lV/5ZXRDIxWT+cH3HmZiapK3PSSS+ELR5Mr5q9QlXDSbs1leXuZpKfSRz+dpNhucPicS9D179sk1SzRfduzag6bprOTEmji6rYiZy3LbbbcDcOy5Y2zZsgU/uEwoycSj27fxX/7gv7J5WBQOFjrFUpG5OeFf0A48uq02mzaNyM8UojOvJF4VSX+zUePKpOiybx4bY3FhkfNnhf58sVxB0xLW1kQiW6/V6XQ7rKwITVXHyTIxMckNB/YzMSEKhcGhIaoDA1ip0YGuQbujHNRazRbN5rqRThD5JHHCpHzgtCQWrpDyIbZsmyRJFF4umg/J5XKcPy82lRtu2E+EwHTu3CXwsYsrS1iWhYS/EYYBYRCgyY53FEdkTZumxAwHgcDmpqz0lBugiGC68TKXycXFRc6ePcuw5DbUGnVGxocZ7B/m3CmR1GuhQaNR46HXC1ORrGOye9de7rhZPEDv++mf4djx59T3ePHEcU6cPsHcw98Tf5/N0dfXz4033QoInFmhUFIkmenpaRYXF9RGVq1U0Q2NuuQETE/PUCmV2Lt/nExWVqjVCo6TIZ8TWMTEC/D8gB1bxYacL9h0Og02SaOk2dlrtNtNum1RcI0ObmbuyiJ6RpIZ3QAvjEU7FyjkHSzTJJQka8u20DDoGaziycrd9z3iUCeUC+7lqQnOnj6HIw2/7n/gKB/+yB9RkUZpCyuv3O1uI14dcW3mmuJ5RJHApsZS6UrTdHw/YlbqKg/3V5meXeSJJwQZrNPtECZCZz3dEBv1OsMjI/T0iIlSu92SWtvrmta65XLylHiPyM9yxx130VMRm+5bHnozb3jrW/n2l74AwKc/8T+o9g/gNcW61ltwKBVs5uWas3mgzMT0BF0vxsqIAvbC5UfYsWOHWiN0U8MPAkUgNE3RbU4x/nbGBjT1s6Zp9Pb1qk36hRdfZGRkhJtuEk2Bmfk5lpeW1bTRMGz8wKdUrZCRG9j9999LPp/na1/+EgA7d+yCxFR69ULrXiddpxqNOpqRwZQa+JYtuuGZTE4eE+i6iS0NBVttF8vKEngd9fvrwzQNoc0dQ4pOtUyTnGMp3lccx8SJhuOIY+50fH7w/R8yKiezlmWiaRqlktRVjyOSeJ0gHUTCHTXteAZBiMa6bn8cR9KRN14vTsIQy1zv9EdhiJboeLIoEBj+WJGBG3Ld34jXRliZDFqK4Y5joijiG98WJlVvftMDtLtd5fNgGKIoTP01LF0oQQVBiCH/xnVd6QKdekGIAr0biX2r0+mQyaxzgMplS3b6xf0VhgG2vW4SF0URQRQTyU5/HMfs2rWTa9OC6IsmcgRN0xgeGlDvMTQ0xIULIl8YG9tC4PsKo+953st4B5gmWhQqU1OhQ5+oSUC363H48C20V0R+cODGO/jrT3+WWBf3/JWZObboW9h3YDuPPvx9AHZs28mZky/yt38ruuzZ2ObI3XfiSofZyPMxDZP+QTG1GxnZzfJaTZlzbd68mcd+9CNyZfEs7953gEDXqcnn68TpU9i2rXgL3VaXbselLJ2Ob7rtFqanp9mzZ49a9+bnZrAsm7MyL7r7rlsZHBnBTyc9vkY2X1Kk6W3btrN3716eeUYosVlWlquTk5TLopDJ5gqMb92Cniot2SaF3iqRIa5dz1AfXr1Fp9tWU9jZyWs4hkNHXk/Xddk/vEdd756eHl566SUee+xHAOy74ZUn/RuY/o3YiI3YiI3YiI3YiI3YiH/m8aro9MeRTyg7O7apsWlkCEcqK0xMXCX0XFpyVN9utQjDkGeeFUzqqalhXLfLtm1bOXyzGDlPT11j+/ZxVWlnM1mS2Fdul81mi3a7SyJrHjfwqTeadGWl16jV0XUdzxOVfRhGxElMoy6qx5rU3E87/z/60Y9ot1r09/eraYNh23helyiV14s8srksbiKxr6YYKbvyMwr5MoViSana6LqmdLoBpRGdjhRXVlYFfk8X/9AOu5i2wcrSGmvL4jiTGEZHx6hUBa64Wq2QYNBNz4tlceTOOzlyVHTyjx3by3//n3/F3KJweWu2W9TqDS5fmQTAMi02jYwpR9/t23Zx5M676LrivF2+dJnJqxN0O6Lyz2VtfD/gxRNnOXzzQQAc28KxbeU8p8UhmmaqkWOz7aPpCUjHzsGhIXrKuzHl956anKC21qZHOjgvLy/T9QPKFSlD2g7QtIRiSYwk+/p6yeUc2tEaoez0hrpOGIVUSuJcf/3LX8T3Q44cFv4Df/GxP6NcNmlI3K1uvyoek434/xC5nKOelW63g+97yhW22tOLYRhcmpwEhHzi+PZd/PlffBgAw04olEokQaAw/EmSUFtbU2uKpmnUazXV+c/lcoRxSE26OvYVh2k2Fvjwh38fgDvvOsJtN97BfffcBsBdR+7kBw9/m29/+TMAjI8PMzNzjeFNAqdeb9bJZC1GN2/h6pTA+ddWa5w4foLohhvEZ5YdNE2jIrtWEZGAv6RqG3FMPpfDkio2ia6RSL6SCAPPCzhzTnT6QmL27D9AqSQ6VBOXL7NWq7Fz905yjhhNP/zdHzI6NsK2rVsBcJwcpp0nkRLL2ZzQ2c85YsoSx5qEyYiLkcTCLd2wJGwxmyFi/Zjbbhs36KIj5Q9NS2j16+v4ZtPSiMJ1CJBpGYRRotZzwzTxoy66mvQmrK7WCaSOeiZroSWJ+tnUdXTTUt1Ay7LodFqYqWZ2Er8MaiG+V4ym6eoYDCnfmXZ7BUTIVxLOQRTS7XZVp7Ysp1Ab8dqI8Dr8vaZpBFHEm94opCgNwyCO4/X7KyM6yym8J47FRCgIAqIk5Xxk0HVd+e4kiZgOpFO71GsiDd/3CaL1ez6OY9rt9rr8pi7uRVshA3SSJGHbTsGVm7xymWw2SxAELMj9vb+/l/pqnb07hCN3vVbji1/8Iu985zsBoVIV64bi22SzWXy3iymfVaEmqJORKlcZ36NcylGQ68djjzyC2/bZcesWAJ58/Bkunp/k2uwipYL4m0azy7NPP0fsiTXJp8u+fXvU9yAMsXMZtm4TSIDPfObz+GFMRa7Lzz33HJquoVticji+dTvf/953GJSO4OseG2IN3L9/P6aVyqQKZ/Rnn32Wo0ePqnOfK/YQBz49MqdYXVggY9gY8picbJ5rU7OMbxGfceXyBJOTU/z8z/88AJ/61Kd45zvfyemzAvq5sLzIxNQkt0g4z+bxMRpdH1/mfq973et46rHHQdOUytmVyxfYtWcbly8LV+BCocDyyho33LAPgNFNm+h0mgrpkXKeXkm8KrKZBx96PQ9KLVff97h0cQJH4shWllcZG91EtyOSQs0wMG2LroTq5At5yuUSTzzxGP0D4iJFUQRaTE+PuLE8v0MQdCnkRZI+MDiOk80xOyvwUf0DFXw/UJJqQRAyNTVLsy42AT8M6XQ6CgO6trZGFEdqQT979hyaprG0tESpKhZzK06wDJMklpJcGZOckyOUya1pZmg2GmhSUisIPKysQzOVz0Jj0+i42qDFpHl947tezxcgTmIMw2ZxdYWOxAAHnYAtWzercb7jZMlkbYxAvNb1QpotHyebGkIYFPM5hodE4tFotGm2u4Sy4Ap9jUsXJ7h8aUIdR0KsxuS6nlCtltVm6XVb6OgUSgU2DYvRum3rdLuuso02TJ0kifBCKZcVigc1mxfnrbenh7WVGt//BzFK7evpxe1GRJH43ps3b6Pr+/RKn4eJqWsUS5uJE/H6TDai1V2k1m6TyKQf06JareIYYiGwTJ1HL1xgaJP4ebA/Q71Tx5Q6vZq5MRB7rYVhmoRSp93K2bTbbbU5db0Onh+Syws411KzS3ZljVhe5sDzMbsWYZjgSghQvpCDWLvOqC4W2vAyedV0cDtdrIJYUpe9RfzzHrrk3ExdOMvxpx/njtuFBNv2rTu4556jvPUNAvP/91/4DOH0Ep2OGK1vHxsl41RoNhr0SMv5s+enMHNZzpwRm8nI2CbGx7coPHypJJKNVJpWsy1831/nAFgGTjZLXmLXe3sHME2TnMSamo6FZVlK8nPnnj3ouk4YhrSk0eHRo0fwvA6BZLB2XJftY1sFyw/QNSE9WCqJ9+zpqdJxfbTrChHbspScXRiG6No6VjmbFetiyqUQuHgdQyb9CSLZ1rRYcRNSPpUSTZBNGk1isKMgEkZmEq7T7XbRNX0dBmXbuK6rEvJ2uy2gOtfh7lOcP6wbJwmYkYROAYauKSJls9lC0xLVaAoDARkyUh3/60y6NuLVH4EfrBtqxRHZbEblCykUTEG7pEFnujf7nq/w97YswKMoxDBsBR9Mzd4UKR/4xx5Kpq6rDEDXdVzXXTcACwLBG5C8RKQefyCfiU1jm1lbWRby5/L4lpfXiMNwHUJULPG2t72Ner0hjykmdj11TL7vY5gmenrPSwjyPoknX62vogUuoZS+1AyX227Zr8yqPvbJT7G0vEq73eK//fEfq+MeGh6ikE9x0D6O43BM6vBPTc+yY8d2VldEodJuN/mND/0OU5cnAfjUpz5Jf38/Kytinf7mV7/IwUM3MjMn5DGzjoPn+eyWx5h1HEZGNimJ+CtXrtDf34+m6+RlE3dkuJ/a6gK7d0qxmIkLnD11kvsfEDnqY489xtWrV9m3TxiILSzMs2nTKN/6noAsfeg//Ac+87nPsX//AQA6vsfo6AgzC+IYM4UeHvvOF8hLyPPsxEUunjuLk3MI5HoxMz3JympNyacuLS3x1re+la999csAHD58mEOHDtHpinU58l/5evKqSPqnrs6wb5+oSF2vw74b9lJbE93q/Yf20mg2WZHk1Pn5RaamF2i1xKYzMXGVbDZDFIXUa6LjPDQ0yNXJaa5JRne+kKdcyiss2vz8LIODg0Syyl5ZXVKGKyBu9qGhKtslM3p+bp5Wq03YL4qKtVoPYRTTlcl0p9MmiiJarRbL8sIahoXb9RSOGD3Gd01cqYzjtTvEcUSlLIoETdOxLYOeHvEZdiZLQKKwrrpmQYLaiNKulCF/bye23BwtnKxMREJ44IEH6JVd8SSJaTbbytgsny+i5/K0WxLD53YxDZO65E9ks2V8M8aSG25X8zC09a5dGISYhqUeIMsyRPUqZZHKhTxhmOB5AdPXRIE1MljG9zzlGtrutHFdl5GRde1/y7JAdhdqtRpTl6/RbYmCa2atScnMKCzk0OgQg0NDSnP/3gfuot1p026Lh+H0Sy8wNz9NhE6Uamij0Wk0QGr5J1jcdttOijlxrQqVMj4BXiTNe5JXXkVvxKsj+vv7aMhnpNVqUalU0SW5a3FxiVKpqjCXV6cmcHIFshJnvrLSJAxDPM+np0d00ZuNFsVikZ/7uZ8B4G/+5m+plitqzWi1mgR+8DKC50pngdqqUGvJ5bP09eR58onvAnDxwgm2bN3BpmGhnHXk7qNE3WVGhsTrV+dDrp44xd69N6LJ4vT2O+7g3JlLrNUEmTjRDSYnptWasf+GndTrdcVVyhfz9PX2YspkJQnFNCDtIDr5PBoopQvTsTB0S4kDrKysMj+/wMGDN5CaJyZJhGXrLEoznaHBQaIoQtNTfXGfQiHH0LCYLr7tx97MZz/3BZxsiuE3RMKslHOEqVaqsd/pdsgXCsS+TPKTBNPU0Y3U+0MYZWmZjHLUFec8WVcdyeVIvARZ81GulBkbG1XKOb19FTzPU8RfwxBT23Qd830fnXVVpDAMJfcgLf4F/0rXNHS51iVRjKYlRLKpE4c+sfwbgND3MA1T3R/1xoZO/2spgihA3XDyXkvvN2Fi1SYvE9fUxVYVhIaOhoZuGor/BqL4THXZc7kc7XbnOvUn+2WFZqFQQMPClEpykez6p++naRpJsm44VygUCIJAFaFxHJPL5TBNi6WlJXXcsa4xL8UJ5ufmBQHVSQtuA9/zKFfEGhgGAfVGg5zcu00jYfPYGJcuiW60nsuiBy5t+ZmlQgHDMOh0xXN39do1egc20eo2+W8f/QgAJ585xp/86Z9QluduoLfKd779TWw9ffYCpq9d5ZgQ76FSyPPRD/8ZH/rQhwDo6emj1eqo56pZrzM/N0sgG5W6YVCuVNWzLJSWfMVTOHLkCL/1W7+JH3r4som7vDLP5UvnMDTxN08/d5zeosOLL74oPrO3l5tuuknxcjpel2DJp2dINDbNUg+Hb72NiSnBpzhy9ChBFDOopYRph6N33Y3XEuvNsWee4vY77mLb0hJ33CEUgZ4/forPf/ErtKWLb19vlZMnXlAiKmtra4yMDJOVKkQDY3280nhVJP0vnjjJtRlxggzDoFRyVFd+584dZDK2klvTdKj2VFmRJgXFgsOzzz7P0vKS6mgtLS1TrVZV8pkkGp12h17Z+dd1nUajgyu7VboRK6MKWFde6MruVm9fhXzBIZCaj1s2b6LRbFCXbmiCbKETxlCX04BOx8VzAlwJW8pkNUzdVB2rSrFIb09VbXbtjkuplKVeFwl3uSxGTJYcS6lIk+HVOrlcAVQCX6LV6RL4AaY0IQvDkE2bNimIgm2bBKGn1D2SJEEzDDKO+Izp6WkGBvqxbdHJd10P3/cVTCIIAkjWN0MzY6FrOoYllToCnzjRQHaxWq0OGhqe75PI7oLn+4KYLS2sdV3HcbJqGrG+YKbQLIeRTSPEcnqRdHy27xjHk3dukDEoFvNo8v3b9RZmxlLX8vbbjjI/P0vH9bgk1Z2iJKSxtoYmOzWJprFpU45QmmXMzc+gWTYZqSjltjc26NdaxHFCPu1gmyatZlOZylTKFbqux+TVSQBsO8vy0opSxoqihGKpyMBAkaVFAa15z0++m69/7cv87u/+HiBgJ4Qub3rzmwF48oknyWQyqvPWbDYxjYhKr3j26u01Du3bw8qSgP902w1eOvM803J8m7ht7ji8h3xZENaulObZUnepNZo8d0wYePX1b6Va7aG3X2zC585dpFQuY8vi9Zlnn2PTyCi6nnbhO6ytrrFli3hP3dIxdFONzuM4xjQMNfpONNFVT0m5xWKBSrksRsdmCitIyNgFeqUU6bW5GUZHHSqps6hl4fsRxZJ4z+HhMr/1ax9kzwEB7/vVX/51mq0uvlyDDMvg7vvu5f/9ujBWDONIdPDTRUoD3dSVKEM2k0E3dAxDNB1ArmPXkaqjKCJJNJVwFwoFBgf7yMjJXeAJt+Mokl34UCcMEnS5lppSdS0I0gQtEYo90XVkZV10btNOnAYsLy6rgioMAuIoVqaEhmEIYzOp3nTpumnpRrz6I5td36NSmdzrSbTValk1oiKp3rPeqdcIoxDLstbvjzCUkDG5x7hCRSctJJIkEUm5nGi3Wx7goXVkYVvIiOmBTF4zmQzJdfK9qeR4tSpyHt/3hcuvZSkS7NLSEmEYKHJxQEAn8Gi7slOva0RxTFcWEinkKCW89larXLhwgT17BDzom9/+NptGR7AKogkx0NtH1GrzwF13AvDZT3yULftvZm7mGtt3C6EOPYp5+1vexsEjAmKc1zUunHmJKxeEkItpwdjYJq7MCHU/M5vHbTY5fvoUAIVSkWKxyN69opP/yCOPoGka2yRkqX9okImpq+yUMCeAer1Oqy3W4dW1BX77t36dX/iFf83ysih+Ll46x/BglSuTIie99577eOaZx3CDtGk8j+/7lCvi3OasHLGls/tGAS/XDAs3jDhw4y3iPAxuol5vKDj4s88+y+HDh7l6VRZ4Tp4XT55E1wzOSpUhz22zb89unnhcSJfecstN7N2zh1tvFbLinhcwNzfP1PQkAMeOPc8rjQ3cwkZsxEZsxEZsxEZsxEZsxD/zeFV0+j2vwZkzAooThiFhFNJNxxp9vYyNjTIs9UpN06a3N6/GVocPH2JgoJ877zrCxKTQbn3iiSc4c+Yss7OiOpyfm8MyLaZsWS2aJtVqiUpFQGsKxSxg4Mv2U7fbwcnYpIK0mWyGTNbGkqM1x7FIyFLtEWPxeq2BZZm02y5DA+LfBGkmxJeVuJNzyGQcTCPtBHXRAU+a1GTbOsVKHhIJKdET4jDA0F5el6V616ZpkrEt1aVvBx7NRhNNN/GkcUWcBCRJrCpz2y6TJDGaHDOJrkCMK+3C2+02a2s1+vuEpNdarU0YxQrjmyQCIoQc/2uaRkKk5PhMp0DGsiEQExLHTqg32hhmXnVASVIPgqz8njpBEKpjLBQKdDsdNWLsdDuEUcQtt4pOQEbX8L0OnimOYbXbFh2+lJyYGCzPrynIQpIkFDO9HDywhRHJKzh19iT5jI0m8XNRYtPpdogkW1jPmOiWRSDvBz3cMOd6rYXndehIKF2lUsWuVJW0nJZEVEo5ltfEPWPbNq7n0nVTzXUL2yzQbLUZ7hPymHtGN/M9I0e1LDr33U6TymA/Tz0suCb5coU1t8HqkpgMhGFIqVgAObHKOzbT166yc6cgwK6srrKwMs/VywKfv2vbON/54ffZt+9uAA7dehSfDKV8idvvF6aDX/vqV1ldWqVoiWPYuWMncwsLxKkZXmJz7dqc6mBvHh8jn8vx5BNCT/rAoRsoFot0dbE+GLaDZpoKQpAkJrAuQ5l3cgLHa6xLUWoaxLHP0pL0K2jVMfQYIxHncnF+lpGxUeTgjb17d7OwsMxLp44D8Id/+Ls8/fSzPH9cfO84TvjGV77KgNTZ9oOAulHDk9CsZrPJSn2FMFonLG7btpV8vkS2LNa+er0uCMFh6svQoZxzpKwnNBvLlAp59b00TXRGU0nmIAjwXI+URmfbwjwskT8buhBU0JRkZyLWQTSFh7ZNkysTk5Qlvyk1EevItdgwdMIwoV6T96C20W97LUWSrMO7giDA87zrNPTF8/GJv/4sAB/4P36GMPSvmzwFBEHwsumAZVkKl5/+nCSJup8MQ3r+aKknhzAAU7LhUQRxRFZO6SzLwpD8ABAwuySJ1ZonZHIzuFGk+DP9/f0EQXDd37QIggBJhfkn92itVsOybRw51fN9AWF74imBvSkWi7iuz42HhSR4u92mlWvjzYuO+cF9u8iWs9x+y48RXyeHm804Krc68fwz9FZLvHRJdLzvP3Iv1XKFUkE8V8eefIK8Y/PFz31WnoeESqnK974nZMY13aB/YFidp/EtW+gfGVI/J0lCq9Xm3Fkx9T9y5x0kkceH/+S/Mj8veAD5vM1v/tav0S4IGJPfCXjHj7+bck6c3//87/8Tk6deYLBfQJLDBF7/uofYtl9MG8IgYGBwE+Pj4+paZTLr8PHDhw/zzLPPKhLu3gMH2LZlG5/4+F9TlBPUqWuz7Nu/m6bMi+6883auTU9z7rxYNxtdn55CUV2LO+64g1car4qkXzdi+voltl0HtxupE9TpdJianmJqWiT09VqLXM5hXOLty+UCO3eNE4c+W8aFucKuXe/DMHQa0mFxdXmJEydOcuLkSQCmp6ZZWFpgbn5OHUOhUKAkE8XBwQHyThlTbqaeG+K5vjJr6XZXyOUcOvKC5PNZMpkMpVKB5WVBOAlDn1zewfLXiX5J5BFLKx1dB02PceTYPJPrYXWtzskTLwCwefMuensHrufugnTtE9+7jK5rBIGb/gqNBEuHSMKaqtUqcRwpslAcA6GJIUfOaBpxAr6ELQnYg6vOm2magiAneQmGYRLHkdLOdhwHz3UJpHOlphuYhpUKCnH0tjs5cfY8GDFOTixOnueSsfWXYZ91XVdjTsuy6HY6Cj2Zq5QwQliReFsnYxFrEUEgjqlSKFCr13HbkgisCcJeXpqStNsdcrkcL508w6YRkcBtG9xMo12nKwlHjTWX/r4+Yqms1PZ9MC2KeXE/FCRubiNeOxGGkSr8DF0nTuEigGEa2LbN6JgoAuu1Gr7v4XopaV5jfn6GJDFp6ALC98cf/kvQItYkPKdULKB3Ye+4GBsvN1bJVfu5NiuaF9lCHt0wMOWzdual09RGNlF/UeBA9+7dSxjEODmxaBdLNovzAUtyxPylz/0dt9z1IONbd+JHYo34uQ/0szAzxzNPCZLbqZMnOHDTTVy7KjbVKExwnByuVNOampwlCAIF33nxhXOMjQ2xaVRsNugZoiiimTpuWhkyGZuqNOeKokiaa9kqAcjlLBYWZ5mdmRTf07GZvHxeFfVC6SNkeFSclyj2KZWzZJ3UGK/O/n3b2TwmnsVqtcLjjz/BkbtFsXPu/EWuXr1KW5rUXLp0mWp1K8Wy4BQIOJNNs9mmKaGUYRQyPzmvuA09PT0UC1myck0Jgi79A73q+i8uLtHbW1W8qEwmQ8a21JojoEIGKR0rhWqYimSpEckiJIVjdNwunXZbFgMwViwRhgG+hEbUGw16+4a4OCHO2+rahk7/ayuEMIf43+RlUJyUpP6v/uXPAqI40PUMvr+O39d1XTo0r8N3hPutVBCUuv3Xk4OB63wffIGxl3uWaZr/CEKEIO8qeJAg8qa/37dvHydOnBDcAG3dpFLTNJXXQIF8voCbFh6aRr1eX+fKOEItTNekwlCsEUXBy1SNDF1ncUnkQLoh4EabdwvC66Wzp4lqy1x46QTbd4oEubdS4fSZ0zzyiDDL0jwXXYeHXvdGAE48e4xiucT580Jh7L3v/WluOrCPz31e+IRcuHCRgb4S1YpohIxt20GIwZIk/kZnzvDLv/YrrK2I/OHUyRPU1pZ519tFI8XrdHnvT72Hp59+kuFhsUa8613vIooCpeXvZV0mJ68yIo2wdu7ew8LMDDmp7vMTP/1e6s0mhpZR13J0dFQ1U1zXZXZ2lqExAavSg4hDBw+qxvXo6Cjnz5/lF3/x33H1qvCryhXyrNkjNzYAACAASURBVNbWkDovLNdqjG3dSl+/KAqimRmwTCJ5f9Trr3w9eVUk/Z2mq6TOwigiSWLl5JjJWMpcB8A0MvT0VAglyfLM2ZN0ux6DA6Mq0ctkslSrPQwMiu7RQH8Pb3nTQ/yLnxBSVK7r0mq1eekl4aD24osnuHDxIqvS8KvZbDAxYTI6LCq5/r4+ms0GW7eJLt3U1auYVkNh3aM4IJvN0mm3lUyXZVssLS6p49YNnWwmpx4gSNA1kSgDmLrG0EAv3Za4eJcvvER9rcZ9D74BgPEt2wBNbTzFYpEbDuzljKz8wm6HyPfwXZeWJJgI2a5IudkmSYyVsdRmBuJBzUqlpMnLE8QYOHnxc73WwjRMtTAlsSDRGdd1PBK5AAKC/KZDoyU27Nlr03Rdj1LFUXjq2moDDUO9xrIsYWwkkyPX8+jr71PqTHoMxAmGdPmtd1sY5nqHJJvL4nZdClICz7ay1OsNRVaq1xsUpXFHWjDt3bOPyWtXWJHEvs9/7tu8730PYpkiue/Doqenn35pgqSZ6x2UjXhtRC6XU/waJ+vISZtYlFOzFiebJqo+hVIeWuKeMgyDlZVl8rkqK3Vxj/gEmIHBHbeJidMzTz6BEVZot0THaP+h3RiYnHvpNAC9ff1ExNRqKcndYsu2cdVNsjImA4N9LM+LTX52ukGn47G4IH5fKeb57tf+jp7Bzdx6RDhDbtq6k/EtW7nz6H0AnDt3ho995KNMT0nBAieL63YYkw0RHYOp6SnqTbG5dP0Q3TSUjN/E2fNs37MLUzYeeqpV6o0aOuKYamt1sk6GbreNJ6d9V+tLnL94mkxGJtSxR7Wnqta9keGtXJ2Z4YnHBQ/hyJEjBH4gjcKkaokZU8hLic+Mzr333IGmSSnLnM2OzWNqE9u2ZZTaWptEW8dPJ0GHTUM9zCUiOWnUdHoqBbptca0aho+R5OmXm+yuXQfJZU0SuWf0VosYWqy+ZxL5aBhK1SQMQ0hihfHPWBawnmCFYaAMmtJi0vcDgjCgaK5PGH3fV+vU8vIK0zMLityXEvQ24rURKSdN/KBJKp24P+IoQtM0tb58+Svf4sff8Sbl8B4EPlEUS/LtOu8kiiKVH8SxTRRFagJuGCb1eu06nmEMROsD7STGNE3VLNN1A1/yBNIIgkAVwufOncMwTDqdjhLRSAsKxUVIAMQeD8IwrFKpqPu+r68PjfW9MOUNxPI5DMOQKNQwpRlXGPv4vo8tSfw333EXlUqFp55+gnJBrDnPPvkIFy5d4u1vFdyoT3/601QrFVUwrXYbDI0Mc/iwwLKfPnWWL37hy2QdcR5/8j0/wdimXj7zhe8AsLS6wqatO9ixXxQaN910mInLExSLotOfd2xWl+cJA7EGrrprZDMGd999t8L0X7p8nu3bdqk1z8lm2bN7N6ekatrt993NM089ydt/6j3iPYslrIyjip9msykknJVkfIbx8XG0tNmaQKOxRlmKuMRhwtjQKM1Om5HNYwAUeypYBrTcbwGwdes2bNtSedPmzZsJggBbXu+8/H6vJDZmjBuxERuxERuxERuxERuxEf/MQ/vHWrD/f8R//NAvJqk0ZRwnBIGHk0kryhjT0lUnyLSLZLNZclJrGgIM0yD2NaWj33U9Wu02/f2i099bLUv4hniFbVnki2X6+sU4x7JsbMtmdVV0l77+9W8wNTVNTXabJq5cIZvNqsptZGiQ3p4qjjSsERV5jm63g22Jal83dMLQR8lbhgG6bpPLicq+2lOhWCgwOz8DQMbOkrGzyjo+iiCJoH9EVH59ff3s2rWbITl9yDl52t6aKts6UcRLJ88y0j+kpKfyxTyjo6MsS0iCphkUC3lIxItK1SoJEYuzYqT0yY//JUuNFroursXszCJraw3qNXFe3djHMA2lNa1rOmEQoslrpQURpXwePRSd/sCtY+WqhLHLG94g9Mm9bpNysYgvlTFKpSLNZlN1JJIkwXHWq2bXdV82wgwCn0zGVt4BpmnQ9T2KOSkrJsejaQfONEza3TaFgoORqnOYOiExvpwmffhPP8sv/fK7KcrOTF9PH2u1JguL4rwVCiXe+77f3AD2v4bil375zUmjIaA5rusShgGFghgB+75PT08PbanO5fo+QRypAVjXdak16+SzeYIgNabJ4XU6dCX/xdJN9m/bQt4R9/7ElbMcvPFGGhIqc/XaVQ4c2o8v/SieO/4CTs5WxnZONkspm6GvR0it+R2fkcFRda+bpsHpU+fxvADLFGtKxilx14MPcevdovOvmRmKuQJ/8/G/BeDzn/87iAJ06Q3iZPMEcUIq4fyud/wY3/r2N5RfxVh/H/lyCU/yDm7Yf4DJqxPkJBSvt6+fIPBItAhb8oD8wGX62qRSRiPROHzTrbSlutYNN9xMEEWkIrcZO4PrepTltK3ZbFMqFRVEUGBsO8rzZGpqmpXlmrKjL5dKLC2tKilCwzBYXFykWCqwe88u+Z5N2u2OgikYpk4UhOgSnDw80k+1Wn4Zpl+op4h1UNe1l2nug+jhatdJNAoctKbuJ9Jmr/xvrVbjysVLCi89ummUQjGv/A0e/dGPCGKNlTVxTx6++Tb+9E//+8aa8hqJP/g/fyNRMtkSlpNOn4IgwHEcLKlbb5oWmoaa8lwPs0lziDiOSBJU5zZV60k79UJach06E0WR5Nes6/jbto2m7mlhHpdODiI5fUg/z3EcWq0WhmGoe9TJZMg6OcVdEYZzmnoWTdMgDte9KlIegqTCCNPSOMKL1mVF4yDEkZLBXigkSBP5eblCnkI2w/Hjx2g3xXMwMztDu9UmMUQ+d+Mtt/Hco49w8PCNABw8eAPf+vo3CVwxTVhbq7F3zw4uXBSqZ3Hgsry6wFvfLrru/aNjzM4ts+/gAfn3a2zaNKy4Ei+8+Dy33XSAGDUyoa+nl/nFWaWkqOs6vdJgDKBUKpPNZtT+EGsJ/88nPsmNN92krr9APYjfZzI2mzdvZlKaP/ZUq+zavoMXTgjJz83j4+QKDpcvCiPXTrfLoYOHyBUc6hKlsbi4SKVY4fhxwYXK5XLs3LmTRx99VP185eokP//z7wfg4W/9A//xjz7xitaTVwW859ixlygW0xMOpqFTrqSEWItiKaf0SUGj2WyqBwoEvjafyTE4IPBO5y5c5KZDB5Qxiud2uHz5orrZ7UyWUqnE4rJIsE3TIolRRcL73v+TGIZ5HSdgjRdPnOTKFXGRpq9OMD8/Q1cSBYMgJmNnIIGSxIFlMhmBf5ebgmUbQIInccNnz5yjWq3QlkmErtnEcaKgM/l8kWq1h6mpSfkdusRRwKWLQsqq2tsDhvAIADh040GqxRyXL1/kjIQtHX/hBXzfV7Jdvb293HHb7ezcuRsAY36GaqXIi8cE0c8PA7Zv36lMy8qVIrVafd2AyDXQYl3JFRumARpYSE1dPcb3u4yPisLk6kSDrGGimyY5STiOQxfP98hJLHMYhhSKRUV4y+dzrKys0tNblddfSKWlm75pGnje+uLXaLZEEiFrRF3XCINIaZXrmoYR6GQyGaVXbloZgiigmBELzQf/zfvI2oYqhhbml9FNQ+HlQn9Dp/+1Fq1WSxWSQRBw+fIl9TxHYUir1SKQm9vRe+/h8sQEHemQGCcxPVYPoR+o5LTTbuF7HfVzGHqcPnWWt7/tTYDAv168eJmK/Myjd97DN//h6wxtEjyjvr4+dAPlnuv5LvsOHODkiwIOpEUGgTulNh7bzjA6OoxhWARSs/7qlYt8+yuf4cRzjwNw14NvZte+vbz3Az8JwLt/9qf527/+K772pb8XxxwEhCE88NBD4mcvwPMjTGk2Z+ZLvHDqDLZMVi6cu0L/QB9jEhbjulNksxlarQY7d2wBYPLqNM1mU0ECshmH3bt28fhTwiHd8zwh/Sk/Q9OES23aiBge6Mf3fVZlQ6XZbGFZpvJd8X0BlQxC8feu18HzugTy+V+u1xkbHcP1XWIJ16sUijiWrY4pX8yytrqm1sZs1gaSl0kuZrMZBceIImG0eH1ils1kFJQyCEK53mjy/bK02+2XGTKFUYTjONQk98h1u8RxQFtyjVzPo931yErTsbvvFByGjXhthOt76xh+aaKV7km+72OaptqTPC9S0tMgkukkEan1Op4e9RyC4AVo0tUZZIJtGDTkcyIKDe06s05hBJfCZiME8TYl5VqWpaCzgJLvbLfb6j100ySMQq43+jQMA8NICe4hpmlgqcJCR3gUID8zRjN0sua6rHjGcZQfkoFNELi0pEDCB3/13/Inv/87PHDvPXz0Y38BQD6Tw8rnaUhe4OL8DH2jY+zcJ1zHbafAzMwsH/urjwPQbbR48snHsSRfa2lpiQNH7qUhXs6Pvvh13vJjb1NQ3tuPHuHkC88pSc8TLx4jTFCFSeh5NGp1yuUSkTzOam+VxcVFdW57e3uFvLEswB754Q+ZnJzkwAFRWJimpSCBAOW8ECNBnvuF2TlqSyu0JOx5eXGBQrEo4VQiV2y1WswvzlHIiZx0bGSMY8eOKQ+E97znJ8nnc2yX0Mz773+I488/w6XzAl76/ve/n1car4pO//333Zek7ohZx8ayTCxL6s2GPr29FQ4fFhitVDtZ3bjyRnWsdVa553fJZm0CaZQShQHFYkl1+nXdoNFoEbJuKDM2NqYweIZh4PuBStir1SoD/f3MSXfOhdlZ3G6H8+eF09zMzDy+F+D5Pp4sBOIkxnN9Zd1sWyYxMZr8zEIpT+B76zhjs4Af+KrqrpTLwg7eTdV8xKJQlDgwy7LZtnOb4i0IbXvRXRjoFUS9UqlInCSqcDhz5pwoCGRhsWvPPoaGekG64Z46eZpGN1CLWRAEzM8v0O2k1b5JAi/D46OvG9SEoU8cuWzbKljrF86ew3HK5PIab3vzvfLatImCUHUKHcfBsi1V7LiuK7sm4jMyGZtu11WLpee5dLtdRkdFMnXu3HmGhgZJlKqRJfCNXuqeaRBLB8UeqdYURyFoGn29g/J76dTqS4Ry4QkCj3whx8Q1gZU2E4v//V//542u3GsofuVX36o6/YVCgdXVVdoysbRsS5jGyC5soVym2WkrnX50DdO2aTXWyMnJm+sFBJ6PLTG03XabrQMDGLq4z6qVAvW6x7U5MbkzbYtbbrudl84KPel6u8bg0KAy29OIqa81iCUhvegUyWi6wvAahonnuVy+dJlt28RCPzy8iaeefFo1CraObWHnwcPsPiD0oY8cfRAzk6Hriff8nx/5GKdeOsnCglAtc12fPXv20isL6q1bt3Lx/EVFGtyxbZxnnn2KrVu3AHBl4iLFklChCSPxmWEQYtsOPf3i2enrqdLtNNW5PXToMJrm0CvN9tLolQY/q6trwhhLFtzLy8vkcjkW5VSt1WzheR4FqdbheT6XLl0iI6eqSRKz/4Y9XLk4weioKE6qPUVqtZpK2lMBg9VV8Z4DAwOCtyB/X8jnMU0TzxObfK1WI5PJqPOQdkPjOHUJzsqCYr2z63k+mr4+C2g2W7jtNufOiIZLT6XKyMggDYndf+KpJ2m1u7RaYm296657+KP/+6Mba8prJP7gv/xmcj0xM5PJKt5hHMfouqE6/UKYwuD8BZGwjW4aJpvNKndrWO/Epx3otEAwr/PQuD43C8OQKIrUPWpZlsqBQND0LMsi76QICI1QThNA7KOe50lVQTkJdBw8b91x13EcRSiG9HFJ1HvGcazI7wBBpAlcuZwu+L6PaVnKETxwPWaX1vid3/n3AHzx7/+O5489hR2FNOXaXG836HY9evtFzlKs9HPrnXej2fLRaLf58uc/zwuy4/2Od76bW2+7laHN4tm/MnWJuell5mVuduSuo3z1y1/h45/8hLhWYYDfWOHP/lyYgT1w731oxNQk0beQz2MYGrVanWpV5Ad9fX3Mzc0rf5NCoSAbHWJdfeGFF3jm6ae55557xLWMY5IgVNc2VXNKHcFdt4thmYrkbxhCyMSXPBHTNNm+Ywenz7zE7p1ierl5TPCa0qlLqVSk7bo4Ml9sNJoUCw6rEsXxve9+nz//5Jdf0XqygenfiI3YiI3YiI3YiI3YiI34Zx6vCngP6BSka6zvemAKzXsQLrKNpoedWYf/6LquKuQoitDiBBJUZZzLOfi+pyqzIPCJ45dXYvmciSlHrW4Q0qjV1pU1LJMkWa+6O90WnW5bvb5UzkMS8vYfewsgrKBJdDrdFpclBOjZZ5/n/LmL69Kj3S5B4OFKmaZ6vU6pVKIm8fKG3sDJOkJdR34v4ZiJOg+eHxDJSUccBBx75hkcycSvVKv09PRgWaYae3c6JTy/q6ShxseHOHLkZgZkl86yMkxOTinW+s49e9CNDJ2uqOYfeeSHZLMWhp66jHaEVJi8amEYCH3g9C5KNBLdIu2I9fb1EvghgwM9LC0Jp+GxsQFWV1fJZaULaJJgGYZSJq1Wq1K9SZy3VqutOidpiOmIeIUf+DiOozr9mYzwR0hx0EEQEYZiHNqRikBe4FKtlpieE66Y+XwBz/cwJZch6+RZWFpRKgY5O8dGvLair6+XEQkzu3TxEnv376EjOT9rtRrdTodIPjsrq8sYhonLugxju9kUTr6tpnrPrJ0jkC7erdoy1lAPg1LhKZPNsrx8iby0ky8Ue5hfWOPWm48C8MQTj9Ot+0SZdA1xyNg5PDllC6IAXbdYWRMKNP3VXsY3b6FcqvDgA/cB8Pzx07zh9Q9iSSz67LVFhko55qTW/8eff4Zb77yXA7eKz/ylX/8Voijk//rDPwLg9IkTxEnC5Svivp+6Ok0266jnfXF+juHhIa5NiwnX/ffdT71R48SJ4+iG6Cru3rWXpaVVXDkK77Q93K5Q7QB44fhpSuUqOammlc/nSJKEa9fSaUNXunpK9a2sQxCECjIgZIJ1FIYQgamNklSn35LKGIFaE0zTpFgsqgmleH2ipibtdhsnm1W6/KCa/oCc7Aa+mhSnDr+Gsb49Cl3/8J+8Pu28Dgw4LMyG2LITNzc3i64nTM3Or7+nrjMwIKYs09cusxGvnbAsSylK2bYtOXophE2XucL6TWWaJkODAm4cBAFra2ts3rz5ZVr/SZL8kw5/2oVPu/LrsFYT0zTV7zudjoTiiNdlMjZJFCnVuziOyGQdpYqYwlNSZET6nkIy21Cfqev6dZ4cYjLRlu9p6jrZrKMmHEkSYGSzauKQy+eJolh5E1mmxeahfr76BQE3fOG5p9i7dZxas859D9wPwKOPPca9997Pl78mVGpuuvk2fD/gka/9AwBPPP04u3ftxJIKQN/+5ne5fPkqWOIzy72DvP3t7yBBTNhuu/0Ir3/oDWiyq/7c44/w+KOPsHeXmJa63SbEiVo7dF2sD8Viga6E/83Pz7O2tsZu6Rrc7XZZWlpS11/XdOErJHOUJAzRDQND8bFMgdKQU5FcIU8Yhi9bT3zfJysnIqZpMXHlCrfefItS4QmCgG63q6YoM3OzaGicnRGT5LmZWbZsGeSG/ULVaKC/h1car4qkP4hCgpRcUhAmKykshljD7fo05Sg+m0kxmeJhUUk/qOTW0Wy63Y4ysjIMQ5pjiAfO932SBIIwfUBiisWCMOQCstkMzWZH2VN3Wi1WV1fV++txwvDwMLNzYiNbXFrBcRzKpQq7du4A4KYbD6FpglQMcOH8Ja5MTKoNtdPp0Gg2r0sqEgr5ApoUZm3U27TabUy52Zq2TaVSJArEMRmmSTZrYUlc4OrK/2LvzaMlu+r73s8+86n5zt19+/asodWSWgOSAIMkDEY8BjPYDwzY4GBMPC17JY5XnoMT5zke13OeY8d28IofEGPLzDIYB4NEkAAJkEQLTahRt9Rz3/neujWcqjPu98fedW5LyzZyDKa72R+WFl23qk6dce/f/v2+v99viV63zcZGVzUFQBk+tVqVpq5h63k2gyNdTp5QE0691iKsBGXDoBtvug7Lsnn4YaUzLrLv44UvfD736rrgTz55hDNn5ulrbVqWKe38KOkuEznN1iSnT6ueCp7t0GzWmJgap95QxtDq6jqWEKS6pXWlElLkmw2BZJ7T7fdLPd1oATbKz6hWq88Y7Br1BkHgE5fl9nLiOEawmRthWVX6/R5dfa4r1QAhBPffrxqA3HLL83Bdp0zkbjXHELaP0HN8fG65NsMFQbfbw03UPZKkqlFOU+e2rK6v44chGz3dbl6Myuhtht5nZrYwHA5L58JgEJHFGxTacNy1axedXqcsw7ayskySSUKtyTx+6hSev8IT31DynufdcANPHvkGe/eq9vALi2fp9AcU+r4Ogir9ZFhKjmzPofdUn23btvHRO/5K/eaOvViWxdGjyrFwyeWXMr9who2uuq+TQZ+P336Ez935KQCuv+FFvOT7X8qv/Oq7Afj6oUeQsuDLWn9/4ugRjh8/jqUt7uNnzrCwsMCVV10BwEc+cgfjEy1uueXFrK+rcPhXv/oAjcYY/+H//lUAPvSXHwKZ4HtaAqATc0+dUGNAnuVsmZnG1mNrpVKhKAoS3ZRwNLmNsCwL13Xx/c0GQBJZFg8QlkpYrFarZVne1lidPM/LBn9hqAyTkZGuJk+3bNCTZRlFXpTzAwKyJCOxknIfikLi632WSBAF1sioExaVIGAzwReGQ2UwidJgKhCuQ0cnLHa6fYbDIbNbZ/Q9ZsaUCwklSdt0VJ2bEDsy2DelN880q973Pz7CO/7Fm1hfXy8XoqNtjO5RISxcd9OobzSaJElcbnO0ffucxF3P88p9aLfbhOFmaWzHcciztFzQF0VBrVaj09ksNR5FEfVq9RmL4ZFUSSHx/aCUuWWFJE3PTSaWIAQ1ra8fDocURV6+bzsO6TAm10mz27bv4Injp3nla36QT374LwCVX3nX3XdzxRVqXIzzjFxK1vVzU2202LJ9J5ajnsWHHj3EVTcc5MA1zwNUQnwWD8qiG0ky4InHj/GJT35C7WKecNm+PdR8LVnKcoo83VzAh8GmHEfbDLnOx3joIdUz6cCBA2X/JQBLSrrtjfJ+SJIEy7apVDbl4XGclK/7/T6u657TiM1Gyk0bSOVOOOzdu5dvHFaLlxNPH+P+++/nzW9+MwCL8wtMjI9T0ePi5MQ4G2sRd92pSpVm8WZPiG/FeWH0NxpNpL65Pc9jI1ovJyKBwHacsqJElg3J8s1OdJZlkQyHFLmkkPokdoZKM66dRb6ruk6OOu6qh6XAdmT5Ok2z8gHq9zPSNCsfBtt28G2b+riq9pOmOXlWMCxG+QURlmXR7UbneO7bBKFPqD3aV+zfzxX795cVJgSCfhRx+rRauR166BFOnjrF4sKS/o0M13VUgjBqdbk4v4rnqYfBDwOELRjXhozjOFgSAtchR90YnY0ecZKwtqaSy2Znt9Cqh+RaRzwcbLCxscKJE8qIcH2f7bM7GB9XXrqXfv+LmZ6e5sCVKmHFc5VXbn5eea+eeOIJPvu5u8rOx4Mo01EVdR7HpibYsWOWick65ThR2NiOTaIbCKnuvGE5UKzoJN6RUd/v9/G8zW523W4f191MmsqyDNf1sHUib4FFt9MvjQrPCyiKgmazUTZjCwKlL/7/3nsHALfeegP9/qD0qnS7qjPhKI/AMiK4C47jx48xiNWENzu7ncXFRaRujOOEPnPbtzO7fRcAjz32KLKQDHJl9NVq9XKyHHWGtmyLZr3B00cOA8pT+8qX3sZTT6sFdFCtkHRiMq3j3LVnD74X8sQTagF97Ngx9uzezaOPqYVmGIQIy8EN1I3bH8b0oo2yG3aKZM+OORYXF6no5N6TJ04Q+gHrOln0gYce5PnPu5G1dTXhra13cVwLR3fEvvezf8XZE8d4wUtUr4+rrzzA5z//JW5+kcqv+b0H72dldQ1HT3b79x9gY2ODhw+pfY56Q6rBGPf8r3ux9PP1wu+7mXqtwa/92m8CcOONN3BmfpGWroxkWRa1SpX2qors5XlBMhyS6LF02+wsY2Mt7LJ8T06nvY6tH+AJnQgd68WQEBJkTqErDGVxThbH1Ot1NjbWy880GtUyDwwKpWHWi4kiK8jTvPS8qeRit0x6rFRCXM/BLhMrVZ7SUCd2y6Gk0airniFAGqsKYmmakuuxrtfp4DkOvq/24fFHnmKj2yXWeULInFo1YE33BvnlX343hguHQkoqlc3Iket5WOfo8/M820yqzYtneMzf/mM/hOs4FEXBKM+oUqk+I9rkOKoDb0MrHpaXl/F9v3RuSt3JfuRFD4IQ27bKghXdbpckScp7vNFoEAQBgfYUx2lKUUhl64yiB7bLYDDYNE4HA93wS/2GspM2a/+naVp2pQawXZc4HpKmm9GEarVaGreW1PbcirrnX/Til3LDC16IJOcbj6lGqZ31Nu2F0/T1fo9ZNrff/hf861/4BQD+7S/8a9bbHV71g68F4IqDB3nJbT9Y7tP66jJ79+wi9NWz++d/9l5qtVrZqHVmahJXQNTXzlWpqiCNjP5ut6ftlXP6DVk2WbbZ1PCxxx6jXqvR21DbmJmZYWJiotwH27ZJk5SWzlvqdjrEcUxRuOW1Aomn5xLPdanVnHL8AVUI4LOf+QwvepGqcrg0v0gYhuVYv7KyQp6k2NopPOhHIHKyeFAe13PFmDMGg8FgMBgMBsNFznnh6V9cXGT3nj3qhVRat1SvxCzX0057tT4Jggq+75Wh116vixcEpGmC0J56WQgsS5QdFW1blV8crdyiaFC2sQa1SrYdG0tsZsY753jZNzY2KIpis0W2cEhFRqb1uFmWMRhEBG6jXHnbjkOrOUYy1F3ZgpB+1Cs1d45jMz4+zsS40v29/rWvI6x4LOsW1vPzi3S7XY7rtsxfO3SIar3GqMqRLCS277OwpD4/jGOqlYrS2Ftam2wLkiSnHynvQppk1AKn9MRbtk2z2WDLNt15VggWFufp6tBaFCkvwPy8+o3xiQn27buE6Wn1+euuv4rn33Q1rabyTtx9zxe4667Pgl2FeQAAIABJREFUceBydS0D38F2LSqhT6pXpLIAsqK8fkEY6lrdOjQfBPSjAb72UEgpS/2iujYOvu+Xci/l8dsg0/XU4zRjx65dZd3wMAywhKTRqLGyulxeXykLXv2qW8vfqNVqrGt5TxgGZSUn2KwYZbhwuP7661nVHvCFpUUG6WZFmInJCar1GmfnlZd+dtcccRyTjryySFZWV/Adj2XdIbdaqeKP5SQD5bV6x9vfyanjJ8uyrotLi8zO7aU1riJvzbEWUbfHzp2qysQVBw5w//0Pcs01SoP50EOHqDSqpefP833C2jipjsJNNBtMTk6wsLC4WcVDag+gjh46rsPXH36US7SksNkc4977vsRIIO/agoVTT/LXtyupzY7d+3jeC76P/dcq+c6fvO9PWZ5f492//CsAHDt9AlEUdDfUPonC4vSp08xu30J3Rf3t6/kjVGs1bnvZywAV2t42s4VQV+Pp9fvkRY7FZg7O8ePHyxb2Tx09wsT4RCmBaDabFFlKpL3ynu/TqNfKcplCCCSUkgPHEWRZTrPZ4NQpdVxKLlSUUoi1tTVarVYpu2i1VCW0Qm5WfMvznFh78sNwVFlFvZ/nOZVqBdcV5fafPnYcoeekZrMJoobAwtERSc/3WV+ax9Fj74++5U3cc99XSvmmY8Ele3bz1re/A4D1bh/DhYMl7Gd0u7WtUT/nzRr7I6WAqryzKd8KgoA77/oit9x8U+lNTtOEXq9XSs6SJGHr1q2lZM2yrGdIe0BSFJTzYhzHxHGKEGrMqlQquK5XqhPUM5GUFYUajQZZXCAKgeuoZ3UY97Asu4wOOK6rqwQV5XFlWbZp91hKUlTo8SiNYxUdFyMPuUU67JXRhSRTuTG+9nDfffcX+NP3vo+xhs91118HwPLCInGSMH9adap+4NEnecfbf5xTWj0gBbRXlvnmEw+r3/BCcgm2lmbnAj54++3kusTv5ZdfyvjEGPVRSc9TJyiEdU7n4wIQZXRDefw3tfij69Xv9zYlx1KysbGBp5/1TqfDzTffXEo/fd9nGHcYRCOZokAIsVniVVeDywa683FRkCWD8v08z7Ecm8FgwAMPPADA2toqe/bs4fBhVaL9M3/zt2zfvp05XbUwy1LGxpqk+lpVwzrPlfOiZKfBYDAYDAaDwWD4zmHkPQaDwWAwGAwGw0WOMfoNBoPBYDAYDIaLHGP0GwwGg8FgMBgMFznG6DcYDAaDwWAwGC5yjNFvMBgMBoPBYDBc5Bij32AwGAwGg8FguMgxRr/BYDAYDAaDwXCRY4x+g8FgMBgMBoPhIscY/QaDwWAwGAwGw0WOMfoNBoPBYDAYDIaLHGP0GwwGg8FgMBgMFznG6DcYDAaDwWAwGC5yjNFvMBgMBoPBYDBc5Bij32AwGAwGg8FguMgxRr/BYDAYDAaDwXCRY4x+g8FgMBgMBoPhIscY/QaDwWAwGAwGw0WOMfoNBoPBYDAYDIaLHGP0GwwGg8FgMBgMFznG6DcYDAaDwWAwGC5yjNFvMBgMBoPBYDBc5Bij32AwGAwGg8FguMgxRr/BYDAYDAaDwXCRY4x+g8FgMBgMBoPhIscY/QaDwWAwGAwGw0WOMfoNBoPBYDAYDIaLHGP0GwwGg8FgMBgMFznG6DcYDAaDwWAwGC5yjNH/PYQQoieE2PMcPrdLCCGFEM4/x34ZDAaDwWAwGL6zGKP/IkUIcbcQ4p3n/k1KWZNSPv3d2ieDwWAwGAwGw3cH48m9yBBCCEB8t/fDYDAYDAaDwXD+YDz95xFCiONCiF8WQnxDCLEuhHifECIQQowJIT4lhFjWf/+UEGL7Od+7WwjxG0KIe4EI+ADwYuAPtaTnD/XnpBBin/73q4QQDwkhOkKIU0KI//hdOGSDwfDPiB5j/o0Q4hEhxIYQ4kNCiEC/95NCiKNCiDUhxCeFENvO+Z4UQvyUEOKIHoP+SDsYRu+/QwjxhH7vM0KInd+N4zMYDP+8mDHlwsIY/ecfbwVuA/YClwK/grpO7wN2AjuAAfCHz/rejwHvAurAjwNfBH5OS3p+7u/4nT7wNqAFvAr4aSHE677dB2MwGM473gi8AtgNXA38uBDi+4Hf0u9tBU4AH3zW914N3AAc1J+7DUCPG/8OeAMwhRp7/vI7fhQGg+F8wYwpFwjG6D//+EMp5Skp5RrwG8CbpZSrUsqPSSkjKWVX//2WZ33v/VLKx6WUmZQy/VY/IqW8W0r5qJSykFI+gnqgnr1Ng8Fw8fEHUsqzeoz5a+AalLPhvVLKQ1LKGPhl4AVCiF3nfO+3pZRtKeVJ4PP6ewD/EvgtKeUTUsoM+E3gGuOZMxi+ZzBjygWCMfrPP06d8+8TwDYhREUI8SdCiBNCiA7wBaAlhLD/nu99S4QQNwkhPq8lQxvATwGT/+S9NxgM5zsL5/w7AmrANtR4A4CUsgesArPf4nugIpC/L4RoCyHawBoqr+jc7xoMhosXM6ZcIBij//xj7px/7wDOAr8IXAbcJKVsADfr989N2JXP2s6zXz+b24FPAnNSyibwHkwCsMHwvcpZ1EQLgBCiCkwAZ57Dd08B/1JK2Trnv1BKed93aF8NBsP5jxlTzkOM0X/+8bNCiO1CiHGUpu1DKJ3+AGjrv//qc9jOIvAP1eSvA2tSyqEQ4kbgLf/E/TYYDBcutwP/QghxjRDCR4XTvyqlPP4cvvse4JeFEAcAhBBNIcT/+Z3bVYPBcAFgxpTzEGP0n3/cDnwWeFr/9+vAfwFCYAX4CvC3z2E7vw/8sM58/4O/4/2fAX5NCNEF/gPw4W/DvhsMhgsQKeXngH8PfAyYRxUS+JHn+N07gN8BPqjlh48B/8d3aFcNBsMFgBlTzk+ElN9KBWL450IIcRx4p5Tyru/2vhgMBoPBYDAYLh6Mp99gMBgMBoPBYLjIMUa/wWAwGAwGg8FwkWPkPQaDwWAwGAwGw0WO8fQbDAaDwWAwGAwXOc53ewcAfv03/q1MkgQAIQAEQv0DIYT+G+VrELiuu/m+ZZefB7BtG8e2GEUxhsMhruuWn7FtcCxRrni+fugBhOtw4MA+ANK4z+rKWSxbfV+Kgv4gpijU6zgeYguJY6neWPWgQrNax5YO8TBW28hS0jSlWlW9JgrbpTW2je07LwVgcWmZJ5+4l87acrlPtpDUGurzAhvLc+kNBwDkRU4/jYljtX3bc8B1KIq8PA+WFFQqVQaDodrvLMW2rHI/LQlFUSCTAoAwCLCkOl8AlmWRpimBHwDQ63WxbRfUT5DlOY7rkkv1hyLPSZKEVF873/eRQiKtTH2+yMCGXObUKlUAKpUqvh/gh375m0UhyfQ2giAgzwr6gw31o4VFWKniexX1vleh2RjHttWt2xv06UY9ZK6O6dSZE9RqVcJKCMA3jx5mMIwIHK+8HxzLo4gzEOoOsITFhz95mJ//yZepcyts1lbWGCaqsfEwyvjoZx42PQwuID52+x9Jy1LX98iRb2JRMDU9AyhPh+85oJ9nKXOKPMcV6vXi6QWmxiZpVmrkmbrXP/lXH2d9dZnE1/dtGFKfaHHLy38AgH4csbi0wKCvntezCz3Onl2l047Ub6QQBjVazSYA9UaVtbVlQk9tj0KwsraOU1H3+RXXXcvMrh1Ix8HSz288jHFsh23TUwA89fijfOHOuxgO1fP+5JEn2DazjXqtAYDQ/6O87wuknROE6vkeDgd4roMfqH1ob6wyiCK2bFXnaW7nTooCPvihT442gUQANpttQPL/7Wv0vY6U0owpFwjv/PmrZB6r+cB3Pea2Xc0ll74AgK/c8wUe/Np91GoeANXQY2Kmxr69+wEYRhGLS6fZtm2O1//wLwCQ43Hnpz9Nva7m+yzLsW2bg9ffAECjOsbS0jf5nd/+twB0ehEvufU2XvTClwJQ8yLS/jxZoubalU6XM4sLPPzwYQBOnVmmFlTJpRo7NroZL3vpy9h/4CCVhrKdluaP8fiRrzIYqjEqSjq0Wi2EtntsS7K4skbgqPFiy8QUg26fmq/22bYdOp0O62tqrg4rIZ7ncfrkaQBmt2xhZmKSyelpAITlsbC8Quj6NPU4ODM9zfFjx6nX6wB4jottyXKuzpKUoNog0ePwIIHp2TlWVtsA5VgXDdQxWJZFtVotR6VoMMT3fSyhjrlSqfBHf/THvP3tbwNgYmKSosgJgypLy8oWy/MMECwsqHYCjUaDLJfkudpqkiRIKcpxN01S1tdX6fd7ALhegOf57Nun7MnZHXOEQYWlpTV1P8QpRZFx112qXks8HDI7O8vP/uxP88d//B4ALr/8cl77mtfw+GNfBUDKgjRNqdcbjLBtm6JQdk+32+WVr/nx5zSeGE+/wWAwGAwGg8FwkXNeePqzLGMzt0BwbjNZKQvlnS7XJxJkUXq8EUJ5jn0fy9pc6BRFUa6ClJd/c6uW7eC7DieePgJAmme87rWv4Utf+hwA8XADi4JaLdDfsHEcn7kduwFI0iFHDz+KZzn6XUEyHGLhESex3i2LRqOJ4+jPVJqE1Tp7LtkLwMrGKsePHmZ8bAwAx7KxLUGeqn2WrsAVkk6/OzpMtu3ZzeLSIgD9QYSNBPTnC0iLgjT3SDO1D4MoouIHeKHysmdpSpHl+L7ySDieTZHk+NrbmKQJsihYW1tV77suFTegO+gAypM/iCIqVbW9oFrHdiwGg0H5e17FpdtTq3DhCCzHphpUsbQXVa2SC6RU+41TkKUZQt+KvX6PIHCJ9KpZSotur0+rNa6uZdNjMBjQaGiPadjAd326PbWP1bCBazt02ur7u+f2UhSSZBjjOMrrYUuLIAhYWloCIOoPefNrry4jInd/4SGSJGfvrLo23QzDBcYwHuB7yrtzyb69rK2ssbai7utarYoQIbYeLmzHRiDJtCdHuDbL68vEyZAdszsAeMvb3saHP/A+ljrqeRxGA+pz26kHyjOfJTG+7VGoR4vpSZeTx87i6Pte2jbDaIBsKE9NmuYgbI4eO1G+bk1OcuDqqwDYsXcPmWWT2wKhH5Vqo0EtqNDR+/CxD38Q3/OpBiqqdcPzbiTLCgod9XJtizSJSXT0MY5TLBcGKK9YkqSkaUKS6uihpaKho4jmzp27+L3//F95ZtqXpf8r/jevjMFw4WELC1fPm1g+r37tj/C/PvcgAPuvOsjDj9zPxLiaowJHMFZrkeuI+tYtO3jyyDewxRL1hvJ6f+Heu5meniKK1LM48tpWKmounhgf47d/63cZaykPeKNZYWX5CJ/6lBovrDxj/95dVGvK637ooYfpxylppga1RmMMKwfHUXP1lO8xMb0FP7A5fuJhAJ48/DCykuHX1LznyzEqlZBe1NNHbTHeGqfXU/vYjfq0GjWSgRonfcfmxMlTJHq8mbQE3W6XXbvUmLl9egu247K+vg5AJQwZr9dJk5TVVTUWD6KIyclJenq+T+OEer1eeu6zvCAjotdXXvWZ2R0kSUJNKyh6vR6NZoNmqwUo9cFwOCSsK/ug5QcIYZHESkmwsDDPT/zEj/P+938AgNe//vXs3LmTQkpGapM4yciypLQ5T55aIAwDHEe9Pnt2ARAcOHAAgKuuuoqiyNnYUBGPk8ef5uzCEsvavjh19jRHjxznpptUZGhyapoDBw7y4hffos+yIAgCHnjwq6Vdm2UZ0TAiy3TEI+5huwGBjsqura2R5wWuq+ymc23fb8V5YfTnea5DKmBZNpZlkWXqtZQFWS5L49myLBB2Ke8Z0e/3S5mK7zkIYWHbm4EMIWxsR50YS0jSImdeG9C1RgNBTtRXF21qsoVAUtPG7TCOqTqbIe04GeJ4Aa5Q+5QMYtyKQ0FeLl48z8XzPAq9D7Kwcb2QTlfd3FGnzTCWeCO5ADmubRNoec/y6grZoIelb7QceOrpowi9PcdxSYucIhstMgShX6UoMkZBY9t1kJZgOFogFTmBF2BpWUueqwVAP9YSoiTFtm0yfS2KoqBf9ClGobY8x/cDYv1wjE2MEwQeMLp2PlEaY5fXJsNxbLJ0WP6mEDkbnTWa2mhvjDWQFMSJOi9xnDAcSHItW5JSkCYFrr7+gRPie2F5LYKwQrwxwNbbJ0tZ67QpEPplRuiHjLcmqIbq3K6trWDbLtccVKHU06dPcfToUQZDdVzXHtzHwul5Rifyzi9+E8OFhUQy1AN96HtMTE+R6nsqGkRIKanWtMGeptiWQGr5X2FbRMOUQXuVjp6M9mzfwRvf+mMc+tohAB597DHS5WXiNRWydR2b2S3bqOrwa3ujw/EjZxj01bPX2YjUs6ifnXa/S7u7Ti9TkoG5Xbt4/gteyJbZWQCcIGCQpmoM086FD//pe5jbtZvbXv1aAH76X/0S93/xbp54WO1To1HBcQKk3maWx4ShQ+ipZyPLPIo8I9erCCd0SLO0nDBc1yNJh6Wc6OiTx0lTNfWVIh6R61fW6EQb/lHowVmYE3chUeQxkxNbAIiyjNbUBFoFS70+TiEFkTZM3arHzNgYxxeOA3DZZQeo15rs3ntVKUuReQa2zZ/9+UcBeMdPvIVOOyKK+gB0g1Ps2rmFr3/9EQDm5uZI0ojpabWwWFle4OFHH2eQ6CdTCOI4p9dV++AEFZLM4sC+KwC4ZP8lTE6Nsbx6hIcfUZIR36tx6/NfwkNaQjIcRkgo7QUhBFOTk6RaQrRj907OnjwNmXr219rrtKYmyVP1fqtWZ2ZsgjBUTogsy/BtB6mdCGfOnKU11iLPJDMzW9U2VlZp2xaep05mmidsdDbobignnuX6VC2X5sSk2ifLJs0KYi2tGR8fBwFyZOsJqDTqpS04HMbEw5g0VWNio1Hn5Okz3PYK1efrYx//K97wutcyMTlVOgWFJTh8+Diplvfe+pJbCQK/tO1mZ5eYmBgvpdUrKyscPXpE20IQRT3WVpfK9y3LYazVKhcRN930fIqiwNUS5ZGte+ONN3LHHXcAMD9/lnvv+wqerfZhduskS8srLCwslMfVajVLx3a7re6r58L5YfTLglzfGJalNPOjicdxbGzHohwsUcboSF8lhCDPc4QQ5Sop1d720UUKgoBKpUJ+jgfsaw98hThWN85ll1/KqVMnmJ5SWllZxIjcQuajnIABtmuRrWnduefRCKrYWmfWajTIJRRS4mvDwXEcPN9nqL3EwnbZe8mlJHpCfuzrD1KphHi+ugQ/8NJXce8Xv0RnXV08y3Eo8qQ0RJI8Q+hjB+WVdzybYrR9yyIrEoRlUcjNBZQQYjOKIgQFEkc/IK6jPHuONtLTJMHKcjxbvc5zSZ5lWGK0WLKo1qrlIsB1XYQlaDSVoRMXVWR7FStX2+8NughhURRFedxCCNI0pr2hjKVMphRFUUYLLMvCxdnM6QBc1yFw1aCw0Wlj2y7VqvrN5eXjnDh+ioZeLA2iAb2N7ig5BLtWwwoqhF6NTlsNJLVqg02PJezcuRcLm+PHlRdlrDlOazxhfkl5KD7w/t/DcGFhn5Pnk2UZEsmWrWqi6XY7LC7Mk+b6edZRwlEOgLRtZXQP+mSJui+XNlaYGRvnmuuUJ96xLT5/910cPaqihde84PlUms3yWfJdj107Z/nqfcobGMeSSmOsXGCHjRp7ts9geWqimJ3bye79l5YTrHAsPv2hDyERvObNPwrAa97ydkLfY1VH4rZOTYHt0tF5BLVowORElbHWhDoOmdHrrBNH6v1kKPEqTVLUsyj1uRF6ESClpBJWGERqXPzUpz4NjoNAYunxuciLc4fiZwdmv2dwHEd74f6BnIZzc9Gkh1qK6giJNLkQFxJpP2PNUXPWRrfHu9/908Rd5TS4/JIbieIYu6MehGZtgmqryixqAV8JbHbPbuHlL38dh58+CkAYVkmShJ/9uXcCEMcxlbqLbavx4Nf/48/SGm9Qq6t5z7EFrlcp8/XGWpOspeu0l1cACPyAjY0+rqMM7smZOV720leUUTrHGhBF8zz40F3s2XEJAO9618/xf737X+HX1W+OjY+xsLDIpZcrNcLxEyeQuWRyQo0nR44cZbLaYv+VysN975e+TJwOmNEGucwLkiTBddQYKJEsLC0w0AZ6GAT0+z0sYbOo9fK25RDHEVIbvp7rgW2zfU5FC6JhTC4FQ20fYLtMTM3gTarz0m53sFyHgY5GeJ5HHKf42pkqpfKCezpK0+/3mZqaKM/j297+Vv7yL27nLW95S3mtLctiy5Ypul0VUV1ZWWF6egqhHYtpmvL4449TCVUU5tLL9nHZZZdRq472qU0UDUpnSrVaZW1tjbqOPEspydMMoRUWQgiyPCeLYzodZaNc97zn0e1HXHu1ulbD/oa2/dQ2W60Ww8GgzF2sVGo8V4ym32AwGAwGg8FguMg5Lzz9RZ6XK9I4SbFtB9sZefod8nNWOEWRa91pXr4vJdrzr71Reluu3kaeZ/SjPr72qkdZqlaEujLOZZdewqGHvkKtojV70oECholaDQ4GXZp+E0c7aVbnF0BCq6F0ZMKyyNMM3/eJ9Io1lwVJnOHp1aDlBlTrdVZPPAVAr9um1awSaE/fY48+ih1YOKjVX6/XZSAz0J59LwjIiqwMlTVaLfr9dunRllKSpurcFdqLJCyQFkipVphWIRjEMZY+PwkCx7ZLGYvjupBkZXguz1XVIEeHoaqVGq6/WQVHXQurjMpkyZACSPORJ1HSjzawbausruO6LlIWuKPKObnSUo90x47lgS3x9HkpihzPtel21/UxefR6XRYX59X3hUdRSHxf7fPc3G62bcs5cvSwvhckFJKiiMsqQ67rMYxjduxQ0QJbWExNzbC6quRdvUFCWB/jJ9+gMvz3XapCpIYLB8dVUhaFur9H+TZBGLJ1dhsr2ku2vLpCo17H1p5+y3MIbAvXsUm1Z77d69BtrzOrw9IHDl5F4dj0MnVP1Ws1HN8rQ8JxNKAWuuUYMrf7UsJagxWdazI2Pcmuvbvp6zFIioK//cQdLC0qyeFb3vkuXv/mt9Ht90utqWNJ0jylr3XAZ+YXwHboDNRxVTe62AJ27timjjOw2LtnK8uLKiQc9RLiQUFPSwgKS5CmCWI0YIqC0PJLqdy1V13N5LZp/vZ/3llKIwd5ocbXUaLB94S+38JxNiWnQgiyTOoo6t/zFcEzXGpq/DM+tguV6ekZ3Kq6fl6lzomnlsro88OPfgXLliR6LChkwfGTJxBSzUlPHnmCdmdIrbWNbVvV/L44fxIhUwLtqfV9nyStcNUVl6nXjsXSwiJzc9vVDggLhKTd3tDvB3TaEaMhLk5iBIIdu5SXfsfeK+j326y1zwLQrDsceuirVPwGnpb7/cav/yrXHDzAN3W0st/u0mjUGGovuGM51BstTp86CUC1UmFpdYWNBx/Qv5liScFQRxL37t1D3I3K5+TpE8ep1WqlKuPaq6/miW88QaMSEuk8IlnkeIVNvamiCUkSs7K0iJwalQuzwfXLPELH90nTnDhWXnjHsUiGCYGOLjiOi2W5ZFpZYFs2TuCXXnvPdxGWXSoDOp02b3zjm/j85z/Py19+m77aksB3AWW7nT17lksu2cdjj30DUNHR7dvnGETqGBqNGl/+8iPs37dTnZeoTSX0GWibxrZtkn7KmqtsmDROiOMhVX1McRxTyAzP8xgfV3mEw3RAQI4fqHss6m5QFNDReQPt9jpZltHKlQ3a19He58J5YfTneY7jKCPPsqxSjwWQF5KikOckKugSnnpiKgpZLgBGRr8q82khtDGKVLbxSAdmCUm3s8HUjApLRVEPmSekidpmGIRIIUt5wOTENFHUpddR0hvX9Qh8v9zPNMvL/Q70RXIclzyDQOtxt81tZ319jVPHngagWg2oBII9e1X4Zm1ljXavQ6yf4iiLkY5Nrg9bZikIyjBVvVknibsUWkqTFwVSSkSRlyX6pJbujDR3tiMIPbeco5M0AREi9fnLswzfdRgZSZ7t4HkeqX6ACnKyNCHUN+va+grVSkhYrZTXzgt8kkLd7K50kUWC7/ulpq5AUmSSodQDZFGQF0VZulAWDp7jEerzmKSJKjs4kmokqRpkpDrubVt3c/31N6HtNYoi5/jxYzTq6mHYsmUrZ8+eYRjPM9FS1zseDmnUm6WsNs1SAq9CphdcL33FawjDGtu3qKSr3/61d/PBv74Pw4WDRC06QWlUbQG2q56dPC8Iw7CU+6yt2LTX18t7znc9PNfF8n029ESexAlrSwtkWtK3vLbKZVdeyVA/r8N4SDIcbMrv4gTXFbzuh94AwBt++Ee450v3cfe99wOw3m6z8uWvcFxPuLf90A9x4y23MKZzXdI4pZDgOw6pnkTTJFGlgPUiQKY5Bw5cxSMPPgRANujjuwEzuqRnoxlQr7uMj6nJKxnmnDm9jLWs5Xq2Q56nJFrmGPUGjI+P0eupCXLcC9nSCvn5n3pb6Uj5xF9/hlML82Rop4xtl0bC+cW3T3ckBGTZZl5ZlmVY1sgfM5qXJGpxoIyPLI/VOFtOW7mqtqAHX1Or88Li9OmzzO1WRl2eZcxM7eT402qBvnPHPm699SV88e47AWhO1qk3x4m1tnfnzjl27b2OY6dXSrlgISze8RO/wO23/3f1OoeX/8Ar+R/vVVLSJM+45uqb8H01154+e4TFlUWGA3VP+yKmvd4v5UCDLGZ216Vcd9OtAAyjVU6f+QYnTirnl+vCtq3b6PUGZT5ko1lhYXkZx1P39Vi9SS8bqPkWVYpyeXkZt5ybwfEClpaVvNC1Hea2bmPYU06EpcUlZJKV4+jk+AS9fo81ncj72GOPUyQpltb+A/QGEVPjE3R7yhlSr9WJ4iHT+lkbDjNsRxKMSn7XW0gpyoWElFLZF9pG8WwHmcfl624SEYZhKd1M0pQ8H5a2XSUM6Pe77N2zl2PaNpubm2N8fJyNjtqnopB87GMf5RWveCWg8g6TOGH2EiXfiqIerpBEIxllnFOt1tirbbvD3zxMo9mkl6pxstdps7reLstvSikR2AzvF//3AAAgAElEQVQHCTPTak7q9zfoppKoq87t2uoacRxrB7gebWyHLPvHO1zOC6PfcbzSgJZSlhMnUF6cUbWXPFcG9qgsf17kz1gkgDIkPW9T02tZumK1NsA7nTZJmnLllUqfe+bsSaDA0u+319t4rosU6sbyvIBetyCsqRuvFlYZ9DYTh/Nc4roug0GkNGkobVqcS1Lt4Z6d28nCyhp3/s9PALB1apLZbbM8dVRp/ITrsNHvUejFTW4r/f3IgLcsVYN/lGQrZUZhCYS+mYssKz2Vo/2yHQcpJbY1OoeQ5WlZdUggSOIBrrtZM19aYpSXi+3bCGszJ2D0/yMjQUiLXndArLXRwhbUx5tUGsp7EUU9Ntqq5m6uDRc/CNgys4WefsiHwyGO4xDowS3PBc1mi4r2gKytrqgFlaXOq+/Z5JmkWlGGjOs4pPGgnGzX1tusr7UZn1CGz/T0Vk6fPkMWxazlarBqNFrMzGxhqD2kRZZw8vRZrjl4EID9Vx7kA+99H08/oaocTOrjMVw4ZFmGo58Hx3ZA5uTagHf9kCyT+Dp5bMvWWUIvZHFJRY+QYFs+jm0jtDMiGyZUW+OketzpDAYsra0wtU0P0sMhwyxlVJSq3+/RqFS4/kU3A7D/6sv54B138Pm7/haAKw5ez6WXX8aN36cqOiysrPDUk0cZ13WnszhBAvVmk0RHzpzAJy8kqXZe2LbPw48/US7ifctnrDpWLrD37r6CohiwVS9eh4OEyZkJFhZVPepBL8Z27LKqUbfTgyJjpqaSBSenprBJcF0LTyfB/9hb38hqp8fHPvEptd86sezbjTgngvmtP4zyCHLuPDBKOP6no+YeexR0xbZtPM8lHg7PmYdchJBI8axJWJ7zD0uU1+p7MA3igqYWVlicV0Z+L06Y236QN73xNYAqJjEzPc2yfhZ8r0u706bfVwbb4aMhr37NK8nDBpFOUF1eXuF3fvfXEXpeu/raK0njHu2FJwF4/g0vxPdbPPKYygnqddu4lsearlI3yHIKadPtqqjftdfexHU3vZDpLSrZ+LN33c1Xv/JVDj5P1Yq3C4j6A5rNZlkxaH29Tb1epdtV23Q8m7HmOPPz6jimpqfpdrpsaJ25g83eXfsQsRpXm7UK3fUOge654zoOq2ttKjrDWQhlB1179dWAUnQErk97ZbVUMIDAtSwCHX3IrYTZ7VvLvKI0zan7Pn1tL4TVBgIbT8/3CMgLlXwLKsriOA7oMbKi+56M+vp4vq0rCI4KrvhkacbEVIsv3PNFQI05e/buK7+bpRnT0zN85CMfAeBd73oXvV6vXHh0uz2uunI/S3pcdV2Xet3lab2IaDabuI7PwuNPACoCEviVMiJSFKoapeM4pHqO8ooat77kZg5/QxVp8ANfFblxNnsqCSFw9RyGeO6mvIk3GgwGg8FgMBgMFznnhaffOsebPGLk2Rdi5E0/p/OsZW3WeUeWn9/suHtux0gdPhGSotisIFOtVtih9XLzZ46CzFhfV6tJ3w1YXV8ta+bmWYIlLRxdE7XdXqcaVkudepZlWtqzGUYS0iGoOOR6BXbi1CnSZFCWharXqywsLBJL3fU1yZC2AFd7qwqJZ9nYvg5LxQlxEpfnKU6GJKNSnKC8SJbFuSLToihUyc+R16wokFJsropTcIXA0tED2xIMBkMcvc/CD5SDaqR1tiziJMbWJbsCPyBJ41I/VwurRFGvLCtarQQgW6ysLJc10K0kZTCM2LFDZed3Oh2SJCHR12ZmcisyR3UCRnW3s4VNRXv28wwa9TEcHdbsdjsI3asBoMgzxscmyhDliRMncB2XQTwsaxr7vk+eF0itnVo4s8TU+BQ7tyot9H/7f3+TYbdNU+d4hI4Jxl9oSElZstO2BQKXvtayI1xsx8G2RlWoHCamNku2ra6tMIwT2hvtUspWCIHl+5vq9bxgo9/DXlcVPXLLQtqCNNksNXt2eYN/9+o3AvCZuz7Fm9/8xlKW9sCDX2dteZWu1mgeP3GM+VMLeNoPUwsrVCohQa2K0ONOtVmn0Wgi9DZiL6CzvEpNd6vOswFxlHD/vV8BYGKsxpatE6SJun/90Oeqa65idk2F25eXVthYX0fqMag1VsNClHJAIcB3Q9I4YaCje2cXVvizP/8orq+2GbgusUxIv83FaL6lh19YPHP6KvhOdwcWevuvffUrybKUv/n0Z8uIZJwU5HlGoeVfSJ6p4ZE2wioQ9qjT/Hd0Vw3fZvKiKD3atfFpBoMeda0LT9KCY8fPsLqhO2M/8SBbt05RCdR40un1qDWrDHKbrrYZ9l5yCfsuu4xcR+WiOGPhzON0umo82H/VNTz8yCEaev6/+soXcudn7yHVz2YSF6TDjFf94A8BKjjv1SwOP/UlANb6T7J99wyx1pVPNsewEFSCsKwQs2P7duJ0QDMfdcP1OTs/X3Yh73X7rK+3n1Gtb2VxhQMHVI7b+tISMsuZGJ/U37cgyXG1rNqvVLFrjbJz7WRrHEcIKtu2ls+J67rquRn18RkOobDLnKFarcpwGOMIFZ049vRxLtl3aWnDJFlKEAT4vrIXer1Iy7u1jZMXZPlmHyil+qCMwqSJkh8PewnXXnstAJ/97J0EfkBrTEmEK9UKtuOVEdQPf/hD3HbbKzh06GsAzM5up14LyqqJx54+RncYs3u36uvk2z5JLktJetQf0myMleelkBkCizS1ee2rVfQorFX58pfvwx0pP5ICx3fIis3zlqZpuY1nq13+Ic4Lo1/p9DdHQWXUb74eafQBbNvSzWNG0h1bJ/ZuLhSU/l+UJTelUJKh0aSepDE7d+3k8OHH1DYt9RujkFGSJriuUxqzg0Gf0A0odGy/GlYI/IBYJ+3Ztk0URXiei6vlPcLOEZbHC265FYAoTvno7f+9NKD7URcRCGIduh/kMcK1SVOdtOd5oG9YUAnLaZKUsZm11TWklM8wyIUlkOfMNJYUJHGM746aili6AdWoLreLY9kUur24FMqQL+U+to3reTR0y+wsTVlvr2NrvV2cxGDJUtKQF5J+1MPSE1unSNlor2NZVllCq0gKlfCsQ4ygFnEVS5caG5+mVm0w0PWGUzfFdV0CbfQ3GxMMh/EzmpokSVI26wIL1/XKRhmtRotqpYZjC449rcJtnU6fTidCoH7zwGWXISj4q4+omsmra4sEoYelz1NQG8NwYeF5Hsmo3G2iytu6uolVgYQ8J0Vr47FxLEGzqa6z7VisrqwyjGLWdeJctVF7xsBqu2C5Duv6PhumKWvrPX7/Tz4MwM+8403s2zvH7/2nXwTALQqGG30iPeG6QrBw6nSZXFzkKTPNRqmPnZ2a0AuXmEgnoW0sL7PkuKW+fnZ2B6HjUoQ6nO5bWEIidIOe++97gJte8DwaLbVwGSQJOAuMT6jj9IIZpifHqejvLy8vkwxjWg31fr8fUa836A8Sjp8+DcAHP/pJ3MAh0nplQfJtT+O17c0+LGps7Zc+HN/zsCyPKB7y9xr5ouAZApp/rJamTAcYjaXqvFq22tDYeJM/+/OP8M53/CinTqnSg9944klOnjzDKPVMsllQotyNXCAcbXw89znacB7g2h7VQD1HnUGE74cMBiOnm8+DDx4qy1LHRcFSex0KLb3F5t/84k8zv7TBtdc8HwDHrvPWt72Fuk7c9G2P++/5GtPblE58ZWWNas1HemrMuuvOL1DkonQaRIMht9z8MqSe25uVlMceuZtjWsMf1AMmp0OmxpS0b7DRJwyVAT2um4iJomB1eYW4q8bBQZIqGfTIFkslrXqTqKfm4ppfxXN8jh9TxUhcYeNYNt3RGBn4eLYom1i5rkvoh7R0Q6mo06XaarG+vl6WAe33+9iFS1f3Q8lzSRhWsW2/PPeN8Wne9PafAeCTH/+gOn/aBpFCOze1HVSrVej3+4xpg70TDam4lbKcu+M4hGFY5l5KKYn6EUHgl42uDh48yFNPP8XOnSqHY2JiEltYNEbSyyzjnnvuLh2X82dPkKVRWfL77NmzHDx4sJRJkUtyYZd21ahIyWjh8YUv3s36+jq+59LvqHNZ5IKgHpLpPkzNeh1bCGK98LBsm/6gx4Ru7jo3u53nynlh9J9r8Jf12c/5/zzPnpG4AZsrm6LIKQqeVUnB0vVZN7XoQmx6rHsbba696nK++c1HAej3Vwk9r7xZ19eXqVarDHVljWpQUVnh5X4KbK2pGm1/OBiQZSnjLe1xpsBxPFo6YeXprz9ENBggdGUdO3SRliSTeuDIpaotPjLihaBw5GalnFyqmvfWKKlP63z1zY+u9arq2m9WvrGFVVb8cR1HaZ1dXZ0nzUGqjHaAbBATBlUKuVm3W7J5k2ZZhmM7pRfdtm2lf3ZGjbcEruOVuRBRt0deFFi2Xe6nY9v4vk8lrJT7bWGr1T0QehUCp0JnlJ1vebh2UBoyw/4A4djltVRJdVapSwyCClkGW3WSput6CNtiY61NMlDnLgxdJia3ctW1agDuri5zxwdvB/1ACUcyGAyY1oPjP6bbneH8oFpr4MQjT4qkyLNz8oYKLGGV0ScpJdIWBNqr37CbOI5Ls9bkzIKqfpGLAuE4ZZKaJaEbxfzBez4EwPfffC3XXXMFv////JLaZiHJk01PzHv+63/hqafO0tOet0qlRVEIpvRCIwx94mHE5KWq+sZNN9zIwvwi3W6n7MDb70fqedKTh2Nb1GsuDd11s9tVUQ1HqvfPnFjgybFjXH2N0tQGlZBeNyIbNaqpVgjDgN17dgGq9nPUjxjoJkOTUzOkccajhw/x/r9Qx1nklI3v4DujTc/znBufp/Jr0iQijhOeOqIm1GGa4PtQCVyiQaK/oY38f8pjeq7QVYIQTjnG5HmB57mQj5K6Y15y8030ez3CQI2d111zBVtmpnnkYZUHlGS6atgzfkSUY2sRY7iA8N2A1TX1HCZk+ME0O7RR2Gln1GpVwkwbotIijnOadfUcdvsRk5MThFXBw4+oKNyZMyt89OPv45d+6VcAWJw/RrPaYaOtKorNLy7h2ClnTuscgNUOhRQMEvXEveMnfw7H80lT9fkv33cnlaZPL1ZRPL8+Q6e3QVVX4qs3GpAXdLudMg9nbnYbu3btZGFRdY5d2VjFrwRlNb7+RkQhs7LuvpCCOIqp+Gru3n/JpTz5zcNllcS52W0kg6g0ZoNKSLVSVfM7ENNTBvHVV3P6jFosR/0hvWhY2ge2J+j1BjRqOoev4nLZ/v184P3vBWCsVaPT7ZRNTSvVCpZllw5fx3EYGxtTHc8BhwH1MCj1857n4zh26YT0PK/MIx0tBFqt6/j85+/hqafU4sayLKampvB8dRzNRo2TJ08i2FH+5sLCAidOHAdg167d2JZFXdfOb/f6bHT77Ny5B4AtW7Zg2zZHjqqmn6dPn1J2Xq2GpZ0dws5VVEIvHFfW2rRaDTrRaE4D17U5fOQYAKvtPm/luWE0/QaDwWAwGAwGw0XOeeHpP7daj2VZWJZV/k1Kqb32mzIWKYvyfSEsLe95dtUEWUqEhAApc7Kypm1EWAmYnFAhoJ1z00RRj/kzKoTdbDbLTr8AwpKqTnU+8rrnxMm5eipLlZbUMiP1JZudey4t224ffuxhVheXGWupVXJSpAjLKvXvFBYFm3KdXCZINj39ynsuS9ea+twzK+vkeY5j26VkQACOFHh69WghsCxHefgBx3bJ0s1eAIWUVKpV2m3lLaiEFYQQDLSUxnVdqrUaUn9+MBggKaiEytMoHBWV6Q56evsegW9h2xZC6tV+HFOrNgl1NRDbsWiGY3Q7yjsgcwsbl4kpXU715EAfp5ZqDFOiwXoZZfGrFeJ4eE7uRwRIqtXp8lawHZtjKytlF77tW3dwzRU30NPSjDvu+Diu7+PpHI5OtEHob3oHSp2u4YIhGkRMjKsoW7Vaodvtbj4XloAiR+i8EVkUZIUk0l0fiywjCALq9VpZsevkqVPEwyH/7QMfB+D6g5dz4/X7+fe/+Ha1DQGVag1fa7ylFFBI6kqVxr7+gGPHzlLRUTOrkGRZXpaNDYOQeBgxt28XAK974xs4dfwkcX9Ae0ONIasb65xdXKDXUc9jPOiTRBFSexRrrQYCq6x80ZqY4PDhp3n6pBrXLt2/j7kdWxlraLmP31PdtK1NuV+1WsO21HkJgip/+r4P8Ok776GQo6niW3Sh/ScSBAFJPMTVEU0cwVhrmildjevyK67k0KFDPPLwo6XGvuL5xFm6Wc5uVCN/FIb4O8MRAlFW+xFI0mdU35RkWLpykxCqS/wbf/jVAPR7HWYmx1ldXWW8pcvuFQU75ma47NLXAfCJT3yawSAmyUcl9nKEZeEIXXXkO5x/YPj2YgkHoTuqriwsEQ1cooHywheFy7ZtWzlxUtWzR1rIAtq65GPfsRkmKbVqQKOm9e67q2zddhn3f+VvAGjUXZYW2kxouY8UOdFQcnZJVdaK84Jc2vzuf/4TAJ58+nFmt2/nL/5cVQMMqoI0G5LrEo793hC/IugN1LxqS5u4O6TeqDPmKbvni1+6j/2XXVrm0xVZjpVLwkDd90MvwbMryEJFuMKgyuL8Eo6ee/Mso16tEmgPuC1zamEFXz83UkhsYZcylyAMCKoBTz71VBmBsAOPwSCi6o7kPBa79+0gGkmO4pRMCg5ccSkAGxsb1Gq1UtuOVOWSR72FiqIgTVMS3dlc1cIXpRdfCKG7aavvx3FCGIbkeV5KgOr1Ore+5MXcd9+XATh06AEOHrymrDg4O7uTmZktfP3rqrLOi198K08cfoJqVdk0p0+fotft0qqoa1lttjh48AaGsdqnubk5BoMBzdb/z957B9l23Pedn3P6pJtn7sQ36eWADBAgACYwSwwixGRSYSXvihJVXssKZau00soluVaW17LsWnu3TFGSTctWsESJFAmKGQSJRCQCJPLLMy9NnpvDSX32j+7Tdx5VdEHr1S6gmt9fGMybe/uE7v717/cN6t8PBn1eeOFFsizjuRdU9X//0hLCK+Dr7vPs2BgIQa2u8sPT585z0y23Gq+ow4eO8FLjZZH0wyipV22aqxsQu4kZoOSXMgNByaFAo4RZ/Q27EmKJZWGS2UMHD3PlyiUirZvqxRYWmcGuyzSl2+saspUQAtdxiTW+ynZsMivG15r57XYHC4twOGSgXxzXDzhy9ASnzi4DsHLuDHE45PJlJeu0eHg/KTHCUS+j5/kgLPbNKjLp+ZVTJElizBnIQFoYu2p9gaQauiM0iVdBmUawI8dz1WcDSIktLFKNPYzjGKSN0K9BrTxOtVol0skRljLLyKUPpVR4/PyA5XpKatUvqPvQD3u4qUNRy2+uN9cQnsCyHbJY/U3gF+l1+kznWMNORELK9JS67miQIGPJIFSJTRAEWNhm306lMkHLyUXRYIhj2wh7JFNaqVTMs4/TBDtJcByXCQ3XOXToCGfOnuThh5REl+dkYCdYGke4tP8A8WC0kNh/GxiGvfhbjeeff559swritbS0SKVaxRmod6rf72ELG6GTvswWJHFk5HU91yVNMyzX4uOfUDyPWrXE7a86zkd+XBGtXE8QDwfka1WtNsZ4tUqs54btOBSKJZOAH7/2OC+cusD6uiL+bu90cYRHV7fCC6UCYZSwX5O/MifD8lLGKmVq+1RiecA6yPFum0xv7GG/x+bGhiksbG+3Wd/YohSo+Zymkhl/gZaGvl28sk6vM2BM28Uf3D+HkILCuCpEZBLFUdCSvi88f5L7HnoY13MJNe/newN68gT6vy+ZDcMQ2xaUKznuOGQQxsZzZXN9lWNHjzA9PcnFCxcBOH3yHJ5lkYN9koxcNn805L9GrLWNjwNY6qTwXeThVPOrMgmujZEdLngOtgX3fuNRfuSD71TfGYV4tsVQm7m9451vpdcLeeAhlTg4nsBxXLY31POfmq7/d92nvfj/NmzfIdDwwEJQYmNrg60tBYvZN3MYMkFR7xeZJcjS2MhEWpag3e0jXBdXw8HGJmZpt3YMdHZnR0GCGk2dH8xNYYkifkEXv8ItbNfj7HmVFH7283/G7/zOx/jkp9S87HZ6JGlGfVIVOtI0JhqmONqvhjhjdt8+dnZ2jFTxdddfS6mkBEUAbrrxRp555hmz7znYWKnkwH61JjWbTQ4fOEBrS73D7XaborCZHFPfIayMZrNtCh+9QZ/B5jY1nVdVazUurK0y6PSZm1PQqO1LK6SZpNdVa7PtCIrFMstnlLzl+Mwklm3jaUjRpF+g3+1g5xxPVxAnsSnQCqE4nrYWI9nY3KBUGyfQfK4oCrEsmzhW87RYLFGpVAjDoRknmVqH5maU/KlvOTz7nSf5gbvvBqDRHOB5LrP7FI7+/gce4AMf+ACf+syn1Rg8h83GgKn6IgCvuvVOmhvbHD9+3IxRCIHUOdEdd7yGjfUrNBsNrj2utP3PLl/ghhtv5uFvKjjYt1vPUa6U+PCHPwzAq29/A7/9f/xb/vxPFewyLyW8lHjZJP0jNR5LE3VV5A9zd0KfZaMKeL6S7052FelXGtMuy8oQwmFD43Nve+f3s7JyEsfo18ur/l44DvX6BFcuX9DfHeB5rtGf3drapFwsYtt6g7cUVtO2bCxLTeKphf0kEs7pl7fTbuE5Dk6gXt5h1Md2bPKtKpEpSME5PalllmHZtqmqq38jDSY0v+Ycp5ykKUITc3NmO5aFsIUx93GEjUwSPJHjxmxkgsHsCT+j020YEh1Y+J5vDh5JkuC5riHyOo5DmqZm4Sr4RdbXQ2yNz58Yn1IVLsumrysOFhZIi41VVcFAWiyfW2ZpSS0C8wsL7LQ3jQOfZQ1Vp8fKMX9qHDLOkxBIZEZFL1SlYpkwjBlkufuqz3AwwEbw6tsUhv9r991LHCc4nuaFpCljtRozk4pE1Wo0yKQgGqpnU9Vj2YtXThQLRXa0sk4YhRw6eICyrsTYtkWz2UBohQghVEKWc1P+4I8+TTgM+Qcf/WF+8ef/JwAuX7rClfUrCN1RiroDRJqZilGlUKRgO1hSzbXxep0Ey7zHO80m80tznFlWa4rjC5JEInT1MExi1tYuc3BJHVTa7SskckB3EJo10HVdHBe8ghrDdH2SmbkJUksdVp/6zvMU6uMU9CF8bm6GzUabde3yO+wOIYppajfr1SubrK2uI4pqbr369lspFUt883HluFksVTly6AjPPvP81TfXYpRA/zUW73/bFGu3ldXuGHmepEgp6etDxsLkOHa7Y3DCYTSgXClSCDymp1WCszS7xMbmJifPKo3zZqdHBga3OxyEVw8rA3U42XURma0MtHaHHI15YnLCcHu0TATveMtrDD9CCEF/MMzNzXFcj2q1wN0/oFw+n372WV544SQ5F/zEiZdemduL///D812auoMtHI9CkBnunO97LC0doFxRc336uXl2ti6PDCklDOM+MzNT5qB54dKaKqJptT4hBIMwMrzC5cc2uOPW1/HL/+s/B+BjH/93CJHwl/d8AoB2b51f+dW/z3hNK3dFRWzfoacNopSinW+KZ9OzY/R6LdI0oVpVRYTVVbUO5Go+J188TVAokehk1Hd9arWKcbNNkhSyyOjXu47L7ESNUHMf6xN1pFQCBwDNdpvZ+Xksbf518tx5bMujVKvz0GNqjfn7P/kP+dI9f8GaXqMWFxZ4/NHHDNF3a3ubYrFEq6nGUCwVNQs+L+iOeH15SKn8mwCCoEC/1cbVE69YLNHv98za4LqO4QMaLkOvq9xxx1Sl/sihQ3ztvi/zO7+ruiwf/MCHCfyAsj5QBUHAX/zFn/OhH/4hAH7nY7/PiRPXsHBEzfHLly9xw7XXE+gcJYojJV6i76OUkvf94Af5rf/9X7L/gDpIXHftCe772ld5z92qyPSpv7yH/+v//Pd87GO/A8CffvI3mF3cz5U1dfBcnJlGvERO08si6b/ahTcjTSXfTegdJfkKtrP790kSY1k2qa7UCYurHHU9z6XT6ZjKfZJEkCXmUBDGmqSi3fI816Pd7o5O7qkkS1Lcokp+Z6anGPSHpvoVxzEyldiOQOovufaaGxivTzChlTOiYR+yAb5mstuuUiHK4T1WlpFl6Qi24rrIXVo8mQUkmSET5wRbNyfZxjG2EKRpSqyTBMeySMlwctJzluEJB1snLsJysGzbvCxRGGN7NpWSVqtJJVGamMq+7ys77BHBLcV1XdMWA9jZadLpqMpj4AdYAnw/MBKbru2BZZlqQ7PZxHEcNjbUy1uuVPD9gllofM+lPxgg9EEkiiJVcdv1XsRpSkmTZpJEEkWxSdjjYUKjscPc/AL3fFa1Qmv1Mp7vG+vqen2cufkFVi+vmeftCEGgD3mIPerLKy2iOCbQC3un3eb88nkOH1Ik2VK5TKFQYHNLkeDuuedezpxd4Z/83EcA+LEfulv1ltKEKF8jhkPCQR9Py/Y5WMg0xdXE/LDTZdju8tyL6pB/zS03kdg2lia5bWztgEgY15W4Xj9k2AtBH0631reZmR3nyCFdVett4jgOURThuvn8DQmHMf2c3O/7ZMIj02vA+dU1HM/D0RKzkwvT7Dt6gPOa7GVlGXaa0NpSXbWNtVUtWafm1vLyRZ4/+YLpiDpugzQecNP113DqtHIOTu2MYZiyu0h+dQZvc3W1XxVg8vhex4HdxR3btnn2OVX8OPC2NxB4kZEeHLQ7pJUyE/UxWjvq+Q3DHuO1Mne8WknuDeKEx5940nQDPdcliuKrvk8Ne9doRAap3oOsdDeSEt+1ecMb7iDTB7pUZghpUamUWb6skpWDi3PYtkC4I7K4TGOj5nPdNce47sRxmg1trjTsfY87sRcvx+jHIaGGxY6PjVGtQrenigq2fZhSqUCG6t7Mz++nubNu3FIz28J1XJ57+grFilaREQG+5xMn6i3r9QdkZCSR2nOuvfYObr39LXz5q/cC8L73/hB/9McfZ2afqvwvlsfZ3DhPOYet2Bmlosf0pBrDRmNHO0L5xQsAACAASURBVL2qF3Bzq0G9NIZlWzz3wnMAdNvKYPSOO24H4Ny5c8zNTrOzk1+XTZTEytwQlW840jH7e9ht0XVHOUk/TAijmJ42EMtSSZqkbG6NTKs8N0CmElfvrYtLxzh8+KAR3lhbW0Omkq4+SNTqkxSLFQaD0eHasjCF4STJtKmqljEOQ4KgZHIWz3MpFkp0O+rA5rkK+ZAf4JNE5TBCjNQaXdcliiL2H1FE3XMnT3PjjTdyZVORjz//hc/wfd/3bqw0zwsks7OzfOIT/wmAO++8A5k5BlJ0zTXXUC6WGGj4aBInplAKKof99X/xm/zyL/8yX/icgnu1ui3271/gU59Snea3vv37+bmf/0esrqli6fTsPqI45k+0Ydgv/qN/yEuNvWxmL/ZiL/ZiL/ZiL/ZiL/bi73i8LCr9uWQS8NcIuQp6o8iy6ve5hKI66Skoz9V9DZml2JaFp9tKwhHsbG9w801Kum594xKbmxvUx1Wby/c9PM9BFlVVvtdrI+KRocN4vY7juERaAtAyXQRV1SmVS1StMsMoww1UxblYqbC2eoFctK0QuCBKeCV9wnMzXCEMPEAIgW27oPH0GTA5Pc3autZ6zdS15t2JvNpuquwZDIdDbCFGxDzHRaaJqVh5tiBLUtL8/1gWvutiJaM2pO8VDdQqTSVxGBNrUoxVtEmSZGR8oUkzOeE1SRJKxZKBB6VpClmGwGO8VjXPOo1ig8kL/ACZplSqFXM9xVKZuB+Zf18oBKZq4ghBumsMge9TCUZjjuMIIRy6XW16tL5OJiUvvvAC45OqSpJkMf1ujwndQiwUSjz9zHOUNRTDdzyE55JqApNFwF68ssK2BUM9XwtBQLPR5oLGgL948jxfufcBfv3XfgGA73v763nPD7x1JOFJimtZOI5rWt+dVgs143PTl4Q0HODpDlatUibq9HjiwW8A4AUBU4sLNLUh2GZzhyjqsjivuCxrqxt0Monnqs/b3ulw52tvpVRW79rK5S6e56r5oivMCguakUktXxtnpHHMUMvbduOEUqlEpqvN1fEK7VaToKTmY7/TxfM9bnqVksNsNw5waeUijz+icKOPP/FNDh4+zNJ+VeGK4oSJ+jirl9a449WvBmBifpK1tXWefPIpNYZBQppkhlRbCsqmSvf/JHJRhrzamFkOruNS1mtzGA8ZDobUJyapaN1smSQkUUys18aS73Hbq26mor07zp1f5vTJM2Y9dx0bmWZEOecLJXWad4rJBLu7FbZlXeWJEkUhmbRw/IBnnleQoqWFOdU11W3TzMpUJ0FDhtIowbYEiX4ni+7emvJKis21LQrajMtyYlpbbdY3FFy4PrZBJh0CX8M3hn3AJkvV3pxYLqVyCUdIkrw6LG3CYWwqztLOyFKHG2+4A4Drb7iZxx79Fq99/asA8DyHa687wTMvqPWl1LM5fGg/w47au0t+iTSULK9q+KDrkCFNj60w5tNoNTm0/yiXLytYz8HD+7nxxpt5+mklXS5lRhRFTE0p0ny322MwGBhBhGG/TxSFRuK73ekhM4mr4b6bmw3STFKsKNjKpa0WjX7feA+5XoHCeAUpJfUx1ZH47Cc/QbvTNBLkO40dvMDFFrn8KcTp0BgU9oYR/f5AeXcApVKZixcvcviw6uIqeHVmcpA4SpEy04ReSDKJ7wdXwcnDMKHVahp4j5Spyml0Lrr/4Bz3fPbTjFfV8z1z/hKf+/ynmJ9TEpyvuuUOoiimrjkB33nqCd701ncaLyHP8xgOR7KkruuSytjkuv/sN/4Zr7r1Vh586EEmJtQ49y/t4+z5c9xy4w0APPH4oyzuP8iv/fpvAvDTP/MzvOsd7zYV/r+JWvHLIum3rBGMR6nzjDD7lmVrIm5O9E2uwt/nxgyqlbU7Rq3bdqtFt9NmfkG1tR964CuUii79ntos4+GAcjkwDyHJNfD1S5DGCTguXm5aZduQxdhW7sgb0+8NEK7H5JRqU3lewKOPPcTXvvRZACpVB9sNSIXaBBIhsV0Hqc230jQhSTKjQBEUAsbGxtjWuOQoDLVfzAivL7NRay1O4vxGGj7aYDjAs2w0RI/ALxBnCUXNK7AzQSYlk1oZw8oskigzjnzCcfF3qRg5QiCTDJlDGqIh3U7HOBUrCI8wSjsyzRC28gkwSkhYJDJlVifg8doqNW/MTFLX80nTlLLe0NVEyUjT/PmrzTcnJ1u2g2ULHI2vjDt9Nje3aG3vmLeg3Wrh+z6uhla1tztMT++jpglIhULAvsX9xPrA1draodVoUNYqBsLaa4i90qJcVuQsgGefO8WnP/MlPvqTCnP5+tfdxt13v52NDQXNcD0XIQSJTvosrfZgWSNFH1tYjNVqpi0bDvps72xTLKt3f2JsjO31baQm7ibDEN/zcLX5nmVbVGsVCoWRyWCn0zOKUvPONLfedjNhpNrQrmPpYocwBFILiEOMMkWlUsVzLZ56SrXr65UqWRpz0/UqqXeFQ9Qfjkhs/QjX9enrMdZq4/yHL/4H1tZUEiBxOXX6rDLxAsqlIuVyiWq1Qku7+EYMSWTMO7//bQAM+iH3f+0bFIMcrtfTgJ6rQf9/HctvX/X7PNI01Z4r+l86Pn6QjAoLqY2NIEsyJurqANVuNcnSnlHKIcuoFEok+jqW5mY5OD/HmlYROXPmLGGa4OsEPRUoXW8zpPwK1BhuffWt+J5HqtcHhQe2kEnC3e9+OwDFYoFGY5uhfjZ+kKmMRV+H7/g0dpo4esvNeU978cqIJIqN02y33yMME775iErAX3XzXaRRwOVLGsbilIiGsVGs832XYT/EcWxlsIWC1qZpaiCkwyTlxLEbectb3gXA+eXzvOc972FzSylvPfjNL5KwTUkf4D3b4vLyFj0NtTlx7IRS00vUz7WxKo7vsLWu4CCtRodCMeDcufMGS14ZG+ebjz+Or/fe+uwUzV6Xki7ACSHY2WkYKM1UbYygWEZqV2BXuMhMUtAk24EdYVsZrU5fX7fP5OSMIciurKwQhhGTU3Xq4zMAPPLIkxSLNm0N5z148ABhPKRQUntzqTZOY2cLmeampkPIMsplNUbbtlhYWGB7a1tfd40sU/kUKLdbVWDUReMkpR22DFm5pXODJEnwNMdvc3MT3yvQbqvPfOrJb1KpFPBTNXfnF6bZuLJDu63u9enTZ1lcXGByUuVRruuysbGK0NzJ3/7tr/DzP/sLhkcgHItOZ8Cv//qvA3D8+uOkMuRNd30/D93/Vf2+DbjuxDGeeU7xqSbrdU69+AJf/srnAfjSPZ/DEcKov/1Nsv6XSdJvX2W7blkjjKdl2TiOMAm5vcsU6+rPsEZYJctCidmov1nfWGViok6syaRjlTIyHiJ22yemEhmpzTBwCwySvsHDhWHIxMQENvnpU+I6EGsOgCsElhAUKxNMTOuNqNNl5cxpEv2dhbE6bhDQ0lU5K1Ouar4+/UmZEkaRIeE6vo8QzojTgDrg5PcpkRLhOrlbNZalXCNlJo2TrG1Zyuwrv7eW+n+5woTruJQKFQJtlJWECXE2JBzkKkWxSth1Bc3zXPqtvlElEEKQppJ2SycEcYTQmFxQhGhlCBabk7zruZTLlZEkq8wYhkNmtdJKqVxV7sia4Og4rj6Jt/V32nieZ/B3UTSk0WwyP6eY8mtr6/RabSPPKGzlKpymKQ1dPZzbN8/1N9zAqVMKN7y9tcXq2qpRAHr1rbdhA2GvbZ7/Xryy4md//p/yi//4HwBw7NhBfuWX/mcsvUKWSiXSNCXSm1ch8EjCdFRosCHNMuwMU6XyfI9KqUSsk/g4hKmpGSr68FmrVLh4/gLVGUXEOnXhAqWFeQq66lUqlVhdu2zkMEtln6npujkgb25uMTlZN07SwraQZLqzlq9sgn/zb/41ll6HhOVy+OARipqY5wQeh04c4YSWb9vZ3sBDVb5AmW85mcDWXdOf/dmfQ8ap6boVCxWkLbl4SVUwpycm1BpCZuZAf7XN3OJI9nN+3zT1sXdzcUXhXS+eu8KV9XUieTWOP6fFJFlelPjeu9TuveCez3yWH3jbGwye3hEeaaLWg7xQYFk2rhcQ6oQ7kxYyS3HdvFCgKvkz06rQMD1ZZ3ximu88pxzZXzh9Flso4zEVMUHgmyr9wsKckkwWuTEkZNImjBNqWtL1zLkVlhZn6TRVIhDHqTb+0fwnmTEcRPiOSjb+X7cx3ou/1Uii2BQBA6+AoIvM1PsWRQPKxRqlmn4f8Th04AiXVlQXyEoTHvvmCu94x/U0Eu00H/bxClUKBZXcXnPwBHe94c1KOha44Ybr8HyLc5dUFX5t8xSeL01Xvt8NcR2H8ZqqmFcqNRzH5++9/TYAvnX6WdJUUimptaHb62BbPl4pYF1zYU6dO4eUkoqugktL7cc9XaHGdZhdmDOHnSzLsC0bx8kLdB6K+qTGNBi0OXDsKAVPdUROnjpJGIVsae6U67kMBn0uX0p44YUz6l76Afd9/Rv80i8pU8P19TW6Gz02L6qu7B0Lh9na2KSq1bxsyyaVqUE8SKk4lWO6gCez7CpJdwCZStDcKttSiIQcYZFziGzbNpKccRxTLQecPvk0ANVSgZn5w5xbVtyodq/HwoF9nFtWB7Ktxha+ewdHjl0HKIno1dU1rr3+egAmJya47+v38s53vBuAL37xS9x777285jWvUe+H63L7bTeys71OtVbR9xra/TZHj6oOxvLKJQoln898WmH4lxYWePe7fnDX3iAZKaj9t2OvhLkXe7EXe7EXe7EXe7EXe/F3PF4WlX5V2cnhPN9dCcqQcjfc5+oKkWkFywypK3kWmZas0so5Ycj1J45x8qRqgweuQxBUzWfKLEZYtlHesYTAcz0iXeUTwmbYD01rPk1TBsOB0fm3bRcLKJarLCwdAODC2VOce/E5JmpqDIHnE8nUSHAmMiGNMzLdYhb6Wooau9rv9zl56qTBgTnCIZaROcGmFlhpauBAruOoz7Zt5dGMMuMiw6j3YNs4rmt0vh0hEI6g3VcnXBlm2BKEhsoIYdPv9c0YLMumWCyNWu2xYvbPLygM8Mb6OnESm1N4HEVYKGhPknscCDWG/DNK5RJ+4BvMnSMEYRhS0a5GcRLjOI7hdAghyLKMYaieTRhGyDTlgjZGsS1BfXqCda093Ov0ELbNIAqZnVW6u/V6nZWVZU6dUpUY3/cpFov4utX6+Lee4H3veS+PPni/GmOtwF68suL3f+9fm5ZvEg8RwjNaWFJK0tQyimFRFEE2MvhTtvIK5pYrLriOSyoTA/XKpOrO5V2yNLW4cukyLS0taWcpTzz6CIeuPQFAb9g3cpTq7yM8v4Ln5frRFY4fP862rsJJqbgnan1T495Y2+T973kvl7XKVBTFtFttNle1Wla5yGogeO5bqrpXKhYY9CKjGGZZgqe//W3+9I//BIB+L0JgIzNVqUtSsD2Bo/HmnU4Xz/FIyUgsNd8mpya55sS1FLXWf7/bpRT4TNZVCz+NYo4cPURXSweurl1hY22N3N9OWhkI15gI/fWwwZZoNWRqtSpxKhF6TJ5WNIrj1MAti8Uiw0FIsaShjrHS7c7hOcKycSzLqJqNjdeJogHHjqqOSL0+ybeffsZ4Kri+SyxTxsv5vE9UdUzLKVqkpERgCbNNnTlznhtuuNbALRuNbZx09E5tbWxhC4Fw1c/53rEXr4wYDocMu2puS9uCNOVZbaSUZTZB4Jl9dWxsjCRqk1m5Mh+85a5jtHbaZGkud13iwP4jTE6qDvXrXvd6HMejUtXeP50Wz77wFPd97XMATE0HzNTHmRpX3aqdnR1cbDo7au8+d3KZa48eYbKufv8j7/sh/uN//k9Yeu04uHSIhpaqnJtTXfVEqv00968pFUucOX2apu5WeV5AksQ4Uo25ODaB6xSYHFdV9X6/Q6PZNB23ME74+tfu48YblIpWu90hCAL26X13c3OT/UtL2JbDnW98KwAvfvtRXnXtQb7weQVbue6G6/ALBULtPbK4uEi3M6DRUB3QqZlpNta3cLQXQI4SiXW34b777uMtb37LVXBxy7IINdzHzpRSZI4UAKUgKISg3W6ZZ93Y6UGm1rCgUKG5s8WFlWUAoiRkbHyaA4d1V/fkOc5ePIOvYVMHDxynVuvx+DcfBuC2O1/DAw88xOtepyr7DzzwANdeey0XL6nu6N0/+G7SJCIK+1d1KIRwjAfSwuIMnU6fV992MwB/dc9fMrdvhsOHlfb/WG2Clxovk6Rfkq+eudHWKNTCmW/Q1nd5qOxuBY8OBhlpmrG9ozF2QrC0OE9jM3fMUyTVHKYS+D5JEhlZyTAMcVzHQESCoEC/3/+uA0dmNjKRpdjCo1AqYenPvHJhGZmE+F7erslo91pG8s8WNjHSbBpWluG4wmDRcrCWcRG1LEXSzb0EdBJsm/ti4TpCEWtzPJtt4wNSjA4rMo4paQfdJJJ02z0cNHk4VZOkqDHAru/hxrHRI46iCClTg01rNpsEhUAlTSjcsrpHWsKr16PXlYyP17F1qz2OYqUTrB+b7/sEQWC+YzAY4AcBq1fUhCiXKyQpZmHp9/ua+D3S6ZXSYqgl/eIkZv9EnTtf8zoAHnzgIaIoolodZ2NTyYIWSyXSJDEkqjAcItNUtQGBqakpvvPtpyiW1LNLkr8JTWYvXhaRYaByeQs0l1ArFApqY9PrRZpKLInRWLctgWULwnhotLY9zyNOUuMEOUwTsihhOFDvvpQZLz73jDGRafd7RDsSzp8DYGJ2ihQLW39nEPikaUy3o+bq/NwCruvvMsGSOMLRMEC1phw7eoTkoOQGDZXr9fr0uh0GmrR+bnmFrdXLfFETlrudPmub64QatphZDo3thiEc1qq+Jufp+5BIUqmkJgEimZD4Ka7j0tFQqKJfwLEFoeYioKEzc3NqYw8HQ8IwYnpKHQJmpsaIrznK6ro6zKxcvMxWo01uJyNwSC1JkLuAhgMc20FqOM/q+iZX1reMg+fU9AxC+Pq55Lr5NpZtm5a947iKf5QToO2MMB4iivqQl8bESZrXRqhUSrzpjW9gZ0cdEi9cWKbR3uZtb32z+jxhEUcDQ2CUUoJl4bgOjoYNfOiH3ofruvR1AcX3A2wsbeAGAnmVc7zv7RUSXkkx7A8NvKfZ6zA2NsaRg+oFGoY7wILhBJVLBU5urRPqwtRgGOE4Dp5bMK6sb3zzGykUK5y4RomL+L5PvT4Olvr9409+nc994Y+p1tTc7/e6dDIbf0LJacthzNAeCYF02j3GKjVOnlQHkdVHHyYMI2ZnFHa+3x/gYNPpdKhUVFGgNjbO1ta2gc7GcUx1rMbOjkq4ozghjmLmp7R/TacFUjLUB3qZSYbDiCRVkOWJapV6bZwdzaebnJ6kXKjQ0IeIMIyRUciZ5dMsX1TQmFLgc2j/DHe9+Y0AnFtZ5tLqFr/6q78GwNnTy3i+R1nzDFqtFkkakWW5W7YqKuaQ4rvuuusqH5FMTVWzFpRKYya5B7h48RL18XHiKOHUSQU5Onj4BFI22FjPiykhYSQZG1eHJdeVbDS2GGpZ8Fq9QLu/xbeffRRQRcXJiSmTpz7+6CO8/W1v5uGH1SHg6NGjTE5OcPfdCu6ztbHKdnMD31e+CADb2w0sYTMcajGKQgHfKxhSdZKkPP2dR7j3vi8A8Pd+8MMcPnoDLyVeFkk/WIafmmVK9WC3Dr9tj36vNvBR5T8ndkpSdncLbNuirU0X6uM1nn/2KUpaZ9+WKcgUW4xOg9VqlbY2gJBSkqUZY5VaPrqrTodJoip2eQW902mzeOAaDh45wbZW2zl75kUEEUe0Nnhn2Gen1zQ8A4tMGXHsJiQLwVB3F2SWqz/kOGMLx3JIjLLO1So+juMQh0OlbKP/n2Xb4AjTDUiShGIQIDTxNo1jyEamFHGSMF6pGpJLEseMT9TNi5dEkmq1QqmkEhvP89lY30QUtZLQMMRxHOpT6sXc2dqgUCwS7lIEUDq5nuke2LbyFtjNdE+TxJCN4kQSBL7BOu/sbFEsFk31c9DvkyQp29sqqaiO1bmwcolMa26/5S1v56/+6nOUy1XTTdja3CCKInOQvHLlCmSw/8AB/Wyg3etySHcwujujRWIvXhnR7XYZ6HfKdV1SrSwFEMeJxnXqw7FMVXKt54Gla8Rxmho+i21bZLZNrMnBdqb8PMZrehNOM1I5snuPLJ922DMcH5mpwkWOTY+iEN8r4nnqPT9w8CBxEpLk3QbXBtsiTRJzwN1pbOJ7gTnoFys+45NlHFTCffzaa4jCjHCgxvziyVP8y3/1r5iaVXOvXPaoVaomUYjihHKxSObq+W2lJGmGrccUxUNcWyBszHXGcUKn08PXymgWGa7vGqW0A4eW2NrYJtBiAY5waLaaTOhk5ZqbbqE2NsXKeVWA+dpX7qMXdk2hYv/iIhdXVgy/JoxCHnzsW3zofR8AQPhFAt9nZ2PDkKBdR+AKR+t1g+t6xPGQTK+dqZ0pNS6ts56miVKF2+VmniZDZvV9KpU8kNBtNfV9K+K5PlmqO6jCQ2YJURjS7akkf3xyiocffpxbblE43kqpxKWzyzT12mHbAksfJtUYvreB2V68/GLf1BQdreQ1PTtNnIAl9UF2+QL7pq+nqAt6fjEgCiMjNnH67DZLC3Vm5vdx6/5rAahU61x/07X4rpon1VqBzZ2LrG+qxPPTn/kD9s2NE+h5Nb9vGvopG9oXouC5VKpVunpM47UKg96QZ59/EQC76DBWq5kCneU6+DJlp9NidUPlKEsHlhgMBgZzb1lw7NgxHEcVDdI0pd1qEUZqHc2kxU6zQUEXBQPXA0cQDTV3stGmUPBoaVJuUC7y6GOPcbtW/rIsi0YvYunQESMW4jpwcX2bXqSuq93ucs01N3DhohIX6A76lEtl04WP4xjP8wzHyPM8At8zBy7btrWrt22+sz8IjQmilDET1TGkzhULxwoUghJJEvPooyppb7QaTI8VOHJQPavnzj3LRz/6j2m1VKfn+huO8XP/5GfwffUdh6emmJ2d5fFHH1P3YfMMS0tvxBaq6+I4gqee/BZ33qmUmb7vbW/G84s88vAD6tlXPASwvb1tcq9yuchgMBiJOHhFfF+YPcv3AyYmx0j0s/n47/1Tfuu3/pKXEnuY/r3Yi73Yi73Yi73Yi73Yi7/j8bKo9FvWqMomparAjGyVRzAOULCWLMtM1T3LlAwTloKzq3+jYCa9rjpx3nTnbexsXAatu55pbK3raXxlFOOIkYKQbau2Sn5SDwdDCoUC2a7ugx8UTJtrZmYeaQkOHj3OI1//GgBbm6uMVSo0GkrZJrZSyl5ApCt9meMgHJtYV7iyTKrWfq7bm0ksRs7DmZYmzYEm6r93+RVIaSBAIr8RlqVPivmpN0OGCVh5lc5CIIzjXn1mgrA/MG64nuepDoSVq/Wk9Ho9+j11uoyThFarZSoFxVKR977/A9z75a8AMDe3yMb6OpMT0+ZZO66LbQsjfSilpNcbjroJScLk5BSRhjVt7zTp9bqmgpokCf3ewGiqd1otHK/I9LRqY1ZrkyyvLJP39555+llec+frePjhBxivKyzizk4DrIyCr1QGJupT+L474lukKdP1SWNTXnR89uKVFWEUmqqI5ysYS84TSdOEwXBoQIRZBkma4OdrEJI4Tmk0t3B1pSwIAlWp11C2NLMoeD5eDue7sortF4zDpvTB8wNTudluNcz6BAo/OzY2Rruj3vP5xQV6g57Rec/9RyzbItMSuV7BI4qHyCRXkRFAQjdXorA8Aq9CZ1O11//LH/wJcZgw0DCDlDb7F/bjaUhK1OvQa7UY2Lp65HikmY2lK+CBZyslozQh8HU7PbPYXNvE9/WaMTEGSIS+m46wqVbLxFoneGdjkyyzaXZUlewdd9zOdTffYlrjH/qJH+XMyZOsa7WO3//47yLAKIbEMiWzHKa1OpfruMRRSH1qliRUnxmFA+LBkHLegfQ9otgG9L3f3sR1XHzNAZBZinBs439gWzaubSG0Wk8QuGQJxNoFtBm2cVyXslYsymylA14quFRKag2RUtJoNhkbVx2N7bVVbGckX2xZwuwn6lkk7MUrJxxn1IXf2linXKmbuW1lEZ6PUcU6evQYD3yjyOte+1oAbPtRhsOQza0W19+suuBHjh3F9zz2aYfdF089yUOPfZmVFaXWc9MtRxGWQzRUnaTAcXEqAdsbudJWiUqxyMF5hSufnpjAkhkFzUPpDPs4Ex4NjXaYmpri5Lmz1CfrBir74osnKZdLppPYbnd48smnTC7m+z6lYsnkE+/9wffwla/cx1B32IZpjHAcihp6E4URYRiT03XCQcpNN95o8olCoUSpWCIMQ/ZrXsHGzjZh0uXs6bMATEzNc+DAMba3FdRubm6eK1cuE+h8YXKiRq83MEpdruvS7fbwNDw40xzCHEnQ6XSYmJkmzweiKMISNgVd+S8GRbrhgFarxZve9CYAnn76OYRdoz6jOn9LYchDjz/DiWsUfGb5/Cr9fogt1Biq1SrPPvMsUqr79Mjjj3D63Gl+5qf/FwAOHzlMp91mZ0PBzR+4/14KBZ/x8boeU4jtukxNTV3FXe12u4zVVM7SbLbwfB9PdzyKxQLD4YCjR44CUKuqte+lxMsk6bcM+TNNc939kXmCZY1Id1JKpEzNi6r+3vwXoDbx/rCHrx+sJyzSNDLwnn6vjXBG0p+u6xBHiYHMyFQdPPIHEIYhQtgGdx7HMdXauMGqFSp16lNznDt7lpWzuUxXiOMUR0TAgqdaNon6eSglgzg0bexUSjLbNguHY1tKrk9fU5qmSDDW8lKP1dWTwbZtPNsj1kkJaB1dJEU97oLjkyWJwZUKx8FzPCY1OSjR+ORc/sq2lRmXrzer9rCN4zimzTkY9Gm1WoaHcODgQb7y5S8RDbXPgeNRr0/hCMck1L7vU66USeL8sJNhCzHiJmDRbDawtcZtoVDggB6/zAAAIABJREFU4oULTGmYRLlcptFoGkzs1PQMCq2l7svC3D5WlldYXVXtwte+9g08//wzBEGBFzXxamn/HLblGEhRrvnr6jHYmUUURQYeYrkjo569eGVEEsemcNDr9XAdwcSk2nBbrRZSpmaNcTQc0HFG3BfPc4jj0bsPiixf03jYLIxwbZeShqGdfvE0SWYZKJ0QAWQRw3w+WhZpmuBYOZGvQBhKCppfMzs7w+rq6lW8oTRN2e09GIahkp/UGxoWDKMQqRPLRrvNpz/5hyyfWjb3YLvRxi2ruWSHGcfKR6hpmNPM0SV21jfptNWmHCUpnU6PRJsKhcMBmZQIS1DSyW0YhjQbDZYWVRLuOR5Y0vgZeJ5HoVAklT19H9Tamt+noBiQOTDUxODpg3M4juTwfoUbvvnG63j6yW/zh5/4L+o+YSF8jwe1gdhP/+RHcWyLdqfBqVMvAFCoVoi6AxJdKIjDCMuyTSHAER7D3sCs53EUIgLw0et5mhAnCVEymudZKtW1oTgeg+GQ7VAdpixbyRy6nkdXqLXQLxb40A+/3yRIrufR63Z2CRDYeJ4gitUYp2bq7MUrKDKLckUd6JqtFqWSRUEbcS5fOMPMqReZqKt3+NLyRS4urxB21Pty5NAxGt0Bb/v+dyA1P8z1HPbtm+HSldMAfOZz/xkhEnOY9nyLXqtLpDkh2xs7NLYb1LU8bzRMaDd71PTeNTc9rRLEgvr7r379frq9HgV9EN5pbjM9O8n2dtMkxIPBgJ3tJmNjCsZcKpfotbumKFAqFdWao9ekT3/2swR+2fjyWFj0+32jPptEAyqVMcpCrZnbOzvMzEzT7nT1PfRYmB/nwoULrDfUmtOPHd7+zg8yPqHw7tNzS7T7QzKdJ42NjVGrVs1eLKWkUPDJDOxSUiyWzVpeKCijzjzvWlhYwLYFPQ3Dq5TKJGEyKiL7NnZkcfLkacb1gb1ULNKPUlLN8el2Jd41h+j7Kk/65lf+nKP7j7N0QB0KPv25z3D8+FEGFfWdFy5cIrMlX75XwW0+cPePYUtw9BijMKIbDowcdBzHFIslfN+noX2ZABYXl2g2VdFYOA5hGBJoCFmztU2WZUxqEvZxLRf6UuJlkfTvTuDzGGGyrjbrUlr1o98jM4W3zVJDzBRC0GzusH9RmXGtrJzDkiEWI3Mtz3GNnr2ME4bhwCT9wnGw4ojUVP4tPM+nr5U5ojhifWsDqSdPL055/XU38MLTT3NhWZ1YHUtSqVRx9ENyHBvHDchijUUPe9jYZkOXMiMTIzKhsASZGJlaCSFIsswkz/rmGPx+JFOc7zKRklISuB4lja9NwwjHcc1J30bg2LZxLi0XSgx3adJHUYQrPJOgD4cDLCyDr0914lTVC9FwMKDX7xHlyjoDRdotliqUyrkikMCyrBHJUto4jjOqmmiy25bG6G9ubOA6Li2Nrx0OQq5cvmy6D2Bj24LJCbXBt7e3WZyeMYTqQadLmqa84a43svZnqnJ//twKh48cMd4AnU6bLMtYXFBVkwNLB3jy8cfxTIV/j8j7SgtPG66A4uAcPXLUeEVE4RA7y8x6QZapXtgunlA4HJImkrHx3KjGUdhvvQGWS2WyKMHTpNjllWU6vR6ZVsoJSgGlcoHBUG1uyJQszhDmkC7I0pT6VH30nWG0i6uUq/xYZtPNzflSg18VpGnGyvllAP7q8/fT2ugT9TWB1XO5601vYLyudbNPPsvM5BgL84oDEAiHyfEqzYZKXDc3t0mTCFtv2tTK9Lod0lRSq6pCQKfdZn5ukWnN0bFFimtDT/uRDKII18HwZ7qdPlGvZ4zwarUKrmfTXNWmg1nE+vYqYVONYW5immazwYzmBVUnpriwvsEzz6kK6B2338Qg7pLaUF/QlbLekEGzQ6g3+vVLa8hMGh+GTFq4fmFXFU2AlSLjnPjrI1MLqe+5KyxSS0I8UncLAtsc6GQq6LS7COFi6z0gCSM8Ifirz6ku56tvu4EDhw8R9dV6urO9RZJGjOlnMTWlEoy9eGVEr9/n0LxyYF2YOcyl1YtmVxj0hywtHqI70HMWj8mJCS5eWgGg1Y34H378Jwj8IgtH1MGgWquxunGS3/gXvwLAzLQyCJzQ70XYCVm9dMUQ2PvrLYJiYNa0RqPDvD+Frd23e/0+UZpw7rzSkh+v18myjIZWA/N8n34rxHFcetp/Ru27gdm/G40GjiMMV8YWAtdxjCqi43o0Oi1TdQ/8gCRN6GtVo7HxcTq9IWfPKPGCd7z97Tz2yGMs7lN5WGm8wM7ODhkZNV1oXF3e5NlTF6nW1d7bGyRUigXmD+4HwPVsomGIo7u0lqVEO/LiqOd5FEtFUzRWhVmLSK/1FhZxHBlkQTSI6HY7Zn0qeVV2dpocPnyY5WX1vGSWUSkVcfT6IXBwnCKbLXXwOHLiOuZrt/HYt5U52+LSPNEgZHFhXv99ytmVVcK+ci2Pw5Af/ZGPEHhqTRv0+tAXJo8qFoo6hx35CxQKRYbDgTH4KhSUSmVHewlkGfi+R0ejLhK5yS28tNjD9O/FXuzFXuzFXuzFXuzFXvwdj5dFpR9GlfsRrj53F8u08kEO3ZFIebW6j5Sqyr+70t/v9VhcVCev0y88w3i1ZGSbPNeFjJHUpKUwmnm7Rdg2QjhGcktKSbPRGMFibBfbthGWdugrVJCJxfLKWRpbqppcCRwsx8bOm19pRmpL0+6P0phYpuRVZEmGpcTn1Jj01Uuj0qPhL3ZuJ50ghDDVqcDzydIUhGPkMAU2lq5aAni20h/vd9XpsFKskaQpkW61t8P0qtZYlkniLFaVMdQputlsIHT7Lw1TFpf2k3+h47o4jjPyEkhTsCV+4BuMfqVSwfN8U3VN5W58soIP7DR26Gm+hGXbSCvjotbhtyyH8fE6rqsqIOEwolgsEdhapSBKyTpDIn3f5m6bZGLfLP/1z/+E177u9QA8/ND9tJpNBgN1HxYXlggKgenkPPzgg6oyoMdWrVfYi1dW+J5nNNPbnSYyS40TNdrZOneWHA6HWHm1HxCeR7/XwxWOeS8Dz8NCkuo1ZunAElaa0WqoDtT62mUSmSI1Lnw43GZ+3z5soeeCVPK8eioRxxF+MWBqSkPrtJpQ/n1qGczIMoy/gHbzIPceT8KE3/vYH7C5qlrAY9U6jswoavx9r98n6QXEWgHkh9//ITqdHWYnVTvfxsJxXGb3KejcwXCJtdU1WrrFbNuCbrdHvz/qgs5MTVAtFZH5WukLHNcjQzuo2wqql49ZuDZhEqIFvggcQafZoKQrlFtXLtHvtCjnmvhCteyDoprPSTzk+KF5SlVVIf+TP/6PfOhHf5huHHP4mFJGc4QLSUqincSH7R5pnNDtq/l8/vx5tre22dTeHa7nYlsWQt/Hfr9Pals4Iq/kx2RpQr+vKqI4Lr4fGDdl9XBsojCkrdV5CsWAtUuXGHHQJJ7nYOkKZKHkkmU2++ZURzKvPO7FKyNkCtcdVcpMpYkJVj6zbNSdqpVZBv0u9XH1bDvjZWzhML94AID3vf9HmJmfRTiSckW9Qw89fA9f+tJfsG9SdeHHx8sIS/GEANIwoV6p5uJ9UBKqaq33pELRJygH+FpGVrgO3zn5PD0NB0qymG6ny7j2z3CFh2cpjHtQUDDnLINqpWa6cEmSEA1DswbZlkWSpMSx+kzbFnT7XYpFdZ2tbocoHNLPFQebTc6vrKFVjvn6w0/wllffysykWuOiTHJh+QIHjxzn8SeU2+2p5cscPnaEupaibDd2+MY3vsFPfOTHASWn7Tiu6Xy2mi0c1zNy61IqXmP+c5pKNjc3DVRHVfwto+7X7fRpt9tGHTBolOn3+xSLZfYvKbW+b9x/P+9829vZ3lDQq8efewJ/8wrvev8HAfjCp56ndeUiS/tV5+fk2fPE/S5rl1XuN1YuUvVcA8V+5IlHOHLsKDcevxWAYq1KbGUGYpSGoeIeTEwwNaXW4sGgz9jYmOE6gpJIz//GcRQvMpeU7mjuxkuJl03Sn28qsMtwy/yc7YIAKflO27S8JRYKghNoKanVS1co+gFrG+ohCM+mWAyQGntuSdVyyfXobcfSbSN1g6M4JigUjAyU4wja7bbJxBOZ0hsOqY6pl//w0WtIwgGt7S0j6VeeniPOoKihNJ4j6Mb9kYycTjxyPLzlOkRJbNp3lm2DsLFzAl0qsbMRpl+13lyyHOUkJZ7jgBy9TALFQ8ghQanMsCzVOlI3LyMMY+xUY5ktG+GMpEkDv0C264BVKPj0eh4bWpZ0emaGQiEw9z1JEoPpBRDjNo7rILPYSNXFSUoSx1dhl6WU5t43GjtsbG2blmOcxHR22uaAJlMFb8ik1gqWFh4OoqRNjnohXmpRctQYPv1H/5U3f+BuXnPH6/jOU08CcOK662lubxmeQLvVIkkTdjR5yLVs0iRhXOPl2uH3MhLai5drCGEZWURhWbiOY9aYJMtwPW8Xp8fVcJ9dMm+9Pp7rGhhZJtVczTk47X6fpX376GuCamJbpEJieXp+ei7FYsUcwHOeUA45Gav4dHs9JvTm1O12FS1/twmJTvrzSZ5hIdOUnubUfOqTn0EmliF7Bb6HJVOzzrnlMmkYsXZBHQouzUwwPzdLW5uWlctFIksQ6A1wbnGW+fkp1tfUutlpD7h46TJuIChqGFM8HDDod6lqLLEkNQd6gGKhQJjEBhq3tLhIlmYkevH86pe+SJjG1CfU3LKETbvd5MgxZTIzPjum8NNj6vN73S6DYY+6lvx85LFHufH2W5k7cMAY8mRpjG9ZuIG6T7WghucESF1w2X/0AK1G08iEbm1usrO5TdJV70OpViOVCbatddf7Xba31nFc9Z228BkOh+bZ+L6jjRQDyhUFEygGAXE44N3vepu6jnqNS+eWiT1VWAgCW631Oa8gHpkD7cXLP2zbxdXCD6dffJZhf8jMpILJyTgkyzIj0jGIBrR7IT/5kz8BQKkyzvjkBJsbK9zzOWW2de7Mc8xOlaiU1T53+coFpsbHSftabCSDbrODpwsTivOzRl2b4s1MTnH7q27mwJSCqC6vXma70ybUc+LS5gZe4FOSasyJFeL4Aj/yOXZUkT/PnVPz4cLKBXOd/X6fxUUFtVm9vEqhEJh1UnGKJJdWlcZ+FEVMTEwT6e/c2m6QCZdY7+Vra+t89f4HmdU6/wClICCxV3jXe1UC/arNFq5nGWnyiZk6H/nIT9EfqDUrSzNTSAG1nPZ6XXNoLgZF4jg2RVHX9ZicnDS/T5IUIWwWNQep3eqyuLhEWxcElE9Qge3tHZOD3HbbrbzwzPM89qTSwK+V6pQHm0QtdXD4H3/sp3j6O/fzux//bQA+/MH3Muw0eerpb6l72Ovx5jfexVNPfVtdc6nAX/zln+G8Tz27m264Dcdx8fPizHCIa9sMOz0j5JIXhKtVdWi7fPkSY2PjZo9KUyWqkueLufHoS4mXTdKfV+mzTGv153r2liL15jhWQFf69eZoYXT885ez1W5w1xvv5JlnlW6q40mkPYbIVWgypVGf48iH0YB2u21IsL7vM4giEv1ztVojCAIcXaYbhCGFcpVqVW1ct9xyO/d/7SusXlzGtnNcH2QyGTHXA49IRqabIDOV9O/W6Re7sOMZGY4QRHpzcG0bG0aYfstSfga6WiUsGyT4nq/UjNB649nI2MwRHo5wDNNdEd4sXL2wZLqrkift7WYbmaZUcvJQFOF5gv371Yn42PETrKyscOGCwsIlScLExKS5B76ekEmSGB6B4zhkWKTm+VpXjSGKIuIoNq6AZEpNx9VJRHfYpStTUxkoFcuk/ZiuVmoS5XFO3HIj4VAneNh8+g/+kI/+4i+wdkktbtvtLebm59nZUJW/rdXLpLbL7JzCHva6Ha45dg2R5jc889wL7MUrK/btm6WplbMyKU1lB9TGZlu26Zo5juLK5IcCx3Hp93oUfM90rWxHaaznFe6dy1uUUOpRAJvrV7ArNbMoF0pFIinx9GdalqXeY10srlRqxEnC5ISqgvWGA43XH/kCqNZA7isLyJTx8TGljw28+a1vYmX5kjHDCYchvicQem1MMkkaRaSe2viff+Y5XGFRLqoNotNoUZuYIByqxHR94wqTU3WmF9VheDxOmZybZvXSZYY9bfBVKGCP2wRa1ShNU6IkpKe7ZP3BkH6/z+SE+s7q2BgytThzVnGdTj/7LFs7W6Q6UVg6cIjLKys89bUH9c9H8XzPzO/hYEipUDLqXY5w+M3f+N/497/3+4SJ7tS6DsM0NY7qCIcoHbmfk8H4dJ2p2en8R7rDHq1VhY9N44T1tSukqfq87e0NRGDRbKr76tkFXNc1pDqZZVpxziJO1HW77hjlYomaPgT8u3/7e3zoA++iUlHPd2PtCnGSmMQiXw/34pURUU/yxOMqn9jZuUIWZng1NQ8vrm3RanQol7WvT5ryUx/9KTqa53Lixnl67Qbrq+d56gmlzT5Wq+ALF83bZWF2lk6rzZoWoIiiGM8JwNMFt2LAwsIcnp9z4ywurFwg1vPy0We+zfTsPm68QWnLP/vnn2SqNOI1ZXFGnCneysVLKmm3LdXJq9bU/h74Pt1uVxU4UXN7MBgaDP9gMFB7tX53S6US/d6AmlahuXRhC+FaOHoN7PSGXInbtDStqRQI3vLmN1KbXSLUi1q9PkGjsWWw60nYod3eMUpXUqgc5f9m782DZMvu+s7PPeduuWfWXu/V23t7vUndEq0FrS0kNkkMZrMNGBzGYGObMB4UhGMAEzAYA8ZmZiDGYw/BIo8AmUUGIbE0kkBSq4UatVq9vNfdb3/1as+q3PPuZ/44556sxuGI9l/uR9Tvr6rKrMybN+/9nd/5/b6LMHVOo9EkTRNGhkfg+T4iFzPkgKk9bhqDwrk5rVaUGTUx3/dRhcIvRV58nyAI8Xxpa4w/+ZM/4du+6W9x4sR3AHDjxk0qrTl+6d//LAD/+8/+Ig8++Ba+/ms1d+GP/+TjHFtdZN6ch9XlZXzP58H79WToqQtP02zW+fBHtDjBww8/jJ97OEZdTBSKzPixOKYpIJWDL4TNk67r4jiwZCYBu3u7uG5ujdbK/PtK4gjTfxRHcRRHcRRHcRRHcRRH8Tc8XhWdfseZ6fDPYB8zDP/hibfGvYpDDr4FUnq4rmO7UVI6pFlEKWZTZBmD4YD5ph7XTqYTcKBwDB4+rDAcDm03MM5SHOHgm+5SnCZ6J2b0spMiJVAF1YYeq99av8nG+nVG/V1OHdfd4rnFBQqVIsz/OK5Dlihco+4hpxlFMRvxFqqgyHMrXSlcV7tUmg//1x14lZH4rJhdt2MmJHlRzKBPeaGVP8yJEFK+rKPpOA6ZUkxNh8t3JEpl7O/rDlc1rBonYjO2nExI09R2P59++ina7Q4LZlTv+T6+PxsH5nlOEGicv39IWlQpRZ7NsM6TcWw7YKNRRKEKUiP7uTC/wGg8IjDfRbPZIoqmdmfbarRJ4ylVg21cnu+wNxzw0MPaBfCF557n1NoJXvjyc3zlm7Ru8sf/9GMMx2OMrC7thXn6vSFhyVXwPO64806+9OTnAHjjA6c5itsrgiCgWisdeFOq1Sojo3wgpUZz2/vA3Ddlh6ooMqQQhJUK0jNu02SIIgXTXW7Wm7hCsHHrFgBJEhFQt86yge/jeR5RXPKEJAVYCd6syOi0O3bE293fpyhypFs6RyqrUFHez9KXZFlCaGT4Hnr9azh79ixRpCdSw+GQTz72CUIj25elGVmWW1jKeDTgxRdeZDIxqhEedJYGLCzrzn+aZLoDZsbpge/jez5rJ06gzKR1PBiRJ5mdvAZ+QKFS65uRxAlxmlkd7QL9OVbMe4z6PebDBuORkavrRxxbXmN/X2tYX7tymdNnztqpZ6fVolqvW5iDcASrS8dQaYEUszxT+huAnrCmKAqTYwoDzXJsbpW4ocviSeOYmXucOLvGipkEXLzwDJ/+i4TFFf24U0A8Tuj3S0hTSp5lpGmMb/KOHwg67ZaFRkmRc+PmNR4w3b56s0kSx3a6FJop81HcHvFVj76Lx/9Sd/o3t7aZ78yzfsPAXI+fRkrHykYPhyOkK3nkdVpPpb/fZWPzJT7xZx9BpbO11imklY3e3dwmT3PmOnpaIJVHkRW0FnQnd2FhDoHixYvacfcbvuH9LLXn+fBHfheAhIIsqPK5L2sc+olTp0gPyUI6jkOj0dYSmwYts7+/jwx9YiNNSVaQJAk9w1NKk5QkSVgxmPyluXmEcKy07ZVrN/Vndg2aodEkjXOmputeCaq4UpBkBvLsz3P3ax4ijpWVP8+ShHq9StXICKvYZTLp25rP81wc4di6SKmUIAhJE30MqYEKC1MHSSlwXY9Tp7X6T54XulZQM0SFEMLyGsbjMYPBgDvvvMNCyB95w+vp9XtEQ30ezt1zH9euXePcMV0//uiP/gA/+1P/J2fOPmheI+adb38d//H//gUARqMDHrr/IS5d1u7KlUqAU5Psmbrq537+X/MjP/zjZLGuBSu+z3A40t+H+Zwar59ZGKCLrptc8znr9TqOnPEn/0fggq+Kol/DeWY/l5APKCU6lf1wrispMoWSMxMDKEiSgr2dHQBOnDzG7u4WGAOUPMtJksSOg4fDIdUwpNbQI+jpZIIfBoRWj35KFEWkBn/7D77n+/i1X/l/7YnNHUGzs8ib3vooAM9+6SleuPA0QihWTdGfFDmVSkie6/9JVcoonRJbCU6B4wZWBk7lmd4YmKKBQpKrAtdufhSOcGYAICHwpEt2SJrKl64uHMyoTCkH4Tj4jr7A87zAkzPh7ziOEc7M0rremcN1BNNJZB6P6HTmZsWRECiUhfsIoeU26wai4Hqa+FgSgYVwkFLQbrftuVOFYjwe2qKhKLRU2MRs2MKwQq/Xs/4Drufhu4ElNE8mE40HNtfLdDjmodc+zLNPPQ3Axq0NHnrkjezv6mvh3e/9Wv74ox/jmS9+kUVjtuGkiiRPWDt52rzGiLAyoG/mkHE85aN/8BE+8kmNyfsn3/H1HMXtFbu7uwwM9GZlZeVlWPmiKHTxZf6UpCnCwRaFWZZz0D+g3qqRllr+wqU4JJkrfEmj1mDzlh6VVxtNlBRgXmM0GtKZayFFqWktSNOI1opuFOA4zC8s4pjHixyk5890/oWgKBSB789G9IUiVQmJ+X0y1XylpbbedC+vzLO4+M1s39oA4Pr1m/T2B3azo0fYcwSh4SlkilvXd+h29XUfVCTz+/OsGmLvtBgSVBsI4TE2r+E6EtdzyU3DIs0zhJjBVcIgRDnC8qEcBxY7LSt/6aYxSaJsYTAcTSjI7KIfRyl5mtkNWOAHNBtNcvN83/dZnl/k3/2bn+Ef/+A/0+/ZqKBQVtQgFy5OmiMKnedKIQhVkmyLgngaWYECkesiPhzqnDOJJsRxTLViDH/yjLAi8cMS469zJ0pZPkOSJIhAUgv0a9539ykG+10OTB5Kk5Q7zp1jYAh3JRzxKG6P8HyfE8c1Nj2ZRuRJSq70d9/f39WYfnON/tzP/Xt+8zd/nc0t3RAYDXr8lw/9J+baFSpGqnJl8RgUBVduaF+f1eUVhHDYNYRTryKp11ocN++pVM5ud4977jsPwLPPPUfgeaSGhzKeTKlWfDZvmc10FpNlBfsHOgceW10lB3IluHHN5KxWnbzImZimgSddWvMdtjb1ZmbSH9FqNdkxplJ33XUnvV6fisGZCz9gd6tLFBkYnFfHF7NCdO/ggNWlZQur+57v+z7SJEF40kpwl1CTzGwketMh7VqN7r6GOS3MryKVsh460yQ1vERduw2HA4IgxLUY/uxlku5JHP81yc6UOEvwghmRPghCQKCU4VvVa5w9d4Znnt635/Jt73grw77OgR/71Cf52X/70/zgD2q51c8/8QRPP32BF69rSNHXPfoov/b//Sp3PnAHAK7js7u7R72t68u9/ia/8Is/ww/+kx/Wj7s1xuMpQTDL9Xmek2UJNdPgqdZrREls/QaUcpGOx0F/xz7/lcarougvDMEUjH61Kiymv+wMz3T6S33tmYZ+URRkWcxeT3dZ7n/gDC9eesZ2rKI4ot05TW4urN3dHdqtBk2jCJElKa7rEhrzrlSkjKOM0JBDf/VX/hMyDJhGpQNkQZ4LMqPzvL2xQRKPaTQbYLrFgXRwBJYnkDgFrh8wNfhZKSWOUrZD5cLL8Pd5liMcZYkdUmilnnLHi8F/lR04z/PxfY8ilzP/AaVwhUSYTn+tUoFCWay6lAFCOdRLR71pTKwK4wYKYbWC9KTtwoeh7uKXeDjHcXBd15p9aMy/T3AI71sUOZPpmKEpqCvVKqETsmM2aEWhGA6HBIYMvH/QpVarW93deq1Bv3ZAYtwxjx0/wWDQt5OAEJ+Nmzc4d4e+wQ4OBlx67iKZuV5a7Tbn772Hwf4Bn3nszwCYX11kFI+JzUajNxjT3+8RGeWDaTzBEy7vfduD5nrRSe8obp9I4pkjb61WIz9EFudQPgGtP63yHMdwfkbDAZ6rdbNTU9S5vkSome13nMSMp5EtqN3AZ5IpwrITU6kTCI/cGF2JoM758w/wxje/Ux+C9FEFjMoF1/OJ88Te33lRcOzYKpPxhFGZ6AEcLNEeBUjJaKof912PSiPkngfuAeC+197PQXfAeKzvvdHggN2dbcbGjMuXAQd7XYbm/3sHfaQQVAy2tVatkKcjcCXKdMHSotD4UjOFQDg4QpKlpetvjvRcysa7cBzcMCRo6EX2gde8hus31nGk/j2KUgqVM5noY5pOp0yj1OaYVqvN4tIiW9u6CKAoAIXIFYFR05GOJFaZzXOKlzeSHKW7/tbvwClQDkhjxhankXZ6NwpEF154Hpyc2Kh7ua4kyyKbF0tlojhJXsY16+7sEJgO5tLcPB/8rY+xZiYcDz74GmrNGmGldCI/cuS9neLLX3qKrS29DowmY2phjXqoN6pra+fwXEcr5wFZMgnHAAAgAElEQVS/8Tsfpru1Ts900B//848z36xRkRV2TI1y5i13cnbtFN2P6Ou619vnnnvPW8WptePHUeRUqmYS2O1Sq9csx2+apaQOSJNv2p02N69fZjzSvJOw3mQw6NKo6xpnY3OLhblFhHQpiQQKoFDWm2eqIrzAJzBohL/1vvdz8dnnrfLNZDJBSGnx8lLqCf50YvhzqQKRUuSlQILP8vET/L3v+m4AhuMptVqNJEmpmU67lC6DwYBdw0tSecJEKcu/HA66BH5N10Loei/LMsZTvXkuURo1o+MfxwnVapVdU180W01UMVNq8/wU5Ya23qxWqzQaDaJoZt43P7/AoD/g2PHTAPT7Pbp7O3Yqe/9dd/D0c5f5vT/QU5bv/gffy87NFzl27DEAHOGyenrZaup7nku71WJ5SeeCy1eucnPzBp/6C03qvueuh/HcGq1myzYFkjjVqA1DUJ6Ydeig5KkpiZSSoFQxVK+803+E6T+KoziKoziKoziKoziKo/gbHq+KTr92I9M/a8yVUza4AcyOx8jp2b/OHHql1CPndrtkMvfJoom1QD93+iy1Wo0d0y0Ka1XiNOHAjJhUYXT6zW6pe7DPYNxHpHrXnedQxGPrTNtozvPIG97O1rre8a7feIl4MuTE2vGZbr7nkeQxwmhkF1mM63sESu+ilaOlBCeJ7j4WqtCwpsOOnI5j8bw4Wle7HON4ytG4L9NJDP1AO4YWCkNVwPcDsjS3x5QkenSemp2971UBxWBgML6Blt8scYBxFGn34tDg8VOH4WhAy9PjvTjWj5dfymg4pNFs2mmFg8BxFHGUWCxas90m8HxGxivg5s11pHDpD/R3MRmPmV9YYGgUBNbX11lcWmJxXo8IN29tcmrtDG9/yzsA+KvHn2Cw18MzLqJhEOoBj+FSRFlEe34ONRiw1Nbj+WpY57lrlzjf0NJl58/fy+Of/QxT00Wp11rsdPtkhT4vo/8BZvxRvDrCDwLq5mfX88jS1HbJhOPoa7bkBeV6ulVOrKI4RkiXIs8Jfd2R8hw9EZga/4h2s800jjgY6mtkMBnitzrWzbI118FxBLJ0Ac+bvO+938H6ns5B0pUEoWRk7v/UTPlKWGP34IAzZ07T7XYPcZoKkjidTf+0ZBmZgRAWRU6RFySegRS5kqDhEVT1/dqZq3P/ffcyNsoXaZpxsN9nONL32s0b16lVAxr1mjlPgiRP8IVAHprmqUNuxoXS3bqyS17kGhdcnsu8UAgpSQxssdlp0hy1SNOyDS+Jo6lVUnNdQaMurQxwmqakSUrNwH8w7r++7/HzP/NvAPjhH/8xwtBnauSSPSkRjoNjOvkoRaYUsnRxV2WX00CQhMKX0jr67u3sIJSyk4A8TfGkT1Tio4sZDLWEHdZqdZYXF/ENtDJPUh5+4G7qVX0V7nd3OejtUTG8sYqZKh/F7REHBz08z2CwA0izDLfQ3+HuzibPP/1FHnrj2wHoRWOKbMKn//T3AVhffwlPCdqtnONGIY4CfuNDH2Q41flgZXmV7nbP3gdxHOP5rsXX9w56NNst9ke6Iz7Opqx0Fm2+SJKEfr9vIUaVao2Tx49bzkBRZOzvH5CmuZUNX15aYntrB2W4CIUDyhUWWvvpz34WJ81tzqvValy7sWmVtNIso16vMxyU+adgMk2sh86b3/JWvu7r38/AwIWLNGF+fgEpJRsGgnjunK7NXDPZ21q/RX1hgTw3nfuoR6YSslw/HicxnvRsVz7PM4JKxUp6K1Wwvb1Fy0CQPM+ziAPQaAWpnEOcUEWeF6Rpimv+5lZC7WFgYMye51Gt1u257DQbnDjW5sUXNPw3K97LwtqdNJsaPvyZLz7O3FKbnU096em02ygFu7t6YtLtdllZXuZXf+tD+rtf+QT/8gd+lO7egLqZzHiu5kmVCnS5ECRJQhTpz1mtVhkMhnSMytnutWu80nhVFP2l9r4OLRtZFv15nht8azlGFeDM4EAaq1lw8+ZVFg3pZWtrg3a7M8PTJwnReEJgEvKx1WMMh307mlcoarUaAzOmGk3HZECe6uI4LxQFktTAee49eYbl5WN8/nNaZu7qixeoVkKOr62RZPp/4nhCjiIzF1ueZqg8wzPDlUI4TJPI4orLz1KOi6UZoZeLpyYSKzs2d4SDynOqoV5EXByEcnClR24KXvICR2lDLtBjbteVUBj5TF/gFi7CyIKV5MZS0hPDrShvKN/3qTcaZGY0rRxtbFRKfC0uLjKdTu1Iqig0HEmp3G5WJpMplzYuzXR1A4/uzgEts2GrLlcJgoBz5zRcZ3dnh3vP38eLFzX2UWUF6TTmS098AYCdzR0C4dM1o9Tjp85Qr9W4fk3bkS+vrPCa1z3E5z7zOKOJ/r6nWcL73vcNXDdEm1G/z7k77+TppzUvoN5q8fzVLZaXtV5xZK6To7i9oiTyulKSpgmpuZ8938d1JHl5XxhfkBJPPxgMSNMMp3BQBhJYGNm4dlNj8mv1Gt29PTa3NW43BzKFzajVZoU4V0QT/R4nT3T0htgQVtMsRgjfFvTCExRZyv6uXtQvX7nCuXNnDZyxHMgqpHApxIygSp4eMjTU0JXU5D1yzWVyzb2WTCPm5+fxTROgiCLai3PMLWuc8YkzpyjylJ5pAhR5TppnTId9MOdBOZCZhgVAvVIhTVILfXGkkfQrmxfCASEpEafKFZw4dZIrRjM/KzIc6SIP4e2DIEQZ4p3wXAoKfMNDCGs1pCvoJZmV8et3D6jNty1ZD1c3kYLDsphpMhNFKPQmr4R/Zak+hj0D48uimOWFeXIzUhdCGzWWTaRSgrharVpYk+f7LC7OI9HnOpqOefg1d/PSFZ1jTp85QaEK5o3oQV68cgzuUfzPD+FIYrMO1mpViqJgauCCYlxw+aUX+P2P63rgG9/3Tu4+e5rdLY2dd/KUWq3DdncXv6Y3DoEbMokGNAyvcDAY0WzUaRp/iqWleVzP58ZNI4ftCS7cuIproLNRPKJeqxIaInmhFPv7B6ysaO+g1cUlkiRhYGCxTiFoVatMs8Tq6ruey0Gvx/3nNU9gc3MLFaeMeno9V7Uqi822LXb3drt4Ulq+TSP0uXL1FqkRK1C5RBWStz36DgC+5dv+LrdurVt53yiFK5cvEcUxE7Om3nnnnezs7mjYEZA7Dkq67HcNpn9hiTwZMRzqjYfnCdIi0dr+QKFSgqBO3/C3HBzm5+atCIKU2sSqzLNRlDJNYwtBjqKIOI5ZXFyy5n6+VyHLE1uzBEFAt7tnIY44cPr4Kfa29YbsZ3/6J/iRH/kpvvO7vh+AK1e+xO//wQfxSqO1Imc8HNCo6bVjrtOh0+nwyCM67z7xxOf5td/4Zb7u3f8LlWopPjEgjaaoUso8igjDis2LruvS6bS5ZYQkWi29yXkl8Sop+mchhEQVuV4sAGtQUz4uNXH3sNpPnsdMpiNWlnXntru3bnd2YLDoaOMY/Yo5aZLQNsY4UZIwiSeMexpXmjtQCKwihUKQZzGrK1qfvtlYJEtjrl16AdAM9E6zSRRHFGZaIAQgCtst8kVAPE7thZSahackxGlN/dlmJkd3n8oFPQwC7WFgyMgVP8QFPEMETOMMEQRUKxUi07FKopg4yaiGpQOfgkLRMUY31UqNve1d4qh0KvYJhLQLUhCEZNmMQR5FUyaTCTVTTCmlUBKLp+sPBhRZju/rx7MiIYqmRNHUdrh63R6OEraTP42mvP6RN9jN0F53j92DGQlz2B/x+J9/huPHdQHuVOr4hWQ00Ekj9EOyaW7VMO577WuoVQIuvaBVDm5dv85oMuVgr0vLmBgNowlEKbHpDF6/eZ35hQXuulM77O32+7zh4fOMjMdCWsxwu0dxe4Q269NJ1/Nd9g8mlK194TialG79LPSiWU7VJtMJjXpdq+2UXCJVoMAWt54j6B/0LdeEoIZyFDWDwQ2rIdEkAseYyNSr5ChLJnWFRApBZDC8FVcXyp97QitGPfroo4RhyHg8tqoSZZEq7OXogJopApVO5VYEQWmXb0vyEg4Ly4sc7Ovu0f6ghyt9IrMZkq7EcV0aczo/KKVI84z5xQWmRnO8UA7T0ZimuZ+n4ylRkljzPU9KTUA+tKgKKa0oguMIwlrIwpLuiu3vv0Sr0SExfBrX1c6juelGOjlIJKHhGYjCoYgLiqyg09AF9O/+1u/w977ve2wHsloJGcd9q93teVrwIChdcB1BwazznxYZjWqFZ7+kzft8V2rfl8ObLU8QmSmO57qcPHEC15PcvFk6hSviOLKd2e5Bl42tDT78+58C4D3vvI/V1eOWd+D5R53+2ymqFZ/uvv5upefS3etSNwV7mhXceulF3vx6rRj3+U/9EV/4FARm7fe8CuPxiNWlJavD/8RnPoWTwbwh9l6+cp2TJ48jjEBJrzek0W7RGxrju7rLVnePO+6+C4BGq0KSZVYoYBJHPHDPPVy9qjcavVqPPMtYMJ3gMAxxfZfJeEpsmnZ5mjMajmiYa7EnXfb292kbh944TbmxtU3o6MKz3x/q1zH3+uUr60STgnJHLz2fD3zgh6lXdD2wtbXJmTNn2NzYNGfRodlo0O/t84Y3PKLPXZqSpBmL5j2n0ylxnBCa4nd9Y4O1tRXiWJ9736+SZ1NcgyY46PVQhdDGpEBsFG88k3enkyl5kdu8LaVDkAucUmXN82k0miTTSHsdmWMQwiFVM98mwCoIxnFElia8/e1vBeCxT36an/zJf8n/9iM/BcDzFy/ynX/7A/y7/+NfAXDinjv5r7/72/zpR34bgE/92R/z87/8QU6e1IZh9XqDN77tjfyX//pbfP/3/HP9t2YdpXIyk3OEcBgOBwjDY0rTTCsrmU3eyuoirzSOMP1HcRRHcRRHcRRHcRRHcRR/w+NV0ulXdicG5bi9/Fk78gqn1GlVBlM6+++97R1WFhatAkSepWRpwuKi3v1MxmMqrY4dAYF2ayzVWpIkZTQaERi1nmkRE0+zmQZqHCEcVzvkAWvHT3L16mXWb1w1jydMJhO6e3s026bLrRTSEUiDr/WUViEqcUtZllMcxvbo02D1aykyppOJdcdNkpSK7+GakdFcq00yjTCKXbi+xPMCfOkhK2bULjySfGKnBeWov8Twj/ojPOnh+Pr5k8EIVa3YjniJWy2VlPr9PmEQWm5DlmUoYq5dvQZoq/K1tZN2dFfkBcoRFAXsbmk8W57n+IFPzWBd26055tpzpGP9Xax0Fgldn96ePsal1gLDyYiv+9r362NKFX/+Rx+jZrBv7/mm97G5scEXjIbyXzz2GHmUIE33oUgSiighT1IOTLcgcQqefe5pdvb0OL8xv0BvPKVR1+f6d//gcX7on307N69qx73773+Ao7jdYua6WGLMD0MC8zwnLcfcjnaYLSd7gR9Qq9UoFDiWO6QoKKzcZaNSp7s7IJ3q+7XSbJLlOaGnc8Te9i5BWLOdmXvOn2cSTewxxXGMh0O1prtiw36PP/njj9vO3ZkzZxgOh6RJglti9B0MROUQ4enwJ9Z25jbnUOi8WnJ6Go0G9XqdW5u68xanKcrREwEAsnKiUcqUCoRyUI6DbyZpgR+w0G5z+pTWwb56+RrbW9sIo1pWa9SMAo/pUEoXpMQx0wohJanKaHV0jjlx5jTD3oDATA/jaYzjgGuISU6iYTjRRL9etVIhT1KScURmtLpF5vPc08/w0BsfMd+8oEDglZKcCMszAp2CpSPsFMf1A7I05gtPPA7A4sICWZZa13dHOAhcZKbzZLPZYGV1GceBjQ09XpdS0B/0LMdqOBmy293inW97LQCn146TpSkjM+Gs1P5a7j+KV3U0Gw2iSENtWq06QeBamdksS/BJePEZPSkKfI/JdELLYMLjXOGgGI/G3HH6NADbW5ssLc/jma75+TvvpEgKctdgz4OAixev0I2NjPQgotlpsn5L8wiPLy/TGx0w19Gd/Eajjud6FtMfhhUyVTBneGyTyQQXSRgEDHsarnNtfZ07Tp6ynfu1uVUGV3rs3tKSnaurx4nclMFId5td6VJvtogNrtx1ApJxD1zjQv2Lv8T+/j5jo3pVqVTY2tpmZ1u/XlEUtFotjau3ULmcJBpTCbU0aa/XJ45jC1dptVoMBj1qNb3eR9GEer3K2KjcxFGK7+VWktORgsGgb92RXVcyHo9ZMF4DSZwQJ7F1Qo+mCYEj8Sq+1f4fj0Y023WkKY/DsEKlUrUw5mq1Rn+yh2Py6useeg3Pv3iJxz7xRwA8+q6vI56M+PEf+zkAfvt3P4hyBD//S78IwGvPnOeBe89zw0Bz3v2ed/HRj36UTrvJr37oP+jXePvXM9deRMqSq1BKwJe1XEyt3mLtxIo517oufCXxqij6DR9N/4yGuJQj7dmTyh+UuWBKi/WcaDrmta/9Cl56QWOyfU9Qq1btWDsMAnq9HtItC25FpVq1Y/AomrKwsMQ41hdrPBrjuh7KVI5ZlqAyxdqx0wDMdeZ46gt/yc66/tKUyhlPxrSSOslUn1LhOeBI0lgXyEmeIVxJZkbpQmrNe8yYKctzgsCfYT2FJnuVuuBpmiHyjOVVfXNIHFwvsJh/KSVJkgHaiAYgkIrmyjzRVL/mdDyhM9e22OUiKxC5S3+ki+EgCKhVaxZDXOQ5aZpa8x/f9xke0pduNpr4fmiNsjw3YL/bpWZG/0o5+J6PEK7dvOxu6fGmyHSimWstIrOC1Jj5VCsVJvHU4nNdPF5z14M8+WkNe4hGY6IoIU409nl9Y4OLFy8QG3KikBJPSqvBPZaK/YM9sjTjkXdpucQbG+s89+yXOBjqzUnQWeChR97Exk2dUL/1G97J+q0tpJEVvGW02I/i9gnHEVY7XinFZDpFytm9kqaHsPCeRpRPDi1WGvOdGzghUECeRdQXdLGaJDEvvvA8YcXYx6cpbjVAmFF4rVIlU1g7+c7SImEYIkzSjkcjjs117P3w7NNP06jWaM/pxSgIPLa3h7ogV4e4B8zMugr13xaOCmyzomyklGTTOE3YO9hnaC3sPbKisDlGurrQLw7Bh1zXnAcDVYimMaJStdjTKE1YWF2x73n+/vN0u/tcv64LpDTSG65S3lihNNfJnId6kjAYDqyRVpanL+N0lZLATqj/4CiHIAiZX1xiaOB3neYcn/2Lz/C6RzS8QuVGt9rkRuEKZCqsWSOqlDsu/UccppMpX/3VXw3AE5/7LA4N2+zAcXA9ScUx8FClKIpcv94hg8fpdGKLLulI1lbWaDZ04be732dxvkUU6+ZGXrxyib2j+J8feVEwZzaqe3tdqtUqriy5cB7TWNFpGUjJNKZWqzI2WPhGo0GWJBRFRv9Ar1thJcR1BQMjnyuEy91338U73vE1AJy64yw/8dM/zpef1JyQYyeWCWoBOzs6X+zu7uMKh8TcV6IquHlzg9UF3eisKEleOASlzKzj4uQF6TQiN2utdLUcd5kf9nb2mAs6eKleF7vXdgkrAe2KvtfbC22QgptX9THsbB/Q7izzwz/6kwDcurXN6rE5bt7Qn6lW08IEbQMxyrKUE2snuPPOO6y/RZbFTCYTK428MNdhMBja2q3WnsORnjUEK3LYuLVDw8itS1eQJPGsZnFyPE9ywzRk77nnXmq1OomB8iqloU5JXBKcC5IkJ0oSu16MJiNyldraSqmCRqNhzVuzLKPSbFgJ99CHhU6VKy98GYCnnnmOf/HPP8DWgT6Pb3rTo7zw0pM884L+LveiKUGtwkkDWe4dHDAcDEHBwMgr/94f/CZ//zv+sfUvCIJA1z2GP9HptOl0WtbvY339Ovfd/w5eSbwqin5d0Ze41RwhnJd3/sEmYMdRh0i9MB0PUaqg3awSGh1VQUG73rZFfZomjEcjOvP6pi3yXKv+mC+1Glb04pLPigSUoBDlYuvTbM1z6uRZc0CCpfl5aoaUI6WHIxSduTn80HQX0wgpJVGpzlFkDMdjHN8o2zgCcciJWEiBENLiyDyh9fZLVQwv8FBJpuUy0Lr9jqMNd0Avxkpph7kS2+p7FYQjqZQLJiFRHJEb5YxqUGUSTaibBbwShiRmalFGlqZWzcf3fTqdjsW27u7u4gcVhFMWUz7D0Yiu0dw9c/YcUZSg8oJzd5yz3+94rCcMAKNen2vjiJbZyd9cv8k73vUePrX3SUC7gt64epWWwfw5uUMjqDM1Rhp//EcfZ6kzT2AIL+PJmEqlyjTRi+v86ePcunKNerVuE8nBwR7TXNBe0huo7/juf0hQqzOOdKfv3F330t3bYvO67vQP9o50+m+3UKqwSXo81spbjp2yaVL8YQNAN3CtSd1gMMCTksD1LXm/Wq3iuS7SYMu7+/sMegcok6Y8T5NVyy6YdFwcISz/JU5Sdrs9JkZzfzocQ66sgsxgMCBXcNyY++W5Jr/7vv/fFvcz6Qn9a/mZedmfzV8KOylI04znn7tgJxqu6+pud7mvKRRSzt5LKUWWFdogMZsZXXm+R88UK6Mowc9n04WgEtJut7iq11y94DvM9OxNzmu0dDH8ute/jue+/Byb61rNo8gK+v0+/Z5uRIwHY8JKaDHw49EIt1IhyQsWljWedTKZMtdosb+ryfyrJ49rAzHD4x2pBEFu85Qy05KS9ysdQZalVI1i0De87/186s8/ydyc5gz4oU+WJ5hhJOQFzz3/DM1my05mq9UGWQZDs3FUyvAazBryK7/xcX7w+74Rz6w5Y6OYdBS3RzjA2pq+N6PL2viq5NI4jsOpYwv2/jt5YoHnLzzPyuoqoPNPvVrBdT18o+bXaNTxPAfXOH5Xa3VGoxH/+qd+AtDGVzsHe9Sr+j5JM8W0P2B1VR+Dq8ARktB0uKUS5HsT7v2Ke+3xHl9eJWgYJa7A48mnv8jC3JxVqeqENQ66+0wGs2bHIB3Qaugu+eDmBqQFgZk+9np9JuOYnR19b2aZ5Ic+8CPcWtdNsWPHl8nS3Bbgm5ub9HoHvOlNbwb0xPXChec4efKEbYYMBgOq1apV67p27Tq1Wo1q1ah5qQzhejimyVvEGcLxmJjJX73RQkqXNNU1ie/5pEnEnGmelIIhsSFdV6s1qpWQfeOOm2Ux1VodKV1b9FerNbI0tetBtdIgjmNrOup5PkJI65cSBAGn1tYYmJyV5Qkf+s+/zrf+3e8E4NmnPseJtXsQjv7/J//ycc6dPQtm2rG9vcPc/BxpPiUw18dgus+//b9+gn9kMP5kelpZegUsL6+Q57ltuObpK+cdHmH6j+IojuIojuIojuIojuIo/obHq6TTP4PzaK3qw90qcFRhu1kOjt4hmSf0+wcsLM5x/fpVa1ms0pQ0Segb7Prp02cYjUb4Bm/rIEmzyEJpwrCCg8KVJYYrZJRM7HgnVQ4LneO0OrqzdOP6FdavXKJi9OuXVuYRjqLeqFm5PC8MSPLESkeNRxOUg4UUKKFwXddi13r9nj6esvtkcLBjs0MNvJCTy6uU5tFpOsFzfesyKl2XNE2o1kILKcpwKIocIWbYNIVgGOtu46CvnUdLh948y6jXG3ZXLF1Xj7JLxaE01cx4M9asVavs7u1bh8pqrUar3WFoNPj39wfEUUzc75GZDqgqCiqhT6dhLO2RtOt1IqMOsry8QrPZZtl08XrdfaTrUhpY5nmGdKTteHzjo+/g93/rt5Hm+qlUqni+x+Jx3WV5/Vu+kj/PPsHW5jaf+TM9PaitzPP13/htPPxmravsBjXiJGK//6cAfNV7HuULn/s0n37sMgDzjSpHcXuF63lWdSrLcq0KU8JdCs3pKWEynuchHGHdraejERPPpzpfsZ2UVq2OEpKe+X1je5vBeEiU6u5NQI00Sy3npsgVjpPRNvAOT2ps6QtGVer+u+8ijsd8/I8/BsDcfId0OsV1y2MskNIlz3KrHpGkqcXCAnZSUYZwnJdNQXWuUXayJz3X4OWNM60yKmhO2bF8Oayy/N1xHOvynaYZvh+yu6c7Zb7v4TgOgfncnvSZRgdW+SbNM1zp2lzrOHocf7ypR9tLi/PcbNWZ69xr3lSQxDG5OY7hYEKapkzGOqdMx2OGgyHReMzEjOybhaJ7sM9vf/jDAPzD7/9eVFEQZyWMwQVXMJuFaJ5SeYxSSIbDoZ38Okox6Pe5/7779GcoUoR0aCSGfzEYkEU5SZyjilInPaXT7tA33i8a0hTZbuC3fsNbUSq306aSP3QUt0cEQcC+0Uxf6LQYTiI7EV/f6fPA3afZ3NLY9el0zPLyEkNTf0hH0WwtcfPGDU6f0dd9o1FlOB7Y+70W1q13DWg1PtfxreoVQrK8sERk8PU723vkFJw7qbk1o3TK2976Fu44dQaAixcu8PhTf8WSUcna2d1l5eRxHMeh0yzVuRyKNGNjw2Duk5y5TputdT3ZXl1axnEFQwODLSK4dH2dONXX8Lu/6ut56qkv0zCwp/39HsvLS9TrDXMeIlqtDvtGTlsIwalTp7h1a52lJb2+b21tkiQJL76olRDTVE83Nzf1Ma2srDAcDqibPJoIgahUyEzePRhOCVwXz5zHNM1RhWtRGLu7u8zPz5E6Myz8YThQvd7SfioOVpJTCkGUzyYWSZLgeqAMJG9/r0+13rCTgSiKyLKMu+/WTuhPffkiO9cv8OnPfBqAd731bXzuc5+k09bHtLq6ynMX/4qkhOrMtej3BzSrHbp7+lyFYZVarcLP/5JWBPrAD/wkRZRaFIfjwHA4tBMT1414pfGqKPrVIbk8/ft//7lCCLNg6ydNhkMeuO8cw0HXkuQAhqOhJV5kWU4YBkzMgl1Ce4TBY+ZphusG1uSmVq0R5VNcM7tf6izTbnRo1vWF99mLF/niZ/+CVsPgeeOEVqdJkiQUBo7jeA6Fyq0mriMcCoXFz4IiSjM7evc8j8IpcM3iqoqCIs3sZifwPKQQ9sIMKiEOjoYJAHNzdatJO8WModyAPFf0+8ayuhrQqLbwDFRm1B9pYx1z8aZxosnDBpJRUp8AACAASURBVBaRxLEussvNT5riAOKQ9F1YqbPX1QvdfSfv5j3vfhd/9pgunj/x2CdY6HSohTUmQ53QfCmRbmhJM5XA4467z/P5z34WgCjt8cnHHrOLZSUIecejj1I15/6jv/07VKpVS4J2pSTPcjs2TaYxuZRcv37NHKJg/cYNlHSZO6Y3An/7H/1T6nMrxOaryPMcr1Ljn/6LH9LXWJ7RbDyDNJubhoFoHMXtE0JKm7SzPNNGSmpWEHvSJTcLasULSJPE+nZ4YUAcx8RJTFko7vf2Oba8xEFfP+fihRdxvSpeoDfMyskpCqgYmJrjOAhHsHFDY9svPfcMyydOMB7rQmB+ocXv/d7vkmYG/pfGpGmMb8a3qshAKVzPJUlLMhegZpKc2tRwtilHCJ0f1Uzi03Ndi8eXQpN6Z3LGjuFTzYwPi+IQh0AK62FQpuTA9Rj1h4zNqFtIiUIRmQL80pVLbG3svGxDkmYz/gRouFDb6JH3+32iOCIoTdB8D+lLMoONn19ewAsqZKYx4XkuCMiKAsdAI/q7Pb7w2SfY29diAZPJBBm6s3XEcTRhweBjpRD6/83DShXEcUzTmJL1dncY9QZW4rNZabK/38XJSrlWD1xhKAPluU4Iw5aViR0O+qZppK+5tdV5rq1vc+aULnbysotxFLdFjMZj/HKdzApqNWnhH2tLDQbGXBIgimLm5jr6WgVWlxYIgoBkOs/ErNc9V9BoVhiYgvr69ZvgOAz6ep1cXTlGvdpgu6+vaa8QuMojM14zASFbO1sMa3ptT6TgiztfZH9bF+wnz5zG2dlkZOBmXi1kZ3sb6brcuaY3CkrA/mjA/o7OSWfXTkBe0O7oHFapVDjY7zGZ6Pxzc3OT1twxvvItWqoyQxLnCVPDM1hanjeQQH1tdzpzxHHE3JzZeOzsIJsuKyurFnqZpimVSsU2Jk+dWuPg4MCKsHz5y0+zsLDAyGywXNclSRIWO7pZmkwGBLUqmWl0RkmGFwS2eTHX6XD5pUuWyCulY5u5AGmS0u602d/ft7xD15PU6zXbQBkOB3h+cybZGSX0D7qHzBwTxpMJ2129KdzbO2AySXj8z7Q528J8k3d9zTfx7JMaPrzd32Rt7SzXr+um4v7BAZPJGOm1WVnRzcxb21vESUJY1Tnn1/7z/8MH/tcf5YbxN7l85Torq8t0jbdIy8AlX0m8Kop+DqnaoEpir3GdVIrikFSPXugkI+OEWa1UoFC4jsQpDaCiKUph8bQXLz7P6uqKNddwXRd1KOlLXxfHeWKca4uEwPcJPYN19+Y4feIsW1sad9rd3iIMpIXWDoYDdru7nLnjLBWzcKR5jMpnyhmZKsiyDOmXOqspCqyCSKVSIc4T6xrqZgWuFHYxrPg+eZrgG5Z2nKcEIrDHsLe3S7VaJZpOqFX1gqpx/rOxSa93gKMEQhlNbV8ihWc3XK7rURQ5qSkKhBSIYnbupZRkWV6unXR7QwolbOLa3NwirLVodrR7rgxDhOsxTTJESZoMQ7JCkZrv4qDbZToa0zBqPDkKlRdUXb3gxnHCSy++RDkC8V2P0XhIZkg0H/7gh5BS0DFs/K2tTcbx1GqZ37pxg0xKxlnEt3773wegNn+MFL0pA71s33PiGBeuXCsvMt789nfzp3/4UQDCykz54yhuj6jXaraYVYUiz3KrIOO5Lpkx/dOP63uzVPOqVKp4QjAajqwqRJQk+GGIMhuFm7c2GI8n9j3yoqBSr9vfQzeAqOC4Id5vX7/OeDxiYUGT2vYPdjno7Visu+s5MMUqguRZaVZ1SK3HeAWIl3X4Z9r/GIJpiTMvuUslijN39HTDYfb/Do7dHJWTjrIbXfqG6Fu3JB9pU8HZBkrp82kW+lvrt8AReIZjk2dlx+xQU6dQ+ObxG4bwWzZcZCG0eZZJO1E6JleZNVYrRICjJEVRsLykN/HNRoPA9wmqOjeOJiOyPLeOvA6OnvaYjyCd8nD0MZX+CaXXwOb2Nvu9A5rNOXMeCjwvtF3XaBqBo1+3LOwAtne22T/Qi7B0HTwvIDOcrrwo+Phjf8X3ftd7zHdz5P1xO0XgBzPBCs9nMh3Y/LG4MM/+wQG5WcvvvuM0rutZwQzP89jY2MTzJfWaLlYd4TAYRDiG+B8Ekv39nnX0jqOUSTS2ClOVQlIRPmNlzLhkzomVNWsGd6zV4Y1f8XquXtaF5PMXL7K4tMjmti7Ip0nE0tIiRaGITMfadQPGg4i28e0JahVUFBMYn44il0ynGf2e6SI7Ho+8/q0kJjelecTcwqKdyqdJhhQe2+Y9gyBkZWWFq0YFr91u4QgX4RZcuHDRnFmHMAyt2k6z2eKpp56yDZjl5WUuX77MwtKSff4999zNzpZWIAvDKqNJZDcReZri+i6xcQG+dPkSjVrdqndJ6TKN+jZH5rnDaDSm3e7MeKNCoDxFbMy6mvUKqijYNRuqwA+QUtpNQZYmOGqmBukIqFR84kh/hl//lf/IQ4+8hdzwot79Nd/Cb3zwF6yPSKPRoFavcnBwwLrhRxxfWyNJElvX3Lr+Ah/56K/zljfr/DHuj9je3qBR08V+yTd4JfGqKPpdV9qujDazOrQoKb1Ylx1upRSe57JvyJWduSZpomXepmYErAqFKyRpoQvLZrPOZDK2F9La2gm9Iy0LbM8jiSO7KciEgsIlMZuIpu9z7NgJrl3VN9Tu1i1UnhIE+oTXGnUazSZh1SNnZmw1zWJLJMGVkGe2qBdSIByHvHS6ROFKSWaOwXGUhtuY4ne+1SKeTEiNMk81DCnSnPl5XURsbW2S5ylhUGFiGOCe7zMcDkqdI+baHYoipxKUFvc5DoLcLNhFUZqeGTUPz4fcwZGlq/AYR3oERmawnUtevHSV1z2id/7Neosf/1c/Rs0ULnffdZ5rly8RuJ5Vsdg/OCBJEmsA4kkXgZYPBDh97iyb67coLMkyZ/36NSq+PuYiL/CCkMIk2N2DLtV6nbkVnRR2u7u4ac7IEHkdB7zOPD/8gx/AqRrTkUyZ1zfFjSN47upNu+8UQlCt1+m0dSJamX/lbndH8eoIKVw7VcvjxOSQmRoL6C41aBWcNMuIym6y69LuzDMaDi1EqNVqUqlV6XX1+HU0HhNHEYXpNntuSN1r4JiufBYJ2mGDdlPfK8L3SbPMJtzf+NCvE4S+JbAVRYErPbthT1OFlL4m8peQQF4u1imEQ57PRA+EcADXNkw83yfP81nXXSlyNRMKFkLDJMv7P89zXDmDQWk3dO3oXeaQosgQ0rEbqNliagQKhN5ESJP3HOmQZZktgKQUNFtNq0oxHA4IKzMYQ7vdZndvj8IcU+AHKJXhezNCnkIT9iLT/csLRVj36Rsli2otJM1mLsGiKMgLZQ0flTEtc43MaJokVHwf3zx+/foN4jhnYgqwy5dfQlEwb4qhWr1OEsc4wiHLE/v5tYmjyf9hoKe75TWn4O9801stJCAuJU2P4raI9ZsbhKbhNp5GdDodPvYZXbi+/WFJs9mkZRp+eo2fiXBcvnKLarVKtVK3ilNKKfxqYBuTnusRRQkrK3oj2+12SbOY5TW9rjkIuhu7lBmgHlTpD3psmSn7UqXGL/2HX+bb/843A3D6jrt49uJFVDrLGNE0ot1o8txFDaUJK3V86bO6oGUfwyCg1ZljY11Da3oHB+wdDFg2EKJvefu7mCQp/Z7e/FSDOnt7uxa+88ADD7K+fouRcc+dTmMODvo88sjrAdjausV0GpDnhb0vTpw4xfr6TVv0X7jwPEmSUDESwXEcs7y8ZKeTRVFw7cpVzhvo3fXr16gFgYU51+t1kiyiMGXX3MIctWAmt9loNFDFzCywWq1SrXr0+13m5vW5TpLU3Kf6NbNcqzOWoQm1oW241mo1qrUaJ05raNUXv/gllCMYDnXtNrlxkyjq4RrT0oOp4vVf8UY+9eca2jkcdEF4xHFszba0M7nP2DQ3l46vcfXWJeK/0OvRqaVznDt7P2PTcG23X3mNckTkPYqjOIqjOIqjOIqjOIqj+Bser4pOv5SHulOeR57nKNPJzQtFnhemi6Xxp2kSWVv4s61jdLu7VDzHEt7yXMt+WnzlqE9eFNx1lyZajMcjpBB4ZjfpeC4iSyzZLMm0MVfZdWvNL+FV6mwZvfZ4PMLzlN2l50XOcDzAr81bEixSS4uW8ICmK8jyHKVKPG1J1jOjdQFCOYSGmJEnCZ4UvO0tXwnA1atXiETGNDIk3XRKkTsW71sUGQ4OSZJYSb5sOqVSqVjd7SD0jO11OUJUTEZ92/GsViqIQ2OrNNXnoRxrNhoNPM9n31jNP//iJR5++I3MtfUI6nOfexyUYtc8P55MaLU6DEdDO54bDAY4vs99DzwIQOh6hJ5P33yfD7z2tXiex4tm/NdptjRJ1+h6e37AJEsZG7z9NEtQ8ZS/evJJ/XqOJFE5sTmvb/3a9/HOr3kfo6QgU6XRUgbMOqB/9Id/yNe9973WGwABnhewuKw7INsvvcRR3F7hgO3maKMlB1FiOZUyZl0G3pHnDIdDe91LKQmqFer1OlfMuBz0WH9re0e/puOQBB4EpnObxLQdgW9SqpPl3HXHXSyb6/5gOGSQTLj47JfMISjTP9fXZJ4VuJ5P1eScQX9MGhd4oXUksfh6Cxsw04zycygFqshtB0pKd0bW1S+g4ZPle5o8WRJahZGytK/naFji4fGC4zgammJ9VczzS4igo/NHcUiis1CFPaai0HmzayYmSZRQrdXJTB5rt9vsbO/YcX0cxczNzzE1eTWJE/N+MDXdtyiKyYrcyo0WeYajFMJ8TolAoY3GALIi1qaP5jMVWQb5jNh94/oN+v0hT31R625/4QufZ3llgTe9+Q3mOnDJ8hjXdZEW/qjIspS1ExrONRwOGY2GxHFJsHOYa7e4+JJeQ87fucZR3D4RxamF5pbr/jtedxIwPiDjCTUzCXCly8rKMpevaF32fr9Pmqbsd7u0FzVkbNgf8vDZ19rr+vnnX9TeFYWeANUaIc3GIpW6hvdO+hM8GeAZ7tpoPEEiGRiOkSoK7r7nHp55Vq+bvu/xujc8wjMXdL6J9yIqtRpInwfvfw0An3ni8xQ5lpA8GY/Johq9oT6mwbRgaXWFt71T+9uMpwn1egPP1XXT+sYG3/zN38y1a9cAWFxe5qWXLtmp34MPPsjly5eNfxCcPn2WJ598krvvuoOzZ7X8+aVLlxFCWDntlZUVBr0DNk2ttXLsOHme2dpOCIHn+Tz5l5+3z5eutBzBoiioVOqMDdrBkTBKpoRNnU+iJKZWa9r60VGS7l4PIR0rNd5sNhn0+xYJUhSKKJpSCWfTh3qjbiGNnuexu7tlfz+2ushgMCY3Oc3zXLqXLrB05jwAnVqDJy5vcPq0/r27d4tjx5e5+MKX2djQEPJ77zpPfzSkBIr4gUd374Ddrl5/mo0G42mXSlAaxL1yjtCrouj3PM/qj2aZNoRSVu1Bj4st7lQVrK/fZG1Nj8GqtZCiqBAIhR+UTGZN4tre0eZZQRBQq9XxDf6yO53SbDYtuaxSqRIlsT1xTlEQ+BVadX2D3nnnebo7O9y8pvGneZFR8X2y0gSrEiJdQRRNcUyxOYnHOFK8DCdWqfoIA9+ZRBGBX7HYWL3RyXEsDtBnrunx3Ava5U8Ij7nFtiUfbm1sIpBUq5rw0uv3KDKF789ILL7vc3CwTxDMlCLG45F9XKWSJMrtGNx1XYTRBwdQhUA4kuPHdXIbjwZsbW2zsaPJRQ8//Aa2N3Z54jPaDbfdaSEcxxJ/x9MJo2iKIxxeMpr3WZYwmEK3p8dt1y69xMriMrVmyb+4QBhWWFjUG4l+r08jqKDMd+NXawSu5I777wLgqSjFz/XrAuTKodLucP8jrwPgbV/zfgZRQaZyW4hYcmJJ1Bn0oCisoZdSkiTLCQzur2TMH8XtE7VajT1TWBZKIZyZK6uDHtmWRZ4QgtFoaB8PwwpCCDqdjlWlaTbqBG5Af1dveCeTSOvoC6Om4Apc18E1ai6+EIi8oF4a1UlQU4fRZc1Fcj1JkiQEBrbmeh5z7SWrT721tYnwBFn2cux3fkj0oGxSlDnGla6GrZlqNs8z0zAx2HajxlMWu1JqYYCyIHc9lyIv7KZC5wWzESgPwNH69s6hIXGaZbYpI4Qm/86KfL0ZKbHvpaN6aTLkCEGaZjQaDfNqiiRN7DF7vsfS0iLXb1zTv3vaWK3dbJR9AAYDja+WvmkMqRzHGHCB5jZIKawu9niQUAtmxofTSYTnuvR7ulAYDsaMRxM+/ocfN0ekYU/rN/WCvLq6SK1WJ89T68uQ5zlxHM+8YeIp08EB0sAzPT9ASIcvfPFFAM7fdVT0306RK0XFcEYODgb4nodnNgGudHVjzDT0Op02RVFYzPbi4gKDfp+V1RWUuQZlR7C7s2sLy0qlQhQl+J6+//1Asru3z+tPPwTAl2/pDWjVkE2jyZQ0jllo6ftmcb7NMxf+f/bePEqy677v+9x733u1V3X1vs4OzGAwA5BYCXCFNkqUjiPLES15FaXIjhTbiZNjy4qtRHGsxXJ8bMWyFsuSrBMfSZRkkSIjR1xEkCJAgliIZTBYZp/p7um9u6preVVvu/nj3nerhzongf8DdPrHczjo7qq3v3t/9/f7Lle4793GPX5nZ5cnv/hF7nuXUcW6euMGqlVgdqLk5jmFh/SzER5cC/b3Q154/lUAvue//ijjk5O09s3ColgsceTIMW5eNyaW3/Vd38ULL7zAsWPH3D7TNGXpyBJgkuOpqUmuXjXP/PHjJ5idnWPl1qp7v0+dPMXK6soBcQGfer3uFIOUgK2NTSYsEXes2SRJYuehsbi4xNe+9gxnzpiC7uraOmP1+mgsL5QJh313zjt72wTzBVI7fAnPY2pqDqlwxc2vfOVp7j9/n4PiFQoFA8ey+WUcR4Rh6PZxe/U2nudRt0qMC/U6Kysr7Fslr0oAvf1NnvqCKSA9/r5v4u7TD3HhVaPuUyjW2FzZZLIyyX2P24XAXpv3P/FBLt26aO7/5YsoD4RVmPzys0/y6oULPPHodwEGJvVW422R9BcKgZMeyrIBEo3liiAEdyT9SZrQ6XR5z8PG3jzstSgXfZQQLmnXWlOv1510VBRFFAoFt6IddEMCGTiljCxO0HpU6Um1plqqUQ7MC7Z09BTPPvUltm+bh10qY+aj7EORpIagq7PUqfdk1lk4T4ARChGHxPYYPd9D+6CtMWOSxAgNuTdOtVZmfKroeAqlimJiqsm6ldcaDof4qkBryyTPU40Z4iwmDEOnKjAYDKhW62RZ315LYWSePJvEZilxlrgJvNVuUatW3QuC1iRZ4q7b9es3kV7AmdMGT7e+toESBf7qX/9BAPrhgE9/6pOUCgeSDKlJNaSWqDccDqg0GqxsmvPQyqMd9vBtxXTl+jJxGjNnyUGnz59jb32HtWWzgNsP+5w8dzenjh4D4NILX4ckc3i8y5tb/LWPfj+LZ80xhqlCSwVJckD1xLgh58nN9370L9vTtQRmrUkzqBTMddiwK/bDeOeEUspNZsrzEdko+XXqNPnPQjAYDEYOjGh63S6+kFSqZhJuNOr0+j1nGhXZzyuRK+MIkjhy2yhIj+mpGZcu98OQ5ZWbjvNj1t2CwCb9OsmYnJwgSc0xa5FZk0AxIurCHVX1ODa4dae+I4Sr4oNJ8M053ymH5twrrZjBSMjSYPLzzoBAk2W4hN5ePECg8t850YWRqLK0i2p3vGjnhp4mGd1ex/EIhFssmH/39vbsnnOJvYidnV36lo+llMKTAkFG0c/NGDWeku79zSz5WVj1NeErPN9zsp+eEPjeqPIvtDFTW7XkwNbePv39kLBvjnF2boZut88Lz5sCzEOPvJv5hSkzZ9gkLtMZtVrFOa5mSUSSxi4REMonGkZ83196v70u/x8SdYfxtouZ2SmKdo6aqGs++aeX+LZHTDEssc8Ptuvz2sVLdI50mLZ8uyyOiaMh+90uVZukV+s1+mGItHNvOBhQDCr4FhkQRxFxlPLKKybpG0YJQeCxaTuNDz50P+sbG3zo/cb4amfjNrc3t1mysqKZAlUM2N4z+UGWCTxL+t2yfEg/CFAqZXHhGADrG6sMk5TZGaMgc/fdZ+kPh1TqZkybnZ8jy1Iet/vUWvPggw9yy5JPL1y4wLFjxxy+vNPpEseJU8WJoiFvvPE6xxaPODTC+Pgke3ttwtC837s72/ie55QYFxYWEUKwu5sr42xRKpVcYfL1119nbGzMVciPHz9OHCeuw6aCgCBLSax51dzsIoNBSKFoBVc0RGhkHLkC7CMPP8LqygrHLEbfU4r62JibTzIE3W7X8Q7iJGZubs6Ny+12h2q1ypnTp8y92dlCDHtM18zff+3//En+8g/+Hd71rv8WgN/97d9E43P/mRPsbpv769fh6isvsd8x883dU8d4rX+FgTVvVSXJXriJKJkxqt011+etxCGm/zAO4zAO4zAO4zAO4zAO4895vC0q/VNTk84WOU2NWkVelc2hGLnmRBJH1CpFapYp321vI4FUZ+4zm7dvo/VI2aa1t4fW2hmnSKtI4eeykN0QIphumBZSqgRKVjh+/DQAYb/PxuoqnY41Tih5zEzOOiy8UBlJvn9bsVJK0R8OERaDlwoDm5FWMSLLMmP64DoBEpkmlG01YXIiABFTrJi/96N99sOi6xw8+MgjfO3Lz5JYbcowiu0KOHZMdrMaHWnM7+7uUK3WnPGNEophPHCV/lRrkJWRqkki6Lb3abdMVb7ZnOTMvfcT205cUKiyvbnrqnaTU5MsHjvJrq2YBSWPxlSDdz30EKGVs/rk73+C5Y0Nx6YfrzX44Hd+B2O2GvDMl56k4BUoNozSjvIL7O23qVt1nqWpSZ5//jkuvWlahsMoJez36dt7+Q9/8qco1Mdp25W9JkQJaSqKWY7pN5jkhXGzj7Xd9h2QBBBITzE+Z1pm28srHMY7K7TWrv2apSkI4apDWZqSae34NnEcm3czV62JUoZpyOZgQF6QDbwCG5tbbFnIkBAeWZo6aI1UBcrloqu0l6tVxsfGaFlsaXu/zY2b1/GqtqMpNGmSUbKywINwyOLSont3pTBYeX0AWmNUJg8omwljmZWPlZnW1pLeqpIpRZodwPSTGY8TbyRBq5T6M5h9ZyBo3xd5oPpvlG/u7A7kfgGjjYy8VtIsQcjReK4x+OMR5MhsO+/Sttv7+L7nxsU0Sdne3kbatrYnIU41Bd+nbytvnjQ8Ai/X+USQZunIEExnKCFpWy6SEoKxcpme7R7E4ZDJuQl2t8wcFPaGSOEhZS59Kgj7Md2uGbM21jeZnp6iVKqR6REMQSKIrf5+piEICnd4KgipKdnu8rMW5nMY75TIiG0HvegHfP+3nKNrq8l3nznNF558itiaLU1PTRH2Q/r2PVMSJibH2W636Fqd/cEwIssyimUjVV2t1mnvd8ksT6VeqzE23iTLJ1sdUy7WUFbi88rVa9xzz2lefc1g+Hu9HqdOHKVnu/K7nX3uvvsuBzEK/AJkmp3tHcqWk1Ctljl54iQnjpuu+NNffZks3uBbP2zUdmYXjnHr5g1OWC6k1oIgCNix3c777ruPJ598kjWLPpienmF9fcN1EiYmJgw01nb5r166zFitzubWJufPGxjSiy++xO7eJmfOGLhup90mGgzdu/vKKy/jeR5TFt6zvbdrUA4WZdHab1MpV5yR3qc//Sk+/OFvdypJrVaLSqVCpWyVdHo9SsUKO7vmGOt1oyRW9EZKW4XAZ2JqnJ0dA2OuNQykKIf5hmEIQYGOHT+EH7C2vu66E2mqqdaKjjt594kj3LyZ0OuZ5+HW8jI//7M/yd/7B/8UgCee+Ai3rn+d5e0dTs2bax2Hq6ysrDFp8xqtM47OzLOyZ671iXN38czTX+WLXzUKQI+cew9vNd4WSf+eNScA27I+AGM1k+qoad1u7XL2njPctlAbpROEkPieojMwNzrNUq6tXsFbNRfs+NHjxHFMZhNBgRmQOYD5lFJSsESN3iChUChy9ryBEF2+dInXXnqWQu7AOzOBFCOTBy0SPAGqoFxbOk1ikiwlxymFcchgOCCzi4JUgNLKtZQkGk8IApuoNOo1Wvur5DNykkakSUZksevLq7eoNmokQ6v1WiyzsbFOqVRyOOB6o8EwHlDAPKxBUDBuw3bgER6MTVZH0KpYkMXayc7t7fa5cf0m9z9g8PFz07NoFOM2WS4XyyjlOb37TGsee/Rh/vOnP21+lppEJ5w+f9I5eM4uLtBr7zOw176TJLz46muEbdPWKokMkUV89ck/AWB8fIKiX+SB930AgKdffInuIGEYmQl+e6dNsVLix3/qXwAwGKb0Mwn2umqtSUUGQjB6rDRC+ay1rQxXlljCoXbPhwc88c3fCsCVr32Fw3hnRRRFDrOtMfj23HHbmHpLMsvJ6fc6RMMQeQDWJoIAnY6I+LVaja3NLdYtFj1NjeRn7ouFzpBCktptTs1NE3iBmxheff0CqiRJhPm7lD5BseAIav3+gMnxcToWgqKUR5JmFAoFEqtRn4+BeYLtKWXEAQ4QkA9yVSJL8nWLAptsjyQ+rcr/ASXTHI6T7+/gIiC/eOIOxJBwEEx3cRmtTaQUBi7oZP6F3We+DwNByq9zp9MhTVO3cMkPxHEGlCCQku3tLZzUvcicZvqBQ3D/SqkQaCq2Hb+7vUNhdpYLlw3R8ujiEUgzbly/DkAxKBENEoSFQ4T9COVrCkUzqb/+2uv4vs/Ze8/gKd8eopGWHliZzyiOnLs8gE4Te+7moG/c2uQw3jlRqVRptwwfJ5MpItUENh+4eWuFxcUFuhaHHoY9ojCkav9eLgUUpEe1VKZj8xwVeMiiz37PGojGMNYcJ7RzczgYUC6VHNdRSsF+t0utYvXoU7h48TX33AspQacsHjV4+s5wSKfToWqLo0IIqrU6t27eSAGkqgAAIABJREFUZnnZJI4njx3ltVdf4+mvGQz/7/zef+aHf+Bvcu99D5vjrla569w5YrvwOHH8BI1ak7UtA6UZDAZcu3bV8ZL6/R7ve997+fJTfwoYMrEnNJnMuXKaNIupVEuEVoqy09lDKeU4Pr1ej7GxMe666y4ALl68SJZlVK308faeKboMLHF3YWGRwXBAZIsGDz/6KGEYOohRFOVCJ+a9a46PE4Z9yqWcAJtS8CRhP3JjTJL0mZ6eZc9KkfajPs1G0+n2C3x63Z6DUZfqdTOOFaynkqeIoz4DO5aPjY1x48ZIzCDwSojOHv/6X/0sAP/kn/xTztz7KG++8RLXbxg51UD3qRTLxJjjv7m2wvzCHGv7ZrFy4aVXkEKy0zLX7Y+e/CR//7//t7yVeFsk/f1+b4QBzbRRocgJsJbIO7BVnV6nTaFwlKifM6vNilkKQZBXg3yPwVDglSypdrBPNIiQ1tjCDwKGw6Gr/AmliIYDylWjwxxkCUoF+JZUE/Y69PpdqtakqdkcN06UwhLppJlYTbfBHHcmYZDG9Ky1thaCTIDvzHwSU320D6OnNUU/oGJf6m67x+TULKurxoENXWJnY5e+ddjb3W5T8mvOiVbImGLZZzAMaTbG7XUwpjS5JnbY7yM93MKk0Rxjv7NNw74gO1t9ZFBkftow628tP8OZs+doWnWeTCgW5xYcL0GgOXr0KJtb5uXQSnHl0hssHTMktWEyYHd/hz/+oz/mkceMCtEP/M0f5ctf/FNefdkk0q12nxe+/hzFgrmf95w6AlIgbXWgu7PHFoq1z38JANmcRVfmaNmq28l3P8R/9z/+fdr2hfRUiSRJXNVWC8Mk9JRHmk/AwB9+/Hf47o9+1N4LzcGcAQFxCkXbfegN3rrxxWG8PeJg4miUeqTzYTBa8srptOeDd66MEXgevV4HJRQV+wxMTkzy5S9+2SkCGUKth7SJYZqazl3FVntmp6fQShJac6YwCkEpPOs86QmPeqXhyOWVSoV6rc7OrkksjGiOII4SY7AHSKktD2GkvnOwowG2aJKr8dhkXLvihjaLWzvmSCltFyT/dl7RHyXuOc/pTpd04cyzRP7/BzhY4oABmLbbyEUP8t/nxQ5lq/SjY8zwPN+pmqVpilTSYeAzFJqMTB8wJYN8hTL6b3BjgKckvvLIVwmlQoE0Tnnuq2YMajxRxlc+a7ajl2UpvufhqZzjFSG1QGfm3inlcf36VRaX5pmYNHNGPEhI0ph+34wVaZZRKhTdFYrjCKGUW5B99Lsf5zDeObG9veMMJXe6GdNjAaV8/OgNmJqccgIZg7BDqRQwZZEGnW4bncRkaeLc3fd7PWrNAgl5QixIoogNawA1Pz9Ht9Mlst2DublZbq2ucszOrVcvXWZpcY5214wX3U6Xeq3ixCfmZmYIPI/YEs2nxpukScrk5BQvPfsiAJP1JrutXTxrAPpDf/kv8MN/95+Q64UVSyWk79NsmvMYGxtjOIwcguKXfumXePihh3n6afMe7e3t8tVnvkq9bvKJcrmCUhkba2aBW61WaTRqxEnC2Jh5b06cPEaapuxsmap6sVCk3+/TbpvzGg6HFAoF1tatalqScf78eVoWKRDHMZ39fUfCnZqaot3e59IVIxxy/PhxIBupgQ0HKKHc/tM0IYpiamNVOi2Diy8GJaJhxljT5D0J2gg92PudiJRyuUJk86rbq+sEgUfHui3v77eYmZlhwSo1ZWmf06dP89wzT9vtS2Qq6G7cAOC3/sOv8fd/7B9Rq2heHJri6M1LOwbt4Zvx49zpM1x47U1mKobrmHkQ+D6e7Xgs/xegEQ4x/YdxGIdxGIdxGIdxGIdxGH/O421R6U+SxNnRZ3b1NFKY0Ogspt83K7tmo04Wx/iu3etTKpVotVoj50kBBT8gkGYVFHhFvHIAidlmoVAgSRJXXer1eigPuraK7qsqZ+99gHbbrPye/vKTFAoeCxZXrqwGdF698v0CvaiPlIrIYtG6w5A4jp2DLoAsBMR5FUqbVm9ewVJCo4QkifOq/IDCvqag7Ao1ThlEETXrbNtojLGyvMLMlFn577X2OP/AWd547Q0GsWkRloTRGu909u13GiwsLbhVcbvbRQtFZF0lh/GQYlDhzFmDt3v/B76d//S7H6dkZQQnJqaRUlGvWemy3QHNWoW6rV588amvsL29g2fbecVyiYnaJO31fVRkzuPx93+AWq3J8qpZid9eWaXXjTk+a6oHXdkjS4u07DmUg4C+KDA3Z5j0e/sdFhbn+eGP/h0AZiYm6Q4StK2Y9KMIpQV+DlHwFDpNSYexg2PtrC9z69qVUWXQk2jNCBMsJEgPIc29CKzfw2G8cyKKIifZmEZGAnLkwO0hpXBVtJH8Wl7VTpFCU61VHHcoHISs3b6NtAodUik8L0D5uQxoSr/d4oi1tD86O0eSDFhZM63wNNEUlc/Q7jMlQ5UlylbxJ2dm6fdDomHu2O3ZqrhwalqZzse9vAJtIEU5J0dbtR43DNouqXOFFQKtMwfvMdwWccADxWw7dZglq66jQcg71WbyfaSpNuDLg1yDA1r/0n4/7xRIK2N8kLMlkE4hTHkKKYWDDEpl7oc7Zsv3EpoDlf6D6kJWFlQIZN5VyDIajQapvfbNao1ut8/uhoVqJQm3btykYzlfpEN8JdB2bPY943dgC7kG0qM10XAw0vLWGb1e12GoNaaDmBzoEqoD906Iw3rbOyn6/T4FC0Ebr5rOzcy0kcu+uXuLsx943FXpF2bGefP11+nnMNokJYx7lIrKdJ4xuHHiDN92/oRS3F677d6L7e0djh09yvVrZp5s7+/zsz/70/wf/9xAQsabDXwvYGbCVKN1ktFutbliIWvf/T3fz61b1536y+3VW7T2NhgMEroW1tppdykXa+StsUJQoL2/Q9FWxRfHjxFUSly+bPgnExMT9Hpdnn76KcDkE9ev33DfX1xcpNfrOmx7Yv2O6mMGmrOztclg2EWpwOU9nufTbI47KfI0SZlfmGduwfhdbG5uUa1W2LIa+uVymXa77VTUPM9jfKx5QBIY4yVgK+Cbm5vMzs7R7eea+QWKgXB/7/W6xHGfTprQsB2M9n6LpJ/QkDmvMGA4SGnvG0RDEifs73cZRtqdZ7FYpGgVgcrlCt1uhw1M/nj9+iWKgaJo4T/dzjbvuv8UW1tmzHv1haf4+X/xY3S6O7zn3QYR8aFv+jA/9zM/xyPveQCAanWcp7/yAg+/x3QIT02f4vVbr+FZpcT5ReMp9FbibZP05zh+ZeUUR4YzZmLbvG0kGx995N3oNCJNcsxnxrEjM+xu75DalnEQFNGhpmyNC6QW+KpAbBPyPOnPYS+VSgWkxnpIEJOxePw0ly+9BsD29jqelGT2Qe0NQqQvUIFNNPsh/XRIUZaI7GTV6XUZxJFr36c6xfeU0/H3hEAGAcJOGgWlCKSPL+wtiRPCfuQmlTRLqI1VnPRlkghq9Rq3bhn4j1fwuHzjTeJsgMzMA721vUEUD53UVBAM2NyS5LsYxgOCoMCOlfWKk5SVm5d5+EEzWHX2r9Hr96nahUbgGwzyMDTciUIQUAgKePZePXjfvTz9teeIhuZCDroDJqenkAo+95nPAHDfQ49SGm/w8Hs/CMCn/tPvEcdDbtsWoCo2aSVdmg2zwMJrsrhwD0P7qNYaDf6bv/W3kZ65jvuhwWI7XW+p0TojyhMfneFLhSeEI4v/9q/8MseWjhDYiTcRguyA6ZEQmjRJqBXtYOj5HMY7K8Jul6LFy0eRwVcfJNknSUK3Z55zY+hSGvl0CAFZSqNWo1Y1RLtBP2R7a4vEvn9SCFTBI7MSajJJGJ+co1Qyn88QxEnMqk0sxyYmaIf7dGwi0Kg2UcpnYGFpk5NTJEmKZ59rnUtfHtDVRwuE8EaSo8Im2LmHSZbav42KH1mmR8RcnaGkIs0F7oXF3HMwARek5NwWbY5EHoT3GGpxjskX+f9c0p+P2/kxSoQcFXMMEVjcya9gRBRO0/SO8T/fhjsnrRmRCvLjzhMIMx7HcWwgRXY+8PGo1arsbZtJu9fpsL+1Q2/fJD+lQoXLb14gJ2iUSmXSLKNj8fkFKdAZjgPieZ6RAA37ruXvJx6FoMAwslAx68OQ2eelVK6QJSMzNg6T/ndU+L5iz8I3mvUKcZSyuWWS/HKlQre3T5xYDPdEncWlaeTQPpelEtVKwN5eCx1Yid9Us7e5yyCyUpJzS0xMjDuBi2q1yvrGBlPW3K/T3ufX/t2v8uADRrc/7HUJwz6+hfM0m2OMN5tOAvepp76Izjz+53/8jwH4xz/+D1lcWOLS5WuMTZrktj+M8IYR9Yop6u33Orxy8SXuv88kmsvLyxTLJc6dPQdAb7/Dyy+/7OCEnU6HaqVGs2mhOieOc+nyJcrliv37LnGc8N73mkR2fXWZre0tO85qd57dbsedx+LSIsPh0F2HoBgwiIbMzJjrUKlUSZLU7bPZbFpfFXPeURQjBZw6ZTgBKysrdvtmDi+VKpT8GqmFagkUrdaelXQfuHvd60YkcT6GKT71qU9xzz3G8+DWrRXe/74POUGE1dUVhPQ5ctQUYJdv3qJSGnN8rmp9gmG/z+yS+fvEZJlL13bZtc9TUCjgi4QPvO9beOTBbwbg47/z6xTLPufOGmLvM89eYHZmgXhgxpf2ekQ1bTJTN7nZZsfkNm8l3hZJf5ZplJuoBGmS4tsKmhSS3Z0tN6DPTE2weXvZJb+e53P52lW0lE4zu16pEiLwZa7j7OF5AULkTrPmu75lYysl6Q+HpKnZx9HFYyhfcekNQ3DROmF8osYgyx8UUwELtCXASkGn36ebDEdkO4unzV8QJQLjN5BjVXXqqlkApUIZVEZjyuDhhuEexcDDs6vDXnsbZGm0Is5SNrdXXfWpEYyhRUpzcoz2pjWFqBXwA8WJE+alfe3K6yRiwKkTJwF49eKbDHsREw1TsdjaXaOoSvzqv/nXZqN+AalKzM8v2eug6bTbFK3mduAH+MJoYANMz8xSLZfZCs3+g1qF3XaLUyeXKJTNcf/6r/xb/tef+jl6tvtw7fI1nn/uy7RaZkJ+bOF+sjhld92c2OzUPDvDAWMl83D/yI/8qCFM2o6IUsaVdEQ2tElSTspEUpCSG5cu8bv/4VcA+Oe/+Mv89E/8Ly4RydDWV8EmLJYAqZS5v93BoU7/Oy2SJHGdndF7OPKPwLpXH4yc0K7TxCZtA4fz32u3GEYDhlmujFMgO+B+63keCwuLzjRmZ7dFqlOXkLbaLRKRUrDvc7FcJiiX6XfMIL64sMT+/j6+Z44hHA6Q0kMoHA5cSkmaJC7R1Fqb/x49+kbBx2H6DZ7fqXFlxiV8VB83yXZqxyElDDH4DqUdnXOsRjwC3/fvOIYkzlB5xdJyBlyl3y0K7CHqDCHVgRzeknpz0q2Q31i4B/SByrh5TzO7IAHDCxBypL6RZZnhXNjzrlbKRi0tNzNTgtbmNhVprnVRebQ2tlC28JRm2nLK8kpebAiItvihvAAlYWtrk5OnTAeyUi6zvbNNbD096rVJosGAODcNtCZpjlci/sxJHsbbOGrVqlPWiqIhvV6fXVssG29WabVabG8bXPrpU8eZGquwtW4Is53dFp1Wl0al5uYSLxOUA9+JanR7HQIVOG8J3/eZm5tlfd12o7Ti+/7G38L5c8cD6rUy/+E3fhEwohqVSoWKLVKsb2/i+wG/81u/AcC5c+dJswE7u22KRZNsJnFCuVBAWCJuQUjeff4+2h2Dp5+fX2R3b5/bq6bg+vWXX2R2dpZdS3DNUk0Y9vFsUWx8YoLm9rhL0OtVk4w/Z91zC4FnOrBCcOWKJdEfPYqUknBoCpMT5XFu3LzJm5cvA/CBD3yAfr/n0AlSQqu1w+Ki8UhYW1vj7rvvPlCwwRYUzLt7ZGmB5ZXbLCyYhLu936PT22fBLqai1h7j45PG1Tt3cBcazwuc0/DW1g6BX+ELf2IIyh/+8LfjBZ7zDoii+A4vgYmpSXq9vhNd8anQ2u+wtZfY52FAtT5B2E/ts1VjZyvkyT95gaVTZoG0eNeDXHz9Ol/86ssA3Lh8jcmZMe6936gc/f4nP8V977qP9RXzjHn1Ea/r/y8Oyw2HcRiHcRiHcRiHcRiHcRh/zuNtUekXjCpJRr7Nd+1ez/Not3dZmDes5V63g1QanYPjtaYf9imVSkahwX5nrNoYSdWREQ0jpwiktWn5+9ZxNdYJQipEZjoDp+4+T3trh+UbZjUaDUPCoW2tY+ABQsMwspKPzm0ycZKcURITFIsjl98sAymc/J5QEpFllCxO0FOCiYk6mXPk1CQ6I9G2WonHMApZtmo+szPzzCxM0euaY/BLijRLSOWQ2Avtd5Rxdls2MlCdbotqE1Y3b5rvFHzSYcjyDfNzv6PRg5SzFtP/A3/nx/js577A7JS59uvLN5mfbpI/Np5Q5vxsu6HoCZ74wPv57BeetOegGJDQ7obOlW9nY4d//yu/zGNPfAiAR9/zPga9fV65YJjtmxs7jFUm2Nmxknb+Ovc+8Cg/9IPGvS6OI3SqR66hQtjdj+6tlAqRH5PUfP7//hQXn/kSdVsJ/Kkf/duoUh3fVUBTkHJUUUVaGIRZiU/OvXW83GG8PSIIAnc/jXqPcOoaUkp836fbzWFs+5TK5ZFimFLo1GMYRxRsq3r12g322jvOOTpLNEoJigVTJZtsNmnWx6hVTDV4e3sHv1hEWChN2A8plHx8K+NXLJVQvk+5ZrY3NT3DrdVVfIuHRRrOj84OUE88/w4uUg5pyyv3ylNIfacDr6nEW+341GzsoJwm2jgWg32XsuyAEo9x3s20vmOfAlNdB4jiGD8IDnCw0jskPrX9rnSyfZn9OXdHNuPzaJ/SjNs5JCmHGtljzjLTqU2S2G3TqBBldzgaFAKfYd7RVcaNN7S66tVaFa9SIrMQ0T/9/BdorW84eE+xUGAY9l2nSHkelWKZqq2i+p6HlJpeN2TbKpeNT4yRJRljNQM7kAhzv1KzjSRN8KXvOhYHeROH8faPKIpoWCiF53nMzc2yvW0qu7u721y6dJmjVi4zS1NmZmeJbWdg+fpNapUa4TByFet6cwwv8dm3ak9CaPr9LuWy6QQOw5D9VpvMVrCb1QJf/uqznD5v4D2+8GgUx/ihH/1xALY3bvPk5/6QzauGA7DXbnP2njO8/trrACwtHuW551+m1dph3GLXi6Ui5UqDopWyffyD30S91mAwMPtcub3M0uIJB6W5//538dnPftZdk7GxBsViichC2i5fvkSpVHIV71vXryClpFgy5+RJRZSB9CV33208kC5fusT4xITrorx5+RL33nsvly4ZHkGaJgyHEdO2Mr+5uUmzOU6rZeAszeYY169fdbynSqVKsznmFM+ElBw/fpxr124AMD4xhV8scG3Z5DwF3ydNM8bGxli+ZRRwhDaKS3MLc+Za+yVWlp9nft44FSdJzOLiEpOTBiHR7/eNYqDN/cJwQLM5Tmw7HkIIsvQsGxtm+19ZfoqjE5MsLhnH3jdeu0jY7bC9t8Kv/fIvA/DYN38r3/mX/gqhleSsVuuUgyFPPWX4FN/zF76LCxde4fiRY+Z5yTq81XhbJP1S3zFNkWUcMDoY0u/tc+To/QDst/bw/dGno2iIpxRhGJLkk4BSlMtl1+5NlUYWfVSSa+gnNMbG6VjjnP4gxPOrVGsGWjM1Ocvzz/0pnY55eMvVgJCYwLbe4jg1kn92f0kSO5hNPhkWSp7TzQYQto1dsC9AfzhEgSN+JQg82XCGYVEvpbUX4lcsZlQViOIejTHLU5AZQeCxaiedpJsyNTlFbaqGLBkCiucFRIOY1u19e0yS++6/n21rFf/G66+xOLkENhHJ+gkDnfCd3/u3AJieO8XHfvgcJZsU/PZv/nsymTjDIiklSgiyxGJfg4CgXuXB+829evHlVxirVlCMSHX1Spnnv/Jljh417bmlxQUWFxa5esUMLBdfuc5YdRe/YO7F3/jYD/LQox9iYEl4CEmiUyf5JzCLsMzh8Y0lulVX5df/zc/TWl+jqOGpl0yr7H3vvp+ktTFKEqRHRuLub2oT/sjCwSZn5ziMd1ho7aze4U69eamkyR5tKKUIgoDILshTnSJ8nzQdyWGu376N7wcMQsvBKZQRWjor9qXFIxT8gP6+GVOySoX9Xp+JMTPBTs3PsrO3zb7lwwRBkSyDSWs6k2Wxgag4/L3G8zwjWengOsJwnly9Q49IuuYsv0Fn3/BUcl6RlMpwBezk5HmegVaqA8RehIPXBL4PZAidHVD1FCglHXZYKYlg5A0ghUR68g4d/jRNHQRA61wGVLi/cwcpN0Mpf+SxYOWbnbwyZv9SBge4CBKtU7eNLDMmZDncUwPtVhvf+arAzOI85x8y/iOXX7pInCSOG6F8jwJFtF0UKD8gKPhUa1W7P43vS6SCq1evAtAcf4idzS23sFQFRaxjpIU9jcwQzD+5oeFhvDPiT1+4zhOPmCStUqkQxxFzc+bdfuTR+wkCj6tXDSSls7/L3HSTs+cMBry9u8fWxi7VapWBxWRLBMWgxMmjRwFo9SOSJDb8QqDT6XH67ru4+OpFAIZRwrC1ybd9+DsAeOmFZ2h3ukQ2hzl9112M1/4a3Z6Z2/u9Hh//nd9iec3AP+47/27qlSrVapWHHn0EAL9YY3xqitWbNwAo18a4cOECxyweXnoeW1sbDg6tJczPzzvJzvW1DYbDoZXFhGgQMhgMKZTMMz83czet1h7dfQMXSlPDrZGe58yzTp85TRAUnHHq+fP38eyzzzqIUKfTZW3tttPdr9VqznALjIyolIIJS2je3NxmMBi48SYoFhkOY6Qt2JbLRaJ+l9DmE1prkytKRcGO5VJAoVxE2oLr3NQMxdIIWn3lylXWNjb44AeNd9DEhDGXzYdi3/cYDELHGfWVR7VWcouG7/jO7+L69Wv0rVT0qZNn8EqCVqfNsJePE5qdRPDNT3wYgF946gscPz7F3XcbeM/K8jJnz9zNrVvGr2px0cCX3kq8LZJ+DXdoTXueQvpmAL569RrlSokg18SVimHYdYNn7lCbpSOsqlkdDh2hJIsGeFIwiHOjBhgOegirw6z8Asor0myalVuns8fKyk0GVnlByZTA8ylW7Co8HhAnQ5TVtzWJpwQ1IupKacluBxYDw3jIsGeT13xysJhhX1To7vaZGDcvFFGJAEnStfrzlTKep5g9YqrOV65dRsiU6Rnz+VRntNq77FzZYGHJMN9jERPLhNmTVoGk1+PyrYvsbBvC0cLCLNtr26xdNwNFozhFUZU5ZY0xlPLxvJGrZNhvUfGqFG2100OT6piCY85neEJw13EzkO3t7LC2sUGsQ6d5X2vUaQ9CPv2J3wdM9UCgOXHc7HNnc504SfjJ/+3nADj7rocYRqayZ/aREw7tZTQX23V5yDQiTvm5f2oITEWdUfEC4l6fSTtwaCHpD4Zukk+tQVFqi4+J1viexyA11/7YyRMcxjsrkjR1Y8o3atkrLyAdhpTsArzX7yA9gdLmMx6Kzv4+9UaFiq287Wxtkkax0bXHqOtU6w3Gx3MTmCFJFBPZztvs7BxXb92gXjHKFR/81g/x7379Vylaoq+vivR6Pc6fu99tL7Oa9DAiG2u00/YXUiC1vKNKfIc6zzeGBiU9VwUDbdR+8g5ompHpjCyz3cjU4Njzt8ssmjSQueMyiwTvAH5e43vCFT2w76YecYm/YXEi7IJhREQQcrQIk7kPwYHvCyFHXQ2NW9i4jkKWWX7CqBuRZRrP3vM4iel1e66LIoSgMTnOXfeapGz16g3Wt7ede7pXLqD6GR6jRWKmcYmEQJvigpJU7P0N+wP2u12K1kwpThKnXpJ/J8sy0kMC7zsyPvLBe51Jle97BAXFqsW61xsljh5d4L5zhnQps5TBIHQV7lRqCqUqUdgjtBXtcqXKpWu3WDx2DIBauchee5ckzVVmfN588xJC5ApyATdu3mBg1Ub80ji9/WuOM7R86wZb62u09s1c/tJLL7LfHvBtT3w7AE89/Qwi1owvzPPoBw1Z9MLLr3D9+nUqVq1HSkmjXuPYMZPE/8En/4BSocoZS2ANoyF33XUXn/njzwHGOPPUqRNcteo+/X6fEyeOgzUgXF6+hdaayJ5zr9djYWGBsbEG3a5J+sfGGuzvt93Cot/r4fu+64h0Oh3DhbHv/2AQMz4+6Yi5oKlUKmxZUnVehMlVEzdXVkhTzYmTZ+32NikWy+znHAEvYG1ry5gkOl8OTalcdr5PpWKJqelpbt82Smz9QUin1+WZZwxX4bu/+7tRalSMkdLksDkvFa1ZXV1hfMIUY4PA54EHHmBz0xyz+azP0aDIyy+bRd7VCy/zno98DzMLJvcoVsq89OwFPvTt5n62dm8zHAyZm511z8tbjcMR6DAO4zAO4zAO4zAO4zAO4895vC0q/UIIZ18vLOa0ZXFhpCmPPvwQa3ZV3awVUX7gtOfLlQpaayqVqlNOyKt6A4uXk0rQbu0B+Uq9SCHwiS18Q2SSJIWz54xU1e3VW6yvLeN75vMTk1NkMnOa3FEaEaiAyFafC0HBuERmmVOMiNPEVJ/sOUbRkCiOXIXfVx6+8qj4+So7oBiU6bStg68WqMgj0bHdZ0KURUhtqweDgGrTR1st+W5nh+ZUA0/47OwYFYFytYzveYyNmdVvcSAZ9FLmF81KfqI4z70nG4TnzTH9yWf+hDTz+fH/yWjgH7/nPtIkIratsMVmnaBao5R3V2SGzCQ6HWmXk2onbfeu8+fY3tsx4B676N3e2cYTwjgSA88++1Xuvvs0xy3cRwuf//2f/QxT06ZbMIwSp81trosmy1KkyPXRNTpNKFj35O3NFX7nV3+VwLbOlBBkmUApxekjZh+FYoUky+jaZ0iXS6A1Ovd+ICXLMpSt2i2v7/Ioh/FOCiXlAQlDMGhkAAAgAElEQVRWWwW2EIs4GpCmCf1+z35WEXi+g60NBgOSKKZWqbG7YSpn2+uboAXlsqnUK6VQKqBrrdbnZqdp7+8xtBrYtUqF3v4ud50yz1zYbrG0eIQt6/oYKI8wjVhaMjjgvfa+qWIfUDEzQjbaKVNkqcHDHyiq34Gfz11p81Z2RuYw9WBUgDSZU0IzVXt1h5KM4cSMpE2NW27m4DpKSovbt8eAROtRlT3nReSVfIFACnmHdvdBl2ApJKk+0OGQykF+8u8fjCzLrHqaPHDcd0KEXLfA/hwnCdJTeHlnT2tiILI8IBX4RDIjKFj8PZpUJwjrhqm9DFUM3H3QOkNlpsvctTCFq1evEQ4iPHsecRSPlIkApOU25P4E6m0x9R7GW4xeP3S4cyEFp0+fYnnF8OvCcECWZRy1koyt7U0qlYqDqEWRZL/XZ3d7l4Z1t22HA4JSgSX7nS89/TTn7z/PupX47XT2OH36Pm5cvwFAqVIFGVCtGl7B1NwCw84OM1OmeqwHA+JByPqmgfP0+xHT83NsWqWd8/ffx8tfv8AT3/LtbOyY3x09epTZmVmW7Lz4iT/4JMeOH+Nf/ct/DkCSCr73+/4qL73yCgCVSpmJiQlSq2BWqRS5evU6DdvtzOHMOYxlZWWFYhBQtCqJvu8zMTnB+MSEw+z7fkAQBJw8aaBTqyu3qFXLrtKvPP8Od3Wl4Pr1qw4mdd9951FKUSoZNEPeBczhwOVymc997rO07DmfOnUXWzvbNCZGHdpi0cg15+ptWZbS7Xap1UwXb9Da57HHHuMzf/zH5l6UyzQaDR566CEAhsOQ4TAy3ECg1+swNtZ0XT6tUyYnZ8iyXPIXomHkOs1hGFIqlVhbXSe2c1K/tcVnfvc/8q2PPQbA9//w3+MPP/5rPGD3+anf/48MhiGz0+Z5SvRbV+95W4w8JtEfkbK8wEP38vZxyuTEBLvrawAkSWS0nvMB3GIxk2RkvuR5niHr2qQ80YowAW2T/qLWJDJxOqsCRa0xQdHi52+uXGVre80N8sNkSKITispKfAYK5UkyS2CJdQpC4BUK7rhklpnedDpqvUspD9jPS3O8iZkEqvUSpIKCMg+vYkg/S8jifKERM0gF+y3zUscqoVjxSZR9kIoBCwtLdFpdvFyIX2rC4dCZcaisQtYPmJ42uLCop6k3F1maNAPHS2MX6O30SEJDcNy4eYm52XnKtnO0ODvHWLVyxzSstBzxMbIMtKCkTLKsleCD73mcp77+vCPR1atloiRGKfOtRq3OzsYaUzOmTdUcG2N6domBxcOlafYNZj4aeeCx9aXEB/6fP/hPALz6/FcopRDkk62fosn4Z7/xm/zED/6guXaDkAyQOtf3LhCnA5ewSGkGr8QOHGcteeow3jmRZCMsfBxHBIHvxgeBSez39nIy2DhCCHzLx9nrdum396lXq7SsKUwWx5aYZ16GOOnTaE46uE6lWGJ5ZZ2xivk5ikL293YcZj8eDImimOlpQ4pPopjpiSkaVgZyfXMbqTzHWHWUVCHukKs8yF8xnxth8E2SmTk/AgN5GUGBPN8zhFeRQxCzfLNuX+bHAxqgGFncfNKVykOIEaQol9B36bfR+RxtwxqE5ZAkrQ2JVeaEVruAcMTeAyTeAyd5gLhvFzp6xEXQWhhtf4fxB9PEtqIKcWxkhR2s3hzw1LwZc2YW59nstgnteK6UIvB9J8ogfUWxWHTeIFmSmnMWEqwp4OVLlymVSqSJTfRkbKEXOX/CRwg9Gv/VYZP9nRQKTcMa9V29eo35+RmmrTlXpRJQq9VYWTM5SrlQAN9nc9OIUez3QryCT1AuOlJsY2KcZ559ltfeeMNsX3ms3r7tEs00TXnxpRf5kMWNp2nKc8+9yhsvPQvAYx/8Fravv+h8PWLPI0oi9m2xdHZikvagz8yi4aOJIOC/+t7vZafV4spzJuFeXFokSRIuXzG8FKkkL7/8iiOoBuUKr73xOo2GOaYoGvL5z3+OSavz32rvcOrUXezZQka9WWf19nVmLdehWCySxpHjAIyPjxOGfbY3UxJboG21dmk2x12htl5vUC6XueeeewADCbpy5YorZNYbNbTORtj2lRWWlpZcrlatVknThIqF4l27dpXJySknfVoqlbj33H2sWKhOksQopSiXS26hUalUjRCEHXQGcUjWyfiOj3wEgL29PT7xiT9w88d73/s4y8u3HCzq+PET7O7uWjM+iBJjwhpa89dKpcruzg5lB6tSaA2FgsfZe815x0nM5sYOv/gLZgH2I3/3x+jurPHlLxvZ0ER5zC8ukkWmsJ1Gb50j9LZI+g+GUpJCIF3VfnZmirXVFSplm0hqo15RthjxxliDdruN1no0MUlpYKG+SdKbk3N4vYiNdeuOqQLSNCGzF6paqzI7N8fernmw2u0dtIidUke326XaqLqksN6osd8bGT7EZHiBT5ppZE4wtbrRjkycpWRphjpoOqNNlwAgiRKk8tzLUCgUGAxChCUfF7yiqXAXbDJMSJyGCNuNKFfLrK2u0u8MmRw3iUWapARK0d83D1uzNM57H/wmPGkGr2ExolmddRXORqlOba7OrsXbHV86go4yjlqXUTEI8eojBz9S49rjzshWGvOKagaUKyXqxSLDJF+clOn2+mRe7rysieKUMHfk1ClvvPoSd5+zJiRZThK0VTwystTH980+Sr7iUx//OG98/TkAgixFadyTnQmBAn7ih/4mqbC8gGECgU+7YxY39XKNjFEylFqt8jxxOXr6Lg7jnRVxGrvFbxAE+J46UHkxGGxH3FQKnWUMbXdoZ3MTnaR4SrG2YjqMSTikoAL3bPuFIpKEqiXBt3ZarK2ucvSR95h9IBhvTjLWMO/Oyvo6uzvbfN9HvhOAP3nyC5w6dpKCNaVJ4tgUDuzCJE0Tck5uTprVmakcj1SI7nTcldIQbPPJyhBaR/h4KeSfAXQa8a38uthFsPLcz1pnJIl2OvymYTKqohulndF3v9FpNssypBB3XPu8KGMvlPnegc8LcIRm87eDPVObiIuDhmD59cqTfnFgi+a8kzRFprmaU4EMTW3c3JvYU4bfYEUVvHKFVGd4dnxXvme9QazGuucRBMoshux3omFEHCWukl+RxuTHcUm0RqoRifqQyPvOim6vx5RdwD/4rnNcv3KVvZYhqJ448SjPPvssTfs81Ws1lPK4aceOze1tFhfmGZPCLQxurK4yNTVD0bq9LyzMc/XmdVp7eRW9hud5vPjSSwDEcUJQ8PijP/wtAC688jJ1r8tv/KIxvTx//j4qlQqXrCPv3OICWgmOnzEqOWfveReXL7/J9soaR2xXfRAOqFQrLN8yeVG322N2do6qrdwXKg2klCwuLrhjGG+M8e53G0TExddfo9XacwaitWqNYrHoEtPjx4+zs73lyO5Xr16lOT6G1prJKbOwGAyGdDsdfKtieHvtNsVC0Y3Fnudx/PhxxwkUQuD7gVsEFIsl4jhxSf9gMMD3PfZsZf/m9etI4bsq/KVLl3jo0ceo181CptVqkUYxu90Bm9tmYXDv2TOUSnWHJvF9n1q96ir1vq/42Mc+RquV6/QPGQ6HvPDCiwDMzs4wNtZg0LfnECjCfs8pM+3u7jAxOeFcyKX0SJOMpSMLTg3szJm7UfIat66Za/f0lz7Hww9/iNu3zDM1uzDFjSuX8Ow4WbPX563EYbnhMA7jMA7jMA7jMA7jMA7jz3m8TSr9ozZokqX0+xHrq0bT9IPvf5zW9hYVsyAmTYWrLoFZKQZBQJqmbrUXRRFJplGWyf3XPvY/MEwFyuLfk+GQQX/Ar/+KcZ49cvQIi8fvQlvH3a3NdZSQSCsN6txabSstig1ekzuwrxopBYGt3IVJiBDCdR+SJL3Dvl4FCj9VIyk3CycJrGOn+ZV22tD77TYECX7BwmIKBWQlpjM01eqiKOB5AaVikY21nPm+j1QRT7zPtKU2VzStDcWxY1YhaNCnVm3ypc8bNn4WR1QbYwRFc92ycMjJpaOUbMfDWFX3HUYvr/Ad1NwmzUjsilh6Ch/Fow8/xPOvXAAgFqAqRdfxCDsdouGQvW2zwo2ThJ//lz/Dj/3ETwMwf/QEkR4x4xEKz5Nou0r+97/wK3R2tyhYpR2NgU3l2uQSwee/9jzf8uhDiGxUJdQJbG2YqktzYR6dygPVSlNBFbnM4OHa+B0XURKPNO8FxEl6oCOlCQfhSANeSbq9HnFoIGhhGDI1PkmtWmXdtoGHgwitFMJWpGKdUK4UGVonydZWi6mpaafYEYYhi0vHnKpNPxxQK1WZsWoLDz3wCGdPn2XYM/uMhxF+ucwwdwk+CHHJcoiOuMPt9g5wv/1RZyP5TCEE4kAnIM0y5AHn2ty7IK8+G3Wfg1idERTmIH4+TTNXiTdux8LJ9QghrILPqBtx0DHbs2PlN+B1RpwAd1ojToDB8Od8GyNrmmlNmlfmfc+5C5tLZ9R1Rt4BRvJT2bE5FQKNILDqa/c/8ABf/9qzjo+FEIZ7YI+hVCoxDAdoq+5TrhSpVMokyajCCIKdnW2neV6pBCC0g1dJaboFeUs/r/IdxjsjZmam3fPUHK/hB4LmuIHmrd6+TZKkbm6P04SXLl7gnlMGqnF7dYPdvW3SYcr8nOnCd7tdwjih3TbzVq1eQ2cZS0cMx6ff71OplmmOjboH+/v71M3jxSvPfpa56UmOHzOf/+xn/jNHj53gnIXFzJ86weyRI4xbOGGapqytbfCexx/lyptX3DFcvPg6OQLQ8z0qzSbaQtbGG2P0hyHttuloxHFCt9PhwgUzl9frNTY3bjtn806ny1i95HhKAiOHmfuhiPy9sj4pYKrkyyt7nDxpuumzs3NcuPAq9541SkjXr1/n1KlT7j2bmJhgYWHBeQOUy2W0FgwtfPjmzZsoJd0x1Go1ep0uOnfjThM++clP8P73G9hUFifU63VuvfEmCxaeoxCsr29Qq1XsedaRUjK0HNEgCIijIXUrGxpGCY3GON2OgV7fuHGT5VvLPG7x+OFGn7InmZg2UKvV7TVu3bpFzUI7l5YWSZKULE0dZwMkjz70EE8//VUAPvV7v02hXOMv/nXjV/Sbv/QzvOfR9/OFz5tOT7e3wluNt0XSrzUO/xQnEdGgR7lksnwlNKVAEkXmpmZZdgf5zBAwjOmJsm3pOI6ItWZ+/qjdgyJJM6LITjx+jep4nclF8/etVo+pcIDN8fCUojE2RtGC2bXUxFmEthjYOInNJOJMbSSZ1oYMmNvPK0WSxGj7c+AbjFjVmvl4nkdFBmRDs81BOKBsoT7mHKyxjN2HCoz0Xmq94uOsT6NUpKRMK65erbGz3aLXVoh0HIBjs8eYm58gG5pW1vNffYGSv8H3f99fAWBibJIXX3yFq1eMoUdBphSDArNNs80zJ8+AGCUZUkrz8h3AABsdavOLNE0RMnXY2jTWgLk/RyxZ6NLyTU6euosrtg25trJCwS+SWL4FSYrEEFUAfuTv/QOUCsi0dH9fvX6FT3/8t83z0Nmj4itil3RAkmVIcmKg5MTiPIZyaEIrQeYprl41pmVnHniITEikykW0U5PExBaS8LZ4Sw7jvySKheId5G/z3FoSvTXmyvXrB2HIIAwR+fo7yzhy5AjVSo19S9Tt9GMGw4TAwsqqjSp+4DPsm3EpiSLKzTFqedt4b5diuUI0MBNivz9gojlBYjHfyldMTjS5vWZwv5VSmaHWDgZX8EyyruRorBtBf2wSn6ak2eh901h4jMP4m9/mP98Bw8NgeHWm3XaHw+gOb5G8FnOQTKsN29h5lIyMu0ZEXiFGeHqz4xEURwhlknyRJ8Pyz2L4D0J77MIl31qape64cvhNfrzqgFmZpzzHI0jTBF/5zswLKYnTlByJVKpVSbOUYlBy+1SecoupeDCkVCi6YygUfIPNFNolL91uF50JNtcM7KBZLyECeWBtYxYaORk0yUZci8N4+8fCwowjo0sJxWLAXtvMYb70qNXrDCwkBSmYnZl1cJBMp3Q6bY7MLzJuCaTrGxtICYOe+U5Q8ClXytxaNslbOAjxPEVo4T9CwPrGOkXP/BwN+nS7XedFcs/Ze5iYnOKIhaIOkhS/UMEeAlevXOLUyVNsrm84Pfm93R6+V6RQsTmGUjTHJw9woWKT4NpcZDiMrDymGbOOHT/CpcsJgS2ElAs+zcaYk8+cWJhHCMGDDxo/jKtXr9Hv91DKY9Lq6m9tbTI21iQfP4KggKck6+smgZ6amqZSrTnJ7p2dbYrFohvTLl68yMzMvPt8lmXoVLO9bd7DVy+8Sr1Wo902UJ1SuUIvHPKJ3/89AB573+MM4oSlpaO0LNz31Nw8OxvLVKvT7jpE0ZCtLbPN6ekpdJbRsYuAl199jZ2NPXwLsbl59Rrjk+N88dOfN/f64iVKWlOaNPf+e370B4z8qTUc63Z7FAoFur0ujYbhVxYKAaVSiXPvOgfAtas3+b9++V9x/KdNofpjf/sf8i9+5h9x6qz5+/Itk8O9lXhbpDNKGQ17gF63xc7mOmdPnwSMk6UUd+psj9QZjJOtkDAMB+4zyvOpFMt880f+IgAZCl9J+nn1V2ckcUJrzypp6JRapcTrbxjzJoG2+FizPz8IzERrs4Isjc1DdzDBjyLkQZMozGSZJxZoTSCVw8/22vskMqBiq02VUpGCPyKPgJko8lV2KjIqtTKJXRfoYsYga1GpmiQj0xpfVtBJgYpvqont3QFX33iD5eurdh8zXN9ex4rr8OlP/RFrq2tMWSziRGOBmYkxjlhSbcUvMMiGI9ucLDPqHelowj44X5sOjOe4DwpTYcuEYrppFiK9aEhrewPPTqFT402Wl1eYmTer4F4aMzs1y4v/L3vvHWRZdt/3fW6+9+WO02Hy7uwONs4uwgIbQCyXhBGYJNEUVZIoOVBlqyyqypRsuSxLLlsluVy2bJdsWuUyZUqUKFIQGECBBEAEgSQALoDNO7uTpyd090ynl9/N5/iPc+55b1CqIvTfDqt/VVuz3f3CTeec3/n9vuG7SgP3t3/jM/zET/15cv1Fb7/+bb702d8g0EQES5bkhZh2G/S1rjR3pZScXl9TDRU9UQgbhMzZ3Lipn4cSEFODNRTj3rXVZGaVvEdGymF8/zElj4qyRBQzvBDLot/v4elN9jieIIoSqV8/SRLWj56g3x+RafKVZVm4rkOgF7hGo0lRFFi6TObYNo16HatyhkYSBh5Dbda1c+cup993lqEez57nc+X6Bj3996jTwnMspCb2yzzX89k0YS61es/sZqYsp8ZZtmOryvqMwRdyqmZmW0pIQDL9+2ySL4XActV3qnOYEn0r/xHrexJ0y7qXK2CI9/rvcrYD8O+MmYq/vjdKLWh6TlJIylnegYTZTYVy5ZYz3QVn6i5sXjQ9diGk5jKon9dPHKPWbBrRBdt1sIuZ9cayqEURfqALUbZHpRhUqYQUmUCUEqm7w7v7PRatutEN7w66zC8sUepjrEQmDuP+iKjmcXRdVY+/8Y1vEgQByysKl54mKa7rILX4xKDbI0tSNiYqEev1uziuw2DYo0pjOp0Gvh9y84ZSxqk16vi2y0RWOv41VVjUG9XBYMBTT50znaTe+XdZWV3mrdffBiCs1+nMLfD5LyqFmY889zy+57F7RyXo7UaHhcUFuvtdXn9VVerbrQ5JltLQhYqoXldGp9qfKCsKLNvi0UdVYulYkslkjOdrhUKNeKhr8YLF+Q5BEBgychiFnDh5ku1t1S31fY80dRiNhmbzu7a2ztvnz5v1+5VXXqHZmI6bRqPBkSPLZi7P84I8z/F01+7BB8+wsrJOHOtjTjJc1+HWDbW2t5ot4jgm0Ep8QkiyLDXmXq++8irPPf88ZZFwYlkl3N/+zst84Jn3c1vnB5Zj05mbY3FJ5TBYktFoYozTJklGGNUZ62MoJin7125SvLsBwDG/qTqU+yrH/cw//H954S/9OH3NGXBdj7Is9Aar8mnwybKc48dVYXrnzj7LSyv8/f/+bwPwv/wfv8Df/G/+V37hH/1dAJZNgfuPj0PcwmEcxmEcxmEcxmEcxmEcxp/weE/ULx3H5sYFZWE9nsQEruD0aVXp37pxFc+eVreqqpVRnLCU7nJhCZJSKynEBaXIaLfVzizJcyxhY2spSaSge7CHr7c87UabRq3Gd17+JgBhzcLxXA76SpJpaXkR21a4XIAgCpBOZFwnSylxPSVrV9WfiqJgPBmbnZsoBZbrGay5VQqQknZNYbgcXJKswPcqrViBwDbtO4uSdCDIPPX+ueOL2JZFb6BaTp4VYdMhywoKXbHymIc8xyrUcWeJhyhtPvebvw3A3/j5/5Jf+ee/zGSoOACB57GyvIKjuQtJkWA5tsEIg+pqGEdPIe5VF9FVSIMOsBwE4DHlNnSiOsU4RWj4lmg0WFlZNsoYgeOyvbNFqNWa3nzlWzz++KOMYvX33/6X/wIvKXAbqkMifQfyKWa44ntUz8k/+KVf5m/9pb+AZduk5RQv7VuW0en3XZuilAY2oT8IYVdgx/fEMDmMf49wbIdE4z7R+uiVAk1/MOBgf5+Grki5voNtQfdAjXfPc2k1mtzZ3EboandRJuRlSagr+77vUuQpmcb0t2o1QBr8fbNRQxQle5VTZD3iyPqqGZudzgLdwZBNLUVcGw8JokhJS6IaVb7nGQgLKPnioiim0sTOFGKj4l65Swsoyqmb7rRKPvOKGYlM27ZVd1JOx8H36u+rn60ZyJBFWZbMfqtG4aufNDxotrugzmVGvkeaQr85xnvUfCzbSHxKIRHc29mTUuJ8j26/ZU/1fgzMqRIdywtwbTTFhzhLibMEtONqa3kRXJdEa2Zbts14MqauMb5Vx9OynGknVuQEkT8jb5jRHwrGieoUhVGNOJ7g64pjdZ8P4/6IPE+5eFFJXbquR57nBEKPVdtm2B8YbsygO2A8Gptxury0CNJlbX3N4Nsfet+jfOPr3+TsWSU9+fa7Fzn72PtoVB1s/XgLPd80m01sx+HV77wKqPzCcRwi7QjtuB47O/s8//zzADz25NPcun2b/bsqP7h2/TrHjx/noNvFctVxDkdDpIWRqnz4kcfYrdxpUePKD6dKOuffep0kSXjkEeVue/782zzyyCNcvKhgsosLc2xubpkOYe9yD7A40Eo6e3sKmhNFEa2Wynv+4A9+n3Znjhs3bgDKO6Aock6dVk60+/v7XLp0iU5HVeG73R6rq6sUuquysrzCG6+9woVLKn+sRzX29/dNt8F1HRzHNryDZjPC8yPaursxGAwYdnv0Bl1ubqjOTJLEXHzrPE88odzSb926SZomZn65cWODJBOMNHQzywXDgx6OHtMLUZ29N95lWd8b3/cJpG3+Xs8Fb/zBdzh5Up1jLjPa7Ta3bt4ya1IYhuzu7vL666oTtDi/jCxK2roD8nf+9t/iZ//qX+fRp38QgM9/TsGhv594T8w8cTwh1zdxcW6eMHCmEBFLmDYSKInLSTwxZFEcGwePrMjZ3ldtJGn7fPjZTyIrmblc2cQbbKzlcPfOHUb9HgDnHn+cdy+8zWisJvBas80kToyOv/QcltrL7B2oBVxKSVaUVEuT5zrqGJHKgAslHTVOE2TVMpYKO1wZBoWuh+s4xvgqtX18yzPYtbIsSeIMy9KmNpnAwqUsNK63X0fYkqCccgSSiY8nBa6j2m02EUePniGOddux1+OZDz1Dv6smgt/49c/yZ/7MT/H//eI/AWBp+QiO65BXyZIbYM94IkghKMoc259i/GdJfqIskZoECxpfJ9UCWP1uIQipHVlhjLp/d4OAdqthMHhBWFMW5qHCx50+cRoRD+neVljHvbu3WKq3iTU/I7BDlRjI6TE5jmNkxP6rv/jnKLRRmjOzWcmyAjReshQFFja2JjAJayovCKiN16Gu9n0V4p4Et9qUqvs6GgzZ3t7kqKtaohEhnm9Dqd7wwPEHsSXEozGZJoumeYzjR7g6afODgDyZmAUyqoXkWYarDfyGg6EyyDmqIAEHwyGtdpvP/a5qv3/8E58ijmPm9GIWZxnDft+MtTiOCUOfer0+/Y4wxPM80/IvSkVOrjTflckhuI6nPyNRUJdKK95zFZFOVv4kFlJgML7VRnk6nsV0fM+QZGeFF6wK219B/hw9/g0ySGpflXvhOIZhY8l7fDiUBKk0AgcVf8tAtbQPgcL66/sqpNbpn47RWWiPbSsycjX3Oo5NOSPEYFsWnutS5FPY4tLSEpubah60XQvHs0lybc4ElLGSIt29q7DEvu8R1SKENlMMo4BC5IwHKskrpaBerxkI4T1wxMN4z8fyygp3tXFWGHnkaYnUkt95llKLQm5pic75uQ6NRoOBxojbto0o1XM6P68Kka+/8SaW59HVm4Cl5UX6wwGBlgAui5LhaMSi5gAUZc5rr7xuJL1PnjrFeDLB18Wzp57+IK+9cZ5TDygi7xuvv4Xn+7Ta6v3nzp3j4qVLHDlyhMceU3Cdb3/nZdK8pNZU+cLenspvKqhMvdHAcWyGPZUnPXHuKRq1iFdeeQVQ0Bw1bjVkeTJheWXZQHcmkwmTyZjBQBXXWq0Wk8mEoijZ2LgOwPHjx8mL0iTlDz+sNkF37ypYkpRw5cplk8QHgdo05Lp4evniRTY2Ngj0Bsu2bRYWFpnXkOWbN28ShZFZy13Xw3MtfH2dwzxgPBhw69ZNljXG3nWbzC8tcf2m2oisHVnh7t4uloYMLy2t8Orrbxp54rTMSZKYulCFyP3XznPEb+DrzZVj2fhBQKanwDElV65s0t1V8PKvffOrvPDC89TrdaP9X5aC5aUjnDyhyMVhGJHIkkIXP+Nxxv/49/4+/8EnP6Hu74d+iO833hNJ/42Na6Zq1et2+dAzT7F5W11wRyo8Z7VrxgIvCjh1XBFWrm9cI47H7OzfNdWTSSo5d+5DCJ3E2a7Ubpb6Jrg2r7z8hz4QUEMAACAASURBVAYXNjc3z5e//HmCUL3e8z086VGraZc312J/0DV4TCGV/r5VEeu0ooZyi63AqEq1omKd18OIqBGSj7VLsO1iSZtUJxWWnOCEDcaaOCi00kblImkFEWlR0mkpHGHTn0PYqgIBsLNzlySNKSchUUslEmVhM5wMOKVZ6RvXr3P9xjWOHFGM/i9+6Ut87GMfZ03/nGc5WZoTzuh0Cyr7Ga1SVJb38A5mo1K/qBboWZfMyqUXra4T6RHgW5LCdTh18iSgCE71KOKJx58AVPX11Ve/w5/6iZ8E4Oq7F7j8xnn0eMKWasE2ZD6NUf6db/4RAD/y/LMG5zw177FoBBEjfa/yJEN6AVJWRMB7q5vfqz1+GO/9KPLcbAQ91yFLEgJdJTnQLpXVWBWlQCQlrn79yeMnKLOC7c1tbtxUi5MVBji2S2dOja3BcICFoK4T8iAIqTea3LytKvfNZpOiFER6Y1n3A17+1h/hOZUplVBKNXooRWGIkGLapXNcBAWDQd8cZ5EXuJ5Hu62qZGEY4tguoVbbsm0Lb0ZMwHUdxTuwq4qkSyGF0ZK3LcUxMiRbHGD6sy6Qa0UefWGFPUPeBddT/CfHmmLg5cyJyUr5jGlSPxtTB997ycL3OPaK6XWxLOWurRKpqgujNj9T2oBlFHzUfZZqDOtDdCwbKYXZ3JdIXvrEJ/m931Id0MloTJzE5ro7rkuz0ULoQoXEYjgYMPultg2uZxHV1L3wfJskzhiOVMLTaLWoNeqm41kZRR7G/RH94cDwWhaPLHL7xk2GOmF3tcBFlbiCpdZx/Qz3+j3CWoPRaMTyEZWMbm7d4uSJB7Gs6hmzwbHxKoXALOPhhx9if19tNDqtOdZWj3L9mqpGb9854J0L11hdV1y4r3z96/zYT/wkm5tq4zEej0kPeuZ5q9fq2LaN7/tc0IZgJ46fZDCesK1NxPK8ZHFxkfe9T1Xyd/d2cV3XdAYODvYRYo4TJ1SxpCwFV69e5dlnnwXgmj62CuP/wAMPcPfujsndPM9jPBqzu7tjugtPPvkEQRAw1mvuzs4Ovu9PER1C8Mwzz3D5sqrkI2xuXL9FUVZCJ2q9t3XOMj8/TxiGDLVTdr1eR4hp/uh6LqurqxxZVdft8uXL7Pb2aTQaM3Oax0B3+QAOugcstDv0tWlpWUjiSYqo1AAlbO3scNRV5912PHwkdW3c6NoWpWMx0hKU3755gLWwyN/+e4qU+5//xz9Np7HAcNIzYgO+HxBGIQ/rTpAQkqXlBRKNNrl46RrN0VATDmGQzaAU/pg4zGYO4zAO4zAO4zAO4zAO4zD+hMd7otIvhKDqe4ahx6mTR7m9oXZ2qr3r4ekqvu0A0uHmLVWBy8qCLM9xfCjLSpKvxvKRo8iygqUobVihq+6jScZo0uekri4Phj1u3LrKqdNr6vWWqsKlepdcq/ukk6Gp2gvHUqWdSqpSQ5OSJCE10BhHyXQW00pWnmamo5EmGZbtUWgZUFvYjEYj49To+T5SgqV3sFlaUm8vsLp2VH1X5jGZpPS6+vuSOqFdY2F1mVxDXwrNvi9nNG6vXx9wQzPbh5OYX/jF/5u/99/+dwB87td+lbwemWvt+L6prKkLg9rWfu+9q85QK2ZUFXWBUHwAe0ZJRZSUaW4s7z3bwRGlkQF76KGHCD2PWLsC18OQs0+/H0fv1M88eIYLr745dezzQ0ohjLNxWQqkKHlaOxGWQhiXUlPBF5JxHpN7qio36k8IFxpg6Xa+hg5MuQsF037HYdwP4VkWpe7Q2KjqcYUL7/d6WmNdV11lwHgyodDt+n6vxxs7+5x/+02khspYgY9E0p5TlbokGZGnGYWW7ByIPjIrDVZ0b+cujbDBuK+e40ff9yjvXLnI/IJq73faLbqDKZyn0tB3jPeHh+2FBEFgxpN65i3SWB13PMmUTKWl2u+WZRMGgfEnCIKAdrttlDDSNCMMHVP9c11XwRC0gpBlQVnxXvTPopQ4rmve49iOmgMq0R2m0J/qZwW1qT6jGkeVrO/3VqQsJIJSdwLL0tK/03KZpdDOwxXoX79HSMM9qMZrpZNu2eq4v5cHZjoatoUspZH19T2HT37qk3xNQ6+y8ZhBGpvqYLPVYBJPaDQU5FDoLkISZ+aZwlLQgUrdyfUt0tSglGg06tTrdQYDda+K8t/dLT2M92bs97u0tFJekmc06w1u790CoBZF2LbNGc1DXF1f5bXXXyfUXcDFpWXm5ue4fXuTYFuNxQ8+8wzvvv0Op08pKevm3DyXr1zB1Zw+y7bpdvcY68ru8lJEr99jbklVqNudRR579Dl6fdVZXF5fJfBCkkStYRYWruPS0lrwpShpuA7j8ZiHzqjqcXfQw3I9HO1c7rouQkj2dSc0y3K2trY4pr0AyrIkzzMj0ZkkKevrRxlrrxHbdmm3O6bjUa836B68Y16fpRmu5/LSSy8Zl97Tpx/g1q2bNPS1XV1dY2dnx3QAWy3l8lsLKwx+n1u3btHWsKU4TnAcD19zn8pSMBqNjQ9GraZUkMxYbjZZWV01ucD8/JyGIUuT33muiywL45l0a+8uD/gB+5sKyjfOBAsLSxxoGdBiNAEh2H1HcRuO+jWl+Ki7eZ7lEDcafHlLdW1aR08Sj/sQqq7xa6+9SS8e8ODpkzS1fOqwd0Dg+8bXpSxL2u2GmSdHsfJU+qOvqDlr6eQjfL/xnkj681KCXlSWlzrcvbttCHFpkdNsNkzSWIgCZjCeSTLWrXKbXC8oc4uLRLUOspLYlJVuu7rR/V6X0XDEmYeVAcT5t1+nFoVTnoAlcTwHv6EXyyTRD3wls+ZiOTaW1AuVKJjEE2zLMTjRsiyxLdu0sy2Na011YlEWAjt0yKuNiEgo8phG0NB/LymlwHbUg3dk/QRz82vEOtnNMqF0evWGQ1g+tXqLwI+wNRloPN7BdiDWiUmr1eT06VNcuqQISX4Qsn3rNufPK+mpMw8/zN7WJpE2oamS+Oq8bdvGc70pidqQ8qYypUJOzYGEENiOQylKI7knBKRZbhIuy4LRcMQH3v9BAOJJn6S/T2dRbcCOnTrNQw+f5bwmtGxtbvLMRz7MV774JQDWPIdms2XMOpRng8Wa9hoowPAqzHH6LpYFnk4G7t7d5tTist7IYQyOKryyI6dkysO4P8LzfUqNTS1LBUHZ0tJxvV6XRqNpsPH9fk9xhTRm+/U33yDtjen3ezPPssQJHFzd6nZtm6IU1LV5XjqJcSybBY3ZPXpkhXZ7jokmcoosJ53EWK6WaXNs7Bkyp8gyXMc3dvElpSHFV2R+zwsUYkC/rXrtrETneDKhHFZ28R7z8/OsrCj43sFBl93dPcNTOHJkFd/3GAwq7LFDXmRTbxDHI8syarXajFZ3imPbJs+3vge2I4Qw/gKgeEBSTHlBSpZ/BmqHQ8l03+DYar6oQkqJFNONhdqMc48ZF1KCmPoYSKSBYIL6vT27ic+Le8a/StQtHL1ZGh50ccJgClcsBLZvm7kWSxpIp+dVvKAcx3WNlrsfukhbUNNuSq1WE4HA1+ZtmYaGHMb9Ea35tiHh+kJ5aIxGCgIiypIgCjmj8ehlWdBut83cUZQlaZLSaDTJ9Di6eu0aXuiz09WbQMem0WjR08TwRr3O9s62wXQnacqHn3vRaMPHk4IPvvARXv7G1wF44/XvsLx0lBUttz03nxJPJuR6nW13OohSECcx3/7OdwBYWVtllCT3GIhmWWqgNJ6n1tK61p8fFgMFk9T4+sXFBaTE4POXlpbJ0pI7mvtQ4fCr69Zut0nShH5/YIp2b731JlFUM7C427dv4TgOLW1SFccJUaB+D7C6uoptO2YsRpHC+He7aqMSZD5BEJix77ke/X7fGIrmeY5jW4Zn4NoWBQ5lUczklClpmhl493x7gYvXr/HYgwpSfufuLhcvXybw1flRCpYabfZtdYwy9BTksFAT1IFj8/Lt20RaWCaNJ/T2uoQagrT1SpczrXn+7bu/x8/81f9EPWNRSK1Wo6tl5ZMkZn6+beabB06tc+nSVdZWlNFqNlIbku8n3hNJvyiFMb568kOPs3N7g5qusFW76KoCJS2LQgpDrHQ9TxFr0wmJTqCfeOJD+E5oNgGqQo3B8N++cZml5TVD1H377ddYXVvGidTlGE1GSMsm0S5v43ioFtaKzCmVXm2VXDuOQxiE5EVOkVTJrEWRF2ZBzrKMwrIMWdQPQ6S0iGP18JdORhSEBiNqWT6PPPoo169vALCy8gBJLgn07vPy5fO0221su6raTTcbRaF3+xbY0jbkISkli4uLU4OYXOA7Fv/0l34JgH/0D/8hX7pzh0mlPV0UuLZFraYSGwutm11Ok30ppDKy0WGBmdgc11UKR3KqMFLmgjLPDSZv0O/z7EeeZdjTKhhZyeLqUVbWTwJw8tFz/Itf+ef84e8p1+B8NOHP/dRPc/SY2hTs7e4RhpFxQi2LnF/47Of4L/7DP0V18y3bVveCqgOS4wmbioDUP9hFyJxSd4YsjWuunHiFdViVu98ijmMziU8mE5AlIz3Jzs8vENXq1PWkPhgOSLKUUKstWIVglO4wyTLQePi671OWmSGsup5HZ36OUo8V23WwHZsVXZnZun6NdqvFWCcGtueTxAnHzzwIgCxz8mzqGmzZSqlLmvGP5hDZplxsoTxJqopURXqtsOue5yGFpNAa8xLJrVu3zOulRBPkVeLgui6FEBR6XGzd2QJRIo3LrKrWNRrTokscx0RRZBJiSzv8Zvo6BIF/D/HWxqIUpXG3ldjYjk0+46br2b55vWVZqnpecXZmOiHq82xDzK2q/0JvKmYVgqSYIXJbDrbjGm3u8WCEJcp7eAOT8YRMV9Es38X3fbM+lGWJJ13TpbAsCVLiODa+7jAGYQM/cHE1QVA4grBRw9UYbSfwKURJrNeUQ2GA+ysO+n1aOonNRxOCRsjyijKYErmgNdeewdOPKPLCbAAtIRBFQafd4brWfi+LEkFJR3cOhZQUIjca+EVZEAYhtzVHaGlxmTzLjC/EeJLwuV//FbPRPX3qYe7euYt3TH3no48+yndf+a5xfR3FMStLS/i+b4bFcDwG2+Lh96nNysWLF2m0aiZf2N3dw7KlMb5yHJtj68fMHHiwd8Db77zN4qK6DmEY8Xtf+jI//PEX1ecPB0RhnVqkxl2Wp4xGI1ZWVk1CfezYMdI0M3OY47j0+n0Cndw2GnV+93d/h6NHVUfk9u1NwjAwx+AEPp7nGHWfdrvNeDw24y5OxsgiR5SVciP3KPEIIVQuZ9t4GlXhBT5B4FO5jfi+z4kTJxlpnP+JE8fYPzjg0hV1vxutJkIIroXq/dujAQ80Fog1KuJbm7cJzj7KUCfwcX/IfK/HR1ZUDrPe6bD31hX8TkhPmzU2ltoIIc155XmNMAyNqEN/f48nHnvIICJ29u+zpD8IAsMuOOjusrW7yTENY4n8kCSJybUqQioKvUCqCTrNc4JaHdsGW7epPvHDfxqwKQq9UZCKyOtoZY0rVy7z1FNPc+euumn7/W0Wgw5pV7/etRCyIBnonbyvVGhKI71g4bmOqbTBVLayqpLF2tQnjsf634yF9hyVblxapMSFxJHVoiZxLI9OU93kJLM56KY8+sRzgGqEhGGNN19/HYBOe55e/8AsZGmWIYQgikKzgHqeT1FAqS1lRZljI1g5oq7txvWrHDt6gt1NVQH9zGc/yw++8FG+/hVVRQ98h5XFeTPAhOVg54VZkBXBb0perojM1kzVDyRCSlNNiJOYeJIa+aqnn/4Ad+7cROp7t7h2lJX1dU4+qCair//+13n2w8/y1X/zO/ocSr75za/zxLlzAHz5C18kjkdVkR7bcvgrP/GpqdRinuM6npFOBSiTnKyUCE8rJVkFnjc1V/EcCywbVy/MfuXUexj3Tezv75uJfTQasbuzbWAu8wsLOI5rksYwCkmShMtXVAeMtGCUJSRK+xWojLBK0+VaXVtnc2ODVLffG2GNdrPDnHaajEdDtu5sG6J+0KwTRSEPP6xgZwfdrlKNKr8n+TO4mMrVVpjfSVQyO0ssnyXJKvlc22zCXdelLEojh9fpzPH+Dz6DpQsqaZ6CLMl1O348HBKGgZHzmUxisizj1q1bJvmu1SJEKUxC7Ae+kvrU19rzfDzPNZU11/PwAv+equdsocC4q+v6jJAzikH6/IqiMBKfFdFxeu7V/09zfCEtBNYUOlWWxjkXQFryHthiPYp45/IVUwxRey3LkOqklORFbuZ721HnVZYFetpCWgLHc43pVuj5LB9ZpjJ0rGQ/J7r7VMETDuP+CDfw8LRSzv7+AfO1BivrKmlLJgnzrQ59nYDZjsOxY+vs7Krqs23beL6H6/rUa6pqvrW5TbPVMAlzt99jbn6OWFfyN7fukKclc1qFptbskOUFTS3SEXg5lm2ZDf1Bt0e316enlXYazRaPPfYY+1ou85Fjx/E8j9dee5W1YwquYzk2g8HonsLk2bNneeUVJQv64osvkmWpQQasra0j5VQudzQacu7xp9jcUnnUW2+8xQc++DT7+1qJzwvwfc9U+ru9AxzHZWtriyeeUEIdd+5s02q1Tad+aUnBgypxgiRJOXHilNkk7O7u4nm+OQYpldt5tcECVZiopHRFWSLyAk9vjmIUcqG6LrarDFWTJKHTUtfasRz63R6Cav4YURQFS3ozdP7CRU49cIo4VfPB1csbuL7Hh35QbXa+8fkvko32OX1GSXKWoiBLY7KJOkd50OOjp45xXOdlLg6RX2d/nPGFX/osAD/+sz/N/Ooy47G6dnleIISg1MItZVFSZDlPnXscgC9+4SrfbxyWGw7jMA7jMA7jMA7jMA7jMP6Ex3ui0t9o1jh2Qu0+b9y+TkbBHa2JH/g+lgW53p6MJzFlURrTE9f1kKmDtB1D/nIcl3KmfSuEoCgLXF2xzbOcldVFfuM3vwiAZSeMspGp9LiBSynLe7ibwpLgqs/zg4AiSe81qBGlwqcKVenJ8xzX80w1KfAjRuMJka8qYKEXMBlNcPW+qx7VwIrIcvX60w+eZXVtzcB/onqNdy9eJNOfb+UJ83OLpoK+uqb+P8+zKenO8aYEOCDTcCNPQxaOHVf4/rVVpU/7zqXLHF8/wbEHFARh9/ZN8MIpzKUsSaWcmncA0jTBuKdlBqrCZrkOhRBMNK8gSRPaCx1W19YB2Ny8jRu6dBbVz4889iTNZp1f/Se/CMCf/fM/w/bmFoGu8IkwRDjQHauKxpMfPMfbr72FpSUDv/LqW/zoCx82HRbH8eiNhgr2pKuuWZkzLjMaHbWzH477+A44+toOuj02N7e4dUNhFbfubPNzf+3nOYz7J6oKMag2c5bl07Gyusry0hEaWp/asuHOzh3m51UV7c1XXmXQ7+uqVgWbK9R/FZlfCCZxbKom8WRMfe2o+c5RnHCwd4ezj6qKVq/fR0jB4pIaa9c2b1OP6uS6emw08ZntKqmK9L0ylxaznFZrBnomkfeYcxVFqeQtdQ18bq6D43uMh5VssI0fBoy0fF6z2QBR9cig0WjgeS5RFJnuoZTgRq7B3Uvdxavm2uFgiOe60/OwLMJaZEiNrVYLLMy9qIj/1ZxhWzZCCjNvKrhiYSr1lTfIvffaAVl1RtQ1me0+uK6L4zgGxyuEwHNd85lSSjY2NpAz0K3KaBC0vGomSTXnyws8hCzVtdAdC2Vs5iB0t3A8HjMajih1h/rUqdMMB30jwcwhkfe+inarxd1NBbXpzHXYvbtDqCu1yWSC63tGMnxhfoGja2vs76nn7frGNRYXFphbLA3BtCgFrfYcN28q/xnHUx2C9XW1DuY5DIdDMw5cx8F2a9Rqahylk4wiL8x887EXXyIIAn7+5/8GAC9+7GM0W01c3XG7evUqjz32GGEQklbeQGnCaDIm0N4jRVGSJAkvvPC8Oe/xaGzW+05bQU5uaAz/cDRmaWnFdFDr9YizDz3MpUuK0Oq6Lrdvb/PYY6oafeWq0uN3Xcdch0a9gZTCfMbW5iZLS0cMgmF7e4vJeESqYXGdTuceqK7v+5SlMBKgllDE2WpsZxXnsUIjiJILFy4YcnEY1vADj0ajYeZZ27ZAOsavwHFUN0DTMYmaTW5sbJDpY2otdgiShIN91V149PkPc/fGbd7aVFCuXHqkB7tMtAb/i0dWWLFCw63K7AmB47Dmh9Q01+F3/+mv8dGf+jEWV1V3oR64SMvC013asRgRxwmuzkmPrq3x/cZ7Iul3XYXdAih2MgqZM0xVq2xveEDkRXQHCg8lpSAIwhmcqoVghG27PPmkIoM6rkMpZxQhhFpExloz+czDD3NkdZ23z38XANsr8ShJCvUgeo5PGEWUWpfZsl2DXQVFTistadZXUeS4jkpuK4xdEIZkaYplmPEWsiwJNK+gFCWO6xhYkOUEOHbIR1/8lPrZsrm2cY1AtwOdvGR9fZ1jujW3v79PHMe05tRDkWUZURQxmYzNAx8EPmmamra047jkWUZNq1DYts3i0hHWjymy0O1rV/j6H/wBz3/kGQDu7B3Q7sxRVHrXZUmj3jCbo1GeUI9qxNqEJAojnBkojK1Nyw4Gfcbave6jH/sYW9ubXNHs/bnFVcJagx/4gR8G4LWXf5+3X/0OTU8NwK9+9pfZ2r7DI2cUJOkrX/19pMzpawLUqRMnWTm6wrCrnpcnTx9jOOibJGU8HunEwmb9uNIXDho1PvETP8aKnmAPugd8/fOf4dd/87cASOIJjXqdHa1fXLVDD+P+iSRJjJJKWZa4nk9TP/eLi4vUGpFxvVxcXMT3fTZRC/CZh86QZwW7O3vkWZXcWgoS5FQwFg/P98k1vMf2fOXKXeFdDw5I4pwoVPNaf5JQm69ja9O5XKgFqNLAxuIefL5K+O0Z9ZsK7z7jNCumOHh1jGpOmhpdWUaZovq7mFHfSNMJ8TCmyBL9ecIcS/WPhTrvig+VpilIaVTIbMfR3CX13qgVkmXZPUn7aDQk0QvoeDzmgQdOs3RCYXSHwxG9Xg9Xz5NSKFUdo8TDjHoYkOUZnuvjuC5lUQkraGy+wf+X92yUyqLECqau4J7rgesYKE4QdrhxfcNACOJ4guU6U16CayMr0zCUEIGQOY49FWIoS4hEZNzMw3oNz/VMgaUockLXp0Qt6kUFJTqM+yJ2D7pYFcdDlPhRhNT8vXqrSYk0MLoXf+AHuHJ1g60thbM+un5CuVaXUxOqeqOO67iG0Lq6uEir1WTz9gYAk3HKwUGXpSUF/7l6dYOPvfRprmvfkDRLWVrusLqqICSvvvIqtXqNv/t3/w4An//85zmyckTxkoCVlVXKsiQIAxYWFPnzoNtlMBrS6Siome+7XLp4yZhU1Rt1Op2OMcLa291jbm6Om7dUMjsaTdjf3zdQPtu2aDavmDnstTde49ixY7x78R11zHHCgw8+CFgMBipBzvOc+fl5A7fpdDqMxyO+9rWvAbC8vERRFmbOcj2Xbjz10EiSRM2T+j4Fvs8oSwj0nNFamKfX6xlhgThJ8YPAJPTNZofQD5EIZmsrySRVUGYUrymLE673ruifa6RZjqfh4kdXjrBx6xbzC4o/YTuQjOeZ167DvfPvQumwFqq8bD30KNPMHLOflzjYBLbDMV/dCyse8Y3P/Bue/XGVF5145AxhFFBNzvPzCxRlim2pZ/DB099/jvKeSPrr7TrjicbDWQLfcwzRa7e3R+j4tFvqYuR6gakqLJO0S0BEZ+4oJ46pAVCUFgJhKlgAS4uL/OHL3wDg+LE1ev19wwuoNSNG8djgzC3XVotxbiQjlNSkSfqVvJPBldkW0rZxAptspAaZ73kaS6p2yePhkEa9QUsbVwz6AzzfB6E+o7Owzsdf+klSTfwbTcZc3bhu1EFWV9awLXuKVROCIAgMJlAIwf7+PvV620jwVQt+tQmwLBvXsqcSdqjJ4PZtNYj9wCMXBZeuqYlldf0Y49GQel0lKp7rIpD0xmrzdLe3z6A/oKHxdyvLR2jUAmP+U5Y2vUGfvBT80Mc/CcDNGzfY2+8yv6ykx4KoyQsvPMdn/4VyBY4HOzSdklCrFnkiYXWhQbum7s3Dp45ye+sOCy3FpHdsm8CvUV9XA2ypLNnZ2TT4y6fOvp+lxSUarY6pqg6TMWfe9z6+/Z2XAbh68QKOFxAG6l6srp2k3+uzoElWWTJ9jg7j/gjbtsg1p8fzbHw/Mso6vu9RZDlBQz0jWZoRTyYM9dgCSatdV+R7LbkbjyfUm22TQN+5s00hSub1+Ovt7eEFwfTv27c5vnoKS7vf7uzs8uKnP02vX6kxpET1GsUMH2a2ugwYQmyVbDqOg+1MpSlVgn9vh8227GkhwbLwPM9s0vf394nfeANPS9VKJPV6NN0UCLXwTaUtHfIix7ZsMlM4cHAcd+rVJYQSDDDmXJauvml+jKs2R1WMRiMuXbpskuWTJ0+QxDGx3jyVUifsM2o9juXMfF6g1NjukexUmyNhFMLEVEoTCMIAy7KMrK/t2ORlYSqYkzRh48YGqeb9WI5NkedGBhBpgZxyKZJkguerhC3V19b3fdIkJSsqwrKg02kbE65+v086meBoAzj3EFl7X8UkiU0Xp1avIR3IQ22kJQWyKBnqym9/MGA8jo24xFyno0yqHIeG3lhmaUkQ+Mzp7uKJE8eRQnJwoOV3kTTrDcbagfXddzf5az/3X1PXqjYffvb9lFKwtKSTPUsRaWu6SLi+vk6v16OmE8+Dg33F+8PiqhYHaTbrPP74EyZJf/zxJ6nVaqrjh8LPv/76G6zpKnIYBmxvbxu8fZrm7OzsqO4dcPToUV5++Y/4iT/94wAUQkllVjK1nudRCsH21jYtLW28sLDA5uYmJ7WBaLPZ5NVXXuXoUVWQG42UdO5Yk2hrtYaSJtaEeYqcJEmM83Ce59i2bcRMBv2B7sDozoBjMxmPmJtX87ZlKcERyypxXTUfxJMU/PfQugAAIABJREFUHMsUaCfDIRIotRxqIpXEasVDOLq6SrNR48IVbSBWCo4eO0amjVZP5Ck3r97gAa3+s33zDqeJsPWmIc8yJcIgpVElOhXNYZPy6pf/EICtzTs8+9JzRPXKMNZBSBurrCRap+ILf1wczjyHcRiHcRiHcRiHcRiHcRh/wuM9UekPQ4+DsWrv4AV4TI1TbClptzpmVxWGkapc693pA2dOK1m6tGSho3ZBvueSZAqKAqqy41hyxhhlgf/pH/wPLC2pSm7pSsghq3ZNjkNR5lURHhulYV1JtgkpKIrCVMyllKRljtAYWlDa8KIUhJHekdbrusquLnkYhBS2w+qRkwC8+AOfpNcdGHOeVqvJmQcf4oZupXUPuti2bbBrQeAzmcRMJqoS4LoucRzT6XQMRi/PC8IwNJW+qglWQaMcxyEIApZ1C/HG1WucPHGcjY0NAI4fP8ruVpdIX0eBZJzEDDQc4NrGBrZlsRkr9Z9ao4Hr2ghdzRoM+oRhg099+oe5cFHtgnvjAfNLSxzXO/tHnniSf/Z//s8E+n62Q5vQCQxMCilxkYR6V/z8hz9IWSrLcFAcjyzw+X/+1ecA+Aufeolz7/8gV68rS/DSEbxz7V0unr+kcGTAqbMP85O1CEer83ieS1gL8XX36MLFdwn9gJruskzGqhV4GPdPxMmEShKmFIUxRwJMq9ioVsQxjahuqrB3t7dxXYd2p8VoqKo1ZVHQaDQNV6Reb9KZ65DpSlwpJK3OwhRWYjnMLS+Yeapeq3PmoTNcvqUgAH7ok+VZ5Umo9OfBVJPLotDwwSnkx7YtrU+vVcPkVP8e/d5ZUzkLi7KcKlcMBgNGoxF5UUFn1Fw5tZ93AWEq5ujOg2Vb2LLCu9raP2CqgT9rzuV6rmmdV+dl27aR+Gw2m6RZyjvvqJb/rVu3NW+i6h1IGvUpvjYIAt1dmEJ8fFvpYFfVfNd1lbJRhbfUSqdVS19Jm051+z3fQ5bgVtc6yYh1VQ4U3lqI0sybSZrjB94MbMohy3KEmGp7K2UnSUPLE5ZFxs7OXaMqUoiMRhCas3Rm1EYO470fJZJAd4/rzSaD3oBEy07jOggE80fUOrq9v4vlSaQGgW9vbeMHvuJ46Oel3WmDhPc9pLyCPvXpH+G7r37XyH7WahIpU65eVdzGUWyzcnzZwA0/99tf5D/7K3+Z7a1tc4yB7/OvP/vrAKweP0qpFV9AG9RZFlmWceqUQkRkWUqSpMbAq91uUavVp95CloXj2PT7Pf0ZNol+D0C326PT6Zj51LZsXnrp42zdUse0u7vL2bNnmdcKRN3uAd1ul3q9xpY+7nqtwfxM1fzSxW2SJJnJrQRSulT16SxLcRxnOnYti1qtZua4tEzIs4zJWCvlaE+QioNUFAXz7TYHWtc/itZJkhgQ2La6X75X46C7Z1SHFhcXsSxbGSECpeUwHA7Nee/v7fHgg2doaYj6l/pfpRm12dFIkoWleZAlVzVH8IHjx7i61echTVRtNJrKgBCLmvYrmExiTs+32UrVenP9O2/ywMOneOSxx9R37u9jBYJCH+Pldy7x0U/zfcV7IulfWJhjZ+PGzG8sbEdd0MgPyIv8HlKW7/vM+QqX1uv1aDbmKAuPpZWT5v1Sy9cBCFuQxDGBxlTt7NxmMDxgcaVqCSWmvQ76QXEcrHLq+JiXxT04MtuauswqJzv1zbMmNZbt0Kgc1kQCOQbbmqUZywtn+MgzP6j+Psio1UJCjQF2LIeHW/NcuaKdh/0U3wtMS7qCDlWYwKLIcRyHNE2NtuvW1rYxq1LHdG+733OVSRW6Nb90ZIWDgx5zi+rann/7LT70gfezqROVhU4bC8kdbXI0GY2IarUpXMi22DnoGkjT6QfPcvaR9/HuhXcZDdXDOzc/zxNPfxA/UNfln//j/425wMartMZ9BQ+q1u+K++BrbKwrM0bjhHqkNyICWitH+Lm//GfV+ynY295mb0cZhBx0D1haOUJQr4OWU03KEmnb1CpJTs+l2aob34WzZx5kNBwZeb00PoT33G/RbrfJUnX/1PMv8LTpXBCFagNccXKEoB6FhHoStwSkxQTP91k/qlrb43GiNwJqfDaiGqN4zO1dtShneUa9Ueem5qosr6ySpDEDLbkWtRpgY3Tape0oOGHleSGFxu+rY7IdR8lQyulGQAqJsKcYfSEFlrSnZFJLQV7MPIZe8Kp5zLbxPI8gcPR5S4QocXVyrN4rjLN5EFSwmulGoiwV/MZsbqSG4Og5oErYZ3X4ARKNLZaogkeo/UZKoSQ8paEPqzl9ahhU4Ac+rh67jUYDKaWCB5hrZWNbtjEiElIgS2lgULat5DsreJ9TlpRFwfKcStLefvPtewzHkMoPpeKEVZrfU26FjW37WLZnoFdSSDqdOWoaCjke9ynyDEvvz8IoVM7yesV17MMm+/0Ut27d5slHHwWUMZ/vuEjN7xmXGYN4QiNQCdtBPMLJIdHPY39vhBSSZqNBXcNQHNtmOBxyVxtZffZff4Y4ianpdW0yyTSkWSXHQWCRxyU3b6qfHc+lyDPiRM1xRVFw5cpVWm2VwPu+j++HpniWphndbpc4Ttit5qw0ZWV1haFOHOv1OnEc09DFrmoDcLCv4LyLC0ew7dxg+J977lnOnz/PU089BcCbb77JF77wu6ysKE7AqVOn2NvbM7yEIAjotNt4rmeKn2masrOzY3w+2p05fN83xU3H9siy1HA+8zxDiJxMQzfzPKdWqxmZ0CiKtHS5uhdCCpDTQmdlNlr5He3u7rKwsEi32zPzaBjWkRIDa/I8j+FwgBeqvKZdqxEnCamGfgaNOqM0VjkG8Phj57h06TKLSwpOGkaKT7a6qK7Lu6+9SRRFtPSE48uIuu2Ri5LxuBKocRDjlAca6nmZb7T43C/+Kzp/U13LqBPS29+BWBufLWijsO8j3hNJ/+bOBjWNE6NUFRlbT7Se4yBLiV8Rx6Sq8jr6YXYcD8tyydKc48cqRzyhbM5dXZkvSnZ391nVFtaf+51/BpR0deXfdi1szzZkNdd1lBa1TgqLotAW9dUi4irzeOPWCaJQx13oxarMM1xnWs05srTK3dv7NDrqQfrIB58g9Npsb6kB+MgjjxLWItKJVsEYjggCl0984uMAfPVrXyZNcpNQN5tNdnd3TXIcRRHtdoOiKA0uzPNcrTChuQo49Pt9k0SkRQlFga8HYL3Rot/rIboK27yyssTFy1dIY8URcG0bacPignp42+02O7u7LC0uqetUKoLimibIHjm6zqVLF5G2S6gnko+++ENcvXKVP/iiqswfaQW4sqCuK2TSdhBlafDY06pDteHK8fyAvnYRPfXoOf6vX/4Nfvwl5WcQpn3ims/BgbpOr7/9Dnt3t5k/ss65D3wYgCc//CHGaU5WFTSLjCyZsLSkzkORon1TpXNnqoyHcX/EyeOnEBrnuL+/x+1bN+n2FJ6+3Z5TiaLOGrM4IUtTfD3+62ENMkGt1cR11eLQ7DQ42NuhXlfzlOs4zIVzhL56bq9fvsb2nS1u3lSduVajju3YBHXNTfGaFKJEVKRTRxkNVr4dVdW+StgtC21KOE3iLY11r8a8pblGlZeW4gCIqdGN7WDPfKYiIzszqmZK4UzMVMhty8UNpkmuEBLHwcy3QlSbE/UlSZLi+95UvWc01J853Wg4joOvF8zJZEKe58bPhFI7YCPNd7qOO6MWJIknCVIbiqVJRlFm7O/tmUoblkpQKvOkKIoo8px5TViMJxPGWQJ6TSkrnTc9v3/rW9+iLEvT+ctztRmaavtbIK3pPGop5RNnRlnJsiCexNT1/fY9l3wcM87VcdfrNZI4wa5r9ZUZ35DDeO/H/FyHkRasGA9HtFtNSl1wy/tj6mFgvHlyPAZ7XeZ0Bb3ebpJVfh76GR0Oh5w6eZLBUCXUSZIwHI2M+MBHX3iO777yGu9/+hEAvvvmNXq9MZ6jxtVDZ04QhqFJjmu1GsKGhfnK5ydlaWnFHL/n5NgulOWe8axptlo4jmue+/F4TBSFXLygdPkXFhbodQfkufrOV199nZWVI0Y9bDAYcvbsw+zuqo3LaDRgfW2VzlzHvD9OYza1D9DOzg5FlnHu3FNM9HG3Wh2l/qWPM45jgiAk010S5Y8hzHwTRRFSYgwEpaW5i0z5PY7r0ArVtd/f31cF3Rm1nzRN8SuBFMfh7t27OI5jNjsLCx2SJGUyVnnPaDyhVqubYmqWZUocQCf9jm1z5+4dAk/d249+9GPU6zXjd+D7Dqnv0VhU3ylrAWmR8+ZE5Z9BrcZR4dK0nSmny3aIPI+NXbXJ+5eX38KyhCkaXLlyBd+DO5uqKOyIadHkj4vDcsNhHMZhHMZhHMZhHMZhHMaf8HhPVPrjydA4NFpSErge3QOlaSqEoFlvYLva3twrcJhasGdpRllmnHrgQzgaEjSOM2x7qtFa9wKu7e0iSrVTv3jtPF7NotS6y3ahMPhBbSo9JcSsSoZUslWVioZlI5BGpabIcsqypMwL3Eo+DweExHNVZTAbW6yvP8BTj38EgMAJcGyfh88q9r0fBIzGGb/4i78EwO2tm/z1n/tZ5udUJfFHfuRH+LVf/Qy+X0GKPNrtjtGezrIMy7IZDntGA7fZbJJlGZVxcBzHuK5jWuVJolziGgtqhyvLguXlVW5sKGkqbMF4OODkUdUh2e0eMLe4YPTuheMwt7BEnOpdeZnw0g//MAMN5dm4tUno2jhejQ89q+RUv/lvv8Ll82+w0NDXmgI/iJD63hV5co/6huO4ZHFCop3ocikoC5uP/pCSNs1th5/7T/882Ujtmu9cv4vnwAe0U93a6jJhLSAt4Id+8AUAFo+dYDIaEESVtKmHJUtCvfsPPQ8/8Im0vKKYBS0fxn0RRVkabovn+YzHE0a6cuM4LvNzC0adJR5PkEHITS25lyQJju/RnOsYV9bxYACWZarieVlSCwJKqcZaVI9UW7qSgmvUsV2Pvu4mnnniCQbjIVWZTFpQSmFkN6WQSu52BpZeOVpPFX0kQkiDp1f4esfgYX3Px3Fm1bksBfExY0lVqyt9aCl1V9XwECrnYWG+z7FtkNLI/io8v5yRxFRKZlUVPM9z5RZZuXhLXVWvHMs9j3q9YdoVjnApipxCy+Mp/L0+GFQX1bIcpqJ8llY+saba3LZFr9dnT1dJHdulVqszr304VlZX2NrZMVrfnuNiYRPrSu2FC+/S63XNdfZ9X3Uc3Er1zNKeCFNp1DzPsO2AijdSFDmbW9ewbCULXK9HjMdjCo37Ptg/wA89A2t0K6nWw7gvYq7eMBXy0AsRTGVXW1GNTJQUtrrXN67ehqLE6qh7fPb4aS5fuky72TaYfYC8THE1rnU46rGzc8C8Voz7whe+SKPR5tgx9Tx12ovUajUa+u97fSWVKcqp+pfr+tQb6u92liAth572O4rCJj/5p/8cm7dvsLmlupH9fh9RCqJIrXNFUdJoNOl2VUf08ccf56133sXTSjnDgy7vf/opA5W5cOFdlpcXDAzu3LlzZEVh1P62796h02kZb5P5+TmSScLt27fo90f6OyVhGGHp+rMf+GSZkvEE6Ha7hGGI51XS5x5FUTDW98LWP6P5WJVnyP6ewuxbtkW73TYw6FTzEaSeA1sLTebmFuj3+0RabWk4HLK2tma6jWEUkecZw6FaPzY3NynyguMnFC/R830WGw0yRzs29/e5ffs6T+oc5OrVaxRFQan5GE+//yluXNlgqOe0V/Y28ZdXsf0WjQrBAuz1dnk7VaiLrTzmRz/9cV5/5xUA1tZPs7Y6z1wz1M9Hi+833hNJf5kLahonJktBPawRrKgHbefOXZLxhMbilISXZTljndiWCEaTMUePnjCGMK4XkGQTk4BbwGQ44O6BwttajtDkLzVgclnieq6Z5IUQlKI0N73IC7XwVJO+ZVHmOb5+ve36dLs9HNczsl5CSoo0R3NeWWiucvbhxwl91QJaXVmh3uoQ1FTCjbRpRAVPPa2IPeeefogHz5zE1603IS2ee+5Zvvzlr+mrZrO4uGAw/mmacmf7LlFUI9LXcnNzk4ceeojr11QyI6WkVqubpMDTphNV1JstwijiFCcBuHDxAvNzbUbaGtx2PHb3DkwyFTXqYFk898Fnzb052D2gq63Aa/Umy+vHeeixJ/mn//h/V/cmGzNXDwksNRFEgY/t+OT6QqmF1TJ610kcI0SO1BCkPBN88kd/mkuXLgDQG44JfI81bXq0vfEutguh3hwdX13E8WyK0uLiq0qy9fXXvsvTL7yAq+E7fhDhOg7zuh077O5TbzRoNNS98nXb7zDun/A9jwrnMpmM2dm5a3SYi6IgL0ra+v7apYXtu3R31XO7uLqME3nYvmc2Bo7jIPVnAbTaHcbxhD3d2nZ9n6vXrhgYS5Zl+J7PuK825Strq/SHwymxTrq4WIjqoGxLJeczcJ8KdTOrOS8QJolXb7MMzEWUAsd2p1LCouIpVZKfrlmwQW0KlKmU/kr1S4NtzbJ8av6l/6ngQVMYknWPgZjjOKRWRuhPr1tZlmZezPMcz/Nw9Xj2PI+S6WbK1udkzUiAyhnCspQqGbdsC8uQFD1qYTD1TRGSbrfHN77xLQCWlhfJRGnIxIHr02k06e+p+31wsK88GEzSr8jDFbxHCKHWBpP0F0gEWZ5QaNy2bdksLhwxMo0KNjFdY3q9Lq120zxPIjiEDN5PMd+ZM/j7qBmSjhOKfJpwB4FH1FF469F8TJ4oDxsAO3DpDwYsLy0bCFpRlqwsr3HtuspJ8jxHlBhN/EajjmVZJBrr3mo2CaLIzA/zC4vE44QsVc9fGLWwXY+eXnuTPOXHfuzHaTUVJOWPXv4Gv/lbv87C3AJZruawsizJspxQP8Ou63L1yjUj+a18ByxTJPjRH/0RBf+5eNGcd7/fN3PaYDjAdhzW1lSRsD8csrFxi0jnSRu3NqjVavi+b2Q/Kwx+9R2VdKUwfBwbIQpct67/7hKGoeEApEWGhVtpdOB5PmmWGn5PFEUKVudMPTxcdwof7A+HNG0b17UN1zGKIrIsN7ybSha5kibN85zBYECsXz+JY5pBwPrKEXVvJ0Mee99ZtrbUBu/0iXWu2Ba2Lr4Gjk+e5dzWx7jdH/DtvU3OHXE4rV+TI9mJPP7wgoLvCAGvvfE6P/Mf/SkAhoMBywuL7N5V0KmvfulrPPX8X+T7ifdE0i/LkiJRD3sQBMx35k1Vrt1qU2SZwVUncYK0LOPIi2UhhMOJ40f/f/beM1ySq77z/5zKnfvmO/HOjGakmdEgCSGEAgiBZYJAQqQlGae116yxvTZhMV5sk1YmeG3/vbYXA14wUTZpTTRCIESwkITiSJqRJqebU+fKtS/OqdN92RfWu7/E07/nIdzpVF1ddc4vfAOZ6twTplhCkCnFCVMI6qMFvvk9uQk4BelUm6iOmUBg2Vaf8Jqg9Ln7BjFJFOHm+rRhgEhBKIx/p9vCtV3CMMZ25HNMUtpBwGUXy+7y/r1P5/S5RbbuOk++p2Xy6a99SX/mddc8l70zu7npZS9WrzeIMl8XMkkYc/Ell3BSEZ7PnJkFhCbVAISq457fQKZh02p2tNnG+vr6Bnxcpv5/frGTZRQck6rCro3UR+i0u5qk7DgOhm3jqEp+vdli3wV7WVHdzKDbo9ftMqI6bAcuuZRatcqf/eE7qFZkYlJ3E7yySamQE/mgG4ZY6rezbBtDCK0AYpkmfiAwVQfjZS97CT++8z4sIW/6m/+/j/Het7+JXt69zAnfCp9tEAMC2zHw27l6ExCGFNyS+r0z0jigrIqZ0PUoeh6uSkyqVl9nfBhPjRBCkCrM5drautxMFC+k02tx5sxJglHJ4RivTVAqFjk3Jztg23ZvYXRqjOXGOqHi6JQrFTzPY2FeGu7UR0ZIs6zfaUsEi7OLlJTGdRLEuIWCNvOa2rSJs4cPa9J8jmPPk+ckSbAsU0+4tG4/om8SpTH9/YQ7JwCDNCU0FA4/f778yv3kRG6iyYbPMOxcMSiRhNcoLwykDM6AdQBZ1lfwkZ8hDQYNVSiYhiyO8iQ97wLmYQiDOE60K2ixIH0CNG9GmYvlJkZZJsUHNMZfuelmWX+Kmhcr+jjjWJIFDZlsNBstEpFhquSjE7XJgoRTx6TCVxQkKvnIlXjijd/RMsnExolLlmbSIXPA1VcIQ2OVI9umUCjS6cj3DMOAKPL0FMVTXcFhPDUiDiIcdT0RxiRhSKYKWcdz6HV9HEc1qjpdxkdHGavJfTTwA8Ynxllfb3D+Lqmcs7y0zOzsPJHyAnrssRPsveB8TUDtdLuUSkVWVyTiYXL/FibGx1hryc6vsGxWVzqcVSo4e/aO84Zf/nU8xY1rtde4/fbbabdlHpV3r0+eOcnOnbJDnWZtOmtreKpR4bouhmGyf/8+AI4cOUK1VKXVlV35H9z+fQK/y9698vGe72M0TVz1+kajxc5dM9pLKIgiZmfPUXFlvlAuV6lWq0QDqkLdTpc4idm6VZpvrq6u4rpuX+WoVqfdbvYddsOQMAz1Z9bcGj0/0GIEjbU1isWivlfbrTapmSKSfL1Sil9qcpAJoTv4ji1zEklgFnqdzXlJOaqiWq0yNTGJr6YHy0sL3HTjGzj4mMTwry0tYNsWMzM71Llvsn/XTubmZNG4sLDExKZp7VI+OT7B2WNHeGjxDKu23D/KlQoPzy6Tquecv3U773jnm1hclPtPEAQcfOQQR4/INazXfeIKg0NM/zCGMYxhDGMYwxjGMIbxcx5Pmk5/jvsq10fotJqkqtKrlsqEdl/pIAMajfUcwkUYRaRxxt9/5ENMT8kKduu2vWzfNsP0pBy3eAWP9eYKBx+VlVhtrIjjlokGpOwc29FdqdzOXstGWmAZTr9CSlJcy6ZWknJKJa/C4vIqrl3AMmSlVqqUObBzBzNbLwDg4UOH2LJzD7f++AcAnFiZw6oUyaGdX/vet5j55f9IwVGd/UjavOfVpmmBkWbccMONAHz845+g0WhoxnmWSVxpt9vvSG2ant6gCFKpVOT4ry//oUZp8jxIB2Nba+Bu2bZNavar8+R3Asanalpub9d557Fly1buuVs6285sn2F5ZZlnXS2VdNZb63zoA+/nFTe9jJqS3Prx7d+lF5s4ip0fpALbcbBVNz1JEmLlAgqSn7H1vH3s3HcRAPfccx+eLUhSWfn/yVvfRKcbsX2bshJ3bYwk1L+VsCyyLMU0TGxLfmYv7vLQvXfxrGtfBIBbdOg11pQeMJgIqWikzkui+ATDeOpEnCQa+x5EAamISTLFRYkSGo01Wg3ZRZt59naOnzhGmsnro9VusWn7ZglXa8vnVGs10ijUcrYjY2P4fk+7+JaLVQ4/+Aj2hOw4TdUnsUybnqU08N0CGULDWgxDSkzq+9s0fkZpR3b5hbHRgVdG3umXUpW5U7gQQnak6b/HoIh+kiRqbVDThVT6iuSTgTRNEQN4/RShNfTzcwmZVCVSkzrLseU0Uq1jUgY0JVPHZJlSwzyX4LRtW36mmgzEcUySJvozDcPA9wPiKJ9uCJKkvx7IESuITOhvVih4UkfbzKVIJVdBTzDTGHtAktMwTVzHxe8p7xfbI4h7elJg2bZUWlIcAMuysB1Hw6Asy8I0bQyzv3aGYSCnE8LS72HbllaE63a7TExMafx0qfzEJfaG8f9/dLo91lYl1j0qRywuLmlobbVaoVarst6QU56ZbduI00TCcQDCSMJM/EBzfsYmJ5ifX2B+TmLu9+zaRbvdo9OW11wKJLHJAaXLniYhpZJL4sjp5PHjp3jF63+FbVu3AzA7N8stn/0EY2p9CsOQKI4pFCUkpVgsSdhykrCo5KzTNGNifEpP1VaW5xgZGWVtTU7Ep6e30Om0qSgIsudarKwIrWJTKpfodnv6PDSbZzlz+iyXXSb5e/fcfTdxGGHV5D1Qq9WI45gg8LVzsO/7FIslVtREo1wuYQiDTiSRHFmWUipVCRSMKU1jCoWiVhyS3iQWy8tKhjSJaK63SXLMv5BrTL6u5utPPkkQqXTYHhmp62NKkoQkTqSXApL74Lqu9ifo9XpkcUKs1sROp8PjRx5GqPxx70UXcPSRxzTXqlwuU6tDpSrPw/aZKTrtgMcfO6auhTrzi+eYGBlh8Yz8bc40G+y49CK6xw4C8Nu//UZcT2ArmJPnedx5553kKME/+7uv8K4/5wnFkyLpL7oFbDWe6bY7OK6lF/AkSahUKhpL2+31SLNUm9oUCwUsDMIkYHFR4p867QZBp8HivMTY1UZrHHr8wf4m0EwwHQMvl99zpExkvoDHsTRdyf/OTIFpmWRqRFRwipS9ci78RrfTwcIkiQQTE/ImfNWNr+Xf7rybg4ck/u28A/v5zp130FAGEGKkSGpZJOo9ymaVpbUVzt8sib3ra+sYwtA4U9u2lfa/vFhf8MJrue07t2MYShasWIZMEASB3qCFYTAxMaGxiPV6nXarhe0MwFXSdGAEn9ILevriL5RLbN66hUMHH5R/l7ZSHx/TWsCjo+P8w0c/qknYE5OTvOb1r+eH35W8g+987zbOv2AfXrlKTWHuDzz9mTxw5x3smJI3VK1SQmQxUTggSwh01Q12+TUvpBcmPPjgQ/K3MgUiM3nXB/8nAB9453/BKBpM5ni6OMI1hcYQG5ZFpirE/L1N22VleZnRUblAppmBH0ZMKKmx5voaSRzjKDhXnnQN46kTliM0UbPrt8hENjAiziiWCrhC3geVcpFzp09r+bw77vgea70WcRITqnvDDwNCP8BW17plWZRKZbqKi1IqjlAp1xAdudm4NYMkTJnZsQOA5to6SRz3IYQ5fEfkya7Qm7L8u+/3oTH6WSYTXvqjakMYfbyq0tDvE077cp95pEmqcf2GSpT75l8Gg1geofxOTFOQkq/HMUbSN66yLGsDxChNZVKe850yZbToqMRAwo/6csiruMcbAAAgAElEQVQpKa7tbuBPhVGgYVEIKZiQY+MzVPGTycQfJAHRcfoGXvV6XRomqqS9025JKWN1LlzHxi0WWFxcVNdHF9MRCM2fkh+gz5NhkKUpqfqOYejLb5ZlOI6rvneMEAbTU1KuOIwDyPokyenpzRQKRZ1IGPYQ0/9UCiFgclIm3GmasWNmO8srkizqOg4ig53b5d5vmCYPPfIohWkpz12q13EKDkcOHdOiEGkmKJcruK5ccwzLxDMdTAW18wwLYZXwFWR3dnmd6//Dr1Ebk/ucSFL+99//BVum5R7mBxGea2wwxjMNg107ZD5x/PgJaiOjWJatzKjAsy3W1tZ0npMkco1cWJAQki1btjM5OaF5AmQJExMTuiFLlrJp07TW/S+qIudrX/2qer+ETZum9borhJDcl/FxVtS5k7LEsYYp93o9KfGrDRTlnp4oQrxhGERRSBTJe9F1PSqVshYSmJ8/R0aGp3KUeqnE448/3t/7FScpyTXyDYPt23fgee4GqXNhDMB+HAeB0ATlNE0JohBTSbJPTU2xsjjL058hm50PHXyQZ175fB59+B4AGuurzM4usXnLtP5Otm1x1bMvle8XwKWXHsDv+ZTUuXroRz/hsquvIvZukL9v2MW1Pda68rwdPHgQSyQ0GrI4esubXskTjSdF0m8JQ2PZTNvAdV1dfVqWRbVa1ezrMAxJsgw7J5MWCpgpECY01mXXbXJiG37Y5vxNUuPWD7rc98CdJJl8TyFsLNvBU2YabsEh9H3ytnsUSW3YHBeeJClWamOq/nHBLWBgEsfyhMdhgsg8Lrn4Mq658hcBOHbyLMItsGNGbgJf/f6tmOUiprpwhGNhGTaozS3sBNx/8CAz0/L5aZJSLJb0xmVgEKeR3oj27dvL/fc9xNysvEEnJ6dI0xTXdbWqxerqCgvz81jqQioUCmzdtk2z85M4xnJd3YXrdluq455nAQLDNtm9V/ofbNm8hT3nn6/PfZSE1EZHaKkq/dF77iNod7n7h3Ka8cLrb6Q0Msr8/AKGShp2XHAh3V6Pc489IH9f28ExE9QyQpQIgm6Xp195LQDzK+usNdvY+YYcR/hRyFt/ayNpJe8EJJGJafW1x4Ua2ZimqV357NQmbHeJlK5yllqYlkV1RJm1HTuO4aE7punP4JKH8eSPhESbznS7XYQwtA6/ZdmINCVTeNpCqcjq6jqtprxvgiTmzh/fiVsuaoOV5eVFoihmfFxuuu1eRH20jqk2p47fw3RsmmtyEy/VKnSDLmPjsvEQhOEGbPwgrh4kh0gIoV1kc2VpU2HmQWLus7Q/yROSYTbwXvK986IgN+rKi4ZCoUCn09XPMy1DEXnVGpSEinyaFwpSUyNN0z5XxpIbYo77932fVBkPgeqCpf0CK0ulZn+utmaZ8vWDCbWcQPTVuqIo+pnv2C+8c/UgOQnJC4WIXreribqtVotSqa/bX99SJ4wiPR1uN5r02k3OnTsJQJQFeFZFa+dbliI4iz4XIk3TDb+VYZjYjkU84CfS6bQ5o4wMJ6cncVyHVDV5iqJIoephF1UCZAxcDMN40kdzraEVZSxLUKlUdYe71WrR6/Vot5X6Vy8iy1LaagpYmpyEDLZs2cJoRXLTpNurwZZNsjBoNXvURsdYWFVFgCF4xx+/k917ZadfkPL1Wz5JtyMfN03B9okapio6he3x8E8fYs8eiSzwSkUcr8CZM2cAuPDCC3nggfvpdruaRBtlBkePHuX88+VrJienWFxcZMcOiZgYHamyvLxCzgnKjVFzor/jlPBcR3P4Ws0mc3Pz2vkcMjzP04Wv70sTVD8I9b81m40NjQ3P8+h2u/rcxnFC4PsUlb+F5xU2cH4syyAMfZpNmdNUqzVc12VRca9Wl6WXUe4DlKYpnudRzknWhqFJ08WiMkY1Tdrttlbz6fV86vWabnTEajKZK3MJ0+L4yaP0uvK3ef4v3shXv/ZFXKXM5LkmtXqFw4el+Mj09CYEBp7yXKqOV+l2u9TrFa28eNEvXI1dLJKp7zlWqrCwuMShQ48Ack9bW1ymG8r3GK/xhGOI6R/GMIYxjGEMYxjDGMYwfs7jSdHpl9rQsmrCsJTmvPwziiLW19f7eEzDII0j8m504Pdk5850cZx+Nwoh6Pqy07e2vsLa+ioF5ZZYH6mTiUyP0sIgVCNjxdYWhpT0TFT3KREIBDXFxo/9mK7fpacgKHFsc+WzXsSzrnw2d/5EKgR5pRJ4GV+59/sAFCbqRCa6615SEJpUfU8XwamFcxo/RxCRJom2q06SBNt2MJT6RxCEvPzlN/HRj34MAD/okGYxaZJRqciK1fdDDMPQoy/DMFhfX9d/W5ZFpVLRVXa3W8EPulqmL0tjRsZH6LTlMT/z8ssxhMH/+cqXAdi9by+vet3r+djf/Q0Aj508zsSWLYypMehdP/wu//F33sbhI0d1ZzBKBQcuvpS12ZPqM9uEjollqa5Jp8eLbngFp87IkWHXDzANk0CpNYVByHq7x6gak6dxCIZBU3VVCgUPy0lgEDaBxDHnXAVLxHiWQVGNANM0IgzifvfREiQi0R3PvqjhMJ4qYQhDT7CSJFba6+qaEBntbo9tk3L0HYQxq6sNklg9brn4foxwUo2xddwi3W6oVLOgUi0TJREXX3yJfI9uQJglJGpa6JRL9NpNpjbLkW6j3cIyTJIBRbC8aw39Lr12+c4y5cq7UbtfGIbumks4z6AzeIrA6qtOCIMgCvSovFar0Wg09etzKFA+1pYcor6Er2EYysZeaLlT6fgr9B3h2A5xHGu4jm3Z+L6v1SRM00QYhpa2zJ3O0w2Quf79FSfxBsUi0zDBGIDYGfLf8sfly6VsaX7/RmFIO8v0RJMsozpS78uvCrl+Li8vq2NKCAJfTwJAduJz+JBce/vu6vpYo1jvS1GUYBhCK3wUawUKpsvUtJQvzNJYTTzkecr9G4bx1AiJRZf7fbVaxe/1CML+lCdJEsqKt1YpGxAZNBsSHnKic4Lp6WlsI2FuXq4foyPjzM/NsnlSTgLDpMCzr3keL37t6+V7pjHfvvVW/vw9fwxAwbEwsoQLlfb7zj27abe7eLa85k3HY8fMjIa1jtdHOT17tg9RzTKq1eqGfGB9vcGOnduJE/k9er0eExMTBL6ceD722GNYpsXmLXIaEQQBhYKr4b/dbpdGY535eblXLy0ts3nzJp0/OI5DFCUbFLyCQOr45/ev63p4A3K7QRDgup5ehxzHZnR0RHfAXcclCAP9HXq9HkmSajWwUkkq72zZJtf2RnOdY8eOUa3KfCFLMoIgwFATEvl8A88raEflMJRwrj7UUmyARSZZiucV+gpjQhDFESfPngXgS1/+FN+59TZe/5pXyd/GMiiVSkwoiHOr1WJkpE7oy9d3RFtCGoU5ME2MiaMYV/EnV1ZWeODBB/S6GoYRkTVKqHBKc0vzPNF4UiT9jmNrGIsI5WZYVyYUlmcrMxS5acRZimlbRIpc6RZLJEmKY3uYtiocSNi//yI9rv2Xr32R9eYKtdGi+jwH2+nLwFmGSZym2lAmSVJ10amNKgC7VMZWJC0/CYgjAzL5fs94+uVccuDp3H/ffVhVeePff/xxFv0WZk0l4CJBmLbecIWQG2EOITGylARIjT7J1gRtaiM3xj52VhgJURTzhl96LQAf++jHGRkZp1KpavKYYXaJ40gXAXKUVdYYPIClpSW9ETmu1PF2HPk9u902M9u2ct0NvwDAqZMn+Mo/f4EdO6TsmIXJT35yF3/8vpsBOP7443z2H/6eZz3j6QCcO3qEf/rkx3jJq17LsoIAdbsdTp8+yunj0up7pFqkXKlTn5DFzg0vfhnHjp0kihXB0TDodgPCIN/kTT75z//C7//66+T1YEsiT379VKtV/OaSXhRM01IyhRl2bkoW+Hiu3c81RIbteBSKEg6QppClfVx1jhUexlMnhGHqjSIMI6q1KnG+hsQRvt+jPibxsIEfS5KeKqhdz8MyY4SANM0JY6a0gM8hJXHE7GyftNaKW4RRoL0fvFqJVuxr4u+5o48Tp4nGluZwkT6MReLG826HqfTvB5NywzCkdrS6brMsf/oAdEYIXaxmWbZB7rLVaiseQF9uUx5HHy8vRL+ogIEkPyeomiaWaeHHvjq3oZTyHfASsG1b/y0Lm0EDMKGKlAHugBAaYiQT6UwTd5MkwaDPWxAIwiiUsE4FhTIMmyTuFwFJmpImiS7WM6DTatNUm3a1UmZleZlAFSJJmhFGEY6bw7/MDceX/9550SiEwDQNSRBU14NpSphVoPDSlmEqmJFc18bHpRlcW0EAcrzwMJ4aUfA8lhblvrm8vMzExLiG1u7es5tisaDhHyuLDaYmpnShOFIu4RWqHDx1SMs0rq2tUa6UMdVevXV0lG9/51YefUzy54gSymWXceVP1Fpp8or/8CpmFQn3+IkT1Go1HAWLrpSqVGsBnjKUPHLkMDF9GMw9d/2EIIrYs2ePLnYNQ9BoNKkqUrnfa9PtNNm2Tcpnzs3Ns237di37CYJ6fURLcq6srFAsFhVUCaanp/B7XUYUDCpJYgqFPnw4jmPSNCEMQkrlPCeR3gS5IEkcR5TLJb1mtVtt1tfXqVblMbqeS0bWLwJcl8nJSc6qhNuyLEWalr+F7/vsOe98wqBPqhWOoz8PJA/S94N+M0TxpPK1uVAoEkah/ts2XXpdn0QJPximw9mz53Sxc+edp9m+fQcze2RDyHNTfvT92/R3chxbEvuVr4NtSyGTpcYS9ZJsLFfKFY4fP6Z5R+3VJt1Om9kFiekf3X0xf3fzh8hbNL/6qhfzRONJkfR7noevOrmWZUtcp6rcHNel2W4QKc1t27axHJuuuhDDMMY0LYIgpFLJFVwqlCsjnD4kyZ9nz53GKgldoUZZhG32OzexIthp4m6WEUYhqgBmtDRGHKZ0OnJBD8II265y7XOfLx+f2MRjR4+w5ne47zGZzHZFijtWxcpdIk1TuuGqzn2cxJjCQKifLTEFqUhp9mSVbRmCOE61ModrmDIBURdWSoZtmYyOyu98w403cNt3blfnIDeZcbBti66qYD3Ppdvu6K5bnhDn1aXE58YEijx05RVXcsUzL+fzt3xGnntDMLNjO6tr8kIslyt0ej2mJ2U3a+fMLkpFj4/8jw8BcM0Vz+DMiVPc/u2vc9MrJNHky7f8I73WGuPjaqEJUy696OmMTcluwkOPHMbEJFKbuB9FJEmGUOctjBLe/GtvJE7lj5NmYA1o7bbabcw0lR1K+lrkpmUQ5ZromUEcp1p5pVKt0mm36Sk1j1B5NOT114au4jCeEnH27Gmt6FAqlWSHeUA73nFcqvV80gPzq0tkBYVtJ0BkGVlsEATy3jFMA8e1tJ68xJ4H2simUCwxOjFO1JXX0LmFWcYnNxFnKuHudkkFGEohKk0SEGxQnIENPFpFIB1U34mBwQJUIARayQL6BGFQRN400/mr7/sbjGniOFK+HXlxa/w/jry5N0D+b5Yi++ZrqRBqEjHQuB/Eq5umSRhF+hizXBYt5+lqYrMSUUhiqUiU9R2AN5wHQ+4Rju0wvUlOUSrlKmfPzOouWK7eo43I1Pko5so5XoFja+tEKhEQQmA7tu7059NVbaRmGuo85V9SNogKxQK+n09Z5D6SJ/muUyBLMlZXZYK1vr7GxRdfjB3m5m1DRbCnUtRHxjVHaOvWrTTW17VWfLPZxPNcjUMvV0pUqxVWldpPfWSS0ydOEnR9nnONbKD96PvfZWykzvq6bIZZpoEV+WwZV546jQbjYxOUlT9NsVggBe0b4hZc1tbWdKfXsF1ajaZeT6a3buPhhx/WHj3FchEnjpmdPasT3omJCer1Oi1lIDgyMkqj0dDCHxMTY6RppIsX27ZZW1uloZ4vhODkyZOaGGzbJl7Bo9OR56lWqyMEWvUmCALSVBqZ5T0A1/UoFg2N8V9dXSWO+8aohWKBJEk4fPgQAAcOHCBNs75vRwazs7O6I97rdYnjRB9ToVCgXK5of5XRqQnCMNT3uKOav74f6OmjaZvaJBSg02lz3XW/yHe/+115rk35mFC+DUHgMzU1RaMhf+9LL72UX/3V3+C/vPk35Wd4Fn/0h3/KXff8WB1zysLsHFVP/g6+3yMzDSzTJVJNhIcfOszpkyc5ckTyALZsm6HVC7EKslD4y5tv5qc//TaXP1NySM1R+Ts/kRhi+ocxjGEMYxjDGMYwhjGMn/N4UnT6K5UyXeX6FkWR6kDlnd4ejVZTq7G4hQJhN9BdHNO0KRbKBEFAUWnSbts6QxTF3Hu/1I/PREypLG2qATzbkRKhaR97JqtQ+Zk5Nvaaq68B4Nzxc3QaXXoKl56ldV550xuJVLf54KHDBEbGDx6+F0PBedzRKpZl6yrZMk0M08RxcgfHVMrX5d3nVGCYBh0FU6HRpegVcBRMRRgGpsjI4rzjZpOmiT6GfXv386Mf3kWz0WZsXHYHbFt+fl71dlptqWKjYE+uZeJnA9KkWUKjsc7110v9+quvvIoP3Px+TNXGq9crnH/+Hg4+JJV32p1VSuUy//rNrwPwyte+kcuf/Qt8+QtfBKDV6lApl1hbOMM3v/x5AIwkYHp6ml4iJxrPf9H1RInDwqIcW6VxShTHutOfCEOeIwW9eO9f/DXvffvvYZlyrJlkFg4SqwdQKxfx24HuDEqJr4gkSXBzBSAhz3drXXZpR8amWF1e7rsA1usEQZdIdQ9yqNAwnjpx990/0Z03EBhGhqXuf0NYFNwy5YJcL5ZX1mk2G7pDXvSKYGTSadbMO9EhQphYVs4VkdCfvLsjhMmll1/G/Xf+VD5u21TrNfwo5/1EuMVSH8uu5PL7HX6xQe8epIKP4zr6upQd7H4n37Kk3Kbu7KcZGGmfA6BUq/qd92zD/xrGRthaHCcYQmArt8o4iiVsRqDPpYQbRfqeSJKUQsHTcBwp4dk/Rvl9+mMA7QiseQqZhjHp4xjAAFuWpf0H8u9kGIK1tQZTk3I6aNse+/ft0x3IhYUFHMfR8oW9Xpdez9cOqp7jcerkSWK1ngshMG1rYEKSaRfO/HHDyLSPQ0ZGmiZ0Om39HMMwydKMneftBmBtbYXKSBkpLSd10ufmZjWud2RklGE8daLVajMxLidL6+ttkjhhZkZKdPo9nyzNqCtYy8VPew5bNu2iNiIn4EcOP8jlV7+Iv/3rvyZQ02Tb9lheXeXAAamcc+rMaabHxmipyeHMjh0cPXqUek1O8pvNFu2Or6XLrcjBtGzOnpOOvDn8zlNY9bn5eWrlsl5O2u2Omuqn+r4wzZBSsYRRk1N3CdPLNtzrURjp+1GIjCgSGkp78OBBdu3apSFEpVIJx3F0HrVt21ZWV1dpqvuyXC5r9ZxcolMgcL2+WqPv97SiD8DIyAhZlrF//4WAxPDHUawRE37gY5p9JcVet0ervaSVd6rVKouLi4wrFTXLsoijGNvK+90qr3T7MuZSx78Pe7zyyqu44447cFQ+IKOv/S+UglrBk/vJs555BW96wyvZslPCpDLL4/3//f289W1vUeftIXbu2kOq1sxjR46QCTnlyKFSJ48eB8tiQiEgfFHkaNPnX78o86hP/+P/4HO3fJpvfuNaAAppn4v178WTIpvxPI+Kklfrdrv0ej19UWDIzS7OyWp+jyzrEzXDOCQjVTh2+cNt2jLD8uoSjx+R8kamK9SGn292AlNYxLlZT7Zx48kyQRykzJ9Rsk+La6w3WmzfKbHsL3nxq5mbm+focQkfWhc2h+fOICpFhLp4HJXwWwP29KZlaYh+ilCyc2pjMcCwbFxDJfleAcsYoJCqEXsfKyv/UxDyBo2ikFe98kY+8cnPapnBKIrodjt9/FqSKWyqws8miRxdqxsuTWPe/Obf1pbYf/j2t/KCF1zHudOnAZicGOfRBx5k967zADh86FEqpRLnzsrHD953Nwf27+ea5zwHgEfvup2RogtJysI5KR02MTlJoVrlOVdL/dmV5TVCv4VQ8IEYk17ga5hDjk/Ox//ve8fvw4ChmGlmkPYhCRObNnP00AquncMJUoRpkcRJ7psDmaRKLM7LBdP3e9imia1eMzk+ysJsV+OvSZ74DTWMJ0dYlqUl2JrNdW0yBRJiUywXNbnr0COPS8iPWnOSJIYUiqUCwsp9Mky8Qh+rnmUZrutpvGupVGXT1i0ctGVBvLC8yEWXP5MFNeJPhZTG7GtcK7KoGBi2DhJJc9nNJNVE3Ha7TZZlesPL1LqYv0zi3vuFSpZk1Ot17T9gWTZBsDFRBXQhIu+V/vFkSBhOXiwBpHFClMZ9cxuE3ERVcyOOY6wBUyqZaNAXSTBl4tEvdgzF2VIkuTghy9D42jSVRYxQRb8hTAQCy4Sjx6S5zZGjR4nDSO8Z5XKZsbExPAW/mJ6eYn29wZrCZCdhxOOHDpHrBHtFF4GBUHi+jIwoCgc8DGXxpPXGEYRhQLvd0rCEQsFT8qzyuNdWVnE8G7esGk2eR7fbZl6tOcXSYAIxjCd7tP3ewO8PCIuTp84BUCx7xEnC0qy8z65+xkt45zvexbve/W4APv/P/8T119/ATa96Nbd8+hMAxIHP1i3THNgnCwfSFqurKaNjsig8fPhxDAOtkZ8JkyxN+8V2JkjjmHKlT6qdmZnREp1xIqiUyhQUdn5haYnx8XGEaWyQPy8XS1ou3bIE4+PjGrMfxzGO7Wg+TafTIY5TTp5UsrSTkzSbTS3RaRiCbrdDpVJVz+8S+AGjYzIfEUKQKELsiRMn1HtMsd5oMD0tv3etVsH3AxYXl/VrikVPk2yFEIyOjen84OzZs4yOjHJMrQXFUhFDCM0jKBaLTE5O6kJGQsl9Oqp48twiCEESJxSVnHoYhnQ6bW688SYAvvjFf6ZarWGoNCBNEoQhMAeageMjE2yf2QHAqYfuomRH/NZ//g0APvaPt3D+7t38+Yf+AoA/fc+7+dEPbtcSnjMzM7RaLeZmF+mp4xKmhZ9YTOx9NgDTey7kJbt388iRowB88p/+FiM2yVP42MkbXP9+PCmS/kQln4BeqIXauFrtFoZlYeZqDpYFGLlZKuVyjSAM2bJpF8JUeEq3yMlTR2m25Q1TmyxjiH7imCQxvbCrcWBxFCm1BtX5Nw28UpmmctjLUoPx8a28+IUvB+Dw4UM0m2s4qpp8/JHHSSoeZCZFV5GFLVsqAOUbh2Hg2LYsWJBEvQ1Y8VSQOg6Kv8pouUwWRprImySpxtzKkMY+adrvVk1OjHLRgb2cOH4SgGKlJpnwajrQ7XaIokifY8Mw6DWa7FG6vDe8/Cbasc/7b34fAO99/83cftu3iZQB0T13383K0gJ79+8DYOfOXTTW1zEtuWg8evBBzhw/zJJS5qlW6thJhGsb7NoxI8+L6/Hs572AHQck2fc73/gGJhl+oExFTBthWH1yoeryLy7LScDU+BiCtG+2QYZlmVr9aXLTdg4+cC+W6ajf1ifObAQpuTCJRYplWsydk4vX9LYdeIUivloMxyammJ+b04mKMIZE3qdciAxVP1MbqdFV3hXyMfBcT28Ec/NnlXFM/96SKluZvn+r1RqFkjugCCRN7c6ekwXvpumtFEpFIrUbdaOQ0YlxbTJnW6Y214I+Vn1Qj16uB32MuwBGJ0d1Zy6OE1zX2WCEJUCb42n9elVIyKaDpQuVYrFAHEUDqiMZcdxfe/tTyH5nXgjpCpxPJDORbeA/2ZaNMCS5FqTLbxL017UszUiSeEPX3LEdgizQnyV5A/3i3jSNjUReQ6758peRhYEYOHdxHGM7/cKk0Wjw8MMPbyATV6sVItWB7LTb+J2eTmYMw1T9oNx8K5bcBfqdPMu2dDcw02ZkgkARBu2qiyEM1tYkRnvrthkykZCotXdlZRnX9bSSSafdZRhPnVhZXWH3nj0AnDl9hsAPqCn1t5HaKH67w9Kq/O0PHX4AaLC6Kvesa5/3ixx42oX89/e+j/N3yr12y5btfPZTf8cfveOXAPj857/K/v2XsqJes3nLFuZmZzXR17Itdszs0B1x03Zo9Dq6GN4xs4tGo0EQyvWpXK4xPjFBUyWR1WqVUrFEnCZayEOS7Pu8GpCNwryw6Ha72qMif89HH32EtuLPua5DqVTSDbelpSUKhYIujrrdDu1Ou98gEIKJ8QlWuy19b46NjRJFwcD00gZ8dihTMcMwGBsbo9uR90uapXTabSw1jbRtm2arqfkW05s2KYNS+X6zs7Ns27ZNI0OyTOA4BaCn388Q0q07DHPX35Sbbno5H/vYRwGZlNuOpwUVojjCcx16vVB95laec/X1fPqzfw/AwokTvOJXfosf3C0bQOefv58jjx5i1y5Z4N38/vfyvve9j0OHJE+h2eiwtLRKu93jppdLxZ/Pf/bTLKy0eIYSiji9sIJnw396qxRuac11KIyUeeCMvF7O9j3Z/t0YYvqHMYxhDGMYwxjGMIYxjJ/zeFJ0+m3b1jbr3V4Lr+ASRLKya7aaEkCrOt5F18ZxPMJQVm7lUoWFhXmE5WFbssu+3lznkUMPk1pK6k4YOK6NlXd2lIZ3Pia3bJswDPr29sIl6mUcuOgqABbnZrn8yqv54Y/uAKQ8W7Ho4rg5Fs7CT2JM28DIR+/03SPlP2TEcag71P3PUnJ7So7v4UceBuCFl1+Fn6BdZPvQo/ysZRuk8LJMOl8+//nP55OnPglAEobUylWtOOI4DnNzc3ie/DuJ2vzCc57NxQek9u/DD9zLM666gslRKTN4+/duo1of5Xu3fx+ASy85QKVeZl6posxs387SyjJuHKjP84kdWZkDWPUqjeVlVlptto9K7X7bsfnC5z7D226WFeyzr72OW7/+FTLVLRBphG1ZRNFGxZyvfvt7APynN74GBtwxk1hBDQz1fMPEshzdYUsNA4OMMAxJ475yUhSGWoJt/6VXsLayjKFGAZObNvPAfffgq+6l55ai53YAACAASURBVP6/Gt3DeHKHOeA0a5gmrueRRLkkb0y1VtP3zunTJ3BcS3ejMzIMA5IkolKWEKByuYJpSRhdHmmSEIXyPRfm5vjOt/+VsuL0OE6JsbFRlo8c18/PBv87BcPqT+6kK63oc1EUfq9SqfQ1681+Rz//3yxDw89Mw9gwPUjihLn5Of26drst1XGMfC2RXfXBLnySpBpSl2Sp5gTkx2UaprayBzllSNNUH2Pe9cvx8vn3irNcSYeNEkX0px7975T121E/wwlAqf9Ydp8vFYah7L4r+Z1isUgURf1jNE1arbae7Kwtr9JtrVNUsIQw8LFSW0ObhDCkepP63ChKJM7XVGuMyOj1egSBv2FS02o16Skpwa1bt3Hq5HGEk6urQL1Wp1SSU9FcrW4YT41orvc49riUhXRdh4xAq/mdOX2OTVNTzGyXsNgvffELtNcDHj0slfx+fPu/IoLjvPr6S4kNmTPElLnhplfz7vfIbnJtfDOW67C6Lju3jithNbmMeBiGPPLoo4yovXlqehrTNBkdkbCY5eVl5ufnsYxcrtvk+JmTOMr1tdfziaKImZ072IzEia+urtLutpmaklyFIAiwbUfjyiuVCqurq6yqCcby8ioFr6DvG+mNkWglqvHxceVMLCcBnU4LMPUkMU1TOp2OUtaSXfWcYzA7K/0LPM8jjmNqisvQaDTodnv6Xux2u3Q6HUoKulksFgmCgAsuOF++X5pJV/EBv5GVlRWtYpSlAtd1BiBOEbYtp6H5MZXLZT7zmU+zSbklJ0mCm2RabjVNU2r1OgWVT7zwF2/i/R94D0YqpypXPfcawjTBcDz92z398mdy8nEJzYnjlFe98rV88IMfBuCbX/s6J06coVKu8+Uv/R8AFtZ73Hrb7fQCeS7jH9zK+9/2erxITpZrO4rE3jZuveteAF77S7/BE40nRdKfpjGuSqykmVKmN9fMTEhETL0icWFpkigNVrlRNRrrOHaVbifgkkskiWppZYFjJx+jWJQLLJaBVbCx1cUn7eZNbdsehaEqDKRGamYJXvaCl7N1s8SuP/LoI3z71m9SV4ZQo6M1kiSh01XeAiZgCExTaEiBofD4+WaWS2Pme5ncDMFK1TFkEZFIuf/xgwBc+6wrcB1Hj+LjJCORCNqBM9fHKQNEUUCaCa593nMBuOP7P8LIMpI0N8YKKJZsel15Ib3u1S+jZDscvPduADp+l/W5Ra67Rr7+O7fdym+9+fd45mWXAfDhD/8ZU1NTeAoniGGye/d5HDwouQ0iTahWq2zdukWdpxKZAU+78Gn85Hu3y9f0YmrC5vtf+QoAz3v1axnbvJ2V0xLjl8QxtmVpE7MklYnAb77h1fpx00BXPxmKp5An5qZNq9vFU79DoyOIU5+1RlPBBMB0i5i2zfFjssC64bW/gt/r8wgs1yGIE3w17ltVI/thPHXCsixNQAt7oSKYyY2g3W5Rr9WZnZOY3DAMMO3+vZpmUjYyziKqyuMiSX1ss0CkZVxjbNvBVZ4WzeY6jdVlnvNsKeNr2AVAIAY2H9QoGSAz0RARGUq7foDLksYJ4+NjWoMa2ACtySU79QYnJOU+H2WnqSQv57CUKIoIw7Bv1iek5n8uC5yPunMYpIT0S0nObADqIoTAsAbWtTTTsnye6+pGhTpE+T0H7EYsS+KT5XmVsqL5JpxlmeQIKLiOPEdZ/yylKWmWSViBFnMwGfzIIPAxDVNDkkCuG0W1fh+dPY3neVrHP0FyJ/LGQ5Imyhgx9xaQ0Ke8yAhCmfC3W02NXxbK9MjQBVYLEJg5ZyNLmD13lulNktyZJzXDeGpEpx0zNSWTuCyN8P2QyriEE2/bspluJ8AR8hq2TMG+C3dy/IiUaPzY3/wRnhVjWRaBshL6yMe+QW1iK6XxKQBGqjXW1teoKgPQdrtNsVCkq6B9wpA+Hrbi97S6bbphQNGTjy8tL1PwCqQqL+r2uhL6oszirrzyKn563/2aIwAwNjZGr+dric1ysUy329X8mkKhwNmzZ0nVfVEoFImiUK+TIyNSs79ayaWPU6rV6oC5Z4brmQPwwiqbNm3iyJHHGB2VYiMPPfQgE+MTlJXUbZIm1Go11tbkcQohlAGXgtZEMRPjE/o+i6NI+WbIv5fXlnEcW/9dLBSJ4kgXaKVSCSMz9JoYBDIXNE1BFOWFRY9qtarPU5Zl9KIAVB7lFT3i0OElN0q490c+8Te0uktcq4RfYiRx2lJNiNQy8DtNUrVe9XpdxsfH+fCH/xyA3eedzx/+t3fztre/jSiT5+pbt/0AK4v58V23AfCBv/wD7IJNRQkAdHtdaLWIV+TeUFPryhOJJ0XS32w2KRT7RIsojTHVou94LlGSYKmkLvBTaSoTKuys32X79hlM09U/1KOP3U+716RaV7rMpYJkniuzrYLrKQyvwnCmCXFi0A5lcld26zx2/DCnT0nS1QX7nwYP2NrEIgsllrVcVdi10McZG5VY1J9RytAdLDLMAU1815JqEbkWfJQkeAUXFB72W9/9Nq++/uX4a6qwyDIsITTjW4hMGefI16dZhGkJYj9iy1ZZuV9x1eX82w9/zKgyCLIMk95agz/47TcBcOrkcRZbLZzcMMy2OHjPT9n/9IsBuPjip/FXf/EhLr/iCgDe8pa38dnPfkZ34VudHlW3yJjq4p85fZrN27ezOZEL2aljJ7jsaZfwb9+6FaOruAdhghAmD3xHXswXXX0Fz776Gr6uEjAhIqnrrTt/gre+54P85XveKf9OY7IB68zMshCWi60mLEtLKzSaLXx1Yi2vyp6LLuPisWlQ06RC0YM04bH/Jbss9UoNQxiEuX55kpFmGU21GKYbG5PDeApEhnRvBtm5MS2TwM+10QUTkxMszEs96jRNVHdfXXOpIBMxhZIDalroeQXIYt04ILMI4wiR9gljO3fs5OrLnwFAJ5Bck45SJbMdD8i0q/f6+rrSfu93ig1D6E553rE/e3aWxrok1nkFjzAM+4RCpQBkaGJuXjHk5luySTI4TZDkXbUZDZh46RD08fQi0dPK/DmSayAQ6qYolAoI+hPNNE2xLVsn/nlRkL+nwCCOEs07sGypgZ9/h9xAb4O5V5r1XYhTefQFz9MJEMhCJ8caR2FMqVQiVL93kqRYBZORqjz3p1Qik5O0SeX3youIOEuJwlAfS7lSxrLsvuNvFErHzCShp5TRlpcWqY+M6OM+dfIEnlegon7vVITEacK6SmZM40mx9Q7jCcbFl+zV13ijETI5Oc2Fe/cC8MC9P+WG629kVAkDfOr4p/j1X3slk3n+UUwgkRMyI1SGge055sJAr1FrS8uMjo3pa8zzPMW/y1VoKiRxojH9O/acx9z8IqvKdbpYLIJh0WkpT55ykWarraedP/zBD9i5ezdx3BcGsAyDzZs3sbAgfXdI+yaoAIuLywhh4imir+M4tNst3XRYW1vDMi0StQY6hk273cbz5PtXFechP+YwDJifn5VmVGoN27lzJ2EY6vuoVCqRZZnmYBWKBVksKcWgWq2GaVn6PV3XlZNIPdWzGBmp66J6eXmZ0dHRvleAL7k8eWFjGALf99Uxy3u32wkwLaFViIzMJkpiEj0JGOUFL3kJb/2TPwBg8/QoN77opaypdTpLI0qlIrF6fdAMmZ+dJ1bnaWpqksWFNRqr8vljY2P87u/+Lp1exo8UmsT32xw98yDfuU02RyMRMlYb48f/KifHV71wB2udNfZNy9/mOZdewBONIaZ/GMMYxjCGMYxhDGMYw/g5jydFu2FxZZ5oVtkkV8oI09A2yoZpYmQpy0vL6tkGnleiWFB4zCihXB7hwgNXUCjLqvir3/oStmNgq+mAMACR4VqqMyQEpmUOMLozhEjJRVoyQh49fD+1qoSp7Nm/nwv27uX0ySMA1KoVXMujlcN7HJdUCAR9HCjqr3zEnMYRpuHozr6cmackahRmJimuZVCqyTHX4uoyDx15hPO2SNWbsOeDYfTfX6le5BUrWKRJjJrJA7BjZgfHjh7TuttZr8erX/YyHjv8qD4E0zAIcjiAYWG6KQ8/JOE61774hRx6/DHuvPPfALjmmufy8pe/gltu+RwARcdhPQjYs092PFYaqxw/dZTzlVPmjomtfO1Tt+B2IlylMiAyQZZFlFSn63Mf/At+6S1v4cWvlqz0b3ztKxidFgMIBj78J/9Vdxcs28YY4EpkQBoFpOr9UgxGJkaJlcTX6nqLXfsuIkgFDQXT6UYxfq9LrM59p9MkEyaRL7sLYRgyv7TI+IickMwtzDKMp1asra5o6IVpmYRhpGFunucxOj7KI49ISd80S6lUqnTU71+slUiSEMdxsfI1A0PayqsumW1DGFnaAyNNEx568F5ed5Mc+a7OzTNq2XpsHUYJlmVSrsi/V1ZWiI0UO1M4/TQjSvrSl2kipw9zc7Pa+ROk6lAOx8mU1HAuvZkpDH7eykm1xJ+aJhgCgaHXh81bNnPyxEmt42/2F0D5fInNIRt4LE1TTMMkUDjeChX8wNffK4oiXNfV36PVaqsJQ19RqLHe0BCiQqEgx+faNdwbWEPR3zPRKmUGwjBYWVnRalv1eo1iwaNUVi7BqUOh6GKO5GtOSrfT1kpnqyvLGJappxGmMIjTVLudJqmU5Ms7oqVSCdt29OsDPyLwI1ynRKz4THlnUkMbshTf79FpyfNQqnrEUUBFTYsHZVCH8eSPbVu2cvc9Ej994f6LWFya05zAkfo4L7juBfzxW94OQBxGXLB7J2Yq1wYjs+h0W5TLFSw1bf6Dt76ZP/rT/6nVeRqNJlddfTUnTp0EZOe+UCjoSaBl2RS8Ij11zR969FEsq6B5KrVajZXVJp5SFEyjmLHx0f6ETchcIU1TClqaOCGJYupqQtHr9RDC4PHHZZ6TpimFQkHDpMMwxHVcjX0HQRAGFIvy/VqtpvY8Agm7KxaLOEpOMofLTU9P01IywrZjK8n1in5Pz/U28JZ8v6cnpK7rsLKyor93miZEUd812HUlzyCXHV1eXpZQvtyNPZP8o3waEQQ+aZoSRYn+XqaVbZhuRsD0lkkaDdXpr9X5q3/4K2p1ueZdsGs3KyurhEpBsODYWIbBkpJrbq436LYCUrU27L1gP0ePfFNzIb7wpS9z/t59fOwfPkWGnGB87wdf5fYf/QsPPCah1yNjdWJCrr5+h/weYUYQLFMuyTWukkPZn0A8KZL+xBAEQi6oRdsgDiMaLfmjjUxMEKcplhrF9no+UZjSUwn37h37AIdyqcSjj8pk1Q+6eCWToiJNWbaBV/C0zmpG9jMjbYFhCYQl/y0IuyRJwtFTMkm878ExXnnTa/jI30q8/erpNSoTIxw6cxKAsFzBQOAYBokiGCcYG7T/LVMiSHMib5qmkpagxvmOackxeUHJadopd917F0V1w0yMjOO3un2jnSwjTuINN4dMjIUeU7d6HS65+GmcOyGP8+KnX8rq0nx/3K8IsTlezrBtRJZp6cKHf/pTXveaN3DzB28G4JZbPsfrX/9GNm+WxVBrbZVypcK6GjG+9KUvpdttYzblb3PfrT+gHjmQpRqVGyNlBvPFL+n1+NrnP80vv/0PAXjedS/ie9/8Jmkgk4Djx0+xe+cMeSYSxwmmYegN2jQMUsMmUVyHru9THx3n3HGp25smCcura/h+QGtNkqTaQY8kjTVfouf3aDXXSdR7zp49S606SpTkZPEiw3hqxTOecTl3330nAFEiN4V8JFwt17BNi/lzElJmmTaVSkXr2yckFItFvII3YPAlN8m8USCBKujXlEoluutN/uovpRbzS1/4Uk4eP6EhYqbtMDIyxnRFYlmP9g5heQVI+lKUaZqQv32WyuLd9wNsqy8OgOhvnkmSKMKyeg0bZYAzgCzTY+kwiiHLmFZFeaVS2UCqHYQaQV4kyM8chO8YhqET4jAK6XZ7WlLPMAxarZbehCXplwFIkjQhNFRlksTqnKrleBDbnz8/Q7ZQ8s+3LbMv8QusN1ZZX+/DsyyjsMHobGpynFqlxNqKvP8XZmexTHNAHEGaHmqIgGFi2paGD+Ua/Y2GgmYEkcIBm4hYPceS2uAFtX4niTzWloIcOZ6NEAZNZb40NjbBMJ46YaYZz37WlQCsrDVxHY96XRo+PetZk6w118GV9+mmyc28648+wAc+8FYA/F6PQqGokmaZk4i0R2dtnvq0lHF81hXP4P777tN+RUWvgOnYuphcX1tjYnJKQ21WGmus+x22bZPSluvrDRzblVhvwHJsOp0O9bpMli3TxnVd6QWk1pP5hQWazZaG0vb8HqdPndZStsVCEcu2NMQoiiJMAy2XmcQhJAmtlkp2CwWSJNG6/3EcMzc3T1lxAAsFWaTkHAJAEWj7eUySJGQkJHG/eHZdl0ZDwuL27dtPq9XSPAPfDyiX+14DhUKBTqejeUublIRn/rjvR5imhWnmpP8Stu3R7XQ0rzSKpWRv3lDdc/75NLtd1hrSt2lxZZbV2VkuvETCoF3LphsnBKFqACURn/vc57jogHxcYJHFKYuLEk568KFDdLuBzoku2Lef//3xTxBlbd598+8DcOv3v8HIeAnhyN+iUCkQhqE2Yw3jiHp5grVlVTyJJw7aeVIk/WmW6I54T1U/WH2ihucU6ETyhFqWQxgkWlO1VKmzbfsOkjThX74unWARKaVKjVQllmmakaWpJnJGcUSWDvTkTWNDd6lY8VjureC48kSePPU4P/rRHfzmb/5nAN7x9rcxZZk4qpPYyxKEkZFFCamppgfCwDQt7cgovQVScrF4A7EBi1YqlsjihFg5eNpeGUGmXYVf+oIbsCxTJy7yQzK9cRmqwEjTVHfuRZpSsy3K2+XC0FhYkOck17eOItI01YpAcRASxbEmQM6ePcvWnXu47rnXAfC1b32DnTt38ZrXya78pz/9j7Rb61x84QEAxkfG2PHMy/jnj3xc/YQmcatLZ71JoSgT59QWJGaCnZ+HJGXx8FEeuPW7AFxy/UuZmtnJ6aNyGnHn/Q+yY+d2nFxJwzIkQSZfJAwDUa6zeav8jps2jdNprXEOqcFvOxmrZ47ilOp6WnDh3gsxBdz7b5JoNXf2FO1eRytvVJpVnnvt87jjh1IxqFDOuxDDeKrEZZdexqhyyPz+Hd/DQFC05eY1OTaByARLSxLLGscBm7duodGURf7C0jwZCaaJ9tWIoow07WtWJ0lCZgjt0JsaGZ2gw9KqVIT63Gc+SXVyG9e/8hUArAQBhVqFOaV8ZZgGxCmp0U9uDdFX3sknkaZp6vvRtm2iKNLJbb5k5V3zWE0H8shx89rgLk0kBlcVBsePH1cTw34X3xiYJuZE30Eirkglxt50Bl4z4CxuWiYWli7Kw0AqluXEuiCQbur6Oxiyg5g/nn+fQe1wc/CYDNlAMC2hu5g5ATnv3EdxgGU5RIo1eeL4cUZrVeaUcVHU60rhhtwVVMjipp/0S9+AnCAdhgGOY9PryWRFGJnmTcSqu5cisCw038k0hfJRke+xurLC9l07NcdjkFA5jCd/HD7yGBPKYXfzzC62OTM4yp/GsKDV7DA+IafyZ06d5ML9+zAc2UEvkLtM9+/OIAj4r+/8Xf7Xx78AQK/boVgs6r14ZXWVar1GVTvyNmg1m4yrgn10fJK52QWdD0RJSpK0dXLbCwNqAwplQsjJVZIkzC3K5FUYgqWFRep12YhYXl7GcR1d0GcZOJZBQxXLiTCwyfR9liQpIgMnd/COY/ka9fpqpUq5VNZTwSgOQUjS/7jiGbaaLeojdd1MCcOQKIp1obC0uLRhXTx27CiGYRLl04ZMKvPlxZJhGIRhpE1RDUNyudoted+5nkur1db3tuM4WJaD7TiYai3v9LoIAXVFsr5g3yX8wyc+QqkmC/og9LnyyitIlLtfo9um5wf6Xu90GrQ7HV0sPXD/w/ze7/wOH/7Qn6vHfQzLZGanvF7+27veTS9a5xVvuI75VblG1equbBSYshBZWFjg2D1drnm59IoIiDh19hRBJr9XEgVYzhMz/Bti+ocxjGEMYxjDGMYwhjGMn/N4UnT6wzAgyXJoTSBHvqpT1Ov1qFZtzRDP65Qd26SzXZZ67Nz5f9l7z3DJjvO+81cnd7q3++Y7CTOYATAIM8gEAYIEBEbRTBZFWhJlySZX1NKyLGu1WtErex/Zq+xdKy5tmVySoqSVzARGUAQlRoAAASLMAJicw82p48mn9kPVqb7DZ1fCflpAz32/AD3dt/ukqnrrff9hH0eOHeaidlh1fEG1Fpidm1dxkHlu3G4V43yT8o1uIPt6hxqGIZYtjC7zxflzZE8WtJpqd/rBX/5VHvzK55FaosvKY6K0wBIFhXZtK5yCggJXS2hRSM0GL5VyLGwERXkQGl8vS71rmTEaBBQD1eE4c/IM463xTS14VZkq2+GWZSmMXp4byfodY5MsnDtPpHVzsSQCx7DShdYCl/p12WYrlXBwBE8/+T3ufrWSovrmt7/Od7/7GPffpyQ9//E7foTP/be/ZFXr3dccl7g1xuvvey0An/vwx8nCAanMybQzYCUIlFKHblvZcUrL8Xn0S18A4LrbbuUVr7iDC6eOA/CuH3071dEmlq12sQeu20t9pEEgNIavOYrreBiyRHeV0XqdQlcCLCG4dOEsa+0+hb62zz76N1yanyfVCiRzF84zMT1Foat0vXBAvrxEpZQR26TNvhUvj3jkO4/wmle/Wr3IJOfOn2HnTtVKz7OM9Y01lleVOheWpN6oMTahOndexWZhYY7R0RGDR82yjCQZymEKqSAnll262OZMTE7hoeYQIQQL8+d48utKjeHg/a/mwqXzuBrDa1U81WHMS8yhrqqbkvpQBjLPh3qXjuOa8SvRc1fpTi1so4sPSobSch0zR6RpxrZt2wzkZNAfaLjQlVX2smJlWbZxqywhAF7FM3wrUFCYzSpERV4o+E7pBSBs08IHhnKjergarO0P+JGUkWUpnucNuxaFBCEoiiF0srxmJcZaWiWsSH2na/sEvs+Z00on2xICz3FAew8I18GyXWSheWSuRVCpmIolSNrtDeO+a7s2ssiwHQs7H2KmZVEYKVJsG9t2DA8gzwrSJGVqUlVqB4NNDtFb8ZKPLHHZaKuq6sITh/i5n/sATx9WGP/p2Uksx+fgbbcBMDE5jWv5fOwTnwHgn737h5C6S1jq7geVCtsnfHbMqGpyYfs0WxWFDkDBBZMkIdWV/G07drC+sUF7Q0FpkyRncnKSdY0b9yoVKpWKGctJGNHv981rvxqQ5wVxkiilH9TYa7XGWNHdx3a7jeMM/UoqlQrdjY6B+yRJgnRspFHiEgh7OLaFbVOv180cl+UZlhzyMz3fY2ZmliNHXuDCBdVVn56eIsuGal6+7xMEAasrmn8XDqhUq6YLF4YhnucZlSHHcRBCKHU1lFRupVIxaj9pmiregCzhwRkq7VG/F8cpWQr1RpWNjrqW/V7MbbfdybU33ADApcvnCaM245MKTTA1OUm7s2a6nY7j0+u3OXVC+TLE/ZCbb7qFWHcaf/7nf54HP/sZI0MKDm963Rv4n37lg/q65fzoex6gny8yNqW6LlHcZZDGNGuBfsYm2PY2y8zluUjZuWeGdk8d8w/Om39XvCSSfhhiOUG1iMubKISgyGFMkyrDMCLLugSBwqpt27aDfq/P9596jFRP2lNTMxSywCtbPEJoeM8Q/WpbAqHfD1yXMIqGrfsix3FtUg0h8qsOCysXeeGI0nWfvn+GPXv20D2pXo+PjHJpbUMl+vphFI6NnaVX6E0LfW4AFjkUQ8nOIstx8gxfY19JMizfMVrx22e3maQeFGSJvLiibS6lgjFdvVO1jY498wxRr29MyZKsIEkHQ5OfQio5vJK4V248NuF38yzn8kW1mfqFX/hX/MEf/CHfe/xxAHZfvY9bDt6O0C1ru9Pn2HefpKIToWuuv54Xnn2WuJ9hb1rkfd9H5nrBdVwEEk8n1p/68Id4z6/8Kv/u11Ur7OhzT4LlYTmauBP1SPo9ludUwibaK5x87AkuLiiy7eXLp3jgvnuNz8PGRptep00mBX4JxUCye+8evLp6pk4eO4F0bU6fU3JYN9x4I+NTkyzrtuaINgLZipdPfOXLnyfSGtdveMPrsB3LtMqRkuWVJQM5G6wt0B1ssEtP6lfXrmZkdERj50soXIZlOcb2Pkm0rFspb5nmiKIgytQc5Hs+lu/y3GOKV1BvNtm+/xo6HTXxV2o1RCEpsrLN7KoNe2lkkyuojW1ZRmq0yDKmpibpa9xuLhVcwCrx71IgEGpuYLggDpNi2xhVgeIGeJ5vpItLGFFJ2nVcR+niF9JsmB3XoTHSGOLnHQfP964wwgqCwEhTSo1cLTYtSpawsDXmtigKinxo7mVrqdISEhBFsWmTqz9WbAphiU2iBpp/MNQvRghpcL15lmI5FufPnVOvi4KsKLA0SdsSLojcfN62SxzzMFGI4z62MzQ1KzkKxvPAEmTZcH62bAspi+H7toXMM1xd7LDiK8nKW/HSjl07r2JyQm3YvvOdR3jqqacZbap1YXykxWc+9Xne8I/eCsDho8f5pX/1C/z2f1CSjoKAwhogpWU2e7blcvjQGSNQsrvZIstz408z6PdZ3VhnVa9BG90OjZGGSRwnp6bpdjrsv+5qABZX2sRJYqConqfM6dZWVVLoewFxFON4rsm1JiYmqFfrlM95nufINKVS8nGEIKgE5hiQBYXrGlid7ToI4RjIUkUba+W5OsdGo0GaptS0mZdt2ywtLSr+lJ5jGo0RVldW8f2SXKwgjaV08fjYOI4zNPiKohghhJFnV0n8EKrpeR6+P5T0dByHMAwZaOjuyMjops085LlFpVJhfX0NqQuJr3zN3dx20x2stlVO8aWHPsXNB242fMpeErG4NM+U3rANwgHLcws4WmN/cnYbSZzx3PNHAXjyiaeJegOzdvzM7rcrDAAAIABJREFU+3+Wn/ypn6Kfqs3WG990L40xD8/3iC21flRG6sRpSlt7KqVxQqUSUKuoQmSUZ3QGXT7y4T8G4APv/SAw5J/9XfGSSPrVQ6QenSSJsQvHVIJKIlhZ4S+kYHx0ClHoxHLffs6cP8nh55+hqrX+lVOtTZqrG1+EKdWKMsspv7OQhcHCpmmCbYmheoMURElGJrRKRh6DLfn+c98BYHJmintefS/zq2rALqyvMdtoshB1Ed6QdGdZ1lDrVQgs28Yu9eOFgyUxO/lEhlhYTGhVorTd5rrrbmDHuHL562x0DKYX/d15lhst2DRLGW80GWlN8cSjKtHwVDuAvnZ/zHNFdiu7KJJSGaN0sxVqcS+keW0hOanVfu4afzV7dm3n63/zMADbxp/l5r17qaTqQU2W5nFSyVqmrvPUVXt4/JFHyNIER08UVpIgUJq+MMQyu/pv2mcu8PgXPs+xQ98H4NSRY+Qba5x8/hgAcxfOEoZ9rEgrsbiectKV6pwmHIGdS7Pha47UlOZxXpDaarCfPHMOudYhl8rdbn29jZDQGlcY8MsXLjIzM2sc+eY2mSNtxcsjXM/hwQf/AoBB1OPuu+8xC4XreRw5foTJctJOu3T7bZaWdYWrGiBErjDwTqnW41IU0hB3bQcSKY3BExJEAVLjPOMsRbgW3VARrQ49+l1OPP8ct79SkQEbtQaDLEXKIT5/M2m42WwigY21NrbuSM3ObGfvDXs5/JwqNthIBt0+k5OKFNrv9cjzjLxM3nUVrkyGPd9jbXXNGNOUpP+S+issNRbL4ocstOCBHHIZoijG9yQ1jbkNwxDbss1mpRJUqNVrBrPuOq7W2le/UeL1ywJMFKXK6KxM0IsCx7aHDsC2heuooow6KNXfsG17eJxSKmKfaZIIJLmpSLquQ7/X4+JFNd6DIFBeIPo6jdTqpGm8yeRMGf6VryUZaTZUVnJsoV3cE+MZYlnKVbhUVnKKgjRNqGlHZ89zCYKK8Q7w/RevtrEV///HjdffyKnT5wCllHPttddy5rRSuZmYmOb+++/j1BHVnf6JH/8Jnjr0bU4fV/jsh7/2KG963Svo9DfwR1RS/sm//FueOHzKbIbdy/OMjY8Zp1nLFdz7qldR6ELVsReOMTc3b5bmWr+PZdscP6mOKUtzWmMtoq5KuF3PI4pCEl1tHgwG+H6A6zhYQhU71lZWOXHihNmYOkJgb5qDwl6PlZWVYTE0y5GBNIVL1/fUWNbjpCTMlpuCSqVCs9k0Sjp5ntPvDRBCGKWbhYV5PMc3eVCtXicMB4xqjf+VlRVqtZpRu/J9D8uyqNd18htF2n0b/X5At9vZtBlXLuXbtqm1vN3u4bq+mX+SRG3U1zpt7r3vjepe33CAL3zpLzl3VnUGt89sZ6RaM8UW33GoVaukeiy/cPQI4Vob31f37rHnXsD3K+Ta7CsJU1ZXV/nox5Tq4dhUi0PHH+OXfvW96t45HdoDm7GpcRyhkR5Fgee4Zn3ZWEoJdleMuEi72yUIPHJH3e8sC8F7cYZ/L4mkf6K1nb17rgfgzKXTrK2vEOiFKYoiAj82TOoojNl99X5kUcpEdTl//gydzhqtSfWgOLajyFY6KoGSgCorWiUJzxB5hXK2LFvYSqRJDE2gbKkIKInadR05eYhavckN+xWBtf/MkwxkhpvlFBqGZOU2SRybXaVlWdr4ZpMZjxCGkDJeH6FaWNy8QxE1Dr72BgZRn4VLinRTq9WuUM0wDrL6ad+3cw+djTZPPPooTtniyzNFWt5UVNqsQFLCe0oSniyKK+T1ijynSDMc3cZ64rvf4Z3veCePaGOt63duZ/HIYdNKc7Egt6jrjU/35HPccN11HD1yjKxXVicFmQDbHbYIcYaqI45j8Rd/+gm+/81vqNdhjCUkXrlhS3OqDmjkFSLJQeZIV1crRcHqygqhVlGaaE4Qhz26ScKolj99852v4bWvfYCuVhF4+qmneP65w8xMTw+fDylor6uELTOyqFvxconrbriB3vdV4nn4uadYb6/zZl2Jm5mZoUCy52rluJ3LmMmpCdbXVeVlbT1BZjbVeotqaVxn2TieS6DJe7KrHFzLihS2Tpb15y1bwWpybdAzvzjPHsvi6S98GQCn5nPN3a9k27VK7lZmGXGeG3nOHbt2khcFly/PG5OozJHURkcY6EpdUajOwKwm9x0/epw8G45fgSAvchLd9aoEFQo5VLlJYuWuWXYji1wXQkzBXCXoUgxlgGVRkKapmUOiKNKE47JKbhOvxeZ95YxbmLlWyYyy6X1LmeUkQ1MgpeChYmJiwrjy6pNCCHVext1YSISwzNyquge5mbdcy+bCmXOmpa+6FwVljVIl7MJslrLcUhKfGh4kLLAsaRQ/bMfBslSFsJQeRFpYlkqM1LWzcYRlvlNKF8uyWNZQyCgddra34qUff/JfP8z99ytYa6NR5Y//6A8phbKuvfZ6Dh96jpYmxB45/Bw7rr6an/mXygTzu1//a+551V3I6jb+6EOqEPG2H30P/vQJTh9XssF7tk/S7q5z4YLamDqORyxzdl+lYMxFUdDt9EzymuU5IyMj+BU17qJQQ8/02m/bNp0kGUJtsgzXzTlx4oTpwjUbdeJ+H1cn0LbrYlu2SdKXl5aoVqtDdIHMiKKBMdJL0lRJi+q/93xfEYb98jdzOu2OmW/ieGioFeoubBwliMAyRFzHcajVavS1atHk5CSDQWhgc1Gc4DiW6ZD4gU+W5bh6/e92lXlYCcvsdjp0uh0WF5VyzvT0Nooixy2LjsC5S5e49a5XM9ZS1/YPfvc3cHy44YYbAajXa/R6XQYa0SBtB0/YnHhGqTmKLMVzXY4dUZV9ckGaQKQVJlfaPX77d36PjYHqunzzK1/giw/9X1xzg4KbHj8dElQrRGmK7W2eo3JqWgp5x7Vqzllb3TDXWuYWUmoZ4o0l6lW1Dvx9sUXk3Yqt2Iqt2Iqt2Iqt2Iqt+AceL4lK/60HbuWF42rXNDU2Rbu9QSFLkpbN2tqGkducHt9Ov59wx52vBKDd3eDI0UMENW8o02QrWIvvlC3UYQUIFK4+Zyh3KQslYyl0izrLU4SVU/JZXTcgIyHTrZez51+gOTLGq16hdv7TrSaXlpYYqzRY6Wkr5lEXKy9I9Q7cQeC4gqLQbSchSNKEuobzBIXg1n3Xc83O3QCcP3uWSqVCQ+/0hLCI42TTOVp0e10O7le70ZPPvcDl8xdxHceQhdIkUedcdjhKGI8OY0Ahy4rXUP9b/wEWgkCqYw4tm2OHn2PnpMLCr508zlgSYZWEOJljIyk0HMEubMZrHtfuv4Ynn34agAgYzSRSd+uDSqAN2NTrSp6zOLfALRMKamPn6rhM610WkOYk2kvAQuBaLlJjo20BtXqDA7fdCkCv18MZ1MmShDe/RVV6d19/K5ZVUBtVv3FNL+Ty3BxS3/AkiqkEFVOxiMOtqtzLLaZmJpnZriof/TCkOdbk6WcU8W7Pnr10Ol1GRtTYao6O4dkeNU9Vm86eOcn4xCyddg9bV4SyPGRsbMy0lW3bod/v0dVYUVDzSqFhaoUA23epTqiW61x3nvraKrstbWkvM5750sM8uPAxAG5+1d3su+0VjE9PAVB3XC7Mz1PxPXq6rdwcb9Hv9enqSlw1qFBvNKhqPGwUhmos6XFcb9RZWVkdmnehmpatEcWHutybxw5sg/mXyE2GXqpT4LouaZKS6/FXUCDkUC4zyzJNNlZzRiWo0G63jXQgiCvkNHMDNxp6hYAw8CDLskmTRMMxlUnRxsbGpk6go/xOhGX+Js9zJT2q50atv2n+JvBcLl4c6o/nWa5go8P+A1E4MO8L1BpQNn4911cSrobHYKvft4bXQVgWMhtyMuIowq5VTUXT9wOyNDVk4DOaP7QVL4+wbdtg4fv9AXt27uLkKQX/sMnYvXMHDz+sYK+W5XDgllu5/4dUftDv3cVXv3GYf/K+X6IyeQiAJ58/zfve/0s88jVF9j301N9SFEOOSK/bxwt6nD17Vn+nguqV3BrpWNRbo+zetQ+Ac+cuMuj36Wm/jKBeZaTRNF1/IQSrq6scPHiQp/VanCQJ9VrdwB7jKGJleRnXG5KJu90unjc0klOdhNL9T5JnGUu6eyUswWAwMHPkHbffgdS/AxCGA3Mew1yjoNfrMTGuPA8Ggz5RFBl0wmAwYHR01HQs6Pbo9wc4taFgghDC/IaUsGPHDg4fUtd5dnaW7SPbabe75vuiMFREfuD0uQuMT8+wd/c1fP4vP6qPKeOu2+4yHKd2e4Mkic1veDLhW1/9GonuXEzPTnHm9HmWF1Q3wRI+/Tgh0giBX/wffpnV9iKf+JP/rI456HL19Ts5P684A361glsN6PT6OKLkWyoDse6q+o3WdIV2u0egIeyu65Ks95mZVd2lr3/za/yznzjIi4mXRNI/d/ESVU+1wdd761jSwtJOleQZnnAZGVEnt236KhynwcyMMog6euIwJ84cw3IlllMqKah2tCw17LWbYul+m2cZtuuY1qvQ1i+ZLEmyhYH8gHoIZC7wNN4tyWNeOPIY9UA93AcP3sri336bih+YxbGbJOS2bZYVx7YJhG8GVJFnFFIyqgmqN+/cx8GrruHcSTWRzO7ccQUUpyhyhJAk+pjDfp99e/bx5CNKa74IExzbIs0yozevsLNDnCmUGP5CnzdGCxzUgBZCXLEJcFzHmH1t37YNd2WJRJuS1eIIR0gDacjRGwgNcXLSBDtwyQZ9XvkqpaTyxHcfI0oT3BKP6zikQuBonKFlW7zlxusRut2f2wo7O9Qml0ijZgI4gpSMiquuYz+JWFxcpnm1ImXu2rmD1cV1aknC3JzC5i+tbnDh0gUua6z+2soaY80WG7lqv60sL3LXK17Js888A8Dcwjxb8fKKJBswOqaS2zExgeMK40z9zNPfRxYFZ08qDO74+BiFA+g5J4kTonBAUmDgO71eG9fxaeqN4uTENJ4X0OuX7XjVGg/1blYlzD62q8bS9uuv4eIzhwiqasM85rSwIsmOcQUpO/bYdzl/7ARX33I7AHMnT+PXquA6pn1uRQn91TVqmpviSUHFcsl1G9mSJYxQjY9tszMMwi6JhpwkWcLoxCS1psaZt9cUHl5umh8KaYi8rusyPjHOpYuXzJwghIVjOya5LZN+o74RBKQrq4bYG8cxs9tm6WpTqlQm2HKYcBdFoZww9USZS5UQlAWZLNXa3+WiLwRSu2qWx+3YNo7rGB6A4jtlRr2HAhbm5w2XiSzHr1XNefbDnj6eoSGQ47hIShikxHV9Y6zoaT3sOI4M1MF1XZCJOSbP85R6T6nGlufaFEg9g+srS2zFyyd++IffxFNPqWT5rlfcSX99nZHbDgDw1a98id17r6bVUkWD82cv8aVPfYpvfu0hAH7lg/+Gv/36t/in73kXf/W5rwEgcwcouPeBdwPwlS9+mm2TLZOAX768yDXXXEei19LFtRVuufUWk2h6tQrLS6uEg1KlzqMbRfS1aZ01cLGEbQpXQRBw7uw5sijBykruisBybGMAVhQFeZGzsayUc2QhFexNb9gd28ZxHAa6kFmtVHAch90zyr8gR5JmqeElLC4tEgSBUQtyHEc77EYGo68U0jwztkZHm4Th/BXKWd1u13xHvV5nbGyMS5fUvDs+vovV1RWTwzi2TRiG7N6zG1DqPZcuXcJ1S08ONKdAjfVrrr+BfrfH419/iKt2KyhVfUwRkH0tILC2ukIhpcnFvvPNb9FsNjl2TK0fgRtw3/2v50//9M8AaLZGWNpY4Kf++U8DsP/AHv7wQ7+F9BQUsJA5x0+eZlQr9TieSxTHeL4DurCc5ClSOLRmNP9idR3bdg2vKEszbM/DK+eTtiZbv4h4SST9G+trVBvqQcnjlKrrkyTq5KdaalGcnFR4q0owwvYdV1Ovq0pQv98hzWMCz8NyhnJ3tjO8QEWhySflwqXxmyVWW2gSVhlBEGiSVqn+YyMYLoyFJZFOztnzOkGfuYr773uAw4efp9JQx3Xk3CmFA9aLlSwKMgFOWfGKY8aqdbxQHcMte/ezOr/IzEwp6Rbia4wcqMU1DEPj+HvgwEG+/tBXcEveQV4QpwlRFF3hNFlIeYXr5uaQhcCxPcNKl7r74ekBaVs2eZxwUJtvnTv8DFl7HU/jUT3LIS9ShFEdFOSiMH5ksoA8Sdg+Pc1zmgS186pruHT6dKnYicgSfNc1JOoPPvgQ/9s732EIjjJNFena4AoLkPbQwS8pcG3HmOQ4gcfqyhrT+67Wz0dML4zJZcH580qFqNOPQCZ026pC4Vds1jaWCLWTcGEp5ZRIf+fIWOv/8fptxUs3Ot1VhJ5Ap6Zn6XU6tFdVhfzYkRewLIs57ch71133KAOXvkpMa/UWYFHkOcsrqnojC8n6+obBihZFQZLEhlhfrVRAYCpSChsvSHSl1/VcZvfv5sIptdHciFKa1VF8/fkZa4aK4+DHanzPnzjFkecPM4hDRnUVrP+GN1Kr1lnX1bw9V+/FG4ENLW/nCZtAushCzVuj1SpFkho3W8eymJqZ5NBzCkfseR6B6xkcOlLh1ctzGp8Yp9lscunSpSvceuuNukmw1abIQuhJoHQ+LknJvu8zMzNtHDR7/R7CEWbOKWWCDd5eS46WyXQYhYA0ikRCbwiGSmxKUch1Nsny5Rk4tknqfdfj6AvPm7my0N3NcuOCZdEca7K6onHCfgXbhkJ3OB3XwfM8s4moVKpkWUq32zHJRpZlWLZNnpTqPfYVTqBxHDMxMWU6tVWtwrEVL494/tCzvOPtbwHgU59+kHvuvIURoZ7x8alxjh49RkO73/7s+/8F/Sjkz/5C4ff/+EMf4e1vfwOZjDn0fVWkO3j7/RTYWLbG4ntKcSbRHL9ms8nS+grbdyohjz1jo6SFhdQb/vZGj9FWk1Q/b65bkGapSY7TNOG6vdcS6er0kaNHadRrxHFEqpWx+oM+1157LceOquS12+1iO5YZ27V6jSiMKBk5EsVFqWhlxaKQBJWq2eg2mk0oCjptldwKS1zB/2m1WgwGA5aWlsz8UBQ5URQZZ+GRkYYyC9NjeTAY0Gq1SLVwh8xyCjunUlHnGccxruvS6ajfrNVqZFlKr6sLn5b5KkCLq2Bx4IDasD355BOQ5fREzrlLaj244cB+iqKgr+fZ0cYoS3MLRpLT930sYTGizVmPnjzL0XPz/M5/+hCgVA5/5r3v400/8mYA/t2vf4B+vMKoziNykeHjD2VHPYswDRmtV/E0wT9OfRyGBVvhKO5VZ0OtURWviiQnidUxfu6Ln+YXP/CbvJjYwvRvxVZsxVZsxVZsxVZsxVb8A4+XRKW/1+2a1nscxgROlXqgcWQFqlqel3jMhFazSVfv7D7/+c9AkeF5VaPlajsWYpNcpu0oJZ5h1TxHymJo7Y4FtmVw5a6r1GTKHa8QQkuHSv2+S55Jolyxub//9KPc+4rXM1qpEOgKzjX3vZ4vfvNhGqNq9z+IYwrfI0nUd3gFiDTjpn2qij7o92mMjBgIUtVV1aQSRwaCIsuZGlNVv4c+81l8y0FqDFg3GiCLQlneb8Lmb4bvlOciKHGogqIojGa+Y1vaXX6o633H3fdw9tFvquu4ukRQpAbHmuYZthheV6vQVvabrL9tmROIlN3TSlawm1nMORCW0KrMwopS7EAd42+9+U2kUUxaxOb+F0Vhrj2FPmZ9Prks8GyHhtYndm2XuJ8ag7KjJ08SJQkyL3B1q3NtvY1VZEYGME4T/GqF0Qn1HfXGCP04YqOnnrHx2Vm24uUVq6tLuEJXTXoxFbdKe6DuZ3tjnTDsm/HfH4RaEUZVVZIkpygSCiGoBKqihITp6Vk2tDnOoUNPsmfPPsbGFFxHWBLfDyg0/0MUUinTaI1qCdh1n0w1LFlbWGG5vURVj8VtIy08HOZPngagOlJjdrTF/Pkuy4dVZf5vV9p4nk+u285P1Krs2zFLc0qrTiEYmZzArqtjHm15WNGw+teNQzzHNWZzlueSZ/kVEBRT/QZ27txJnmekaWoq757vMzE5xZnTp/WnBHEcGdnQLMuIk3io4JFn1Oo1U4lzXVWRN3OUrgKWyjtYFpZtD4+pyLEtWykI6SupmpdiCAnKcgPRVPcvRQgMzGB5eQmZ5vjabC8LI0QhDZchz3Ms1zUlwUIWOJaDZeQ4bd1dUGtSGA6IolBXK9Vn0iQmSdMhH0qobnIcq/frjTHGxse5cFFhtB1nq972coo7b7+VZQ3z/Ln3v48TJ49wUfvXxFnMhfPn2V9R4/J3f+/3+M3f/i1271Xd5htuvJbFlXX2X38jn/zEfwHgljvuJemv8iv/+mcAkHFIMDXFgtabLwQ07ElsnReFcUS10aDXUzmHEDbdQWrU/yqBxHVd42lx7yvv5SsPfXnYoctz6o06WZIxp+cwpOT4seMMQgXv8TxPcXjsYVfPrwZGWUsicS1vCKtzHOIoRuhjtMMBeZoZOV8hLBxnKL/b7Xbp9XoEQUBDV8k9z8W2bdNB7XQ65HnGJQ293bZtm4Id1zRqI8vo9vpUNeRxEEWMt1rDjmu1ShQlhn9RqVYRlkusz6FRq/LAAw/wxS8qM9AgCMgKiRVUGNPcqLlLl5iamcYpVYfCiCNHjxLr69Rp91nd6LCuOxqV0SZve+c/4dOf+yQA//Sn38M9r7mdj/75fwRgtGUz5u5hfaA6slGWICyLisbnb3Q2qHi+wvOX00cB3/vyBe58i+qAtFojdNp9qnoO8x2H9eUeeaJ9Yaxhjvf3xUsi6fc9n8BTC/TMxBRZnlPoRDQexORFgdTOhq1mizgecHleDbhGM2CjB0HFwyrJnUJgC8sku0WRUhTS4EKVxvOVxyA3aVGDwHM9NkFdr2hBO45EOja51OQRARu9dU6deIFmS+Fl79m1kx+6615OzivsmbRy8kFf9ZuA1miTmnTZt1tNDL3VdfyxsRIej41ACNf8ZpomtJotIi2PeXnuMhMjLVx9szNZ4HqeMiIrz8KyYJOhV+l5UDpXZllGlmfmumQyx3V8Kvr1zXuv5um/eZhGX8lEVYsUkafkpTmHGG4uAI3FHZp7IUBmKUhJS0uL9de6HLj1Jp56XOnwi1ASeBUO6dbaTdtmybKEQuNpiTPSNKHQxywypYQu9aJp2TZCSLKSw1f16MoERxOgH3/qcSzh0KqP4Ppq4miNT1KrjrJbTzyVSoX1jQ0yPUGev3CRWrXK9hnVWg03OZBuxcsjROZxae4cAK4VIKyBGfO7rtrL2TOnqFTVM7K8vMLYxBSptuzOpcDCxrY9KhpbmmYJYRgZTHarNUEcx4R6cfH8gKQfmcTRdUvYXKkHHZMn4GjivjOek3QjVrU7bm95ibFKnbrGi2drA1zLZqo1xohu6Vf8KrWgAFtBhpIwYflEm8vPKtKa7QWIeoVIO+EdfWyGRmuCa7SzZNBq0F9bwykle5OYOCnw9cakkArWVuJtPddleaNDnkqEhk4G1SrCskg1JKhSq5JnOeM66e9sbCjHc/1+EASK6xCpY1Y63kM4ZckJMAUYS1DIzBQmLD2fmLlcqgKAYAgRyvPcFDBg6NNSvl5dX9Nco6Guv7Y/1r8hcFzPeDJEYYiUvilEqeJLPDT7ylOSOL4CFiqEpfDCBiYqcZ2hEdLo6BiOMzQNCqqbDMe24iUfx44dNSZVZ8+eoShSduxQO/jORpv91+/nOa3T/4EPvJ+V9hrv+9mfAxRH6NHvfoNnn3mW6/crSe7f/19/iRcOPcnEpOIICaqEcWSI3ylSOc2jxuL4WI2F+ZWhKV5QJS+GTrZqY2px4rjyDiAtWJhfoFJVeZXjKLfc5eVlM5bSvCDLYxqNkjRfJ89z9CEgEASuQ1fDoHM97sqNRaVSwfY8I/kdxzETrUkS7duzurpCtVo10B2FrXdJ06GXSJLA7t17mJu7rI+hSrfbNXLptdEWtoBIJ/VrG+vsu3ovc3OKBDs1Nc3Fi+fYvl2t1WfOnCLsx8YQbPXSKkvLq+zfr6SRZ7dt52sPf9VwBvIs57Wvfx3L62skWjBhbn6OfrdLT8tjHj78PNNTE2xoCe8wleTS4i1vfycAnuPzhU99lgO3Kz7Wqx+4m3//O//S8DEazRp+NSYTmp8pJEJmhJEWH9GmiRvttjluy4abXztpnr8sz9QGRWv/265LpVphnz6vk8+/eGGAl0TSX6tW2WzO9Yo77+a55w4DkMU5hZUQaSOE06dOIC3J5QVlfLHeXmV0bFQ5QwbaSMezFeZTY7JtyyInN6o2Sn1BGMwnGsdWwuPLLoDtbKqYp5sq5p6ArCDOdQK+cJZ3vP1HOPzMEebnFS70wvlLvOLOO3H1gDgzf4FuHjOqq24VCXccvIVEk2JKnVr0ZkdaQucPQ3dNpCDXi8ad99zD4488wkRDdRIU5vRK/H6e51dUxS1LaVmX+FiJpBJUjE22bVvsmJjA05r6R779TVqDDYQsib8SiQW6u/CDqj/qnzYT4spOSo6lzbO2z7S43I6YmFAqJYONNYXz0xWMOE2IktB8t8wgEzah3mXjeziZRGTqNwPfJfNs/DG12brpnrto7Joh1T4Ab3rjm0FYuLaH0J0f6TkMej3OX1AbxxPHjnPHHXfR1Ji7MAzp9wZcpTWSn372Gbbi5RV5ITQ2H1bX1lRSpqe7QlrMbN8zrOJbAssZPh+OG+B6HrZtU9XV4iiyaG+s42gli/GpaaIoNHOKlWVUKlUSjZd1XZc8L0g1/8W2PQo7x9Nziu95bMgeWamUU/VZlLCoHTu3px3GGmPEbpX6uOomeDIjikICjRNvuB6OtHC1M2ie5BQpdPT4HbTPcMk+y6LW/m7OTnPqyDFCPZc2Wy1q9QaeNsKpeR6W52JXh8T+NE6xEMYVeGpqkiAI6GuPi0ajge06xl+g2+kqFSA9ZzSbTbrdrkmYi6LAcV2GXAnXAAAgAElEQVSjjCFlgS3YhNlX855t/A5cpCyGCkPaRRyLK4oLxmNAh7XJMGxxaRFhCUPkFY5NsenvJer/jXeA45CmGVI/D6PNJlmemOJGmiTacXeoAFcqEg0V4SRO4BImob7WTfKiYH1jTV+3Ebbi5RMVz+Km65VSzqW5BSTS6N27joNt26zopHByeoowLfi3v/pvAPjEZ7/Fxz72ZwTCoqM3+Z5vsf+G61laUJV92xaM1Fu0Nam27vskSWJM7voDC2yQekPe7Q0QFsxMKw6g63oURcGknivOnztLtRoY5Z1CSpYWl+h02ma9RyrzPFeLYExPT7O+vm7e91wPBGYjYts2lUbTdPqnZ2Y5e/4cVW04RiHodDsGQz8xMUmaDvk9tVodKQs8zzNclyzLWFxcYH1ddR96vT7NRpOdO9Xcvb6+RsUPzPyx56rduK7LjDZWXF1ZpcgtU4yp1UawrIiK7rr4tREWl1a5+eZbAPjiF75AEAw7dHe98i7OX7hAP4pojaoikNpIXCDUm4CRxii2VSHWRmfzi8t89W8e4cHPKeWl3/9P/ztve8fbuPMVrwLgoYf/G7kVMzGpUBkXLl1g33X76GvOYKVapd/rmFxNSkU4npiYINMbhbA/wHJs49jeXu1Sr1UZGD8TgV+tcPSo4pXesP96Xmxs9Ri3Yiu2Yiu2Yiu2Yiu2Yiv+gcdLotLf6/cZ6F1VFEU89tijtDdK7BpUa6PGtjzNc+bnLvDtx78NKHxlw6+DVZjKjmr/YqA0Qio5O2G03S2kGKo3JLnSYC45AaXOfNkeVtUph7KCLQpUpUhDUKzA5pvf+hY//p5382cf/zgAzz79NFMTE9x24GZ13FHI+bkLFJoHUK9uo1Gr091QiiK1qWmwLWwxrJILSxjpUqVtK4xDW1rkRHlKVPbiUNV+wbCCVVbTNqv5SADteRC4Af1em8mG2pE2Gx6D86foaTWQSlpcqVqEAGFj/QA0anOITZwAgWq5F1mG0DtxK0nY3qji7VOSqycvOkRrbW7Xmurdbpe0kOSUmF5BdXSM2e3q87t2bScJ+wS6FT+7ezfVVpPSHjEYHWV6dhuZxiUeO3qM1fUNHMuFslMTKWUNz1eV3gde/3qefOJJRkZUt+C6G25gEIb6nmNw3Fvx8olOr8+IrtK3212wbDzt0OpXathegavlcrMsA2nhOKo65HmCel1VpSbGVYt1eX2Baq1qun2u69Jub5jfy9KUNEnwdNVMCBvLsgmCEt6TYNmCIlPVnrrvEAUBq33VuUsR5Fg4vvr8cW8MLwN3bZGWfg4nm6PUqqPYevwKS5DaBZGu/niuh2s51HTVHMfBtqBmq2rfRKVB2O6aztzpZw7ROz9HZUxV6hqtFkFrlAOvvEd9/yCkt75Ga6TBsq5QV4OAQaeL1PAdG4EsJCNaTWMwGGjOk3p/Zmaa+fkFIg1zadTrpFlGHJWywpBt8g+xUFj9EtMvhI3v+1fMZWkxdO8t/22TQAeWsBASCq2EtHxpEXsT7NASltELBwVB6nY6V8A7XdfBcTWkSCsPlZ9H2Ni2MNAK0KogRQF6TciLnDAOGeiOiGVZnDp1wmCRJVW24uUTRRozo3lpG2tr2J5Lf6Cq9rIQXHvtfrbvUNyvpbUlhOXy5h9Rcpxra4v86//x53nXP3oXr7xbQe1e/4bXszC3wF7tyP3M958hzFNSDd8IRqpUa3VTJZfCol6p0tGdAOXh0zAw6FqzxtGjR4l0JwE2+fCgxlOn0yZJhm7ZgR+QF6nhCYRhSKPRuMJNW8rCVOXHxiY4c+YMN9+scprFxWVs1zfvV3w9P5rBqOQ5jxw5Aign9Lm5ObZv3zHsskno9bqb+JIO0gJHw29mJyfpttv4miO0uLhIvV43TtiDfkye5Vy+tABAnER0ux0uXVJIkPseeCOvf/3r+PhHPwyoTmW/P+CgVu/p9XRnpVJhcV6p+Z0+cxqRZ6R6/thodzhx9qxRlPzQh/6E3/3NX2dD34tf/V/+Z46deIZT5x7Tf3+GIKizsKK+b2JmmiRPDZJgMOhjW7bpRhRZQl4UdDbaNFsKufG1vzrO6957LXGo3dQrAVEcm1yu1RxhaWHFQKmOa/npFxMviaQ/27QIDAYDQBhsk8TiwMGbOXZCnZQQ0Gm3iRL1ec/38CselmsZZEv5sJfGFGmWKZynwbkUUBRIjVNV0JkhZl+IQptBaZMp21aGLlpuTeY5agugFp+syDh55lnuvP1WrtISW2dPn+XUkeNUdGJx712v4u7iTkPUbTgBURQxqttxeVFgF0MSbpqmWpN6uJwlSWJkSGvVKm956zv48mc/D8B0UMHK8isGutC4VQO/yTJyyzEwpiTps3N2lhG92M2fOoYTtrF1EqGux9BIZxg/+Pr/JTSkWbBJNyvJsGTKmIbjbE9z3vfgl/iNd75d3Yt+yESryfZdahNQJBnr6z0yfb/pDxhxBc2GngzX5+nNnSXVm4CRfdfw/W/NEfvldapxeX6RvAgpNCwpTVMGg745pF179jKIMsYn1CA8cNNB+mFk8Lmlxu9WvHwiSVJCvdF0/YA4Tsj0AmnnObblDfGzaYZtWwbnmRUFG+ttbMvm4AGFRxWupDHSwNPjL89zdu28ikVtyBInMUmcGEJanuckSbQJ823jOjZWTW/I45iJVpNc8wi6vR62tMh0suwKFykd8kqdlVxN/MurKwSFZKyi4Ti1Clklx7d1+9xyqFsOuYYQ2RbIrKCjsandLMerj9IsoYS9GPKCtfMKT5uut4mKgkunFNn08okTrHS7BI0GoxNqnkr6Ee3lVcM9sHKJ73v0NbQhG0Q4Vd+Y6dUqAcsry/gVdYy2Y5HEieHJ5EikLIbGicJBIE1hIcs0OfYHVIdLXD8og788y5XePypZcYVlvuPM8RNqg1cMNw6ykIYkGccxnW5niMeXgBBE4ZDLYztD/5JKpYKUyuCrhAyVohHGrMsR9MMBlvZl6fS7hGHfkBw97yWx9G7Fi4w8yzl1/BgAnuNgWRZrOuk7c/oi4SDl7lfcBcC502fI8owbr70OgJ991w9x8Mbr2bNzjI1lNdYunj3Fbbffzp9+4s8B2Njo8ea3vQVfY/Cnt20niRPaOim9+1X3Mnd5jpltaj46deoU8aYk8PDhwyRJyuy0gr10Ox2SJDEQ5jRN6ff7SJnj67XR9WySfmRga71uF8d1Dbk+lTm+71PV3KelpWXGxsZYWlSQpJHmGPValUAXzxTWXxBF6pgDT+U4ZaEkSRLGxsaYnZ2h21Ubjbm5yyBh79V71XmdPsVNNx3k0CEF754pckZHRw3PaPv2gAsXLphxZlkWucjol/DgJOH06dO8+91qw3X77XfwkT/5kOEfrqyuctNNBwwXSwiB47gMBgPOnlPzXq/XZ319nde+9g0AfOLjn+Caa6/nvf/d+wH47Be+RK01yo+/710AfPQTf8RG/xLt0ypH+eV/80E++G9/kSm9SSxEQVFIEg2R9F0P3/FM8UIIQZEXBJWAbkddu9f91H7ICtxNsEgpBK6+DoPeAEcM8+R6Rc/pLyJeEjNPEiebtFQFFGLoplitcu7cWRKtOOH4HktrK4Y8MlKvUanUSYvhd7iaGGYIrQJsy9nkv6iwl0WqfsMTivRlzLlEuXEYEr/yIsfWVXfHcYyBFygYfj/r8/Vvfo2f+QlF3vnwhz7C9596mlHtfjk1OU61UcXVG4c4jvF9f1NSL8nTFGuTCQ2bIPpSqkSiJIY5joMtHLZpkky/08W2XIq8MBh8RytSGHUdxyXMJWMNXWUKBcGgz4LGttf6XdwiM4RWIdR9KDWxpZSIv0P3/wejfFAVbU4nXBQImVNoPkTdEfz5v/jnRIV2nts1jbAFuX5/fKTOpG/j+aobQZ5jy5RisKGvmo1bWLh6AzaYO83Yrqs4r1VUFuZXkZZNa3zMaBrfe++r2bZtG23tbBoOYg4cvIVdu64C4NiJ45y5cJFbblGuvkny8Is636146YTvByDUBCmEoFL1sXVyXJL2yy5Zv9+lVqubDXekCXW9Xpdr9MJ98sQJWuMtmqOqWjM+Ps6uXXtYXlbkvrW1BZCSiUltRON6SK31D2D5ao4xI8eu4DsxNf2c5oUkzwqkFgewbZtsALmwKT1/hesT5zmx5vUUUYRVc/D1LN4c9UBm2HpOWTp/kSBo4FlqTmngkC2tUdqZTIyOELk2vvYB8CLlmZH11TE99bVv0Ikj1tMBiV64Fy7OEw1CBpp7MDExyb7915FpgzAZhbhWQUMnAuH6Onaekuu5NkMVTQxnpygowLjp5kWO57hYVvm+vAI7D5rMW0hKQR9XCsI03rQvUPrW/bbq0C0vLlILKjhuqe6mqpHl5z0/YNz36OoqqSgkqVFNg3DQVzwKMxcrfpfj2KY7nKapMlBkWGjyKz6+1nIPgoD19iqu7h7E+ZXdiq14aYfjCGrVksBa48lnD5PqZ/j6/fvZuXs3Z86dA+DQ4aO84+1vM5jw7dOTdNaWqbkZFW3o2e/1+cwnP82d2jn+ueeP8thjT3D/a38IUJ3EtdVVxECNRcuymJmdMR20AwcO0O12eOSRRwCoVmv4jm2e4UEYUq1UhmT3LKdeqxBFsSlelpuCUtgjilN8VBEEIM1yqpUqVd3F67S7VIIqrtbp94MAtxqYxDRNUyzLMoWPwWBwhXJgEFTodjsMBqFZe3fu3MnCwgLnzp/Tn7J45plnaGrPgyzLWV5eMTlIvzug1WxxaV5V8rNUkfbLAk6W5fzIP34XN9+sruv/+V/+D+JwQK43P7fddhvz8/P0+2q+2r//OrIs4+GvPoyvOaFzc3O88pV38+lPfwqAH/uxHwfL45HvKo+Ft7/jbTQnRvi13/nvARBeRLe/wdq6ule/8dv/gVe/5n6efeF76n1LOZvb9nCj0u32TPeiEDaO4+H7vvEGyLJMCdCUJOkoxnV9M4+uh21q1Qqlz1oprPBiYgvTvxVbsRVbsRVbsRVbsRVb8Q88XhKV/jRLzA7WcRzCqG80kdc2OkxMTVPXDPFcFpydP2vaO7brUCDxfd9gXdMsxXOdTTAXVd27EvMvTNU9zzLlRKv/Pi5SyIuhRFuWK8ymrqDbuppT6s9KoRQuzl06xUNf/yIAb377W/nkX32S548pPNvea3dj2RbjWuZrdXVVFfN1tSrLMjzPJQxLJR0byxruuotCVbs2ew1Uq3Vuu/0OAL760EO4toPv2kP8vLSQFEr/FcB2mJkcYVS3iMLOOhvnL+GXdvVZQmHbZico8xzHEuSbLe3MFQXDcdjEGbjiU0JxEnIhMWU5kZPnCU6qdrmHLlzmgQPXUUh1nk4mEJbSPQeQ0ToBDoWuJApA5pmRZ5XqH4zqUdJNcJKMsaaSQpvYs48bD9yIbVscO6Las6Ojozz++GOc0JCxJEmYnJziYx/5CADT22ZIheTVI68BwNOY6K14+YTjuIw0FIQsTVMcxzMqFe12R+HvNZynPxBEcUytPmyRKu1oj2efO6S/z2JxYYFMV1oa9VEC3+fUKeXSGARV2u0OS8tKvaterzM+PrFpbOS4noOl5TerdoUsq6Kh6hQFhGFk9KalLBAWuLaDQ1ktUxr1ZdU9wSLIPNJQ/c1qbxHLlmZSt9wKuA62fn4zJEGria+rzVddcx3bpqZ47pA6x4XDh5mwGgbm4uDQrDWRoUM7U5Xv9aVlZJoZd8pHL5ynZlvMzKhW9vTOWaqNOmPjCt+8eu48/SQyrtZp4JMJsPV87yOI45islOS0IE8zYy/vOPaVcsq2ILMKhABf6AplmpJRDJ1DpaDiOEadq1qrUHECMj3HoJ3KnU2uwEWxyZfFspC5xNN4atD3wi2PyaFaqyCwTUdaCIs0jUll2blJyGTO5Iya723fYcdVu1hbW9bPS/ndW/FyiNnZMePy2uttcM2+PQS+glY8+dQhpqcnTRewO+jT7bZ57pDS9Z+amsBzbZbnFwk0PHB9ZY3RkQbnzii/iyjs8973/xxzKwo6s7K2rOS59VJ77Ngxoigy+PnrrruO733ve4yMKKhfmqZ4jm+c7fM8Vw7belz5gU9/MEAihk6wTglvS/R/ladHpVZ2KwvWN9Yp04N6rU6tWqOhoX5hGBII6wrJbuXIrcZAHMWMjo6yop2uz549Q61W4+LFC0ZCs9NRHKMydZicnGQwCA2C+NLFiwjLotlUc7ltO6ytrQ0dwYuUMAx51b13A3Dq+CJ33/1q/uA//nsAhOWye/ceauPq3ghhMTu7jSNHjgIwNzfP5YsXcR2XuUU1NqdntnP99TeSpmrO+dznPsd9b303r3rrewDYu63Jr/3aT5EI1e10pM0gKhCe9nlhg8ee+ga55kOOjY2R5zk1fV37/T71ep1Mw30qvk93MMDGYf64gintPjhOFA/djKvVChLLcJtaE2OsLq3Q0HDBZFD2g//+eEkk/b5XJUEldY7r0O/38DTubHJyAst1jHHO8XMnldSUNu+ybYskTXAcz8jjWbbCspe26bg2rrCNNqzresTxUHfZtm2yPEOWIvmFxoqVD7MEhGUMakA9PIUmm2ZxgihskCGPPfl1ACpBhZ9+73v4+Ec/DsCDDz7Im374DSa5VQmHQGjtVtdzWFtfQGhIQr02ojYqui0lZa518PVCVQi6/T7Nphr01+y/jtMnTuKMNBCaeFbYAs9xyfRmZaRaY/vkFJce/646706HSpYiNPnMdm2KwkFoqIySz5NXtoOEuAJytDlKyNPmVnyeKy7EUE3PRggHUXa3kwwnScDg2xxELs29kyJTmr2lbKi+BrkhaBRIyzJ/76aCjYV5I59253XXceHMWU6fO8vX/+YbAPQHHVzXNff/2r17mWw1ecdb3wrA9Mw00zu2022rVmngviSGyVb8fwjX8Y0m+tTUNrK04IJuIff7/StIcvV6g0IT50Hhr6WU2J53hTRlc3TcYEvjJOHS5XlSvQlotaqkaUquceVZltDvd81YiKKQeq1BrherogiZnJjl6r0lXKjLwsIS646CpCRJRlGBKIpx9IZWZBkyL2cdiKwCtxDo/BhXFlBIY45X5IVqC1e0BGfgg2vhNjTBOQ2JF+fJ9eZn3bYZHW0w0OSxoiiwkgJLOvhla1oIZqdnSdcUvM5fXcezLRwtZ9e+cJFOUbDqqGt9/NuPUm2O4OjFyalWcKoBE1rX3/Vr+NUabl1DBlojCvri6k18nFBvNkhyjcG1LGwJIscsqrYjFXHakAOVUdH5Mwqja0utxa/nVimUQEGuCyrCtnFdF6G9BISU1GtNM1cLS/1gCTFwPZugUlFQSs3JcL2AMMxwNP9HyhwHm7qWAYyTiGol4OBBJR24opO7rXh5hOu6+MGw+CMSycaaIrffsH8fx44eZXxabfCysAd5Ql3jre+4/R4+99nPMj0xwfi0Spivvf0+Th09xvw5VXjyfY///KE/YrvmBN73ujdy5twFbt2vZKMfe+wxGo0GqysKTnjx4kXq9brZDFuqUmakK0dGRpFFTk9j50tuXyolnn5Ga/Ua3U6HivbQCYJAae/rdXFlZQXLtrG90jg1wq8EmnepEvAkSYxuf5qmxHFMrqFrjqukb/ua+1Ct1qhUKlSrNSNF6vs+RSEZHx/T19knDEO6PbX2uo6D7/uGVLvaWSMMQ2ZmtcshDp32Gu2OmhV/4id/kt/7/V+jruGFldYotbGmgc1UqxUsbG6++SAAjz76XebOXyRKEt70pjcBMDU9w7nzl9hoq5x0dtduaiNVskK9/s4Tf007mjfCEMvLKziBR1IWLl0PmeXs3b0LgMuXLxtTQoCReoM4DPH1Bq4AHO1/cNNdCmLcC/u4TsVwvizbNZ4mAIHvUa/XEHo9adQ0/PlFxEsim0mSlEQvGoN+SLVeM1W3oFIlkxg87qnzp7Btm7p+33JshMjJ8gy/xMPLXO02S0JbrqTly0pQGA6wbWc4YGzbKM2AIsA6jmuS2krVIU2H7rhCCAoBSF0Rs33SIkW40iwUX/vm5zhw4CCvuf8+AP76y1/h0HPP42qFkOnpafI8JoxUcvrFL/8lvu+wZ7c2kZjZy9TkNgKNn3NdhyRJN1WzJJ12j8UFxVq/69576XXatNfWqOq/8WwbbItWTW0M9sxs5/yzT2Gvq523n0mkNcSNZYWjFrbN/Iq/g7QrhNCJ/tAgRFUjS5UMB8cR2kSk5AlYmNIB8Mbrr6bIJHZpoSsLneSrl5Z0hl0Cfd4IYZzrsCykJbHN53PsLGP7DpVU/OlH/ivzC5eZmt7O7JQaGK997Y8xO7udkdr/zd6bhtt2nPWdv6o17fnsM99z50G6uhqxsSVZ8hg7BkMMxgmkCZgA6YxOk4eQzgw8pEMaHDDwAN0JTTdDjAmzJ9nY2Abbki0sS0LzfK/uPJx7hn32tPYaqqo/VK3a58gmVr5d8Zz3g567dfZee621V1W99b7/wT5T670eG1eusnrRVmYmgx6PPHA/x66z2rctNzh345UT9Wbdgxf37F3GlAEPP2wN4ZrNlndVBWh3u5RlydDh1Gu1OpNJSlEW2xwxM5IsInck9xdeuJfnn3/Ou75KA51m26valKYkjmNaLTv21q5eRWntO3dSBJw/d5bOjK1gCQLq9TpZw7nlytwKHJQZ0jFS40CiZIhwylTNXNiNell1B8wOz4xKS750yXEYR8gwpHBFgY3eFnEUU7jKnKrVeSEdIhzT/8DyMmYyQRZjRGbv1bPPPMUZI4hdCbIx0yYoCiJhjxlpCIOI2I33uN5kPBgh3HWvnTtHEMdcVNZlOCs0W6OUoVM1mjuwnz0H9pM4E7Puwjyv+obbaMROBWkyRrkNWeLFHgyxkN7LJQgCWlHC6ReshnWr0SQKYlJnbFgqRRCFvoMZGEOW5b5/WeqSGDXFI7tOZVWAQQiMLh0ny17XaDScuvECnRnbCeo6TleSJNx0y61cf/1xANbXdxXBXkkRhqFPuIbDMb3NAVrZJ6bdaXJw/wobAzt/LC8s2E2CU2f53Gc/Rxwl1k3bNZs+fc+HUEpSuGcyjmMOrMzQc4UmrQM2NnvccMIR4IOA9fUNlpetv02j0WA0GnmEhEk0tSj2z+xkklJo5UU70jQljmOazSaJ2+TPLywQhZEtBgCdVov11VWvmS+EsHh/N5aTWo1Mad99EEKQZeV0vZdy6gHg/j4ej5lxc1ye2zltdfUK47HdDB86dJgjRw4zcF2UixcvWC5ghdIQVklty92XakOf5/ZGnj1zgfe85wc4fqMdV+/7qR+jFsGBG2weVW+3GI9TT7Qfj1NaUY3Pf9Hi7Tc3+/TTlJtvuYUbbrD8rfMXL/MHH/oQ1x21x/zpn34fZ88/ye9+0PourK6fpxQpKrfnuLXVZ09nhchh9NN0QhQKLlywBmIre/cy6g/Q7pxLU5KNJwSu0GE5p5LzZy8xM+vcjI0hCUMCR6IWQhCKkLBREXsNRZYz37VFo43Vlz+f7GL6d2M3dmM3dmM3dmM3dmM3/orHNVHplzKiVnP7DwFJve6hOMNxSlKrceqsw75lE5Ja4itaRVmS1AJAo/W04mVddyvdfav6XmF4jdBIMVUIqqrHFeYfKTDb1HmklCRx4qvPSiuMUpS6wohCXGtRliXGnXeJ4cP3/AE/8L2W4X3/l77M2TOXmJu1rPMgDhiNNrnv3o8CsLl1mUk+oHStsfm5/V7hB6x/gYX32HO87/OfI8+EVyA5sPcgN918K1/58y95xZAwjpltNpl1n3nuc58h3NqkHlY6+hKhQ6vIg0UGCF3usJKHKWZ/u2JRFUIIr3Jk/7YN3mPYUeX39xp44/stfv7ef/H3kSi0nlbVtJiyBoQxnr+x/fNiG8ZIqKlOtzSaXGmk29l/xzvfydLKXoIw8spHZ0+f5dGHH2KwblvsSZL4nTRAqSd0khpVM/fA/qqVuBuvlJhbmGfeyeG+cPJZmskce51V+8XLFxFi6sshhgOCIPAdr6Re93NQJXmntCYvNA4Oz3x3HpT2Y2c0GlGr1UlcW9nkKVGU+GfO8ogC7zRrx/NU8tGY0vqIVAhDbTsFNR2Dt6wvKUuFdNN2ksROEagaz7bNH7uKk3Ae2pX7axhI6vWahykqBHmhyF21sNHuMomNtcEGzvQuIDGYQhE5vpOMQhDSW9brIqWOhLKCLUZIJSqLFFSZYVSBdpbz8/UGWV7ScFLGo3JMGEY03DW2ckVHCYTDGT/wkY/y5d/7A+aWbZfuxM23cPDoUTqLc0QVtyoKKUZjpCtr1hpN0t4Wo3ULv+jMzBIE0uvt56pAGOXhXKUqUGo67wkhmEzGHsoVhGIHtAMsb8yAX6eCIMBUHWYsNtkiLpx0aauBDEN6WxZuUfkW7MYrI5Ja4juDcRTT7XaJI1upvXRllT17ln13ajLO+cynPsP3/h0rG/ns+joH9u/nwtlz7HF+NDffdDvv/tvfyY//6L8BYHahQzaZsM8pyK2vr6O3oQ+WlpYYjUb+dZJYffyyUtrJMkaDoV8fFxcXOXfunMeEW9y8IY5j5h20zmiNkMJX55Mkobu4xNCNvdBoonAKS7EyxDlJbSphLaX0HIEgsM7ElezwZJJSr9eZm7PQnTRNLV4fzdVVi5/Psow8zzl0yMKYer2ec+y199IqqzVRbuwWRUE6GJC6+eRd3/m/cPzEDfzsz/y4vYZQcscdd7M17LtzmDAa95mf6bozFjz+4ONcPHventMk57vf891sDvusXrKoif/jJ/8zf+2tb+WX3v9zAFy4fJL/9J9/iKMnjtpzyrZodmre0f1IfIStwYCak1ut12sIIRm77sXG6lXiZkik7RzaajToylnGzrNpWAxBaRbm2v466/U6hdYUToefUJLUEs9lyNIJ7ZkOzz53CoD9yyu83Lgmkv68LNhyBkjvfe8Pcd8XP89W394QBcwvLHPfI9b4IAxDGu0GgYPuGBSC2C5kXm4NP9kAACAASURBVGJTUyIIdGXlHnh8OthWisHsmOQNUwm4MAgo9JTIWxm5eA6ACciEQrq2OlojTUkQSkr3oyS1iAtXzvLkM48A8Na3v4l7P3c/l69YCMnVjbOcO/cMAvtwJvWA5T0HabjFJR2nbG5u+M1No9FAac0jD9vj3X//l9na2OLwQZvI/OmnP8V3vPvdLCwssOBIrFEQMn7hRa5ethuNdj5BOmKcvfCdv4MUlZ/ZTjiNTyqEsInEtsTbGONbikJIyqLwi6lNK3Y2kyr5vfv+xT9wv9/UMKc6pjSGwm2opBP8fOkGpAqttfVRcIMlCGKaecGMa/0/+viTPPP0UyiliRz8K5QhcRh4HweEII5jf6+11iQyIMvtJF9rxOzGKyuWl/f4lu5gMGD1Ss8bsVhOz4TYEfHiWkKeFxROFjgIrbFWs9mi0bATe6kURVGQuHlHFTlBEDBwLf1OZ8byfCrIoJRIEXDpkh3vaZoyN7foNxpBEFrPjW2b1zCMSGI7/icjUHnObLPL5XElR1fQbs9Myf5CEMqI0o1PXWiUUn6eiuOY0WjkF/4oSmjECcadg9KKoij9eG3M1Ih1iXJjVsZzlHlOJKeEVa0UZVEiHedKFSGZAe2WkmKSEwlJ6LCoQVAi0AingBmUCbmZwvOMkkSRIIhsGzsdbHH2qScxFVfCSJJaC92zC+gLX36AJ+79EiaSzLjkpdWZYWl5DzOzdt4zBw+i8hzjCiKNhWUK8NKEoQopKHGIJIwx5EU2/XsYEAThFCpl7H2tCi5BIImjiCAMKItq3hFoLf2c2mjXCZOwQoASRAF5MeHq2mV3zJcne7wb10YEMvBQ29UrmzQabYZjm6N0Og2KIqflyKZFmbJ6ZdVDb4u84OSpUywvLrLet8/kzd1Z3v++97Hp8pxDh/ZhtGBx2W4K1rZ6vP6u13HGEX3PnDxJq9Nh0enwt9tt+v0+dZdoRtJ6/FQJ+Plz552h51QmMo5jwlqdigTUH/YQYUjbFRbTNCUKSy/BGcURaZpPxQgwJHHkuS1Wutx43f+ytEIDzWbNHW/MYDCFve3Zs0IcW38U5XhKFZH3/HnrX2DhQLMevp0kNVrtGcbjK/7vh45dz197u8Xfz7Ya/Lff+CVit0E/fvw4w/GIi1fsve/OztFqzpBP7Bz45ONP8ezzp+i7ueH6o4eZW1hgfnmJH/zBfwLAz/z8L3P82H4ee9xKdH7gd3+B9kxMr2fPIY5DRqMJNTd/pMMh7XbD3+uxUuTjzJtvlaVCTYzfeNz9mjdw/vQZTrpCdjEqCKPIyqm6nGRtbZ35PbPUsccIa7bAM3Zrgdaasiw9pzOpvfxU/ppI+g8fOsxVx2z+8Ec+ZBcpdwPrzRarV6+w0bMElnqjjpQBeVXNFpbIWwtiSlVVnK2zo3emLQsgJHAzsJbSppGV466USCGm0PFSE8gp8bcoCoIg8DreSilPloXppkCIabWQQGFEwcf/5EMAfO/f/LvMzLV4x7d+CwBfuPePyfIRzbZNKBeWuiRRTOkc+TbWzlBLAsqi476lgVGGW2+yBJSPf+ge2o0IGdhzNJHi2ZPPcdP1NzC8aB/44aMPodOUptdwLchlQKi26e5vS6LtP802RQqxg1lvOyLbVHrM9Nrt++VXbSSMsJV+YaoEGz766NN8220n3Etb1teViyhWgzusxMSZdhK+VlQVDFElMhh0IJi4wSFESBPJSKUEDvgvUahC+yqu0Ma2OSr3YSEgCBg4x9Wjhw7+pd+/G9dmGGU4e/YsAEWhmJmZkmjTSUoia7TaU7ykEPjnPs9zhNLEYUjkTN/q9ZDRaOTNueJGi3q97klqRVEQRwkjbZPTbFywyZblp2BxnltbPV91t/wggXGFiSRKMFow6xRAVKEYDsbkRU6zac9TYl05G86dXJeKNM0I3Wa2XquROzIdQLc7y4EDB73iRyAlcRKC4wTkuUEr0LKqLiWMx8ofr8hywjgmCgJiUc19pVW7ydzYkRH9jU3qTiEoBBQSUfGjtMYEeE1zUeRILUC7DggSGUjCcKq0Jqt/AKZQFNJ4gqIqJrQaLfIsg5699+PemJOnzjPJ3L03msWVvcSuazoe9smx7t5gSZlCgnbjXStFGE7n+8BIu/GrOpxGWCEFd9+ke14Exs9bWhsazSba7SQ0lhuSuUqd1iW1WkLgVOlGw6mT+m5c+zEeZQwG9jebm5uj3W5zZdV2is9fvMANx48zHlnc+YG9Kzz/zCnWnVLT7FyHySTjwuV1furn/m8A2rOLvOZt38rykp0Pfupf/TO0hKErIiSdDkWWcc7NYWEYUuY5m65CXqYpIoo8kXPQ79Pr9Vh2m4Jmq8lWb8ur3qytr1tvn0B6bqLtTk3Xe601SisWFm1XbTLJiOOaJ93i/IyqxDSOY9clqFSwcjqdjj9eHNeYnZ0jz+0YGI1GViUxij0/JssmTvXHju+9K3tBCO9x0Gg0ePHFF/2c9o2veS1//ZveyS//4s8CoCZ9SgS33WrzoiiJmUwylhZtl7fUISjBQ195CIDHH3+Kt7zt7azst2t6aSZs9Uf87//y3/Cxj1sRlgP7F/j59/9z+qndiBCNUBKPydda02o0KCsvqSShyAryqggsBHEcTH2clKJTa3HqRVuVRxmEhqxwijul5sF7T/Patx62cyPwxte+ka88+CDxjJ0vpBBoOe38lGVJPsmsfwigiqnIzNeLXUz/buzGbuzGbuzGbuzGbuzGX/G4Jir9cb3B7XfeDcDn/vQzNJoNIocbk6HguTMveIhJo2mhPUJUGK+SKKqB0B7eQyC96y44bKvWGFFV/kswxktTaa2I4u3uuFaNQzocaxRYBZoKcqKMRkqxQykjCiOKUllcrn0XWpaMJrZD8cef/TDFuMaZc3bnPjOzhNYxqdPYXl3tcerUC7QSW+m7685FtFbUKrv2UpHU6zz9rNWXvf66o8zONrl85TQAm1vr7F9e5vIjTzA5Y+E8yWSMKEvf/g9MTKgNO+E723DyFa1iG5dh+z3Z/v+3f7ba+Rtjvqptvb01WEW3XvNwHuNhO9X5CIJQYlC83DDguwFSQFmU1J1qSmNtA4wgRFoxdEAEttOznauglfJV2SRJkFJ4vPVid/5ln8tuXBtx3fU3sO4w3flsadve/hkzzM1ZhQ2A4XBInk6ou6p+HCYQGtqtjq/2jscjbjxxo287X718kdXVVW9Bb3QKSK/u02y2GGepx8tanlE45eiMJgRRgMrtMzkpc4Sw1TGwz+BwMCbPchoNp67RbDpFLAetKTXraxt+OBemRJR4R8yiKDDGdizAqvkUWlFP7HcEYWDdOcfV2BTEyRS7XMEeS63RFdwuCCgxBH5+rqPTCZNKucZY6UzpKneFMiRa+04cRiBlgKkq4lqglUGo1J9DKA2ygixJWyXXTvErkgqjJsRxSOmqf0kYkYSamrvuIGkySMfMOafhFIPGkDq8vQgkQRL66qKWVYeykgDTILRXbgoQSGnvN4BSmlIbRBB4HphSJeN0SOTgWQaD0qV3Gs6yscX8OzjQOB2wG6+cqNWavjp99tw55ubm6DmVG7RhMBiwb98+ALZ6I45ff5gXXzwNwKte/SpG/XO85a1vZbNvq+bDrUvMHbyV3/yvv2o/k5bUEsmF8/Yzy3v28cjVVYaueyCQTNKJh/YVRYEMJOOo8hoZgZCsrloIirCtKC47iNF4nII21JX2EpuNRsN6ZHg+To08z0krl3ClyPPCw9rAwpyqqrsQAbVaw1f2W80WW1t9D4mM44TNjQ2+8bV3AHD69EnG6ZBQBn5erNfrzqHWXqftFEx5SuNxSpLUOHLEYv7vvP1OfukX3kfLwaBla4HDhw97NEKWZU4Nx47d9bVNzjz/DE++YHOif/AP/wlXNze8Zv5Wv+SHf/hf8m///Y8zP2/v5b/4V3+LPfsaXF5zeVQ9oVaveXWwUEqSeo3A3bewCFDjMTj0R63ewGzjY9QCSZQI5pYt/PDwwf088PCDNlnBqv+8+u69RCL0c1gnbrO8Z55hbrsBxSRnlE08XzOOY6SOSISFqH7Ht7+blxvXRNI/TjP6ffujHzp4iMF4ROFarUkYcXVjncjdDGSAEcIvxvV6zbalymn7tYKAV6QHGUiCbSYSYRhitEa5H00b+5BVSWAQBF6OEuwACoQkcOSzTBUI1E4YTCTRpJSVLzK2JZw46/f19cvoIuC+L34SgLe/7Z3Mz+3l2RcsRr/f36DX22Kubc9hMByS5TnnLtgHrygVa2sbzFW4Vam4fPk8Y2c1P5pAmBdcefoplipirdHUw8hfpx28apphU0F8dv4e1SB/qdnW9s/49zKV16yShK/+wM4veNPxI9NkXxoLcfDH+Brf8dITfOnhpUBW5j3GEApomCnxJw4Cy9/w7TYrCVZzxG4ppNX/ltNNgFLT+7S2vsmx/+EZ7Ma1FoPBgBtO3ATAp//kUyg9xbrPzHTptDv+9zVKI5Xx2vHNRpPFhUW0MZ4Uq5TiVd/wKg+VyY4eo9fb8nbyo9GIc+fOMeNwm/V6nXJ9jahrF6dudx5VKk/+63SsBnXFebFynoVf1MMwpNVuUuQFFU1dCmt+03EbjyhM6LTbbKzZOWA8SUni2D/HcRyRjkZsueSk3W6DgHo98vchCAIPnUFAK2r6hWU4HlpintFTcQApbFGlmitlQtxoYJx5lw4tYbaCOQa1Bo7eD0CRlzbxF5UQQ4EyGmEcOVBrJtvqEiIMKbWidEWASGtGaUFoCppuYS/LgiiUU55XOSIzgoHzbaHVxAQSNQXxo7Ipd6FeqyNkSFixtF3BKHQJu5SAsNAHsEIQQRBYGcdoG8FXGp/kB4Gg1FOy8CQbMxhs+fVhq7+b9L+SwhjD579iNfVffcMKW1tb9Hp27CMEUTSFzZQYDh88SuoStr17V7hy/jSPP3I/v/L//j8AfPd3fjfd5ce47qZvAOD1d7+OX/uvv0Dk5pf19XXyPCdwOc1wNERKQT2wUL/eVs9KZDpsehRFzsDTnpI2hkBKD80Jw4ggDKk3mxTVxiEM6PW2/DEOHzlKURSeF1DkBYZpUS8MLTcyz5yxXmJskaMSAtGamZkZv2EPw4BJGPLQQxZac+zYYcJIsra67gsuRVGgtaFet0l4nhfeJAxgkuYcO3aIb/5mC4v+tV/5JRqNGFnN5d0OTz/zDIccBFcGIWEY8OCDDwOw7+CN/NMf+VF+/4O/DcBHP/px/td//A85fdrK+f7kT/40v/97H+bWW6/jH/+Q5QnE9ZT19SGtVstdlyGu1xg5Ttie5SVGaUripE6fPnWGzswMM06eVxnNaJz6Ak9ct/e52mg89uTjzMx0KJ0f0tL8jbRaLZ59/jnml23R99TZU7z6tjv4sy9byJEONHNzs34Ni6KIJ554gjKwz9xvffAD/MC7/jUvJ66JpH9uYYHIPdzXXX+cBx56wBtljdIxm7114rpT3jEKbQJqUaVxaoiTkLLMMO7hjGRkiXSV8oYqUdowv2ArP/1+HzDeYTcMQpuEbstXtZkqabwUN54EMelkgqgcekWANhopJWFVmC9LDCVUTpMqw0jJZs9qt37l4T/nnd/2blqftQv4pz/9SWrRDCtOYaTd7bIxWCe7at8fBw1qcY2uwyHPzrR5/OQLbG3YxeP73vseXnjscZYkRK6apIXFq1aD0Jipxm4VtiJQaf/b/wif/Jqvqva/NHYk+X/J24SYHuMdv/SbfPKHvn/6EeNWeF9MsOczJQCbHd0E78y5/fgGEJVLckFgYNVNdvV6A429Jl/PlBIJU53uMEQK4VVNLJch8BNovk17eDdeGfGJT3zcq3VdvnKRxYUl6m6SLrX9zaumXLvV5sjBw35DnSQJjYY126q6Wkprhlt974HRarVpNJq+uqe15sSNN/pixXg85tLly16PfXNzg1qc+MWst7FhtbxdMaMsNRsbGzs6mEkSE4XxlNNSlghtfAKea0v8ChM36WSaUAZ+Y1JV8KoxY6tggqKwi/xgMCBJap5cLKWk250uLFIIoiDCCEO5rSsWSEHkPpOPx4RJSODm50gGZJOU2FUgjdaUzi0UbNI+SVOfWJTaYua1rvhWAiG2eXNoSzQWhds0EJChiIXwmyFkQK40oWs2BFFAKQ1hRaQLJEgQ4bauo5z6iWhjkEHgOyDpZIwyJcLn85YQaRwXqtQlaZ4SxAHamQTW6gmlKtno2e7S0vISQRigmZKoB4Mtb+bmGb678YqIPJ9wcME+w1pr0jTlo/dbkv573nED3XaLsTOUatRaLB/awxe/eB8ATz/2GGVuaNbg+gN2vrjzjttZ2X+Y+UNWG/5/+3vfQ7NZQ7lxI8oJs3Oz3sQtDAPLNXLn02w0GAyGNJ1ghSXtTjfXjUaDra0tP9+0mi0Kpej1en5898dj70YNtuNpnGcFQBxFJLVkBwdAKeW5jVobyiJj7DYNtmtQ0GrYLvs33nE7axvr3HSzVZY5eepZYjcHVh1RixaYFhrzPENKwZNPPgHA69/wJo4cOcL7f+59gBX2aLfbHD1my3Cj4YBDhw75zXcQBPzFA/dz7pTlPvz9f/YfmevUuP9+KwTzj977T/jgBz/ozV4ffvhB+lmf9/7I32Cma//fcAQynLoZ19oxg8GATsfe68FwhFIlhbsv+1b2Muj3GbtNQSCh26jTdLnaxUurLC0tUrj7GjmBhapo/F9/7s/4/h++i/2H9jHYHLpjZHz+/s8h4qoAq9lc2/BzVmYMzWaH2OVqm9k6Lzd2Z57d2I3d2I3d2I3d2I3d2I2/4nFNVPo3rl7myGGL2RqOR2z2NllesbvDP/3yfURxRFjhL4EknFZhpZCUhSKMEqYKjGKHdJ3Wgla77XfJUgiyPPd/L8rCsuM9ti32/waQoa1UKy8Jan0AIoetLVWJ0YZgWxk9iiIoBaoqRqExusBE9j2nzz5D46GIN7/ljQBcuXSBcTGm5rBqDz/8EFEceIjSvj0HkQgeefgrADRrDZbmZ5hdsZWDN7zlbWw8/yxPnD7JglPriZxiToWumfINqvM0toroMf0SIXfCmrTWO7gL/6Oq//Q9039Ux6sgOp/8oe93u3p3L2GHnCpOEWOKIxTIbef0l35n9Q8ZESnlJV/3HjrE+YvnCYNoWukXwu/0q/M02847DEPbXXDVuEp/dzdeOdFpdbw61+LcAsJA4qpBkQhJ4tjbyR/Yu59Ou81MxypdVPJvURh66IsMJGtXr/oqervdsTrtbk6Ioohmp+2rYnPz8+xZWfE48K2tLdbX1+lt2g5UHMf0NjZouOOlE4vRrbCuk0lOs9n01aTp+UTgFGBEIBlv0+5O0xQhpMfcSiHI89z/vbKCr7TjQTOZTHyrXUpJrV5nfn5q6T4cDgiiiDhyVU5VopSiqDxRAk0oQz++S2MIG3Ui19oWCKJS+XvabDbpbWwwcLAoGUqKMkfllVKaRAZM53IdYEpF6TD9qijRkUDLAO0m1xJDJCWR89nQSoEICdw5KxTFtnlMoZByKq+a5RlJUvMOqmmZkk9yr6W/uNAlSqZ65UHgPiuMhwTZhqWgO2db/GEcEgQCY6Ydy8kkZWnJSjIW+defR3fj2okLFy5y4oR1aB2ORjz99DO8+40HAOjOdNja2uK3PmGr0z/0fW/l/IVT3Pm62wG4dOkSN996M+fOnePgdTbP+egf/SG33nYzH/nwPwXg8JH9BM02met4BWHAeDT0lXulFM1me8qn04Z6HHPcOTw/++yzaAErLm9aWVlBK83qVdsp6PV6NIOAvXv3esUpE0hqtRqnT1ue4draOnEUTSV8mzPEcezlsJUqrXLNNtWzshB0Ohat0GqtsLW55XlJFy5dZGVlid7AjvU9ew8wHgyoxTUvZTwcDmm32x5KU4trlNLwlr/2dsAqAqWTMenIrufd7izXXXcdG+u2sp2mE+bmZv1YPnfmNHk24cnnngPgS1/4NL/967/Kv/3RfwfAhz7yYS5dWedXf/WXAfjil/6AP/jwB2i2JGubffd7ztLtzrC2Zr9jMBi4udeN9dh2PCoeQhwlNJIaigo5EJHEdTau2s+36zWSQJI4d93NzS1KVfpr/g+/+D089+xzpP2p78fltSssLCyiM5eLRdZjpXJ0TyJJv9+nP7JzVJpN14mvF9dE0r+4uEh/MLVZ7nZmGTrJxclkTBiHO/H6CG+0EgRWblNrRWgqbI0hkIF/D6XFpFaTeFEU9u/bktsiLzzcx7a89A6C6na4jzFWj7baiBhjnOZ14RdQVZSAQcrqtUYGkrSwLaBQKM6cfZZJal+v7F/ivvu/xP591gjquuPXc+bsi9QCu3CtXb3E1uYW+1cs/KfWiAmbTS5csfCBj3zoQ5w4eB37rj/B5lN28plRgFEef+tFMCvcnwbDNPkNpNh5DUp5LX74amLvXxbS6/RbSUIh4He+8hgA3337bTYZk9Pv3XFMww48bVmWvPQrhRB+M6TcxmKK+zcgJLFL6EIjKYwklIYdB9r2b29g4o6RTSbUGw1v9lbmu/CeV1oEUpI6i3spAxYX9/h26tLKPm679TaPx+9v9mjU617CFWM18JU2FWoMXSqWl5d9u1w7uJ92evRZnhMG0+S3KAoveQuwtLzM8p495I4Mtrm5yTNPP0XfbQLSLCfPcqrt62SS2mMZMd2MBjWLPd82NvI899dVaXF7GUmlUGXpyabVBr7SyAa1YzMdxzEb6+v03X2J45ggiDHKICrYvxBoo/wYj+MQEU79BoTRxFHiE3Kt7NxZbYaMsYZAkStuGKHItUS55LiQBY04RLhKhQxsAaei9etAgAxQUUjpCiiDUtmk3+vq20JB5IofBQodGLQrekQywhjQyp6TEppmEiMdJyCJYxqNuoc9KKNpRKG/j0ktQWAcZt8mOEqXZOPMJ/l5kdOudSidLF82ySmLDZaX7fy+uDjHbrxyIggkTz5pMf3dbptms+nhg812nSzN+f53vta+brW4ePEqJ8/YhPvy+RdZXb3KsWNHfbKblZpPfPICkcN5pyQESlI6rxByKHTpceFBEFKvR4Shfd5e//rX00hq3HPPPYAd2+1Ol80NO59cvnSZ9Y113vEOi1N/3V13c889H2Pt6hrS8ZSWl/egytITewHiJPZj1XIKQg8vDIKAer1B6AQPxuMxkzRlec+ye39Bs9MmdDlPUq+ztbXloXxzc/Ok6YRms+llgWu1OrVajWxs5+qTp85x+9138dTjlgcQRRHPPfs0N918MwCtZpPJZOLX7G63y188/Bc88rB9/6kXX2Tfvr0ox6f4xEd+jx/8e9/Hr/3abwIwO7/Ar/23D/DsY58C4N7P/xFa9RkNCqLAiRM4AnTFMxgPUsJmSMNBqdY3KuiwLdgYLajVG6TjkXttuQiVh8JWb4vhcOhfl6VCRpL1DQsFXFtbp16rIQPpuU5hIInjgEFm82BJTDbJfZEplAGdTpvm8hKALya9nLgmkv7hcOgXxzRNCcOQs1esRqrRFg8ZO9xqoQuESLzSjDHarTdTolUQBGCMr/wUQnv1DIBWq8VgOPCJo9aaKI5RDm+ptLI4s22aqNYiqsKEugRRVqQtjcFWiKvrCKOYLMsweuq4WRqDK3gRScGkSOmPbNJ+603fwHrvqmfbX1ldJY5qFKkdgPWkTrNRsug0dKNaA1GW7F2wlaW9Kyu85vVv5NE/HSIq1YqNdWpK+zK4Es6YzAvjVBX16X3YbnT10vh61XZ/1B1ZuuNqLE4VcAy8lFqw429G6x3fZYz5qm7DlAi8ja+ATfC0EQi3wdPaYqNFmeH4R0hpdnQfKqzidiMTrUpv1mNe5nXvxrUTQgR+cZIyQmvtn8vrjxxjYWGBppvUJ6OxVZGoVHDygiAKMaUl+QK0uzO0OzNov7fUFpBeEU6lJbFXeHujtdeDByiLgrwoPG58eXmZxfl5Nh3J9vSp0/TmtrhwwTpFGiOscQ3SV8mz8YjG/KLfBIzTlDzP/aIaRRFSBt7jQojEGo5tU7YIt5nzycBWDKuUuiw1WudkbrMUBB0WFuZJ05TBoO+OCRXPxt7bkMXFOTadp0VAiNalF1JDW1JsVak3mSUKZq5iJWRMGIIMnVcAIcm230IVBRkG4TY6oYwoVGm7tS6pl4GEOMbtvwiCiAAJ1dwbSwTGe6vIQKKN3sHpStOxd7+Mk9h6vciqylpSqMzzEtJ8TBhY5aNOp+Peo9jMNpg4kuTq5cuEwbbNkBCghU/6Ws3KIXQ3XgmRJAnra3YznDfrRLWYpSWbcC3v3c+5sxe44YRNTC9dWqXRaNN33eYsy7nSW2c8MbznB94DwMfu+Thzc/P8yI/+ewAeefAh/uRPPum/zxhjXZ/dOFtZWWE0GBK64udHP/Ix7njta7jrrrvs5x97nN5WzxN3m80GBw8c5PnnnwcgnUwIgoB+v2/VqrD5ynA45OhR6zRbliW9Xs+jLtY31inLaUU6DEPCMPFzluU+1X1xtVZLGKcTSmzOkm2mtgDhzjkOIoJAsrZ21Rtltlpt1tfXOX7DLQC84S3vJIzh4QesMdZ4POY1r3ktYWzHf6/fZ2F+iX7/vD+HS2dfpHRGmu/45r/Oc8+eJHbFmW/+1m/l4qVLLC7azfaP/Msf5tGvfJLPf+qDAAz6PdSk5MUXTzO3YH/PPB3RbDYxbl5NogiD4Kqr3Gd5ThRGfuPRbLaJZFhZS5GmKUYZ0mKq299qNj3SoNlIGI5TnnzAzgWvfesRdGG9pHD54YGDB2wnoSrYqJJms0bmxAniWoM8z1l1vg2jrZcvDLCL6d+N3diN3diN3diN3diN3fgrHtdEpf/SpUscOnQYgNXVM2ijuXTJVvqtJbr0LaO8LAhk6BUnQFOr19Cq9NVfYwxaaSbG7v6SOEHpaSvbGMMkz0iqSmBgq92VkgYOyeN13I12rXv3nUohggBfzhJMZelc9yCQtupfY5H3oAAAIABJREFUYXKDMCSU0vMAojBhkpZsrNud2gsvPMNNN93EyResa1sc9ZkMh0Su2izagqurqxw5ZHflR47s5dyZMyQOYnTm5LPca2D9ymVufdWrADj5mU8RCkmsHA5QaLTCK2N4VZ9tlX7rTjqF51T362uF1/ffIanp9FLdN1Tx2sP7/L9lYPyt2+6nAFV1LdhW6Rfb4EJTVI7YBlnSL1FeUmVJkdtW20wr4fmLQwIxfdS1BilCf35VJ8GreWiNLgvU1Ljga17/bly7EQQBiauq53lBFNY4cMDKuh04cJAA4auy0nGAqvFt4YLGYtmrFn7Lyl2+dCz4V9qgtPbdRFUqyrzYhnW3b0vTqQZ+IAVLeyzGuzXTZdwfUnPdhwsXL5LECUkYo11VfNgbIBBMXCV+NBxaR2DvPG7x9lVHslSl63A6zL7W5Hnux5OU0nKRwuq5z4jjwOtRV50DwEOKDJpQhJhKNz8KCYOAmoPGZGmGUhrlFMSMsPNm1ZbWWlHqktJJfJa5cjAme3+SJGGuO+u7F5PxmCzLkO53UFoxk7Qo8xztzjsvS+qdDqOxrXYVZUYQQFY5DQd1tIMq2muw473q5Nm5ficECWJ/zUopjADtOiKqLBFEIPD8ieFwZOVVK3hXprhw7jx7HMY6iiKEhv6mrRZfXbvKbrxywuiAtuvqQMD1x44zctDcF55/kdlOlwcetPLbZV7SmalTd4pW119/HUqV9HoDXvO6NwDwH37xd7j9+ojf/73/DkASNgmDkMK5uhZFQaNWp3Tohd7GBiAYj+wz2um0OH32LHfeeScAtVqNJE7I3Nit1WuUZUE1sK5cvkIUWl5Ky11HvVanVmv68V6WBWVZ0nddveFwxNzcnIcPHjlylLW1dZ97xbGdH2pOFS0vCsIw8HNmWZZEUeznzH5/i263y8LCgvdAOnXqRY4ePcpdd73J3mcMP/mj/4rFvbbqrpRide0KiYMkrazsZXV9zcuQP/XoQyzOtbn+mPV5+ujH7uHY8ZuJGraT9shjj7Pv4HX8mx//Z/b1lz7Oow9+kn5/1f2SgnazyVve9CZWVy3KwhiBUYKBk9WdqIKW4y0AyCikNxwgHJRvvddneXHJz2lhGDLJJ+RuDhPAaDKhIngGoUCWgle/znYfhHMEB0WnYSFEWZZRS2okDSfZOrDyycXQSSNrTb1eQzkfp1vvvJ2XG9dE0h/HMRsbtnUyNzvHan+D3C3IcS2y2tDuwek0W9ZUpdKil5I4isnRO6Slwih0D70jbpbKY1VNIAiikEJPdfsxeI3lsrDEXg//kE7n3be0BbpU3uxLCokSyiX/041CFEWUxVQ2LwgDqkR6q79FkWsGPZsEGCSt5ix33GHbdU888Rjj8XiqeSslr7vzbhYWrJb4oD/k4KGjRI6sNr+wh/OnL/K2d3wzv/sbvw7AiSPXkZ6/5C3vA2NAmG2JS7VV2a5P/dUJvl8std0NiR0t650JN84Ipzo6wN/6lf/OH/6jvzN9xzZZ0JfKfFrfgGkSgDBoPc27LcfgJedntp2j0ShZehLfsNenVWsznoz9RqL6batFHBFYjLY7XiCl/Q6376gW9t145cRoOGZ+3o4Vo0ccPHiIm26yuv3GGIqi9AS0WnLEJ8Bg4YbK4eWjShe5mg8qMr/bAFTQLyGtF0jpCFX1et3CWrxspkFIiRYVxCQgL0tKl8ArYwgbCbe92up2h0nESVUickXHEYy7rTZXez3SicOiK4vHrRblLMtoNzsW0oMbK0oRTAcPQRhSqArOYxPhMnMwGDR5HnjTqjzPEWLk5I+nhFQp8RBAbRRlkeMQRRRolCk9U0gGFj6TOWMsC8EUXvavlMolKvYAR44cJaknnDr1grtvmmarxTi1GN1Ot4s2hka9Qeg4V2OVc/MtN7PRs2vIi6dOkufTY2ql0ErvKGbIICA0lRBDQa3W9puGvJiA0EiH19faYNT0t5YyQMiAQIYMXVu9KEqb5LhkJoliZBCw6QziFpeWkGHgi0CXL19iN145cf7CBRoOf9+ZmaHfHzFyXK/BYMza2oBN55mzsrKHpZV9PP3Y4wAsLS8yTic0WnXe9x8sofSOGxboLu2h6zw3fvw//Re+72+/naCwz3Qcx9Tr9R2a+SduvIHHHn0SgM1eD2MMn/jjT9j3Rwl5Xnh8/Wx3luF4QOHmn3rDHmuuNcfdr7cJ8rlz5xhOMpKk7q6jT7c7S6NRiRW0uXjxIvv3Wx7h1lafdrvj56Msy+j1NrdBilo7CK9pOqHVavsiw969e7l48QLpOCVxG4cwjvnWd34PH/z/fsmew3CdznzHF0dqtYSzp89tMwYNOHRgP6vnLGwpHw0oy5JTL9j54vV33c0jT53i5tfYJPhbvvVvcuPxA9zzWz8DwOWzz2OC0p9j12nrnz59mtk5y7OZZAVPP/McTgeF5kILYwzDoZPTTGLiKPH4+7IsybOJFweJ45ikVptC1icpNZn4OW84GDLfajN0nCJZCago7bmt9jeNkY7bZMqCIjVE7jsDBKJQNB2vYO1/oohwTST9k+E6c/NWd7XZmuELX76PKusTpkrqpmTS0JkpAWhTUmQlUZBMdZiloN1q2CoYeA39ioiVqxIppguwEBIZhZ59rYyGcvpgCLfp2F7l0xifRAZhSKlKojBCesC8pCxKjxstshGmjGi27EPWbDTQdekdPdPJkAuXznLj8VvcF1h8fZVEdDodsmziz+Hq6lWSpMHevYcAyLKSu994N39+/xe4/Y12UMu04PLlywgHRG6YgEDlvNQsq1ocX6qSIwRuk4C/D9sdfKeffMnR/OKqwUj+8B99D9MsflpN3/neaZhtpGn7d7Mt0be/w3ZH3x2dABFQx5A7NRCVlTSjBlmR7XRclnLa8XDP0vZzUWbaAZlMXj4zfjeujcjzkkuXrMfF3r37OHTokDWnwlakpBQoNy6CJMZoTeyS3dkoYtDvs7m54RPLrns2/uxPrVnK8t4VLly4QK9nF/piMqFWq3vH3iLPefOb3uy1mnEO3lXlzmirXKMqbLsQaAzSYVeP33iC2dlZKBTDTbsQqLygPx7jiugktRpbvU0SN4e0Wi1LvnPPbVSLUWVJVlTdxsB2HLfp9tsul/PAMAalNKGroO/bt58kSSiKwl9nFEdoowgc6S3LUko9QQf2uhozLYpCU1b8KMUOHe4gjAiDKUenrIzynHLODSdO8MTjjzPsT4UdlFZ+9iiVNUVszzQhdr/fuCCMtuPrS1RZ+oKINo7PUZnzlSVhGPoNHUojAzxJW6mCNB0SRZU5V0yW5khHokyiiIAQoSX5pHDvCRAi9Nc9HAyJ49hvwKSULCwuMdqya1JZ7iJrX0nRmZ1jfXMNgAKI4jrPPWMTzwOHD1Jr1rnekbMXFxc5f+4kM1079rc2N5lb3s/D993Hwpzltt35+jfztu94Nyefs539d/+Nu8mLwqMNnnz2RY4e3OPNAYMw4KmnnmbRceNG4zFKKfbvtQpCs3OzbG1t+ep0u9Pitbd/A+eu2GRw9fJl3vyWtzhFPjuaFhYW6J8+w5mLJwGIkphOZ2bqoeHw/BuOcDo7KwiDkMGw4ipMmEwmNF11Oncb+4oDoNxYFU4N4dSpk0wmE0aj1OdWb3rL23jgi5/l0Sdtl2Rxqcvhw4c5d85i9su8IJrWW2nV6/zB7/4O3/w2q3r4ew98me7MjCfFpqpk5cBhvunbvguAu77xBP/5J3+EUA/98R/6i8cZuC7NdYcP02q22LfnALV6pdInyCea3thuZjrLs6TZhOVl27XbGGwxyVLiSg0ujmk0Gp7rMEknNGfaZK6Y0m11ULkidTr+sZCMR6lXckTDcJJST2JfeKolNdqdGZ/DNmp1JkXhO8GBFOTphNh1WaoOz8uJayLpP7B3P1tDW8lZH4wplPbVYu1gOQ3Xok6i2LrUVYZSyk7y7VaL0diR7lpttCh3SHJacxb7oCVJYs0c3JOUFzlSSq9aM1YKISUT5QhyShHFEUU+7RyYcKogVCpFIAMCKXBrOkWek5c5yh2j3WoySTO/eQlkQFFkNGbsjzbazNnsXeLcBfvg/d2/+/e55yN/xIXzVk4rn2SMR2P/YNUbTcqyYG3NTkSzs3Osr11lfmGBL3/5zwF4491v4IY3vZmnP/sZADq6RGozha24qEiw5iWbgUqGrgpt1I7E+Gs0Bb4qfu2LD/L33vCN/jiGne7HXy88hKj6zpdAkqxYj5iSj6WwDp8VxGHUp76whBoaYi8jaMM7kVZEYW9AZKy7Z2Va9DIUi3bj2opWq8nysoXO3HLrbSztWfadvVKrqlQPTJ+xSgggCkJarRaz3Vn/TJw5fZpHH3+Mlb22JXvihhs4sP8Al6/YlvDm2hoCwdmzZ+wJCMGnP/tpQrdov/3t30Qs8ETeolQUZYmsTOWwpFgjnc16LeL48etRecHYEQLTcUpnocuGM3Dp9weMRguMnZzdaDCgHocYbeeQUEYUZUk4sVWzPLdJfrVYNZpNyiJn6BajelKjyHO/aK+traN1SbvdYqZrE+qyzAnDhEbLjiUjEqJYYlzVPBtJimLsCywWcoRXIRGAyjO/6GdZRrPVotm039lsNjl67BiXLtlFf/Xy5R0QQGEM9VqdwWCASLyaA+fOnaXhJPEEAYLQuv8CSNv9naqQhAjwsqJqrEjT1Cf9RZEjROCVeIQIyCaFV2tLghqlKuiPB6RVB6I9QxwkTPLqXjbsZsaZua1evIRQwnd+p93V3XglRG84YmX/YQDOX7zE+efO0J2xFe8krnP4wD5OnrQJfFGUBDLk+C23AfDB3/5t3rrnMD/xYz/Bn99/rz3GC0/zJx8zdFrWgVVU8rpuHTtycBkhBVfXbOK5uNBFSukTbuvY3SJ2KlhhFNBpd9jj5rwwFlxevcIhR8qtN+q0Om0mkwmh2+Rn6YRup8OlCxZKrVXJ2Y0N9rg5ThlNlmW+sh9FEaVSHmpTSXpXhc0qfxo55cUwjJhMJtPiaBCwsrLC2QtX+M53/U0Afvu3fpXeZo/EbeA3rl4lFCHKdUDLMmem3WbkxtmjD32Fwwf388wzzwDwbe/6dh558MtcuOiMr0yTH/6Rf8fR/RbK+X+9/8eoBwOilh275y6dY25hjj3xHncPUtazDUJZQ7vx/pnP/Blv++tvxGy5HGJiTREvnbf3qdZuoo32G7LZzgzaaK+CpIqSdGtIvXJzL3OMwRdXjuzdx2A8YtWhW6Jmk0AEpGnqFYFGoxGTVHmXcaUgkqHvNo5GKXv27vH3fKu3S+Tdjd3Yjd3Yjd3Yjd3Yjd3YDRfXRKX/hptu41N/9gUAnn7+GaIoJNKukhQYoiT2uNWiyInjOh4m4jD9aZrSadtqVJREaDMlZoZhxHA0RDo4T2ACavU6E4cbK0tF3Ig9QU5ISRiGHqMlAmnt4avqldGEbD9+iFIW21qZ61QGT5X5jsXFKno9yyvozswymox96ywJIyIRcfqsrewn0V9wxx13c2mfhe88+dhfMMnWeNEZaWiluf32uzwhRkrBeDykXq/z7e96FwD33vsFXnPLLdz4xtcD8Pyffp4ZWfMQJIH25wZfX5JTELjbvhOqs+PzYjuRF153dL/7sHuvsXj9r0IYfb3wFIBtfAAc5EgbREXUNQojBcpVEvV4jMlzlDaEVO16hdIKaabnbTkXU2KfKkukq/yZbUZtu/HKiCCOuemWWwFYWFokzabVZfsI7/RtkFJ6/sz999/PzMwM4+GQxLVPi6Lk0KFD7N9nn+dGrU4QhszNOxzoOLWEVqflPBj0GY6GbDm864c//CHKMufYMWumc+edd6IKK8MGVuJXKU3gKl5lnjlcOXRm7bzW6nbYf/Qwo5HTfk8nXLl8xZPaNq6u0+/3PR52PEzpbfSYn7eQgPF4jDJTkyoZhoTtNu12VcUv6A+2/FxbliVSCs6dO0cQVUuFotWp00orLtEMeZ4ReVEEQRSFlOXUR0VrTelMZ6QMiOLYS5vGcUyt0/AmZl/64n10u3MsLFoi37qT96v4WVppxllKqEqiMnK/dcjlS1cAS87L8xJ2GABaboU3OhLWUyV2UAohpZMIFf63DoIpiVmIAK0V+cQZiMUl49GI8XDspQfLwmpvT0n/dp6auKpnFCZcXb1CENj3V9LMu/HKiINHjrHgquhfuP8hdJlz592vA2Dfyl4e+coDXH/9dQBsbG5y5eomf/t73wvA2//Gd/H7H/wAK8du5M0z9rn+49//DVYvXuS8e2alkEzyiZ+jmm4e8d4hQKfd5r/9rpX1fNe3vIHNzR4HDlh4TxzFRGGA49DS7sxy75e+yO2xzT8mk5QHH/0K3/W3vo/CaVc/8+RDVnbTdR/r9QZbss8Z17HYd+ggQsLWwM5hQggWFhbZ2hr611bGs/L1KQFBo1EJKOQYY/zYzbKMI4ePEIURH7/nd+z1CcXKnkW2epY83JlfICtKhkP7Whp48vw5qqZ8NsyQQnHdYZsXfejBP+KWV7+atcmLAPz+Bz5CqQb8xL+20qixzJCxpH/VVsJbzSarV68w37YdliAKCaOAZtKk17e52evvvIOiKChKC5lJ6gnFOPNpzWS1R61d9/ngZq9HGAa0HUdsc/0qRgmkcpLfKrT+R8Lep09/8gledcd+4mTqj5ClKXMLsx6eVU/qYBSRex7azY73AQBod7uIQiMCe1Jjx1d9OXFNJP1ZrgidBrLQFm4SOG1XGYbEUVhJ4pOrnEBJ3+Zoddo0G03q9YYn8l68fJ6J0/sHSJIaGkPm8PFxHFtjHrfoT/Wt7Y+ilaJUahvsRWNM6VnrRoPyxFwbRhUILCMeLGQoCkOSaGpkobbhho0xJFHCWDsTsqyEOCRyyfGlK+fZu7LCeGzPOc1KNi6f5YAz7xoMemTFgMGwMtKJmOl2uXp11W8E9h85zENPPsace733tptYfeJxmi63Dw2UAk9O9B6426A3X1u5p4LYuEXUI2uEh2VVcZNj4b+UsLsdGqT5nxPIsec0XVwN+KRBRo5s7E6qGI+IyoJ6rTZVECkLjGungiVVSiGmGutYnkaVJAi52xB7pcXx4zey6IxLwsiaMVW/p3Rt6Sq5DYLAmmU99RRgtfkHwwFJFHm8qjEGI4Sf2AunjKG2EeVkEPANr7JE3I2NDS5cuOAhRhcunGdjY53zDv4TBJJjR6+n7hLPUZYTRSEuN0aXGYVKac/MkBcVLEkzmYyo9rz1Ro0TN97AyMFzTpw4wcbGJhddG/rKlctkk9zzX4QQREHkFyul7flXuNGtrS1KldF0hEVrpKXRpiR0C5bWsL62Tq22x71HsrHW8/CdSVoSBbVKxAyc0Z6q/ocRlFr5uSaObcGmUlIaDS8wM7PpjXC6s3MYjC/IFHlBgKC/tUW7a2EHAYY8y/zvac36AnCbfC2cRv82WKOQwpOLpZSMhyNfiJBIOwmYKdwvz3NK5wugS2VViMrSz5V5OiHAUK9NIaL22FNSdBjGU/fkbQv4blz7kRcFV1YtlPa2V72ahdkZZhx/55Of+DhvfsMbOH/eQtIWZ7v0tkbec2OUpfzjf/0TXDh3gVvu/kYA3v+z/yeLC11EzR4jSiISEoZuLAZhQDpK/bgqs5I8L/mub38rYFc9rTXv/ef/EYDf+JWf4sSN17GxbvOBJ554mk6zy598ynKQXvXq1yCjJv/ux36Mn3nfzwNWsCDLJmy5BHtxzxJFWaBnZ9135jRqCfWmPcdudxYpBaGDnKTjCVEc+yJCnismk4lX/4njhDAwLC7ZQkmzEfG5z/4xSVzj1lusqMLpUUo2yWi7Atva5jpxGLI0a7mPly5dJDAF/XV7zFqckOUFn/6zzwGwudnj/ifP8tPv/y8AjNMeH/vtnyXLHL5eClq1ts8vtvp9L9IAsNTtEoURo9GQuRn7neNswI033MijT1qT06hRo1vvEF+xcJzuUounLjzri4QYQ1mUrDn340F/i8OHjqHcd4zHGfWwxuq6Je/fdfdRBvnE85yM0Bw6fJiLFy94XlIcxoyGI7/5y/OSer3GcGg3BaUCYzIE08Lzy41rIum/dGXdV+GNsT9IVjq5zXqNvUt7aXXtxc/vWSDLJt7x8eqVq2xubrLZ2/SYqppjTleEFIOh3FbhMtqQG+Ux3gpIx+NtCjBmhzyf1ja9FW7XFUchepthlDGGKIhQesoj0EbbarGoXB4TojDyxK4gCAhLTdsRM5TWRDLyMl952ee555/m3d9uCSlnzp1kkqfkyinxxBGjNKWT2UkiHdcwStNoNtlyOP99R45Su+EGjCN5NGVEdOkChXNvi/LS+Wa4ivfUpwv4apLuduv6rxXaWPfdCm//fb/+R3zgBy12T27Dy780wRfb7vWUpT+9t17Rh8pVNPBumSAsNn+qAYqRhqgyVtOG9swMw8GIyXjoj6Gl3CH7GYahl/Arihzl5A/tIXcx/a+0uPGmmzwJtyisFF3gjU6cK6zb5P/Rh/6QEydu5C1vtQuqyguuXLrMaDSy3B8AKciLHDM1fUUY4Z+NPM/RxlBz1Zu5uTm63S6pq/TW63Wef944ExYos4InHn+MQ4edBO+xY+RZ7s8piRJUCKN0qkJj3BeX7rnU2nasKhKsENDptvn0Z6zChy5Lsjz10nJh9P+z995hlh3VvfZbO558Ok5Pd0/SBM1IoyyhgCWQRJAIwhhsok0y2XBtf8bX1/jaBmwu4cMGB5w+XzAmGyMMwsbGXKJAOYKkCZrUOXefPnHHun9Und09g2wJfwjNDPU+j55nWifs2vvsXbVqrd9ayyUIAuJAe91tmzhJsmcpigKVxKq7WXu+hyUknudlDhDX9QmjDrbl6WuJKl+pDewgbJAImSULxrEqEyy7pTCkRRSFRFqjqzoIp1mSted5SNYSnrdu385qrZYlEretDo7nUqpWsvk4CgLSVGLZWt9sOyRpki2IMlXJyta6+T2Jk+NzeoRFpx1k18n3/CxHoNGs02q1shKwOc8jjSws6RF1unkgKWEYZ/OW7+dotdpZNAEdbegm97leN2nQcCpwbHyCs85WGv0Lzz+f6fEx+nS1l1e/+hX8+7/+G76+n44eGWPvuXuzxn4HxuY561zBh97/Hgpa5z06PEqhp0o7ayKZEiVrz3InCDj//HOYnVVr+eLiiqpCqJ+LcrnMrl27+JP3qQIotm3TbDT59D+oDr0ve9HPcdM/f4XXve6NAExOTfL1r3+NJ192GXfd8g1AJdy2Wq3sPNrtNtWealaVMEkS6iurWbfsdruN53ksLCjjt1AoaDsoyt5fqfZkeS5xnODkSmzarLzyn/67D3PwoQd4zetez+GDKnk4iRPy+TyhLndZLhdpNxvU9OYljQMG+qtZHsL4xASrq6tZmdFStY8vfuW73Pr1fwfg8//4NyxNH6RUUvbiwcNH2GgJclkZ0RZ5N59dZ4AwTPG8HEJ3BPSEz/TYNJt0s67x2XksaVO01LOcy+V41jOezbfuVOoUPGjUO1TL3apHFcYnJhjs6c2OceTIOJ5eO46OjbFxaBO2o+fxJKFRW6VcLGWOhu61XtWJ//m8TxgGWHrOy+VypGlKSzsPqtUKjxXjwjQYDAaDwWAwGE5zTgpPfyyTzKu6Z/ce+jb00e1pvLSwhO1aTOlQ2eTMFNgSW3uW4jTBL7jEMiaIlFcNofSomVzDU+H9zNODruaQleiUhOuat7i2g7Wu1Xyqm+50Q9RCyOOavSRxhO94iMTKZCa2bWMjsu9wPZdarZZ5/oNOCMhMMyylpOAXMy8clsvS8gL3fv9uAJ7/wp/nr//6w1kFEsu2WF5ZwbPV5+srLbZt3kpvpTeToxw7coRdu/fw2ZtUy+mtA8NceeEl7Ne7Yt8WOElK0g1rS0iQ6EqGOKyrlcV/JPVZh0hVvXt9XT7x6hdmEZNuhGB9Eyz1P8QPRRS611xda3GcnKf7t7VOctO95mqQlpJ/deuGJzGl3h78JCHuKA9E5DhYsHZ/6GhCkl1b1RysG/7v1lI2nDqUikVaOrLjui5hkmQl5XzPY3Zqhq99TT0HQ8Mb2b17d1ZT37FtKj1VLMeioT0pru2S94qZpyWLQK1rYKfq/2vtuY4s9ugwdU9PD6Ojo0xPdEvRxbQ6LSZ0Ds/c7CxPuugSCHXNfZFm1cay3Blby066Db/SFMeFpNtvQqp5b89ZewBYXVllZDhleV5F9jpBh7RUItXPX71RxxM28/Oz6rxdG8sWJKnWrkcRMopZXzI3siOSJF7LRcr5JIkg1ZOI7xWJw0jre9V3RGGa5dykqaTVahFrr7ptWUgk86HyaPb1DmDba3OE7ThYrsOQrijSDjqq4k+xmPXPaEsLsNbK1gkVBemW8pUyzeb8LlJKYv1bWbaNbTu0w+76IVSFNx05sBH4toeVdqU8CWmKXrPU3BMGEVKSRXILxSKlcpl2S8mSfN8mCptZtSbH7kYADKcCL3/lK1nVlXOmjh7j2qddw19++MMA9PYUyTku2zYpfX0rCKithmzZvg2AT3764yTNWQpOlFXGOnDwYV5y3fV8+9uqmk+lUqK2upJVvUqShMNHjpLLKY+1ZVmEYUTWe0LnoZV0hEyIlDhO+dnnPgNQkYkrr3pqZuPceuv3mJ+f5wtf+Ceeee3VAIyODNHX38PUlCptvLS0hOu62XOSz+cZGBhYV2kr5PDYeFaBKo4jOp2ITZtU403P9bBtG0u7tNuNFtc87Tq+8sV/AGDThj42DV3D/gcfQOimUrZl0ag3iLWyo766Qhx0cHTui4wTknaCryOgUkrOPvsspFZIOPkCN37hYyzoOv2jAxadoE1LVyxzfY+S79HReVA5x8MpO1hSHb/TCsnlSsRRTC6njllv15FSsrigvmND/yBzc0vUl3T0IbXo3Sjo1HVksOJSyLm06uoY1b4+wlDSbKjXZ6eXiJoxN9+pIiRPf9pWFpeX6BtCGqa7AAAgAElEQVRS8kTPUyWjG802no5AhEGIlbNItAKmZ2Ajh/bvz9aTdqtNoVjIIhbdvInHwklh9Pf19nLTl1Sd1nwhx8TE0exHsxyPvoG+rP71yuoyea+QdX2zfYGwBGES0emoBTpKYixvre5+JwxI1hmarquTy/QC2+1Cm2mspFTLqP47l88htc4flBxIWFZmNJJKlWtg25kGL01TpIizsHgYBlQrVZpNtQjYjk2SJGvJhVLi2BYyW+gtUivioQP3A7Bz5wu48qqruOP2W9T3RSE7d+6irMM6ruVSrPaQAI7dlRQ5HD64P5PT7BubZNdZu9mwV/UCqO/bhxtG6MaV2FIF6dd6dx3fLffREEIgEPzZN1TJ0F+5+lJVUhM70wqlSXJcIm53cX/k7r5k0p7u65Z1/CZg7T1d3bIei16M85ZFwS1gsYyMu4nZApmuNes5vgux/v2TJPt9Oz/CA2U4OWh3Ojg6uVSmCb7rktfPZhAEfPNb32BUJ+Vedullusa97kwpE3LFPG7Ow6mr72jUG/i+f9zzKqVc62YtU3UPrqWakKZrDQPTNKW/r4++HjVpJ3HC4soyNb2QTIyN8S9f+ReGN+gyo+ddQN71VDm8rrQtUY2xuvel63mkpEixtkEulAtceOGFgJIchUFIa0Un/kYBS8tL2aZ+7OgEY2NjbNigGvqs1rUOVs+jqoxgQBSv05/q82zqMqFzs3P09vUQRWtjGN20mdkZtZFotZaP68qZpglCyKzxjbBtZJpmperanQ7V3t4sfO/l8mwo5DOnkNVQC7Kqgd812pV0ppt4JxKVGNmVGKW65wlibRMAZMnFji4+4GtDIwxjOrLFspZnuI6LwM5KNssULGGTxDJLpEtTQRQmOG63VGmK64isDHIcxdr5IY8bg+HU4MEHDrBbr5vfvvUmbrn5O5y7RyXuTkxMEKd0FW40pU27vcKH3v8eAGQasrIwTaHok6Dmg81nbGdqaoq+PiUBabeaJHGMTNX9UyyW8H2P1RX1LFq2YOvIlqyTc9CJCIMo2/j6g70sLS7zvVtuA2BoaJRGJ2RwWBnkc3Pz3HHXg5y1eytzi8oJIIVkx7Zt7NihJEIPPfAAlm3Tr3sJtNotJQHSBvP09BSbNo1y5IhKml1aWqRS6eXYMZWnVC6VKVZ6KOjCAG9+65t43++/jcGyLlPs+YRBSKVcoa0bU8XtgHKxyNExldgeBx2WFuayfMFSqcT0zEJWMGF02yYeOniEcy+9GoCBgSrp8hTdOh4TMwu8+IVPZ3ZOzT9fvunLBKsdBgbU50klnp9n/z4lL9q+bRtChtRXakTawRMmMWmaZnKtuekZpqcXuORSlbi93FiirzpI2VUbOGmlBGmQdfDuNDssTi8SttSzHgUJ7UbEJZeoub3R7lAdKhPrcu5Ii2arge2s5Rk6jkOttorQ88nhw4eRtk2g5zxbQiHn0WrrvLQfIe/wpDD6b7nlu5x/wQUA3Hvv3QwO9pOvqh1uu9Omk3RA2coM9A8QREHmCY6DmEQklEpFHFfdbEEUIJHZBRKWjdWd+NX/UYvlcZ58d33hBZ0M1m0gk2B1teN0vc1p1khB6MlcIrNjlPJ55dFKupO8IIrXRRP0jrp7Hq4QhEEbZLcaj0SmCc2mSty4+ZZvcs1Trmf/ftUQZH5uipHhzYzoNu/LC8s0Gg0ce03vnkpJ0AkQOpmsZyDH/iNHuGDbNnWexRJBuJDd3FYicaQgXdfB85EWp+NyH9TlXPciPPfcM/U5aI/d+gCBpVsHieO/d72Gf72R36Wrx15rLtK9rui6/xw3pm7We7MTUF9ahCSmmwGZJimWY2dJmF2vyfrzklIi4zXNneHUIk2StWhRmuA4DjPTamH55je+jmM7nHmmuk+rvT3HeUoyL7Nt06ON9FKpdNwmvTs5d+k2kVuf8yJTSaIrZfm+n1UDA5AWbNy4kYH+ge5BabcDZqZVstfYsXEKlSJDG4ayuTFNlU/f9dxsfHEaZotHmkg6spM147NsC6/iUe1VDhOZSDYGw1n1n/37DuB4Np4uNtDr9BGGAZ63Ns8FQYckzWeee4AoscnaVQNRGBME6jtdxyUKE8Kwm8hqIWWC56mFv1yuMDs7g+uq+b1UKKtIqzZeCsUKff399PcpPW0+nycI25kHvVZbodls4LruWvKakLiujUx1Xew0pVqpZJG6VrNJKtKs4IDnuMf9Tl1HRNcZ4YAqJCG7zfnU8bs11JHdZMa1yG5spzo4rT/T7ujcgW5ug4pmrzkvTJ3+U4nLrriSD37oTwD46Oe+SsFu8oHf/X8AWFqsMzI0xNFxZWgOjmxl8/AmDh44AECh6PPw/ocYHt7EyHY158wu19iwcSNzcyr5M5Upvu/T0vk0UkIQRDzzeuW5v/Xm72HZFldccQUA995zH/fcfQ9nbFd1+Pc9tMB55+1lz9492Zh+8MCDmQOgt7eHy550LpPjU1n31v/+2+/hI3/5HrZs1RX2LJsgCJjSTQ03bNigqoOla4blzMxMlmw6MDCkupfr9XFpeYldey7mhp99LgB3fPdfqXiSQHcuxnbI5TySNCbQETAZxcw25rIIyHKzjWU7OFY34hEzPT2WOUMPT8zwM9c+jV6tt3/tK17GO//gXVx8ptq4TD88zv/4jd/hbW/7NQCuuuIqxsfGCdpqjizmfYJOyBnbVS7V0vwiW7ZsI41dytprXq83WVhYxKuqMXUaHSxgYV45RXafs5d/+vxnKfZpR0USU61WmJ5W19V1LYhz2Og5U9q4BYtWXXf0zQsWlpboEeo6FhxLzeHCy5xInuMwNDyU9WWI4xjbtbN1p1IoMr+whNONHDqP3eg3mn6DwWAwGAwGg+E056Tw9Edxh7TZbWcO9XqdgaLygMWuS61ez3ZAQdwmiWNyFbXLSuKYVKQ0G5K2Luvm5nzyhQJCNLJjOI6zLrQak0i5FhIRx5eXT2WKba1dmiRJsS0r08ImMoV1OQJdT7FjuVnIOI5jkjQh0d5iT9fhbum8A1dXiOjqiJMo1GVI9RhRVWOkDh8fHTvELbfdzBvf+FYAPvuZT3HnnXdx2SWXAbB923bmZmZptVqZNymXy1Eul/i5F6gKQPsfPkDQalNrq2PuevIzue3LX2DA6tbQltobtlb1gnXdMLte++51WJPSrCGl5Azdjly9Zj1y7Ru5tt+UrJ23WKfdX8+aZ04cFwkQ2Lq56rrcAyBOu6F7n/r8LJSLRF2PvRBKk6vvB6ubA5J2K0gdr89Ojh+K4VRg3T1iOy6N+irHxo4CkCsWKFcq5HSZONf3aDVbWUXH7v2VJmk276z3wnXfAyfcd1Ku6/pqqy7g3bK22svbvceSJFZVqPT7t+/YQX9fP4cPqdD51MQkszPTHD1ymO9+V+l+c7kc+cKaln3bjh3s2L6NgUE1V+bcPI7nEmsPUxBHpIHE1xXBgnZImkqmtYZ306YRbMfOZE2uW6DTCbMImG2rSjuNZi2ryNE9ttD+ok6rhdSRFIAgCZicPJp5+lXIW+D53Zb1DkHQyiSE+UKB3r6B7O/JyUnOPe98CrpU6vT0DJVyOTtuX18/QggWFxayss3LS0vk/FyWH+W6Lps2b8oq/sSJigx352IpHex11z6RSsrX1dsL/Xt1CzdJKUkiuVYSlASZhkgpsupOMrGIk5A0XVsTwiDI5D0qkin44ZpohlOBer3GH/7h+wBoLc3xm29/M3fdeh8Al164C7ecZ1iX0263aixHDaJIPTML8zWGhoexvRxPu+7ZANx+5+1sGR7mvvtUzp5EydG6smXLUvk7vb1qLe3r72NlZYWJcVWOt1wuUygUmJ1V0YUdO7azecsmHjyktO0XP+li/ILHPq11b7fbXH/99Tx4/32Mjas55htf/RTLSyss6xr5d3//MNtGqwxvVOqBgf4BZudmCZvKu5zz81ik1OtKfdDXt4GlpeXs2b/hec/n8NgyX/rc3wHw8A/uwPdsVrS2vVKu6tyEEKHX5yDs0Oq0adXUd1bLZXLFkcxzffDAQXL5CssNZdtd9+yfpVD2mZ9TEdF3/cEfYHWWWJhWryeO5IYbnsXH//5TAPSWS+zcfSYtXdbYLhUp5PPMzSl9fd7zWVleZXZmjlCXDQ46ESPDG1iYX8qudZKm3HabmoePjB9iZMMQSU7NH44fU1tZpVpS8/D01Bwryy2KWk6KgIePNNm+VZfj9ByCtsqVAhCWrg4p1qJ/YRQSNJOsl5QlBHkvp9QgKNuwUixlaoT1+UqPxklh9DfrTRxXDfqCCy6k3WkyNq6bUAlJX08f7W6ICInnu4R6ERK2QPgOnSDIkhzqzQaplFkJxjAKs/A7gBRClfTsJu45ttajKxzXIUnWNbGREpnKTDYjELpJlA5BSdVPoFAoIPTqFScJvuevGQepxLFdRGWdEbAuWVjaNqlcV79epAh3Xd6B5XHPfXewZZMKD15/3fP48hdv5MGHHgJgZnIW0pQtWzZni11//wCNZpszdu0F4AcPPsCGgUEquuV9YsXs2rWdlYMqDCllSiKESuBlTXd6nNRGiKwUXpfsZSl446e+xF//4vN++LX/BNGti003T/GED8kTegesk+LoIbF+MU1sia1D8VYS0lhaRBZymbwnSRItx1KkiSCWKVJPRGkc0Qra1PU91m23bjh1EKjnGFRyZbmnygP71LOyceMwPb299Go9bZoq4z6T6wnd8M0SWeJ9kiQUCoXjpGpJkhwnS1tP0k30Xyc7W/8e23aI19WLzrk5vbio533D0AZWVlaQbgLd5jkFlcvkae35w/c/xNH7D9BO1ea0p6+Ha669luERtWiv1uqMj49nDaLSVGIJkdWbFwJ8z8XTc6+wLIqFIoHWrruujWVZBJ0emm3lQJmeniAKrewZVe3i29n8nc/naTQaZMnHlkO1py/ruxIEbYo6lA8wMjyM5xcZ0/0LBgYGEUJkcqtKpUKn3dHfCbPT06RpysrSUhamDttt8p6P667JfQrFAiM6+Xd1taZ0yXphtMIU17aJu3X4LYEl16SWlrRIpKRbFTiNjy/hDBZxoq6lbWmjH1WatLuRUKWJRda8K4oiJc/KpILG+D+VWK3N8/l/VHp51y1w2QUXUs0ro277zk2ErWCtZ0McM7ewQKSfsyiVtJotBjbt4Ktf/Tf1Hb7H3Pwsvi7daluqRHTO0T0yUAUF/uVLNwHQ29dLq9WirXsNxXGM53n0d5sDBm0mJsazezgIAs48cxdTs0o+NDSyiXLR4/rrnp7deWmakpZLPLRvHwBPumAnzUYzq7M/OTWlyld3C14kEtdzsrzFBx98gEqlwpCuw/+JT3+BP/6jP2FlWm2GJh++H8uycIUu4RlFyFTSbDaz8uod0UEmKRVtuw0NDDIxO8Ohg6pBWLXay/TCKs9+3vUAFIoFao2EEb3Buvd732DP1gEmJ5UjY+PGAYIw4LzzVR+ANEho1RvY+qxrtRqCJq6WC/X09XHo4DEW5xYYH1MbqmKxSn9fJZvbG40mAsG5e5R0SkpJKwxx9ZyXrHZIO7DULSu8EtJXLtFoqnlXxLB9cwVf9/AQtoUtLFwtowxbHVzbUvmqOnE7n89TzBeI9XfkcjlsadHRcsGg2aS+sExJ94XKFR57CeCTwugv+jmVfYWqLe25Ljl9Y4VpQrvVxPLXEugQZEm6yBQ7doglBKH2BguHlZXl4yq8SLnmmVYafiur7mDbNraws7reSIktRDaBO4nEcsVagxm0VlXr9XO+r6pM2DZCN9JJUknCOp046AYvyrB0XVfr07sPaQfX9UizGrmhqsahjdckTMAV3HWvSuS99qnP5IztOziwT9XkbloNSqUSS/OL2cahvdpidMsOvnOzqif7nGdez63fvpmdF6mH9Mi9d5DOzZLT9WlJBA52ZuwLVXT/hDr1/7kV/5cv/VkeS47amqf0h79Tpscb9KlMsrcIIfRmSf1tPcLa6cQ2qTbWbN+l1uzgpSrBG1S1JsuysoY/YRizWq9nmt7NW7ayY/soAwOD6piPfjqGk4xcIb/u3kj59Gc+lXlDKpUKGzduzO7BdruNbdvZ4qZ6QVjHbSzTH9poHn9XWEJVoem6DtITNgEnbgosYSEEmWcvSRNyfo7LL1ea3bEjR1VCadCmoasQ1etN+noGiDvKIPaFR7FQpK4jEEEc8O9f+Sq2XowKebWArOou4JFMyBcK2dyqcn5aeDpHoNJToZCvMrppi/q+qEO706ZULeGsaIPZFtSWl4kiXX3Htmm26tl5hWEHz3fWro8UyDTKKhG5roOUCb29OjqRz2E7bubRXFlZ5rbbbsmams1Oz+J5PgPauHFtm6XlFUjSLKugUCjiOi6ervARJiG1lRVVQADVNCgKBXltoNtJgmuLbH3wXIcgjugE2mAX4FrOcUUGVDGCtYlN0I2EakMvCFXEstvPwFO5S1IqIy3RiYvdjeX6xo6Gk5/PffrzXHPt1QCqUaiIOeus3QCMjR9DSpu2Lj5SX1nkaU9/JoWyMmSPTYwz2N9PrlTl/h+ohk9XXnklU5NTWffsXC7H4MAgKzWVZFssFGk0G1mFqWgxoVAoZg2hpqanabfbtHVFunw+z2q9Qa+uDZ/P5di4YTjbVLzsxddy8KG7WV1dzbpBz87OUq/XKRa6FWBUw9FurtP42DgI+JouzPG0qy9ndnYWuztfVMuUe0cY2LQVgA+84W2kaY1P/f1fAbCwuEg+V9CNDMHzIsJ2QC7nZvXlhRD4OT/Ll9l/aD8zM/P4thr3Yq3Nk596LRtGVGWkqYlpnvn0K/jKlz4OwECPxeLqLJu2qNctkaj8K+0sDWWbOE7o7VXJyc1mGykEjVV1nb9/ZIIkERRLBfbuVRuFQiHPvffdzxWXXwKojUKhUGCLPsb45AQD1T6OTIwDMLh5I5NTD9Ou6yRcYWNJkVWYbHXa5PI+LV2cIGqlDIwUKGpDvdFcBcuid12t/cbUPPONDkMb1LiX28v4rsdGbZNgC+aWZzIDqB2tRaEfDaPpNxgMBoPBYDAYTnNOCk9/rpBjclLJeUrlCrbnZB6w/t4qU7MzWfWWOE6JkzALz0RpojT2rFXU6EQhlrOmwVcdJWVWY9t2bFXBRXt6HMfBFla2A0rTFNeysaUOx1gpuXyOQGjNVxypPVy3e6wSlZNEa7rwbh/6QNejTrT3sBs9sGzVIbIb5soXCoRhmFXJiNOUKIior67qMeawLJf5mgqD3//gnVx55TWsas/Aof0HyLkegwMD5FzlyRsc3EBnpc74Qyp8t7FY4uKdZzN/l9YRLsziBSH2Wo1OpW2110kW1uU6PBrv+7dv81vXPfURP3CiBnrt7/SEvznu86q/grPuc7q6j44GrImNjpcgSb0DjpKYStyg3NvH9JzycHSiEDfvY+tavyPDPVy9e3cm1/J9j9SR5PVvkySPIXRhOKkIw5COlmfNz8+TxFHW9bVSrjAyPLwm7zqhy7TS9APr5HdCV/zKooeS46MBYk2/DyjN3zrSNM1kgaDK5a1/v0QShAG+7uA6smUTfUP9rDZbWS6BLRw6rRaJlt94tofnetRWu5GABr7n0dF5Q1EYEUcJWzYrz32r1aEVdLI625WeMo4t6GgPZTtokivkKOqqFds37sASgjSN2feg8lA2mw2GhzdmXTvn5+bIF3JI2a3LHyAsSVFLCNvtDsKCvK6MEQQhpVKJRkPNa9PTEtv2cBwdfUgS0jhmemJSn7OFjBPiMM7OKUkS0nitopaXV/N7qdCtUpQwdvAYhy21pliWhYfA1VFWK0lxUwtbRziTWOIJW9XBA+JE4tk+YdZzQWBZgryeL2zLUfk+AgJ97aIkUL+njgYU3CKpjI/rBaKqwqn7p1R67B00DU88L3vRC1ltqLXWth1m5hawhbJRKvkCxUqZ889TlXJuufV2CpUeIi0XHRoeodlapWRJhnW1vampKQY3DDKpu+HmcjkGenuzKjZhGCJlmvXDSJKEZtyiVFavn3X2Ho4dO5bNaaViiSRNM6963ImoLS8zoKuPfevrN1Gt9DIzM8Pdd6v1f8eOHTQbTTxfeZw3bNjAzMxMVoJzYGCAZrPJM65W0ccUSbPd5sN//DEA/vfH/oJnX/9cpsaVFGdq8gH+7IP/I1sv3VQQRTGNuvLqp70QJBEVq5JVMpMywfd9fvADpVgoFkqsNDps3aLKCF9//XNxcz4Dw0qdcP65e/nkR9+LhzrPXXvO4Pbb72Js8i4ALth7Lu1GQI/2mneaLfr6egkjmV33iy+5mHumVC5EtaeXoBPh+15Wqa3dbHPDc5/F3XcrmdLDhx7mWdc/I+tnsLpaJ18uMbxRRSPvvPt+nFwOx9M2SeKRppKclvYlOQvHlnjdnCPPQoqUlWUVIe3tL7GysoIvfSKdb3nWjvOxkoiJY6qvy7ahURpxg0TPSW7iUfTyoOU+m7foCkyPAfGoDZcMBoPBYDAYDAbDKY2R9xgMBoPBYDAYDKc5xug3GAwGg8FgMBhOc4zRbzAYDAaDwWAwnOYYo99gMBgMBoPBYDjNMUa/wWAwGAwGg8FwmmOMfoPBYDAYDAaD4TTHGP0Gg8FgMBgMBsNpjjH6DQaDwWAwGAyG0xxj9BsMBoPBYDAYDKc5xug3GAwGg8FgMBhOc4zRbzAYDAaDwWAwnOYYo99gMBgMBoPBYDjNMUa/wWAwGAwGg8FwmmOMfoPBYDAYDAaD4TTHGP0Gg8FgMBgMBsNpjjH6DQaDwWAwGAyG0xxj9BsMBoPBYDAYDKc5xug3GAwGg8FgMBhOc4zRbzAYDAaDwWAwnOYYo99gMBgMBoPBYDjNMUa/wWAwGAwGg8FwmmOMfoPBYDAYDAaD4TTHGP0Gg8FgMBgMBsNpjjH6DQaDwWAwGAyG0xxj9BsMBoPBYDAYDKc5xug3GAwGg8FgMBhOc4zRbzAYDAaDwWAwnOYYo99gMBgMBoPBYDjNMUb/E4AQ4u1CiL/9MX3XA0KIq/W/hRDio0KIZSHE7UKIq4QQ+38cxzEYDIYTEUI0hBDbH8P7tgkhpBDC+UmMy2Aw/NcxNsrpi5BSPtFjMPyYEEJcBXwa2C2lbP6Ejnk18Akp5aafxPEMBsMTgxDim6hn/Uc2BoQQ24AjgCuljH+8IzMYDKcCxkZ54jFel9OLrcDRn9TDZDAYTn+EEAIQT/Q4DAbDKY+xUZ5gjLzncUYI8VtCiEkhRF0IsV8I8TQhxDuEEJ9Y955XCCGOCSEWhRC/K4Q4KoR4un7tHUKIfxBC/L3+jgeEEJes++xRIcTThRC/DPwtcIUOub9TCHG1EGJi3Xs3CyFuFELM62P9uf7/O4QQX9f/b0EI8UkhRM8Jx3ibEOJ+IURNCPFZIUROCFEEvgKM6GM2hBAjj/9VNRgMjwX97P62EOJBHVL/qH52e4UQX9ZzwbL+96Z1n/umEOLdQojvAi3g48BVwJ/r57w7d0ghxE797+cIIe4RQqwKIcaFEO94Ak7ZYDD8CBgb5acLY/Q/jgghdgNvAZ4kpSwD1wFHT3jP2cBfAC8HhoEqMHrCVz0P+AzQA3wJ+PMTjyWl/N/AG4FbpJQlKeXvn3AcG/gycAzYpo/xme7LwHuAEeAsYDPwjhMO8SLgeuAM4DzgVXq3/ixgSh+zJKWcepTLYjAYfrK8HDX37ADOBP4nau7/KMrztgVo88Pzyi8BrwfKwKuA7wBv0c/5Wx7hOE3gFah56jnAm4QQz/9xn4zBYPjxYGyUnz6M0f/4kgA+cLYQwpVSHpVSHjrhPT8P3CSlvFlKGQK/B5yYaHGzlPJfpJQJyuN2/n9hLJeiHpjflFI2pZQdKeXNAFLKh6WU/y6lDKSU88AfA0894fN/KqWcklIuATcBF/wXxmAwGH7y/LmUclw/u+8GXiqlXJRSfl5K2ZJS1vX/P/GZ/zsp5QNSylhKGT3aQaSU35RSfl9KmUop70dpd0/8ToPBcPJgbJSfMozR/zgipXwY+DXUjnROCPGZRwgtjQDj6z7TAhZPeM/Mun+3gJz40atgbAaOPVISnRBigx7bpBBiFfgEMPAoYyj9iMc3GAxPDOPr/n0MFeouCCH+WofsV4FvAz3a2/ZIn3tUhBCXCSG+oUPzNZRX78R5xGAwnCQYG+WnD2P0P85IKT8lpbwSFUaXwPtOeMs0sF5Lmwf6H4ehjANb/oMH8T16bOdJKSvAL/LYE/dM+SeD4eRm87p/bwGmgN8AdgOX6Wf+Kfr19c/9ic/2oz3rn0KF9jdLKavAX/HY5xGDwfAEYGyUny6M0f84IoTYLYS4VgjhAx2UbjY54W3/CNwghHiyEMID3snjs1Dejnp43yuEKOokl5/Rr5WBBrAihBgFfvNH+N5ZoF8IUf3xDtdgMPyY+BUhxCYhRB/wduCzqGe+jXrm+4Df/8++QDML/Gc1+cvAkpSyI4S4FHjZ/89xGwyGxxFjo/z0YYz+xxcfeC+wgAo9bUAtuhlSygeAt6ISVqaBOjAHBD/OgWit3Q3ATmAMmABerF9+J3ARUAP+GbjxR/jefSjt7mEhxMpPe2a8wXAS8ingq8Bh/d8fAh8C8qi56VbgXx/D9/wJ8PO62s+fPsLrbwbeJYSoo3S///BjGLvBYHj8MDbKTxmmOddJhhCiBKwAu6SUR57o8RgMhlMXIcRR4LVSyq890WMxGAynPsZGObUxnv6TACHEDTqxrgh8APg+J5TNMhgMBoPBYPhJY2yU0wdj9J8c/CwquW4K2AW8RJoQjMFgMBgMhiceY6OcJhh5j8FgMBgMBoPBcJpjPP0Gg8FgMBgMBsNpzo/aPOFx4X/9r9+TO3fuBODB++9jpd7h937ndwD47lf/mYl99/DJm/4RgHMuvYD55VksS+1XVmuruMKmXKgwPaV6M1zypIsJgoB6cxWARqtOkCbYnuo7s9RcxClYLDZrAFiuheNZhHEIQM73KVfKzE7PqUCr7TAAACAASURBVNdz0NdfpdNpA1DMO5RKJTqdDgC25TM7vcTI0DDT42oMA/k+luYb+E4BAM/Ok8/7BB3V2NIVLpVSmcGNWwG49fb78Xo3wqCqULX5qa+i5pZwUGN2ELieYLXZUse085StmGpL5dEMpxNM3PlP7NrcT7OhxnXzrbexZds2rrhMleB+zRvejOV4vPvz9wFw/3yeFW8A4ajzTlKXOIkJOiop33LyuET0NvYD8Be/fg1VGeEIvVdMU6SUCKGqd0kpSaSNo5P6E8vl87dO89E767RsX32nXSDn+bTr8/pvQVPkGGip6/Znr9nLzt4Ct02oa/2RO+aZZZC87hkUilR9ztIVwxKJJ2L6OscA+O8vOJetebB01TGJ/R/UFktYK99rc3g15f/9dzWGhj1AW7jZO9M05QsvcE298VOIv/vER2Uqu/eKjRCQJurvNE1J0rWqdJawsCyL7vtTKRGWwLbt7BYRQhCFMeh7HQnCEiRJkr2OBLnuO2xbIPUXSCmzOQtASIFlCbqR1iiKcD0ve/96uu+xhB6jfovtOFis9dJK0gTbsrPz6I6z+51CCIQQyDTNPp+mKTk/lx0nSRJS/f1RFKnrkiQk6dq1sywrOxfbshCWlc2Fvu9jCX3tsrGLbEzr5wuAOI5542tey9/+3d9mf0u59nzXVmsU8nkcRy1Vm7dsZnLsKJNTM9l1WFheYX5+nvMuOA+A0U1bcN0cu3efDcB999/P9q2jlMtlAHp6e0ikoNVpAtBqNum02tz4ObXG9Pb0ctElF9LX1wdAPp8nSZJs3AMDAzz4wA944+t/mTe94Y36B02ZnZklDFVfoVxOzfsbNw4DsHPXThzb4Ts3fweAa6+9lhue83wzp5wivOxZ50rbU/dgO+jQ19/P5NQ0AHvO2cN9997LGdu2ADA9N8Pec8/h4IHDAOzafTavfO2v8L2b7+JTn/44ADu3bSEIAvbuPQeAgltgaWmJOFb2gZfPUyjkWZhTNggShoc3sryyAsDkxCR9fb3U6w0ARkdHKBaLSEs9d66Xp1Ku4ngeALFMCMOQzZs3I9O1OenIsaPkfLXWebZDGATUG8rGGB4epl6vsbCg+nD5fo56vcGuXcpWi9KEJEmw9Pxkex6+79PT0wNAkqREYYhtq+uWpDGNoImdQn1F2V5J2OLcnaPccdvt6rpc+gz6B4do1jt6jBZSqrkIwLZtojTF6c4vSFzLJtVjSElAOCRBe+390Voz8Xa7zcT4MRr1JQCuufJaPvju36ZZn+Mdb3s9ACLt0Oo0WKqrcf/Nx28k5/n8t9e9CIAH9t1LvVXgn792CwC5vM2bX/5cfKHsqGarzbFjE4RNZQdVGyE9sU0Uqtf96gBXvenF2GdsUO9v1CkWCjRbLao9qqpovdGkWq3QbqvzKBVKtFptfF/ZUTJNCcIQX/++YRIzsvn6xzSfnBRGfyFfolhQE3Ku3MPbf/11uMUKAFe/4CW84eWfItE215l79rB43xK2UD+yF/s40qW3ry9b1I8dO0axWCRXUIuZ5VpI2wFLfWaptUQYxPi+umCNdpPBjSPML6ub28n71JpNhK8uj+tCp9OhWFQTeSHn0mi0yOfzALSaEb6XZ3xsCkcbp0eOzUJs85QrrgDggft/wMLCAoODQwCMTy/QaMxy0YXqvL3CIKG9gzN/5hcAWEjLWO2UyNfGq2VjhTZnblWLyOGHj7BIgSV7FIDVVpPrn/NLpDMP8YPpOwB40oXnc+DQQW666UsAlEslnvOLr2UpUTdWQygj2o27D0yKJaxsgY3DBhuSMT78q9cA0CPVgsy6Bdy27ey6A/giIrXVdfrW/hU+dssEHX8Yz1U3aydOCIIWiaUmGunYuFFKpDcFn//KPfz6L13F/funAIjCHMKDBHUM33JJ4gCJ+u0sO8aParztBecCcEY+BhyQ6ncQQhkdj0Sib/+jDfjQvxxjvqhKkIs4xrIEUaQWcNs2AbFTDWXodjejqfq3vg2EEFiWlRmm+gNYejObpsrAi+M4M24tlHHbRQhlyIp195ZErtsUSCRrBm4SSyzWjpkkIVjrm98K0iTJjpEkCbZjH2ckC0sgUou0u2ingK0M8e6YpJTZmNR4yP7uvq+Lg9oQdQO+qUwIozhbJAUCx3dIRYrnquc1ThKiKCKOY/0eyOcLa8dMU6Rtr9u6qOvU3bjUVlb40z/+EL/zjt9TY7BtPvL3H802YVEc4zpOdh3L5RKNeoPBwUEAVldX2X32Oaw2Wzz00EMA9PT0sXfvXjZtUQ6UYrFMvlDCy6n5v9lq4vg50MYHtkvQbBKHif7Tod1u4+kFtFargZRUKmoNyufzNJvN7LebnJzk6qt+hnP3nsvysjJe2u0Wwkrp1QZPnEguuOBChjaq+f7gwYNs3ryZ6667Xv99AMOpQ87LMTSifsuFpUV8x2XTqFqL0zjikosvptlRxrJn+0wenaBaVuvgytwM3/7XL2P7/fzjP9wEwFvf/AbmF+aYnf06AAPVfs4551yqVbU2/+4f/inv/4PfIArVs+i4DjMzs9l4Nm/ZzNLiUrY2LS+v0Gq1yJWLABSx6HRCbO2USEgZGhoiCiNcV93naZqwulxj10UXAmC5gmazyYilXl+p1RgcHKJXP3vFXB6BoN5QGw3f0Y7X1ToAYRQTRhH1uvrbthzK5XI2fzmOQz7JkaYJjjZeHRFz6NBhhjerDdNwb4XlWouFJW2LOS5hGBJF6jzK5SJSCnJldZ2CKCIWYTa/xGmMxGV5aQGAQs7DcTyknp9s22bHjh0cPaqe5Vq7xWt/8+188B2/TyfUNoYHzSjPX378nwAY6qvw4uc9mZkJ5VicW4z5zq234FlqDnz9i5+PaNew9bWv1RqEQYzXo37/ak8vrX3j9GqbtuHAd753C5ePqLmgVCrSqCsjf0Vvhnr7eqnValT0Z9rtDjnfJ9Rzc873EZYgjtV1cdavZY+CsWYMBoPBYDAYDIbTnJPC0+/7Pt///vcBuOjyy8kViqTa6+bmfHpGtvOMC1Wo9sLLr+Lq65/DO9/5NgAcx6Zd6zCTzpLXYer+nj7iJKW/X4VnPc+j2QiYX1Y7ZV/kqLWXifJqlzQw3MfS4jI7du8AYHFxiVRKkkTt5DYM9QESR+9soyCg2WiTJHp3GdoEnRBL2PRUewEoOBKXPANDKoTz1re8jc989mMsL6ldcNBOOH/vRRw6qnak7fIenvT8X6NmqTFbloOV2JnkSIgWUiT0ai/6tv4i+6ebhJb6CVdLu7hp33286LKnsEV74RYnDnHGlrM5dFjJcz5z440sBJJzz3wGALLQw4OLCZb2midpjJAWOR0BKXQmeP/rn0KfiPXrAktKpHZmpkIo72HX2SkhEB7fn1G70fd/cR+rlTNw0pRY79QtoNVp4ZfUTj0KA9wkYltOSbHe9PInI4KYVzxThRAb//Yw99batDx13gEdhBXjWOoYPVGNX3nGFjbnuneTvqUzB+wPe/lTCRYx46H6Pd/7+Qdplc7AilU4TkqLOEkQVtdjajjVWF+gwBK29oqo+9jzPdqtNlJHC5UUx8IWa5KUVEexXO3hDoIA5JqsRcls5Jp0Rh5/n1mWpeU+a+OJ4ii7pyzbQqZrn7dtS0tn1jxSju0QhlHm9U5TEJZFmkbZMdIkye5PR8t11nv+16OiF0nm6UtSddzuPNcJAhWu1+coENi2RRDEhNpjqKIAAkt7GKWU6nppT30QpuRzeRJ9rQ8eOMh3vvUtXv261wJQrfbwu+96R/b7CMtCAq6rvs+xHeI4zuRAURSRpAmrdTU/DOYGsW2bZ9/wLJo69D04MEhP/wAtLX0slIoM9PXhOuoYPZXCcfeEJQS5fD4LnSPAcV16e9XcOz87S5rA3KxaL7bt2M7C8lImD6ovLXD40GGuuOIKxsbGAKiUK6ysLlLW8xpSyaAWF9T8vnnTZo4ePcrwsOoLtGvXLgynDoV8Pnsu2s0WJJLEUvf84kwTJ+dRKSuvbKVSZmVlhb5cPwBDGzZy4+c+zSWXXM5nPqnWmF9/22/y4EOH+Pu//RAAnaDDXXffQV+v+szb3voqJien6elR92SSRDiuw9KikqV4nku1Wl2b5wTEMmZ5eRmANFESoJFRpQTI5Qu06k3yxSJCqPkjjhPKpSKTk5OAluZZFuTX5LrFYgGp5yQhLEBS1BEwz3WIohA/pxQPc3Pz5HJrz1W92UAIQS6nvPq2Y2NZFq1WO4sMWm6Oh35wD2fuOEufhkSSsHFA2U3txKIo29jazjl66BC33vJdRkc2qWM0WpTLRXoHlN21efNWpGwj9Jw2P1ej0+kQJ8qOyhfK+J5HqVQCYHp6mt6hUd7y9nfx/vcqSflLX/ICPvfZLzA8qJ73V730OsYnxvj+QTUf3HXvASolhze85OcAWFpe5OjMFDkdWdzQN0CpUGJiahyAg7OzjJYLzGqb5TmveBH+thFSW12DTiegVCpSbzYzeU+tVqO3p4fairIXe6pV2p1OJucJggDHdTPrZn0U+tE4Kar3fOHGz8quVumyp1wDtoOlf2TLcqgtTTM7fxAAz4Ht28/ghS98JgCFvMf5Z11A2AkJ2uqB6qlUaDSabNu6DYDDRw5TKJZxclqTF7e49Z7bWLVUKKWyoUSnHtBO1c3a6XQYHtmI4+nFVibEcZyF2op+njSSLM0pfV2+kEMkkEYi04E2Gk1k7OLZKuSzqboDzxd892Ylvdl77iUcObzMRKCMiitf+QFW8gNIbdTnfZ80CVDdscGOltk1WqKzrEJrS40Ar2+IYwtqMRTCpWCn2K0VnlRVC01u+ltsP/ssDh9QRv83/883Qbr8witeCUA0cjl3r/YxWVPn1SYmXoVeS92s7/7F89lWtLG0TlXYDsg4+93SNCW17K5qCuHY7K+n/NaHvw3AcnE7qe+TpjZpqBZkhwRcF8fXC/HyOLuKTT74xier3zNoEkkHS+vjZK7MR/7PGPctqYmlZveSpinlUGkd33DNBq4YEuukEo/l5u8w28rx7i+pe2o2t4lUuJnxlCQJtrSwupKGoMUXXlQ0+ttTiI9+4iNZRTnHcRCITELiui7NRhPb0feMVgJ1jeEoCpEow5x1RruUIOgauymplNlGwjph0pVSHqenT5MUicwWBmUUp9nnpJQkcYKwu7I0C0uITKsKYFs2SZpgdTcBUio5nqvmNZkqOU82ZqSW46m/1YZh7Ziu66p5bZ3m1XM9gkDpacMoUgZ9kmgZkJYQIbMxIASFQiHT9H/nW98mDAKe87wb1Ji756O/P03VJmHt2kstYdK/le0gkdmY0iSh3W7Raqv5Y+vWrdi2zfCWYYZHlEFz5+13UfQLa7JECSOjo9nCvri4SKvVoqwlAYMblEExO6NyeLBSFhcW2fegkgtNHBvjrL1nctEllwKwulKjp1qlVlMGle3Y3PHd73HgwEFcfe2jKKavv8LPPPlK9ZnVOkePjmXynoGBQYQQLC+rNaNcLvGC5/+CmVNOEd76i0+VkX7Wfd8nTVI6obI3cvkcjWY9u79m5mcYHt6I1I6A0dFR5ubnWa3XaLfUd1R7B9i5+2xe88tvAuDlr3wFOQvuvf8QABecs518ocCwzgkZ3DhEoVgh0s9BkkTKEaFJkpREyxZBzSeusMnl1XxTKlWwPI8gjllaVPdxuVxm/NjRbAO6adMmXNeloeU7lmWRKxayZzjLQdIO2U4n0I6Fbs6QRZIkLC0tZWNwHCd7Lm1LEEURvu8T6msXt+scvPc2iq4a59zKCq4VMzuvznPHWRdQby1z5nblBPTyZbxijqp+tgU5cqUSNS0pKvdWSdstfE/ZTa1OhzCKsLTDdmpmlt5qP1W9wQ86HYRfQkQt4o6ypT78px9gz3CFq558gXpPGHDnfUe49/596rfo7eWXX/oMHO0k/Odv3045X2DvHuU0rpSKLC6uMD2jjf4DR7j04ku46lnK2RrkPQYGBon1dfNclygO8XIeTe24yOVyNJvtTGLYarUo5Qu09Tybz+eJwjBbT8IwZGjzdaeOpv/P/uKv+OjHVIKLhacS1rSGW5AwMNDDV/9NJXrItM3vv+tX6R9UP/rSfJ1Wq0NftcqCTkBdWVkhny8Q6aSYcqmMm/ezJIhoJeT8M8/nzkPKAG812pRKRaxUXTPP93j44ARbtqpdt+97dFpBdvPmnByWbWP1qhup1Qxp1jvIWOCijtlodsj7Done3U3PHGWl2WBgo/L0jE1NcbTucvUv/xEA7cIw0nYy71yUJLi+h6X19tVCmVYjYDlQry/JItFSgCvUmIKwRVTIQ3mAe9W9y+Vbr+W8CzdleQZ5t8A3vvY1vv5Fda2f+UKb8/qehBep63KsYeE487zvpTohLp/gpjFRVxOcxJwob7dlhKs9AUcDm9/4q9tpFDYDkHh5rDTGsyxW9YTpFosUPJd2pAa5UUzxgdc9i7xOcokTSK2YNFEGdz5o8Oprt/Dp29QCffPEDFYS85Ir1GR48ZCNFDbZxMMjs97YWZI53vvFceZ8pSOMBCoZSV97ZdCkaDuEklwBiv/BNxtORmzbzhLWQHnm1y+IaZpiZXkfyqsdd41fCVKo96zX7FuWIE3WogMCTkhYXaOrxU8yzaVDksTZ892NBHRl9hKhNtWPQNdzrz4jabXVxO/5HkEY4EQ62d9xcV1vLUIlJcm6pF6BzmfobhqShE67k52D7dhIZKbRtW0L9Pu7m5c41uegP3PTjf/EmXvO5IKLLgLgsisup1AorJ2nECBE5vm3bSfLmdCXGtZtnrpj6TpYPN8jl8vR1kUU6vU6nudRX2pQzinjZM/O3Rw8eDAz8i3bZnJigg1D2uAeHOTee+6hvqoSd+fn59m9Z082nydJQsEr4DlqzgmjkPpqk5nJiey6i2qZo0dU0YQ7br+djYMbeM1rXp15SdvtDlKmHDpyFFBJkGefszeLBNSPHGFwcJByuZRdB8Opg5BWdo+OjIyQSsGEvj/qq3X27j2bI0ePAjA6PEq73SbQz2mzUqVYKDI/PctA34D6f/U6+39wD3/+QbX+v/v33sUdd93FauOTAEhbEEUh99+vim7YBxx2795Nqm2U5mqNaqWH3h7l4Y7SiDiRmZ6+UqlSDzoItcekVKqTKxaoVnvZvUvlrsVxTH9vhVpNfWZxcZFDhw5zzjl7ARgbG+OMbTuR2iOd813iNM2KF4RhiCVcPG1g27aFZcGQfu7SNKXZbGa5k0JYWHZIGoW42qm774Hv87Qr9mDpxNtiaTPNNOHBB5R+/pILRsEfprWq5oN6u8bi3BjL8+q3OHBkipWVVY6NqeewXCnhWYIw0NFQp0it2aC3RxnPCR6lSi89fcq2K1YG6e3tIVfwKOgczVf90isZEEscmVDP7m33HuDQwXm2jKrPvOQF1+Lbkkaorsvy/CoXXH12lsMxPz9LqVTNIofVap29Vz8Fa1j9VrlUkKKKIEA30uwSBHE2P7RabXqqVVZ1onalXKLeaFDWc1yz0aRUKmZRFU9f48eC0fQbDAaDwWAwGAynOSeFu+Etv/rfGNTa91BJZbF1BrklBK6VcvPN3wQgcFZptFeJYxXWELYqQ+c4HhuHVLh3enKK5doK+7Ss5alPfSrN9poG38amWqqwoV8dc7o1Rbvdxi0qT0+SJGwc7qWgy23Wa3U2bRplcVFllHcaHbZtPYOFWMloJo8eobcywLGxWVZt5bEuFfI0ozqVirrEgoiCl2fDBjXGb90zz8/9ynuY9pTHuo5D0fWy3Z+UEpkIclo7k0Qhs+2YQOpds2MjpcikNTs2jzI1O09qB9g5taudXprnwQf2Zd7K7WfuZNuObfzRB/8GgFu+ehNPuaHIWb0qvFfqwEtfvIPRgi7HJyUJYk05I4/3mFuWRSosJkL1hjf/1a0sFzcjhRqjqxV6QRJTLCpPuWPZhGFET0uFvv7s159FOQlJpC6haAlcy8r01jEOThTwS5cq70HJGqO/r5+nnaG9C9ld9Mg+/hS1s7Usi472uv7PTz7IbHkb6AiIKyG1RFaFSAKWY1NJVTTi+jMfe2a84SRBrqtWo7Xw3UoXSZxoeYmeDyxHea+yapzHS3MA6Jb8lOv9JCIr1pMkCWLd310xf7eqQipTEOI4j3YUruWNCMTxx5OQyDQrBdodd5Im2fs6nY6e07pzRgxYmWetW+Un0+gLgUzjrPxmFIY6h0C9LwgCXEfpdAGSVOU0iHWVIT7y1/8fz3vB8zMv+vNe8HwV8dDH6EZTu9c+1Z7+Nc2pxLJsUu0ttB2HJFWeru7nBCKT/8hUYtlWNn8sLy8zvHGYRr2eeRwtyyLn5zKJUaXaQ1tKjhxWJROnJqcYHR3l4IGHAeWhHPu/7L13vKVXXe//Xutpu59+5pxpmT7JTHojCAQIEECiclUkWFAIcil65YIXkKKIYgUREb0/RL1YQC8WikgPICFAeibJpM1k+pk5/ez+9PX7Y61n7X24XuH3+v2T8XW+/yRn9t7PfvZT1vMtn3LiBJdfoVVLXM8liRM7ddmyZSvtdpslg8evlMs8trZGbKYNP/DUp1Cr1Dl79izKSAjHaUS5XGLbVj3ljJMYKSX79++3x04KaTkixb5vxPkRcRTjmnTpzMkzZMKxU79N05tpNttMTeou/sLiIp7rs3OvniQfeuhBDhw4wNjYKEePavjOwQMXMzYxwdzccQD+nw9+AFmb4KN//jcATG6a4C2/8naW1h7U39+LmT+3hOfr++jsuVNskxfwwIN6EpBLmJ6eITYT87HxBlE7pGEgR4icNApZmj/H8eN6YrVl63ZKpYByWd+zQgl279plr821pSX605uoGZz56bmz1KplGiNaoUopRa06au87pRRCuoW4H1IKarWahSFJqfB9n0TltFb1vdVcXUTm2/CMEk4WO9SDCvfdexcAT718H26W4wZmwtFscvWBnUSR7oBfum87YRjzt//wWQBu+bmXkvZaOCUDzc3LvO/3PsSrb9aqiL6TUqqPc9ddGsp32z1fo3HRXh44Pc+xOQ1Luv6ybfQaNT77df0elaQ866mX8vSnXai3GXXI8zLfuvNuAC677EKmJqvEcddcD7N0+x1qRnnn0COP8lOlMiuLGk4+MzVNPwyp1fSalmYZfimADGKjKFYuV0nSlLpRBOr1+1QrFaucNDoyQrvToWqmE/2ePgffTzwpkv4bb3w+iUn6XOkh8gxpiBhJ2uVzX/4XhNIX8+riIpVKGbdILB1Fu91h86ZZ+t3ihwu2bdvGhRfqk3T69Glava6VfTtz9gyjM3XKJb2NIPRpJ03c1ByOXGtyr/T0bMx1Hc6dWbASjvVKGZXmvOqWnwfgfb//e8xMbibtSpzUJJIyYHxqhgcf0Q+am2/+L3z7ju9w+2MaT/ecW97DSTbRE7p4CZREZAmuefgJR+CoBDc35GElyKRPrgpZwRxHYDXxG6VRattnOH3qDEGq93vX5jJZsoIwT7MsTgmCEu/5zbcB8Na3vhX1xX/mZ275BQBect2F1EseShmsoHJQQ+RCAQNJQvMvrdzhVX/4ZQBWqjuQ0kGij5PKBamQIAeygWXXp959nN9/jfYjmMwim5zozZvk2yofan3zINXn9iVXbsV1HTDXA+I/Hmvpo5XSweXtH7sXgE51D8ot21fJc9JE2cTEVylBssqVs/o4vPjyLf/hd2zEky/yImFG3ysqy8AkkmmWaux4oe2c56wn/haa/WLdvw9LdIqCxD7g0SEduS6ZK6Ar+j9qnQRokiRkaYrjFk0BLW05wM9KK8FpibkGXpTbh6qDUknxTWR5jpNnhOYh63neumJCKYXrOHS6+uHkSEkyhOlXSqFKJUPY07/xt971bt71W79p4Tmvft1r10GlUAolBJkpmD3XJUlTK/FpycSF7Kg5tsPEM9d1LRSzKLYsPj9JkY60xUS73aYf9pGO1NKawOjoKLv37OauO3WiUCqVDNRJ70Ov0+XQvYcGxY8hFN7xne8AcMUVVyKEY2FP3U6HNE3s+7NEE5wbDU3sK5cr9Pt90nSAqW006oZIrbcRBIHmhgz7EyD/DxjYRpwfESexvaZHxydotlpMbdJQ3XMLi9RrVdbM9SikAhyOHtMQFc8LOHrsCXZs34nnlu1ndu7eS5yYgjtMOD1/grf+8hsAuOzKy5garfOGN7wOgGc880ZWVtb49Gc+AYC61+XBw4cxlxtplhJGIdu36WfVli2zHDv2BHNzGoI0PT5Bt9NnamqShkniV1dXkFLaQsFzXcbHJvFC/TtXWys8cfRxdu7RWPWJ8VFc1xnwb+T66zmOk3UYfilcRsYqlscihKAfpqSZIjd8hyRNiKIQ13gohWlKGLfxTMNVZZKl1iqjI7qg+sptt/O63dvIDYm6016kWp2gvajhPWF7hSTrUlI6WU7oU6251PVhp9ONCeIWF+zWvykoSfbvmOKpV+/lPX/4MQBK1Sp5FuEZDmhndY3nPusgKtVFf6+f8fjpo1x8cB8AU1MV0iikZHiKjqtQIdx5j843nvPsZ5OjLN+zF/YZnxi3xVK5XCKKIsqVspXgjOMY3/eIIn1uKqUSnV7PQhibrRaVSoVOT3MAigLi+4knRdKfiBwD4cfNch596G7+9IO/B0C5nFJ2XarmYaraMVHNJTMX+9joGJs362558fDaum0rri+pVAqDlBmiM6etBu7Ro0c5fmyV+mTVbqO/2KXf1Se1VCpRH6vSNli3fr/PlskJ+wC74frrufPbd3LK6LY6mU9zcY1a2SHt6UOakzEyWuPKyzTW9ZEnTvHYAjzlR98IwLy/ldSr4ZgcYe/mcU4sLuqEFkiTBFck5Kl+8ES5IHE9siJBFjlkMZcd1Cz2ZLWFlA5bRjyCpq5Y63mHJOrbQgKg2+3SNxfKq171Kj7wgQ8gxJ8AcMsrX8Xll18FhjycixQhBnhlrTuekUnzAM4kr/m9z9KqCGuw6QAAIABJREFUaQ6ALAVIhE10sizDxUEpCFx9bipOzDt/8gq2mL9dRxLlOd+tkbPOyEgIupk+rh//6sOUnYyXPfcy/Xm+RyhoCpe3/s2dtBvX6PNJBCjctDiWGdILtOQBEMiUg7Uer/wBrfu90ec//0IgSM35dEwyXmD8fc/XJlDfZZxVEH2LTn/OIMm3ajwUSZw0ib/5jCHMfjdWvSDiCrSGfdHpL8yeCsx/oYZj8ftiYBZW5M15rsnDxf2YpZlW+DHrXuD7OvE3H4jjGJTCNwlzlmWE0UDTOk4SsnQwOUAp3v7mt/COd70L0A/kt7zjbXqf7Vt0YTI8sZBCWAWgUrmsuQTmd7ieB0PGZLlSuI47mARkGa7r4DjFj1QIUfgH6DW90+lRMg2aSrnC4sIiY/vHWF3V61yj0UAIQc3gYfv9PrV6icCQA726VmuSpqAqVcqkWUZqnin33HM3SZxSNw/OIChx6tRJ9phkJ1bam8D3TRHRC0mShCSJqNX0NqqVCkmS2AZGlubaV2HIuFAiyLNCCW2j038+xcTExMBrotViemqKJTP5D3yPKAypVExXtten1w0ZNcl1pVJlfv4chx98hJ27d+r39Pv87cc+zvSUzl0OXnYZ22e2khuhjNWlkyRpxv/6My2Kce+d36TamGDffq1y87M/99OoXPKJT/wTAH/3iY8DGSfP6XviL//6b5AoPLOu9NprbJqe4eTpE3BGX3szM5sRXsBoXWPVz52bY2FxgfExjT3vdLtk2RwTU/r1tXaHSqVi8yjX8cjSPplRGKxWa+Q5dkqXJBGtVmYbGZoPpAUNKpUCu95BSEXxuK/6JYQnqNX0/e4GLiPOqC1Mbnz6M4hzSEJ9LgKvRKezynXX6amd50n6vZQo0wl1L0lJsozIfH5hcRHXneGB+zUpt9oYYWm1hev7xJE+9uVKjZKbkBvFsDAKSeKEdkt32XtxxszWMUbKOr+Mewmu4yKKiWmccnZ+iWc+Uzc2j5w4ie87RGadHms06Pd6VMz0sh+FlEolkiQdTIal9mMpCs0kSamWy7SMjn9jtEGr2WZsXE9dVlbWMMCV7xkbmP6N2IiN2IiN2IiN2IiN2Ij/5PGk6PQ3z57mn//57wE4dMe32bp5glpJV11xv0taK9NOdXd6fHqEKM244uBV+sOxpOxVCPwSe/dqnGkUxfTDrmU2nzlzhtHRUauYcOmll7K0Os+jJzTmPxj3SKOMipkBlYOAwA+46lm6erzvvvtJk1RDBIB9u/Zy97fv41MGRzY5OcHC3DKTk5soGz35ldUeC4t9xsd0t/jY2SX2PuVmmNHd5iyUgEvg6I7X8toC06MNWh1doZZEQtiPiY3CiAyqoHKU0egW0sH1q0R90xlYXqWzvMJEJWbXpK44vTRECNdae2sM8kAGsFar8bznPY8vfeFf9HELu7zmtb/IZZfr6YRjJP5sZ1HkuMKhaWrFN3zgs5yr7sEzGL8k6uvJgOluOVIiBWQ4jAqN4XvT8/axe0ziKlPBZilSaO38IrRUYtGFV6R4fP1hXXV/8lAPheL00rcB+KWXXEvFyYDBNGM4QgG/8df3shRcgjBvEVmAyiMy0wVxzPeM5Bp6tTNY4fXP2UegDOxBDPRwN+L8iCzLBteQiWFNa8dxyNMhJ1uUnQQIT6ByLaFZQESK+6Do0EohkEIOIEQqw8FZ19kF7DbzouufDqYJeZbpTjh6kqCUQhVQHrdQv5Gk9uZQ1k0YdKc/V/k6KI2U0m5DMQRDMvuUJLHtcC8tLvLPn/hHXvWaV5vjInjXe37TQmlWV1e18k6WUTIeKEmaIMG61zpSaiWzIbUe/doAEigcZ6CclGXk+WBy4HqOxvEXx02iIUN54V/g6HM15D3geR5ra2t21B2FWlntwAHt5fLlL3+Zbds8yqabGEcR4+PjrK2t2d8JUDWd2eV+HyFhxWic4zhI6fC1r34NgBe84HlWahB01y1JNPxnxEjqKRQyl2RCH1vfLxHHoZUmjMOYdqtlJffapou4EedH7LhgBw8ZSdc0TTg3Pz9Q8wsCXNdlZUVfPypPqVaqrBmN9TSJkcIF1+GxRzXPpNfv0WiMWAfWL3/5K4zVazz3uc8CoFar8MCh+xmvaUjZYw89QJx0WTilc5a5Ew+yuLZKFOoO9ite9jP82M0/gTATsn/+1Kf5yEc+Yv0vsixibu4MqcoJKvpePn7mOLVanakJDXuu1Us017ocOaKlrHfu3KVx+8Z7wnE1JDI0KolS6HtgsBZotcUjj2tI89T0BKVS2d7baRKRZhm9bseue2Pjo2RpigpMh5sMV3hWaStOIkolF4wqYrPT5PQcjDf0ves5As+TLBsH3jRNqdfqlr85XR3hmisP2PVj29YtZuJppDFTn3qtQi6q9BNhtpnTbK7R7et98P2cftZHmnR5aWmZffu20zTSpFJK6vUamfmdn/vc57jph27CMf5G27bPctcd3+bFP3UzAGvtLiUjuQlQLpXodLqMT4xZ5bSygQ3axMhMAAod/zAMaYzUaTb1OjIyoq+T7yeeFEn/zS+7iUsPaB3WzOvTDAVVs2durcbRU8dYaukbamRyhKBUQRms+84LdnHq1BwlX9Ht6ZOUKkGUwn33PQTA1NQk1UrVSlfilBifnGAy1DixvuwxNTvJmrFUj5tNwrDP3Jk5QFsig5btAigHVVYX16gaU4rHHz/C9PgMq6urzPUX9WdGd7Jr96V88dbbAdh8zY9TO3gTa0onyNLtI1Bce4UuVM4+scT+nWWOn9IneXG5Syy8AvWkHzKea6E6SuUEnsex0/pBNqYyxiuwb6THqNL/JlWfVGEx+XmeadypdQyC637gOq66Uhci7/6Nd1EZ+ShvuUCPHGfHtyDEYEQtnYBeCm/6428CcMI9iDcyQj8Jzfc5KAZj61zlOFnOrLvEa56psYZXj/eQeUBeGILh4MncJtVZrv9fGtxgLMvcc3SFP/+KXux65c1kacaXj2kMX/5Pd/ArL7kOaTDFWlNUEZot/uonDnOutJW0FOAUYGhyHHLLC5B+AGGXnYE+/2/6wT2UUeSmStgYh51/4XquhVpoMmw2SPpVAVUblHIF3KZ4Pc9zndDKAexGOIP351lOPuDY4poH4rrqUAw4AVJKBFjIjoYCDXwACjlNTGNC8wc0nKiA/pApO/4vNpLnal2hkQ+Za8nvwtzedcedPPbII9z04h8BtJTla37x9YPCJcvx3IFscK1WI01SPM+zBjtlWV6XhKdpqkm5Q/4CrufYB5oQQkN3LLFZkqRDBmDFvtukXuqCyMKmlIEHmCLA1eTi5lqTmZkZAJqtJo2RBp6B31ywfTv9fp9SuWqOpQYwFYlGHIYgJYkpfkrVGkmSoMyd7uQpu/bsodPU6+hf/dVf84Ln38i5c2cBWFleIcszBHDbbbcBOolXGZa0uLy8SJokJCZBKgUB5VKZxqTG9RZGThtxfsSZM3OUDWmyrEqkaUrFcDw6nQ5ZnlvOR7/fJ0ljhOEp5gqiMCXPhyCF0iFOUlKjH+8pbY75+c9/HoDp6UmyNKHX05CSMOqxe/9eFpb0NTgyUqHaKDNvrsn3/cE7OPTAV9m9Q8N/Hj92gte/9lW8+MU/DsD8/Dx/9P73852772LVcA82zUxyZvkcrfuMYWivT78TcdXV2mticnKCfj+05FFrBmagfTgOmVK0WjrxzPMM3w8YH9M5TpokJFJSqeri+8jjjzEyMoLv+4SxzhlaC8vUSgHKNGDwFN1+Sikom2OXE/a7CAOyPTu/xIH9e+n39T4lRvAk7JlmKBh+jt7ciRMn2TyzGT/Q62rYb9MYGWV2s867er02KnfJHRffLWTDcxr1hjUhdfwKKpZUqzpnefyxo1x+6T4yAwf0XA8cl3PG9+NFP/R8XJnbwqNeDnCSjL/6i48C8IrXvIqllRUaBRysH1GtVuj1epRMYwGhvRccUTR4UlzXtQ0bzRkaCKQUhdj3E0+KpP+am1/EPpP0j06N4vdiPvehvwTgkgP7OTp3wlY4bhBQLlfYcYHGxr34pp+g2+1x7NgR7r5ba/mXalXCsGkdebdt3UoeZWSxIZuVXG6/7x6UZ1QwVJdWqz0wkXABUlptfWFWwojJiXEwJlWnTp8kcEq0l4yjYwKdVo9GYxMVo5yzfd/T+eTffZRd17wYgPHLns+aN0qAvrBCIfCkYGVBnyxXCs6cabG62jb7FJDiWBdgoRRprvXjAVyVUSLDU3ofRtQqeydCpr0WiVkoMiGQjjNwvzRdv3VJQp7bDtYfffCPeNuv/Apv/x9vAeD9f/BBRkbGSHP9uyMFr/nTr3Pa1dML/CqJIQcCZORI5ZNK/ZucHMaDhFdfv41n7zb6sklCVTiW4e8RAQNjLACkQ6r0uTi2pnjfpw6zVtJFQ5xLkA5xbQcAX3xikexjt/P2n9TmXg4Z3dzhD/5FFwlP5JvIgxrkiiwvVARcUhkgzHHxsoh9zhne+CKttFExu7HR3T9/Y/11PiDCFq8NE2RBd+1tdSd0h13IgaGXQGf4xTYcIbRDrio6/YNk3saQCZUqkvOi7hCarFpsP1cSR0pL5PIcTcIVUqCGVaWMgy1AiibfWZIs6114v/KFL+L5Pjc877kAXPOUa7n40kssj8BxHcSQu67whSbimfu5Ui4TRZH+PrNd13EIo2jd9ziOY3kDOmFPkaZAyvKULB5wdHzfh3TQiMjyHEc6KEsMHqgOFdsWQgzIhp5PHMV4vmc795VKjWazSaWq79wLdu7g0P2HbAKeZRlZmuKZaUWUpORq4GRcYI4LRSFPOJRLPq7Zx4MXX8KpUycHJG2zjqZJRtUUFpVSFQEUBk7btmyh12pZUrVSipnZGbbu2AHAnj172IjzJzrdrjWtmhgfZ2JygtNndcJdqVSoVio0TfIbhiFhFJEazliUZPTDFIQgMny6DBiZGKHXMvr0vk+WJpRM13xm0zRxHBJGOvmdnp5mYWmJ3Ts0z6TV7nL40YfpFE7VE3XiqM+HP6L5eVGc8fjh+7nt1n8FYPeug2zdvJXrrr2WZz3nmQA0230+/NE/4f5DhwBIRYrj5yRGhSbs9xkZGVlXgCulbL4Qhn2EkDRbuojodDraJGpGg8uLfOOkUdHyjQ+RUhmZuS8cT+qlpVhOcsnoyDiT44WztSZCF0Znl198gCiOKcT+lFD2teL93W6PwNf3+vjUVubOnrYNXUgJkzUefUSrIl17zdOIopByvYYx7WXH7DQL8wt2Elwu5UiVEBrM/+mz5zRnyXTyVSZBwMSk3ucsy/ClT9UUBVESc88991gVpM/873/iRT/+w7TW9PWkibwx5XKZ0PiTSCWRDPxNfM+j1+/bNa4fhriuS89cTwV/9fuJjSbmRmzERmzERmzERmzERmzEf/J4UnT691x/CZguey9wKJfr7NmvteMPP/wQjiNxA90pVlIReGUefUTjzr7R+DfT6Vmj39fVY6vX5aKLLqJe1+O2UqnEcjJv1R0ffOIx+nmPwNH/sHBmERlI28XzfJ8s89h2gR5TiRyazRXqZh++/rWvc+rkKaq+3n6SwpbtOznyxDLPfc6LAPjHj32GvDJL7epXmd+1Ccfx6BgoTFW6OEGJuQVdqQWqR9h2CXO9T2mSMj3V4Oyi7iYIt4orPNsJrJVcnKjHeDIPwN7JjLF8gagf4hiHPJH0bUUMesI+DNfxfZ80S3HMNKHTbnHDc67nk5/8DACvf/2r+cif/y+Up3/3G/7oS5xOt5BWTRWOxk0XnUMhBLmUOJn+DSOc42VXbOIZu+u4me5oVGQJVyhyg33NcxchMtwC7iNzHCfjWE//hl//q9sJ67sG6iAqQUlJ0e8My7N8/ewc0ce/DsA7X/ZM/vwTt3KEi/Vv9qpGglDpbi6A1N3DSq5L+9n4OG//0YsIKKATT4rbYiP+f8QAFqJhK0KKde6662BrQuqxqZ2I6c6NYKDO4zgOKOw1VEiC5kOOt8MhDBbeYtulnrrZLruUpEMOvXmmVXHsVK6Q8BziCQgkSIlUA14BQlj8+9997GNce9117NuvpeRuuPF5modQuGH7PuVy2WrqJ2lKHEX2OGmFo5y+UZlwpFwHUQLdmXcdx0qNapdhrIyfXkKF3aZ27ZQ43kADy3XdwZoh1/sT9Ho9reYzZA4y/H6UVv9I45TFBQ2l3L2nwfLyspXEq1VrVCtVErPWuq6H9D3buSs8F6wT8RDnACDq93B9j7ExrVrieS69TsvuQ5Ik9voqpgNCCKPeY6YFno87O2vxzpu3bSUolSiVdQeycP/ciPMj+v0+gTmXa80m3ShcB1E7d3aBwEDgIuMGWyoZdZekS5KmXH3V1XzLyMTGaUK/G1I2evJ5muJJF9fV33Fu7hy5SilX9DaXFhZpN5usmo5ulIWE/ZAR4/oqhEPSD9lqlAyXV1s8/OijtAzm+4E77qQfRoyMTXLf3V8D4PpnPptS6vDh939Ef0dzmf/+336BqKefi2fOnEQ4O5mc0PdB2G8TxYMJar8fUg5KFubs+B5uX9IxrsBBqUSsBrK2vV4PB4HnKGoVnTtJV4IjSE0X3fNc8qTD4pKGylTLFfI4oWvkMh9+9DGe8bRrCA00N8v0lLbodCul8H2PctkcxxOLeF7JwumyLKVUKTEzpaGBaa9FUKvR7iRIqTvznV7M4soKiVkvavUaHg6PHNfyp4FTotNsk5nRgONLZAbdbuGRUAU1mCDef+9DbN68ienpKXPuc2790te44YZn6e/raIx/r9u111CeZQjHtdLGWZ7jBb6dePq+Txj2qJrOf69nUCffRzwpshuvVsYzCXimMlQmmFvRC3qpVGK5uWrHGkIKNs9uZqKhR0hHjj3KarNtCV8AadjjgcMPcrapMflz8yeIooiRMX3il1YXScioSqNfn+fUKjW6Rr96bbVHUPKsjFyuMhwHyhV9cR8/fpJKpcLCnMHvT04S5gG7D17LN+7QZB+qm7nghltIJ/QYV/gOSb9rR8YIqLgDqdKcgDDKyUxSUamU6bdS9sxqSc6zp86QVwMLVfCSDpOiwyVbjNdA+2EyYWAHSZFYlEjzxD5A9Xgut/zGONY3ZEE2Ozc/x/HjRy329ciRR3jBD72A332/NgyJcoEsl8ExcpuuT5wmFsIgpSRPI+qRHru/8IDkR68cJ8hjUjNUEnI9BEHvl4djiDrK8VlVLu/4ky8BsFrZRaYycoN1jnOBzDNyk6Dn5Mg0Z58xxen3Y254xrU8fLveh57rkMcR0vUt2TBJc9y8z5jQPJF3/NhFeCRsDL7+84SUEtdcM1EWmQTewHwKQrspPLVuv7MOVpLnCuEJZDYoDJRQFp6TqxwpXJtAx3FiCcL68/k6KA6KdXCfPNOwlqJokIY0b/XpswzX9UzyX8h6aix9sc0//sM/4hU/fwujo5pz9LKf/imzbyYBB6v1DwPN+6IQcRyHSrU6VPxo0bnSEI8Bg4cv3pOZJkGxjOFIVD4kI5or7SdgjnXg+0RRPIBSGYiUhT0pRZZl9t4slUtDsCtA6W0VNvPLy0ukqV7TCvjO2toapVKFFUPmE0KwaWaKBx/UI/zZzduRQ3CvLMvwPN3wAI2XLc6b/uFlBLmFVkrpUB1p0Gt2zBv02D2KIlsoBr5Po9GgYYi94+Nj5CqzD+16rUalXLbj+EJeeiPOj9CSvgZmlyuiMLLFappov41CxlbzewStts4nFlfWcFyHr9x6K91IF6KO53Ls9BJbZ3VjseJ6yFKZzOjPx16KFIpGTV9Pi0tLXHzRAR41JNst27aw6q8x1tANuHJQ5u5772XbFv0cFKRcuH8Pnii4Ng6NNKFWq3Hq6HEAvpl+nu/cfS/XXnUQgDvufID3/s7vUzZY87/5648ihbCYfdd1CUoVyzNQSpCnqb13035EGoc2yXdRxOmAK1WtVpESwn5G3RQ7Zc9H5ANJ37Vmi9Gx8YGAghJ04sRCZU6cOMnBA3u0NDhQKZeIk4GnRqfbRQpJZjyVHn38CS655KAl1S4315itzNI3ud7ExH4gJslzpF/IDksyIfGNKIvn+rT7GQuLmri7ddsUpVJAYgoVhEOmsMVRnvVI05Qk0wn8sSPHufYlP2bzyV4/4vAD9/PouOaUXnzNFbTaHSrVCp2O3i8t4RlbCXdwzPNjkLJXqxXCvl5HqpXzjMgbOB6eUakRroNIE2s6MT0+zlq3TWxuqImJcVADBQspHC688CJqtaplzzdqDe57+BDHT2od/V68RhInrLV0IliulBGeR54VKg51Oqt9Jg3JKozaTE6NoQL9UBG5Q9KrsDivk/wkzqiUG5QrxQ1c5cTcMn7JoW061JPPejnVy2+kbHB9npOS5JF11K26DoRdTQIB1voQZa69MBqVAKFazDb0cdm3R3H7QyeZrOhFYiZdY99ESC3SWDXXVfQTgRSDB3Ca6of8sPKFEHLIX0s7hDYaupP/sY9/hdOnT1IKhH29FPi84616WvH23/0wH/rCUc44B8zLvkmuCjyuIFB9rtdcIv7rs/Yj05AM3y6QQuQoNUhEhBDkSHKzjaYjuOV3b6dX0byBvhugVIZpJGpCpMrJhC7AavFZfuTaBj/ytF0AVOKE3eM+r71Bdzw+9MUnWAguQEkXt1AMESmb5SK/+l/0Z/QR/ffVfzbi/Aytqz4wbhs2zlrnnAuATlTld00Cis+BTvKVGpoWKTTZasg4SxswDRLqYQUh7VYpSc3DyOLoh8y+BNJqySulCwztwKvjDa99PX/4oT+2a98bfvlNxPEg+chV4SdgvlObbNgivigyiqmZ63p6++Y3OEZTv/jtQRCg8swct6KT7+J6rp0eYBxzLSHZTFCs8ZnR6C86VN/dVXcdV7uqmypCGcJa0UFXZkJXTDNKpTKOU9HKSoa4e+7cOQ4eOMiKUdMYHR2lXC4zOzNrj6XnuiTZQC0jTlJbYAkwLvCG0+ULkji062ZjpMHc3Blcs99O4JM6Dp7vW5fnaqXMrl27rZvxwsI8U1NTVlkpDHXh2TbqHIWKz0acHxHHse3018ZGWF1dtaRKgSBN+1YNSkpJGCX0ejp/CPsJbrVMmDTtvRbHCSN1l9gQMKuNEumQv4UAhJS4rk6gq5UarU7XusavrqwxOTrJ3p0aEfGtO77Nhfv2s2WL5r41W21mZzfxxKNaSSfwAqrVKnEcERpVw9OnFCqK+MDv/Q4Anl/nphtv5NS8bpY+/zk3cvlVV/CuX38XACXPpdEYxSu60WlGUq0MPDvwkN7AdVo7ZQ/cp4X0SPohvbiLL3Sy2un1UUiqvr73ksSjFJSHkn6FH0hrSOg4gkatQZIYVawkwXU9Ro13wNjoKJ1Om74xtYqTnC2bJphfOGmOq0Nztc+/ffMeAC65aDeRSGj2uiizzShKGR+Zsk2FNMmQAmY26fyw3XQJeyFxwRH1M86cO8fs5i1mn1Oa3Q41wwEVwuWBw49xYL9uAK+sLrLngm1889avAHD0+Cle8rM301pdtYIJqXl+FRwhL3DJkhwhCs+DGIHHyIhu+Cwvr6BLiO8dT4qkvxTnOAb+kaYpS3PzdE0C363X2bt3L0dOHgdgbGyMxx59hOCATvrGRya46647ueyyy23H+itfvY23v/sdfPUW7RQrHEmtXuPcWQ2FieMYJQWxqTbrjQpxHnH2tIbS1OoBYTdEmHHuU669li/+69cQxrHXw+Ps3AJjY5oB3lpbY8/FB7j7oUUmL9PdtuqeHyRrrbHnQl15r55dJsiXOF3SLn4uCa5UdM3FKdwyKktITZd+bXWNLdMNOk3TjVqZ46VP28XXvqZd3i6/dAqnv0Se6d+cqAznuxwfC4iBNfxKU2N6Y0h5roPrunzq0/8IwJm54wipmJjUY6ilpRXm5k6RC/27/9stL+Efv/JN3vEXmviz5O8Bp4JjbmAVLvCUTTFvfK4uCvwUMuHq7r55aLt5Ri49MjG49Fyh6El9Ln7hfV+iVdmpJUrRnxOF0gngCEWeCxpKXx837PV41bMvRJgOiu7W5uw34hhvvmkXf/TVeebiCp4hII31TvPWH93LxPcJ51H2iG3E+RI2OadIqNcr6cAA/lMk4rajLp0BFMjcTlmW40h34FZLvk4S1HVccpUP5DEtYxf7txCD5Nb3A6IotttLM91ZLpKCMIp472//Lr/6G79u/+0PP/RBDTsqJHFdByd3B0o5Vj7PFBJK4Tiu/S2DqcLAmXhwPPR0wXOlNdtxXanJvnJApHVdV3eczBRFSJOQF7WQcSleN80TmpgMkCQxmRDUjKJHFGtSsMgHxZLdjok8z4cmB7pQkY5EGgU33/NZWV2xSVdR8E1v0tPgx48cY3Z2M5EhyQlHIsSgCFRCkZNTdBaEcPCVZ09ernImJ6ZYWVoAwHNcyuUKWZaxa5cWlJBCkSShnvgA27ZtJcsyOx1Os5THHnvUHpeiQNmI8yPqoyN0DFTGjWMw0rGgk8KxsTG6pkvr+QFCQt/AfDbv2stTnvEsHKH45te/CsAXb72dbZtKtjHR63WpTE2SFqpYSU7FD6whVBwlzM8vExgoTaVcJggCvvMdLV2dpymB57F0TjcmLz1wMUvLS0xO6VQw7Ib6nhPQMLBnIQTjE5OcOXUKgPGRMX7vPe9ieVk/W3/2llfzwAP3c+Wl2gjzxInjdNpNKrl5NgOdNLaQpEykuLlDmugOuTbdk3YaqlAkKqJRLdMyU7OJiQa9Xh/HuN96ro8rJdu3bzX7qAvmgth78uSpdSIMmlA/uHezNMN1fUbH9fqy1rqdtdVVpqf1WiClQxxltunTqNfJCJlsjFCIO8ZJiiLRk13gec+/AUmLqUmdYLfW1hDCITKyn9KBsJvyxGMa/rOWdnj2859LbNbR6174XDzH5WRXXz/tFFZXenRN0bB44iR/8K7f4pd/9VfomYJMqZx2q22vj6LxkmcFysJDSoflZb2xYM1nAAAgAElEQVSOvO1t7+Zv//4H+X5iA8+wERuxERuxERuxERuxERvxnzyeFJ3+T/3+hxg1HbEkigmQjBQdsDhm3+59XLhP485u/dq/8QNPebodc4yNj1I6d47HjjxGr6u7vW99+9v4r7/481RqxlAmzllaWrakh2azydjYGIExhHCEJO4nlI2tsuc4pEnOzIzueN97190ErovnGjOXZhNfeLTW9Pdtnt3CqRW47uUfZs3TsJQ4X2VCZuzWm+B0FLD/wCX8w+3HAMgro6z0U1xjICNyqJYDugbzmVLi6Jk2NYMrHcvGOP252/iBC/WIid4pXJkTFVrkSoLKEXI9nEdKSVZo2JtupyUGCsEnP/nPPPLI3Xqf4z77L9yLMJeF6zqcmDtH2C3IxglvfPnNfODDHwPgN/7pCAtyC1LoivaK2ZBf/pGLCQw+PzPfPzzOT7Icmad4Vk5RkjkOb/qQ9jNYKO0iEmWk7fy5pCRWt99NYlTa5OopXTW/5qZnIKJogCmWoChTNPFng4x3vGCW3/rXY8Sm8/K2H9vPjJOQGVlQ53u18VWObQNsxHkRQg7BeczEy3afhSH6mnPq+Z7G4A9BdwpYiRwycHM9d9AdptCgH1wXUS8aQIpy/S6ry610l8ktpCyNJn4xzj95/ARfu/VWXvnqnwc0/vWdZqzuDvEEsiy1du95nq+bQAn0WLjo5Csk0hlMNIQwJmH5gEcAOYnRzPY8jyzH4tCHeRAFFEYZkzHLXTBkN0sGLjgABbzHrD1JOtyhEvY4Oo6DGpZXNVwI6yWS666cXUKkQxYXHAf9j65yWV5aZmKfxtT2uj3GxsYstrgUuHT7Pft3P4y1pKidTmSoTOEMSbpK6VnPEVe65FlKw1je91sd9uzfqwngZgKi8pQgKNnJTZKklEoB999/yG6z4IwBvO51r2Ujzp9oNZsUF0yn3dVTsyEYXBRFdnKWhDn1+hi+rzvm1113HQ8/9CBPnDjJ1ddcC8Cbr34qhw/dy6F7tcz4zOQ4KIXvFT4d2sQujgsERKbhdmZaF4UxeaYoxOQr5SqVSplqWecTx44fx/M9++weHRslSvrUKnU7ZRobHSUIAjYb8m+p5LO4sMieHRqN8KUvfJa3/epv8A//+A8AVKt1xsZGLe48CntEUWxlabdu2YrKMzAS30q4DA3sUGmi4X0KalU9sdi55yD1apmKgbW0uh2k41KsbEkckSYZsZnGjo40DGHeQIpczbEoiLpKZThCkZmJm8oEKbkl2Hc6HVy3RK4MH6jTYqRR5uFDDxiXTui3OwSVCp6n88G1pXkmZ+tUjBJMySvRbnZodzW0emU1ZXFhhZ7JUV7+mlfi1suMGcn4arVMmib4hSS81IINnqe355dKZEnCww8fZu8+LckaJ4rJ8QarhhcSlEq02x08z4i0CEWWwlv+x7sBrPTz9xNPiqT/QHmUMUOA6icxC8tLuAavmUuXb91+B9su0Mn0wYMHmT83T8O4wMb1iJGRBt1+xIFLLgHg0EN3sdqbo1ItkjpJKQise9nM7AxhODiApVKZfXt2WAffc/PnqFfqLM/p90sHapUarUX9cGyudNixbTeueaAdWdnO0179Pzm8GlHO9U22Y3aMXdtKNHv6PUfPtqllEaqlIUSx8MmDGgUXpOzoR3mh6tDrJ+S5Q8lo3lfyJldeuQXZ16z2NO2CGiQduVG1GH6A5nlulXl0KKRXIo71Pn79G5/j2Il76Uf6d++8YDvzZ+fZun0HAPMLJ8nSFD8wePcs48SRw/zUj/8wAH/78b/ndz/9OFN1vQ9v/qGrqSgQmT7uUppEPBu+IB1EHiE8w+hH8tb/eRuP5xpfr3wfSbaOl+CKjEQVSUfCU8ZD3vyTz9DfEfVRUqDMw1YqBcQDUyWgJuDXbtqJMo57Iw4IvO+d7JsolEk24nwKNcDPywHmHAxefiihTRNN5BxWkQH9oC1G01mW4rr+OqfdTA1exxbYBc5XQ0iKBN0xBPbUfP473/o2qysrvOAHXwjAtgu28/JXvmIgV53nxrU3HRhfSYFQwhbxSuVI6dgEOVcKgSbzF9sYVhjSEKfBaNsaXg0Za2VD5l5plg5Mx0wU5P8iXG+Avy+OdZZm1thGigJepSPLMxzHs3g5oXRGP/gOsU55Kc1Sy23Qx9ExrsNqIFAgFbnKWVwywgpjY3Q7bSuasH3rFh47coIpA/dJUkmea5gggBt49PuJWTtAovBKZfphkaQrKo0a44FR81GKfqdLFEUWgyuFwPMGxmaPP/74OjdzgM9//nN88IMfNO//91WfNuLJGVI6JGY9UUorShVNgtmZGc7MzVnjzDBOOXN2nt1GRetb37idJE2Racjff/wTAOy/cDcXXHABr3jtLwHwpc98in6vRWVMJ+2VUkkn0Ob6qZQDkjS1TYV2q8eWrZtpNPQ+xXHM2MgY587q/GB6clJzTsyNVqvWmJubo1FpMDWur+Nu2Edlqb1GO50O9XqDfmyevVnGxz/+cURhCBgEVIM6deOE3Wu32LF5knsOPaLfH0Xa28Rg44kdgopj15s4l2Rob5Fi2dy9cztra2dodXQOUi75HHrwUTZN6cJDJ/g5WRqZfVYaxl1o5ANCufgmXwyjEN/1SRJ9f22a2kQpCCwHKZAloqTH7IzePrmCVHH5gd3MTuvjIvKEHJewUMTJ+vT6rjUIa7W7BLUmrQVdPM3NL+BUR3jdW/S5jKUm2cqikd03/AID98kL8YIC9mQaHVu3bR+sSa5HomDUELXb3RaTE2M0Wzp3C8OIV/7ca5jdpH9HP/z+15MnRdLvBi5Hjx4FYGx83NjT6676Bbv2sbS2Boboe/LkSTZtmtG21gBKMTo6ykrzFD/xEy8F4Edf/iKmNo8RdTVurB+lTEyM2wdyp9OyWDHQpBqVZ5a4MT01zfTkJkKDE19aWsbzJUtn9UPgJ370Zzl66CEWT2hX2B98zrM48sRZxNgWEiMDubgkcJwSS8aK2y2P8sjZ09xw/RUAfPHOU2ROmXK5IO4J6wIKMFJyod9iVmgc6TWbE0jWkMLsc6bIUQMnO5PEuK63rjuXq0GHUymBynocP3oYgMCVJP2Ipz9TO/DdeeddNOp15heKwiLDkwMZwUSl5KQkXf36q37mp/mLv/k7tkzrC1P7Byvy4mq3HckBO19IiVAObeNu/Nt/+w2Oyc0Is5glOEiRkw1JIWa5Sxl9LncEZ3j3y5+FbxaWXGp/XVHIIBkiYZYX+G2BS4SSJYxAFDJLjHPv/617nwEOxaE9EQr2VP8vb92IJ2UUSTmAL/11nX4hBYhBil+YVNlEFKET6WF+jJHvHMaq6+usUKWRCOGsex0GtcZnP/VpZjdv5sqrrwLgyquuwg/89QmzECTmweB7vu4O+b5dt1zjlmsfFkpBPuCbKKOMU3TVNYk0t4XH8O8Z/g3FZKCQIR3wGAaJtjNEMO71ejb5cIccfIe3aaVMLbG3+I2G3FsUT//O/igj0wm6C6+zfv264zhmEhEP1FI8F1/5nD6tMbUz09O0Wy27lvq+z44d2zlzWq/X45MTNFsd++VS5XgF8Rq9f0dPPkbZFDcHDx4kTzNSc1xPHDnCpk3TTIyP2AIsjkK+8Y1vUDcdR8/zWFxc5NFHtEng8WPHCUo+73zH2wC4+eaXcsst+/+P87ERT87Istyq1EjHoVQq2Q730SeeoNFo0FehfV2pmJ98xWsA+OxnPs99d9/J5OgE45fqxLIf9zh3+iQXXaRVL+bPnGDb5plBESkhU9j7rFqtUqvXrFhJKchoNVt0e/o7t2/bytkzp6wqVuD7ZElOv923n58anyQMQzs59F0PF0ViuuL1eh1XBvQMyfxlP3Ezt3/rO5Yk2+60aLXWmJjQ8IVqrcKx4yeR5uYMHMVjR5+w4iT1epVqrUy5rh+erl9menIaIRzm5rTIyuHFOV50/ZW4Bd9GhlwQbCY162C5XNaqg4VaT9WhNhIQ9wr57ZzlpQ6Tk5q7UC0HdDodklQnxydPPk7vij3EUm9/rDFB1PdJuvq4xFlOphR5HjEzobkOx8/M0++38X19nOqjU6Rhi9g47NYqFdYWl/EMJn/n+DTP/bkfJwvM5BHdlCgUupIk0XxKc268QsShMDx0XaQjiaLIFkglT6KEsEVAvdogjCKmZzVH9Md/5KVUKnXiVJ+rQhXs+4kNTP9GbMRGbMRGbMRGbMRGbMR/8nhSdPprlQb5pK4Wj58+TX28zmJLd9Wr7T6uX6Fc1dViI4lZa7a46EKN8e922zzxxAne+D/eygte+DwAspEeWdNDmDFVEuesrqzaqlkBlUpgK61yuczy4qLF/E9NT5HkuTW2ijopUZry1GueA8DckTOsnjjDb7/udfr1xjifPvYE97UEraphy0ufs6sxrpGBU1Kggimqptu8fbLGY80UoYpRubaT9szYd8RX1OJ5LhnXHW6nv2QNfgByJVF5NHQUlVYdGTIdyrIM6Qws74VwOPzg3ayt6OnBxRfu56I9u/jKV28FwHNgcWUBXxiljTRFCs921DQOzbMdsbMLD/Pyn7qJP//wRwHYu3OnwRwO651rX4CBTHdC5gS89x+0CtEd7c2Esk5hWCCFQjgSafABrspARWzONRfiD157IyWlSEyXPheONSuyR0IN8LlS5ERuiTf+6a2cM6oEf/mOH2Oc/zgyMs7m+jt+51Mn+MhP7voen9iIJ1OkaWqVcjRGe3Bf5EpjuIc7+9KR9m9t5iVt19m8iTxLkaaLpXKt5mO1u4UiiWN7f/7ln32EF970IrZs1SoUN/3IDxtzPL0513PN1w2mYpkZ89p9FpI8y61cZZZlFgMPRlffEXjmfo3jWF/3lrug9Jo3pCCkcrWuMz/MZSi6/MU+JHGCLGmOUMF/qNVq9Ht964EABvpguuCF0o60sCjdRbfSp1kG2QAWZY/zkIRvmqbERtXMcV1Untrvst34LLfrUq/bsx1OgH6vh+d7nDKqJFNT02zaNE2vrTt5KkuR5BZ/nymFkoqFeb0uSuCKSy4lKOuuq+s6nFmYt8dxZutmSo4kjiIef/wxANqtFqVSmdAYRN7x7Ts5ffqUnZBs27adleUF3b4FDt13Hxtx/oQQgppRvem024RRtO4+StKEStmo2qiIes3h327XRlxPedrTOfzoQ5w4Nc/EqIbv+m6ZzbMzrJzWHe+tW7YyMV5DqKLj7TBSqVm5XaUUnXbHTvEnJifpdbsa/of2qsjyjNzAWvr9kG67y8iomcILFxzwawGuWcNQKcp12b7VyHw2W8RpxvOedyMAt932LRzXoWt4AY1GnVK1Tmym7GceP8vF+3fS6Rg0gyO55MA+xkYq5qg4TE9Ns2I+Pze/wuLCGhOjDUpGV/4Zz3wm0kuIjQqhq1JqtTrNTiGFLJHSIajqfa6WyqhU4gV6/Qn7CSpX1KoNe+xLpRI1Myl8wfOfy0itTlT4Y+QJQTkgznWnf2q0ZnIFl76ZNjhCURrib3lAmiX0ze/Y7pZZXGoRLWlMf7VRx+3nhGZCUvHKxCqm7OpzLRBU6zV7regcKmXIxQUhBJ7r2vPb7MSkeUY5KEwQc/xyhZe/TMunj1RHERKaa2vm9fMM03//oUPMTOmR0cT0JqqjI1x3yZUATM/M0uv1WVjQcpuO53Lo0CEWl7QRSxRF7D94MX/zTx/FGTU3TA6nH59jepPeZp7nSAcSMwoZnxinXqty+nTxUBhny+aLrXtdGIastJqsLeiT6ucBVbfG7ml9c3z9O5/mfW/+JZKWTiLjUwvcfMnTKT/yKA8bHOiKu4M4r+GWCqxZRiBdHjisR9CTk1tYzUIyYxAU4eGrLvVEJ/mzXptdWxwqqb6hlEoQ+HbM5UhFmgtL7CkSlCwfuHwKociH5PDuuvPf6HeX+amf1LKit339Vjpra1x+QI+Zo3u6eI4ksZjhQqyyuPAyo6Gtz1vZ8WnNn+LFP/R8AG7/5h2MjBRuvdgLWDuNmgXS8fnAZx7i20v6Jg29EZwh8jFSgMrsDMrJ+myKj/O+/64XokoakynPEnuFyaSETWyKBMYQCN0S7/3E/TyS7CAf0QnYy37rX/nom57PTFAMur4L3J87LKY5v/a/tcZxy9vKRpxfofHwRkfZHTw4wdwrQzyNNE1RDJJdbZQ10Nw3GwSJlcd0XIc0S+1nfu1t7+SX3/oWfPP3q1/3WvIh0yk9os4HevYowqhvk18pHY1bH9pHfV9k1pBFCKETfptsCE2KzQu9aBcppcW6e75nDPnMNtHulcPchcL5t/j/4eNkDbSMjwEU97Syn8nTDOk4A+iDqx+WxUNICo3xL5J+z/O0o635/uHjUxznPMutHGKSJpDnAwK18UIYdlgeGRmhH/apGCGGRx59hMsvv9z+nSQx/X6fSUOsO3n6NIvnzrGyqtfvK6+8gqA8QW409rds3YLvenQ6ei0+eWyOqalJ+iZxiMOQhaUF2s2WhUJ0ul0OH77TiiD4gctTrr2aTcaFc2VllXTnNmts9Mjhh9iI8ycKx1fQ11sYR1ZDXUpJFMWUDYm2VHZ5xo3PIUIXjSNj4wS+y9RUg4OXa3jvaHWUuTPHOXfmCQDGx6p4rsQzuvxSSrq9nl27GqN14iiy+7G2tsam6WkLMUqjEFe4A0J9klEKSoMiOVf4rjak65nrOghc0jTD93Xe1O32uf6Zz6ZjrvPV1WUcx7Pa/y3jMSHMurC0uMj4dVcwP6d1/R2pII/xPJ0DSCFIkj4l8xu+8IWvs7LWJosVqdJJ9x+/9500F09R8vTvcEhp97pDcqgJYdgl6OgEuhRUDM+wgBcqlleWmZxqmN8UEHV7VOv6ON199yFufM4zcFzTRJQOYZwyOmrceVwN6/M9j8VVnUCvri3hVWvkvhEPcVz8RoPFJ3Tudnahx4g/MJT1pYsrJCVT9Hl+gHAd69GhlEIJYT09BBpSPiyokKephiIXMEqhoZqh0fovlytUynXrdjxar9NcbVM2Dt//X1iHT4qkv1qpEhqiRm10inJtjMUlfQJK5RFAsX2b1kPu9jusrjZpG1ZzGEZs2yW44xvfsriuhYWzbNo0bTH6o6MjxIFLvaYvhAsvupC777qbiSmtu3puYY52r20fIq1miyhJKfv6gNblOFdd9nT+6a//DoAPvOW1eJ01SjV9U9caI3SbJ7l+c42LDA70o/ccIx/bQYy+EFI/oJWE7N2rO8YnTy2wvNKnMqbJZSLt0IjmecZuXQGPyT5R6xS+UxQFznqnSgoDIP3/urAp1HkG73HJuffeOwGYGKvTdlKKSyTNEkbGGmSGu3DDU59KkiRIo3e9sLDAQw8/jG/+brY7LK+s4fumA5Z7lGsVWl19nH/oh1/I5z73RaqFIpEU5GmOEFgDrw/feoQvnXRp+/oBLEVOOoTfJ1c4QJDphWcLZ3j/Lz6buvmdMhekUllcmu3emn/x8hgcl1zqG/JP/+Uwty1UEV7VFkztYB8/95tf4k9NIbF9XOCQUyT/bSH4tb9/mHZZn6v4uzDLG/HkD8/zLFbV9VySeEj3XdmxE6CTW6Vyq4SRGex+nmOTXYA4ipGmw/2G1/8S7/3D99mk/93v+XWUcGxRkGcZzpAxHkYsJh9K6j3XW1dvDl9lNlkXwv6OIokfVsMSYM1yMF1yy5/5rmJWuwgPqWkZlaJhsilqwIVwDc5dyvWKYAhh19aS8b5gaELhed6gcCiw8uYwuI4mBhfHyatU9fEejF3wfc9g+TX+tReHdnuu65IZ/5TiwR/H8boJp5AuS0tLjI3p9b3T6ZKmqU2YNm+exXUdLr3sUgBarRa+77LJaHlnScITJ05QMutctVJibWWZlnngri4tIqXkzrvusKogeZ5z0f69TE/P6MOY5wgxMHObmRlHCp9aVT8flrZvYSPOn/ADj77Bgee+h+d59j7yXY8szuw0LExDwjhi54UXAnDHd25nz77LqNUq7L9I/9vnPvuvXH3lxXz1X7TDrusoQxbW93qapnieR1DW13ie58RJQqMgrycZp8+cYcQIoDRXV8jSjNwd8PmareY674okTciznJ7pzJOW6IWhbRzOTE+yuLiAMLr7Jd/FcR3mFzQXZmVxmauuvtoqcx159GFWnn4Ni4u6Aes7HuXGwHW6VqvRbq2R5Pqab7V6tDt9vCBAGI5mrTzCuf4jVEyulcYxOA7VUtHJ71AqlbSPBuCVHdI8pST1+x0Xdu/ZaouEOI5xfZcw0vfl3Xffz/NveAqR+dsrJWRKYnn0UpCaxLpADDjSpVr1cVNTQJHRWVtl/iFt8LW5Ospqe5VaQ+dqpZEJVpZbXHChVt4JswQ3F3a9iNPUKL0ZJTjp4LiOFUQQQiBczxg4FgoIZipbmBZmktWVRYKyPi5tw1ddNkpMvjcwovxesYHp34iN2IiN2IiN2IiN2IiN+E8eT45Of32Mya1aknNichOTMzMcO3Yc0Jr6W7dsYa2poTZe4OJ7JaSRbJqdneGjf/1nZI4iNm3v0bER2q227ew4rkvZFVaS8/DDD4DICMNCh7lE2MkZN45ry0stwpWc3HSOfvCFN/Cdr3yV1730xQBEZ+ZoZjnVKd2trkxvIvAEk/EydL4JwJufeyMf+coDLI7oyj5hBFcEPHBUV2ahKFMerVE2JedURXD9tXvwTmld56j1/7L33tGaJnd956fqSW++OXXunu4J3ZNnlEZhkIQCIAkkSyIKBLJZMGbBBtvrsICPORY2rORdvFjGBBkhMHgNiggh8CiOJmti98Tunk63++Z73/Skqto/qp567x17zw5/eYZzf+dIM3fue5/3SVX1q9/vGy4gSRkqty8LE6TKdlTvLGxmpNkNtspfFe6iKCQOFUa5HWdWcPMtNzM1NeX/RhtJozly2IviyONp90xNMXbLLVWRjiwv6fWG3uJaC5AiZNO562Uq533vewef++yX7B/IhCBQlDLgv95jW4CfO5WT1xaQVQHUGELhi6wUxmrtTgjb6fnwh15HKzSQV1ctkOS8UHmn2r2aIGTLRPzp16006l1nDZtygprOKKXtaJgkojt9jJ/+DesN8Gs/82qOtQW5c/j8p79/H6vJMdKKVyB398Yvu9hmoyxl4CA8O6vsVXs+DkKrb+/+VLkqe6k0G67j+Nu/+Tv8/Z//WQ/H+civf9Qdu8KqazCaqLKTz3MQckenwH5wm6qNFF5WtHLarToB/n3eBs/xHhtVhyII0Ep7BZkwCgmD0OuFa6kJGCkKVa7BFUdg+/2wpyDsONwhASoweiR/mtQS6vW615xXysKPPDRKCPK8GMlpbpM4tcfUxHHsOwX9QR9jDK1KBrDfJQxDzxkQQhBHMcPUqW3kOWEQIsyIb6G1JokT/5kkiTj3/Dmvg91qNel2uySuK9Hr9Wg0GttccQUrS0vbcLGKOAy8Q3M+GHD27Fkip6H+9NOnWF1dpd1qcejgVf7RJnHiHTOldLKjFRZSlaysrTJx1K1zEx124+UTaZpRuGcbGEGpBCsrqwCMT3QwEi+F3WolPHrvXTx70vI2+oOUo8dfQ9hIGKZ2IVt6/mm+cvkpstR54LSarvtl3+n5+XmWl5c9ZjuKYsbGxzzkrNGo0x8MmJ9xSAGtnSt1BWkrqTv5b7DdyyiKaNTrhA7a2O32aNRq1J10uSpKnj/7PPPzVrf/6NGjDLPUwwfn5/ewtLLEhuPGdToNtNJe3UcE0G7WvaRnqQ1RElG6DsnrXnWCP/30Fwh1zfNx0mwNKSSp8wpJwpDf/M2P83d//IP298MBYRjQd7mbIKQsNOfOX3T3oQEYyrLnfm87faWT25SBQQcxhK5LgyaOE5549rT7fmUhPrqkVbPXMTkOV7prvuOptAQVUp+wedP5S1doNBvkDuZ07BUnGD92gFUH967Xa2gpfRe03qzv8HSxjsLGryVaOQk2g7/XqrRyv6p654ICVcDSFfsdB/bvoSw1oeOpLp6/wouNl0TSf8cdr2XgdNgnZ2bIleHEieOAbUttbm2xsGDboZcun+eJk99i314LvXj01DcZDjLGJsbp922baWO13NHu0KpEyJGEUppvMTY2Sa9rX7S3vPktxEXby8TdtXoXz6dn+J73vR+Az3zyD/jQO76dG6ZtO6eRZQxKRe4W2+6FC8wfPECQJEw6o6rFp7/Ij7zyGv74YZvEPz+4ATU1RR44zJ5WNCjpxK4VH8R89jNf4103OGMsU1JoaXHAgNQpFiMwWpiUDjxWLQgjSm3QZUHNtb0xmnvu/gpx5BbesuTkyZP0upa7UK83iAOBdvcFYWX+ItdaK4qCOAkoHHEnlCXtRkTkJo1BXjLIU54+bVuUQRChNdx556sB+NpX7kMh+cy3LvGJh518an2WQoQY5QYlYGTosfgBiun8Mr/2ty32cTrIEeXISMd6HoV+YzOC9zjIkhb81ZOb/NHD9hpV1CbRQ0qlCMqK7JNCFLAyYTVuP/ybX+A3fu6d/PlXrFGKSibIwwaRe776r4WY242XQmzH2w+HA6I48TJwaE2eZb7darS2EBP3+ZNPnOKB+x/k+z/wA0xN24n+H/3Tf+SgLo78H9cZpqMF0WBsoupy/FLInTKgQjjdfJccBxK1fSOCNayS3typgDD0mwOo8OxY3os7ptwGIVJKObGCKqlXGCNGhFVVIuXIj0AKuRPaI0AifStda5ugF3nhr8OShSW1pObPs/IDqM4xDEcbj5EHgPCfT+KRiAJuY1GR4GpJbcdGpygKpJRehCHPcwzbYENAs1ajKAtqTqtbKc3s7CxFUVUKWnS7XVpNl4y8AHq1urpKlmZMTtmij9SCpctL/j4qlXHl8iUWHXY5ikKmJia4+ugxms0K+rhBkeeEjlQdyABVFn4jMjc3z8L8LBubjnhXvnji3W78z49aLUE5vfq1jQ1EGLDStZvGftaj3WxRd/CwvMwIw4Bh1+YjAs3Zx+/iuttez/KiJShtzPwAACAASURBVO6+973v5itf/Cydli0clkWOMIEn7i4tLRHFIcZUsDlFnmYUbrOslGLP3j1+DORFSZLUvRdRq90iCAKf0zQaDTbWNzBaEboN+cLCPBsbG34DXhYl9SRGuHmxXq/TGutwedEmlHmeEsehJ902mw10UdCo2c2FDNxGotp45ClhrcbkmB27r7xxP+9796+SqZzS5Rwq69PrbjLZttBsKYb8yA99nzdODWWLPFe0mzaBNqUmDEOmXeEyjmPSNGd5ySbDIlBMTU/6ZPnQ4f0UeeqLKelQ0Us3abbsWF9e7lIPU1JVUk/s/HB2cZl3/+iH+I73/AgAd3/9r3j89CkGTTtn/cA/+kkeOfscH/gRy43cCJTjGFXzqoVAekhSlOwwRbUyzdrzMXRRUhSlFXeoIGNJTFmWJG7ei+KEjXTAvr373HVkrKys+Y2dcHPfi4mXRNL/wAMPcv0rXgNAfzCk0Wr5naAUkpWVZY/fDIKQdnuSN3/7mwB46Ne+DlrQ3ep5ZYQkrKFK5ZN8XRSESeAJcGNTcyBzxh3e7f6T93Nw/DAHJyxvoB7V+eD3f5A/+eyfAXDrwYPcvDCFWrc7+7JWQ8yMM73Paqamq2uce/Ikc9efIHbE3P31mPPPPsKPOELynz51kqc29xFNXeW+Q1CLA4a5G8SNcZL5GzgztOTiuSgnKdY8fo4qidgWxmi0HlWhQykhkkhnR3v/fXcz7G+Rut83m01kmbNy2RJSer0tsjwdqXcA4+PjyMg5FQcBYZiQKbt4ylCSFxYzB9AMA9a6XQK3cVG5ATSlst944w3Huf/hx/jaPQ9RhjcBkGlFGORWKghLBCyVJnGmZmNmgw//8E0cCux9GeqYQI7UO4Ad+F2P9XWVwXvP9viDr58jq9sJuCydzreQiKSqukXIbMiYst2A/+3H34YsU971BuuW2L37NOvLXUxid/5DtZv0v9wiCALyCl9vNLV6DbONDLr9n1/88y+hjeatb7PqX9ffcILjx6+z7tbueEJIgkB6fH0QxVaFwc1TQtqqvicPR9YvQ2xL0M02syallFOmcEZYZbnD3TcQTjUnDP3C/cKoSK3VRgRh0KakYrVbToDxiUGVOIuqrfbCzazBL1RVFEWBDEabg6obUZ13YF3H/NwkpO0MeMWgbQZoYJXEtFa+8m+POXL8VVpTFDmR+7lUJYEJ/OelkAiHdS1dxzFOoh0bj0BKSlWytWUToLGxMaIwYtN1i4vSKn5U9zsKQuJWzMVz57edj2Rpyar53HPv3TSShBPXnfDHe/jRbxGEwldqO40mi93LaO0q/WXAWGeMSZecbGxsEAQdEscTSDrJf/9Ad+MlG91ej9Qlu6kqyNI+fVfZD8KAZmeMQd921JMkIc8H1B2xM01zRBhw/9e+AK7oFyJpNOrkhV0rhbAb/0nHQ7lyZYkwCMjcHDY5McH66prvVtXimCuXr6Bn7PhaXLzMWKdNq2W/c2tri8OHDzNwHbnNzS2OH78OqUd50ebmJnsWFjz2fKzT4dLiIs2xqkpuixYdZxBlaPLsc8+gdeVvlJGmuS98SC1otZp+LqjmtMBtZO574G5OPfUUJgqo1+x53nLD9czNzfo5LCgFV5Yu0W7Y5FZK6/HR79l7ffDwIfJC45pu9PpdHnn4Ka695pg9p2JIb2vLdw61sve26tKBoJlEtF0TZHaqTZy00Epy9qLN70zUoDPZJHJ5zTve/zbe/a63srRhN3m1VpOD6na2HFxBBnKHB0qW57ag4K5pMBgihSR0hWjhHrisRFnimFqtZrll3lhRUaslGFOplQk2Ntbp9uycZlRArdbi+UvWM6njlKVeTOziFnZjN3ZjN3ZjN3ZjN3ZjN/6Gx0ui0i+jwFdEFvbt49HHn2DOSXguLl5CKU3P7aLr9Sa/9Iv/kp/6ex8CrFNZlhVkZUHgGOFpzzLSE6dqsbm+SVqkHDl6CACVDqnVQ/qbDoNXj3ng3ge4PGkrQa9+5bfxJ//1TzmyYKvF33nbDdTzAu2OJ8YnmVhYoKo/L2cpMwcOc+6hh7n6ppsB6KGZm45ZesZq4N85cx31bosr2PauCTpcWd70sl6hGjI2Oc23rthHcmK6wZFIEua2baV0iQxHyq5Shmg9qlZKKaknMaGU/D//5ZMAXFo8z+TUpG/5jY11aNRr3PvQ/e4oCh0KL5tXr9eZm5vj7DnbglSlppYkFK6iNjE+ztZm32P6i0KT56V3SxZCIWDUZq9prj9xFfecOs8/+7jVLL4g9zEwAUXlhhnGBEYxmS8D8E/fd5x9dSiFvS+RMKgXKJYYPfIekEKgjOGRZbvr/lefPsVavI/Al2glJYowGOnuJoGhplf55R+y7qiH2zGizEldlfZ7X3eE2qOrfOlZx78wbWC3MvdyijRPPWYycGoNFczlDz75h9xwwwluuPF6AO78tteT1JJRscYVqqM4oixGMAyv5w/kWUZSG2FTBZUnRQX3cSpB5UjFRgaBl5I1jCRwcX8byMCrwQhpO3thEO7sahkL2wHXfQhDirLS7Zf/nV7zjk4AtuLuHX395Y6q6JWijz2+reDbxvU2uVMzUqUhCCnKYpulvP1c1ZmtqorV3xtj8caj61YorT1HoN1qo8rCd2mMu7lVl6LMc4qipCwL/yyGaerUO+x39IcDijz3Uqerq6vMz82zvGor941WnZCI3HVZT59+BqULOi1bLesPejz88ENsOYxuGBrGOm0OHrSd3UG/z6033YyQIwxuoUuG2ZD5CaveE4UhWVb1WC0GWxtD6HDAFaRiN14eobX2naVhmZPmA/YftJDjTqNDKAVp16mFBQFT01NeYdCgyYuUVqtO5JRxVKYhFKQ9W1UPEERxzLqTkS1ViU6179r1er0dkOU8y/nhD/wgf/KpTwPwpjd+G1/7+lephmUYhpw+fdorGs7MWDfe7sa6H5OTk5Osra3xxm+7E4AHHnyINE3pdW0eJNCosqDpVArLUnDlymWMsfehmTTQZUlW2GuIa21UaRgMbV5Vq9UYpqMxcOjQIabnZqg16n6ejJKAbFhi1Ei6uB4naGlziCQKyLOU0LnjzsxMoSk9CVBrxdbWFg1ngDRc6xOHknrNQXlliEJsq24b4m0a/FmeImXEX3z1AZ47azv/7/zBH6XR6CCdi2866HNhaYXI+Xb0BwNUmlO6Z5PUa0QCD82K4xgjRp3EkTKZUwNy7vDhNky/lNI6A7vzKooCpQqkqObJgrNnz9Fz74sqAjY2N0jdOzkYrvJi4yWR9KdG0XNti/XVJabHW9z30FcAeObppxgMerz9bd8FwM033MjH/+Nv0XCDZ2VzCwEMuwNKYR/SwsI8ly4tMjfnJuAg4fzFc0jHGxAqQQ8EemBbbXvmjjBzteDI/qsB+MvP/xk3Lszy/m+3kKP2cIt0kNFesASXol5Hy4hLFy2ZpDMxSWAEh6+6hlOPPg7AVdcdR0QRU1NWD3atf55D6Tp6YJP+Z8Vhytp+tCMkp4MegSlpjNu2131X6vTH5jjhICkhm5QohKjMuQJCWSLliPAm0Pze7/0ua8u2TW0C2NjqeuyY2tjk4tKiv9etVh1dav9yDjc3WdvcJGrY+6IjQSYUQ2cY0ltdIpAxTdcba8uI5eV1cgd5gIB6vU7P4ViNDJmcanPbiaP81TcfAeDX/uQxzomrQFQmRznjepl//H7bOr9xJkQY49vkCEYJBhWZUWJkhbcPWFxL+fB/tsdfq11FJDRlNcyF1UcXYYhwk10jXeR//a6j3DDrJtE0xUgQ2N/Hac67j4/TqtlJ+y8evQQcYzdePqGKkshhTT/yqx/hZ3/uZ3yi+QM/+L0YMzI0ieIYKQOvuR7HEdKRZIVPZi3ufxRWc7+CayhVUirlYWZaaxTKm3X55q8nzbJDcz9ykm2Jw8rLQFqd/0DaXS7Wd0NpNTLXYSd3wWi7Od6exJdl6Zc8hbDa++5kKhOtCu7jCwjVeBP2mIaRZ0Ge54RhuG0T4M6dUfEhDMMdmHxLXHO8A20IwoDQtdvDIKIYDrfpiSvvgeCvsSyruoILe7xqYyCEhQ1Kh1WWQpDlOdVdSup1glCwd49dD1ZWl3nkiYdJ3TwVxQGbm6vce58l9x0+dITOWJ28cBKd6+tc6hf0+pv+PgWRhToa54HSaNQ5cvgwA0cgNMbQbLb8hiuKLEaXwLX0gx0XtBsv8VC6RAWOOE7BK1/zSh59xK45EkGnVqfu1s0ojli8tEh3aN/5q4/sBQGbG5v+fanVa6TDlMglt2WZezgfVBCh3M8npVLUo9iv5UIIPvu5z/txc/rMGaQI/WZSSsn4+PhojABHDx3mwQsX2bMwB8CVpSWiKOKLf2GFN9I0ZWFhgda4TZjvf+B+nnjySa6/wa7NWTak1aixsuLIxONNtCn9fFEWJcPhkCi20Jo8L1GqZP9ey53Li5ykWWdza4ubnVzus08+A0hW12zSumdmgnsfOck75h0/Ao2QJWjnedBqUBYDlJtvkrhGZ7zlfYBqtYR2s4V0edLi5SUCKZDVcFMCIaX3E2q26tRqDR574jyibvkVN193NWk6IHeeSXluixQdJ48qlSZvGw9dFNLNsNsKsEbgxQzsZC99gUAIUGVJWo7muCLNkdFIdCFJEsJtAglhEJMOS/LMHqNRb5Ar46VP5V8DgfySSPrveOMbePjhhwCYXZvhy3d9hdl9juAiU1Ld47/d9ecAPP7Io5RFwcaGJZeURUkcSCY6LWJnxoIyzE3O0l2zD216dppWp8NKpWkqA6IoYqpjuwkt0SScmOAvvmC/49BYk7ecOMRY11afA21oHT5A5hbbIKyxcXmV9pg9x7Bet/WwIObItdcBcPa5p1k4cIjpCZv0x6JLLdiirux59/qSgWpSBDbJD8OQQa4htE+vMXeAi/0lotwO6quTEqG3iL0pldXlF2JUSfzmvV9jcWmRxC2oRhuGw4zKPLNUKVnWpxLNLoqSpBb7BShwKifa4W+N0gyKoU98oigiy0q6xWjxk2FIM7bXoLWk1+v55CoIBArDzHjE99xpB/l/+P3P8rmTV3ik6647EPz06+e5aTry1wXsrOybUdJhMGhhiBzW7WIh+Qe/cz+rTauKoWWA0hpXBESVDotdZrRyS6z68bcd5U1Xx2jnIiqd62fsSNKZaSAUvO2YTRrfcOQou/HyirIoEc7s+md//mdoNpukrrIrjE2MK4ylDANKrUbGKFVnSbDN9M1Gpa086A/Ii9y/lzIQCGNQlaOmCHaoa8EIy1l9R7hNz75KrqvkOZABgZS22uN19yXldvdpYfH51eKihd7h5VEZ9kWuSlaZZVcVcq/05RsBxrkG7zQPsGZZFeZ+NN9U9zkIg1GyISRaaj8HVF2CqlI/HA4x5eiexFFoXbhdcjwc9qnX6ztcgbcbrSVhZMnIpvTFBrvhKjwBsShyrjp8hMlJNz+HIc+fPc3y8hX3+Zyl5fO+Knrl9CXOXzjLYGCLIasrS3TGWmR9e/x2q8Px4yf8NRVFwbDaqLiDDAb23lWGZp6wXT0bo7l85TItR3Ic+2tgcHfjf37IQI66egLuuecev/nOVEkv7TPt1F22ul3iWkRL2jGRZRkbmxtEQYgJ7XtxeXmddrND7Mw7VaqI4oh+zxaaqoRv+3cWoabtHHZVltPr9/38k2UZrXZrm5+GJf3feMMNADz0rW9x5swZZmdmePIpK7wxOzfJeGcMnFHV8vIyWVlwzBU341qdqekZnnnuSQCmpicZb49Tc4ZQQRAwzNKRkV5RMDU94c85iWMGQ82VJZtHPfXscyDd3OHG8775BbJiyGRiuQxCSgIxKkTWkohuNvQdg6gWWT19XeHhA1ZX1/zv07RAypQsdUWKIkUpRTF0GvxRQJkNaNTsOOwPuhgRonXJHjtdcPddn+Ft3/0eX7ycOzjP5XOXCNxcHddrRFnBwHE8ZBgi0BRO7z8vC9uN9BwyTRTEBNGoQLtdnEAIQb1WqxYI/zfSuZXb79AsbywxOWVz1n6vx1VXHebMWYvKGDi34BcTu5j+3diN3diN3diN3diN3diNv+Hxkqj0f+muz3sc2ONPPszBqw6y/9ABAD77mU+jdEGo3S5p2lAUqWe9B8K2TZu1OomrwhkDKkpY27D4uPWVdXrDgWdTr3Z7REnCpQu28rv/TVfx1b/6CrOuUnT97BRHpqeQmW05yVaLXER0xuxOfrM/JA8Fk04CTmEopUQHmppzadt39ChLZ54n2rA79+bCQRIKXneDVbFpnOsTnjnFM4WFFImgRWZC8szp0RpNrgPOL9mqenuixvxEjMrsOQcogiCi6hLfe983ePChey1GtqxkQAMwI7xsGModLSNfQdxWfUxqNXLXWi/KEkLpdcADYYgSSJwCQbPZZG1tnbqrVugyJCtSElcJGHZ7pCYklhFJ2+5qf+KH380/+YWPMunkzY4d2MNrjkwQuwq/eoGsuY9Kc11IjJRcGdgL/4f//m5WOteTVyB+o9A6B+06B1EDVeSMiR4/fKdVBHj78XFKlVMxJLSxzUKlq3acwmAoHVYaHfBCX4DdeGnHWKtD5jWOA7rdHm2H2S5Fgdkml6mV9pJuVVTY9e2qDFJItN7mDLsNvgO24v5Ct9/tTrOiEmNmJL/px14gkIww+SYadbdGRB6LFddlVbUKQe50GN5+DgbjeAIV5j/c4cArpMSokeqNUlZSdLuMKOAqjsr/eyWjWf28vROHsLApzy0QsM3smloSY7T2GvhaW/3qSgNdCsmgP/DHV1rZqp/7+/5wYF2DVUnq1oD1tXUCaTh06BAAe/bMU6vVSZ0z6OW1VYxRpKnt/J4/f5Zef8PCBoAglExPTdB2a8768gavuPWVjHVs9XHx0iJ7FxbIXKdoeWmJVruNKpVv+QdBRFHk/nUxxhAEo3u5urLK+Pi4VzGq9Nd34+URg3LgIWmBimjHiednoA3ze/aQDu372EuHnHzyEq+6xWL+h/mAOIlARGxs2fX88tIKFBc44PyJxicmbKXccRvT4ZAsz0lqdt00xpBlGcaNQyvnmPiuXaWUU42bej0hSzPOnbMusm9985v5wp99gXa7zY0OrtMbdNnYWvfdy4X5eS5cWfT6XRtbPdbWl70TMVOSzc0tzl+w6n+33XILYTBSFxNCYJTw802aZagio9OxsLpjVx9jemYapRVJpRhoNORgpOu6SoNKS8JKDQyDlILT5y1k+dW330R3o/DzdVkaFubnPQyqVktI4pjAdVRmpyYRSGTgHMCjCBkl1Nx9LQsQRcH3ve+NbA3t2JyoC/7Nv/wo37jfch//4c99iN6Fy9x8u5Ui33doP0GrjnAd1EyXCGUQcqQGVm+MPBJQwrurV2GE8eeMEChV7ujCFoWmKEo/jw7ylOeeO8fiklXrkSJgZX2dQ27OOusq/i8mXhJJfzZICbEP4cCeA2ysr7DutOSzrCRJEg4dtBCLV95+B1/98l0c2O/kNet1Ll1apNvtkjvji/HxMfYs7OHSZXuDzl28iC4Umy75bSUdsm7JjTdZLfhnnzrNvladt19nv+OGPVOYlQuEE5YEo5JJGs0mQ7eIbGxsMLdnv5dXkkLSbLfY2thg6Fo8SXOchSMJV5btOQTNGntP3EjctIP62n11JqJV7r5wBoAH12ZR7X3gBDbLIsWsL7LQceTkqMWl3hpHJlzLOu9Tq8V84c8tkefBh+6h6V809+KUJWEY7MDXWjz+TkmtapDGsYX6VHjaJIwsntbJa4aBxQz2M0eAbrdpNpsMB/acQ1lHGEPs2n1pGBIrg9GFx/3Fccgv/sLf5xd+6ZcBeMeNt7uJyk01amReZP9p/89smwT6ueGnPvZN+yzGjqDKjNgRbZVWGNkYwSjKjPFiiXcdj3n3TfZ5xnmPvmggHCFJCgvlUA4fF5oMI0OK0N7Pj37iq/zSB+9kN14+cezqYzz8qPXIiBoRYRJ6CInSFn5STahCCoQaTcpBEFjd/m0SucK9IxXRVgYS8wIpVyEF0kno+r2CO4RPvCv8faW57+cQu1hWC0GWZXZRl6PNpjFOElONNg7bSbWVF8B2ZV+D8ZrwUuyEzVXt4xEeP9iRwO/YwGyDAGFGx4xq1kuggrVorTHb5DPDIKDQhty1yrXRVnZz232w2v8OLlSWlgy87RrSNB1Jm+Y52hh6W1tETjDglptvopZEDAZ2fl9ZWmJpeYm640cgDA88cB/PP/8cAP3uBvsPHaA2br+k190kiCJSZwB066230qjVidw11ZMaZV54iFGnM0ZR5ExMTHoog32+o02dEALl7gVYPLdWynM2yrLiQe3GyyGElGTuHZbGwUzESLZ2kKUsLlofh4l2hze8ZpKuex87jZgoiLl0ZYnCSXr3swH7ZueR0civQhclpRz5WgTBCDZXr9cJw5B6BUmUkrwoKpSLhQpq7cULKt+LNUcM/pNPf5qF+Xm6m1uceuokALfeegvDwYDAXcfq5gZ7Dh7h81+0GP9GrYbB6t7bUzTkZUF/aK+rFtYpisIn/VEUsrm1Rc0JntTqMelwgHSbpZWVVS4vLfH8888zcLnU937329FCUin4Kl0SxAFlJfWrJcZE7N9rN1CmsJwm7y1QFpw+c4ZjR23uFoWW0F8ZL9YbdRAl2jF8wqhGv5cyMW6vqZlElEbTSGI67ry7w5TV4ZBGx8KeWkHC1vqAk39g4d+PFQW50dRvsDno237qB1FSe9iMEBJhoHS8xFBGGDUi6Sql0MaQM5KUNsb+s1on6rUaQkp/L5vtJnk29Pws7dawSkL6ne96Jy82XhJJP0Jy4rjFfA+HPTI1YHXDJv0TExMMen2OHLJmXM1GwubqKjMzNoErs5wizRj2+hw7ZgkjGoGUAV3nXnfnnW/gU5/6HIm0N1CXhltvvpXNDUvU0kurvP2OmzicuAGWLxPWmyQOE0pnjH6vx4pTwTl49BhprmwlHTsh9Ps9oiiiVCODhqIRM7nfVpeHhWZSNli64ngCUrBy8TlunbH4ufZ0nb88vw6Rc2osC+rjM5xes2ThY1N7eOKMYm7MjvJ9E5JvfPOrPPKYTWwmJydZvHARIQR5ZfAQx+zZs4cLF+wAUDpHSukXnqIoyIrUu/gZY4l61csb1xKUiijc4h8EAXmR+8pjd2uLWq3mMX1xKKmriN7AVjOC0OqQZ1mBDN13oGnWAj7yqx8GoIbgve99P9VGJQisSVGVNRkjCYz2uv6bGn70I19kOGGxigMVEYVgnJZSKTI0AbHjQoRmyKv3lHzojSeoNha5bBKr3Fc0RjjqKlMLKaKEf/gf/hKAK1vbdu278bKIKIq55tprADh37hx5lntlmVq9RpHnOxNwOfJ+sNwWhZQjbHaVXGtPqh1tnMFuiLebSmlccitGkzQGP3YsXl97QxerdT/aHAgE2lhFH6OrinSAwXIQwC4SVjd/pN4jpHgBj0BsI40apxJUmXWpHZsAS9zVnhRXncP2jYCQAUEofdKaZjtJqcIZ0xSOQNhoNkmzzCfoUkiyLPN7+jRNqSU1X7kTyjjXYNetKEt0WfhNf55n9Ho9Duzfx/ycJSSGUUC/3/ccnTxPicOQ558/C8Dq8hJZ3idzrp3tmSZlkLPsuqhj7QmyQUbg5qBLFy+iZzSR24DNzc6gCuWvaXxigo2NTbq9/sg5uOIxuFsfhRFKKZeEWFfgUim6K3b+T6IXb6azG//zI05iGi27hl26vAjFCG9fr9dZXl0hadrf/+c/fYR3fue1ft/a7HR44tST1Gs1Gh37mT0HFiiGpXfYRWmkjGgE9vdZmloBihf40VS+PqG0nKHEqWQtLS1Rq9ep1jgpBNkw9Xr1hw4dIktTWp0WvS07Ti5cuIDVi7fR627x/T/8I1x/0yvsKamC++65i3XnT7TV7TLWaTM5aQuXSSshH1QGeNDvD5zbtrvyCIgCzl+ynYFur0sUx+zbt5fJSdtFK4OAVhwRVUl/CVu9vs8XiqIgiutsXrTKW2PtNnEgfc7RaNQZ64xRd8o6adonHRbEddvVrSU10AEN93sMrFy5wv59NleUUiCiFn/4x/+Ft3zbqwDoTE5SZinV1JinBWUvx2SOr1WUDIuUaccLyHNrUOgNx5QijmIv/CBlgRTCd4XDKEIKP/MjsHNooUfmj8p1YIWpXEkVr3nVa3j6SXsfuk5haXnZzidbvV1M/27sxm7sxm7sxm7sxm7sxm64eElU+q+75npmpm3V5uln1gBJz0Fx+r0eC3NzHDpkWynpYECWZVy4YDFes7OztNtt5mZnmZixO9ALFy/z2BMnGTh8/Jkz59i/7xBD1749cuQIa0ub6E3b+vr2V5zgxESHMW2/kzhEjs8wdLKgYSlIi4xaJZdZlGAkQaW76oS9lVa+imb/uyQKKrWdjCunHyVu2XNc2upx4KqD3PrKOwC4cSh46JMP0s/t3491JtAYmmNWKvLxZx7j6v1zhKHd0T3y+GN8+a67SCtN3NhW+GZnZz2GX2vNxMQE7bZVyrl46QJ79izYHT7QajSIstAja7RS6FLRdBULgFCCKO1uPs9z4iBk1ukTW1Wckre95XUAfP3r32CYDwlcpVAViqJwUnruTVNlThgKpLTtx4/821+hXq/zXd9l21OV225V8TSBrTFWar8/+et3sd65GhHanXyoMqD00JyABlJpjLJdnFfP9viZ99xOKJTXBkaACayzpz0pTWDwkIOsJvjff+cbPD2w11myxW68vOKB++/nta97LQBnzpzZAVsry9JWySvMupAYM1JaMQ6ilhc5UTSCnWw3q1XaVsn1NqjNdldYrbVr/2/jACjlu0o4pRevtmNsBaj6uSxLB6vRXuZRVV0GOarEY7ZBhl7osOv+23aYklLKQ2lkIHdUnMqi2AEnCsIAU2wD5LvrDoNg1AHRBiONr7xVcpmVssnQSVhWnIAkDoiThKGbtzxEopIydbCYqmlLsAAAIABJREFUnlMxKcqcbq9Lw7mnT05Ocvy6a4iigH7XVknPnL6AUorSzVNlXvDMM09vq4Jeod6KueZqq6y2tLKIMIb5WTu+Fy9e4PDBoySBrQZOT0wzPTnFxqadQ9IgY9DvU3MSsGtr6xRlSZEXxK6DMTU15bpDTmIvDKEcQaSmpqZZc+pxAKUZ3dPdeOlHFMcePjY2OYE2xsN9q4p/zXHb3v7Wq4jqMTOTFo3wxKlTiDDi8soK1157LQCLF69Q5iWNcZsP1JtNVKkxlfZ7o0aeZhY+h1UNM8Z42cc0TVGpoqHtO5kkNeIootEcdaXTJCGmUtGCIAwRZUmzYdfOKIop85HqVRRH/O7v/Dbf/bfeC8BDDzzOyso6G2uVV5CtZguHKWo12mymW9SShrsPinq97uewfj9lfm7Gw3+mJ6cZHx9ndWMNSaValNMLW1x0brj9lUXe9O3fw8UlO1ZmxxsIGZK7abLfXaeoBV6nP8xD+v3BCHYpJXEYeWje5FSbJKn5jkoQBHQHmpkJe5+2+gNC02Yli2jNWXx8ZHr0ukNqkZ1z4ppAhTGDwsGatGCy1mZzy84PBkkUBtScGo8MpO+Sgp0jq7ymehhSjCQ8KzhSXuQ7YI9aa0qHWEAqriytkDt1uLiWkA6GBLG9t08/c4oXGy+JpL9Rq3sjk96gz+raul9mhBS8653vpOHw6q1Gg5tuvokHHrAki63uFnlesLAwz+UrVpJtdX2dYV4y4Yi3y0trGCNpt63clVCSstdj74SF0rx6oU0j7XrzLdmZIB7rYGILg8kGQ+JytDBtXl4iao8Tu5c5lCGlVijFSBPbgNAanI5+I5SEesjmliXirm4UvOvt7yTN7IQx1Q74iffewf/9OUfIEAWie5Fh1xpGvOlYh/e85Sr+6JMfA+Cb37ybyckJbn/z6wG4fPkiWxubzM3Nem3e1dU1zpw5Q5WtRHHI4uJljzcuSis9Vy2OxhhqSQ1VGQqFElUWnsg7MzPD1OQk0hGFt7pbjI9PcvZpi5WdHpskDCLW3CSxrnoYo6nXa2hGEIRGvUae2pc3ywb84i/9c1ZXbbvqAx/4QU8OBIjI6MkaP/UbXwfgUnKUMqgTenKisfrllZC3ymiZIYc69hx+8fteTUhZSZ376zTa+GdlpEADcWJ//nf/9SRPbLbI3aYvELvGXC+3WFxcZGvLbtb2LOxhdW3VkyjzLCdJkhEeu8LXe2K3Jo5j+oO+T5DDIHQY7YoEK9w7ZKMiYHmSrJNl81Abww6DuKrHuh1eYzcN1SZBYlAYgpEkp9b+e6vzFAjfRq4gSNWmwJ8Lo58thKhaIG3CX51iFMU7OAF2k4LdJLsPqbJ031PBmwqCQHqMv3K8ge0mYUmSUPlUVcf3RN1SkWfZDsJ0r9sbYXZ1ycLCAgsLth0fBJJeP+WZJx/z1vN5lpFnGRuuiFOr16jXa9x6660AHDx4kG/e8zXqsStmaOg02/S7dtE+etU11OOalwFcXFxkZWmJCQdjGJ8dIwpDv3EZ5gVJEjM5MUlRVuZj1fOspAJzirwgSZLqF8zNL1BzstJX3Fq1Gy+P6G5tesO5tNenMd5BNKpkt6QoCr5811MAvOaOQ5RlybmLtrjWnhgnc3xDux5bb4jJdoeGS5hbjRZSSi89KYUgiiOfMKdpRhAEHiZXq9kkv5rD4kRw7bXHWHLymBsbG2htMI4z0Nvqs76+QatRx7i12BibE6y69brdaKKE4Hd/6zftOTXbFn7o5oN3veO7uPueezh1ykp+7p2b59zp837DbyUqJYWDI7aabY4evZpHHrV+BpcuXWB5ZYVLFy/xnd/x7fYY03NkSY0rq3YcPfTNU6TrF7j1ZovRP9Oq0e/3uexg0T/+Q98LFCjj5u5MUYsblggLNJKE5ZV1plpj/tlEkeTCRcu3OHL4EPUk8h4uSWRY7Q6IazVP/l3dTFnaXKHpjvHw0+eoJ5J4ws43RkEmYGLG8SuDgDDYDgXVRHFEUVTrS4neZryVZTnGGEo3D4dO2lkEkmibQEKtloCbsmQoWV5dpnDiBVIL+t2uF68Z1B1M7EXESyLpP3v+OQaOHPLYqSeQoeS1r7FVukcffITlxRWmW1btRQYJg3RA4BK0wpQcPnqIoiw9w7vdGaO/vsnmur0Rnc4YE+OTTE1ajdPlyyvcfOJ6XuuIu9HKWauTOmUfYlZrYpKE9RWboJthTjNOCN0gl2FCoZXHcGlVEsbRDl1urS0mtFoMMgPDUrDvGlttuunwtRil/OIZCLh+JuR42y4GT5+9yJtedTvLZy2G60PfcyeRUPz0h34SgIfu+wq9QcaTbgAmScy1111Hd2vTV+v2799n9bWdC+izzz5DHMd+oiiGxQ4lDoOhKBSzc/ZeLy8tc+DAATYcGWh+esFiz5zyRqc9gSpLjzOUYUC326VdLcamdCoWI0zdVrZBrzdkxjkFbm5sUpY5H/vYr9n7VHb5Ox/8cY9/GyD4yX93F1eM5T6YqEYktDfSElIiCigiew01M2RPcIUPf9Aaq0mtMEiPi65CmMATsUs0Mgz49196GoC/OA1bySRSO2OT4CUxTHbjrxFXlpa49977AHj3+97DV+76yg5FGAQ+ISuKYkd3SSAoioLaNsfdEIvXrioxUghKPTLGUkr5dx2qqrsedQ+08Rj80e/ZZvAibXegEpASAlUqom1a/j75rgpGRrhFLRodU4yq59rYBHs75l8GgtEBrFFNdQ5eIWtbQr7doRcg8Bj2Sn3DHqfqolTa4l6FyBhKVRJU3YkXYJSzPLNa/+6/DwdD0izj8OFDAOw/sI+B6+4CnDr1LHmWI8qCzXWrgDMzM83qcMjCvN0YdMZaXF68zMmTp9w5Ce549Wu568uWozPZGefIwSNcuGTXizzL2D+9F+WedSQCVKmYnbXd5/PnL3LVVUdJYpsoiDBgq9ulLEuP6Q8Ca3pWLfyBDBBJtM2cTVMUo03A/PwCu/HyiRMnjnPm7FnAzhtKKU9GTdOUOI656WaXo0hJmqZe2WlpeZl2s0W9XidzHa643mJqbIp86IwzTUmRG5/k93s9kiTxohi9Xm+HIoxWiqX1Da+Z32g0uHBh0c8FWZ7Tao+N1voyJ4pjesPUJ8hJociK1H9H4My/psYsgXWYZSyvrVhcPPDwo49y5OgRZp3p6UavS1EWrDslqlazaX16ElfFVyWf/tRn0E4wY2HPAjMz0xy99qiv1KsopFRDOi6B1o1x9syNkTgSbZlnpHnqTakEoFAop/alTcCDDz/KK++42T2LAuW4iQChjNEaDh7Y636GUijaLXsvQ5OyfGmLUpeY0j6Ly8tb3PWVLzIonVuyMGwsr7Fv2uaPl89e4PSTz3LzGywHIJN2Hk7TvjtHQV8M/DwsA2m7o24OrNVrsI1DJt0cLOS2NUhYPmRVsFGlYrO3ObpubZWKug7V0RwboTP+/2IX078bu7Ebu7Ebu7Ebu7Ebu/E3PF4SJUwTa558zLq+SSkZb3UoHFP6zje+hTyH3MlCFmFJEMEbXmMZ5kurG2wNUh4/9STrW67FEcQM85yG26FOjM9w7TXXcc/dXwagFTb4wA/8MCK1Fez8QkBYDskq3GkY0+/1KVwlv1OrMUwzEgcHiuo1pA49Fi6QkrIYVX3A6sHm+QDhIEKlCRjKiNa0rUYpAoQwHocahxGJyPjQW48D8KkvrbJ8/iHe++7vsN8BBBiEw8r+7n/8z/zYhz7AAbeDbY+3WLx4gXZ7jE2HHb1y5Qq9fo/vfte7ADh08Chf+9rXKIvMn2cYxlR7P6M1Moh4/pxVDPrRD/4on/zEJ7jumOUVhCZgemKacMzeh0uXLvHcyVM03XXHccy+vXs5e/6svc+tOmmWkWUD0qzv7lWACA293qa7TwGg0A6r9pk/+jhznTHe+u7vBeDffuoxloIjENoKmZAaSTCqJGoDIqJVVRPUZT7643eQ4LTMhXVU1sFO/HQZGGquvVYQ8elvnuTzj9lz2KiNExOgStcJ2OZyuhsvj2i321695bmnnmV+YZ7VVee7oSV5XlBLRlKXQRig8hEuFAxhGHlom5WbMZ4XUigrr1lV0W2VXo5wHr5C7ir62C5ANadIp3LDNnjPDh1/DEEYeFnd/2EICKPROfjv3QYxglGlX6N3QHVwMLeq26gc9MZDdbRysCa17fCGMi+R7t6FUbijWyiwXgJlkY/+woAIqgpkhhQj5ZM8y+n1exZeA8zMzjI/N+clQHvdPisryywuWunj7tYqRpcEQBLbOeFLX/oLrr32Wt+eP3bsZlZWVj3e/s1vfhPtdouJMduBfOb007Tq40yP2Wdx5tmnWauteVWzKEoQYtRBuXDhAvPze7ntFrvm/OVffRkR2ep+1fHAVPKnrpOh9XbEEqGTX6x4ZZWqym68POLihUv+nR2mKaGIqddttTiOYy48v8H4lF0HNzc3mZ6a8mtUs9Gg193ClJopBxkLjXXclsHofRGCHXLXgev+gX1flFL+5yCKWFiY952BOI4plfIV7iSpsby8TMPByTY3NylyGOQlmYMQCST1OATjPCMCQZql1CtEgxR0Wm0v0fncc8+yubXB+XO2Q3bkwH6KMmeqaZV4glAQJqGfr4oit94BLs2cmpxkZnqaoSm4fOas/U5dIMqEa0/YvOeVd9yBKoZI6e7D1jqNJOHu//ZX9pilc8F2U16uAhqdMeoOJrXlFAVXV2wOdOMNNyIldMbss+r1M5aXl1mYs1X78XbMk8+eJJYBmZv/v++HfpStYQ+jbT7ZHWoIAy5s2PVDTdRZuP04y7m9L1EhkFJ4h92wmhcqqfSyJExi32EJkChG0NCyLJFSkGeFf8deKOkchgG9/gDtjIy0stKloeOcdZxT84uJl0TSf89D99CoW9LELdfcyO3Xv5b2uP35a/d8nX37FxAth6csBzx+6VvMDm37Jxsoel1FrVUnduYK3e6APNMcPbgfgGsOHeOeL9+FxE64/+IX/jmXnj/Jwrxtx4WtcWQR03GJ5draMoNBn32HrUwoQYS6cJHAYd2TMGRYQtWLFzIkFNpqbXu2nyAME1bXbHKbTM5x82vfSNB0bSskQSBoNO0jMMZq1U+4Ft5bX3sHV1a2mG3blzlA+eOCbVv9p9/9A379N/4PABaXLjE/v5fu5ha9dYtl3tzc4sCBAzz8sMXUTU5OobWi7iaCokwZDku0g77MzMywtrRJ6uzn19Z6vO4Nb2R21k5U33joYVaQvPNNdhOR1p+kdu4yOrODY2pikqRZY3zGtcEuXiIMQ8pC+UQjEAIjpDfHGA5TjGFE/CtKPvn7H+fCsoU1XXXiTTyyqRi4ZKgwYodsaBAEmLLPQWlhUb/2E3fQ0HqbtKJ0uGWzI9mpmwQV2eu+68kVfu/eAZuxbTEqQgqjvXZwku6S7l5u0Ww2/KT7yCMP87bv/A4WFy0/Jooi4ijySbGQAr3NpMrKZ+6UvjTavj87yLKjHB35gr8JQgv3qPaLlWlWtSBqrWGbHr2H7ThcuagoKttkNaUzztp+Xv+jqJKNMAox2nhOwOj31caCHZr6HvsvKuiRQTldcQ/L0QYZSK8DHsWRPZATLDBO+99fp1Joo72edBAEpMPUQyO01hw/fpy6S+Dtxqjkkkvy0zQlrtdoOHGB7tYKqiyYmZtiZtrCDNJswOUrF7nzzvcDcO7cefbv38dl59Pyid//fV7xitsYZjYhmpyYZTDs+3lw74GD1JMaAwe1iKOIZrNNd8su6ocPH0EIwWc+8zl7zbWEMIyQBq/db0JNEEiE43CVZUme517aNIqspGvsrjPLR1KHu/HSD60NDtVKGIakaeaTPJ2XzM3UiRr22Rpj6PZ6tNp2Y9do1NFFyeTcJOurNhmd37OHqfEJuht27VSqZGp6msC9P2Pj45RF4TeJjSBgmKbeSAtAbisiCCykZXPT5hvDtCBXgrVF+32DgSaMQ2b2HyVwXLVI1jm8d5bPf/b3AegPzzM9N0nm5CCbnQ5JLSZ0vIDu5garK5eZcnKbt99yI6eeeMqT9ZvNJiB8cptlOaVKufMNlnf48d/7BNpoGo0Gb3QiC73+BoWGiYN2LNbiiFqjQa1hrzOd7DAwMUHdGV/VIvJhH+3myXoS0mmN0XAwJ+1glnsP2NzvqSefZna2iYwS93nDdVdfTRxVEuKwvryMES2MtMdQMmI46NF0xxwfi6yUeVTNk3bTUckMS2E9XkY8XYE2Zgd/Kx0OSdPMf2ctiR0Hws2txs4RDbeRrKSPR+IjEp0pf05RHDHsp9SN/XwFwX4x8ZJI+m+49hqOXmV3et1uSlb0ufycrTZ3pkL+8ht/QtyySWF/MKBnNggTR/QMEgIlMH1F6sihgQzZt28/t9xwGwCPPfgINeA//vqvA3Du8Yc5vG+BQtuHkAtNoRX9gR2AeVGw7/ARpCN+Ka1pT82QrtvB8PS9D3P0tpu9jnNelhgpdyQBqiyRQhG5zczkwWsIOlN+kEbxzlsvHO5eh/bNWZhvMz8/hqTCou9EYhnrRsDf/V9+HoCP/fZHeeapU9x28y0sX7IJ88T4FO1Wh6eeslh1m2Ab//LlxRBB5CtmW5t9CAImJmyS32mP05yc5C+/+lUA/s5P/xwb/ZxTD1qsdNKZ5Ad+8mf5T7/+KwCsdDfYG02wb8ri9QMlWV5ZsTr9ZWU6IsnLDClst8DoAlsNtNc9GKQEYpOtZfv8T//5x/nJn/hX/PsvWgJUFs2hjfRuiEVRMKcv869/zOLr6mWGMQIvuR+M0rQKY4eEXBjuv2gTl3/7+dN0a1ehQ2fWpRRCBVSNG1O8JIbJbvw1IokT0tA+362tLmtra7Scg/YwTZEhvoIdRZEfl2CHcRiF5Hnuu3eVZr7aphKhSuUJvLATb4+uyLyj3wkhfFXdaANyVHWv8JujzSpUDru+qyVs9f+F5llVUm/Vw7Z1tGCH+ZYwdgNcvdda2cp+pUJWfd5vqJ260HZCcqWhXy1weZaRJIlPTrTSjvBoP1+WJYPBYNRtUBqlFRPjNnGYnp4GDLFbzJYuLbG+se43OlEU8vSTJ9lYc+oevXX2753liSce5dpr7DH37t3D8vIVX3k1RhHFkZ9jDx8+hFKKC45YOTkxydjYGKXHx5agYNIR9bIsY2N9k2jaJkfjU1NsdLeYXrDFjI2NTcqipFGvj0QRihKH3LfPUwhKpTxPQAhBWeao6tntdg9fVpHnud+ohmHI9Vdfx8WLdo3q5n2UNNTcRldKSRJFZD07JpIk5sC+/aRpRqdj37GN9Q10jiejNxrjlqjril9aa2q1mueAGAxj4+P0nYJQlmbk29S2tvoDhnlJ3+VAvV7OVi44cMh6lVw7f4SpyQ7vfO/3s3e/5ZMkUZ1/8vP/gK3UzQ+BZHFllfFJW5iUgwFhLSFwL/nf+8D3QCBYXbfv9L0PfYtms8W4qzJrbHcgcygNYzTXHb+Wk6cst+YNr38dST2hFifecTeuN5mcXOAP//CPAbj//vu58Pwis1N2frjttptJ+wOefsTmHK//lZ8hVdITmrMy59DhBaQb65eXLtKot7jkioZ7FvbR6/Xp9Sxpvz0+zsmnzvLG19uunShKBllBgEI447O9h+bZ7K75MVoUxQ7ukwgMpRkhO7TSFHnp58jKbLDC8EdJjAjwz147p/eKGK6UnWODbWuJVYYbccIQ2rqnO57h5vqQOI4JKz6G/P/oBv8PYhfTvxu7sRu7sRu7sRu7sRu78Tc8XhIlzNPnznppy4sXl7iyco7cVUiWty6S0kPjNFBrJe1anTR3+s9RSiEDdFBjatZW8jZWh7zitldx3wN3A5Bd2eDnf+z7ufitewBoBpJyfQ3tKkNkQ4q0h+tK0RmfotYcoze0lUINxI0mUWirUUeaHS4/d5r9DutOECAEI/wvTg5TKdSYxdzPH72BLMu8xNKOtsC28NVo/xnxgn/fKcMXOkzg3/3bf5977/0mv/lb/yeJ0/Z9z3vezxe/+Hmv3nP2zPO0O22PJguCOjdcfz3ve6/V5f3wr3yYt73rHXzqs7aN/Yef/hT/4B//M/72Ndb99sxjjxMAh8csDKZE8/A99/GLv/xRAH7j332UXjEAh9dv15uocYVSJZuujSmcFJl3DpSQJJHvPghjOHHtMdYd/nqqFfOpf/NTfOSjvwXAP/7dR1kJFjCuS7Mn3uRX/86raFZ4ORmitEGEo4qqwSBMSFnJIQrDmaHhX3/icXsdnaOEoSIS9n0YFFsIGSGpuhO77pkvtzBmpB2/ubnB82fOctsrbgfg3nvuJXR4eRhV2X3F3OnpSyE91EVquUPbH4Rr6W5ToxGjcSmlg+LoCipj/0TrSpLTwli2y2sKaRV/wMKChBDWKViPqsMhIcqMMPYwqvi/EMtv8f3CV6OFax94GA9WRq7qPkgZ7FQg0sb9T/vKe6kUURh6eIrW2t4vd115kbtuYuq+QzEcDn23oVFvcOTAYd8hybKc4XDI0rId72WWEUchi5ctFCtNU8bHxzj5+LcA6DRr9Hpd9u/dw8ApoTRaDeYWFvjmvfcCFv88OT3FkSOHATh16hRKKU7cYF3ft9bX2dzaxDjZv6IoaSZN70w+NTXJ+XMXiB3Gf37PPKefO+P9TxCCMIytUonDVEvfBRpJ7g3T1D+ToiiQUYQxO2Gau/HyCCEFBw9aHfexsTHOnj3r54uDB/aztrrGaiUZ26hDXnr4TyADLl++wpFDh1h261zSrtOoNbzCjxDCeX6M1FqCOKLh3kljNOvra15vfm2tR6lStPOWUDpis9tj3177zr/+Lbdz77dOsrRkFQhf+6bj/Kff+hinnnqC/+tjvw1ANx0wvmeB173+TQB868GvIl0VGkAQ0M8zZmr2na5HYFTJhFOh7eUCIUNSp6wVJTWiaCTZXWvUOXnySf7W37IePIPhAK0FF8+eZ93J5c7EIUJGpE6Iv9WYYs/+mI0NC0u6dGWFI4cOc801V7knYbXscyddiZC0Ww2MsvPRgX0HkAjEms0P4zCkkTRQjsf4/7L33vGWXXXd/3v3ffq5vUzPZEomM0lIIyEhjQ6Rpoii0qsotgceGyqgj8/zk0dURMAIiA0VI50AwQRCKimkZ2Yy5c6dcvu9p599dln798dae517IY8GLEx83e8/yZlzzzm7rL3Wd32/n+I7PiSCTkf+vp0aGF4JK+phqM7fTTfeQrHiUa1mkEMf27a0B0Lm49JTaj+mZeJ4TpZm4Xmu7NpqflYG15HvO7at1oF+NzQMpRJcplLWV4GUxzRQHQIhSBWmP+e6JIahfaHOOENB0Z9EnBZJf6laYqkmdVgtL6LeWiBQGqfTp44zsXUI188Gt0kYBnqRCboxQTOC2CHjjr3ouddy+y3fIlUL01t+7FoGnAjPyiZkg1a7SVHl10GvQzeIcRTuKwjbLM4dxy8oEwvbBQGhqdo7pTybz9zJA9+RC9GuffvA8yUpJyNeGB6pXeK8K58HQBj3NFGsH09m4n9yi4NhGFxyydOZmHgf7/u998h/TGHz5q1aE9qybJJYaLLP2972sxT9Etdf/3kAdp53Pl/6+jd513veB0BjqcZjd95KVRF3C75P0O2SqKTAdx22DxT5q7/8ewB+6dd+h1971zvYpGAU1VIBkQriOCLsKY3asIdjOzTUxsBzPVIEjtq8nHfOPow0JlX8idSpMliFP/wNCWP6wP/6A375ujsxHXkt//R155MjxcrgUakDRtLH06UgSHGtSA/2mZ7LL33oFpoluSELHAOEqZ+G1HSwTYGVqEnbbj+pe7Aep0+EUaQwphCFEYcfP8SevWcD4Pk+URhqsmgSSzhIpuNvGAZJIkmsmQSjaYOI+pv6NJUcntX4eiOlr79vScm17DtTw1CErf6m3rL7GvtZErxaUx+VA+gk3lyL8f9ujoFlSSjQWs+AVBcSMkOx7JhTUtU+zuYYxRdYxV22lOZ+2OvjUaMo6m9+0lR5fci5s91q4+d8ybsBwp5M2kdGJTTGth1M02JFJQbtdkC3E2hi6+zsFPv3P0Z1QLb3Xceh0axRUSTcvOfy+KH9uO5eUES7XD5PqVRiQH1mfHwMA3hsv9RNL5ZKBN1AY4/bbem/YCkoxdigQxyH5AryeY8i6fvSUZClWq1Gs9nE85QWeL5AKqSHQbZxhATDNAhDRZI0rLXcBiEIw57eiBrrOf9TLhbnJWRkdnYOwzDw1fiZn53DdT327JDGW1NTU+QKBQYGJEymUCgwMzvP9PRxfHX/52aXGN870efTGIYyBMw2hQ5xajCvfjPsxQSRydyyIpc2AvKFEhddfAUAC0tLnPz2fXzxX24D4KY77+e1b3gTflHq03/6058mdXIcfPwQSwr6MjA6wU+96qe46xbJjbnnnltwHZe24rZESYyIeuw5b6c8pASSUJBo/xoptZvlao5nMDe3qKG6IgHDtGgogZUvffkrxHFMpVJhz/Yt8rxTA9fxmVd8q0azhkgMfCWP++j+w7TaIblE5odhHONo00BYXmriui6mniItbNem1ZLnWCj5OKmFr6A0hmGy1KiDKujh+oRBixc95yqSUJ7HxRdeTqu7AJZ8lj03j22Zq4QRYim0kEFqFLcnw/hbpomRpsSroJpJnBCtgvqZptnnaq3iQVUrcg6T0KJUF2xtK0eSGNh6/bAw4pRY/WYGr3wycVok/VEY6l2R69ls3rCRVF1Qv+BwYvkEjnK7s20Tx3PpKDUfIQTtVsRQbpgLzroYgJtv+CbdxiKvf/G1AJy3aYRSwaTZUqo1aYrrujTVbtPxPQpFVxPcXN8mimJCRfyiF+HnClpbNjUhcR32nvs0AA4++DAbtm3GLRZIijJBbrp59l36Ar05sVy3z87TkaJdo/6dq4A09bHYuHEbH/7QdQC8732/xeTEJs45JzPrWuTaa1+ksa9f/coNPPv5L+DiK68GYGLzNq4XSPvIAAAgAElEQVS4eoX7FIZ/+4Yxzti8kaaqLog4ZmJsnEg57TiOQ9Jucf5WOWlc/4mP8f4/+ijv//3fl5ct7TI8MkwniKkW5XmGURfLMogUj8A2LcIwZOPGjQBUyiWCTlfOGEBYX2Sl1WVA6fp/4Dd+nt9953tx8nJCzccJhglpdm0NQOGns8tqWjapkbISyr95+4fuZCm/jcRSkxdSZ7yl/AaKOR8R9uio8TAWnQLO/nfdn/X4rw1rlVpToVik3Wpx3733AfCCF76Ar3zlqzrp1wo52cJhWYhYqIm9n0BLPeV+NT1Jkr4Ws3ovq+THkVwYsnFoWzZpaiDSTBlnrSOvVGvozwGG2lAY9LsJBsaa75QdLGPVYiTWnAesdgbOOhrouVZW+PsblzCKsUxLk8f6GxCh56c0EdqwSx0oQRDoRcdxHJrNOpWyxPlu3bpZLopqb7I4X2NxaRlPVUELxQJhWOc790v1tupAhY2bNlBUGzbbtkkwNdH30OFHGR+f5MSJ41yi3Mxn5uc599xz2Lp1KwA33vh1tm3bqosbGyqTTNfr2hzH8zyiMCRVKkU7d+6g3WoyvygTC9/zOf9pF/Dgg7ITODM7QxiFlNU5pakgUu67/U1cikhW3xtZ0esbn1kQRbgKN7xe6H9qxejgiDa+KpdzzMzMkKvKjneayjGUxfHjFgYmkVKDmWnMQmpQyOe0omA+V0YY0vMBwDEcWs0WXZVwIxwazS4LDVkcM/MFDOGw1JIDyi+Pctd3HuDQSVnJv/DSy/m5d/0q5bJMGifGJxibHGdlRb7/ype9lK2bxugGDr/17ncD8NG/+BiDA4M89pjk/DVaTXy/iJ0R4gwHy3UYVGtvnMQkscA0ZfLa6SWEaULBkflEHMf4vkccZ118g5znE3Tlc7hv316q1SrdTodUdeYTA7pBVxPeV1ZWME0DUyE/BgfKLM1NsWOLPAbXsal3OnrenNwwQa3exlRreSIaJFFElHVUDZskiemGGVGpx7HpE1QH5PctLy9ixgFxt47IS2EXw7XJm7728TGRKkr9Kc+UuaGlziFJCHv9IlKaqrwj8+ywLFJSXYRK4hgMQyMJUiS/C2HonNMwTUyrPwdLVTRXz8NDg8PMzsyRVyZjSXetD9G/FqdF0n/e+edx9733AlBvdZiaOUms2hph3GN4aIxaXe7cbCeF1NJt97Br40Ueu/fs4zv3yMp7c2mRXZPDXHimZHDnrZRWL1rVthayRaOqU0IIbMvR7d0gbOP5Pq12tnsy8Pw8jpqwYyEQtq3ROTvPPYeph+7HHqhS2C5JsOdc/QKl7pOp1jwRfaK/mB6bOsqWLVufYGPwZCOTdnLIbuv73vu/+a3f/lVaTVmpHhwY5s477ubMHdKU7PLnXkthbIRYkeRu/doNjA5W2LtRyoq6eRffzTE6Is+p0WiQilg/cHEspfpcdY67N27kxr//O974pjcC8OnP/CPt+gJG1ONXfuWdAPzxn/whQsT4qqviuS5JL6KoJPu6jRaWbesKZhQL8r6n3TOTGD72/vfwE6+RvzG2+xwFhVBXNIkwTVlpA5X0iIQV4fD2D8sqyHL+DBLTIadMRMIgwHQ84p5UPfJ9l1bQxa89CMCf/c8X/YD3ZD1+WCEJlBk8y8C0LE4o876DBw4yOjrCglrELduSUnVqM5xJUH5PVV1Zo0NWJe9XzU3TxLAMnVhiyMUim3PiREJ5TNE3zlpNHs4kPo3v2vxnLrsgJTfTNF0j0bna3t0yJMQk1RAi+3u/D/qQI2stxDDbVGTnYBoGiVL30Z8h1f8OsotSbzTIqUpauVTkjDO26UUcDFZWWqwoGeFiqUSlUuLY9BQAA1GZxeV5zt4rTQsX5ueJXZ+OIiTadkoun6OixAF223uprczQbrV58MGHABgZH8NxHO3AnM/nSYFBVfmv11ZoNRsaiuM4DqlIcdQifXRqivGRYZ24HZs6zuzsnO4+DA0NUR0epNmQcKIwlJujVqtJScEzMvfi7DoVi3lN3lY3So6pVeTx9XjqxMTERl1oLJWLbBjfwILaJBbLBY4eOUJFkdMHB6VTc9YFciyL8887n2NT06ugdbILWA/lmLUtn24rYFEpRpUHN3Hly36MrnqMXvyi5/H2X3gHL3uxhOLeecddXPnscf7kj/9IHlMxT0yq1b96SUIkEi2/ecWV17D/kfuJoohAEZLzjkOMQ6CS9K27z2Zl7ggDQ7KgFva69NIugxX5HNQbdVw3T0clmIW8TzlfwDCzOS6i2WrhuzK5ra80MKyEAUXKXVheYnp6mqAbsHFMPs+dbhfRbvCcZ18FwKt++mcYqJRpazgwhEGbW7/8V/Lv2216QYtUzYkFCjgONJXiUJqmEFtYWRHZFSoXyJJ+B8uy6ShCtO+YuIRYRoqjNju9oEuUdoiV4li70cS2LTyFNrEch8RIyStolW3Yeu0A6XhuGH3JTtMySRKxynjLQIiUSG184iSGFMKo0y/8GGBagpwv71+t3cJME1x1rcNehOfYGFlRwX7y88k6kXc91mM91mM91mM91mM91uO/eZwWlf6HHn0UU1Vhgm4HE4c5pbHsFR3iTodMg1GkNiK2MBK5e6QbccXlV7L/gVNMPS6x68+/4On8+HMuo1qQn0ksGzMJsFULyHZdup0etiN/M0kFlmlgKC38YrlMfblGWVV6ojgm6HZRUDbcXI40TIgUdjb2Dc687LkcOjnNmRddLo/TNElErGU9n4i0CwaJqojl83lWVpYZGBzW7/3gke0Wbd773vdz7733ANDsLHFifpYJ1QYPO20eve8+LEVImRwsMlwp6G8p+kUMBJGCveQ9l0T0jWWiKGJ5eVlr6oZJwuRAkUdv+yYAe87czeOHbc6+cJJaTVY0fv3X3s2f//mHOXH0CAAjmwYxcv3+f5xIfetMkqvT7VCuDmCrnX0vDrn19tt49JD8/Ktf+waufdFLV+nZGiQIbPV9iWHSMk3e+oc3MO3JaqLt5fEMoS9TnKbkjQRLyac5qWDA7PBH75IV/k1un2C1Hk+NMEyjL4/rOHieqyvBBw4e4PLLL9eEs1QILNvSWvKJSHAcR8pLxn3Ne6lBrchbmRnV6kp6Sh8ORB9DD7LVK4Toy2cahiQKa9KcJHqtfp1VhjPvD8u0iJN+p82yLCyrT0jO5DY1Zl98NzxIEokz8jBPMKxFIjCz7kQUQarOI5OTU/rUnVUSnfv27qWodPSTJKHT7bC4IGEFlm2R80sUy7ISdvLkUZaXl6nXpSFQu12lUq4wN6swuMUiQa+3pqPSC3r6mIuFCmGvw+7dQ0ruE87bdy4rzRpHj04DcPaec2g06zRqi+reORQLRV1lt0yT1Oibe3U7bQqFEkLd6w0bJ3nk4YeZX5TH2Gp3mJzcoNvzg4NDzM/PK/Juv3pnYGCo6T5OIsJehK8qgLZp4vqeFlEwjfX55KkUcRiya4fEth86coQ77nqUyy/dC8D08eM4rsXjhx8HoFQqEwY9/RyODA3xwIMP0wtCDDVAisUCpUKevIKMzZ+cp1AZ58JzJEb/pS97BRs3bdJZQ5ymzC0ucXjqGACTE5OEnTZl5eNjAgihJWFtBEaaknpy/P30q1/Pm1/3E+zdu5cTJ6R07YmTs+QHR3jFK2T3YLgS8aUvzLGi5C1d28KMBUlmKGja9Ho9QlXpTxyXMI4pFeVvOKlNCrgK7mPbBrNzsyypLt+tt97G+Pg45+7bR2dZ5mr4RarlMa7/vJTsnJ9forUyw0pNVu4HimVGRkc5Z5vsqJmOjefmaIeyWxGLmFI5j6dQGN04xLJsgkC+30tMUtHSnKNGrc78/BIrStc+SiJ2nLkBjFjDloP6SUTexs3JezXuDTI3s0hLSbCmpoGXz+EPKr8D28ZeNRfYlsz9tA6/EGsMDKMogtTsdx5tG9OysB17lTCASSIinbPm8xau61FVkLJGo0UhVyCv5qTZ2QWebJwWSf/i4hJCETnDJKHT6TKonOtaQVOSLFOZBCaJRXMl5kdf8EIAlmZq3HXbIeYPnOTpe6Q6x0SpyvTBY5y05GC9+NJzCdMQK8laXyGlSp5aUw4Mx5OTcazwtkGrRalSpdNW7bxqhXq9TaTwVlEU4lWqJOr7PFdQs02e9tLXYOfkTUpFgm26rCbJPVFkZLKRkVHiONJawPl84Qn//geJCy6Q1+XRxx6k2e5yw+c+C8BYvkijXifnymO7+KILSdNE68+aaYJhmdgZLCpNMUEy/JE6IEXfJ1Vt8qLlsrS0iKc2U2G3QZoILr/2JZx47FH1bwE//uOv5OSRQwDc9q1vUfBzq0iUJpbdV1LBsqi3mrjK72D/ocdpd9vsHZPj40tf/Gfm5k/xxte/DQARp7Kdp5KUEIPX/Z+bWPLPRFgyqTeTlNjoGwY5tk0QJyTKl8HvHuf3X7OLDerpMOMY1MO3Hk+NiKJYJ+BCyNZqpqZx4sQJais1DedbWl7CwyNWnhi+70Mq27JrFXGEVtNot9vYtt3H+CON+bJkVSiozmqzrjROMbPmqtE30cpCk3fV+2tIvEhIkGmYrMb4i6SvrJOReA3Rx5bK81/lqLsKciJSsUaXH0Mm2dlxWaZFFEekpHoDFUURrVaL8fExADZu3IBtWhoSNFdbIQgChkdkQt5sNpmePqLhPAsLc5RKBUwrMyVMsGyLa655FgD3f+dBqYqTaWCr65ltvmLLZHBojA0TQwwryM9td91NvbZMSW3ad5x5Js16HVclPKSCSqXCqVOS1Oj5Hvl8XmP+BwYHOTY9TV3BOQcHhyiUB/EUB8zzffKFnN5c2bY067FtS9/ffKFAu9WmVM7EHxx8L9aKbr7vkiSCnkoscv5/3Py+Hv/5Ua0MMqUcvqMw5KwdGygWJQxmbDQiSWKKJZnANxoNBidG6AZN/fnhoREWl1Z08lkpl5mbn6egcoq5xTqfuu6fsey+wZcBffiGYWA7Do6aw3KOQ722RKMpYTADpSKWYSpuH1hpQigMUGtxdaDC4kqLKIoIlYLQ9PHj7BseYssGSbIfGR4ln3OJIgVLSQya3R6Ggt6GIiaMQxab8pjdIZcg6Om12/M9TMsiVvNNHMcIM9EE+ssue4biGBn0DGVs1g1oxj3m67Ig4xQq1I8f08mu4+fIu1ApK5NSQ9qUZoRXUgPP8/Ux1+sNyuUqQinuRUGEY9t01CYhiGxcO8d935EcoisuO4eXXvt8ZhcWqatj+NI/Xc+nPn8TnlLr+ZELziOcmtN8LXyb7Zedz6XPu0p+p8Ua0r5pyUJSVjwxDAPHsbHUnOa57hpPFxMbwzQlRzLbKACmYet5t9cB1/Z4zdveAMAfvP//4nqe9g7wnSefyp8WSX876OnB6vs+syvLFNTusRtEhDEMlOXAi3uCocogJ49KY4yTh5c5fLjG0PZnkd97PgDHgy712jGcQFZ6ajc9yMaxKpMb5eAuVyrUum38opx44zjGME2NsbINh14scJSj3lyjQ6lQwFZE3na7QafZZMs+SSSbixImBqr4hQKRkoaSmM3V1ZwnquysQlcZKZbt4pA8wd/9e0P+9lk7z2F+ZhajIx/alcY8pXKOyQm5eM7PzzA+PqFZ5rl8nm6vq5OKMIwwDauPU44jaf+dTTSWSbFYpKvY+rZjMuw6fOH663n5j0u3zEMPPwhBwK69Uj5v51ln8bGPfARHOe5ZUYJlu4Ta6tSk0W4x/ZAk1SWGR7lcQiiTCs91eeCB+3jPe38HgN/+rfcSJyE9hed+yx9+gxV/C6Hl4eaVoVfYI03NNQlV0XfwejIp+LnnbWJ3PkGk6qFNnnjDth6nb7iuo/GRGS49ew563YC7776ba54lpermb5NV5jX4fZGRXfsJNfQdWB3HIY6lfCWglXlWV9UNjO8y/eqbb1mGtcZISwghf3PVNKFqx7o7kIpU/W7fql0IoV08bdPtqz7QT/CzY0qUWZRl2/p9QCfYSSLPIZvDpHKRxPOHqts3ODDA7h07VpnjhdTbdY4cOQpAoVLGtm1u/NqNAIyOVMGI8Hx5DIWCh2XbTIxL3lC90WBpcYnbb5fyyrOz85x99tkcPiSrppYlK2jZdRsaqTI5OsiBA/uZmpoCpJP42MiQJknf9PUbCTodqko9BdOgUqlo4YaRkRFq9RqhMhHK5Yt4hTK+KuLMz88T9HpMTEiBglqtTtjrE3mDoCsrc3a/MicSwcjIsDbL6XY6a+RPoyjGskzczEzHWkfWPpWi14u0ktfNtx/iWZftophXFW5rjFq9yaaNUg3Oth3uvPtu5pdUtys1OXPbTkZGxvRGs9VqYWIxrXhGrj9AEgU66e9zQeR/UuCaZ1+hC5VxDPmCz2eu/zQAr331aySxXC1Vqe3hWSlKcJBypUCaRtx337cpFOQ43nPWbk4dO8R7fvuXAFhYOo5lCCz1o0ES4nkuUabm41ocO3aKVipzscFck14YYKiNjOuUWGnUdMFOum9HmgtpWQFpIth/4CAllVsdnZ5n676rsEL5m8vtFVkYMRSnx4JWJBhVLsCteg3Lc7S0pYGNacjCMUCz1WJ5pc4998p84awdO4jCGgNlWSRszywzUM1x1WXnkF3ZOOrRrNfx1Xl4kYXpDWLG6pgemWVvuUyilHQCkTL9+FGueIUsPJtCYJv9vChFyiCvrt9IpTUZQghZMFJzWhwldFutNQZbhmHgeq5eX2Zbi9Q7Xa77CyldbqQGYa+nHZq9wncrQ/6/Y33mWY/1WI/1WI/1WI/1WI/1+G8ep0Wlvzzg0agrDFYU4toeXQWtqdfbeL6HyFQvEti8YSunTki85YNH6qTj+5h8/ps4GMvKvWfCJqvO8IlvAbDrjBJ33nU/h49JnNirfu7VHH78IQoKK1vK+6RhoJU1bNsjMk3qqi01svEMGksLOLZ8vzQwwPJyjfl5iUtztuymODZBHAWrVBm+v/2UlHkycZz/jH2YgiBYcNXVz2bLVmng8YtvfwujoxW279oKQLGQZ2pqig2TsmJRr9exHEtXJ0zTJI5jGg2F+XMd0jQlUYfcbnewLIuSki0Nwh55GwzP5fpPS8zeK1//WqbufUSrc+RzLj/6U6/iIx/+UwA2j0ySpCmBanuafp7CoM9AU46Hubk58vkB8soLIBIpnWaD6ZaED735za/kj/7sU/z6n31d/r21hY7nYKYJSSAZ+1GcYjkuiap0+o6D1ZzjXddK7eBLN3ukpoFQhh/CFHj/EbdhPf7LYnWVNREJhmFoaM7Ro0fIFQrMKt7QQHWAKI7WwGZsx14Dv8mUeiLFwZGa+D39G8AazfwML69l3DJTLPUnseoqrjbzEkpVDFZJdpoGadJXgYjjvgGUEOg2OKyC62THbEjfEI35py/bKT8vfy8SqnMgUhKjf0xRFCKEYLBSZcOEhPN4nksSRywvLajrLGVCi6oze/utt7C4OM/27XKOadSXMU2TMQUHMg2LQrGCo45786Yt+L6voTm+l+PrN36dSy6V8svzs6eYnJjQPKJjR4+SRh327d2jORq15WWmjhxmbn5WXXtBsVDEUjwAYRjk8zmq1Yq+//VGg+EhKdHXarUply3dvXAcF8/z1gIyDbQxUq1WIwxDBgYGqFbkdxqW1OXvKnimoSp9qYI62Lajqv1Zl/Q/o6O7Hv9ZUamUGBiU9/oXNmxmYWEOR1XlC4Uic7OLVMqys5TLFXj6JU/nkUelulTY7mGaNjnXx1aY/mPHjmF7DmPKv2LP7gtpBy3cnPyN7+bbmMDb3/hWfuM97wWgOjSI4+fYv1/CVLR0rJF1+RJa7SYHDz8GwJ13PsA1V19GpVRAKA7fH/zer/LogXtYXpHPjWWZeF6eguLfdBfnEVFELi/X8zBokBg2HSVFOmpZDFSrugsXJTGFXF6bdUWxnBtqCjZz2223snv3WYyOjzOtunTDRZ+FEwfZPi6/Y6mW0KHISkO+dkWIFSZsGJOV/iQK8fIFUtXSaLba+J6nOYC+5zG2cZQDhyVvIU67+G5Bz6uOk7Jl47jusNp2CongG7ffzjVXSuRGvjBA3nS0TLDpu5QKnoRLAUYcsn1skm5N5kFepSglnBX6QOEyNca/2+3KjrG6nxm+XyvupIbinXl95TRLQgdjZSB48vgpcq7Lufskj+RrX7mJKEkoqnkz6K5Sgvs34rRI+oUZYbpy0PquR9QVzM1K8sfI8Di+Z9Cty6TvzG17iFsmDx6QrbN5axsv+5l3UhjfSeekHFxBGHPMrmBtlFj2W/bfQNmsM7ptFwAPHDxKeXwrUSoHZ+LbhLVlXFPetI5tshwKtu46F4BTxw4zbHua6CGSADOfp9aTN+TcsQ3EQmA7jiZqfb80re+W1vv+40mSTQ2TbWdIyc6//Yd/4hff8bN89jM3AHDu3t1s2DSMkZmQpR4ilnKmWYg0oakWW8uy8HM5HCXXZxoQhj1iNbEJA0ZHh1hpNJjw5OT2L5++nitf+mKmHpHttwopIk4pKCO0ME1pNTs4CrP3a7/5Xr7+jX/h5Nxn5G/mciw3WnjKvKNZW6ZcrjCrHDyjKOaDH/0Leql0qBOOgSEKmI5DEstNXKlogVuil2F2e7P8zGXDXLRNPuQ+EQY+6pnVZiPr8RSKlDVJvGEYuiU8PDzMzKlTHD0qISlXXHEFd9x+B54ipGdE3iiONI7TUgm4xsMnskWbZJBAy5YLSYbTNKQjo4YYJQkGxhpDMNM018pvmkbfkTvLOFM0fCcKZdK4GpOfHav8UuXOu4pzkyTxd/ES+t4gSRKt8RpIkoQ4jvWGZHh4mFI+T6lY1Ivk8tIiMzOn+u7jUcwjjzxCR7nVXnjJ01lcHmd8QibUcwtzRGGPckkmDgPVIWzbU+6jMDQ8zMLirHa7TRLBhRedz4qSEd62ZTNHjhxm31652L38pdcStGrce8+9mifQarVot1p6ETVMaVLWU9jlJBUsLCxSrcqk7MiRowiR0FAa6BkMKJM3dByXoBfo69LtdnFdlyhSRL40ZXBwkJGREX3voiiSpjwaSiXWkKpb7Ra+19cwT3nyutrr8cMPz/N4wzv+FwB/8vu/wOTkpIatCCG4+OKL+ve61STveOw6U+Ybx44cl6ZXnQ45pau+fcsZ5HxfE+Cj0OTEoQMMXCgLbt+zlKdQ9nNMKxjdyOgIwvMQCg589713cdEFF1NryLzpwx/+MB/4wPu5WnnwPO/5z2LzxhLHjx7mkNoInL3nbCwjZstm6ZEzO7NIqx3QEs3sJ4l7KUlPjvtus0Wn2yOJTXWeLWbn5jRPIV8s0usGGvLW7bQpVSsYCmp71VVX0+l08H2fFbVBP3PTGTx82zf4sWuk51GttsIZ27eTV9wF14pohS7/8rWvALDh6otptdpaWOD++x/k3HPO1bBLP+dzYmaGWWVI2qzVaCBdtkEWMg8dOMhLXnilvHdpjyRJedZll+I68l5MH18iSSIiVF7j5zg0O4eXqvnANWg9fpBdvWcCELTAMyyStF8QsszVRQRHwnTU3JDP5VSRR93aVG64DMNcw78yDINYmZCFYYTnmtx6y52A5BmtkZD+PooIp0XSPzY5RH1FJtzTR2dx0gJjVWl5feroScYmRxhWqjaPPHCE2VkInK0AvOIXfou2O8hYzmTnRjl5HzxyksmRzXSX5E3oFnYy0mvRPCyZ742jx+lZJruvuhSAZiHH0OgkywrzObZpC5fs3isJxEA7tqidmqJoy5vWaaUEBZeLrpIPVCJQeCzj+072/6tDCIGZKWGUq1z3F5/kbW95EwAPP3SQycnxPgEwjbFNmyCQmx3btmm2WlqvtlKpcPLkSY1b3rx5s8T/qV24a9sszswxPDrCrj1KOWf/Yxy6/RtsOPcSAPYfeIitXo6fffNbAbjuox/HKRR5+7t+FYA777uPTiR43Vt+HoA/+oPfJW51eeRhOXGdmD3ORRdfRKVSzU6QL/3Nh1iM5Sbi//zNZ/mrW2osWVVaiWbO0Gu1GUrk/b5id8wrLxjBUWQfXEcnROvx1Iwoivqa6LZDCvh+hj2V7ruLs3JhmD4yRXWgSrsr73+aCNrtrMMox7ZIBUZi9N1uRYpjO7rynwiZ1GuH3lQm8dmMYJnW9+jrZx0IHWtdr5R2P/pzpmWu0fI3UgMhxBon4dVkYJEmGKTEmVW5+tp4FY9AJIJAucjGSUylUmXbNlmld12HdqNBrbZMqyWT8uPTU5yxdTN33SEVwaoDA0xu2MD2M7fL87RtipUqieqinn/BxdQbNXpBZujnYWDRasrCQef4cXzPo6t0s00jZXlpQScSI4NVXvLCt3HDV2Rh4uMf/QjdoI3nOH1vjjjGcWz9mUxxKEvqEyHIFQqayL1z107uu/deimoj4rkunW5Hb5b8XA7X8VaRcHPU63VNzBsZHiZOEoIgwFXVwCSO8fJ5eqpDadkWpjC1X4GBSRjGCJGRgU+LpXc9nmR0uh0++oF3AXI+EWJVV81I17zudrtUKmWKSnxiZHQIy7KwhdBd842TkywuLeoiYbvT4Fu3fIud++S66Pq5tdmE+t+3vOXNAHz1mzdTLBR1beC+Bx/kLW99C+eeK00kr3nWZTz/eVdz4oTkxnzxC9Ps3LWVnBcxOia7CTOnjjE4MkpBiYZs2ZLn3m/fo/0tOu0OZmrSbMt5sV5vUQ8SzYUJ2xEvufZHuH+/XIt7vYAoienFymMHkx27d3DPw7Lj0VpeJuwFXH755TztXMm/PDE1h4hTorbsopVcFyNs0w0kkiPNeXhuSlsVWFcaDcZHR7QZ4PjYBIMDFZqtvkpapTpATs0FxXwJ17f1sz06Mki+VNHzuEhSitUiJ+6Z5oxdEud/+XOu4GSjx5JS+BEln/zmbXjK+6dYzHHhvh0MKK8Bx7IRIsIwFdnYsvqkXxWZuWP2/0II4rj/N3EcS+Kz+lyv16NcKulu5fLSAuXKEKdOLOnhsNqHZbXT+78V65j+9Vd3qasAACAASURBVFiP9ViP9ViP9ViP9ViP/+ZxWpQb2u0WqWoBFYoeYSPl6FFZlc/bObZN7GJxTu5wllcsxOAeXvZm2WpbCHwuOWecYzMNllfk7m/Hzq089OABtqjq03ywm5XZh9nryB1rLmpTMuHIV6XCRODYDJ25mYaqqD2jXGWkE+J7Eke6/bzL4LyLqR+T2vAnv30vT7/y2fqYDfM/Ap7z743V7pr/72ORVf7MFTDFsD0+8uefBOBd73gbjUaLUSWH6fsejuPpttTS0iLNVlu7zzWbTQYGBnQVcGVlBddx9S48jELCXsiG8UmWlPtpIZ+n3enw8C3/AsCGvXtY6YTMzsld9fN/9JV88557eGD/IwB8+2s3kfdzWJa8N3/4iU/y6296K3MKUyxShwcfOkCgqpmWAcPDI6xMy/bhb77uR/jAP9/K//3sfkJnAoCgY2CHszz9DFk9eMc1e/FISJWMmJFKV9L+7vmHfW/X4/uNbhDoyr5t2XLcaw18qFYrHFfKGUPDwzztwgs0PjZz8F0tw5ZV8LNKjJlBfVY9cqsdVxOR4DpeH7uvqvC6E2BIx1790siw9qskOoWQsqOrqjlJkqz5jtWovpQUE0MfAyQIka6yh5fSm1kHKwxD8vmCltccGhoijmKtKtFutWm1OiwuLVNU0JdSucrho8c5Q7l65wt5FhcXsRTEyM/5tKOYkoLr1epNRJpiKgx/vd6iVCriugoC0G6TKxfYrqCX01NTvPbVP8eckte86Wtf58YbvqDVbizLxLZMRJporgOobs4qj4MkSYhUR8PzPGZmZhhQFcwkSahUKgSBnKeiKMbzPf35TqeD7+X6rsKGwZln7qCpuhNxnJCmgk6nq8dH2AupVqv6foa9DqmB7rJ4npwXM00Pg37XZz1O//jbT3+dt7zupQDEUYxt2avclW2CbqC9JHI5n2azpWF3tmWRpuB5vp6Dgl5AsVhkaUnmNalhUSp4eP6/tuakPPdZEl3w5Ru+xPTJKQyhunTtObZvH6HbkUpkD9z7LdLeDGdslbCWVETMzs4xOjzKrHIStjyL+flZhCLlbdu2nUI+r9e9oBvghtBZUbKRwuTkzBzLS7JD7nhVPvv5z1EpKey7ZTIytpGz9uwG4Oyd23EckxddI70HIs/i5q/ewvFjU3ztKzfLsxQmV15xMYW8zLVMM2VxcZlWXZ7Htu3b6DR6mKrjevDgFLWlGq7C8H/77vvYtXM77Y7sFBQLBYJOl6bKSRzfB2LdYREpdLtNDHWOruHQbdRwPI8lxVW85vyz+c29O/BUZ3BpaYlSqayVkawUUgMiS8Eoo0TyuRQMOI76XiogO41hGK7xdjEMU8M2s3XGMAyt7uX7HrZpaFTGo48cYHF2WXeewcQQpvb7yNa6JxOnRdLf6bYRCnpRKudYacUUcrL1euUznkkaFlhYVqQttvGy17+fwJd4ytQU3HL/LLYNpsJcNZoBl+zbyV37DwMwUdpMfuvVHDt2GwBnO4ukRowaqxQMg+DICdrKVGL37rP58o03MHNQ4uee9axr2HX++VS2yMH8zC075MKZqUoap3vDZO0Ck5JpwZryPcVF/P8+9EE+/hcf0rJgZruLECktpQVcyOcZHB7UurumZTE7O6ctrbdt28bS0nLfHCgVnHPuuSRJrPWGN23cSDFf5Pi0NNJ5aP/jWNUh3Jwi8pVKvPilLydYke295155NTMnTrI0JZOAu2+6mQ/9w9/x6h99uTyHmsTy1pWZh2kaiGqKq6BYZtTlrS98Bh/9ws18+MtyI7mYWly6KeR//ojkbDgI0kTovpdhWJhWjGnI8RCJdZjPUy22btnCEWUAZ5kmptnXVAewbUsvysemppiYmMDNMLqkpImg1WpTVLK+USQl+7JJOJvAV5OF0wyPo0J8FzzMNE2tN+95OXq9PhE4FSmmafUN46JI6jobfSMnIcSalr9Qc1BGSLcsC7EK55kIae+ebTy0DKmZLfLbNIEWoFGvY5n9jU2nHRCGEa6X49hx+fxNjI8xOzvP+LjEHo+ODSHSlOPK8GfLls34nq9lQdtLS8zNzbHnLAnvs4DFhVmN0Z+dOcXRIwc5djgjJKa8+1ffqfHycRhRLOS1vn0SxxiGPBe9Ecv8C8heZ1KmfZ1syzSZU8ILI8MjpFGq8bOPPPIw27adoeexOE4olSvkc3KjUywUSFOxauOXKJgk/Q2WmdBUcCKQc6OIE1wl/tBsNTHSVPMGLHu9kPBUip9948v7XBqRECcxlrq3QRDIcaCWWZGkam6R4yWXy5Mkcsz4bsaPM7Ask+Mz8rkqFcokwubv/+oTAJy990L2Pe0iPR+IFEwj0lj44aLF8UMniBQMZm7mMTzPYVCR1U+eOEqlWtZSu412QJyENGoNLjzvPH3cd337AUyFXT98+BCtZlsX7UzTIF/0Oak2CaEhSA2Xn/zJ1wJw7/13c+VFu9gwpgRUbJcw8vjIn0lRjtf85MuxjYQgls+uWRjiug9/jFe+4iU88+kSw39ivo4XRZSUJPv8wjwiMWh0ZZJeyBWwLIuhASkE4FiCwcEqkdrwj0+Ms7iyjOeozXfUwbQ8zfmLopA0aWOZyt+gmGd0aETfq6gXEycp5+25gJaQCWEU2GD0aKhNvhCCZrOh59Uoiul0OuSUZKvtmNiWrYUcXMfBMM2+MaNlrcH0p2mKZdia6Os4DqkQCGOVpLNpIpA8LoBKdYD6UlOuEWTCL4aWCM4KO08mToukP8UkVsxnx3DxfJdzz5OLRKFQ5cvfvIfIlNXnK1/5SzScIb2zKfrQIKXR7IBSWwmiOhPVcfaduQmAA9OLLFTOJX/JPgA+9/kPcM02E4EcjG4ckosDbPWE/fE7f5mfeOtb2fLcZwNwyy13ct0vvIN3/fpvADA6OoZpWHq3+MTx3ZWc/4qNwb++kKQIDEy9+CdJiGlaGqsKLq9/48/z2es/BUBteY6llXk92W3auo2VlWUshWOtNZpUqhXGRiVpr16rUyqVNNa21+tx7733cPkVV9JYlMTrMWcCTIPJCXlvxsY28bmvfoV0TFbhz9ixld7CAhOKXDe8cyfjExN88YtfBCCfptz42c/xxS/LLs0rXv5iuo1mP9cy5M484xlYVorXa/GqK8/jS7c/CMCXbryDn3/Z1RhKj1zYHqbRx2QmSQKGRap0vy0iTpNHZT2eZMhJMOtoqYQ5q4irwZKp+URRxP79+3X1uheGiFRgW1bfLMUwSIUgKy7rBFwTd/vPFfQx26s3GqnoJ+RCxGs09OMkUgpB8m8dx5WJxKpNhGlIDP+aYoPRN7ASSLWMRG3qZfKertqEp4yOjTKkTK0cx6bXCzRnpxeG1JaWGBiSc61puZw4dZLNW7ZQLMtnZWxiM9PHZ3CVuZRt21iWxaB6XpuNOq7rcsfd3wZg46YNXHbJxUwflxvuYj5Hp1Xn1m9+XZ1DSqvZ1Mo6pukwODBApEjXo6NjRFHIzMysOiaTKIgkv2FVNY2076WQpvJa227mP5BgmgYtpbYxPjyG67n60pqWTb3R1GZuhUKFvF/EVol5Rtgsl2UhqtsNqDcbJHFETyVVvu9iWQapOgbHtDBdhynl0pqqTk9P8UZm52ZZj6dOJEnSN18yTYSI9RrTbDYpl8uanG5YsqO2qNa8TJ0qDEPa7cx8M0eSGOw8U805vYioF/D4AblG7TlrJ1/+/KdotOWYPTJ1jOmjhzmgTC5FGnL2vrPotORvnppfZNu2rUSqs9SLu8wuzOMX5FrdCQPiKKZYKBApDfwkEowODfOnH5Ta73/54T+l0+uwOCer7LPLi6wsLPHLv/5uecwjY7Q7KXn17LvjQ/QWj2g33JxpYFsp+bxMRIcGCiwtzjKgOAMPHDmOadjs2jDInk3yeb/h5rsZHCkhhHyOet0Ez3eoluVnjh8/QWQWqLXktdy6eQdTx45y9tmyaNButyVRWHdDbWzXJ+y11OsEcGRRDzAig8gUBMo4LYkSbNfl4OMH2Xr+cwCYW65RLMQ4qzqkkqeh5igjpFjIY+jxkGLZtnQwB1BFBqGLMSYi6ecXAlmYyOarKIoQQqzhEMo5TFBQRO9Ot4NlOASBMkZzHKIw1GphjtsXW/m34nQvUa/HeqzHeqzHeqzHeqzHeqzHvzNOi/JlHMeoDjS5kkO1UmZ8TFaCv3DD3QTOMBe84PUA1PxtuGGKqTZFxYJDFDkkIk9tRe7ewnbE0bkVxvLyj87eOsqBE8s81JC7ol3X/ixnXzrBM8+Su8m/+9+/SzwzTUkVvO3I4saPfYyO0mU998pr+L13/zbfuENWr55++SVUBwZ4KmK94yTWEIWVlRojo6Os0QfE4qU/+tMA3Pmtm7j7nlu57HKpKGDZBvPzc7oyCAY539dt9Eq1iu97+v0kThgbG+O2O27nvPNkO+/Q4SOUyyUKOYnhu+lbtzNTr/O6n3wNAIe/cz+TI8OUlO738ekjJEnCOefsAWB+fo4fedFL+JuP/zkAH/nkX/Irv/iLWhs4aXfodDq4yjo8TcGyXYbthJc9QyobHDl0GEtEKDQYiYhJV1VEk0QoqESozvLJt87W4/SINE3ZoSr383PzyjFXKelYFr1eT0NbarWaxG2qanO+UMD7rkp7ptTTd/lN1kBtbNsmjKK+KoRy2NWvU7EG5xnFEebq6XeVg2N2/CIRsvq/ypHXWKW7nzkDaNdXhUHPYEsLiwv4vsvmzVIJrVKpYhoGjqqAR1FMs9HSbWzDMHA8n9k5WVULgphyZYCxsY1UlXrad+69lyRB29pDgcmJMQ4pB93HHnuMXrfL1c95LgCD1QoHHnuYhx64X/1mSLnk63vhuR6pSHQlLkkjBgcG+ko8CgaRtUBsxyFxsoq+gtskCanRh1aFvR6GaUh4ExLjnwpD/g0wP7+I6+WIVGXN9/NMjE/o37BsmzhOyCn1Fde1ieKYjqrSmpaJZTlEYaBHgGM5FAs5jhySkNKgGzAyMsyo4kucmpkBDF3pH1H8gvV4asQatR5ktT+DWuRyOZIkwVNrTq/Xk+pfmYJMsUiz2SSOhZb47Xa7YDtEkRyDjVqTfD5PV3nJ/PlHP8ipU7Ok6jcbrSaTE2Ps2S3ntDDusbyyQKOZQdIEs7PzxEqDH6DZ6lDryGc75+cxHQkZeeAB2S3wbYeCWeQTH/sgAAcPPIYhEoaU8/SujZOwZQsTu6WqzV9/8m+pVEt4CvYWdToUHZeOgvt61QrtZoNASXzGSYrjWETquYwwybkuiKauWKc9Ce0ZUOp7N998K1ddfQWlnIL39WICTJ6jNPRLvsvGsXGdue7ccRau4xOG8jzLZdlRMa2Mz2XQbHaxc8rPJIpZmKlhKP5evbXEwJDFocMHyI1sBWDHOXtw3ETzboQIMNOUWq0P38vh46q0QKQGca+neQPZ+Mgkg23H0fAuANf2VCdZOak7UoXH931d7bcUJEisgkq3uj2NcIkjQalU0N4hBQo82Tgtkv5eO8V15ALcWrGw2wb/+K1bAKhsfjpnXfhjGGMXARDlDCzTJlRymo1ugjBdHActJdlpdymVclSK8vSKgzbHF31QC9V0bZG/v2OZlYbcWLzif7yb+7/2T+y/+ZsAmN0aRWEx4MnEc+HO27nuzjt59k/JZHhgcIg1fffTPRRMJYljbNtmfkG2lk+ePEm5XMJT2sES/tOPS57xTCYmRzg6dQCAXN7lrLP2cN999wJyYNu2rducpWIJ13X1wO0FPVzXZevWrTx+8CAAE5MTLM7M8XhT8iWWwy6vfsObOHFY/sZgqUQqEpaXpd5wt9ulXq9TLsvxkcvluOe+u0nVYL/vG7fwzv/xTj7x8b8E4NADD5E0W4TqXoeWJFLZps3YgHzQL7vkAu64/S5t+GYaKXGSsGpOxyAlURJdPdOl+oNf/fX4IUQSJxSV1XvQC/A9T2LkgVarged5OnkulcpMTx9j8+YtgPS36fS6OJatF3YMqaGfYS4NwyQMQy0DKc3ATD2xm4aJMAQZPTeMY+kXkBlGJQLPd9YYZxmG0W/xmlLyE6Of3KakpKuIvImQGvtBJDfZQRD0ZTuBsbERRkZG9CZAiIQgDInqfViCn8v3PS+aLXpRTKi0oXP5Ir5fYGZunqGqhPzEUUK3JyUzAbphyPEjhxgalITBl73kxYhE8JWvSF3txx57iHKxpPXJW+0GzXrMpo1yI9Jpd7BMi0AtkMVCng0bNujreOTIUTrtNgXFrYijWJoERrGeglORymuhNj+O60rSssLD+n6eRCTYSsd/dmGJkeFhNk+Mq+uSYpvWKnhQSqFYoK1a565bptPusKy8A6RUnoWRCE4ek2TwXMGjWCiwtNgXLPA8h/qKnMcsUvL5Qp9QKNaJvE+lyOfz/XuWprTabb3ZzkiYWbIbRRGOY2vBi06nSy6f59TJeRZrEoO/tFzD9R0W1AZ7aGAI17YYHJbPWa8XMTE5Sbctn4tcoUg7CGi15Nrt5Xy6PcHAgPz7RqNGp93VHhytThthCsxUrWGdAMOWhGIr05tvR+zYtYGCLTcrlmnglwqYOfnaAZpBRFPx62zXxHUtKjk5h+2v1dh+RhXPUP5FUSL5CyqhN4wY3zFBzbvEMcWCTd4v0zHktao3VijmXQ17wrAYGqgQqfXbsEKCRo+W2ljkNm7EcSy6as47OnWMyYl+kSBJBLFcveW9iGPyRY8MeWlZJq5XIqNhVqslTAOuvuxqphfltf3HT36Chfk6vqe8o5oNbCPCn5AQ5Ge88HmA3HhBH+KYrQUZfj/LWcIwxMDow30Unr9P7EWvMxksVAhBnCRkMPF2q4WjzNAAjp+Yw3ZibGUQ53p9k8Z/K06LpD/s2CgDXlJhMZwbpXym1Ioev/An2XrRM5lXjr2DloMwU1wnI8DJCnRkpxQLcmEIWi0e3T/FrMKz5YpFAmxMZYhyzQVnUkp7fPkuSfRbXJzhlde8iI0btgLwhev+lJxtIjJFGGFg9QK+9Km/AeCsiy9GLdPogzBgbeV/tZrO9x9pKjD+gwjCqR7wUnPf9+VDvXHjRjz1/5ARe1eFZbFl+znk1C78ttu+yfBAkVgtXL7r0+129QPX6XbYf+AAGzdKkl+ukKfT6bBYq2ts2okTJxgaGuFkXar1PPf5L8JNTLaOyorYVz/3ZfY+7XwymsHg4CBpmmr3zUKhQKVS1sorC48/yv333cNFl0rPhfMuvIBPfuSj5D35wKWNFonSNs/MmWwHLrn0Yu66U2qNJ4mQZJpVOuqpEAhHnte7P/I1Pvi25/0AV349fliRy+f0Ir1h4wZOnTpF5rFqGFIFx9CmVDGVSoUHH5R42ksvewa2Y2Ni6qRciATf94nCDLepkvxVOMzVT38cS8x+Vn23LXuNY24iEjpBC9uUiaiZqfRkiaxS+lmL80xh1b8JIQjjUG+6HdfGcWxNgi0VS1i2RVP5j8zNzTExPqE3LnGcsrJU0/NBbaVOLuczMjqenSL1Wo36ygKPPybVtJI4xLVAKD6MSY4Ln/Y0vnO/rOR/9jP/RBB0Kahq4GClgu/7+L5clGy7TD6X191B27LpBl0WlNGW4zgsLC7oKpllWZRKJTpq/rcsS5LXDKPPoTAMwjAkQ7Xalo3l9NV8hBBEvRjPka+3nrENA0NXKA3TIDZNOirJN02ThcVFXUSqrSyt0cHu9UI8zyXn5/Sac3TqCK7tUFVV0lQkzJw4pb0CJicnMU2T5WV5Xhk/YD2eGpEkieaQJIkgpwyWQI6HzL0a5HNarzeoKQ5JPl/kwIFD9MIIQyV1g+UBut02Y+Nq45mA5do0O3J8nJxZwHUdXckNgwiRxrhqra2fOEW5WmJ5WWnJiwSRJmzZIo22Or2QTreJ4/QT+jRJiKKYN7/+DQB85u8+zabNk3TrSn1vaQlrBTZvkN+R+i6+53JiVpKNq9UqjusSxfLZbTeaFP0BPLufcHtWnl5PVbRdmyCx6apn+cjUDBs2byJOU3zFC2x16vS6AcMqoR4YLINIcC01m1oOE2MDdJT/hW0aCCPCUk/7gYOP84LnX4WIW/o8W0GPc/bIrr5jO6RRpBJoyX04a+fYmoS70+nQaLawlLnWt26+l27okEZyPri84mPn8jzjFbLbkBhQyOWwPXkvTcuU+doqd/VUjQv5Ws7rpkIMxKrqnyEismOJ41jPaYapXHrVxnFwaJBubYG2+oyfc6TrsprDWsrn4MnEOqZ/PdZjPdZjPdZjPdZjPdbjv3mcFpX+IW+cc8+X+rNf+MIt1OyNeJulTbK/eR/dMGbHRllBabYC5hs9zFixmF2XWgSu4+oK9IbJMaZPLdBUO1IzAsOO8CoSR/n4TBOj12LFlNXgf/rWfsJeyMuuuhCAV7379/jk7/42Y6rSm/TaOElKe2YGgA+857380rt/E5HJ9z0htH9VJwD4XjWfLJ64GyALgmLVd/zg/IFMZSgVCa7nkapjKRQKNJsNSqXKv/r50WFZuX/uc17EdR/9kN6lG5aJZVm60pgkgqGhIVxVOZyZm6MXRQhMSqqluGvXLm6/9xE279gBQDHnYYYtXZW7/Kpncvsdd/K086ScZi8IiKJIt85kpdTQr6eOnqCUy1Mx5THcefAof/Kx6/j1n/9F+f2mTbvVxjRNDXNwfYMo6nHhRfI3vn3XfVKbXVUfoygmtVx+5+MSYvZ4b+T7veTr8UOOXhjo+5nP52m3W1hFWV11HFvpZssx1Ol0KJVKtNqy4hUEAQWnIFU6MrIRBosLi2zZKiFA7bb0q2jUG9nb0nVRdQ9sx5ZVm6xyb4CIxfdKq2UybqgZw+zLuqVCfl/2bIRhT31/1rFISUkYHpbQmvGJcRzH0ZK6cRIT9HrMqHnLdV063S5dhSsfrI5y5OgRLUlbGh7AthwcNV8kccTK8gK2Y2KZqvLuCDZv2kxPYY+v/4cb6LabJKojkqYppjA0rCBNYxzH0lVQyZURGhph2zau62rYSyGfx1TQKZCqFFNTU3qOyeVylMrlNX3UsBdi25ZWz8jn8gjRZ1xEIuaM7TsoFiXcK0IqZWT+IqYppe8KqmofRhEj5YrmHSRJhGPbUmedzD0zImh1mT52SF2rkPrKSt+2QSSIVZCipaVlBgerWkLx5MnjrMdTJ0Qi9BKcZJKtiq9j2xZh2Hdc9b0cpVJCraZcp9sB3SgiSg2EkqI0XBfsPF01BmMj4dH9BzXUNpfPsby4hKHWzajXw8k5xHEm6WjRaLT0c2QYKUsrK3SVW65j24RxQmxnz5GF41qYRsrf/vVfy+M0DcYHR3no5AOAhAOW8nnt0GsaBnZqsFU5dB86dAjHsRFKj/7/Z++94zU96zr/993LU0+v00tmJiSkkoiUQAgEwYCLCihRiqwoCiK6sIAugqD4UndB+a2CyE9RQXQV1AVpppIQIKRMJplMn3Nm5vTy9Lvfvz+u676eM6Elrr914ut8/4GTc+Z57npd3/Ip3U6HPDEV1CaKu1RrFSwJdu+FoQBBJOLvz80vMjhU4sSJI2ybFutotVqFPKPREDC402fOCS6V7MwnKWRJpJT04iyl2+niSr6Na5cwNI22nJCUXY2q6+M4hXJXKGGV4jqOj42xuLhMqy1geNXSEIatcW5mHtutymsdkGLhSk6nb7vUpsbJKmJ66fuegOrI66DnOr0wVBPUNE1lziLypDzPBBpCwolzciyzD/8ydB1N18iyXKENNE1o8GvyGQt7EWmeKR3/OInIjZySlA3dyCf4fnFBJP0veMaP8Gd/+QUAemmNvLSHnU8VSf/EqEfFyagV01DLJTIcltbEOCNsBrh+Ccs2KGBNZcdkanyYpnyhmnFERbewLJl4uz7lwUFGBgoZp5h/uf1Bcvlw3njDxbzxd/47H/1vvwFA1umgWw5TU+JBfcEPvYh3v/VX+bXf/i3xeU4BkdnglPNd4/sbaJ3/t4/9+3/NcEba/ugGQbeLI0ftSZJSLpVprIsRYbU28F0gRdI4zR/kl97yDj7434UxmmkKmMTUpCgKojhiYX6RpaUl+fkJWZZimAa5TMDuffAwZq3CZU8VCfewV+LMyZM0A5GIjI2P8cM3vZizM2JT/PKXvkiz1eLyywUReHh4iE6rSZYUPIIyruug98TPVS3gD3/3d/n4Jz8NwE0vegG+rZFFsYI5JWlCu91RRL0fePo13H3XPX3tddPkA397DwdbAnLU1R+/8cVmXBjR7fbwZPHZSRL27dvH8aOCZOn7HrquEUV94muaZpjy/j/68MPs3buHWq2OK/GtrutS8ksszAut91q9Joyvik1XjnCVzn4iMOdFYpAmgiyeFdJxCHhKkotkuYD/KIhAlgm9+bQvNRrHIXEcKzjO1NQU5XJZFbNpkrK+vk5HFi+WZdHtdPscmzAUBVBXcgDiBUr1eh/il+ckSUIYibU1j2PGxupC/z6XCXPQ5sH7v8mS1LzvdUOCXhdT6mAbus7E1LjyPOiFbSVZCLC8tCRIkPK6WLZFq9VicECaCOU53V5XbZilcgldNxSMStN14igiCII+ht+ycFyXrjzvuflz1Kp1hocnAaiPDAnukWx2WLZNLAs9ANu2cBxHwf9KpdL5/AosoihS0K5ep0Wn2QQd9XxoutDYLrhIk2NjQs89TtRn9noBY+OigVDAFTfjyRGOa6siMc/z86VyMwEPLaCAuq5RrVQxJVZ+dmGFt77t7YRpX6I3jlMy0+TLXxTS0w8+8ABX/8A2zpwW0ratsI3lekyOCtjL6Pg4jfU1XNns6nRbBElCoYCSZgl+ucb8vCjwO0kPTcsYGhbP+K5dOzl6/FFKvk0ciOe4XClRr9foSFOqku+TJanApMvz6mWaIrDHSY6HhiuN94YG6+SmBTJvMk2PpaVzODIR7YQBRpqRS4JzqeRz5swcW158rZI3XV1bExLohjimLVu2kKOTS7lcA421ZpOS3Kt7vYBypazeRd2GOAqRQMip5AAAIABJREFUiu8kVo4GVGsyGQ5zwqhHuSr5XVFGpulUSkJm/POfu4XLrrmMZpDiIda9VrODVa5gSeJ/O0jZsm0a0xTXPlhrEbmhMgjLshzTNKnK9cQo6ecRv4u1pDAYFKaOfR3/ojmUJMkGcYKYOA9xTMllCmPiKKIhm0ymZqBrmvJU2CgN/f3igkj6/+Zvb+XErLjgO5/5UqpPfRmpIwgqUZJiVXwWl8VNnm+EaKaFJZPTJE6IG2u4dQ/PFacTZhqaZWI6EuWZG4S9kJqsYCe21InaIbHEXJV3H6BbLvGp2+8EYLXd48ZrtvG63/odAL7wF3/K3OxJDlx9JQCf/os/YdQp8daf/kkA3vf/fITSYKHm83iT+ieK9388BcX3Cw3PL6nN0S/5BL2e0ivvdNYpl+vf4Xs2/qzz5re8HYDf+/33MTo0wLokJw0NDXHg4ot5+LBQB9AMgx2TExw+fBjLFotXM1jm5f/ph6jJKcqjhw4RpREl+cJUylUqlQpjV4jN8eTJk7iuyyMPi89st1uYpqUSH9dx0NDUC3TJrr2EnYh3/9e3AfCVW27jeddfR56HePIljMIU3/WZGBbfMTe/yOVX7OPr33oIgJmlkAfnLRKpIOAnrX/tBd+Mf6eYnJxUz7mmi66JbvbNmrI0w7TkehGEmJbF9BZB7D969CitVotaraa6XnESo+kaI6Mj6t+Q51RlN+K2227jqU99qlJkMAyDNEnP02LONcilrWMxEchkBytJcuUnAEhHaMjShEhyi0zTZGpySnWsTdOk2WqqpF90vE312cePn2BgoI4pN904yWl2Imq1wnHbJU4T0qjwtNDQtaxoYGH5Nrbjo2ko1ZFuI6VU9lhfE9dyZHqcanUvS4uC5NrtdvB8V7nfNhsWaJnanNI0hSjCrFTl75ty8ig7c5lwz1T+CF3hj9A3QzPRdR3P8/Akb2D79u3MzM5QKos1ZGR8mlKprAy9mk1hrFOsc7puUCmXz8NgN5tNxX0ol8vyGvcnKpZpc/CB+wAYGhpgaHCApeVFRVBOk5RqtarWJdJUqLrY4jxs2yZNYhbnhQZ6r1cooG3GkyHyHNWZzbKMOE6UuZuu64RhpJLlKIoJw5hIEslf+KKbCFKdKMnRUqlsh5j8HX5IqF5t3b6L2dmz9GLx8v30T/1njh07pgjuWZbS6c1xRjpVLyyucs21V/PZv/87AMIoxrJtXNllv+zySxkdHeUBqZr14AMH8TwbBwNfKuNVDJ9up40l+ZFJFGIYGmHUkyet0+uFNGVR4Ng2uuGCLG4a62vEwRq5bFwYusHg0Cie7LKXbJM8zYgLF+JWE992sA2XXir5dYaJYRtKfe/4iRPceN0zCGVTrxenOLaN64l8wbKKyacUN9AMHLdEryvWH8100YyMQprPtiwhqhBl8rrNs3PXFlJ5zDfc+Dx6QZfxyWEaTXlvcvAMB0sWDkcbK7zs6iswZeNSH6zgOA66dNQtxEsKEq6uaehG38OFHJI8J5YNgDRJiZNYJepxlOA4rjDbUp+hU3J9fPnMhXFMp9PF3OAdkOf9IjJ/AvnkJqZ/MzZjMzZjMzZjMzZjMzbjP3hcEJ3+4ydOcdWLRPd44MofZq47QCCxb2fQWVxZpVyoPzhlkignlczq4bpDtrpEjZy1nuzK+S6GnzNcEV2XhbNLDI9NcOa0kIlM0hTbAE1K1fXSHHN8ByOW+PmO0weZmbuT9/2XnQA868dezr133Mq3Dgrsm+9VyYKQrWPCGvqdv/gmfuU9/43JHTs3qDxk5zfztcd0z7/TOGYDXvffLr798/xSX9PVMAyFIxaKGjmPrQULPF0f+iMem7f+8q/zyb/8YzxXVJ/tTgfDNJiYEGN1zbC5886vsv2ii7j90EEAPvDuD2CnAa01ASk6cOlTSLKUlhx3t9stlpcX2b1D6BG/+MU/zCOPPMya/PtvfvObjI2NKVyy53kMD4+wsiIq/bGhYa58ygEelNOGd73tbXzlljt52ctuQpdY5+b6MiPDIxiyqq7VaoRZyLXXXAHA177xMKPWGqEh4D15afhxXuvNuFBifX1NQW9cyyInF1rswNLiIpZpKjiHeA5yOlIBoVqtcvr0DK7rMjYloGthI8QwDaW4YJom7XabxSXRufU87zy1Htu2CXpBH/drmGTk51F0hCJI0bHSsSyzP1PLNfI8I89zdmwXmNpKtUKSJKqzv7CwQK1aY70hJm3nzp5jy9Yt3Povt4jzLpXIMk16ccDo0AC+7yv8Z9DrYOggP444CbCMDNOW43rLEtJxcdiXxCuVGBiob1DwcsjSFEOO47dsmabRXCMM5NiZlHazrfCunifwsMX0wjB16rVB9X7neY5jO7Skd0Bu2ximqdZVx3bo9rqYpsV6QyjjzJ45y/D4FjUBERrqulI6qVQqeL5PLI95ZWXlPI5PpSKkhkdHxXqe5Qnr62tqUmCaJlGYoMkuWxTHnD13Dk2DXm9NnVez1SSQHfwsyzDaTcUTqIwM02j0db59CYHYjCdHxHGsuqqmKVTwNio6lcslNc2yLIsgiMkNcY+37NpHlotdNQrFvmVaDm/5lf/Cnr37ALDLZYYnxvGkh8YNN1zP0NAAX/rSVwA4fPgwV111lZo26JZNnia8/R2/DoArsc3FmvexP/lj7r7rm+w/ILhz7XaTPIgYnZrALRQ045SK77G0KNaw4YE6uqEr2JyZA4aruvB+qYTv+/iykx/GOrpRwtbFupnmusitZF613goo2RZk4p2Ynhrn4RNzZJmOXygrei5pt8eqlAXttkN6YUt1vH3f5su33MF11wm4N3qMnmckEnk3c2aBFA1Lwn9MDc7NdRmsV9W9gn665To+QTfBFWhCulEb37NYWw/R8gKqaZLGPeJUTAaf9eIb0AdLaHaxBtmYpqkmO0mSoOl9Jbcgis7X7JfO6Y6EZrmei5X2HXS1soahmWi63ocU5iaaFiv/qk4Q0O4FimdEmpLTl2d+0sF7dl35QvY8V5pvWR7WShvHkPKbcQ/sEj05ijXDHo5jUpIjqVHamGU4tdyiV4yVTA/T0Yml3vSWrSPMnl5lcEwko0vNFfLMYlj6oyRxQJJrbD+wS/x+sM7ZB7/Bz7z1jwF43Y8/g+c/8wZqVSFd+Y1bbsFMcgxJEdg7PsaH3/ObvOgnX8EzrhdWzrmm9XG+G+J7g38e+8cbftYKYvAT4QSIxcowCz36bx/sRFGkxt6Nbg/Pr5DKxMWQJLQi0clzoTW94aB4+St+hi994bMAJEmDOE1Zb4pF4KFDh9m7/wB33Xcfr371awBor61x+P6vc9nlIsHW84yw1aMkx+S+79Nut+lJaEaztc4jDz+AaYhjedpVV9FsNtWoLU4Cjh87qiTwFhfnyLKUtTXBK5ioD/HFL/wvfvcP/4Df+43fBoRkZ7vTIZPfGSYhYdQmkhv206+6mP/xsU9yaEUsdvfMnAO+N9l5My6sSJOETltswllJSLYWNuory8ukGzCXuq6TpomC5gwM1FlbWyfPYXVJ6Gj7lbLEXIrPzzJR1BebyujIKF/96l084xk/KH6fZli21ZfoTFMMtD5xN8vRck3hPLMsI0368pzdToex8TEGBwbVRtDtCk37gtRar9c5dfIU//AZ8f79xM0386XPf14VwNtK2xkerFKvSdKbYxJHXSWfWS1XSdKQQBY7ppFjmhZ5XhxzgqHr6LZNJosT23akXKEhf7bJs5yhwSF5TFXCsCf0PhGSu6VSSRU3pXKJoBewJPXsw6BHlvahN3EcE4QB1Vr/fdtYHGV5jmFYhFHMTikGMDQ0TJYbWFZ/O4vjWF23crkszHHkzbMdhyiKlDb42nqD0ZER0lRa2lsmSRJjyKTuyOFHcWwbR+L34ygWnJBeQChJjL1ej61jAwxJ/4H1VocwjFmTOv2tVgvDMJQXxKZk55MrNE07b72wLEu9h7ouiOcKJmc5gEYq/952LPQ8I4pTPLl/2o7DeqNJKqUpy/UaC3Pz3PxTNwOQpCFPecoe9uwVjceTJ04zPb0Fx+njyHVdJ5VkU8+1aDYbCoozNjbG0cNHiNsyYTcsBqs+tqarzCGJQ7xSCV3urWmWisZDgUU3TWpelRW5Bhq2I9YrQ6wf5eFBTqxHjPjSCMs0MHWfgUHRKKkOjxO0eui2eO927d7LzLl5Ys2g1xVrTpabJKZDXYoRVOsDZKmuIIYZGcMjk2SFn4mWk6ZQcsV64XklPvzRP+eVP/IicQxVmyOzR3jOtQKKHQfr5OiK+3Df/Qf5kZtuJI2L7wffcdFzB02TgiRZQpbmuCXxvu+/8gCNbgM7EucZBKEo+PLi/tpYlqX2AsezBeF2Q6NXg/MS9MLbof87gfsvGlF5FpBrKbEp/s34+ARPv+Z6Gk2xtrc6bcJujzQUa9zBhw7yeOOCSPo/+Yk/4p2fFgSUrj7A8KhHc0mSTcoVwl5XGetAhpMG7BmSJIhul3WzzNiWUWZXxKK9vrbC8NAgyA21ESRMbh3k5ClBPhsZG6e11mGtJW687cDExBALS6LadK0S1sQ+GBIauh/80iEmdk1x9TPFhr59+zY+9eEPYxVdPB221Ovc9pl/4IGHRIf5jW/5ZSBXD68mMflKU0LTpL5/ofWPSPIfOxEoIs/JyZ+wdr9l2QqPW1yPjVEqVykKiYGBIYJenxlfHFiBnf1OoRsWz7/xJgAOPvAtbrv9CzRb4j5UB4d46NhJfv5Nb+Zrd9wBgHcgYdv27X0ljTiSGF5RQa2trVGpVEgl/u3o0SPUa3WWZSLT6XSI4lgpBERxTr1eU7yCaq2Ohka9LBaRodoYk26d5uwpbn7tKwC4+74HufUz/4CTSpKl51AdKJGl4plrt5r89ttfS314LwDv/fBffN/rvBkXWMjOOYhk2fM81X2pVCo0Gg2llJDIIlcz+so5AwM1jh8/SiJVwi694kryLOfEjPD22LFjB7Zjqw740OAQA4MDatF2XVd0iKPCqEY0AIpOHIYg/PV9ADI63Q6D0uTqwMUHpLdEpI6z1+1RrpRZlET56dER5s7M8GM/+jIAbFPn1a95NWSx+s5bb7+DqSnRwR4cLNHttcmywq/CwPMd1blrS5WrtlwXTcskz3OpbFUQEGPK5Qo7donpw5mZM1iGobrmrW6bsalJRZLNsowTJ07gS2Jut9tlfn5eqf1omkg2Cjx9pVphoD5ATzYaNE2Q9QtlpTiOGJ/awtjYGKnStDbQc+28doiu69iFClGaCgKwLKo8v0SpUkGT/z5JYpqNplLWCXtdlhYX1b30fI92s0lJ8hCCbgddy+m0ukpH3XYgHamrjX95aRnPL6kmyenTpxgcHFIk63vv/SY/8+b3shlPjojjuK+nHidyUlfo0dtoWU4qiZ0PPvQgS401LrtMdKf9kkvS64LWV6myTJNM16nWRedx/8UHmDtxgv37xZ6TRiFJnpJZhTFfTJpFyDqDSrVKFIZCmhAIoxDDMNQkYWRkBMvUVSPBMCCOutjGCGEi9eENnbX1ddpSOcd3Rkh1E00T72aixZTHxmh1RPOkPjSAZprosuH6vOt/mJWFc+QlyRGoDRHFTZ7+w2K9Wex00M0uUrafsZ3jvPbSZ9LoLGBq4rhu/JGbWYkSHFdch8ue+XyC0iSrsliulS2Wmj31bjumTZgHNJriPBNszi1GfPxTXwbg+mdfwZ33PMDTLr9E3BtDB3Ryqes/OTFBEHbR5ZpqGg5ZqkGakYSSm2B65LrO9LT0KzE1fK+KI+9vuVQCLcfdwOfJ81zxtbIsF4o8Wn8/CaO+n0okmwZFGLoleEpyz4B+M6kQNNi2Yze79x7gIulflZARd1t84v/9uDzGx6jCfY/YxPRvxmZsxmZsxmZsxmZsxmb8B48LotM/ZDR59Y2iqvqDv58l0CYYGJWjlI6Gadp4cqylpzF6+xyJIyqlubUWaWkL7fUOvhxbE0Ssr69RrorqMc9hcXUdW3bZluaXqFXquBLcZtk5E0MGsSu6U50QTscJI4MCA1wZHOODn76fn37+fgCuv3QHb3jn2/izP/qf4vsaLXLHYNBzWHlUOFe+71ffwjt+53fR9D5263z4zmOgPIXD5AZXWG1j11/Tvt0x97z47rCf/pTke4du6FKLujiGx7oKP/azxfShMCq45PIrsd0Kt9wu5Fdn5hf4T698BX/9t/+Llz73egDCTouw21bj7Wazed555nkuoA4FPi4IsR0HU0KUdu3awcMPP6yOZWJigpmZGUp+MY3QJHRD/H0zaBN222g9jUpJTBeeffWVXLRjC3/1sT8FwGpn2KZNKL/Td138UpmTR4VD6+/96uv4nx/9s8d1DTfjwogkiUni4jk+XwbS83wWFuYpS7UXXdfQ9L5cpoDtWMpeHQR8I45i9khISeGWW8BeNHJ83+fkCcEb2r1nD/kGPfq+Wk9fyzlNU9X5HRkZYc+eParzH8cxrVYLz/UwLPFs51rEgw88wMqimIre3+tSrVWZGBeckyRNcByDPO5r5j/3umewIMfzd9xxGzc8/zpaUj88T3OCqKdUKIp3rlavqWOIY6EyoTD1joNlO6pTVa6UCLtdWm3RqY/SFMd11eQNDbZu3Uoiu+YL8wsMDg5Skde+2+vSaKyrzlYSJ5iWSV3azYdByPLqMmNjYn+YmtyC4Tjkmq6ULDJNeBoUcqh5nklcsuQqGZKLoRVrWU4Wx8pfJY1ClubPMTomFcOOzVKrDijX4DzNME2LjsTkLy4sUK3VCINAKT6try8xv7jK2Ijocvquz9m5RWxLXLdSScDDismA9t0muptxQYZt2xskOXWWV1aoyGn18vIytXJFrQW6YZAmOQMDAvJmay65BUjnd4AkywjDnpqqffX2r9OLEwUpM2yTNE+wivesXGZ1dZWJcQFR7nV7YgKo9aF/pVKJXD5XC3NzWEYfqlPxPaq+hmFDFohpw/Jam5WVNfy6eO7zPMPKIjQpNeq5ZXLTRpcT02q1SpZlmJp4Lw498hAnTpzgxhc9D4DISIlTl8iUk0bHJ0ldLHkMGRmRDpo/imMLnpGZRHz+i7cxc07q5ns2DxxZYKAmJp5XXX0xc6shVak4lsYrWJnO5KQ4Zj0Ledc73sr7P/D7AHzhtnuoVjyG6uLeZJlOqxFgeiI3vPfee9k1NUou1+VPffpveNMb34DlOmhStCjOM7QsIpS8I79UwjINlUflgKkbakKc5xCFMbleTI4TAauW35GmKbZtUyqJddx1XQzDUA7PIKA+eZ4rGdBCySeVak56BmNDFSzJBfItC2egpqYwyin+ccQFkfSnmc1lFXGBX3nNAH982zyuL7CPZBmlkkVD2k1PlR1KekYvFRt4r7aN5bk1aiPjKiWeGBvk7PwqbWkv7fslTMNUplLesMvKSotYymc9dfcox06so0vMVS+MGR4dJpIyT2gGSe0i/uBfxIP5Ox/6OP/80f/Kj7z+5wG45bN/z9Lxk/gZTOw7AMDDJ2d4zSt/go/91ScBkXhvJFtomn4+cTfP0XTjMTj+fwuZzo3xnQqDDYl9nitS7/l//9iPKcZYqTKPKGLfvouIdHEvh06c4LavfJGnbN+KIZOd5blFtu3eoa7F4Uce4ek/+ANKwm5goEYQ9Lj7a7cCMDw8wtrampIVy/KU8YlRZmeEdFkUxVTKFWVDbek6lmnSlaSqku/il1zWVlfR5abf6TYYGRnm3b/zAQDe86tvI8/ywg8Ex66g6za1ulj8HP/xv1CbcWGEY7tkqXgGdN0kjmMF3zAMk4mJSaV5nOcZWZwSJ+L3lukAAjZWJOXHHn2Ui/YfoNsVY2XXc4U2d5yo7zQMg70XXQSgOAJF4phmKVmaqcRUSLxZ7NwpMLvlchnTNGnJJCDoBZiaxtryIgvzYt156MFv4Vg6hx8WggKv+5nXs3vvRdx3v/h5565d9LotkJCkOI6Zmp7m6GHRiJg59ihc/yw1ZrYsMVYuCMytVksk2/LdNJUEYXSevGUO6lrqkrxcwBYbq6sMDAz0JXU9lyRNFInV8z263S49SfRd76xjmSaW1PVP0pQky0ikjvfk5BQ79+zdAJPUyXRDyPTK4yPLyEgVDEo4pUGWFRJ5MXmW4sjkJU0SSiUfTUouHnv0EaqVMg1JJh4fGyPLwJNY5fW1Jt1mm7VVcQ7jEyOMjo7x8MOHmJG66q7vMTpcZ+b0GXFdTAPHshkYlJCgIJR67uJ5GBoaZDOePHHvffcxJL0k6vUa5XJJkfYNw6DZ67Iin5/T52bRTIMTpx8FICfBcRySJFGQoJyMyfExNNlgs41cwkfEc29ZFlESKzJ6qeTTabWZXzgrf64wNT2lIKni2TKxZXNsZWWZXDcVGT0OdTTPJ45TXNkgG66OUb/ienp3Cila3wjQLAez4CFlsGvLjkKhE9Oyufuuu7j26qcBwmjzyJEjfPX2ewD4oRfeSKexjCkJsVEaisbIBr36PM/IyNi+T/j0zBw/jml7ShhgZMskN9zwHM4siDXv0cMnOXHyDL4prlMrMbEch1xKct5w3WVYWpv3/NovimNOhcz32pp4V+tlF8cz0Q1xHQcHRyhVqszMC7hwlnucPnGcwZFBzi7Ltd22SPNcwKeAXquJZfQNA5MkwTT78pqWaWK7piJAI++wSuVkXlXsBbGEX+ZZIZhgEMs1NgplDhoE5HmKhlgX4zhmcWmByqBohthWFU0zlSxsYdr2eOKCSPrzPCVDXIjr9ujEocHH5IM4tPNymusxkzVRuZW75+gaFdZT8XOiW/iljPWFRYaGZLc31pgaKXPmrMCFRR2heBFG8gWIY1ItpiEVIr5xb4Ch2fiSuOGYDkkSFnsnadSiUq2SyKRRv/RlvOLtn+AT7/9pAG748Vdw1+c+x9yjh2nITk6cpxw7fpyrrxIuv/d8/etYlq02po3Oa+JngZ09H9Of8vjj8RQH396pf0KR981Iio8Tybus5LOUOAW7KhZHTT/BpXv3sm16K+vStGZkcpxms6kMvCrVCsePH1eJyJ49e/jaPXefh412XZfxcdHpO3ToIS699FJsR9zr2ZlzGJaFJQu6NI2p1wcZksQgzbQI4gTDcejKRMWyTCYHBzF1cb/f/6EP8ktv+FmGR0Q3oWzmxFGsNuazZ88+seu0Gf/usbS4xNiE6CYtLizje55ahHVdx/FLLC+Lhb8gxxWLOAjjOts2VHE6NTlBmqZKjSdJEjzPOw+Tb9s2plz4sywlzVLVaYskprPAug/4AziOc55+/dp6U+j/A1qWcPTkcTrtJhWpzNFeW+aqZz+LX37zGwG49bbbODNzitOnBM/gsssuZdv0hMKefvaz/8jX7rlH4edHh4aZn19QHagiUSg65kJ1JMAsS05PDoahn2c8FMexcPKWOOC1xjpBt8fSwjwAru2yvLzMJZc8BYCFhUU63Y46higORAdLVtimYaOj05WGYaZlMTA0wHapWJSkYgKjy+6iYRpomdDaL9oNwr0463OXEL4HZtEoSFNsU2ipA4RBl5MnjuGYfYxuu91WRlt5lkm341w+Hw5z7Xml7rO4uMjg4BD79u3n0UcPi+uwukqrsc7kiJgul+t10OHoEWEINz29lcHBOoHEXLdafSWfzbjwY//+fapLn+c5SRSrvVvXDR458qhaG+qDQ4RhpIzadN0Uz62mKby8qWm8/Md/lH/+0q0AXPfc53D/NxY5ekwUChfv38+hQw8TSJW6oNOlWi2rbjFZTHN9hVG5Ry231xkZ2IYteUmnT5zE1AwM2X12bQPXsTB0oQsPkKQRxsAWkOp8rmEDGoZ87l3HxrNMimUxiWIuvmg/seyA53nOS1/yEm67XTjX9wJhnFU0LjRNcJY2mlLZtg3kZDK58ss1lpeXcSRv0HRdHnn0CFNTAmXRGx4CLWe1K47ZMWyyPKPZFrnbRfv30wtCzEg6GwcpgxVXqRkFSQqYyq17fn4eQ7MUj+mmm16Ib0GzG2JI5aQkFQILz3+BmGB4pTKWbVOW66Ku61imrnI1XdfJ8r6XiK4JtIFZiDTkwmm3yGnSLCMN+2pBkZwKWLatcivbsTF0i7lzYko7ODjM1PQWtZ+EYUAnjpWK4ROZHG5i+jdjMzZjMzZjMzZjMzZjM/6DxwXR6Y/jAEuTslFEPGt/meGq6Nx+9Av3MDp9GYns0uRumZXQJc1E1aX12tRqA0DM9u2iy5IEGoPDBqYmqsWTZ1cI85i86KoDZc+lWhbSUmmSkoYhSaHeEAuHV1My5x3dZO/WGqfnJE48c2H0qbzm7QIT/rH3v4bnPv/5nNq+i8/8tVB6+cbBBykP1jEjUUXffPPN/P7v/z4TE+KYHqvCI2A1j4XzPBFX3/8TGJD8nG+rFh9bExZ6/ZKVLjv9/S5exGy7xYOPiO7XpVu30l5dI49jJZd46623kmUpz3ueqKKrtRrkqdKz/tznPsf4+KjiZ9x3331cc801nDwhupkTExMcPvwo7Y7oDFarVTRNU1X46uoazWaLgQFRRZdKJdnRtBUmzzAMGufm2bNb4LND3eGPPvbn/PavCRdfrdciTRJ0awNbfzOeVDE1vYWOnLrV6zXZuZeduiwnyzOGh8VkZ2VlBcsyFN5eqL8YpGmCJtel2dkZtu/a23eG1QVO3C5gKUkiPjfrK+2kWap+HhwcFKpSUq0jTiKOHjvK1KTAhLd7AUmWKnfLe+/9BnHYZeHcGS7eJ7hEP/uzP8ddd3+V97z3fQBcevllBEmX7TvEZ/z5n32cPXsu4ujRIwBUy2Xq9ZqaVliWQWt1lZLEy8dxjG3bqvNfqVQIgi7FehDFkZDkzPvnpWvCYr5UEe9ztdqgub6uYE8aGnV3iBXZ5SycJ4t3T0sM0jTf0BXT0XQDT+Kjd+zYiWU7RHGBnzawLEdNRg1NxzSFa2bRiU/ThDRLSdM+bCndwAtKsxQ9N0CeQxonDA8MEEqFoF4QKhjx47f7AAAgAElEQVQEIKRWdU1Bt5IkoVIpq89L4piDDz5AtVpTPBHf95neOs1VVwipwK98+YuQ5dQGxLVGE925Qv54VHonbMaTI86ePafUwObnF1hdXWVsXEx+piYmsUyTk6dPATA6NUZvvUevJybEf/eXn+AVr3k1hm5jW4Xmr8WPv/RH+cpXhKfGg/d9g9b6KnfeKrrmu6fG2D4+QKst1hdn2zZMw8SX2HTLhDSOef3NrwTgppe8hH/+zN9z330CIWFqcPUVl+I74j0bHPBJk4il5VW1HkSOjmlnRF3RNU+tCo5t0pNyO5rZo1LziWSrv93sUKn4ylm21WyQ5TlXXinkt8+cOUOp5KupYBRFjI+PK4hkFEW4rnCeLdS6lpfnKVd9anJdXF1bZ3lliYcPiRwi0wRkV89E/mfbLt2ki+6K9y4LuriWgS8VB5t5m5W1dYakChpaThRF6ph838N1oFITE9e7v/Ytrr/uapZW15g9I9AHeW7QS1JG5P6gG7lAhxRKSLZOlmmkEh6YExFFMZou1sA0TcnllBRQ8p3FJNkwDBzbU3lUJuWENVCcDoAsi8llzlWtloiSiLKxwX8gFt8L31mO/bvFBZH0p2kGhlzkDQuPhCsEX4V3v+pK3vNX36Ky7XIAzkUVdD0klqMSrBJBBo5bY2VR6iznCesrMe2ueLg90yK3NDrdwhDGxtIsxZnVDROnpPfJdllGRk7YFSPYS/aMMDdznPmz4uEtbXkKjVRH3yY2qpf/+l/wV7/9KhbiNl87KCQ7g0yTxyg21Pn5eX7yJ3+Sj3zkIwDs3r37MYn/Bs/m/0tRvPzaY7/zcT5AegpxnBBKMtFit8nB++/n6RdfDMBDB+9lZGiII8eOKCxjtVpG03K+8pUvAXDTTTfheS63336bPCYxps/U31dZXV1Rl6fb7aLrmpLLCoIerusTSIxwtVrh7Nlz1Gri5Th3bo6nPOUSmtL8qzhv27I5cVyM3rfu3AG6xS+8+S0A/PHvvhffd1Ri8vQfvPZxXY/NuHBicnorj0hDONcSOvPFM6ghjGkKKVrLagKZ8oJAhyRKMAxDLdy9XgB5pmBkcRSDBoYjLezTlHanrZ4z13Gp1WoMyY2j1WoRhjHNtlijVtfXKFVqRDKRnJudIQp6bJVjbY2EnTu38atv+QU+/OEPA/DxT3wC20p44QuFF4iWa4xNjnLX1wWm9vrnPZddO3crCNEjBx8gS0t9/X/TYHVpAb8mElFD18mSlEhCiuIkxrSsPvTGNCUpLenzkWRvotDpHxioMzszQyoXU93RCYMOM6dFweV5LlmWK4x/mmQMDw/3pS59j+mpKaltLoqGfIO0qa5rJHFEsS5qmvibJM2E1b24EIRh338g1zLyPGNNGv40mw0qrtv3G8lyca5yE47jmDhJyHKxhoSRwN8XBZ3jmFSqFXoSglQq1Wg211hdXWFMwg7brRYrKyucPCmI3FdedRWnThxXnie9To92u6PgPUWBshlPjnAcR8F11tbW2b1nN3X5HqVpgmUYDI324aBjoxPkcr353//81/zLbZ+nWq0yNikKBdd2CHoxO0fFGnR65hRzs7OUDfEu/uZ7fgNTz/FkMnvi9Cyzs7M0GiJZzrKc1/3Uj9NZF/CPr972JSzTotsWx/grb3wVZ88tsCxJ/JauoZsWju0oOVzfMVn85p2MS64CWY8cW8ED0zzjxOmz1CcF7+jhB7/Bdc/5QbUvjoyOsL7eUA07y7KwLEsl9FEU02w2N4gA2IRhiOu66t/4pRLdTkiSiPUgz3Vcy8SrFNh1k3nLwvdFk2H+3CxG2SLsiu+oV8Vat94o9neN+aVFpqcn1L0LgpCqlNtdXVnk7OISFekr8q2Dh7ni0r1kUV+SNdfAMgzOnhO8weHxMq7nqCTdMk38kq+gnKZt4/l9WXNd1xSpWzwfqdLmL35v6MYGKmVOEoYEQaAaDZqRk+c5szNCtGF9PSLNUuJYPB9JHJKHCXFBuHgC8J4LIuk3TVMleXEaYRiGwscNJE1+7ZVP4wN/dy8ApfErWI1NbF9cwMbKGlm9ThZk9FYErnSnH2HSwy72Ostnse0wMTINQKsrOi6m7ORqgG7pamMzDAMty6jJTeHYwUeYW2kyulMUHu1Mw/IHiDTx4Lj2BD/3ns/jrNzFklzULdsiDAOpEwuWdHF74y++CYA3/twbeMlLXvp9rkxhyFXERrLGtzvnPtFQRUf+GBLIdxUC6ruEAmRJQqznLEt86t333M3sI4cIzgpy2+r6Kkc0jW3btqoNN01TDENjQHbAPv3pT3PZ5ZeoDdzzXdqttsK/TU1tYX5+XmIBwTByKhWXslwUjh49QpZlSg97bm6ecrmsjvHKK6+k1+thGMZ5mG3btpHEeFbWm3TTmA/91nsAMPOQJEkVceef/vc/8fr//OtP6Npuxr9vZGnK9LTogDeb61iWTUMqyni+j+d56hkbn5jg7NkzGAXRM43JcyTJVbzP5XKZs7OnGZ0Qa0iB4yw+Y2V5Bd3QGR0VSWCe51i2w4okf5qOSxCHdNYFj8C2TQZqZTpN8fvjhw/SbTUxUiEE8NrXvpovfP5zvOlNv8jIiFCquObap/LMH3w6bWl+90+f/UdeNP0i9uwWpoInTpxgx/YdiicwOjZOt90gkF3sKIqJ4piRKXFdarU6aZqod9MyLdYbTfXulMtlwjCSShT9d0fXdarVotNfphdGOLLztrK8xPDwqDLC0nSdleVlpfbjOC5pmimTqnKlInSuKRouqeQYFBrXGZArklyeZdLSJFMkNjSwbUsVXK1WG6KIikwI6n6JKI76TQ5ptNST04nGeoM0zcgktyGJEwYGB1XSn6YpWdrDdvpKbK43ytLikiqQpqe30Gw1mZmdld+Rs7i8RFfeX88tMTs7I/xjgO55pL/NuNCj2+3SkM/X/v37cBxHPW/lcokkTWmti/fStTxOnTxJyZM8swRq9TJJ0uPQg0IRbnWlyZVXXIorGw/TE6OUXZ2a7FB3Gm181+XMWVFEri3OcuUle2l1JEF1oM7y/Gmefs1lAARRjKbljFwmpoLnzp2hXqtz7px4Hg2ziqU7OM4Is6fF1Hy0bNOZPYyZiARatyxBkJfPpu3YDA4OEoWi2fmc5zyDMIpVI+TgwYfYsmWL2idd1yFPM7rtjjymUHKGClfcXDX1lIhClhOGCb4vGqgaGoapK8fuJE0YH6oSSDOtgaEqvl/ibFes5XMLq+zYNYgh3Y81TaNeqymekqbplMs6SSaOaWxyC6OjY7R70rOlOsStX72PZ1y7n7pEC+RpJjD8co3zS0J5pyzV/2xHTEeL9EgzxLkV5ynUeizFIcrSFF3X6XWlsIShE0VNsoKCpIl8pFIpqzxY03V0A7JMFB6VAeEBUggi6LqJY1rEkhtRrTx+89ALIunP8749vYZwJrNk1eWbYLHG214sqs3/8cWHGKjtoJmIG1CqVElTjSTSWA/Eojy0rU6nNY8muyyDo1WsnkZWKU7Xod3LFDvbME0MW6ObSUJbbpCHXTyp7jOz2GJwx+W0Mkn0SnM8LUMzxU00tAZnzpzg5uddg5eITX1pcRG73TcAC+MepVJJGXr9yZ/8CXNzc7z+9a8Xn2EYfTIvnPf//20j5/zige9QJeaP+V8RGTnkfYGhiJxG1OPYsWMAdBaWOLB7G0ceEqM5y/c4cPGltNttKhVxv0SS0VMP9/j4ODMzs+o7yuUSru3gS7vxTqfN0NCQ2rDb7RYjIyMcPyEKi+npaZrNFsvLoqPRbDbZs2cvbSkhOD8/z4EDB1hdXaEkX1pdM7Adn4FBkaCdXp7nQ7/3m+yXMAnHsmk01jlzZkYclL65QT/ZolKtksiuSKfTEWotck0Jw4AkjlX32S/5oKEIaoah43kuUdTvBgvFBlMl1LVajdXVVZX0VSoVRkZG1buUJoLI67hiI+n1QqIowjLEc/zIQ/dy6tFHGR4UY+3J8TEueda1zM6JDfl97/41Wq0Wk1NTvO61ws3adR0+9rE/5ade9RMATExPctddd6O70iTQtLjlllsKFAuu5+G6NvPzohni+TZLi4vK3XJ1dYVqtarO0XUdvNhTXXhhPJYDOZok0jqOmJoUcJ8kyRgaGmF9VWzCeZoTBiGWU7h0mgwPjyhVsNHRCrbtYFie/PeakDXO+qIFeZ5vMDVDKvH016wsz2k2mnhSeMHzXBqra2pdqpXL5BumhYZh4OquImIGvYA0TRmWxdTA4CCnTs0oGEKtWiHLYpakWWOpVBXmXnK/KJXLaJrG9JYtijzc7rQplyvs3SvMlfIsI44TWi3xmdVKnTQK6MguqK7/nzVsNuP/bnQ6HdWptSyTw4cPc+mlwgCqFwSMjY6ySxbfBw8dEnKesqm2tLjK7MwirmsSSAOonTt3EQcxeSKeD800MGyfRMI1yp5PL+woAurg0BBLy8tMSnnexvoqRr1KV6q96JpGuVQilUmg41r0gjb1uuhwx3GC51v0egGjUv52bHiQp195GQe/eZc4L80mySLyvJiA6QwPD7PQitR5xnGi9tp9+/YRhqEq6LvtLlEY9punmk4ap/QSUVwbpikKgzzHlU2CJM6xLAtNIiI0vZBDzuS11mi3Qmy5riZYhHHIsVOiGDJtCzObJJSGg0mSsLCwwL494l7oukamaQQ98fnN9QapHrO0KuFF7ZS5xRleeP0zyCU8x3BEDvrAA2JSfP3zrybPUGpNtmOTpRlxMa3TxPHqmkpi6fU09byYhkGSJPhSbhPE2qqKoUyDPCdJUjVB1fQMXbNpSMGEqcndpElCIqe2ugFZHNLrFqaFjx8hsrnybMZmbMZmbMZmbMZmbMZm/AePC6LTX4xbQeLps0zpjhomGHrIiITz/MLzt/KRLz5KastKrlKnG+bknk3mbQXgi6cbVMvTlOW4fnZpkZ1bplmWo9ZOO6JUHSOT3SVd1wnChECOXww9o0KP9RXpDbDzUlY1n5yC4GIShAF1qUc/ac3xhtc9mz/9w99galwcgzM1yeLiImmhX22MovkurVWBIx/1PL78lS+wvLIIwDvf8a5vI/f+22r0F7GhVY/2BL8iJ6MP7+lkMbNnTzNz4hEAGsvnCJo2W3eLqUytVlOV6sCAGD81Gg3SNGVhQZy3YRi4no3nFRj9EN/1FS4wSWIMo6u6srpucOLESeJY3Lv19QbNZhNTwg+uvPIqIR0qOyS+79PpdBgYGCSTeLlSpUJ9aJCz8hgeOnQ/9XKZmjQMI4eBgR2sr4vnpSur6c148kSa57hyZDw8NoapaarTu7KyQpImGAWcI0nYvn0HR4+ICVW1WqXTbeM5vnpXwjAkzTI1dm40GlSqFfVcZtLAqfCLqNfrHDt6TMlAlrwqp448wtYtAtOrZxE/cO3lzC0sANCNe9z7wLeoS1OZ/fsPMDhYp1KpcP/9gpy3c9cOLrpoL1/+8r+Ik8xFl6w4D9MwybR0A0xRJ01yHMlDcBwHXTdYWRTf6VXr6LqhRuEApmkQhmJR6HR66LpOGMakqdSUNk2FZRXfYeL7FYaHRNe8sdYA3VBmMZZlMTg0hOuJdytNEjRdV+R/3SzWvELW79s7VpqmqW5iQcrzPAe9gAClOeuNhjrPPM8IOx1sKdun6zppkirej2Xb5FnOysqKPAeDbdumVZet2WiKdckRa1Kz2SHo9ZRhWBTHtNtt2q0mxQL68pe/nOnpaW67805xnnHMJZdcxtfv/qq4/5UyfqmkyMeWhCtuxpMjJibG1Z4VhhGO4/D1r38TEBOyLdu3MScx4KQZV19xCbo0uXrg/kM88NAhms0MxxGTP5HjJIoAH8UReZZiSnhPGGfoRiKELhDa81EcEslO/pbt2zh06BHGxsTfVyoVMg1SaWgRJxnlkk+WimmV6RqEYYhlWZxbFM99qxMQZX39+CzLsDRL5SyO7VIrVVlqib+Po5hMrjkgDAt931NdeYhpdzrq95qmkcSxglGLqaiG47hYUi6321sWa7EuDb0krNJW73LCxNQwqVzTcjTIdbZuE9MKz6vJaUNf+vzo0VmuvVZcJysXXiToEqqXZUQRjEkjviAKKXslZhcWKCyHjCxBM0x2TIm1OggCsjRT726WZXiehyU79aZlSSR239zRMA11XQxDF2iS4jrnhchAATfUiZOEJI7JpXR9kkaYhs/Zs4JcPD21m6gXKRhzfaBO0G2r/C3PHoPe+B5xQST9QdhVmG1N19A2mESleQ4ZmIY4qYlKwltfuJO/vE2MwQ+vjWG6QziWQ0vitEy/TqiltNpikc/zKqO4Sqc9N0xWV9fwJfkijmMydEq2uOuVtEve7RI5YvQ+FxgYHiSRNE7oNhgrhUy2TwHwsmcNccl0CV71Bv7xc58BkCRAg0gaMHiej+PUyOXmZ1optgUzJ8V5vPNdb+cd73gXviexbToItZzvpa3/rykK8g3YVvlx3wbveczPG/T5E3I6kbiuC40VvvG1u7CCwtTCJoxCRXjSNB1d19E0OCXHcZqms7a21lcQiEKazYZ0AhY44m67pw7B83zyLGdd4ic9zyXLM6Wo0+50SJIY36/IY0wxDINxqaxge0Ln37IshUs2HYtIy1luieP87N/9NTvGJ+g0RXJvOzZBECrDIcvqj+U248kRWRqRShMUTdNodjqY8plyHZcojhSExDRNKpUK5bJ4NzVdx/M8bMtW2PRKvcr2HTuoSEJYFKdEcaTI/+2wjdiSxJecOnmKsfGxvq5yq8vFl1zM9ITYrFrrSwwP+ZycEe8/gc7o6BiuK9YknUhu8jbtrigk7rjjDjy3pAqROIpIkwQjlUl4LrhEBYksTXpS2apwp8wwDUPhaU2vRBxHZBLWWEAYihFyp9OlVqvKwqYPOxTXRHyHbVsEvZySxL9Ob9lKt9tlcFhCZ2o1Wq0WWdpvsAhsb195xzEd4qxQ69HOcwBOklio8SgN/gzbscS/l0vh3NwctmWra21aNiYoxY48E/tJgVUu/nuxCSdxQqvZVon48vIKYRiq8bzj+Ni2zYIslizTYnV1hektW/mZNwiO1uzMDJrt4EmBgVPzc8RxwA0veAEAt37lSzz72c9RzYjiszbjyRGdbpsdO0RD7+jxE0xMjKsicHrLFs6cPYsnE7L9+0bJYh0jlwZ1Rplt2/YRBTG5hBw226sklq8gIUmaYRomZ88K4ma57AvCp+S6TU1Nsbq6TiC9ho4eP06Qxswvi8ZklCQsLi6prdzUDU6eajMuoTyu57G8vEy1WmZC+pfMLyzw4AP3EMhGRtW20E0DTXkJpbiew7FjQg3MPvAUbFNTe2sYhiJ3SvqqfrOzs+zbtw8QPAjHddX7Ro5S2gukk2y5XOa6Zz+D4WFxnNu2bUXT+kZYq6vzfOFvPkoQivem1WxQHaxx192i4HrxTTfim7pSCzNNmzSNMQ3pbdIO8Vwb15PwwrFBSo5JSzY2bMuiPujjuo6C/ExODGHpUK2Kd9n1qwxWfQwpFGCiY1kmhoLnZOLcCgfvLFOqOiCKnW63i6GLQkeYHeaq2WIYBpZpYZh9B2XHcdDQlIdMFAcYhoZTEsdkuw6LK8voUl2uJvlLjycujKQ/CDYQNY3zNgXDMIjjPrPa0FMGSik/9UJBePvqo11OtlIeXmhhyq7bYrtFEmoMD0s3xLDMHffNs21S4OFcI8copaSycz8yXGV+bh5bbq6pBW29RAvJSi+X8IyYJBUXeNjPKa09wMteKDrab775J/j4Rz7II0cPMjAgCoXl5WXSNOWtvyhde+98gK/ffz/DlcKwISCOc+yK3HC767z3vb/O2972TgAGB4b5/0vJp8A2n9fxL37WOJ/Yq2nqz7Iso9nrcOy0SOD/5q8/ySU7t9OV2LY4T0nTTJke5TnnsdYB1tbWME2jb1mu68qCuvi92OjF8+D7optQKJJ0Ol3iOKLZFItGksR4nq/kGB3HpdlsqIrYyiEMYkbqY4r5Hmk2YRrzpl/4WQC2jI3guw6G1ndPjaKYqWkh6Xr0yIl/5ZXejH+vKLozIGRbz8yeoSqJWrYjitNCKcG2bYIgYGxcbIbLy8uUSmUGB4YZl0m66iQVzZw8J01T/LJI0j3PY2V1hVQ6yR56+BD79u9VJNpqvc7Tnvo0jj4i3HGv/YGn8bnP/S1btwmVCdNwGB4a55zsFlq2wdDQEAuLizTlhNL3ypCmiosURiFxFFOSSX0Sx1SqFbXJ9lKh7uBKfD2axsjIiFKlGBgZJYpi4lgU7Y5jY9u2UsZK00SZcRkqYc7Ok+AUnfdY4v9h1969ZFmmkttuq61+B9IYMc1UN7CwrFdLkaFJhR65/supQCHZ6boutm2zvLzC4uKiPM70PKK+pmsYpokjN9U4joU06Aa+he7q6v4HYUCj2VBShIZu0euGqlhKkphut4srGxNLjYCf/6W3MzwywsKySN5d3+TEiaOcmxP8pEq1jGHqtKSJ0MTkBLNnZ1WHsygONuPJEUurqwwMCeEOz/ewPQdkQn7k6FHGx8cV72RhbYWwlTFzTrgzv+jFL+Nt73o7QZQJm1ug7GuMDlUYHhCfWSuDZRqKj7O0tsRApaoMnsIwwnU8xRFMs4QwTsmRUua6RStoK2OtsdFRukHAiOxoNxtNDNNkeWGRNSm8MTk5yfLKiuLPGQJQr2Qjkzjm7OxJapKQbOiAbOKBWBOXl5e5aI+Qvp6bm2fXrl1qipfnGZqmKWUvS7eEs+zCIo5s6laHBvnUp/5GGd9Ztk3QC8hkY9EybMaqBl6RHw6UMS0LreiyawbtoLVhPUnx/Yqa+pVGPLrdNu22NOc6t0gYhMzPC15CkqWsrq8TRBGRLCySXo9X/dhzuOWfPwvAa978Jpx6n2SbhYk4xqL5ksTouqGuS57lGKah0AemY1Dyy2qNK5VE40aZJEpxlDTN1BQ1zTJMyybLxTEtLa6SJjpuuaKufZokCtO/Fori7/HEJqZ/MzZjMzZjMzZjMzZjMzbjP3hcEJ1+Q9dVZwhEd79QxcgyUS0WVbShCfhPLRfjnOt2l9iy2MbXMh5dER0r3a3Syz06LVFxpknC1NZx2m3RIQvIMe0c6XOBHsfsGimxPCPGO8cX11nLfSa3iy6co0Oembi5qLI7x+/ksj0hu4fEeO9DH/o9brnjdsIoIIxFhbq4NM/73/db/MPf/T0AT9lVZ+ZUT7GsdTOnUvKwpHlGpqWEUYf3vV9IQ77m1T/Hgf0HvoPKw0bozb+ROdcG+I6u6+RyXJdrmjAMkveio6Wca6/Rk7Cpm1/6Yj70oQ/yylcKNZFut8vp06fUaC6KhCZvHEeqszU8PCw7iOLeWJaF541y5IgYIdZqVXXPQejwO45Lu13oW2ckSV89REgrapw+Xaj5bCFNU8W0D1bX6HYC6gPDaL6o/suVMq+++RXsHBOd3cmJSUzNUNOFIImEhJ+cRpSl8tBmPHliY6d/ZHSE8YlxmmtizbBtC9O0VPe42+2Blqrutet67N27F9/zMc3+SBZgTarUDIwMiomB1LjvBT2CTpeq1Lyenp7GdVzVNauVSzimzf/H3nsGWZqddZ6/8/rr02dWZbksX9W2urvUVoZWC4HUkhYroZmJIYAgpAYEzGqGHWKBnR2WYQAx2NkhmBmc0LKDGQkhdSMkIYdotVGru9qU66qsqvTmmrz3vt7sh3Pek1UMu9HEfuki8onoiL51b977unPOc57nbyYn5DP3+Kf+FMetMzkpYTFjY5NcvbLG5JSszHmuy+LCIgsLC9rYrsSuZnl53L6sVl8HhRsOhtRUR6Naqcoqd1kVM00yChTiENsutfZld7JalYYxpZdArszF8jzXVamyK1fOzyA7Jw7bJmVJkujxmReFMsUqYQyZwjOX8B5pZFOOdyFMKK5X8imVe+TnF5eWSOJ4u1uJrNRTFFqdyzYER44dZXlFVuHDIFAtdaU4lKUYhaHlVsMwJEtTQuXjgohpNEeo12QXJwi2KKw6t51+AwDvfs+7GRsf45VXXkIoHO+F8xcY9HsanllveCRRrLsRvV6X0ZFR+oonVOKcd+LmiJW1VS35e+LEcdbW1tg9I/OD6eNTnHnpZRYWZGW/MyhIjTly+wAAv/VHzzEzdw9bnRX6qsreHQYMlyIWVuS65XgmU40Ku6aUwpxj0etnxEqqMiejUvHY2lJj08wIgpCaSmJ6vS0G/SG2q5R3igLTtlhSY2BjY4M8idgzuwdPPdeNahNLmBp6lwkDkWY4DbUORhG33fMGVjqSQ2SYNq4ttBRlkiTs37+PtrouWZZp7g2gIbsl94a8wPeHnH/hOW67QyI1aq06D97/BqYVJ+iLX/oKr169ypbyF3Btg2//8D/T3QLLkhyj0C/5PDmmEFriXQhBrW4TKSh3LxjgVV0NYTYskyzbllIHE4MU13bYbMtq+f49k2RpzKNveRMAwXobUcC4ksUMBbgVD7M0e0xTCexUv2GahsofymO2yItCQ7mEEORw3Xyk5sQkZZgk+t9M06IolDKbaeG5FonqHG+226wtLWrfmH8IBPl1kfTX6vXtRSKTiWfZGkmzG/GX5CapQC8MjhVzbLJgZtTjVF9+x7mVIU98/Rq5KRcztzHJ/Hxb456mpmz6vSH33i4Xx/5SwmY7YOjK91e31shdePVVKUV5YPc+zNSnMpQwjzcfr7DHC8kL+WCdefEbCCGTh00NbSmYmp7ie79fyu395n/8VU4cPaidH6/f2ABEUYJhCi0z+Hu/+9u8733v5+6771WfEBSSxvL/M0ogf4nu2d44GKYyjCgHhJDGZZGCQbU3O2xeW+CWo7Kdl/k9fuiHfpgnn/xb+TrLqdcbFHmJ93UQRkGjWdt2x0yKG9r7Qgg8r8r+/XPXvXY5c0bKZZ08eZILF17V+Lc9e/ZQrda0Xq1t2/i+z223Sfm01dVVHMfFV9rj/d4W4+NTDETKZF0mZD/zr/8Fs4yH8AMAACAASURBVGOjmHbJt7Cl614qr73v+1q7HNASZTtx80QcxZrgKh13baaUG/bm2jpJHFNREmrdbo9qraIhYXMHDpLnOcOhrzeCvh9QrVaZVE6qpmnS7/cIA+U/kWacO3dBj50sy9g9M01LwdLGRls88Rcf58tf+gIAXsVh3/5ZPEd+X5LErK1uEobSxbNSqRIGQxDbz1+zJeU1bSVvFwQBtWpNb0iazRbrG+uEKpkdHR2hVqsRqna77/sURcGISvJN06TZamoSfflvpaxwP4qwLItKpaJ/I89vlM+U8nvedRKeqf4PZPucfHvBMw1DwQhLYrDE65ektzzPMAQ3JA8bGxtE6veLXH53fh1uNglT0iRmQm24hICXXn5ZQ0ajMLpBp980TXrXuwgLifevaZ3uhCyLuXJVkujmDh/hAz/wAW3A0w983LDK/LVF5i+ck89Qu41jW9QUeTxJYsbHJ7DVZqlqu4Shr4mZ1xe5duL1H8ISHNgrMf3dbo+9e/dqbfkgDFhcWWZu7gAAc+Ycf3MmprAlNNAx+/Q7IY4taClDr0pllGE/Zasnx7s1CAkGgoU1mXgWBUyMtjCV8aXpGiC6ZErgJIkSDMPGD+X7FT9k3779LC9Led7V1TVa9SpBJAt0YxPj9LttwiTSssMzM3uIkhxbEY4LkWmyKkBu2FRro1RaCuJYhBSFd4OMMWxv2Cu1KlZia0ngcnNgXYd9dyyX206ewDRKyI9BngTKCRy6nR691Q1dtHMtgW2CofcNAtdywFD8TGFBjhZYAIMr8wuYCtPvuFV8PyRJFWQpE9iWy+xeeR9sSzDarECR0RyXc3E26DM+NkOo5pff/NVf5dFH386556UIS74x4I57TjH3gPRIcMaaVOs1CnVOZnYjRL00/ytNEoVhYJqGzpNsR5KNbcfW4gMS5+8wVJ4HKyvLDP0hloJKTkxNMwwjfOUjU/IFXku8LpL+KIo07jNJEkQK+XWVHIHYJvZmiWRSl2TUXF5gO25z+5TExx0dNRkza3xtQ16I+e6QfTMNFtfkrhmzhVHkvPKKMojorjFwxihacjFsjg1IYp/Dxw7Ijyc+xdqrjAQyEc1X27z/x3+cj37sdwG5+4wRZHlCVVWTJycP8Yu/+HNMTUoeQbXqIMJtxnZJaCsX00qlqv5fvu/7A/7Df/glvvu7ZRX9TW96qyIOlYvhdvVr+/Xfh9b6e7YJpbmmIdTfFH/n4+pa5zmZKFjqyono/Pmz3HX8KHkgr2MYhlQqFb7zO78LgE996lMMBgNstQOuVqsIQy7kpQPf5kaX4XCIqx7uRqNFr9fT+NmRkRE6nTZHjki963a7jVupMK2q8gPfZ2RkVOuAB0EoCUQKp+w4NnGWUlOdhRwDqzXC2NQkv/JzPys/Q0ZjvIVplcQ/A8OAfl9WLAzbwzBMre5UHttO3FxR3j+KHNe1uXRJclHiIMDzPI2xnJ3dTbVa07yQRkOST+M4RqhFN8sL7Mq2qlQcRhQCXnzxRUAucHleIFTy69gWayurzM1JE6q/+PO/4IVnv8ihwyXJLeLq/CUKxYdZ31zHsmxddQ9Dn3ang2kYem6sVWsMh0NitZCXLpOlgtBgMMB1XF25SxOpVV+SYK//nPy+qiLJbhcfDMPAUtWj0dFRufhc57IJYNsusVrQhSGI4/iGJDZNUz2vGYZJniWkZafWMLBte9u8CygKocnDWZbiug5dVT3s9nqyCh+VTpQxRSE3VaNK6WSpvwRJyvzleQDm5uawLEufJ8hFtOz8LC8tkeX5tlpaLo0Oy81PRpV+EPF9j/1zAN7xrnex1R/wzDOSPHj18jznzp7l9D2nGR2RFcpbTt7OwB9qP5JBf4vl+fMsLkiMv20I/OGQFWWWpDW9d+KmiDwrcBtyDWsvL3P56hXW12WBb6PdJs0zFlfl5jwRLbyxkzrR3Fy5iG1lCGFhq0TPqu5m6vDtbCl1u2HnIoOVV+mHapwQ4K+1tZ59niYYQtBolGphsnBQqELV0vqApFikqRx8Ldeg0x8ypTqHK6sruK7L8to6jiqGDIYJd95+C1fUuKm4Drbr4KtNgeU1MS0H0yyN9mzyPJfu5MClS69SqVR00l+rVomTRG8GwjDAFOYNFe9ep4NLSKspk+5LFy5z5513EgTyPFqtOq2Rqs73TANGGzXd8bAtlyxLOXpYbsCSNKKSgyh9P/KMRqNBUchjyPNcuRDL+aVaqSFw9fziWgauXSWPUoZb8l7M7NoNRYFhlz4gFSrCYjxV3YVexpXPfo35514GwBhvcerh+6nvUW7LFQfXczTHtJxDdXevKMiL7e6nnJsy2UVVz5tpyvyjvxWqY5CFEceR52nbFkWRkSoBhCjc0enfiZ3YiZ3YiZ3YiZ3YiZ3YCRWvi0p/lmUaTmFZFsLYVlrI8xxhCL17NAwpA1nuHgM/YGFhgRMnTpAouI1lCB68fRpeke3ZhZU23fohZnbLKtoghCJzOXtN7synxqfwag1K5bvdRw9hhhGZghRVhlfonf04ZkNWr06cvJ1P/8UnsNRudBAMKYqClZVlDisnuDCM8DxHs+u9iiux5gq+U+LfLK0VnmHbFr2er69LGPr83u/9VwCWVxZ55zvfzZ7Z/epdEynp+Vp2eMV1/3ddhYvihvfK0qdQFbGUjIXeJvOXJd7+TfffT7LVRaBwzpFBnmdaovPRRx/lzJkXeP55aTVerVaxTRPTdvT927VrhsXFRV0JjCIpOxirKmsYBjSbLX1/K5UpKsOAclc8NTVFqHDUIL0AGo0G6xsSO+t5Fb2zBrjtxC2MTE/x8//2Z6gpDdxGo0HFdkhVNcBzPIo8x3blvYj9GCtH+msDrfprl8PaiddHJOl29zBNU65cuaK7TSYwNTnFtJKei+OYOE606+xgMABhICyXoaowj0yMs7a6QqCcnldXV/CHEYmel0wohIYl5mnCxvom+/fLipRlCar1cXbNSNfnjY11siIhUM+ybXs0Gg0NW4uigIIEz2tqzerhcIBl27qCVMSptINXXVFDCHq9HpZdqtgYhGGoW99OtYrnepon5DgujmXhx6UcplQFMa9Tvbl+bpbnaWipPnlelobRgOz+FUWhVWqyPMOyba0jbRgGaZpqXoJlCpI0xHbkMW9uttnYjHAsJeFc5CSBT1jKL5sGjutQ8WqsLEm88rDvs9Vuc+KE7KKMT4yTprE+z63eFu3NNkkojzmOMuI01hKehmkyMTnBhtLtP3b73fzQD/8wHVUN/MZzL2AIweK8dOhur65z6rY7yIVg1345HzuuTd00yNS17mysURQF00oy8cXnn2N2925qqjtzcG6Onbh5Ii4KvvT0k/JFAbtndrGlOt5tv0fda5CUEBSrRhGZeI6sLu/ZNUZ7qYcw6hQqrxkZvYXEqDE+KdeWenOaydnT5KmcX7baq/TaFwgHyhU+CbAt2GyrjloO+WaI6chxNFptsXAtpF6Tz9++PRMM/ZDllXJdNAnjCMdxsYQc73v27GE47GtvjDzLpBKW8s7obPUpCgNLdcQFEk5brs0nT54kzwt8pXroeR6GMLRi2WAwJFPa/iBznurICDZDLOVf0qyMsr7RpteV5/2lL/41YRTrLubExAQ/8W9/ix9/7H0AmK5LzUqpjB8GIBQVkjSDTKI2eoMAt1bTc1aSJLiup52KLQfyPEapOdMaa1BxMrIiLoWVeOWVVzh+aAxDyKr6vffeTc3zSBV/Z7zZxMwNthQHKNra5IXf+Qv6ahqcefMdfPN3PKpL6hI8sZ2zlrlt6WUSZAGmaRJFIaJMyY0Mx/Z0x2PvgYN4nodZzu0Ims2mNjIfBq/dS+h1kfTnaYYfy2TXcRxc173R4CFNt/GZymBiW8e1zcGDB4miSF8gwzIwkzb3HZTf0R5EfGl5yHpfPnwbbR/bNmkpOI9ZrZABSSyvYJLGOEaB15NwgOjSV7h1osJzX3sagM/113jkHd9KrB7urV6PxYUlbrvlFM2mTCyyPCLNYky2B0xmmzR2SRnItdVV4iCkoVqGhYD1jQ0tTbm4uIhhCi0j9dUnv0SWJ9x91wMAvOH0AwoWq3Wi/h69/TKp3/53cUNzR+H7ixs3Don6SLc/YPHSPPfcIvHyWRjgODZq/OB5HuPjE5w9K825pqenuePOU9r/4MKF83S6XcbGRvUCPBgMqdVq29q9SJmu8v6maUa1YmkS0HA4JE1TTWaUnxPX3f9NTNPUOEXP86jValSU0VZMzn/6zV+jUqQak2si8YXlhqtWrSq9f3lMrusSx7E269k2H9mJmyWyLLvhGTNMQz9jU1NTVD1Pt6mLIidOUho1+YzFcYxrW2SRT1dJMlpGythIlWdflQZe+/fP0e50mX9Vkvdc15I4c2UaV21YHJrbz8LiPAAH5/Zz5dJFPVYs26RerzEcyGNI05Q3nL6FL3xRkuaazSqtkUkcq6phKkVRYBrbXCDbMjFNS+PfhTAYHRvDLDH5fbkQlgTlNElxmi6e+vs4yyBNNVTSMAziJCaPblycrifuSljitsRur9e7QWgBpGRdycUyDIMoibVUoWmacqN0Hd51OPRpt2XCbSshgUDI8RxFcmPV6UiIYa3eYDDwKehonlcBjE9M6E3dwsICQTAkSuRvRgMfEISK3IcBzVaDTJSFhgjLq/Lh/0VK+Jp2hbMvv8LYuFwfvv7MM6yurvJt3/WdgNTkj4KQsbEx/Yy9+OIZomDAxXPy+RhrNTh16nbOvSJfu57H6uoKExMS7tnebLMTN09s9LYlEeuNOtfWlnVxbNf0DIEfsKnIp2arwK5U8Aw5tleXV7FtG8+I2YrVOlZrkMfWdaZSDrllkWVyg++NVLFrMxixwpH3X+XuU7fypa98CYC5A4fo9foMcglp7qwuIIplclXIWl5dx3EzqqZ8xntbPq1WS5oFKkhhFMc8+cwz5IWcH2qOc0MRwXIqWJ6ls4dCICGMpbdAmmGahuYpJElKmiZapEMUBYZpEipZSduxGIQ+jpnTNEtorcWF8xeZnlaiKV4T04gJAnmMCwtLtOotfuOjXwbgxMkTeDWTTEFtxCtLJP0OP/Bd9wMwVg95oVXTMLs0TRFpzrTyJmg0Par1Ck988YsAnL71CKePzfDShXnaXcUr6G6RpSZhJnOMF188x+ybWlpfoDI2QR6kVAM5v66srYKwGJ+V9+LhN70FP0q0mWuWxhRkGKmah4sMwxI6v7AtW3PHXHW/hC1x/kNVqPj617/OyZMnNdTYNk08p8KwL+c003rtoJ3XRdJfFIXGjNZqNfI81+zq4dCnWq3Q6chFoV6vs7a2wnAoH6TZ3XsxLYMsy7Q5QppBIQqMQt60d98xiUh9ntiQF8wRdYZ+gKXu4mCYYdsmTokjyzJEsExlXTphjturbFy7TKJ2UyOtcV585Xl2TcgHdW1thR/50GN89rOfJVCElFqtyqlTd9NUyeezzz7DfQ++iYpSmPjUJz9BO1vViefGxgb9bo9JxQGo1Wpsbm7QUOTjYbfPK2fO0FPVqMnRBgeP3LotHC6ExDAX15HgxN/B6/9/XH/5FYI0S9lK5GS1vLnG3Sdvx8xVlU0AFESpfO26Lhsb6+zbJ6tdnuexsrLCk0/KiohpGdJMKy8I1LUzhE2SxJQbkTAMMQzjOrzxENv1iEqd7zDEdWs0GsoNM06AgjKf87wGWSbYozT1kzimPxhiKAfgx//8E5BF1BxDT7CWYWDkBV5NqQsojW9bJUdk28ZD8je3Ows7cXNEtVrl2lWJnx4fH2dmekYr49RqNbpbaxi22ohuxVQqdQZbcg4a9juMtBqsr67w3HMSx51lITMzu4hUdea+++5jcnqaq5dX1Ps+zWaTY8eO6mNIskRv4l3HZu7wIS6elTjQOMlptZrcd6/cxF989RLPP3+Gdz36bgD+5I//CNt0iO0bKzjiuo19vV5nYnyCLZXch2FIlmVsqfNIkph6o4GreEZ5XiAKgaE2/mEQkuXbqjeBH8DfcUfPVPVvewOwreADstIfhqHuqmRZrhN++TqT3VnVXSw36yWJdnNtiSzd9mGJsky65yregtzgp9qLIEkSwiii1RphbV12cicnpjh06BBhJDdHaZYiLJf2muT5VGwLx3UZrUkOgOU4bHY6Wnf9bfffzzd908Oa/J/nOdeuXuUjH/kIAB/4wAe4/4EH6KpE3bYsrGqFMPBZXZX3P48COutr7Nmt9MYNwbVLl1lbV5XWSg271iRRqkUVr8ZO3DxhO7YmjgdRSBantNS4qTk1fH+LKFNk0c4SuybvgkA+47aZqu5XnZGaXKcsq46XO2CVY6XQalIg154oDQnU21mecHn5CkLlC0urK0Rphcl9srvVmjzNlQuPc/upAwA89dWPMzNl4ylzJ0FOp7NKGk4yOior2FO7Zvmn73s/v/Dv/w0ASZ5QMxs6yXctG3KhK/VpluN6ll4PK8pMqkxE+/0+QqA78VlWkKYJNxQdhWByZi+xKvJudHp85jOfIVfogULA5NQUQzU/9NpdvFqN3QfkdcspiKJcf6Nt2MRFAUqJLA1jqaim0p6iyBG2SajuxZ6ZXQyTIffdcwKAA/v2kiUJtZEaRSE/s3//fpqNBl21WfnWb307RhrSc+SY3X/HaQZXNgjVOYzsnmN49TIbirC8ldvYdgVHuQxXa2PkeQBqjsuzAtsUUCqYkWOaisyrTiyjIE0FZUvCsiwpJKHywzRRvClD5SqKf/BaYgfTvxM7sRM7sRM7sRM7sRM78Y88XheV/jTPdKUoDENqtRpbW7J61Wq1GAwGujW/srJCHMfaAjsvcrI4k3CgshqVpQghsEqsa97jW++ZIP2GbNGdXU2ZmHR48sIFAOKxwxi5rXdVtSJlc+ECM7GU6IwGa0wf3s2JW28FpCX32FiTc+dk1e7EiWN85StfRBgFu3fL6v999z5EXhRaL/ZbvvXdEpurdFcPHTpCzbPpKGWcer3O+Pi4hqlUq1WazYMsLkpJryNHDpJlOefPS3jA73/0v/DBx36M6ak98iIWNobx98FQtiU6/8coSCkoG3h5URCQs7wmq1djtTpmkiK5A1LlJskyPGdbOafRaGhJrsXFRT7xiY9rKI5pCVqtFr4faL3zeq3JYNDXlT3fj/D9oYYPjIyOcPXqFc07OHv2LEePnsD35S57Y2OdIAi10ka9XqfRqBMNZXUzLTJqM7tZVTKHub+BW2QMw4jRUjdYFJiORUW11ATgGKZWJMmynCzLdfeprEruxM0Tmxub2k3XdVxMy9bwva24y7PPPcuVeQnNecfbH2Wr0+bqFYmfrdUsuu1l8izl5DGJHV1eXqCzsYzlSojYK8+/wL333s+pU8cAKSlsO5Yev4ZhkJLrKlkYhRw6eIhUVfM67VWSJOKTn/xzAH7kQ4/xmc/8JX/6J38EwPvf/z18/OOfYHJqUuNTa7WadrAGCJKYzc1N/KDU1c8Z+gFxprhNlkWUxti5HK9CGIRBRKejlCu8Ko2REVASoJZlYJrmdXjYVKr5WM62pHKeUxTpdZrUplbxAqkqkWeZrvaXHYG+6j5k0ZDhcKhdhmvVGrGq7oOEYcnfkPcx8Ic0WyPMzkouxFe+/BWW1zaZ2ZWyf5/kS7iuy2CwRWtEVhzPnHmRvXv36ybo4eO38tZH3sLnPy+hEWdeeplHHnkn3/LOd6i/98hz6K7JLup//u3/zH1vuIcPfvCDAJw/f4F6va7nqNAf0Gw2ufTqJTY2ZLdhtFHDZIolpc4z6G3hWA4TI2PquticP39Ocz7WVreVhXbi9R9xFOtVNI0SXMfR3SfTs/FqLRJf5iwP3nOcV5evIoSSjXQqmCY4VgVLaeRHwiWzU0xTSXDmFexMAArulydgmhrjn0V9+v0amarTxllOmkMQl/LbA0bGjvE3CoJspS5FKp2+QfJ7isJC2AXttpwvJqYn+Mgv/wLl+l6kgtzMtWRvbhpkRarhha1WizRNNFwwUy6yJQ8pzwsMQ2hd/laryfr6Bo7yDsiyTCqisQ05LEg5f/kqJ49JGfBDR49w68mT/NXjjwOwe89uds3OkineUeHG5MIkVdCbze4Qu/AxVNXcT1Impqd03pVnMQiLwVC+npyaxhaC8RF5H/xhn7woCMNYowdO332CNI2JFLRmdekS+/bP0FE5y6l3fweValPDdwrDxCsMPve4dPDdf9tbCSMflV5gGxUgJleQpjgKSJNQX6c08OmGA4o8I1UoCyPPcTwHx5PP2OTkOP1+jzXlu1AkKd12l2lV+S+hqq8lXhdJfxAEOql3HIfhcEhVSToGQUClUmEYysW0xI+WmH/f93EUFo3rFiLDMFCStuR5hlWs845b5Xe+7USLSsXjjbfLG/9rn17HsCdIlPzRC88+ybh/jrV8HoB7HjhOZuY0LTmA3n33G/n1//QfOXpCYt1FkWEZFqbrcscdp+QxWC5+v8/0zIw6hhzbdllcWAbgoQffzGc/26OrBkyzKQdUmRxPTU0ShhG33SY3GnEYEA+HNFvyIdhor/Orv/aLfPADPwrA3r2HUGj17Qtb5Ari83dj+zNWLsl2ALEJlxavcvmc3Fi88c672eyuMDoiIUp5kpEkmSb6uZ5HGIasKgOaJ598kvHxcZ0ADAZDOp0ejmNjKwLKcDhECKEx+2GYMDExqf0LkiRlbW1dQ2s8z+WVV87qluGePXvI81xLbklN/UDDpIy6x9TMOJ/+hEyeRisORZriuRW9sczzHMdxNBnRNC0pIVoogk2SYJqJljrM8tcuh7UTr4+YmJzSOPIsSai4HmdflvKazz77NG986EHmHjoIwNTkKM8/9xzzl+T79UadMBji2LZ+RqrVBlEcUalIuM5mZ40/+IPf5Y1vkgYucZaSBKGel4oiJ0tzLc1oCBPbcRj6JfekJhPkMXmMH/vYx1hfX2dsTOLIP/OZv6LVaklYgPpOx3GUjKhaPOKYYBgQhDd6f+R5CcURgCDw1UJiGsRBgKVIsnv37kOYpk6wDbMgCEIixSOS+P3SQKtMLqT+9PWmgaZpsroqF6N6vY4wBJbCy+dJwmZ7k0BtnP2t9g2Sy0N/SLVa1fAf0zJJnRQ7kn/vOg79fl+b7x09eQt+9Bx5ltBWZmsHDx6i025zbUFt2qp1kjjhFsVFWl5aJsfjm79FQqcefts7md27F0vJ33W3+jz++OMaYvhDP/JDrC0tMTsrIQUzMzOsr6/rIkAUhlzeWCeJI8ZUgYMs4YUz3yBVEJBGrUGz2aRWk7/x0ksvMTo6xsULUhShhFTtxM0Rlmtvk/STlKpXoaMELI7dc5CJep2X+zI5funsExw+ch+f/PO/AaBSqZEbDvV6nXsOSPjfSreNa40Sqw25n23hVCzyLTk28yIgTxOyWG4kGmOTJFlKuRRlaUwupikMWQxLs4g4MRCZfIYbzRmqlZiiUCaVQcTIWJM8zVC8XaZGRwnjCKE08U3LIU9TIoVdz5wMQ9jaAKxcN/U1sSwCPyBQvKQwDMmLgkxh+i3Lwvd9slyRaIWBazik2RC1xyeKIv63n/kZ9u3bqz4DcZLw7nd8CyBhVd3BkFDp1YfhkM3OCieOy03Cpz/9VyxfvEqhDtpyKxSmo+cTy3PIsTBMeUwNz6MoBELdS8uyiNOEPDOIFI/g1UtX2X3PrQhDmTVWq7jkTDZlvviTP/lhfuO//B6pIj8KQ8qlv/Hbvk1et7wgzask6vtMkVIY2+IiuaghvIQ0K+WdTcxahGs6urBgmgVVz6I1JuGCo60xRFEQKF3+pTDCHwyZmZAQxbLY9FridZH0z0xOsqFMrRqNBu1OhzDbTrRSNyOM5MludbrsP3CAoapujYyMEQQBQRBgO/KBL4m+piJF5BiQ51TFNpHLiLa4bVwu4D/9HXv5dx/9Wy4uy+88dXSWVz/z3wma8vWTl8/Sn/OozsuqfG9rg/Fqg7QvH8T1Xpd9cweYv3KNrqrcu26d3laHTlee1759+1hdXaGhWOn9oY9T9dizV95U0zTpdnvE64E6ZoFhFAzLCnaag2HSGpHHnKQ53e4WH/1Dqe7z6KOPctstD/w9ZF64HlNXkGkyb0EOeU6gdvpLK6s89+zTPKycJ9ub60zumubSJUkmmpubk/qw6rssy6Lf7/PlL0uSjWEY7NmzR5sJCQGW5VDkEPjb1cckSa8z13KJolAnASA4eHBOJ/knTpxgdXWTKWWKBBJPPK7wuMPhkKHvU5+ReO377n+An/2pD9PwVCUhHGIYLm6lon9DarQXOsmXqkq5vMbIjYfjOKytySpelG5PdDtxc0SeJtpR9eWXL/L1Z5/hllulC+SP//iH8FybL37+CwA8/uJzRNGQRl3OF0k8xMDkoYfeqDern/zkJ7ntjtu0NneeJXgVm7/+678E4K1vfydhmGp1riIvpKGMeqzzPCMlZ3aP7MzNv3qeKAp18lcS6BJVoXIcR5HQxA04ftMwtemNbdsUAr2YyN/JNZHeMi2KAuJ4W6f/+MnD2KZMRE1hEmfbRN4szjQJD2SCL6vu2+S9LMswFQcG5MYjTVPtTDw5No7t2LqSv9neoNfpanJxmsjfK02ADMMgjmKaLTkvlk7Kpa5/P/CpNltkaj3otDuMjI4RBqF2SF24do1Op635AkkzZWlpmX37DuhrWRg2o1PT+jcKYXBBdXqFEDzyyCPbhYShz/TuWU0ejqKIXq/HpsL0WyQUWcqFsy8zqpL+sdER9u/bz0AlfsN+n4sXLzA5OaXPs9VqUVVk49KkaydujnAtW6rEAFGW4qYJ+3bLTWHYG+AHAaba6O7dNUM2vMp3vl12AQehwVo75qnnzvPEgty8ZrnBZjfgPf/kQwDEgwTLGCFx5DgyEgvHGDA5oYi/rlTRmlPr3qWLV9k/dyt+USrvyOdYKFOqjAGIVPsGec0mIg0whUGUK8Uw1yOKIioqQbZtgWOZeCqPssamKbKIdZ8F4QAAIABJREFUgUq4x0arGBS6mBoEIaYhJDkYabKapqlOQP3BkEajQaaq193OBr3hJvvmdjNQ/gJjY3X+zc/+pHb8HmnU8TyPVI33Qb9PkgSMqK5Ko9Fgds8MTz39DQDecvp23n73bqJYzjfDVLB7aoJC5TTXFlaY3TXL889LfubcnkMkScLKyrq6DwmG6VKvVBgq5a07Tt5C4IcMtpSAQpYQpw2cqtLdLwbE/S4DRcxtVitgGTjKIMuyBJ6Rkajii8gL8jxDqDzMNgqKwtTmoCI3wKiQZ9m2CW0hCP2MmipE1KvSXT1VG7R6vS4ViRRx2/4HOHzvYPp3Yid2Yid2Yid2Yid2Yif+kcfrotL/pS/+tW6lOrZJ1XM0kz3PcuIkZmNT7sz279/P1StXmFWW2P1+H8uS0lel+oplmCRZDGaJcZda/yUeTlCQ5gVOLHekB52An/q+h/jpX/sMAP6Vs7hZl9xXbSqzzkRrkrWLssr3lb/9BscbIzQr8u9nZ6ZxXZvTp++iUEDSas3jtltv42++Klt8Fy9eYHx8nGpVVtksq8XePQd5/uvyfdd1cRybuuoEBFGEbTsEqqPh+xFRFNPtyXafkQuatSobaxIu9Jkn/oKXXniJ937P92ksIWIbj1+GuA7jn2U5SZGy1FbwnK9+lTuOHKWjcKqRP2Qr7LJnWt6bDSUpWupbD4dDnnrqaxpaUxQwPz+Pr5SVENLNLrgO9jAcDuV5Ksv7MIzx/VhXDh1PSrSWqidpmpFlufYC2Lt3H1v9LQIFBxK2RXVilAff8mYAfuZffoiWbWBpiUBPwY0KjeGvVWsMfR9TYewM0yCJk5JuQZ7nrK2tkyj5Ra82wU7cXNGoV/nYH/4+IKsiJ08cZVo5dp995SW+/uzTKPlpqp6L5Tq6mn3q/jsJM3jhzAtalrfVatLe7Ghn6OFwCCKnQFbS+v0ejuNoWFqRFcRxqlq/UCAr9gcPSUjR6uoyVdehoqpk60qJpqq6E9VaVarmIJTaFQz6AwzD/B+gNmXkRY5hGthqLPl+SL3e4I477pCvg1AKVSvVomEcYBiGrsyVKj0ljCFN0xtgPPI3uYFX4JgWK70ePdXhvPzqBXbv3s2GUq2JEylbrGX/igzP9fQ5mYaJEEL7FRiWTZyG9FTFvFqry46GqmgNhz5joxMsDK9SUXNppVJhOHQ19CDPC/bMHeO93/NPAJg7NMegP8D1tn0bVldWmZiU3cFIqR7NKe38S5cusby8TKKuSxTHCAoipcv+5HPPEvlDjh45ojtBa6trjE9NsLwk5+OlxUVOHj9BqL5jbGyM8+fP8fa3S9jCU88+xU7cPDFSa7CqZGXTIGR8YoZbDknlnM7mOr1Bn0x14KxCUK14zIxKPofrOhxO4fTt+7Ftue4tra/y7NfP8PXP/p/yOwaCdphxYI/sRtrVMdKsjVeRz1e92aDSiCFW65rbJBc2hiiryxlxmpFlMl+YnGzQrGXaL0OIjCCV3EdLjZOLF+cpchPV+FMdPYtQncfc+DhFYRGG8nVBShwneq02LZPjx4/z1FPyWa7V6goKqPg/FGQJ2pU6TYdEfojf39LQumHg3yD5uzX0OXDgoJaw7PW6LC4sMKFykGalSjCMsUw5bz7+uS/w4Q99D3Yk84OaKdjIE8qC+ejICEIY7N8vYVVTMyNUbEFNdUPHx8c4e+EKw8gn0tKigrpb4YqSYJ2dnsarelQc+X4aB6x3ulRVt67IXTnPmWWVXs54rppHoyyiKIrrXMoNLMvS0shZnmCappRjLoX3TYMiibXHimF7jDVapQAQWZaSphlC/eY3v+2beK3xukj6P/JLv8Bjjz0GwNX5ee677369KBiGyRNPPM6DD0ns7MLCAjMzMzqJDJTko2VZ223qLMOyLK2hbNs2QgiNl0pSmYTGqlUSFwlTlS6//CPyN77t27+dcc/AduVSdd+eOexihN9+4QkAls6u4I2PYe2Trfr6m+7E8xzyImNlRRJv+4OAO++8i1tvlbjSwaDP1lZP40bjKOfokVt45cWn9TF7XoVQteLzQraVywfJtm3Z+lYPheNWSZKYq9dku7DT3WAw7PA/f/hpPvKR3wKuB/XcGInCqsdZyvLmOlevzgNw7OABHFOAahG6lQrz8/NsrsoF/a677sY0TXxfQo6efvpphDC0fGqJmS83BSXGOI5jnQzJRVJoWcE0zahUKvp+R5E0VSrvVZ4XTE9PUVcGWUHgY5kWQsEFvGade07fzb/7338KkDJipihuuG5FUeC6rk5gkjjBMS38QTnIHeIoJlWTlSkKev2I2sQBAA4fPPj/ciV34vUagT9kr5Jx3TU9TpSkXJuXvhuWKJhs1bal5dIEx3bwlazsn/33P+O2O+9mOOyTpaWde0ZRVDQXJQjkWKxW5OLxjWee5NQ9p7EqclEXak4q8azl3FQubrfcehvnXz7DcKiS22qNJIk1Oi8KI2lmU61qSGAYhkRxpBfyKIrI80wvkKIQioMgv+SOO+9kaxgyjFTxQrXtS55CkkhNbU8lwyBlPEu/E8dxdUGlJNqaBpiGpXkAg8EWBmiDH8c2WVm4piFGjuViWTYVNe/1+32SOEGoxCE3BK7nasm548ePsbnZ5pVQ6ttvbmwyMTHBxrpc1BvNJnGc0GqOYan2+NraGsIQGjrzvn/6Azz00EM3GPSYpskf/7c/BuC9730vy8vLekHdt38fRV5o6dNr1xbotLfo9+VvRoFPe3MDR8kCPvLwN+H7AVka01eQoGN33cnCtQUt0WnZFiurqxw+LOeOOIloBSMsqyLNwZ055aaK0eYIi8vy3h2fO8Stx27RMNaZiUkmx6eYGpHFodHWCCsrK3oTWq/XaRoG66treGrdirvLHJj2eOTB2wHw3BG+8LcvMb8kxQW66xcZBjFCYbYb1d24nqs307XqLgq7jlCeOYawqFoFUek1YwgmRxua0CpMwdjYGOvr65pEG+U5URoz7SnhDWFg2zapmh82NtuEWYalxrrrehjGtkeO47hcunSZUbW5KeevUn++NFYt+Zl+PCAVAsM0KFQOsrayThz6FEIe0/Gjx/E8T0t2rq6uUa/XsZQOfWamWHbON7/xYQAsM8XIMs1rEoZJbm9j42vVOv3+gDNnpGHogX1vI0tDJsfkdc0KwcjoGP5am7orNyKO7WHbOZniX43U69hWQjaUvKVH33o3/sYCQ+XdYO49RJgUWgK+VpeFCi0bKgSFOm95nYUs0JRCM1q8oMCuKOI1Ut7cMBx97Sv1huYVJaFPRs4jb/9m+cwpLthriddF0l/zKvzGr/4aAD/xEz/BRz7yC/yLD38YgCeeeIKjR4/w5S9L5YU3vOFeKpUKqbqplmURx7EksKlNkuM4FEVxQ9J/PfmsTAjLB6MQFbKtIQ1Xfv4Lf/6HvPsd30JrUurP33XLKRxh0n1A7qa+svRpxgubYkMuEufOvMS9E6OYFQdDyAGTJwPSNNU3aWxsnDzPNB7XsizyXHDrLXLQb26+zMXL63gVqUrU6W6yuLjE4UNSPaRSyXEcWxtFnX/lPFPTY4yMjKr3K5w7e4WBP+Q9/5N8ED7+Z3+pznkbL5/nGYlinW9sdVlcW2G0qvBypontWdpltCgKiR1TOOVnnnma8fFxltTENBwOME2TMTWAOp0OjUZdVwGjSBKTXTfHUHg308xJkkQfdxhGCIGeIN1qhTRJrjP7KQjDSJ93kiS0mk1cVREdm5niV3/ll/CU8lJWFBhiW/e/vDamaenJyjRM8iLXhOQ8z2QClCp/gpUt3Mouxlqyqvu+7/4OduLmipWVFWp1+YwsX7vCcDBgXBkjCSEwhEVSKiUIS5G25TiZ2TXFtauX2D93kN27dgPw9DNPEQRDllTVyjRNijwnyUojq0Ill2p8a9MsOcUaRn4DFn50dBTHcciVeEAQDKlUK5qAVhQFvu8rVTL0cQu2NfJLf4tSXWN8cpqJqe2CSJwVWkmrjCRJdBe11NAvx5rneSRxsp0oCFWZ99zryL5CdkoVYfXMCy9Qr3gkqoBCkeG6NoPBlv7OLE3xw9KZvMpIs4mvFlTTtBCYlEjTjY02cZyytioTqnqjzvr6pt5E+H5AluTEaYRQG4U77r6Hu+4+zUNvlt2+KErwfV9fl36/z/r6OrfccgsgK/mzs7P6/WtXr3Hm+Zd5/hvPq2ufMTLSIlPn1BptcPLEcRqqszAcbGEaFqubm4woH5Y0y6lVqxw+LB3ZHUdW7kolpXa3zZ49ezSXadeuXezEzRP7Z2YYV4UnSTwXVFSRK1E8laZ6v16vcfLYMY2Fz/OCdntDdtZLbfdWjdnZXZhKZ93MNnno9G5Ox3K+GUQmL738Ei9fUYqDLy4xOj6Jnyon29EDBP0MkOMq8JfpbXwDVYfkliOTNOsFXVVUWF2TCasQgk7p+h0OaNarmCovcpW4Rbm5bbUa+P0OjiKjCyHI0kx3JS3LZmx0VM9Ptu1g247OcZaurTI10aKnPJayeIhpu4ShT62uNhpIrfwwlPPgtavznD/r68JEo17DMpu6e5AkMQ88eB+f+awswFrC4Hu//SEMoyQjezSsGqbKN7Isw7YEBw/ILl6RZlCklNQly3E5f/4Cs7sPYCiExNZwi4rrcenyPAC3336CJMoZb8n7Ozs5yk/8yIc4esddAPzzDzzG2Mxe1jtyzsO08LIMT+UoZiFwTHdbAU11S/RrhWZxXZdIEZINAf1Oh7ZCYaTpYarVis5djaKBSDNyde9ao6896d/B9O/ETuzETuzETuzETuzETvwjj9dFpf/YsSNcvHgRgH/1E/8S16vw1NMS9vLzP//z1GpVOptydzozPY3v+wghdzy+7zM1NSU1qpWsp2kJTNPUGP80SbCuYzdblkUcRdsukyLCsAw8xXS/On+Gb3/nW/nCX0u8/e//1u9w7113g2o53XvvKYLFFa0wccfdpwjDALteQah+WxiGFEXC5KSsggthYhimhufkuWylWbbc6dcqJiONCr7S3T1wYI5du3br7kS3s4UQ25rxB4/sJwhD9k/LNvFTX3say7Ao0gLbkd/xPe//dn7/9z6Gq9pW5FI3fEvBcZY21oi3BozukjAIYRX4/pC6apMbholtd5hX6j1TU1Osra1pfL0QgiiKdJtz9+5ZoijUDn1R2JZVVWMbWlWr1YiiWFf2bdthMOhr5+I4y7BsS0MtGg3ZoozVzj8KYoRnY03KjsgTn34cOwq0M7HpOpgIfd3KqqdUElJtzTiSFUgUzCmOKfKc9rqsyg1ij/GJUf7Vh6Uc6mf/6s84dvw2duLmibVrFzXO/Gtf+xv6gx7vfo+UVGu1WjiOhTEsnWdTwigm05WXhKrnsLa2wrJy9aUoCPwYx5KVNuEKXMfVKjSO43Du3DlOnz6tvhMMYWi/iSzfhtSAfBZn9+5jVcEBu50ueZZjls6SaYppmTdU5qvVKpZt6Wc7j8EwHE7eeicAlVrtBow/SAhQ+dynaUqSJNsO3KprUH5/6ZrteQouJExMw8YoTIRQ+NMsYWVtlfnLl9R5W/T7PS1NWlCQkeOqTlthSP8UT413z/XodrvSswRIU1ndK+XriiLFEIaWLl5dXaNWreIH8hjTLOPg4cMcOnyE5qicW4+fOIlle1yel9dycWmJ2B/qiuTdd99NvV6npbxdkjzFD4csLsuO5defeZY4SJmelt9XZBmHDs9RVdLDXsUlTWLWV6TD7/ylV+l0Oni1OssKXvlyIfkQFdWeL3IDwzKoN+RcaBgGruvqjkVZBd6JmyN6vS1dmQ3CECEEpnrm6/Ua3W6PhrrXcZzg1Rwtv5vnOaYwCJJEQ2HzPIciJVYY/UQIyf+JZfdxxDZ44NRhDu2V1eP9B4+xut7lD/9EVrh9XFoTR4mG8v3dUyG7jx5jvKU8N/I246NjrLTl2lyr1giUc7ar5qBmpYL9dxARhhCgqslTMzNs+YHumgsh5b1H1TiqNxqAuE6Jz1E8I3lOFy+fY3r6fgxRwqojoigiDkLqyr8iTCLmr1wlCWTe9PA3v40L5y9oLuOhuX3M7p6h1pRV9mazge+H3KWk0fftmqTbXkBRBJm/fImRakt3Ky9fXuDwoQNsbsq1YBDNMNaoEJRSpnHKvj27SAuLbl9C9Sr1Kr3egIFSZzSEQSZMCnW/wzAht2q4tpwfGrVJmo0RWk15vxcXFvA8j0ZxXQc1SShtlPIil8psCkZpGjIXzItC8wwtAUuLKxw5IXkjpmfT6/WYVdKmZhbjuC6XLit499ZNJtm5uHSV++6Xi+XefbN86StfZWFBTsjf//3fz0c+8svcf//9APSHAwzTpFrdlnDK81wavqhWlud5klCiJJMqlQrFddrQuk2elwu2jeG49LtqUr94jsWVZb7vB38QgM9/4YusbK4RpyqhtxKcW/cyqfC7ccuj6TjYjqmRNKZp8MlP/Qnf+8/kd3S6AyYnJ7UMXJqmjI2NceGCXDzdYkh3bQu7KSEIYRDRaDQYKl3WVqtFu93WE0m3K8iybRObvXv24Doe6+vrerEStsUHP/j9fOSXfh2A0dYEYZawrHT1u2vrVMjp9WQSP9Js4nou65tyorh27SorS8tsKdxqHMfkec76umwVRlFEvV6j2ZStutXVFU6ePElPkY0t28Y0pVRdaR4RRTGGYWg89WAwwLZt3e5P8gzLMjXRN0oSKIROTJxmHbfe4BvPPCP/fnWZmlVgKUKdhFCYeKoVn8UxtmnJe60GnYEgGPgoGCGD4YDeZsBAaSbvO3ictz/yJv7q0/9NPS8KOLkTN008+bd/w8qKnEP2zx3gfe9/n97k97fkBrq0qB8MfYqi0IR0LI80TUnDIX018Y+MjDIyMqJJrmXiXRq6FUWBa9t6Azw2NgHXQQoLjOsga3IsTc3s5oIy+KvX61LWTR2jZVtKcz9jSklN+n5Ev7elRQ8OHzlMFEUYSk86F9uJPUCWZkTxdtIvhCDPcmynbH2XPhXyvAM/wTItPLWY5XmO69iIQhJTAc5feAXHcclVfzwVgjAIqLhyDshJsSxBRXEf4tyQMBfFVdrcWML3Az1vFUVBEuea4yMMKZdrW/K67tmzh/vue4A3PPggALbn8vzzLzA1M63NdGqNEZYXF/nil74g72+3y4njJ/R12hr0cT2HMJJzzFNPP4U/9DkwJ+GboyMjTB2e0ATo2dnddDsdLY937epVXn7xDEVewh5j0jwmCwvCUM7Pu3btIk1SzQs4evQIq6urbG5KaEOtWmMwGDCjfFtKjsRO3BwxGAx08lsUBWOtFqba0MdByFirQaGw7J5tAELf4zRLcV2XNM30uibJ5z5LiidQrVZxHQfDKYtUBqYJ+2dlcmykHaZHCn7wvXIcBJj4UYCDkiWPunKsqgQ7ig3W2+uEat3NMvnbhhDUXHkMeerjWOjn3jQM3GqF/fslFGZprUNrdVUXGqtVKS5QbhKyLKUowLTka8MwiKKIkRE5F7z1mx7GMoRO8EdqFfwoIM9iXRS4fPkyRQ6Wylm+/KUvYxgCX0HvBt0OCwsLTCrSvSlM0izCUzymPzj7Av/+f/0+UgWjazQmqFQsnQPNHdiNbTtkSgggSVPWNjZ1YRLArboMegFORYmNbHRIs5RVBTHc2OzhD7v4yu+kt7EJyZBgIHO50akG586d014k+/bvl3nadXOcYRi4+t5KsZIy/yxlkAuB5lOkaUQw7GgZ8TzNqY9WNBSrs9mjOTrG0WNSFjb4BxiIvi6S/k67zXPPSR3Vd73rXbiVGo8/LvWvwzDkscce42tPysq/W/FI0lRfjFJDutlsYpWEEd+n2WziD7cfeCG2sbB5nivjGYWnMyDpb/Irv/jzABw6cpi3PPwId90jNxoPvuVhfuanfxKhlHD27JohL1KcMbn7dHJBrVYnCkNd2XMch8mxGr/5678IwA98/w+T5Tlqc8fTTz+FZVksX5MJeCWPMDObVDnL9ftb9Hp9PcAmJsaYnJzUWtL1eh3f93Wi0mw0cdROu4wojSnI+NEf+wAAH/zBH2ZkdjfnlT71SL3O2to67Q358FrCwGt42Koqt7i4zMrSIhNjctBubmzgB4HegI2MjHDhwgUGA7nTn52dVROEPIbJyQmSJKFWq1GryYd5a6tHkqSawAgFaZoQBEqRxBA4jkOk8Pen7jnN0195ElNVBntFwth4k4Vr8/I6mDmO62jMv2VZ0txNkRNLMnGlUtEY3iRJsG2HvlII6Q9CtvyMXXMSj/vIw28iTTZpNeUg/Z3/+gd87w/+a3bi5ok0TfjgYz+s/j/CD4bUqnKxs22TKAy2E/ICwCBVi7QQBoaQ7rSjCitpmlIooKa6YBmyiDCmxsZwOKS31WP+vDRf2vvmXYRRSumEc73OPcgNc5IkWse90+1Q8Sq6c5AECdVak263y4Iy9Nt/4AD3P/AA7bacA7q9PnGakKoEPE6kClaZxMvz2a7kGaqilGrOjnTPLD9fcT2JNVXvO47D2soSi4tXiVQX1TJMijTFV+PXcRws02OolC8cR3KV2m15zMvrG0xPzWhuQZKkRHFMqiqcQRCQJDG52pHP7JrhPe9+Dw8/8jYA6s0WG5sdnnlebvJvv/1O3vxND/Pqq69y7aosmHz2ic9Qr1XZo3Dyu+65i9k9e5mekgl2FIfMX55ndVVW/u+/7z5ePPMCmSLyHj00x8zMDH3lLfDyS2fobLb1RsfzBBSBVhSrVEZxHJvO+iZCPUNTU1P4vq+fh4rnKb6EeqYMwcyuGZ2MrKxI1/OduDkizUKuLcpil+dUmR4d15tp27bUmiI/63gOcZKytaUw3rnkxtXrNT1W19fWCaNIJ3GWaRKG28IdGxvr7J7dzUCpP9VrHoYwdRfOyVKsuIejjiGzayCybT6OYWAZBlW1bra3emRFTJ4a2tU1Dgc4no3llI7cJlGcMFQbhSO3nyKPI86flXOac1JQa9a1cECeFxR5TrUqO2Sb65sU+KyuynOsVWqIPKRQHcRUZKyurOJ5HlP75VqbJCmOa+Io49M4TPA8DyNXzubCJvQTVpbkMTuOhRAFp99wj7z2ecTk5Bgryhywv7XBrsmDmitV8WqEUUS3I4sKdddmMIh0saZaq7GwvEyWVzGFPIZms069YfOGN9wNwOhoFdsIGKg5z61VifKUMJP3bvXqCkWeUauXCAnBYDDAKtV8hCAc+NqLRHLKhCZUm5bSNysKHPU3wq6xubkhKzlAq9lkYnJGF50md82ytdXXpohloee1xA6mfyd2Yid2Yid2Yid2Yid24h95vC4q/cQhW6oN+tHf/yg/+mM/TqYqvZ///F/j+z733yt3dl996mksy8J15H4ljGIQICyTdCh3d61WiyiMbnApK1vbIKsupmnq6lvdFXzuc5/jya9IhaB2f4tH3/NdRGU3wcz4P37u5/mTP/6/ASnxZ4pMt3ajKGF5aZnJyUna7W1n4TAOOHpMqu/86Z/9XzRGmtRqqjvgZKysLDAyKl9b/w977xll2VXd+/523vvkOpWrOnerlVo5S4AQJoPIGBswJgmubbDNuza2eTZcwNgYhB/2xW/Y18ZcEww4YLgIRE6KLXW3YqtbUqtz5aqTz9l57/dhrbOq9T7pfrpqj5pjAKM4p8+Oa6255vwHrcTC3Bx5SzySG1/xWm775jepOnLnl2cYeUpZMunjxMScnuLYcYHpqldHCcOAsbExurLFPL+0TLlcUJJ8X/zKP7L53PN5xateB8CTh56kUhtlTuKWpyYmINchE/f2/PP2MOj1lI53sVhE0zWlSDQ7O8vVV1/N3XffCYiW5erqqoL7gIYudbiH0AbLslheXlHShIZhPk12ULcMKfEpqwmtNlrBoSN3si++6Ua+ddcdXP3CFwLwxN0/ZXZyEytSysy2bHRdUy3LPMvQZat1+LyjKCL2YyJZdV1t+XiFKbbs2AbA4Yfv4/LLtvG5v/2fbMTZGW96068wCIaYzJxer6fcb7NMKE8M38lCoUCr1VZq8o5roiE6TkOcv46BZZkKZlauVUiSWKnWGKbBaL1OOBDz1pNPPsmWrduUbpauGWimRixVb4ZY+plNAqO5f/8+dm7fRVkqgPSiHu24w+7d56nWdpKlzC8tn+Gaq5GjYch5zjVN0iRR3QRyUY1LJIzHcRyBO3c9+XGObVhKlnTQ62EUXaUYcezYUcLQp2C7mMjuQZZhuy4PPyU4WKOjY9Tr43S7okou+DlV1TWZHJvAMEwWFkRlO44TkjwbNkAYnRzjuc97Hq989asBmJiZJOzHLEnn44cO7WPr1q089zlCmSdNUx598BHuuftuOhJGeP11z0U3Daoj0r3UdWj3uhyUMn3lcompiQlSWdFcW1zg4j17lMu749g0W2vcIR2aV9fm8Qe+8lRJEo+pqWnFO3Jdh1arRZwlyhk8yzJc11XzVqPRYGxsjGNHRTeiUq6g64aqSEb/G5W5jfg/H1Hqk0iZyXK1yJGTR5iQUNw0SdmyZfMZMDox5wwdwdutLr1enyDwKck5SNOkhrys9CdpiueBLyEk27dvQ9N0HFmp1/ScNE+wbDFHDfqp5MdJJa48Jo0TJX0bhxFz8/OU5Ds7iEMG3R46lpofbEMnB0x5Draeo2kZpoTmNVaXuPLq5/ILiU2/7969PP+mG0FyH/OoS9htYkgvgcMHHmRivEZBHtOKM1Jd4PAB4qBNtWhClqLL+aHX8yl7Vfo9yRPMQcs8Oh2prEibXE+ZKI3LJ5GS5SlrkquwuLJAHGc4TirvS4jn2GTyWRkWGKaluvxhmpOkCWYq5oJTp+epV+ssLAX0o+F8YJGkEX3ZoUjzlFyzWGmKY6ylK2w5dw9jEj6Y2RabxsdV965WG3mahHySxBSd9S6urukiBx2aCWgiT7EsS30nz3OiBGamRSfY1A0Gg4GCWk1MTGBoGitSGUk3n7kj77Mi6ddJyXO/MTo4AAAgAElEQVRJasDgLz9zKy99qTAxuf66a3j44YcVcfemG5/H93/4Y5WIVms1wjjEM02FuROmMhqObIUlSUIUR2qxtC0Hy7IUwfWzn/4wD+/fyx9+6P8GYPsFl2C7Hq40gEizjOW1Bi9/xc0A7Lv/XlYW5pV2fOD7xHGfJIlVyyZJEpI4U/rzXsEki3v02uKhWabFBeduJ5LntLa2wsTmKRq+WAz+7d/+mYlSmaocUIWCR3LGgm6ZJm7VQcrX0mo1CcMI3x8oacpauQJ5TskT5xkmMUvHj/L1f/xbAH7tXe9h7/4HGJkUA6rX6zNZmljXj9VzLt5zIXfdKZL6OI4oFkssLAjuw4kTxyU2bghJgu3bdzA/Lz7Pc036D7gq4dbQcF1HSRNGcYxpGirx0C2TcrmkZL8W1xrEhsXrf+VXAPjYR/6YzRefh+OKCbfXHFDcYtGRbTHXNnFNA4bmXLqOruv0egN1zILn0VhbYrktjtkN4JwLd/KjH/4vcS9PH+U//jVSxkrDxX4jzp4Y+AMpmQn9QRfbslhdEwlXwasQR5GCsWVBIG3Nhx4YDrqu0Wl3FFekUCwRZ5nycmi3u9RqFYKe2ACbhkmeZ8oAam7uNOfsPpdU2slHSUoUR8p8xfd9In9AKuFCb/rlX2Wtsaa4TBfsuYhafZQwihlI/kuUxOi6jqGSC10k9XKOIc8xDfMMHf6IYrGIYRaGH2NZJkuS01OtVtCthGPHRAK/betW7r//HjK5MSFLKJgOeZqRDPlQORx85CDjYwI6s7KyQqFQ4WpZlHn04EHWVtaoSc1ycp1+d0C/J0UWLJMrr7qWX3/Hr4tjnrudwA/UPPjUUyeYP7XAls1iM3T5pReRxDH77rkbgL337QdiBoOI17/+jQBs3bqdpaVFyjWRUD119CjdboeJUXFv11YWWY07avz3W12OHDtCtSK+/8D995JmqYJeZFlKuVzClpKMlmUp3pi4rzGLS0tYtq02UGmSYlgm81Iacaw+ipalTEgzN4F1rrFJeke0JMl8I86OEFAdMZ+sri5RrY4wkEU/TRMFgpXlFfU35JSKYt0QUNw+hUJBFcwcxyaKQoYuUkkco+uGgoQEQYjnucpkKk1zITMsiwxhGOI6rsoHur0OrucpMv7cwklGx8foyGTXNkxMt0wYRtRHxHqfJho6qJwl1wQnsS9hbpNbL2V5rc3MjBjr9fI5jNZH+eo//wMAb735OTheSCSLCi++cgu3//gXvPhF18lzXqFYnOCDt34JgN993zvYMVGh0QvY95NvAvCWF+6BV11PQ/IIe0lC1h+QDX1A/ISRcokjx4SYyNrSMh0/4cKd4pzG7AH9QRfLHBr1WWDkSJ4uaZ6SZBmahEEXiy55EmDL789Ml3ns8SOQZUqSt9cPKBVM5k6LMTrwI3oRnHOZkGy//KZX8+IoxrXE/OCWHDzLYZs09zNNE9teT/rzPCPNMiEXCqSInEg9SylbblqW2uTlOfi9LuPTAl6aaDmtTpdMPu9Go0m326XREIWPktxYPZN4ViT9M1NTLEq8pW3pZFnC9797GwA3Pv9GPOtyUvkWnJpf5I2vey2f/5//BIiXPyVHQiUBUXURGthDDW0N3/dxbDEIPdvAsxM+/WmR5B997BEWV5a58DKB4aqNbyJJEkJJ/CLX8Nwitpzgr73hBRw9cphDjx0AoNFcYqReIctz4iHh1LHFRLAqdn+OY1G0KwrTaZomp0+dpjYqq+KWhuM4jMpdtN71qdsmzabYARdGS8R6ypBraJgWlmUqQkq7NaDf65GkidLNX1hYIo5jZVozvCeBZMb/98/+P3zgDz/EgYdFRcyslJk7PcfMrNAKTtMUwyowOSMWYN/vYdiWIuGJammujLeiKOXJJ4+o6sPmzVsYDPpEUaiIu8Od6pmV/zAM1ZuYhQGe56nrWk1Trr/5lXz+2yIhn7jwXOqOzcGfCBWDmVqVU6dOrzsdGyYZqTLmGRKPCoWSmnDDMGK1GdLxxXnvueQKbDtjdlwcc/5EAzDYtUUM4iGWdyPOnlhdW1GkSU0zyPMYW1bEDV3HKhSUH0UURWzZsoWl5VX5fY1+r8ell17KwcOHAIjzFMu2VSWtXCkroxwAzxWb8lB6WlSKZVZWlun11osThq4pM6fV1RUKhcI6JjOKmJ6ZoTYy9BLQRUcqzZRqhG0LFYhMbfw18jQhP4MgPDQihHW1Kl0WTHRTw7IsxsfFMe644w6ed/1V7L3jZwDMjL6e8eqIIiNrshsikg1Z5Vpr4jiiMwJC4WtttcE+Sax/97vfyVe/+GUKRXGfltZWMfUKuUSSbt6yjXe8851s3ioc1ZeW1mg1WzSb4r7s2L6dqlfCllX5hx88wN777lE8hE2bZrn2uuuplGscP34SgFazyeOHH1CCBK5to+U5ViQ2dQUjorPWUjwEx7U4+vhJdu4UuOLdu3czPz+n5hxNF5yOde6D8FhYNyTrMjIyggZEchOXpgkW9pAgwuLyEp5lMjkpSNj+wMe27XVzHdWt2YizIQzboi0VYBzHYdfOXbiyaLgwN8+d995FqSzW2aJdZLQ+qtY8UUQTXb7hO9Xv96mN1FVhIpFKeEODS9MSSeOwGqzrBidOnFBrkeM46IaOIceJ67kkcazWPcdx6bY7iqyfJAkaJqbp8KuvfzMAa0tzOKZJMBDjQi+UMLWcQJrSVSsW/W5buZJbo5PYxRKzdaHeYyYDck3DkkICjxx6kiRN0TVZwNMyThw/QrUiig5TYwW6nVVmS6N0ZWW/6vkYRkyEyP92bZphdbmjuDHf+96dXHHj9Vy0/XwAgsE5rPkRrsyDxi+7keVGg2Jp3Rnd0HUSSWjudwNyTWdtVfx+p9Oi3WwxNiq7fksrJEFEpTpCX967RDOI4hjXkyajukXQ73Pti64FQHMdkjDEdNbR8Z1+l0SKFTiDAY7j4MpcLwhETpPLYqoQaMgUf2Powi6KEkOeqU672cDZNiWPMDRrEb8RBn1a7S4rq2LefPkrXsszjQ1M/0ZsxEZsxEZsxEZsxEZsxH/yeFZU+m0b6rLi7YcxaSxgHgA//vGPueTSyyhLLFyl0sd2PN7//vcD8Gd//ueMT03SOwN7Xi6X0TRN4bhM0xT6yFIrO0sGfO2fvsx1F58DwP6f/oCXv/xlVKS0lIamFH9AwFQcxyaWsBlN15mcnqFaEzv7//jGabJUo+f31U68Wh3BdWylae/aDhiauq40z6nWKkSyGuDqFmE/wpGyUWO1Cr2504SZOGav12ZseoreSlPeM4FT2yQxwVu3ONx33330el0lf7llyxapmytb84ZOHCeK61BwND73mU/zopsFnjYkB8cklHAByzCxHYc9e4ST5f3378V1HQoS89ftdjEMA88bak93pTyV2MGurKyQJAlTU1MEgdiRDmXwhqB+XdcwjPW9Z6VYwDNtmrIjsPM5N/D33/x3KjOT8r7anLjjDmpD/U3bpmDbSjXJsi38Xqzanmmakuc5gT+g3ZLqPVHOasfgwkuETOxI2ePBfT9FN8VO/1Wvupl7771PtS27gw1N7bMt7r3rAK96zUsAUeVyXFdpICdJwtraGldcKSApo6N1lpeXOXr0OCC0qAuFIsePH1fScLZrYxgWthy/eZ4zMTGh5pggCFTVDiDXdQ4dOqwqvc3GKo7jqjnK8zyiOFZQnanpWTTdwB9CBhBtd8tylDNslqYYGgzFHrMsE3rhsmI0HOtDXHmSCKnA4ViIwhBd1+kui+5j2m1x/1338ppXC45Pu93m+LGjlMvSMyOK0XWTOAlptyVMwHJYa7aVepquaZhGyuSEgAx8/cv/TKU2iicdN0emtnLosScUn2L7jp2UyiXuuEPAddI85YLzzmNUalxrWc6BRx/kwL3i84HfZ3Rsgpe+8GWAUFbr9vt0202ekJ3WhZJH0F9iXLa4W80VSsUqiexoOmaM56ZowzlD03GsnEceeQSAmZlpHNdV1fecHM/z1PxfLJZJkkR1J+v1UYIwEPrd8t6OjNTIsoym8jDR2TS7Sc217XaHfr+vKrGrsvK4EWdH9Hp9qqMiP0iShMNPHKYuu3JJHJOkEf6aeN/mgjnGemPsmBUeOlkqVORKpdIZOUVOFEeqki8gybrqzjmOja5phLLK7rouu3efw8lTAv5HnouxLaF4ft9HNw2GFeEkzkmzHMcWa7WuGWRJjumW2LJDnFevtUavP6AovSM0Q8dyHHzZrTQt8DtdJqTCWKZp3Hv3z+jIzkCWZziOq7iSE1NTFLwCaSBhkpbJ5MwM3V5Lfl/HdVwcz1b5nG049IOAivzbIMN1XEI5Tk7On0Y3Yvp9cZ22aZL4A0yphJNnIfURd93vIE4pugZZIvOs1MJ0ChTK4j5Mj09QLxcZSDSC53l4hT7NQQ9P3ivPsbAMU0n8ZhmsNNuMTQoExL5DRxktVUglv7Jg2+i6jp5LWPXIiNDll5X9kVqVLNek6ztqTlbO6rlEPugQyo5qHoVESUwgZeInRycBTSElgm6Pxw4/xZt//d0AjE+LPPCZxLMi6XctHbcuHmKz3cEwLMJoOAFnHHriScZGxQC79LLLOH7sOMsSl/p7H/gAf/25zzE2McmkfDlbnTbLy4tsnpWe1FmG32+zvCxIrwf23svq6VN8598EMfcPf+8D/PGf3sr5Vz0PgBtuuIksy/C8IV4zFzjZMwxo3EKRssSEvuOd7+P7t32DkycOqhZxEAxwHVuRWFZXV5mennka5ChNk3XznjSh4Hl4Ujs8rJi4zixTBfFiDPyE1ullEinh9OBD9+G6LhdffLE8XoxlG4yNj2Ia4je63Q6GYa63+TMT27ZVkh1GCWaYsO/HPwNgsd/lPf/lvTz2gLCjnxoZI9NRpLxdu3YBudjAiKtAk9rgAJOTkywuLin5zMD3CaOQ+fk51epM05RCwSNShMYMzyuoREXTNCJNZ3z3bgC++eMfUNu2hbIk2azuvYcqoBni+5VikUzXcSQu0e8P0PScQkEMYOEZoNHr99W9bjRabDv3YsYl3vZ73/wiE3ULyxKfLyzOY+g29nAy1NaTuY04OyIMQwWdGRmpgbbu01GrlznvwvPQTPFce0GPSr3MdrkYzs/PYxoGSZowOyMw2CvNBo7jKNlPw7CV6QoIrX/DNNHke+i5DkEYUpFSla1mix07digyYKvZwrZsNTYhJ8sF1wcALZcGQDkMOTaaJmUgny5XPPzbMAx0fT0RNU0TyzLJ5TH91hpHHj3FguTc9Po9tm7bppLfarVKsVSi3RaL9MTkFHffeReeV8KQ4y2OUnJdU3KXtXqNiYlRVuVGYhBk+DGMW9KCPjE4/7w9tHsCe7r3vn28/V3vZs8lYt5K05Bw0OOBvWLO2b9vL1kesrwkxAXe9ra3MT0xQ7MlNt73/Ox7LDeWSCKfxZPHABg9bzelsoNji/tQnqowGPTXoRKGi2np6IZYxKNIo1qyCGX9wXVdctblVE3dJE1SHDkX246QCYzjXN1nDQ0/8BWmP04Set2emufK5bKAPsikv1gskukavrxv27bvYCPOnhDrpkzQQ1E4azQFDC7LMkqlAh35jtuWzaDXZ1lCe4tulSQN0bUx9Y41W20qlYpaWxYXF9m0aZMypYqiCPLsDPndhDTN8CRvcXl5mf5gKHst4IFGKsz0xDnpaBg02jJxTVI67TZXXbWT228T0OnNk+O4BU+ZRAnteJuCxBA3Tx/hxFJAT/KWNNsjHTTZuUXMaYZpEgxCdDmPllyHJPAIY5Gwa5pHZsQE+RC7m5IbKcurDXQ5F6dZRsEr8diTIjc7r1Bg4A+EqAiiuOlYJpbkSq2sLENmq3lSsyD2M5JY3NeTJ56kG1yrcpYsy4h8X60FfhCxttpgVOaTeaYRxxHlcp2BNMzT05wo68t8B9I8YHrrOSw2xfOdmJ5htFZVG7YsSUjiWPESV1dXsW1byatbloWua9hDsRJDyEHbEhaVZFKnP8+xpPmj5QB6TpYNycAJSZLQbghY5ZGnjvHWt7+Xak1AuYfryjOJZ0XSXyxYxJLwNjFRo9Me0OnL6rRu0+kGLM0LzeR7+z1e+MIXUpUV9f/41m38xnvfyyc/9SmF0fRsB61aZVVuDAadJv/8pb/nlS8VSX23scQTTx3l9b/8awB8/JO38vFPfIynZKUvvyYFTWMgNW9J1wcfiE5AksOwaK0bNq997a/wxS/+vdoo5FkmjXPEgu15HoNBH1cuEq7rUiqVz9CrNymXyiTB0KQqIdRT6oZ4ed1igbkjx3FKAk+3ZcsWarWaSrCzLOOGG67n5MmThIF4AYSKTs7qqmB4xxIvP9QGzi2NMMvoDsTndpLw2b/8C37z//qvADy8dz+bp2dx5EbDdYtESUAmyYxjY2OEYaiqEe12G411sw/LskizVGqDr5vRiBdZPF/BC0iVKUWpXieqlvnaD78LwMz2nRhpj9bDAltd00yhYiAXU13TqdRqRLKCapoWvW5XQeBMw2IwGNDtDWi1xYJb3rSbkZFxvvNtQTDafc4kreYaWSyua+n4STzPo1YViUuSrj/7jTg7Io4jjknX2ImJa6nWK+zYtQ2AIIjQtFwl3I2GSOiro2LDvrYquC+lYolub93w79xzz6Uhcb1BEGBZOoacyOujoxiGwcKi0KfPsgzDNHn88GFAkMFvv/12ZmUhol6vSyMt8U7OLS5SKVfUezv0A8jyTCldZdm65j4IrHCSJIq4L5J8i6I3FDSIefThB1V1KE1SxmsV+vKams0Gpmmp7mShUEDXNSbkgjs2Ns5FF+/h1KkTtFtifD1x+CmazVV02W+o16tUqxW2bBEa+Sk2aZJjSZJbpx0wd/w4ZkVqWGcRf/c3f8VvvE90au+5627u+vn3KdviWWyZqTPwA87fKVyGjz7+AAsnHl8vChgZBSMgs1PGR8Tz6vtdjFpFdVo0TaNYLCqXYMMwQMuwzCG3wWLz7CxvfftrAPjOd79Hu9OmIN10wyhC1411X5c0I5Nu5iAW2DRL8X1fcbTSNMUPfGrSrbRer6MZJoHsFhYrZUzTZEzyKXrSjGwjzo5I0kx5LgzX9qGHR6/ZJglC5cFTLLhEYcCyTDSL7oBCySNKQlalSuFll17Kvv37SeQmYHRslGazqdSgms0G1UqFNdk5qlWrLC4uShdc8Y7GcayOmaYJWZKjS1XDanWE8y/YQ5LLjneSQK5x5y9+QUnybUaqZYIowRt6/VTKOI6JJhEReThg13QF1xa48qxQpVRwObL/JwDCpdvOMDLx7x1Lwy2YFArrOv7ddp/ykPuw1KBe00hTRyEeyHO+8rV/4ZUveQUArVYLjZynTojCxMmTc5CZhLGYw0qlEU6eOsGmTZPyGD5RFCl/I3QLSzcYyKKiRga6qfhdeS7mteHYTpMU3bRo9wO2bReVfM2IyGOTNZk/ZvFmtsyOszwnNiY7zzkHM4uZl8TtwA/QdHBkTlKr1Ch4BeW+HYURhmkqTyXLsgRPaMi1MnRl5GUNUw0tw7bWvaQGgwGrq2s8dkiILrz5ze+mVhsbQvzR/jdS+Q1M/0ZsxEZsxEZsxEZsxEZsxH/yeFZU+i3bwFI60DA6WkHXRWXJshI8t6iq1X6/x3e+/S2uufZ6AK65+nIeefQQf/jBD/LRj34UEDCURnNNVdE/9uE/4o//6Dd59NFHAeEk+4KbbuLevfcCcM65u/nrv/4r3vZ24VybphloqEqRbpjCC2DoqpmkZGmmNHYN3WSg6bz9vb/Dbf/+VQAKtksShsppUtd1CoWiqop7nkea5jgSH18sFsiyHFMyuc00xdHLhOFQfi/Bq5TQrKH0VBnbtmm3Rbsny0RFq1yukGfiuh995BHqo3VVkeh2u6RpRhSJe6uZBq7rqm6Ba1mUs5zPfupTALz93bdw8OBjXHmuYM7rnYjA95V0XblcJo5jxqRaUKvVIklSfInHE9rVnpQWFMdIkoR6va4UR4IwoFwuK4WR2NBpZjFj27cBMD45SfDofizZOg2BsdFR8aIg+BX9Xo9M2VfHJEmu7nMYhURhTLudYHiiOlD0xnn80ft5+cuEBFenucSpU8eUe2qxWKJYLDPwpbrLsIqwEWdNaBo8/pjAv156hcY5u89F00XVS9cTms2GUp0yTYsojhT/Znp6mqWlJVHZTYeOqjlraw2lAOT7OWuNhqrm9Hp9VlaWVdvZMAzSJDgDX58yOTmlJBwrtRHyfL1yP1SxOrOdvw79EZFlouKsqlQSF+qdIV0WRiEnT4gOR7PRwHVsdPle64aGP/CVJ8auc3ZTqVTYd/99AOzcsY1ms6k+P3nyNJVKkUplhE2yQ7Fp0yzN5jLNhlT8IGe8XiVJRbch9FcBj+VVUSWrlG127hrDskWFcs85W9n/0EPK3fzA/n3UR6oQ9+T3dbZv3YKpsPBt6vV1pSXLMjGqZYJo3R157337uOqaq1RX1TRNNHga7AlNV6pijiOkD0dlZ2fPnvP52c9/jmWeqaKB6iZqmobjOuTSqbRQKOLYNkmSqMr+wsICpVKJfm/oTGyTpAmWnNda7RaGYSifhrGxMTbi7AndzDDl2psYJmkS02yKrl+tWCWKAjLZtVtZWGNyfIJEPus0T+j3A06ffkTBSu7Zu5eC56m1srHWwLZtFhZEp7Df79Fpt/Hk/NJstaS3h/h+pVJmdXWNsoQPrqys4pRsOl1REb/11k/zV//9bynKfCKMIv75S1/khudcT8ER45s0xdR15UWSxjE+GqbUAT9x/CjhIIYhZ8g0aA9iLjlfICoct0ij01eQZj3T8MMMW7YfBlnOSKVMnonj7dwySxitEaUaeS6OMb80zyte8hLQpDx2qUy702fTtJTUnJlC13JyhlzImFxPCXpteQ4WgR+pPCqOM1ZWmuSyW9Hvt9CNAlFf3LdOt0Ov22FCdtyCMMR1i6RZRK/VkL+RoGkaO3YInHzFK/DQ/fey8yIxB33kb27l+Hyb9//BRwCoT21i4dRpJdnZHfTwowBPnpOu6wRBoOSfy+UyeZIQp0PuhPCFyckV59G0LOJYU6ppi4tLnF5Y5h3vfp+87hIZMZrssuTZM89RnhVJf5pkSs/adQqEcURB4qu1RCM2LfoS05XmGug69+y9H4Brr72GOI7w+zEf+8ifAPDmt7yF6U0zVOWi8JE/+X1sY8CxYwIDetGeSzl+/LgirC0uz6PrJnfdJchj1974MgTGVt7IPMcy100tkLq8alExDfI0wfcTbn7dLwPwg9u/Ra/TJ8vEgy0VXJaXAyYmROJ57OhRduzcQZoOMf25lAkVE0eWgaa55LJNnqQBozMzCiZjWbYkhogBtnfvXq688kpc1yWR5I+LLr6IxlpDJRblcokgCEgSaWwWR+S5oRbLXM/xDJMRidn/4hc+zytf+wZ+cUAmBROT6Hmmrnt+fh7bthmXSf/a2hpRtA5pStNEvcS7dgnS9KlTJ4FcaaRv2raVVrvFUltMoLu2zrDvhz/g/CsE5nf52CGSlTUKhngWI/UxsjQnTtc1tbMoZ0Quvp1Wm5WVFTUIdEMnDnMSLLbtEINy/tQxGosnOX1cnGe722KkXmZ6WkAUZqa30mz2WJGJzaZRkahtxNkT11x3NQ8eEJv8/fsP8MqbX0yvLyb1PM8oeGUKRfEONpstsjhjVBL1TFyW1pZxXEdtiD2vQBzFChpnOzZmauDLDfDysuCyDCGGaKDlOoFMNIf8keFYjOOYUqmkxtJgMCBLM5UUppkw38nznChcN/TSdUPNQ4ZhYDuGgvecPHacNE0VAc01DbQ8I5MQEy2HfhhgyDbzYwcfZXx8nK3btslzSqhWakxI8vGRI08yP7/InT+/j2JJJA+uZzI9PcWETF5WVpfpdRvsOkdc9+btu9CCdT+DKMlIUosnnjwOwL79B5icmeFb3/h3AN719rdhuQatFYHh33/37UyYJTVvhJFPlpcFlAAg10nSDMhxZfJSq1SJowQkBt+yLMhzBhLyp+k6GimaKSFHg5hcM/nkn30SgJHxacbH11v+cRQr7fXhszQNE6c6hC2Iua3f6+IHYg0ZHx8jSTLF+RAmaK4ySux2uriuqxLFam1oYLgRZ0MUvTFGR6R8YiXh1IkjBIEYd4ERkucQhmJcXnbxZRjoyitmeWmRtV4L23I579xzAbjv/vtZWFigJpN2R4qPOPKd6/dy0jQjGMJWLYskTcllfrCyvEqWr2P8yQSZ15WJ5Yc+9Cd4xTKelLIOfJ9ioQyZhikLE6YBvt+nINf7OE5IkgxTFTICNHQMZHKqadx88+v52c+FienefY/guTWeOiogjGGa0O/1mZoU82jB8UjIkLUzmv0YtDK5brAsx8H2LbuIBoGao2zLQ9cDYglC0a0CcZgrSJKe6fh+pNb7OEkYHRkhzcRBZqZGKHge/e4weXaoVUexbXEfDMNiudFl6xYhGXxybokcg9Vmm7e++Q0ANFZWsd0CJyTEaHZ2Gi3zOfrIfvEbqU/Rydk6I+bAfp4zNjZGQ0K3SqUSxVJJbaZWVlY4f/e5aj4Rni45udxMaZomjSFz5ZkACf1Bj5UVsWYtrTR43+/+PnkqPzd1sjhkiAvSjWcO2nlWJP1Ztq744gc+lWpZJb+mqQEar3uNwHx9+zvfx7Rd+hKn+vOf/ZTLL7uMVqvHpHQv+9q/fp1wEHHuuWIheue730LueFxx9XMBeOzgY4RRiCZvVKnoMTY1w57LLgMgzwXGXJMPJdMEa3pY6bcshyAIlBlYlmVC8SeHgcT5v+Alr+KnP7oNSxPX0VpbZnGlodQ+arUROp2OqhQKQuA68SvPc4LAxzpjQGoaakcrkn6DkydPyr9N9R9NFy9CpVqkXPGU7nYUJhimRjjEAGs5rrPuMhonGYamIZc6Chrc/h/fZPelQr3n6OIpto5Nqmqk53lkWaoWtlqtRqOxhi3PeYiLFR0JQcnvjMAAACAASURBVGqZmpqi1WwhN/o0mg3qE+NceNFFAPz0e9/gmq2j/Mvn/18Atm47j+mREQoVaZSWZuRnYJtNwyTPNFaW1+TnKfXpCRqSrNhsDeinJuPjm/mjD/wuALe8561c97ybOPy4GMSt7hwveN71fO/7PwJgbHSecmmcd9zyWwB8+L99lI04u6I2UuaG5whd5R/8+Mfcccc9XLhHzAeaBq5nq45VlmWkifCZAOjGbQqFErquUyxKR0xNp9frUSqLqlan06HRbBLJeeqcc3aLpFFWiQ1TjKvhHBMGoSJwARiGRhAEak7RdV1sFGSVLI0FZtw0bSIpapCmKbYtjF9AOGkeP35M8QLKpSLdbhstHxqABRRcjzk5R4yPT2A7HgNJzCuXK0RhtG6cp+ukWUogeUXj4+Osrq4yPjHB7CaBd33yyUM88fgRThfE+PI8lyuuvIxE4p0X5pcxc5PHn3hcnKPjMHdqkbEx0Sl4zatfhWHZ/MtXvyLv2y62bN3CocfFOR47vsTszDhaPuy6FbEsS6nexHGM7dgYeaqIcVu2bGZubo7iuaKwYCUJrutgySpYlERkmYY/EPex141p9gImpsQ5mZaFaZjq3hvSRXxYmRObAFShIkkS8jBj9+7d6t4bholhoDaJgmCdUy6LpM4reHQ7XUUu9uTmYCPOjnjja28hi8W4ePLJgzz15CHGRoVilZaBa7lomVi7t27ayqMPH2RYkIsSSFKNzVs2KxUr8hwNDV3OB6ZpYug6ruuoY2ra8L8EJj/LsjN0+IVb+BBtoBsGhmEop+ckDpidnSWUxPIsgzSHg4cO89IXvUj8ZiZIx8PupWUJxaBhzThNY3EJmqyyxxl3/OxHeCWR7O65chONlSNMBSLvCgLQN9Voyg381nMvpN3rcdVbny8+18rYtoVbrZAvipzhzv1PMTU9gSHH0e0/2c/S/ElOL4mcJUfjU//w7wSBqOzbboV2o4MvuwfXX3sNp5dO01gSm4j7DpzgpS8vMSaT50GakOamUlry3BoPHzzBZZcLA7FwMCDBYm21iXeZ2BiUzBEwXOpyY0GWM+gHbNshRB2Mx09RcMvMnTgOwJYLruDI8rLiZ/QHA7KFBWZmxJy5bdsOLMdWvEXTMDDOMFHMyDB0UXwNZCdHz32mJsZZlgiXd7/nfWgYmJKzEYQhOpqafxzd5ZnGsyLp91wPXSrOxHFMu93E88RDdR2Hvh+w7z5Rhd80O87c4iqJZIh7jslDDx3gnHMuIJIV7uuvv4Z77tyriHz/+Pkv8qY3vZFLLhXmWw8/fBDDsFU1qV4fIzYsLr70ckBARAwNNFmtSnONJI7VTk0kA8WnkeoE89pUVbg4y3nu81/C448ICFHs99ixo6qIvL1eF8dxVSt5OPiH/951XSzTpCMXaF3XqVQq6nNNKnlcc83VANx55904jkuv11dwnmKxgO/7qpXcaDTx/QGWNSTa2vh+oOABRpgSRZFi49MNMfOAQ/uENN7Y7FYmJkwGvjin8ZJH6CcUJLnIsAOidJ1YaDs2uibIKIpsaJgCkiNlRRNybrr8Mj77F58AYNfWUSrVEgVLLIol2wA9V47NtmUz6PfPMB6yIM/oydZ7EIT4YUAiF/wgNRmf3kWepPQ6YqK59c8+zfv/6/vp9IW6wnOedxWNZoML9ggY05Eji/zDF77Br71TyGEV5f3ciLMnbMsglkT8omfzta9+nY9+7EOAMOtqNtdwHbEAu45FboNti/EcBAG93gDP8dQmPAxDOp0Op+cEZGhyYpILLrhAOUc2Wh2iKFaLdp4kuK6r3lPTMsmybH2zagqTu3UDKOGmmyulHosoCvGj9WKD51iYlsnpU2JR7bTbRGFEjviNQb+LoWlKem5xbYU0zkBCJ9NMXNuwg2mYJu12WyUGYRRim4b6/T0XXSyKG9s8tRht37mLYqnCYwdFF2V6epZms0u/L8bW6Fid0dEJcl0UM4qlCl6pT1du+u/6xc9xC0Ve/wbhpju3uMxKo8NPbxfkQF1vYFgmsZQuzZKIfn+gOiKmIVxDbWvdnbRYLLK4tMj5F1wgvuM4LK02abfFPNVsdzBNh1x2VcMkp1yuKdOzMIpIs0zBFAzdII5j5Y5qeuvGXMPPXdcTjqqsSzCCphyXLVOYpKlNnWHRaLWoStOhYZFrI86OeOSRx5SwwwP791Mu1+l1xBrWb/fYunUrm2dE9TjwU+IkoychJbrpcP1zruY1N7+S//YRUUBqNbtMTY8rhZfxsTHpsCqSPF3T0HRdyYT7QUDBK6j5JAxDIQEr1z3TtMhtW62zlu3y1NHjJBJBsdLssLTa4A2vey2bZHF0Ye4khmEykBsJt+BgGuu/4briHc7PePn99hove4WQ+B4fqfDAAwXWFn4AgKEHGGRUN4l8o7V8ED8rcM0VQjr5u7d/j8Xl01xy0W5GZYfj3h/dz/TIczgqCxNLp49jhgY3XSzklMsT4+Q9CDUxR1360ley++LrOP6EyEmCPGFtsEYsu37nXf4CPv0/voVhiDlx+eRpirUSExOiS/MnH/tritUan7j18wA4dsoN11xBrjucnBcbh51bpuj2AqpTouPpVMv0I41IQhhLhQq9uM/Wc0TXJs1yTLuIJYsGUdTD0q1148UEqsUCm2ZEkSFNNfI8Veo/OTmaLuA9w//PNEt0u31uueW94n2wXOIoIpWfW6ZJFEWqwOr7AyreM+sebhB5N2IjNmIjNmIjNmIjNmIj/pOHduYu7v9U/OF/+aWhlDRplhNGEZY5xE/qpGmuWs6aYdHuhTRaorIkDFU0klyjPi7abbNbN1Mt1vjxj4fSUjqTk2P8xm/eAgi5y9/5nd+hK4l773vveyjWR7nu+cIAJgyjpxHmklxU1lUlyLSfpocdBAGmKTTwh5U7A41cz8l9sXN/5MDd+H6ougUTExP0Ql/t3AVWP1ewJl3X6XQ6Sq6vXh8V8nyyJRRFMY5jK4z/8vIqaZqi6+JaAQYDnyxL6cgKN+SishcOW9IWrVZLtZzJDeI4WjeA8AMsDQxpvhVrGlG5wq+8Tpj5HN7/IPVCgWlpzOO5LnPzczRld8JxbHzfx7XWDYLyNMN1HTqyunDTy1/Gn370g2yuigqY57mcOnWSkjT3KVcKlCuVdXm0Tocs05T81QMHHqbfD7j0UiHx12g0aLXbdNviGnJnHKta54mD+/ji//gbcR2DAe/8jV/HMMWzeukrXsDcyVNKlz9JPN74xneh2eLv//r7v8cj9+7bEOs/i+Jjf/JeNbXVxyb4whe+wgtecCMAF19yAYaJGnuDfohlOywvCfJpFEeYukkcJ6oF6/s+lUqZTVu2AqJLliSxGktRFJGjK4iI+I6lKjFxHBPHkcJsivdXX+8WSoOWaAgX0QTp07YtRTjudrocOXKEfl+ML9My0dJMde7SLCWIQoUlzdIUv9dXJNhCoYiGhinhf61Wk+mpGYa40IHv0201GZPz6Pj4BM1WmyDwcWTntbHWYPPmbczPC8Lh8sIcaZKwQ/pqPHXkCO985y2UpNnWD37wXcZqVYWpXVxc4oZfupFYkuNPz81z1eVX8KPvfRuA1ZXjvPbVL8KUpGtTE3LFQ2ObNEnRdJ0wNQReAVhdbXH85DzpsIaV5bhukeKwA2lZ6LpOyRX4+yRLGYQ+lqwO5qTYlocjn1UURcoDYfgcu92u6voI4p1o4w8x2KZpEkUxvi8qkpbtoGmaer66oTE/P6+kAwsFj1ve8wcbc8pZErd988v5oYMPA3Dw4AMYGqqTuGPrVlqNFtu2Cs5Yq9XGH4RMyHWx2emgWSakMQ8eeAAAI9coV4qMjYt1b3FxkVLJY3pavB+NRpMsy5SZX1VWxoddOdsROvDDPClJEkrFIo4rOSW6wfTmrdRlZ0lA1uCeO+/mwvPEea4tLdLvdtAYdh8NCoWCeqd1U8My12FvQ0GOoR69rptEaYwpvQHagy5JbvPB3/8wAH/6iY8y4lqcOHVcXUOhCIWCCRIKNT65mWazSSYhiVma02i18OR1NReXOXlkjsq4gNoUJ2e56PIrWFsRVfSf33svr37JS7n9NjF/9MIQ3chxPXHdE6bDW170AoJIIgHihDhKOd4VednaoEOWhsxMbeac88QcVq2PcOLUSY7L7kO706JYKHPqtDRaLVbQbZ3f/sAHxTmbLnMrHUU2DuKEKAmYlPKr42NVLEen7In5CL2AbeYY0r8gtDXsNINcJ5ME5DT0yTULQ3I6ozDAMAwlspCkCZZpqa6MblvUHPMZzSfPCniPaRjrBkhJhq7ruBJyEoUpUTRQC18YhBQdg6wsErKVRgt0gywI6EhySBiEXHPtdbz4xQK7tm/fflZWVvjkJz8NwE033cQXvvBPfPWL/wTA40eeZPtum0FfJIpxkkiHTUna8wr8/zdHeZ6rRNbzPPVdRYrNcjQNFqRpjeN6aBg0W+Icm80Wk5umFdwnjhNlrjMM4wz9VhCL0VDVIo4F6XeYlJimhq4bVKsVpd1r6AKPmsuWs1CbqDKQBiB5pmMYo+re+wOx2Rm+WOVKCX/QQ5dJgmVqxIM2f/e3nwPgk5/8DN//9rcYlSS7/toqk2PjWJI8tLa2xubNm+m1OvSkq63h2US6xvlXiiT91k98lN1TswwvVNN0dmzfqVr3pVKJkZERtRHRNKFd/tjjgpR9bL5Fo9FisXkXAJdfcQlOsczReenou2WG+/feQbsxzw9/JCYGPU254vILOT13XNyoNGV5eZnTiyLpO/+8q1heXsMuicltfGySjTi7wimUVcLV6XZ5wxtez23f+RYAV19zJbZtqg31ynKLhSPHVNJXKpVIs5SFxQW27xILwdadwmVxaJbi+wPa7Q6mXJzIQTPX27N5JrgseT400soknGcIz9NJklC5wGqaSPqHGxFD04mzFC03eeJx4VExNzdHvTZCUc4ZaZaAbSpSu2XZ5GHAgvQ08f0QA42uNPEZrU/ykY98WJG+/u5zf0Wz2aAvx+bE5CRTs5sUbvjEqVOM1kcZ+ANFYB6p1+l02gzkv3nOjTfxxOOPUyiKBe2CCy/h7/7+89z4HMGf2jQ1S6PVYmFZwKJufMFNNJpt2hLWoJHzlX/6R7qSyJ/SZ2m5y65tAj876LXIfZ/cFIv48ZPHGPg9up0+fQnfqdbGeeihw1x25TUAbN+xi9Nzc3R6Um2nbJBlMXEgjoGho5s2w0KTrlskcaKSmThJMA3zaUpKZyokDeE/Ghq9/tAFvkZOjpw6MQyTJE0UX6rT6ZAkiXrnhvP2Rpwd8dBDj7J4WqzlN930claWF3jBc58DwN/81d9QqhbpdaXHTiScsnuSM9RuNKlWq3ieSyyLBF6lBprOsuSi2baHrps8+KDYWFy050JF7geUkk+qyMEr1GoVUqli5zgOg4FPR55Do92j2fWx5AsXRwG9fg/bNJieFXj2xsoig14fyxpCSmzIWef8pQZxmGDZQxiK8CiQ6QRZHgsFMsS7XLUK+HnC3OmnABiv2cRdn/N3ikKJbpv4wYB4kJHnYqw111awbRfXFQXVdrtJf3WVylaBh6/P1pjZNkEmIYt2ntA4fYBGS4yr3/rt3+bwo4/wkpsF5/P6m36JD/3BH6PLjctas8VXvv9dtm8R80mop0xOz9IKxZz4kje8kgfu3c+lV17BXXeKHMIyLBZX5nnzr75JXGii8ZWvf4OZTULNJzMses1lPvbRPwfg/N3nobsGr/jlNwOwutbGjosEfcFDqE47aHmMIVUT8xyCPFWFjCTJ6WMIyJ9M3kqFMnZxksFgCNeyieMYIxs6D8fomo4tC7aD0AfnmaXzz4pK/+/f8vzclxdXKJUJw5A0lRhu0yHNYgJZQcnyDEO3ieTiu9pogWawurqGWxALjx/GJFnOjc8Xlb0kSchBOU+GQcA73/Uuzj//PAA+8cmP8/E//RTjUwKT12g0BLZdLnRJIvCeQ4k4y7DJQS0KunTvPNO5NUtSnnzqMMunxII9XisR+BEr0vDBKxToBgNKJfGbjuNimoaqumuahmGYqjPQ7/chz4nToQSohu/7aqcXRRGeVyBNU0y5qPv+AN8PVCIRx5FUpZBKSElCf7BuDe/HCe12a90K3LLJ4ni9+miIScCXMqRrYcBHPvoJfvET0VGpu0UqjsuaXNCLxSJplhJ1emhy05boUBkb5XaZgM2Wi6RJokh5XsEjjmKFjdV1Hcuy8GS3IQwHHH1qnsNHhFFGr69Tq1V58oggDtZqFXbu2sbY1DYA9j/8MPMnD1EtOkxIib6xeokw9tXGcnZ2lpW1VRxPkqzw2HPJC5mcFhi8yZkpbrzyio2q3FkUn/qLD+ZDIHacxBi6qRLwOI4ZGxtTG3DHcimVSmpjf+LoCaampxibniKXm9E8z4njdRO5KIwwDesMtYWcXM/VnCCwsCgsuHCDzlUSOBy3w8KBrhtYloUjq8+2rvHYY4dorq4qMp9u6BimrhLGMIzYuWunmlNS4Smo3K4PPXYIwzR56ctEB3N8fIKLLtrDpFTn+eTHPyKw67JrZloWJ44fp1oRFXFDN9m2fTunTp3EdsR3pqZmaTaanDghqmBXX30NGTlra6KbaJhiPJar4jc6rTb37dvPza8WOODzLzyfJ594gnFZBXvkgQd4cP/91KS0oOYauJbF1h2ClPvIIw8yPz9HURpnXXHF1RiWRZJkrEh5QzAoVmqYcg6p1Uee1h3QdI0sXecVkYskaehMbhimwNjKv/v9gaqsimcnnuNwfjdMC00zCMNQPYs0FSaEw7kzTVM0TVt3AvV9iqWC+l3HcbjlPR/cmFPOkvij3/vtfPj8TV2nVHLwZVLnmAabN21Skr+HHztEHEVcIl2nu70etmVz+/e+p4wrZ2Zn6Ha66p0sliw2zU5jSaJmkqYMen1CqRDU6/WJkxhdkmpt25PmnMP3L8bUNDo9kViWKqN86MN/zK2f+QwAnqXTWFqi2e4rUZTHfvhzjG5CB0kOnh2hWF4nhGqaLuacoRSuZRHHoRIWMKWUeTZUNUSIASSyWm1kEIQRhpzTtDxVhU1D5Uo5um6Sy2Q3z3JRcB2KrLgFvMTg5HFR5PP9EG+izrGmuM4PfPwzfOfrX8M2xL/PsogvfelL1GqiSHDhBRdw8UUXUJgQ85EWDnjeTTfhVUXeNVqv0W626bQ7fPu27wAw6AW87tWvZN9Doitz/333MzUywags/h04cC+5Pc1cW8yJN166i/bCPO6YyCde/5b34OcxB+4WKkennjpMQkZ+RpG44JiYhrjXQdCnWHAoVcfw5Dz3kpe8CN2tYTrimGmSYBimQrxYUj3SsIYO7tozrvRvYPo3YiM2YiM2YiM2YiM2YiP+k8ezAt4jYCuy2mQY+FmmzJryPAMtpyx3Zt1ulzxJsGRFbbReo7HWZGpinLWmqDDnaYppmOzbew8ANz3/+ZyYW+Daa0X798CBB/jc5z7HlVcKhvi73vUeSsXaGXJ6ouo2lNccGRklz/N1gynSpxnnZGmGjo6mo6zgDx1+mG989Ys891pxjNWVtaftYLvdDkEQYMiORealaOY6T2BkZATTtNQxRdchJw7W2fqmabKyIqStZmdniKKIKArJs6GihLh/Q8xvpVwmCAP1m0ES47reuhyeH+CY69VL09DJNUtJ1wFYpoMuWexREvHZW/+SW35LSFvuvfNOxsfHsf2hgUiFNI0JNYtoaGySROzfu48ZWekbdFtUKhXsM9QsTMskGqxzG/I8V0ZrSZJw6PBTzC2IKsumLdtYWVmmJnWvd5+7G8spsHBaSArOn3iCPPO54fpr6bZE1c02DQw9V0ZKg26XoO+zMC8+zylywYURV1wqKjV37t3LjVdewUacPWEYusLba2gkSUwucaN5ntFsNalVBE500Btw8vhJtktzlSuvuYper0e701HwOzE36ORD/WjNkAZ766ZzGobyGxkWstb9IsTfw3kjz3N8P1CdPtu2MQyDp54SrfFep0NjdVn4Ach/Y8n5oFCQeNjxKWZnNqNJdZ4nHn8Sr+Bh20Ojmpjfet/7uexyIUX87W/fxt6993H99aK9v2nzJu677z513fV6ndnZTayqzkHK8vISQRBQLI7KO5tj2Ra5rFLte+gw11x1Jdt2CB5RFEccfPRRLrpESPAeePRRXvyyl3Pe+UJZp7Ha4PGDj7NQF+N1bW2VcqXCsUVRtS/ZDldeeSVf+fKXAKFnH0cR118vuratTp9S2eTIkadoNESnxtIykjznvPP3ADBCldHRUVIJpZqfnxPQJ9l2cWxR5R9W6XVdR9dFt1Y8O43+oI8nn72uW+hnyCFatvm0ir641wlpmpFKw51er8fKyoqSaJyZmcWydZLhGiL/dyPOjgiCQEHSZqcm6bQipTD4wIF9JElCtyvgZouLi1xwwfn0pFHbxXv28Kd/9mfU66NMSr8OXdfZs+dCDj4mkABZGnHq1Cle+rIXArD3nvvQNCHtC0Ktp9vt4XlDHwiT+fl5hT7I8xzdyChLSeEg9Pnoh/6AMJb8nXaDgueS5jmOlBpvtXvUexpxJLp0WcUhTHxcT3xu6Aa2ZRPIceE4jsD4a+KdD+OAPFuHNBuGQZYkSmmv6/vohk4m8fQANhppmmHKLnuSJvT7PWVS5vsBo6N10kied9yjkabkdXFdpdQjM13e/RvvAuDOn/yI6264keVl0Ql44uEHKTgOhkQjHHzkIR48sI9xyVPSs5B//+o3lHEaWo5pGSRRpIzOWs0u//H1f6Uo0QX1kSoL1hy2I855bGyS6S1TjBcF9HNh4XEqk0UOPnQcgMr/+goXXnYti8srAHiFsoCsu7KLa9vouqagoG6hiGHZeF5BrVFf/vLXeNuvv5lEqlrijpIEsXp2/X6fYqGo5pE8z58xvOdZkfRblrXufqvp6Ghk8kXTTR3bdNi0SUAtHjv4GLlmEMm2V8Hz0Otl+v2AmUnxYFdWG4RJTiiTzx/+4Idc+9znqdb66uoq/X6f/ftE++a6G24gz1GE12KhSKfbUVKXg0GA4zhqkbA852mYfnQD08gxspiHHxRSUvfdcyfPfc41aEPcVpzS6/XUMSYnJymXKyoBnzt1mpmtm87gBhh0Ox182c4ZkjiGMnK2ZaBpFtu3bZXn2MfQdQqep67TNAUutdUSCXJ5cwU9jlQyVCqVFBEaoOQVBIlRtYxyBVP4/9h7zyjNrurO+3fzfXLVU7mqqzqoW91SS+qgnAEhITA5mAFsGHtsZrCxPeNZ8y6v13jWYBvs8dgm2B7AmGx7wGAwJlhIQgIhqRVbuXN3VVeOTw433/fDOc+pZnnNevmo9qr9RatVVU+495599tn7H0AYYXlJiCkfVkc32Vie53d/S+jf/9cP/QHnFpfZJeWxom6HxA8oj4+xUhOHk8bqOonfIZVEvXw+j6FtFuB+4BPHsdI/78GRete+2fDI5YuYpjgEbFSraLHP2DYBzfIjjUqjyovPPy0/c5tdO3dw9tQ5pibEyC9NYsZHxxSUyrZt+vr6WZBF/0bV5+//9guKwFQo9AqerbhYwrZsxYeJ4gjHcBTXxdRNVlZXmZ8VOPPLL9/PJYNDCkK2UakRBAGdrk8YiPWZzWWxTAtTJmHd0gjCSGkza5qGnqa9pUQcCbfcno42SaJkdkE8cxfCQWZmZlhdWlS4chANhCgM1VoolfoYGBhUZNETJ05y5NHHlEvnoUNXU+rr4/TpUwC4pkXWtPja1/5B/n2JTrvN977zXUA0M/bt28cLzz8HwNDwCOX+Ml3Jn7Esi2KhSKFQpCEbIKur6wwNj/Ibv/EWAC7ZvY+5uXk+//m/AYTD9uTkBC+88BIAr3vNaxkaGOSZJ0VefPbpo7hZh2Fp4HPw8GFqtRqFc0Jeua9UIpcr8N73/rL8jsepVissLgueQiaToVoLqNWrXCflis+dPcfi0rwqkGbPz1DIZ6n1oA75Ar7v4SqHTE01TUA0R0zTImOJn6c5Qzw6vUOC4xBFMY7Wk+QLLpBe7UmyWrSaTdalQY/rOExt304gc7GmAamhIEfqQdmKiyIc16UkzTw9z2P7jkke/tF94meOI8yvZEG2sbHBU089zZ13igL+u9/7PsViHwsLiyxK/5hf/IX34DgOseSu6aZO1rVpNcU6GxsbpVqr0ZT1gmVbaJqORCjiOI404pTGm8UCq6srau9utVsMFPrUQbVQ6KNerzA2PkFqiTzXLmZJow66NNdcbTSJ6xE5aVqICf2FPnrtuHarTScMMGUOy7oulgaahNV5QUiiw/79wten2+nw0ovH8GUNk5N1UxInirOXcTNoaUIsIUMLs/NASkkKAZiGWIs9o700hbgbsG+3aFR89e8/x5nnjvD+//QBAB68914sU1e5wLJcMplN6WXTDymmJqaUVq7HIYapky3205R5L5PJUCgUVDNUSzXiMKHtiXuThh6V9WXsjJAt3j62i43za1hFAcV55KTBxvJ3saSQQKHcTxRFGHLvGB0dZ2pyXNVllY0NTFvcy95hpFAo8Tef+Qy/8h+FZKemxegMKfGCfC5Px/exJGx6Y32DwdwEP0u8LIr+KIwUUbfVbpDJuAp/28PCnj17GgBdB83Q0XXxoIWhj+C7Rmiywz080M96rY4fSpwXBg8+8AC333YbAD/32tcyPzfH8eOiq3b53qsIvIBRaabg+R7Dw8MKo9fD8vWKRF3Xf0rdB11D01KeeepRliVTfXKsnzT2acrTfuiHmKZJX0kaPqCh65rq1CfxpgMnCIdO0ZVXVhnEsad+nqYJju0oXHokycf5fE4ZNuTzRdI0USZintelVOoj54iHuVar0Go0GOwTycyPEzqdjupeJkmMYzv4UqXA80Lq9TqBVBCwTIPhcj8lRySRr/z1J7nuVXdwLhYLdP+unQS1Oq0oUECy+uoyRhoof4JCNkPgeYo3oGs6URqpiUg2k8W2LaVX3+txzgAAIABJREFUnJISxSHFolhQiytrXH/NYTqyMxBEKdPTZ0lSsYD3XDqFQUChlMO05X008tiWS1uS8DTNREcnDcX3Hugrsry8zgP33wPAnXe/ma24uMI0TTWp0zSdXCGvEv+RI49y0003s/9K0SWL4pg4Sul0e7boDmGSYliJ6taZpoWmG8rNVtN14ihSRbzIBxqJ5KL0FGDiCzg4Gfksi8+kcfSJx9Wmnc1mIU3Zu0/wjBYWFmg1m2QyGUolsQFWK1VeevE4q6vicDo0NMI111672e2LYzTD4MCBAwCMvuY1fPe+H3Dt1WLaePbcWTrtFisSC3/+/DmyWZeixPCbhsHa2ioL8+IwNDm1g6PPPMP27Tu4+27BC7Adiz179vLEE6Jh8pnPfIHz5+e4/ZWiE68ZGoahcdfdrwNgeWmRJ44cYWxCNAK2754k42a49FKB2T9+/AS6bnL5ftGlr1VrnDp5Wjp3i656f18fflea0GQMyuUp9hk5rpK+K7/xW7/J7/zO7zIyKhy1N9bXieJUqRaZpoGmbzZDLMvBtEw1hTFtoS6WyvLGtm26nrepUmIYpEmiJsHdbhdN08lmM0xPz4hrnyb4vk9ZTjBHhkeI41jhoeMkIQ0Dldd0favov5hC+L9IUnZllTgJaMvD+OTkdvKFArML4mB69+03cvT4Wb7+DXHY3jG1Cw2dYrEk3aTh0SOPCZ6HnARFcchGrcbasqgHRoYHabfbvPrV4uDwxONPQ2owOCgmBesb62SzLlJ4h0ajTbPZVlO+arVDmtpqat9ptwCdEyfP8F/+m/CjOX3qKrxqnfKgyC+HCjksS0e3pBhJnFDIZYl7e3MaERu68gbYWF/jzKmztNbExK1Wq5MYKQvLgvDsdT1K/WX2yglcMZfhmaeewrYtGmuiC+44Nra7qXp4ya7dlIf62KiKgrhZb2A7FsMjIn8Efsja2gYf/dB/AcA2TCaGyjQlMsDNZITynyYRFHEi1qCsJyNdp+PaeInMJ26GMEk4v7qqrtXAwAD1el3VfVGYYNmp2j+arS6WGZCTB4ezp16iMNRH3hTvue8Vb8VaeADDF3k2TVNc11UN3oGBAc6fn1WKhFPbp2h3PGzbUXvW3Nx5soVhPvPpzwLw/l97P1rGIU7FNEKosOlsSOPVouRQ/Syxhenfiq3Yiq3Yiq3Yiq3Yiq34Nx4vC/We33rfTamtICU6k5OT6tTVqDdoNJvqBOQ4DlGIknB0XZdms4WuG6SpOMOEYUKim9SkpFuz4+GHkVLC2bFzB7lcnvU1cZr0goiPfeIvyBR6OvwmrW6HmnSRNHSDQqGgIChgopk6sjFM3rI4dexJnn/yYfRe98h1aDTqqjvkZrKYpqG67pZlUa3W1OlvYmKC1NxU1qlUNiiXywq36jjCG6A3bUiShFKppOQ1TdNgdXUVx3GUy59lCR3X3gi6Xpcwn54efSgkOntYRE26hlal9KlpOlyoGbqwsEAqMXkg4ALNZgtPWX0nGE6G/l27AHjlna8mF4BhRDz4o/sBKGcctCSmVu0pp+hEYUjXT9RnTpJETQLiJCGbzSgoVbXWoFrzmJsXnYJsJk9qOpQkW//EiReYOX+a4UFx8h0aKBLFHn3FAhOjAq6lISYaOakY4tgZoiSl0xbfI5vNc/LUDPMrYtKjO0WOPn50qzV3EcWn/vL3056KTbvdpq+vj+eeEzCWW29/BaZpKPnMIIxB0xUG3DBMyY8JFM7bcV0sy1KTNk3TiMNNxa44juValh2mJKHdaaufu66LY+gsyy7Y2tqacMeV67+vr5+u11VKGI7joGsGa2vrJLJLVa3WyOdybN++A4BcNkMmk0GTOcZxHPZdeTlXXCHG67qm8d//+/9gm+ySjY4M8o2v/4OYKiBG6xMT42CJz3hu+ixmomNL3W0rm2X//v2MjY6p/Nvpdjl18jQvviiwyNl8P3fd/ToaLZFbTNPiyiv28PTTT8hr6TA2NqTgm3GUUq1WmZFqHFdedSX1WoMXXxSj8sXFRUbKA4yPi6799LmzjO6Y4uDVwi39yusOsz63xNy5GeqNHuRohTe+6Q0MDIgc8JUvf4ndO3fBBdfFNE11HR3XJU001bnryaX2cnWr1SKXyyllFU3T8P2AJTkh6Tnx2ralIKC6LuSYe7roruNg27Ya4bdaLRzHJpEdSNd1+LUP/L9bOeUiid/5r/85bTTEvur5LdIg4MBBMVFrtZo88egRlmcEcuA9b/k5Vtp1nnxOwOzKxRIDg0OcnZ5WOvtuxsW2LEKJd89kXEwTrpATsJHRQZZXF5k9K9yxq60WrbaPI6UtMxkH09h0y200WyRJqryE5uYW6OvvY89u8XrPvvg8r77jTh57/HFqEkI0XB5geXVZKZQZCdiWQxBIN+w0RdN0LPnMZnIuuazDwJDIJyODZXbu3E5BTgqLhTy+36YrpUpdJ0NlY4mOnIgMDo1iRF2iMFY+S7Pzc7TaLekXAg8+8CCjoxN4cqrS7XbIZxwGJCY/6+ZZXVvFzYrp5tjEBEvr63z4w0KO/RP/+1P86P4HektfQpx15IAWTdMp2BkSiXFpt1q4rkuKtulUrhtYlqHgPZZp4vs+uYLosguojoEXCqTAxvI6ubzLxKS41k1rmDhN+OU3Ci5Vmh9jbm6OiQkBv5mYmKDdbqt8k89lSFPhwNyQNVqlsk6n01G1nGOF/Py7f5HEEJOeKLFY36gyIieoTx99irtvuflnyicvi6L/dz/46rT3ObJ2hoNX7mfPLoHRPn78RZZW65w8KSQaO36Hw1dfz5NPPiV+P5sl6HoSfikuoh9G6LZL1xcbaKvVptJoquJX0zSGhkbIZntmLSnT5+f47r2iMG132iyvrapNwXVdadbSg5wUQEuwJHGiubLM5//mEwwN9LGxJgrF4ZERoihUdutj4+N0Om21SBcWFti5c6dapK7jYtkG63Jc4zgOs7PzjI+LB8WyLHRDJ0hEEdLf30+SJOrBLJUEEblWrSoseqiMvMSi642s8vLgceb0aQ4cOKD0hNt+l3a7oz6j5/nCMEj+fa1aI5vPq8OT67icn51T/7Ysi3qtTiKvy94r9jPoFlhZnqckfRW0NKKQKSgt4I31dVrtljAvAWzbEsXLbkH8Gx0d5YEHHiSKxO+3ux7VaoeWIvra5AYnWZ4XyfGxx++jXC4yVJYSXSToZkq52I8uk5vrWFiWSVZCowqFPEEcUyqIcVulWqfr+TSljXql2uJ7//Lw1gZ9EcVnP/1HaQ8yFgYh6xvr7JDFsm45+BdI8mqaIYz1wh7RV4xyoygiukA6NgzDC+B1KSTppoFfFCmZRhEpGcdhbV0cTuMoIgwDWvKAnSLWZy/HpEki4CByI+h0uiwtLVCrthiUkJFLL91DNptFl3ksk83gZDPsl0X+9u3byeazaj0uzs7zj1/7Bg/96EEAioUsu3ZdonT9zy8tcMMt13F+WhQrCzNzjA6M4nXEhjswPMRdd93Fc88+pyB+iwsLbKzXue32VwJw8sw0heIYA7LY3X/pFN+/5x+ZkBysx488zXU3Xa8Ki4zr0vV8BZ05ffoUnU6XlRVxGDIMg0KxoDC5l+7bh26b7NwjNtQ9+/YRdLpkbIeVBfE3tqaza98ehW/9m898htWVJfbtEzAGJ+NimqYq0DOZDLpmqEaCJc27erm02WzS7XbV4ajdbqNLcQfkfdtYX6dYLCr4Za8pk5VQqzgSB8Ieprpeq6PrOgOD4jrZrsN/+OXf3sopF0n82q++L3UkEfP8+XOYKUxIOPCxY8e56847SFLx/Dz4L/ezfedOpP8cZ86cwbYtAmm2B6JJEMcx8jHHskxMXSfnivW/c9cU62urjI+J/X9ubpGZ+QUGhsRh2LEtFhcWCeUzXG816O8fUJyRV9x2G51Wm2UJBVxYWkJDw3GyOBKWMjszS6QlZCVBlVQ09OwLGothEKDLnBRrEMeRgjBODA+xsbHB9klxHWrVDVrtKn5X5LhLLtnB0sqCKtiry2tomQIWFkXZcJsYn2Jy+wSO9Pnoz2TJFXKbNUbGwms3FFTPCzrk7BJF2eTzgoBAC1jfEJ/p9JlpHnroh2hqXTqYhqHyiZDfTRiVssXLy8uCt4iuRBWExPumb4ffDdh32WVsVEQBHoYhnU4bRxoOer6HbTm4rmxUNzqMjU3S7YjG5jt+/h3cdtdruP8nQljGdV10XVfiI7plUh4YIOh0aTZE0W8YOt2ux/nzou7dqK6TpvAr/+GXAOhqOVbWOszOivs7Mlbmxiv3XzzmXHEUXZAsu+RyJs8+8zgAt9z2Cr7wxX/Ak2Q1DY0XXnyB179eaM3ed999TExNsnffPu655wcA2K5JEAa4PTWenOAIdOUpO0xTluYXGBPrh1J5gJ07dnDLzTcB8K1vf5tCoaC6cGkqulODg5IBbpo4ekwgH+7Pf+ZjOC6gxdSbUqM+n5OnTHGJW80mo2OjnJ8RN9GybCYmtrEmsW1hGFIsFZQ+/cDgALbtsiqVNBzHRdM1+ofExtXtdrFtm6pULDIMA8MwyRfyavMCkVz0noxuKMx/eolhcnKSMApxZRIIkkgq/UiPBNul3W5vTllcl2KxxMaGJOU2mti2fYH2eMhAf5FAFujzx16klsmSyReIfFmouCZ+4Cs8baFYoNFoYBjiWvtdD7/rMTkpDn2Dg4O87W1v49lnBDF3ZnaeVssnK5UTIqOI32zx0gvPApC1bCbHx9B0aTBiasRehB9FGLo4CFx7+Aa8ToulRXFQaLZCCkVX8QqKxQKGpZGTKgZ9+SxbcXFFmqaqq2ZaJoa+OWULE1Ho9yYBGdcmjjabHz0nTF3XlS6/aVuYhqkIaLquy8Qsuj1JHIPEdYt/R5w4/tIFHe4QXdeUMy2aUJHp5TXf8/A8T3V2Ws0WgwOD3HTjFaqTphsGcRQxLouNq2+4luHhYfWeaRzzwjPP87Wvfg2A1cVFAs9XhUVftsjy4jLNQOStVtBgcXVGcVlCP2RpeRlicRiq1urMTE+LqcMFpoE33XgDD0pvjl17LseyYoJQbHDf/taP2LNnNw9Jo5t6o8NTTz7F69/wegCef+F5QOf++wQJstRXoL9cpt4Um93AwCCmZfHLv/orALj5LLGuKdOa8sAAfka46e6WLsAnnnmJHz/0MOPSAXV0cJg4CMlKpZMg9qnXa0TSyKhYKACa4mdYpimN1sS/y+WyaHbIyY/puORyOdpyQw58XzSbwlA1koIgIJPNEspnyjD0nzJ47O/vw3FcpaSWalvI2osp2p0GQSj2nPHhYbJuRvF9yuUyDz9yRB0SfcNhfqPK1QdFp/fM9AyNtjhEprIJGAeh4J0km9PGYiFHKh1YvTAm52ZVjup4HraT3eQA6ia5Qh8leRDpzidYbg5T5qfHHn+C8fFx9uzbC8AVV15F4IckwPPSr2hqxy7yuYIy77Msi06zA9JsM01Ssrms0tAHCLwumqxpvG6HTDZPrSFNTRPRGD18jfjecRozbEQYpsh5rbRNa62D6xaoe6IGWWmc58kXzmDb4jWTKMa2LNWZTxKNVrtGT+xK1zWSJMR2s/L3IwYGh3n1naIeHB4dx9RtYk2SHQydOEo2jfgMDcPS6XQ89Z37+/tZ36gqwYQojgVnUh5+yGosLS3hB5vk/UKhTzVsK5UN4jih1fLle+icPHVM+aF86i//CkdPKZZE7dY3NAzaZlPWdTMkSUKj01YeCIsL8xw6dIBmS1zbrufRaDT53Je+AMC/e9vbyWfLuFLJbWZmhhuv3M/PEluZZyu2Yiu2Yiu2Yiu2Yiu24t94vCw6/SMjI2p8k7VLuG6W/ZeLU8v8/AJJAqMSl5rqKQN9Q3z7m98EoFAoUF1fwzX3o0uN0yiIyWdL6jQnGkWJcjvTQtHFqVTEqbnZ6XDpvsu55TqhcvH2N72Jf/jGPypVNS8IyGaz2PJUbRCjpSEf/58fFZ+hzxYyVqnGoYMCe1qtVoXcpBwJJ2nC+Znz7Ni5A4DV1VVarZY6Dc7OznLq1AnukGz9OI7wPF+x+7vdLrlCnlZL4u81Hdu21UjK9wMyGR3QNjt/SYpu6KrDmc1maLfbjIxKaSdN/F2POa8nMf2FvPr7ME0YGxtRJ+BsNsfs7HmF4bcskzhNyWR6UngGGAaxJ0drVpa2F1JZn6XbL7qVu3duRzcNTHmyr682cF2X+AJny3e/+914Ul+43W4TRRG7pUPn5PY9fPJ/fx5NdkQIQx55+AE0Tdzrqw9fQV9/Qd3bdqeFpllYVoE//MM/B+DSvZejaQlPHxW443/4P18kjnw02eFwsxokGcysHNdpAn+4FRdRaKhObr1WI0lT5pfF1GxkZAzTTNA06Uwdx+h6qqA5mqYpda5eJ7fT6WBblhp1p0kiuvQSbmfo0G53acup2PLKIp12W8nbxlGEYepEruw2F0vohs7StJDwm5tbxrUNyv1ibH3ddTdgOw6ObSufjF2XXMLu3buV1rft2MRByJEfPwzAkUcfpd1qMSix7XXLxLUs2h3RkVxYW8XOZrnmRiF1ecMtV1OprPKDfxRd906jxdjoNkYkvrZSrZEkAX2lPlLZajMti3t+8AMuu0zgmXNZm6HBLPfdK9wsD1y+mzNnz1KrieuA5RBrKdPTYsJ55vQ03a5Hf7/oel1//bX0D/QxPCzy4Pz8PDfddDO2nK7VGy0mpyZxZI7ZWNtgdmaW2+54JSsr4n4+8shDRL4PkchL88uL9PcPsLAgMPj7Lt9LGCT4vpRcLjtykhup+z84OKCkB30/wHazSi7ZNAyCIFCT30KhiO97BEGgsMf5XJ40SYmlnIphCMfMnroaaUqcxBiJ1DTvtTK34qKIWm2Tf7e2uE6SbELU2u02ExMTbFSEXGscxYR+wKnT0nOj28XAoNnsUCjI/ToWqjA9OF8UxRy+5lo6Ej2wtrLE8uIa1ap4zcMHryTVO6zLdaRbFqapU61W5GdogW4yIqddy8tLVI+fVPmqPDDI+Zk5zp47w9VSzevRRx4DXVc5TvCXdJDfKyUVXMmejLgm/l8iOX2GZeJYNg3poWPq4vdfOjEDQF+5jyQxqdfEd+p6Au4cRwGJKddakKBrCUkqVdEMHS+MyFli3XQDH83MoPfUeEIdzcwSyWlkgsnswhpf+fsvi79PdXRdxzQlv9OPSeKQQQmr6zQ7hFFKtSlyYqfVoN0JcF1HyaXqpvDhiOT01zAcgjDC93uyoTa+F9CRsOg4jklT1HVB08jn8gSeyDep7vKnf/oxfvu//aZ4T9MEI8fUpTsAwec4fvw4oSe4QgCjY+OsrVdYWBD7QxDEgEa3KfLN33/1H7npVW9UqIpMTuaZnyFeFkV/GEUK4x2FIc+/dIrQk2SSKMT3A9pSTm/v3r2EXsjle4W03crKCmkS8eMH7mf/PjHuPXN2Gp0YRxpCOaZOFLv4CrMLumsrjH61VuHJpx7j2kNiMYyPDPP6172WL35ZPEiGZTIyNootx1qkMV/4/Ocp9QkMuJvX8Ntd0lRTD0Z/f4mNjQ10XdyMpaUlDhw4wJo0bMjn8lQqFVX027bFG97wJtryQVpf2yAKQ4XPHxoapFqrKX3ZXC4jyYOSyNOoYNujVCob9B4cwzAI/IBEjoyCIGR0dEwR2tIkRdc1dZCwbVPiW3s6/LCwsKTGXL7v0253VJIwDAND15VkoGVZdFpN8jKxGYZB0ooJdYNmSxTl5xdWyWcdBWNaXV3FsjOYcsH05RyWZs8xsX2v/MwBjuPQaYjP+OW/+zqxZqHr4j2eeuxRwtDj0r2iUEGLgE3+hW1m8UODt7z13zOxTWj7appOHGlcfVjAuYaHRvnS5z9FEslCJUnJZrMKw9v771ZcPNGoNxSsJZ8vCA1pRdTViaJUYVPDMMLQN6F4IIz4LpTlTaKY+AKyb71Ro1AoKI38kyeOkc/llWmggTB16b1nq9XCsS3W1kShOnt2gXangy8Pu9u372R4uExOQgTQNEp9JQ4fPsyll+4GBPbTMAwef/xJ8R0rVY4+9RSrS0Iq0FSblVjvS8vLRFHMQQkzOHT11Ry85jocV6yN+dlpPvXnn8ORA1/bMImThFgWN65r8+Y3vo35hQVFgt65Yyc7d+6k3pSH9NDjxw/cy5WXifVqu1lOn3uJ0qBo0oyNjbKyssz3pMW9m8lg6IYymZmfW8RyzJ/yL5mfn1eQgjCKadWaeJJTUKnUmJ8+z9y5Gd7+828T97dUpJTNUZbYYdvJ0Gy2SOUhbnFxBcex2bZtEkDlq0AV4AKu1Tv06ZpOFIXYiShMerymrmx+hGGkrnVW5sowDDEMA1OKPSRJIvHEpro3ntdV/Chb+5ngt1vxMomFhQWF4Y7SGNN0ME3Z7DIMGo0GfX1Cjvuqaw7QaNRVwVbuHyDwQ3R02hJK0/U9Wo0m/WVRQxw+dIiNWp1sRsI1Zlfxux327hPctuWNNqZlkZNeAfVmm+W1KgNl8Z47d5RZWa2wsizqiyiGXCHPybNC+jY4dhpNtzCdHI9JzwzXyRCzydlL0xQ0jUTyb9IwwrBtEgn/Mw0dNLDkMx0FIREaifKvCOkv59mQkOQwMklTjVg2Y8fGx5mZnsV1LCX7qRs6ruOqnBPH4sDU7sr6L0kwDVOt5Uwmg+d7QnwBcQgxNYPQ7zUldJIo2fRQ0kDXUuYl/wc0DMOgK8nKlmkSJwaeH2D3oHdRgpbGqvkZR6k4tKeSV+BFQnAk7Xm0iIZvb6+wbZsgCugGXfUdW57J70uy8R/88R8yODXKJZeInNlo1Rgfn6BRrVGRPh+6rqGhUZbPR6VSIY5DklhCgvJF/CgmY8tDpGx4/Czxsij62+22Yk4Hvk+n21Wn6vZGC9uyyctOz7nTp+nv72dDXhxT3rRWq6WSdrPdZmgoqzBX62sb+F6HUp80WWp3iaKQZltsNKblEMURTz0lNtNLL7uMTM7lA+8XBjG5Yol3/cJ7uPWWWwFYXlrire94O64shj/1V39OxjaIQp9WzyyjUEDXdE6cPAHA3n2Xk8QJeakQJDp9Bs8cFQvwhhtvJEkSpSjieYEg90WbD9bE2Li6Tu12i9QwVKdfdNtToiiW6hKi6NZ1g1pddAOEko+hSLG6IfwGehh/w9DodDrq2re8LoZh0KiJg0gQBoyMDCvOQBAEFAoFRU7yPI/BoUGFczYMA6/rCaKsxCbOzc2zfcek+hsnkyXwPLKyQisZJmeefpSH778XgNe+9Z3UsUikgd7ccpUdew7w1OOC8xEFbS7bs40h6din6xqtZgddE89LsT/LxMRujh+f4fc+LDqcb3vTG/mTP/kjekorE5O7eN8v/xqf/uQfiWtp2T/lT9AjPm3FxROe76mCq1TMCA3p3s/kc63rPSUeXSbsTbJXj2jXC9MyMEwdel0uNFYWF+hIYu5Afz+e1yWSG4GhawSepzp5jp1ndnpWYfY1zQI9ZWhY5KSdO3eQL2SZnBQE2KuuupLBkWHKA/2Km7Cyssp3/unbvPSMyBm2beN7nlLbGt82gWU5PPmkyGOX7b+S9773fQwMivcIwpATx09x5IjA2x956CekSUJ2oF9+ywTDsLj22msBGBoa4lvf/AaGYSjDncpGhVa7RbMjuQyJz8BgmXxWEPFyxQIHr75Rfe/vfuc7lMtlStKfJJ/Ps7q6qg4mtmVz7NhLqnmRz+eFcIK8zp2Wh5bqXLVfuGOvVzaorlfYt/cyXnzhmHgNR2hgF6WjZiafY8eOHTz3nFAE6nTaOJZJURZImqZjGAapMvwRHddeo0BDTDF7ZMJ6Xaiw9Xhnke/JgiBlUwcjpdlsEMfid7LZjGh6JL1Gky55V1Js4gLe1Va8/GPfvsuUj0exWEIHMrJIHB4ZYn1tXU3g7r/vfunWLe79RqVCitBqz8hnaHz7JOMjI0yfEypW56anRUErn4sohT1793LqtPAnMu0s5b6iatjphkHWtlmTa//w4Ws4cDDDo0cEWbSyUcFr+1iOeIYPHL6GbZdcip4kHH1KTLh/4wP/mT/76O/RkVw2r+tTbTTxApn3UiDwlcZ9BpdIS34K265L00EQh+FKtU4qD9NtKYTRy7vLi+uUCv34QajWv2M4NBuNnzJnNS/gFZIKBb9YfoagEQgBBLk2/TAi0g3lexF4EaamK+GAOE1xHFuZKnphiBYHJLKLPz61k/WNNZI0ofe1TQ3COFLCH0EUE/qe4uPEYUSj3lQNWy/wyebySPACYRig6ZueLVEYkhgpQ6PCSPUjv/chPvInnyTpiL3DjDRs3USPEzT5vafPTtNX7ldqb2EYkcQaLcmFeMX1t+LmCpveMsbPXqNsYfq3Yiu2Yiu2Yiu2Yiu2Yiv+jcfLotNvmCZ+Z3PckstmFVZSSLx5agy2c9cuSGF6ZgYQkp09DG5PgnFq2yTNZpOOZNdnsy5RmpAi2sW2AVfs2c3ZaaHeslrvomsmcSp+fvL4Ce6449X094uT+8z5GYqZrFLr6TQbeF6AmxHdrTe/6R08fuRHNKqrtOXp7bwfcP0NN6jO/traOvl8QXV65uZmeeyxx7j8cjG+e/bZZ8hlc+SldbNtWwwPj6ixt2VZGKahrlOaCuypIbFupmnRbDYEtkx26g3DYGVlmWJRdBfcnEuqJQSS6xAnKYZuq3G/pqWsr1WVkklpqEy3W1PjOcu0iONYTVDSNKXr+0qhIp8XkKWeHm0URZRyBeq1uur+t1pNHn/iaS6TzqPlgTJ6MSapiWlEGPpoWkRWdmH/5at/y8Tewzx5Qtyrg4dv4LmXjlGvizHm7t072bNrAhLxnbwwQtMd+spi1H/s+Bk+9Lu/wu9/+I8p5+X/e+E4b3njO/nWt4XKia7B5OQOXn3HawB47LF7CfxYTXJ60qxbcfFEHEXKxTkMfHL5rFJCaLfbFAol1W2ClCiOCKOeLrtOSoJlmUTyNQx0ahvrytOi0xFa7oanAQF1AAAgAElEQVTs/mhpimUa6jU1TcOyXHqtYNe1qDc25XSjMKB/oJ/t24VK1dj4CLfcejPDoyLnNJstGo0G8+dneeIRgdk/fuwYfX19dOXoOwgCOl2PbF7kDE23KPWV+fgnPglAaaBMt+vx/PMvAfCtb32T6dOnSCWWvdvtMjw8yh2vvhOAQ4cOUK1UeOppoZT14gsviPyUJmp60N/fz+DgILGUBFtZXGfnjktYlR3HQiQ+59mzAs+cyWRotVoUZF5rNBps37GDNQkBcDMul+/fR0m6guthgpam1KR0cbYoNPt7ikXbpibZqFXJZjLkSwX5HjbbBod56qhQ8Lrh5ptEbpPOotdefw2rq6uqk+95Hq1WS8EaTNNE03Q0pDyrYWAam3CfXC6H7/vq3luWgIbquqYUOOr1OtnsptRgGIbouq7+nciOaE/Cs+evshUXR5SKZU6cFGugr69FLpehX+Koz890qNfrnDx1Uvxufx+WZSk0wujoKHESU6lUMSRUZmlumZWlFWL5DI6Nj6GhkS1LBaDAY7VaI5Yy5IamU603KRQFNr1Y0vjgB3+dj3384wCcPn2GdrulcOUjIyO02h0cqXIzMDTOjh27iaOQHz/yKABeu8nr775bcRFWmj65viI7JOzEDwLCwOOb3/g6AJZh4Hda9JfF5HBubh7YlDHOZDIC+mZLnoIfkWqp6rp3/S5hGJLEqJqh1W5haYby1Ojr72N1fVn59KBpmNK7B2Rtk0JH5kDTNMV31kQnv1As0Gw0eoa8QoEtipEUQcIoxnYsJIWAt7z5zfzlX/0VIDhSAEEkVLl6UMtWtYZuGGQkvzIIIvQwpCIlPJ2MQ7PZwpTfIUEnTSKFqNB0E03TlM9HFMDH/vgj+B2hBqabLokeQxITtEQdNFnKU8g7DF4muIxHHnsMv+3jyOn1/d/8CuX+AWqy87/v4LWAgKf//8XLopoJw1Dhxi1DbJw96bNMJiunTOIQMDc7j+M6dOR42bZsHMchiRPOTYtR2cT4JN12u+dQjaXrZF2bIJbEjJxDpbpMJicerCt37ObEibNEkcSqhQn33nsfl8jC9PDhg5w9e45DB68EIJvLsrCwSF2SQR577Aih5zE4OsI99/4TAIEfs+fyPRSKYqScMbOEvk9TLvKnn36Sm268WUn2NRoNTNOkuya+19TUdimlKTZDz+sSx7Ei0WYyLkEUsio3R8uycN0MkKLrUoIzCDFNC8OQD7MfgJbSlCZU+XyB9bUqriSs5vM5wjghJ4v6Wq0utP3lyMkLQxzHVou83e5gGDq+LOijIMQyHWrSQrtQKODHEX4YKJzg5PbtGI7L8VOn1Oe+4qorGB0W+qmnnnuSUjGLKz+ziU42P8LOPSLRHDl6lOeff5aRAbEgb7r5GkKvTRJIfKUf4ocxR595HoA//7NPsnfvXm648Rocuai7rYh6vcV7f+E/AvDFv/s0egq7pKnY0aMWhYxDtwdjam6N4i++0HAc8UxEgU+n3VEFWLNep5hzFf66220LDH/c47pE2LaLZWjUWuLQvby0QCaTpQfFnhgZo9lsYlygyy8KQZH4bUsniiMFa9OShJtuuZGXXhSQlE7Lo9VqEMr1/853vI1MLqvw+mkY8fjjj9Hpdjgj18rY6Aie5zEwIEiwnucRpxoTU2JsfOVVV5HLZqlLMvGjjz/Ft776VSpSYtd2bCzL5nYpFnDXnXdSbzSYlVrQf/WXf8nq6gqvukP8/PL9+5mfm8MydUoSrzwyNiz8O2TxUsgPEMY6MzNiDL26+gKFUj87dwr+zOrKCpZtK0EC27axLYtbbxVQSds18T2PoN3Dz4Y4toUjGziVjTWSJOGJJ8R1OXT1IW65+WZeePpZ5mYFXtmyTRbTVabnxL+bP2zz1re9hUul0VGn44miXt6rNEn+FU9H0zYxuYJ0m6oGTSaTQdd1VXgEvkcSJPh+sOndks2JfUiO9OM4JklTxV1I05QwipRUccdvsxUXT5TkYRfE85AkEadl4zHvZjAllBXEATCXyynp29WVda46cAXdToB5wXMXhCGpLvbehZVVtDhG0ySuPInQUp2MKwmtXhddNy4Q7vD5H//jw4yNicPw0NAguo4q4HXd4MDhq6k1xHOmmRZh4BOnCfW6lIEkwh0Y4ZZDNwAwu7LA+M5dZCSJFsvg7PQ5PvThPwDgL/70fxF4HpddJvwvGrU6aRIqDl+r2SJxE7Se2VefWFNdCUERB39xEO6tLUMXJPkeF6rT6bBtYpvC+Htel0RLVN0T+impDqa+KZWrazqaXHfNRoxumATdTYy7kEYW//61D3yAv/7sZ9HkWv/4Jz5Bt9vFcV2Fi0+ShHw2T03Wdyk6YRwrmdAw7hBJbgAgYVybHADNMAmCUO0VaSr2gR6ECc2mFRn8rz8VzZn55WXGx8dZnp+lTzY/hvoL+AnkZLNkaGSAdPAA7oiAKFcWlvnJk/fyplcL4Zj1Y8fgjfxM8fIo+qOQVJIkjFyWsNulJZ3J3L5+4tSj1itUnRxrsytk5SFBQ+AjXdelKw8C7UaTJIyw5IOhaxr7L9vHzksEIe7b3/0+oZ+qYviqKw8wP79Ko9FTxkmI44RTZ0SH7LbbbyUIEu7/4Y8BuPHGGwn8Ll/+3F+Lz5TPcOLUcwwO5hkYEjivU6dO89Wvf5U3veFN4jUdnW6roxwarz58CIixJMu83WqxuLDAlNSnt02TMIw4LTF927ZtE0SZfrH5drue4DrILt/KyjJhuMbevXuVfrCmoV4PYHFxiTiOqdTFz1vdmF/697/Cr3/w/QBcd/3VmKZJJxRJoVKpys2yN00wcR2XlmTr25ZFyqbqSeAL0m1vMQRBgGHqFPtLhKHE8Nk2o2w6KrdaLR555FFe8yph9uOUR2i0GpxbFIXI/oM3sVL1ePRxgWOenjlBxkq4/hqB8TW1hCBNFfFPtyxOvHSC97xX6HxfdUCQGD/4wQ/wzDPPAPDJj32aUXeEilRG+MbXv8HPv+PtfPkrXwLA0kOqfldNjoILsN1bcXFEq90imxFJ2rRM0jDCl+IAYRDSbGTI5AQG3LFMut0uGcnd0FKbIAw4e2ZG8V3y2RzZbFbxPGrNGmmaEsSSHxOnQsWBzbWip7rywEiSFM/rcPl+sWF2Ox1Mw2W/bCR88i8+yfDwMHXpuxH6AaurK7Q7LbXmLdMkRawhEF3397z7XbQkie3pp5/mRz+4X6nWtNsNNEPnBllg3/Xa1xDFMZEsTr7yt1/h6NNPK6xqX3+Zd737PfzL978PCF6Ek8uQsU2m+kQe2bZtiuPHT9KSeN2NtQYPPPgoZXkQMU2bKEmwDJHXBgYH0TSNHbt2ALB757hQvpEbpIHE48rfj4MYdFsZbZXyLvfccw+vuftuABbm5skV8iytLLFjhzjs7Ll0D2maMiiNi1rtJqsrG2oiaZkaI8NFlpbnxb0yDHKOo+5tp9NF0zQ1penlr94hIAxDGo0mnmxueL6HgTBm672GbduE4aaDcyGfp9VqK+y+67oYuk4iEc69AmErLo6wbZvbbrsNEBj9seERfvITUQ/s3r0bJ2vjSYfoRr3Gyto66+ti+nXpvn2QislQW04b4zhCs00M2fGO44RKrUouK/KFbTqkaKoj7jouURxRkK6wUCebzarX8/w5pqYmOHiVyCfD4+PEusH9P/gRACMTU7Q7HZxchg/++gcB0Mw8u67axpOPi87/1Mg4Z0+fY0pOHzvdLotz83RlPXH6zFlKpT5+cL/w6ChmMsRJqpqCo6NjFAo5ag2xr9qWzdLysqofmq06xUKZQj6PL0nx2ya3UavWlICJZloEfkfx6CzLws44hIF4zdTWMUwLIxXXpVQsyfoReR1j4jDGkg0dx3VIk5Sy5FJ89Wtfo1gsKr5XEATkNJ0gTpQXgGGYdD1P1Sw9cYRz584BUMgXsCxTvacXCF1/W07vWq0WhmESSc8ETXqC9PJLEobMLS1hSOdzDINKvY7m5jBkkyBx+8mbqOZ3GFisTJ9hXBeIl3K6jj6QcmZF1kl7ruZnjS1M/1ZsxVZsxVZsxVZsxVZsxb/xeFl0+vOFgup4+34Xz/MULvztr30Dpu3y2c9/EQAdje3bt3PihMDPra6u0lcqYdu20lWenTsvtbflmcbUWFpbYXZeSGhFfkicotj1J469xPfuf5BfeOe/A6BaqdDtdPBS8Xp//rE/4wP/6TcplASe7r5772Nl/jx79lwCwBUHruCZ5x/lhRPnyWXFibJ/sB/T0vnRkfsBMFKTV93yKqXbXavVxKhbdu3K5QE6nTbnpsVpMiUll8tzlTy5R1FMq9VU8IF8Po9u6NSl3KbjuLiuy/mZ80obenhoiDAK8LvihPnlL32VleUKhZLogP3iL76P/v4RfumXRFf8+9//LiOjA7TaTXmtNzX+QXQYoyhSkp2AVByS3S7HJgg2df/TNCEIfcrlAUKpEOC6Dn19fezZI6Yua2trGIbDQw8JNZ5X3HoLK8kSniFgFY89+yJ2X50zZ46L10w8br/levqLPf+CDugmmmTnP/v0Y9x04+28/5fef+EjJpwCD4vT8Fvf+Ra+9Y1/wpGW5+NjI3zk9z+E70ndXc0jk7GJ5PPRU1zZiosnioXiBXANAd/oKWGlpDQaTZpSl3lgYJCs6yj+TLPZgEQj6266NJu2ycraChm5tlzXJYoiBUvU0NCSVGl393LLppFtShJDtSqgNtu3byffN8jcvOSqHDzIzLlpBf+Ym50WShaahimnB8vLy+zadQk333IzAOdnzvPEkad5+MhDANRqDTTN4NBhMd16xStfgVvIsiJlQo8efYZHH3mYUHasXdfl1ttuU/jZSqXCt77zbQqShzQwOsyhQ4fJZrIsSOjMD3/4Y7KFAs89L1w9u52YTD6P7Vry++q4ro0u22bFfIHd+/ayV0p61ut1dFJcW3okJGAbupLwzRRy6Lqh5POSNKWATRiKzviOnVM8+MCDmJZJLiemnO1Wl4WFBYaGBB+iWqljWy6msSmx6TgZpfABEEcQRZJfEaToZqQmlr2c1pvG+76PoW8qgiRJgiFfqyd37Eq38iHpmB4EIYZhqrzn+76QCpbPRUFKL27FxRE/evBBNUHTDYNSoUClKtbV0vIcGi556eNTHh2kPDCEIb1kOt0O52eEd0VPnS9MA/L5Phz5N41mg1y2gCPXkeWYWIlNsSz5eBmXbrtNXeYsy86wc9cu8gUxzTx39hz1Wh1jxw4AXnrpOBM7d/Grv/VbAGQch7XVNfoHBqhI2fBDh67gJw8/xKSECMWezyV799Bti+lBsVhkcnKSPbsF7LXZahIGXbQetMZvYeo6juS8mbZFVPUJ4153OqRc7mddrm3XzjI6Oc7P3XEXU5NiSqfbFrquKzdj3dBpN2r8/d/+HQDT87Ocnz2vEA2plpIk6absODq2Zqu/r1QqZHJ55Zze6XS4/MormD8v8qymielJD94XxzGGaeAaJi0J59F1nVzepSOvQxiGaAlIQ2/8wKe/v5+WhFGmqZCBjuVkQE81TMNQ79FTg7NtUUtlMhkqlYrimOq6jmmYZFxXOLsDrWaVQEp/AiSrCxhpSOOkgFGmff1Mjg4RBiJ3P3F2g5+ueP7v8bIo+mu1Gn2SbLp9+3Zmo5hpOUrZaNRoNjs05QUu5IrYts3UlNBcnj0/yw033EC73WJ2VtzYfKGA1/XUyCgIQ86cPsMl0uApX8hTMAwiifGv16q87x1v5Yt/9w0APvGJj3Pvvd9htCwWg9c+wac/9XFe+8Y3A1Auljl46AZWVsUN+PL/+SIRHoPDQ1SkTXZfWqDUV6ATiPFuuZCjUq2wvijGVJl8jo2NDYaktnQURgwMDDAox+SNRhM0XdluDwyUKZVKCh4EKVbGVeSQIAw4cOAg09PnFBxAWD37uBLmoOs6QejR6Yhid9++S/nSlz7HE08KCb8gCHjph8e47RW3ALC8usiQPoDds5oPfZLUUEW/bdvSfl4UQr7vkcvlqUtoVhRE2I5Nt9tVerPFYpGlxRXKZXGAch2XYj7HtFyUx06fppgrct11NwKQpHDPQ4/TXxTvedllhyj3lxQ/ww9j3JzL8eMCBnXD9bfx0Y/8T4W/1fV/Pcx63d13M3PmDK9+5asAuP+B79FoLCLzL5aRIzIszsrPlNO2dPovtjBNE0/qJJcKJTxvk3De011vNMRzahoG83OzuFIW2LAsTNPE7wYcPiwwk2fOnGFyclIl8mqtSppuktREQZkq0yVNF5tLj+hpmiZDg2VltFWr1bh0eISibBKcOXGKpcVFtXZMDTbWV9m2bZJMtnfwTjGweOLIUwDMzc1QLveTy4uRv5stkM3muPKqKwCYnZ/hmede4NgLokDPZ3NwgdFdvlQgiiIW5sWI2A98Lt+/n1xGFP3jsvHyyCOPUiiK91haWeP0w49SLIn1XCgViOOIQubCcbzN5XtFkd/pdOgvFqhII60oCllbWmCgLPJcogmIZhKKXB0ZRdyMTSzXt1sYYLk+w733CQOxqakd3Hnnazh58hQvvijgl7lcnnK5jCkNfw4cOEQYBgxKqdKzZ8+xuLpGoyreY3xslGq1RkealumGThT5qCOBpilxCHFvdZI0Uf+2LIskCoX5ojy8aJrG8MgweQkjWFtbxzQNOh0JIep2KBYKbFQkUW9ykq24eKLcX+DW60Sjqm9wBN8POCm5NsOjZfpyeXRD7INr9Tau4TA2Lvf2JGX3rp2UBwao1VcAyBoeUeJimbJ4jQLQDEVA9WOIvS6lojzYtju4ehlTQhLve+hROr7HHXfcAcAlu3ezuLjAjOS5rK9W2LN7Lz/4538G4IZbbiUMQ5589kUWzooGmpMxScOYJ6X8dWG4RHF0gpU1SUAeHqTdbrO+Lppepb4+NlZXyMqcFYYRhgHBqvhOHa9LoZBRsFjLNPE9Xz3ra0trnDl+ks+dmqYr4YGLtQ0SLVUH+IzrkLUMdsjDS6NWJQ4D2rIRaVsOlmNTlL+fJgae5ynjPUMXUM3eocC2bHQ06k2RVztdj4FCiWbS8yayqUs+Za+hk2oJGTfDxLjIf/VGndGhIeYXRD2Qzdg4Tk7BALtdj1Iur0QaQMKGZC7QTJPVlRWyWZFXO50OgwODVGQDSNM0ojhGI8SVPDQNiMMQUzZkAj/AzvfTkUIxzxx9koNXXE2tLSBk+6Sk8c8SL4uif9vEBIE0S8hlsziOozr9f/PlL1Is9RFItQjTsuh0OooUMTBQptNpE8cx65LUulGp4jqOUs5p1eocPnyIuVlRIHe6Hq5r0ZQPXn95kNpGg3e9URDY/p8P/SFvecvbec+7hfnL1NQUa2tr3PM9sYAOHjhM6fqbcVxxU2+95S6+d+9XyRVdCnnxIOi60Jp1LVFwu7ZDrVGhb1Cq+azXyOeL1OriJhq6zlhuTHWVc7kcAwMDaqPp4ct6J9owDEnjRBUZk6NTClfWW5RRFJLPZ1laEhvu7a+4hR/c80NsR7zGl7/yBSa2jTI4JBLJwvwquVyBo0eFvvUrX3UrzaqYegA4WQdDt1W3KklSHMdVh4A0TeS9kN3ONMJMTeI4Vuo9nufjZmx8eRjKFbIYlsHQqOBC1GsN6hsVCn3iOzTrTabGSoxMCJyhaWjEQUAgdf1tx+X83AKHDgvm+m//5u+QJKgu3YWxuYkn7Nwxyre+JboJ7U6NrGuC/F5+EHDyzCw3v04c8p556eS/frGteFlHqa/IsCMLyySmVqsoLWPd0DFSXXVbu36XTD6nnuNcPkeapEyMb2Pm/AwgeEeDg4OsrYkuWbvdxut6aj2ajiFM/+TBItVSwmhToGDXrl3MLyzgOGJjMQyL6emznD0tmhv5XJ7lpSXVdW8FLfr6+9B1vSeTje8HhFEXR3YQt+2YYGV5iXe+610A7Nl9BV3P49vfFXnq2LEXqK3WKEgC2hVX7ieMQnWwWFxcwPd9rrv2OnnNhPNuS5KLl5eWWV5eZnFxkXlp6FMoFBkZHRcOuMBgKUvWzSuH7bGJCbZtm7hAu9un22krEr2epiRRSFcW3LbrohsGVg8/36wS6QmOVEZDh5HyMHNLYkp79OizHDp0iMHBIY4dOymv7Sh79uxR5kjNVgvdtmhK7kLf4CClNOWyy4Qww+w5oSzU25QbjSaOY6tpQ8+UrUfSTVPhQtobHJmmiem4dDub3jBpmjI3O6sIy2ma4riOUghqNBrUqlV1aOwRNLfi4gjNcKh74t4O2xb7d+a56erbATDiBE+DiSnRqLrs0K2kaaQcvyElTVI0PeSJB4TQhxtuEMRdmrKYjf0Ex3Ww5CQ/0rKsrq7y7AOiIddcaRDZGg0pQ1NbXia0LRYXxboo9ZVI0pRV2cVfW1/ns5/5LDnZALzr5+7GD0Ju2TfO0JtFs6vdqrB73xQ33yLctdc9D0OLKA6IvXZ5qcr+/VfS3y8O+M1Wm7GJCVpyImrqJn7gKX+CTNYhm8/iSmy7ZVkMDA4yOy/MA+MkRgtjNGDPoYMAdF96nm3j4+zeIxoR3/vOd9CzDnPnBf8m0RJybh5Hcnws16HQ16/qv7n5JVqtluLSWLopvIbSnsFYQuwHXLFfNCF+9f2/SqnQR7spapqPfPSP0OQUz5EH+GzWpVQqSKNPGBzsw7YNhgZFjdJXKkljVJGYh4ZtLPSf8lDqHQgAgm4X27TVoUBwvxL1fl3PI00D3EJBFS5RHJNxnAu4Cglhu6oIztt27qYVNBVCZmXhHD9rbGH6t2IrtmIrtmIrtmIrtmIr/o3Hy6LT/9FPfFdhX6++aju3X38Z+bz4aNt3bGd9fYOJMTEqi7tCNm5+XpwEvdDj1NlTWKZJsU90h5IoQtMNklScmvLFIrMLC6xL6bq11Qr9/UWQ2LQoSciXSiC7Ml/+/McYGJziEelu97q772ZqagrLEKesF154hlRPue2mV8rXq/OqV7yJ+3/0z4yPC9hKNptlY6OCLVUpOvU6B/4/9t4zSpLruvP8hc9In+Vdd1d1Vxu0AbobtgE0CILegSBFUqJEitLSrkRxpOVodzUaaY7Mag8laneoGYmkRiNRoiiRoAE9ABIkABK+HYD23pS3aSMjw++H9zKKPGfOGXxbQKfulz7VVZWVGfHivvvu/ZvJnThSQiufy0AcpZrZhVIvtXotdX0EgdPvnibbbZelpYW1blazRafjMlCRqhmKytSlK6KDHoprpZPgOh2UWLLrB/rI5/NcviLG+aNj/fT3l9O/FwQxpmFz4bIYEZ47e5mRwUrKXThx+tTP8RBMU8h3dtU/kkR8vaZNnRAEvpQ4647GNcIgpGtkmcnAxMQEnuwu2raNqStcnhbvIY7g+huuZ3lRjLE0UyfSEpRIjMFePH6OA3feyTnZMW25bTRNw5Ts/VhNUJIERUk9/vizP/kjqqvz9FTEeslaChnLxGmI038+b5PT4a//86cB+PDv/p+sxysrNE2hWhVQio7nohta6vKqxqD/DHwDqRs9MCA6VlEcsXHDBq5dnU4VweIkZmlpiU5nzW26kM+vSXZGQpS22y0Ow5A9e/akk4FCsQTTs3T7LHOzC4RBkKozzExP4zSbqTJPsVTC7/h0DJdaTaz9zZu3cPbiObZuE12rX3z3u/nGN77JAw98B4Bf/bURfvrE45w6KWAvjVqNYimfcnimZ6YpFAs0mqJTd889r2VleU3lZnV1lXa7TSCvy4ULF5mauoauG+jqmv58udRDrlc8f319RTaMjtJ1t65WV2k26hSkjF+hlKdWraKrYqoS+AG9lUFW5Gi7pBlYqo4mJyKuWyMOfCJN5AMrmyNjGelU5ty587zxjW/C8zw+8pEPi2s3N4eZzeHKaWi+VMZ1nXTqYpomqqZ23yLLy0s/536aJDGeB5rehWr9fC8sSRJMy0x1vJNEqK8Enp6qM/l+gOd5KZzL831y2WzKb4qCkGK5xPZt2wDSCcF6vDJi+/btTF0RHevGYA/Tiy67J8WaTAwfNVCwLLnnYJAoOt1nXQPE0EgjlxNTt6i5RBwlZKQ85vzKAoqqkJew13xhmEyhF2dF5LDzT7yIEcdEefHcZcseTidmUfJ1CsUClXKFhQUBtSmXy3ieT7Ekfn5peYEgVFitLfPtk98D4PbbDuC12zgSXaBmC+TLRXqlQ3c+X8L3/dSfYmB4lPriXLqRahKH3lXzC4KAhfklFOmxE4Y+xDGK9BrIKBqDhQrX5ld403sF72h2bh47k6VPwv3uPHAH9VodabFBo9FEL6p0pNpPHEOj5rBhTEwj/M5VMnaGFQlJcoIWb3jDa7n+ejFJOHDnLeRNnSPHhORvp1Vl09gQY0OiRqrXqyiqTm+lzNhG8ZpDgz2srtR56imhamRls3gdj5wp4VvLK9i2lUJxbNuCKKJYFOvBMHRaLYfe3l75nhMqlQI33yzQCD/84eM0G40UFh1FEWEUYmezKSTdzpiSEyRhS5qKqmlU5PoQ96VOsST+Zq0ucvpLiZdF0f97n3gLHWl8tWP7ds6cPJXqNDdbLayM9TOGUwaaqqbGSSPDwxx+4QyrbZUjJ0Uxm7EMtoxV2L9bEFCGBvt58fgJeuSYyrItHKdDPi+hN1aGUsFmaUksXrexynyzzgff8xYAHnzwu3z8t38Xw5A4sVyWmbkZvvaNfwXgta95C5pS4B33/ipf/OJ/A6BY1hgYLLAkZSELVo4rs9co21KHtVwBVDJy9B6rOo1GIyWHZLN5lpZPpAQW3/ckOUwklkqlQhwXhfY+gpxYrdbI5TLMyVH4pk2bWFmuYcmRciGXZ/vkBrZvFxrao2Nj5LOlFC+3eXycU845du4Qo7bjL57A0vaQSHmsifHNtFpN6vWavBcC0uD7Xe8Am0wmQyzJiKYpJO3Ez62R4KIoSh8IEtB1Dd8XmaSnp5eBgX7OnRUY/eGhMZaXl0l08X3H9fDDiJ27dol7Z+f5wQ8eoRiggaYAACAASURBVN0R1+GJp57iNa+6O9241VhBU4RZ01/++acAeP75Q2zftolWc1Xef5MwtIjlOH/m2hSVrMWbbxbY6MuPfQfe+0HW45UTzWaDhkyEcSAMXTQJ34mkUZIpc0gQCDOWBYlN1TWdhfkFJicnWZUYbIClxUVMKfUWRiGFfCGFbyiKQsfrMDQ4BAipOFVR040gDHzm5xY4c0asa9/3WVpcpC15BblcjuzPHI5BwQ88Om6HXqkPPjc3xwfe9wF6pf17nGjs3rOfhx56CIBP/MaHGBgYYOOmcQAaVeTBRzw74xMTEjbYJZt6rFarqWFUEASsrq5w/NQZ8bUfk8Q6UaikGFtFS8hli+y5bpd8mwFB4KLHax4HTrPRVeDEzNlYto3Z5UvYFq7TSrHwYRhIPsRaEew5Dpp8gSSy6O+t0HDFe1xdXeHQocPcctstyFqCTZs302w00/G5ruvk8gXq8rDUxeqq8jU3bdqE4zhpri0U8kRx8HM5KkmS9GtNN9A1PSV1B0FAGIZkszarq256/8MwJpZNHOKEZrOZ7lNWxsLQdaqywLJ/RiBhPV7+8fzzz3PjPlGo/su//Av7b9zD5M5xAIJmA8fL0jMgisYYiGI1LVwjRPmvoNJyxRrKkqBEKh25926d3MLs7Fy6b+m6jqJGDA0JGdqz0RFCVDLSQG7p2jR6uSfNTxOTW2g5LeYXBM/wllsOsPuG67koPTiyRpZGp02p1EO5IPPJ/BK+20aT69yI2+iaznz38JzNEyoKP/mJEAr4pV/6Rf7rX/0/mJJ4kMtlBZQm6jYm2+RyufQwrWsZYiVMSe+u6+OEPr2VLF/++78HYLXloJoq0zOiiTvU2y8adHIv7qmUGR4bw5FSt0ODw1iqyUPfFweXJImZnNjCO98mJH137r6B/TftIZTwwXqtxeM/fYIzpwWvad/uXXz1iWcZGBBF/4c+/EF27bqOf//vP0luUR7IPJ/zly7htuXz7gWMjg4Js0VgfnmJIILEXdP1T6IYX5K0sxmL8U2bOH1GcCeKpRz7du6lJQv6QiFHIZ9NycbNegNUlZWVlZSH1GrUcVqtVBgg8F3iIE6lflVV+AQ0JFQzL2GFLyVeFkX/7Nwc/b0CV+51PMIw5Pjz4ib19fXj+j4tR9yASqZEvd5Yw9a22+QsGB/t4foJqWEbx+hmBkXinWZmZ0nimJosVjMSh97FmcdxTMtxqLfE37g0vcrl2SrFnLjJN914G1/52pd5VuJaH/j61+g488SqWIjf+vb9vPMd76KQG+Odb3sPAN/+7v1MtRcoyqLeNExOHj/Nnt1is9xzwz5mp6YwZBERaya1WpQSUgrFEmNjG9KbPDIyzLVrM1S7Ot5BxNBQPy3J5veDgHKpRKNZS119V1ZWpPFZt0vns3PndWmiGOzrwfd9YskQt+wM4xtGOHFaEJT279/L0WPHmJwUnX7f72FkeCg1nKmuVsnYmRS3rGkaURRhyw0+m7Wp1xvy/8W1CkPhqdB1K9y5cyfZbDY1SorjiKmZa2yVRMBm06HltlMgmuuFvO/9/ws/eFgQ+6amZhgbm2BqXhx0fvf3/g/+8s//gjtuE/jKYj6Lauh89av384OHRaK459V34rl1dL2rqa6iqglNSfYJQ5+Bgb50MtRffOkP1Hq8PMKpOULzHaE3ralqSqLNZXOSyCuxqbpOkESUSiJ/+IGPbujMXJsikp34vr5eIs9PC78wDHE7bqpRncvnuG7ndTz66KOA8PJwOy6nTgkzrnNnz1KvtX+G/NUmny+wZbvAmWsktNttbEm6z2aztJ06prVmZDMxMUG9VkOzRBf9kYe/zpnTp+mTG8OddxxkZXWFEyeOp59r53U7WZUTj76+PvK5HEePiTymKAq5bJYpOTV97sgRDMPEtsXrl0rFVL++27EeGRpi27brWJA8od6eoihUJB+mVCzhdBwystPf7nTYMD6ROuyiqgRBmHY84zgWjuzSfCeTyeC3HZx614FT4dY7b+fAq+8G4L/+l7/np088xd59+9LfiZUmuXyOMOiqhgkDrm6xLz7sWtE/snEzP3zw++hyfzAtnYQ1ZZ3u+0rVnyAlBoqPII26VBVDcqpaTgun5aRmi709/cThmmFPpdKDYejpoW5NkGE9XgmxsjLHocNdBboMJ46f56HvigLtne94Ha+5403EmjjgxyhpIQ3iOJsAIQoZOQ0IvYTA99YaEUEASUIo98nI9zCtIvd/XXhmlBQLK4xxZXPMiyPCOGJcEup93ydMYrbISVIQB3S8Nm99q+Clvf0d91Gt1uip9KVrsON5LMzP88Rjwm8ATcX3fQZkp19VxH7+RumR8diPHqaYz+HLaaeCwtZt21IvCtcVyovdZ0VTVZRYJ5FGfmYmQ6sTEngupiGem0qpQNsLqa+Kw4+OimVaKSdvdmaG6aUVap54tt/1ni0szM5w9z2CTxGFPjfu30fgifc0e22KB7/7PUoZ8QJPPn0Uw8jRkYellpPQnl/lUEcU5DNOAz+IKFeKtGXzY+bMGXzPo1AQ+aNcyFEp2YTyQL9r1zauXZ3HlQe4YjlPLmfTkPWl43q8cOIkhVw3/6hMTc3S3y+69J7nUS6XQLxltk1uZXpmGsdpsyLzpGWKXNGt97IZgzgOaTTE1/lcTqBbZFOpJacxLyXWMf3rsR7rsR7rsR7rsR7rsR7/xuNl0ekf6O/H64iO9cVLF5mfX+CD7/9VALK5Ai8cP8HxE+JkpqCwtLBELiu62ZVSDyMjI5w5c4ZpKV9ZKpVQOiEFKXeVy2SIipXUqXb62gy9vb2E8jCetQ22bt3M+fOiw33n/klu2x3QkVj4z3/xq5w4fY4vffELABiGiWlZuJ01Hdc4Trh69QqRPEft2XkLX/ziv6bjvELeYtOGXnK5afk5nuLVr3oVzz0j5LJGNo4TRz6Dg2KcJ7pSCb5UuWk2m4yOjqQnvzAMmZubT/WrURJQYio9lXQ0nrEy1KoNTLOrF6sy0N+XqvHks1k8VUVT5Cm41SJJQraMC4mt2flldu6+gXPyusRRwOpqlS1bxtPr7LTb+L44ZcZxzMaNG9OuoOM4lMslHMdJMay6bpK1s4xtGBPXPpsjCNY0sldXq4xvHCeJxWc4O30eUzeIE7FU7337vdx2693suE4oDnz5/vt57LHHKBdFdyIcCvnkJz/JO+97JwD/6Q/+A888/RT/+I//yKulFGm5aNNW2ikz3o9D6vUmrivWx86dW5mfm0/1h7vXbz1eOTE4NMQlqdKSJAlhFKV4yUa9Qb6QJ5Edr67alNPo+lMo6KpKEPnpuH1mZhbf91LFBcuyUFC4/gYhlbYwv0AcxxyU7ref++xfs2/fbVyV6j/LS1Ucp52qu2RzOeI4pi05A8WsjWGY6bMbBgFxorBt245U1rdeb/Dss4e4cu0bgID47dy1i6qc3J05fZpEFW6wAGNjGygUiwwNi5xy7tw5Nm7YyJbNk/JzJ3zr+9/Hk9C4cqUXO5NNFYS6jpK7du1iTMrutR2HVquZTvPqtQY5W0GRSheFYpa5pVnKcgKZzefpeD6uhEGFHZdCNpeqcaysrFIsZn7mXkSomk1HTh8NNeLJp59FNwvyPYkO/NGjL7Bzp5iSdDqdVGEEwG27xHFMNteF0EhelbzW+XyecrnE7OyMvBcWYRgRyilOnCRCMi/uThtiSOIUX2sYgtfkeX6qxqNruujqy5yyuDgHqAzLax8EPi2nRUF25v5HUsLr8fKN3dt2pDzC0eFRLly+xKM/Fnt3kCgU+ifZvlPI+ybE6f79s6GEPkEiOtyaomCaBiW5HpaXV9AyGn5b7OemreMGCne/XexjOTPH8MA41baYTj569fcJ44jBDSPp6xuGmdY8xVKZy5eucPPNklegCey5okYoXddwCbs9duIFAF518FWcPHOa3kGRb46fOMaGDZtSHuEjP/oxUeCT6/oR9PaioKTeA6u1VVZXqwxIOKLTdkniOFUkctsBlmajGRnasvNuR5C1bepy6tpqtOmYIZUe8TfHNm5kZnGZd773ffI6LXPdzh1sGhPqjp/5f/+SL37pXwkkzNkwTMYG+3nzG4VC0fDIEmFoUuqR/L1ihXrdp9gr+FtBrcqLp8/QartoukAf5OwMiaZTkPnDMlTG+nsZGhd/c+Omzayutvir//IFQEx+enr66JOcsHw2S862OX9OqIvphoKqaFw4dwEQPIUkiSl21eM6Llu3buXSpUs0JOQQRcEyNOLutV1tE4ZBel103ZVcAOn7IaHqLyVeFkX/8soKuiTJWrpJPpejJTFZoxs2MTs7h2msmb8UCgUuXBAXMI5jXNfFtm10OQYfGhzCD3zqcoQa6zp9fX2phXV/fx8tp02iiJ+3c3nOnLtIVj4wbVfl47/7H9l5vSgs733rWylXSmiJWFiuGzC/ssQNOyVU5/pbGBwchCTkwe8LSS7HW2TvbUMMlbr29DqKAjskXn7fDXs5fOgQQwMSnxvFKY4NBPksn8/zxFOCgPLMoRc4fPQk120XUJtbb97LQG+OXql/3zfQQxRoKIqCL8fegemTtS3cdhe7WqDT6eC0xAPWcYXUaVcjt1atoypreNPh0SFqrYA++YA4LYd6fc0ye/+N15PP54SnAALTF8dJaiDm+4LEGwThz1ja+1R6KunoPQwCFFVNsdHDw0NCO1xi/CzLpNF02bVbEHNefc9rUXQoyU1+ZmYGTdPISRnDwtg4tp7hoYd/AIgR46GnH+W+t76GjBHKz90mk83hOGJ9VJcXsKwMmycEJnNpaYm226ZcKqefaz1eWXHhwvkUWqFrOnESp/Ae0zBpO22yuTX5WxLQLanjryREYYSmamnhZxoGQeCTywvYSrFYol6rpQZf27Zv48z5izz3nCgEolDh1MkTKb5V01Ty+VwKY4vCiEKhkELjXNclisJURnJ1dUW8z7bLt775LUCauBg6WydF0d52Ozzx05+kmP8g8Nm8dWvKXep4HocPHUpH/goa9XqLJ558Qrwn3ULXLHIVkReztk0SRSSJKG6379jByMgICgqBfD51XSeIA2xJYuu0GjhhSKUkrqXrOIwMDlGTB5He3l5UwxD5EZifmabjdfAlDGZoaIiW08QNutwkFauYh46E2qg2rhvRWl6R11HH9wN+/KPH2Lt3r/w/g+eeey69LsQRtm2TSDcd086IA4yswdpOmwMHbuPBBx8GhLmXYeppiaYqCp7vp9CtKAxxXTcVLOjylFRVwZVrrNVqYhhGCu/RdQND3r/uGtNUBV9iuHt7BlmPV040Wy3GJwQX7uzZsxy89WZOnhTclx/95EkUND75v/8HAAZHN8vfkmZvdMm8EcUuV0W1wbZSAZO+3h6azTZFmZMUFXTLZLAi9t6hDcMUSn3sGxIGk94nY4rF0ho8KIrWCOsI+OB9970DSzYZPC+k1WoRRWvmmu22y9Vrl7n7bgGVse0MB267BVMW9QcO3CoaY7Luue3AAd77y7/ENx/4OgBvfePraLfbXJXeADuu28ojj/yYjqw//uZzn+WrX7mfBenRsWPXHi5fukw5m+dzn/0sAE67ge/pqUT78soK19+wmyefEFKlQRDz0U/8JqaUuP3yv3yBA3/w+3iy4VopV3j/L72Xb333QfH7y1WSMKG/TxxcVparmHaB60Z2yHsRsdKskpe11oc+9hts2baNVrvNd78rardrl87z7HPPkJVQLDI6nY5LQ5KFj8wvML55ZyqIEF4LWa1WaUpC89joCPv37+POg8JEsd5yaDVqKe9w0MphmWYKuxwcHMRxHGzbxpcNU0/m225jUlMU8vki9VpD/n+eYrGAKaWSq/U17tn/LF4WRb9tZVCVNeWETC7P408I5vR3HvwBhpWhIPG2c1dmSOIk7boUi0WqtRpxFKfM5uXlZRRFSXFhmq5x5coVJifF5ldrRuSLJXTpkLa4soqm5rj1wJsA+MBHf4uPfuj9XJIGYT09PTQbTebmBEmmVOnhvnvvY7BXLNS216HmLHH//f/Aho2CyNffU6blKISmLDSdNm963RtRxL3k0rnzDPWPkHQRVoqJqukpPs6yLOIoYu/1YrG++lW3kyRqqkjitl083yWU16HrBEpC6jzqui4JCVmJE37qmWM8c+hFDh8TU5Mb9mzjpn07edWdglXe29eL4zg0m7LbYCTEYYPtkyLZHT3yAoV8McVCHz58jMktWyjKQmilXuPK1Stp9ytrZ9FUjUzGwpWa2YVCgXK5sqZ5beh0Oh5JstZVC4IgTRxJkuB6Cfe+/V0A+FFMGPhYktD8p3/yx3zkox9jRpKXK5UKYxtHSei6ACq87p6DGGqcThNUVTiAdg8enY5w2PMkVtH3fSqVSqpagOwEr8crJzRVW8PPd1ySOCGREy1N0yiVSymnp8tF6aqzKIpCp9ORLr7i3i+vrGBZVkrU9YMAu5AnkX/jJ08+xZEjR8hI9Z1cLs/o2AYunBfdHsuyKZXKKWa3Ua/jum6qStMOfIr5AiuSR7KyvISqaSRJxOiYmIo5joNlWZw+KTD7XhCxYePGlEh38OBdzM3P8cwh0SjYt/9Gtu/enR5en7lwhAtXZzCkBn6745HL57HkBuh1Wuy94Xq2bReNiaNHj3H+3Hk2TExSkIcRI2wSmDqqxLf2VooszE/TMiSJzbQAhairthGE5HIqHVmA9/T00FitkpfOo4tLC2i6gaKIrahY7qXV7qBIpYwYDUjIS45Ard5ID0qP/PBHAExsHmfT2CgLMge4bofx8U2pm3gUhjIPSeMbVUG1bCZkEXfp0nlMy0i1v72OB0mSEu1E3lDSgr4buq6TyDxkGCagpAWVpmu4nRBDToZiv4OmKeTz4nPV56+xHq+c2L5tG4cPHwEEN+b4iRNsk9ryswvLPProEwwMCXLqR3/jExRLA+nvqkCchDz3oy9jIBpmlqPy5a98HcddM53q+G464Y6MHFFgEpsiv0ShT+RDLEmx973tjTx97BCm1MRvB05K7gQYHhqhUCiSl136arXKuXPnsCyLjVKl5tq1K8wvTJHLrrnb53J5cvaau62ZsdKG3R133sLS0hK/8ivCF6S/v5eV1QWGR8VnjZOIX/6V9xBKL4GLFy8xtnEDvXJSOTQ0gmlaNJtNXi078Tfs2QMI/yWA1YUq9UaD9/3aBwD43vce5NEf/5hL0pNDtRRarRaNmqgPDh0+SqvVIehyacolMrk1FRxN02i2mlyTTcTh0RH27N2PLvPLP/7LV9i7fz/btk3SJxuwszPTbBwexmlKVSMlg+97mDJ/FHNZVqpVNNnACROVLVu2claKj1y9Ms30zGyqWuS6bT7x8Y9QyIt78cA3v0GlVE55DUuLSxRLRcY3b+bcefEaohmbTw0kc4UimqaSUyQfw/VRlTYlqVjZRb68lHhZFP1dm3MQKhaxnqDJrkrGTDB0A+RC2rlrF08//QwFSVZtuW0B1QnCdHNr1ISSQ1cGstLTS7nUk5rSNBwHt+OjyRs/smEjn/rM3/P5v/kbAF5z963kcoU0gZ89exYvCLnzLnEi3rFlO5ZhpRJ/py8c4djJ55ncPpCSP9y2j66bGLK43bRhgqQT4cvP0XbaeJ2YfF5s+n4kuuSO7CrHwMrqajoGLpUqXLp0Me0EjoyOkstZTE0JlzgBYQjwfS81fin3VPA9L30A7rrjZm675QZmZ8Tm2NvX+3OEtWazSRiGxLLnlSQJSaRQlafL4dExVleWWJQOfS+eqPLAt55g6zaRRMZG+ti797p0czVNC0XR0FQ9PXjsuX43SUJ6aOsSBbsFuOO0aTabKaRmdbXGBz7wYVx5Ss4aGYgSIlnUK2h8/vOf42vfkG7Kf/VXTG7Zws03CqWFRx7+Hq9/zW3khgZw5eg0IUFVVaalg/NAfz+ZTCZdHxkrg9NyUjhYtmvVux6vmBBrWCRI27bkmhOFquu6qKqWjqWzWfF9Xes6TwfYdhb/ZyQYd+3aRbvT4cw50d3buHETp08cZ3hEwF6e/MlPyNh2OpG0szYrK8spXK9QKKBpGlPSqObmm2/mmaeeQHrMkcvlqFQqKRmsUCgyMbEZ3/fSMfHI6Ci1Wi1V31ENk3y+wOyMeM2zZ88wODjEgdtFhykIAi6duZRO0WJFo9lsCRIZUrXK67Bjl2gsDAz2E0URnaZQvdk2McbV8+eoL16jNDEOQLO1SqfdYGlZ/Mzk5q1kLQPXFV2uvJkhimIsmTtnZ2bYlM8SJ9K5VrVIlIRV2SXTDZ1CqS+VETayPdiFCk5b5O6W36GYyZPE4jP09BSp1WtkMhmeOySmKjfdfCP9/UOpQEEQ+Pi+z9NScnlodIxcLsf2HUIcIAxCfN9nt3QuvnjpPJZl0ZG5V1dVWu12SnjMZDLYdga30zVKDNA0jTgW3VYANQ6YuniJliNeo1Quoxs6Sijhl0Ebggi/Jj7XYPGlb9Lr8f9//OiRR/iFXxBQmyeffoaenh4uX74CgB/G7Nmzh6/e/wAA42MTvOsXfxml69actHjkW/9En72mZKPmY+666wBPPPkMAL/4/rcTKxqaNM4MzT40vZBO2IIkwNAzXL9boA/uevVr2DQ+iisbVVEUUygV0j2rf6CXY0cPc88bBAm3UqkwNDTEwsJCus+VyxX6+vqYk7BoTdOoOTWCWKzZdqtNn9FH0IU/tptoWkKSdAUSnDSnAmwan2D62lU8X9QPW7dOsri4SEaamO7bt5cf/ejH9PZUOPiqu8R1UNWfI7zHekyix6iyefLD7z0ECanCmKZpuE6b6qpojvQNjHDqzAUKso6Kwg4JCR2328DzyGWLKawul8uhmhne9g5xL/0Epq/OoOo6O3oEcuPFw88ACn294rBC7BGpGTJSYtP3PBIyqTR5pCqcO3cBvTsZcFQSXU+hoIqq8Pm/+wc+9tGPAHD7nXcRhyFnzgiRh/ZqnbbvkysVGZBGZyPDw5w+cwZdCgV0XJf+/j4WJZFXUVR8P6DVaqef66XGOrBwPdZjPdZjPdZjPdZjPdbj33i8LDr9uq7jy5Neo9HAMk3a8gTT6XgUi0U2SCJZkggjii6EJJ/L02q2KJVKDA0LUkutdgYVhb5+cWpy/Q7X7dxDXZIknnnmObLZPLfdJUZMd9x1N/e96R66lyN0Yzpmi6lrAs4zvmmSN73lrSDNvvxWmyAK+fZ37wdguX4F3dLxOy5nG4I8uHvPTrJZm3ZLjp36h2i02sjmIvVai1LJoLUkTqzjExNompYaNmQyWRqNRqo9vbKyTLlcTE90qpKgaWsScJ7nE8Wi098liNRqNUBFl3h3P4xx2x6GhDVZlk2zUSWOuh1QjzhKUORZUNVyWDlozIiOuNNsY+gKAwNionLDDVvZOLYBU05lZhcWsCyLbDYr712HcrFEkiTp+85k7HQCA/CFL3yFM2evcPKkGGvddNNu9u7dwY5tm+Xn6vDQQ9/ljjvFvdo4MYlt54nlmCtSQE1UfuEdAv7znnf8AufPneLZJ34MwET/m8nnbZIkSHGApXKZdruNpq3ZYgd+kE4bVlaXxfRJ4iMd2T1Zj1dOeGGMIv0lVEUlCHyakntSKpepVav0Sk3kMBSd266xTSaTIVYgY2eZ3CG64DPT0zSqtRQCtLqyQq1aY2ZaTM0mJ7dSr9UwpOFfh4QkIbWHL5eLzM/NsbwguvIPfX8K284xPS2erUKxiKYoDEpd7rm5WS5evIBpWWzeIrDqGcvCMByKveL56+8dYHWllpJss7kcrufz4tGuJKeGaZppNyiOY/rKeeqrAmN764EDbNk8TkeOsZdWlgmDgKzMm5oCcdhi6coskbsiryWUSwWKUo2uVV+k40WYEq7T9hwyuo4lfTXqzQa1aj3lT5WLBdB0XE8kwmKmiGbaFCXGPYgVTNVAUaXJVcsntqQBDmAUTFRVJQgDKnJi8fDDD3LgwG0p8fj48eOUSiVuv/12AH7840fZNLEZTXKNEj0hiRMiOdHcu28/zz3zNLY02urCALv/Jkkiybxr8MA4jqktLrAs14xl6PT09pHNidxWr1YpF/IobSkTrcRsHB4gljnIl/+/Hq+MME2Tp54WXfmlxUWSJEHXxHpRk4TQD5jcLPasf/7nf6a/r8JtdwqS/+Gf/IDRUoLj+OkkqFKpsHH7EONzArr3ja89yJvvewthIrrwWatMYqrdYSW6bhMEEaEpctr8/CzXXbcVTcrOBmHM6dNnUv+bq1evEkdKqt8eBCE9Pb309/elPJNsNsvc/Cw5KS25YcMoA2OjnDkl4L9WLkPTqdF2xJqe3DLJtStXCWPxnKnqmjY/CEhyEMYoEqqbJAKG7fvi62q1ShAEmKaaGiXGgKprKFKKdHh4WHAP5cQzjAPuvfc+zIIUQLBMenv7Uhhk6LUZGuxPERTlSo5yIYsnvYPuvuceVN3i0OFjAPz4scf5zX/3OyytikllsVBmcHCQIPAJJK+oVm/SaLZwZUs8Dlp4fofVmvib+XyOLZM7kYNh3vmOt7BhbAO2hDlfnZriueeOMT0lIEWRCoQan/3c3wJw4403ks/mUFSRMzu+S9SMOXvmApPSCPWWW/azvLrE1LUZuQITWm03lXzN2jYaUWru2EokAfglxMui6NdUNSWfRVHE7NwcSkcyzA2DIAg4cUK4TPYPDNDb20u1Km6a03YIgoDJyS1cviouckiM13bJyoUyO79Eo30UT46iDEMjCD2eOywe4ocfeYS269KRBjC+H9JeDfnIRz4GgKoYQtFDFrexCWdOHOO+t74NgL/9h7+h0WnidzzyebERWabJwuICvZJQ4gUhrhunGP5CuYxhZrDlylFVFVMqggD09PagqCpjkqU+NzsLiiILeWHO0HKa6YipWq1hZ00URaUkN8NOx8NptlPcn6qqXJifZ0Bi7FzXw+l4qHJDtiybRrOVEqDRLS5encVtSoOxfA47q7N1VIzJrynmFgAAIABJREFUBwb7CMMwHReODg+Ry+dIpDmXqqnESUScRKlzYO5qTqoBiJ/55V9+J77vp5CgRqOO5/k4rTXy7E0335o6zymKuEJdSFIUxTSdJg98XZCL7r//yzz37HNcv0sUSnfcdgPXbd/EyuoStoQMuU6TwPdT50Dd1PCDzhrpzusQdLz0fofrmP5XXLSdDnmZhEO/g2lamJY0/Gs65LLZdKydzWbRVT3FwzZdl/HxceIk5sSLLwKwddtWLF3nqoShLC0u4jotNPnsrCwtUSwUUzhef08fLbdNVh4k4zgWqjEyzw0OjrC4sJD+TdMwUTWNq1cuA8JQysrmGB0bw5Odgk6YMDAyxjHpLtnc4FAq9tKW/JflapXpqWmyUr1ndm6Onkp/SsSfmrrGhpEhbtwvYC0dp8WTj/2Qm28SnJ6RwQEOPfc0hvQfGezrY2hoGKdRZ+GyUPAaGBplvu5gZaRJTKxjZ/MpDCpUFDCN1Hwrj4bX8Sj2iGLE9wPApOmKz1TpLxKj0T8guBLVugOJgkQQYOkmnuelHgoCmiWaHobExC4szFEsFugSJ/ft20ehUEhhjW+7962UenpTLlL3mncH3Rs2jLGyNCkVdyDwPUzTTHX7oyhKoZ4gPFKCjoum6imMoN2KOXnqNGW55xhKRF8GhgfF5zZViN0mlmwkPPbCJT7GerxSwu24nD4tiuGDd97J9PQMvjxk9vSWOXv6NP1DglM4N73CX/zFp/noojD3nNxQJkwivE5IW66XYrFIvdFg+17BC2i1Ghw7fIobXy0gxIluoyoJqtyjiGJIEgzEHmYaBqZlpF5BcSJyxsWLouk4sWkzhmmlnBJN0zBNA8MwUgWxIAhJYihJWHSr1WHp+RMkkl+ZLxTo6a2khNVL1y7Q8hrUpYJguWcnlb4efGlSlc/nMVSNRDYZm06LmBg/WNPxF54fagrnMU2TWFFI5LNr6Dq5XIGZeVEvxKis1moMy4NJvd6gtGdXWicdPHiQw4eOsWVcHJ6C0Gdi4wCnzl0B4PzFKxy86+60IP/N3/gE07Mz9ErisGlkqFarZDIZcvLQnzEtRoeGyNoiT4yNDLJx42jquDw0PMLpk6cZkP4ojz/6BGEUkyvJhqwqeAuf+tT/DcBTTz7JA195gJGRTQDUVuvMz86lOTJCIWPa5HIFjh8Xda5lmlx/w1482RwJokhwDNVuTRL/nMs4wZrHyP8sXhZFf8ayGJCbwr7rd5L4Lucui831+PFLNNsueyWWrdPp4DoejiEenlwuQwuH6ekZrk4JclRPTwU7n2VKYl0VTafVdmlL+cxNo2Ocv3SVqXlxSPBDnyRJUr5mkihsmbgudWTLZDQWFqZ43eteB0Bvbz9XZ2Y4dEScHlVVx1YzTO4QSkMA01fnyeZsfGn4NbxziFatnS5u3/cZ7O9L7ZPDMMSyTFblCTRfLBKGfrpxjYyOEMdJyiNwnBbXpqfSk/zY6Cgzc1MMDw+nBwHfC4jiOMX9XblylWPHT3LnHQLzaxoRfhBhS8x6GPnMLyzTlgZhjeY8rWaLEblx9fb2MDTUn5pvhGHIyspKWrAXigUqlUqKrY3jWBTwjpNOJGZmZqSKiSS8aRpJIgoi8bVKtVqlUW+mf6N/YISCTEymbaOoStql1zSdUrnMBz/8IQDe//73MXXtIg9980sA2LZJ1s6xwtLPuR26rrvmfio7EguSnX/5yiJnL87TaInrtnViXWnjlRZHjxxND4ZvesNr2bp1a8p/uXzpEqqRoEmila7qNJvNdEJ1/d4bOH/+HKVSmY2yi74wN89zTz6VEntN0xRGUl2HxESUkEXpoN1qNUmiKHXHLjhFSBIGpIrNwvw8brvNwVfdDcCVy5c5efIE27eJyUKiqFQqFS5dvpLmDBQx8bvxxlsBkTcPHT7KjJSe7OnrR7es1LK+VOyhXVtitCI2zNcfvAXX81mcFxPM7Vu3Erptzp0RG822yUkyhsbqonjP/eUChXyOvF1AS7rXSiFTtAh88fy26k3K5R7USDxbtUYDRdXoqtzmcnma7Q7lQdnc8BUKxV62SVdQxcrSdlu0paJYNptF0/SfcTI2aDabP2ekqKkqiaGLiw7Yis13vvNtPv7xj4vrkrGE6aB8vldXVlGNNZOzOIrRdT3NQbqqExOjyPzQ6XSkUdragS2O4zWXb0XB8zwunD1DQUqXWhmTpLeHvCX+xtaNI+QtFTUR6+WfH3yWrRsHuX2PIA/fIf9dj1dGbN++g8uXxYF8amoKK5NhWtYXmqpRKOWZnxX7x6ZNmzhz9gSnLorvDw+UiPw6iqIyOiYlNuOEOIzQ5ETsnje+jq985QdMzIsCuW9TH6Hno8oc5fk+Gcvi8LPC/M/KmERJTEcKZPiez8LCfGrEecP+m9B1ix7Z+VcUBU3TUVU1fQ7E/xl4UhbcddrCrVw+V5aa4fLZqxQrIqfduHc384uLrEoTy8pAP0micPmyEDyZW15ANwxcaaSVzxcxDIMoFl3o4dEhcmezdDpOWtfkcnmCMCGRU9mMXSCX12g0xO94UchqrZoarZqGQT6bSRtyzzzzHBMTWzgsxQtu2Lebct8Qz58Sh59sIc+VqWmiWBTFn/9vn+Wb3/seF66J+jJRE/L5PHEc0/FFjimVCyzOXsUwy+nfVIh54sfCEFQzdLbv2c/AiLiXL7xwijAMqTbE7+u6hu/7/PEf/xkAv/qBd3PvO9/GA1/9LgCdThPT1NN80ttbJEkirs1NsXFM7Dfnzp1naGSAMSnJeunyNXp6e6jJA5eiQhiKwwEgXc1fWqxj+tdjPdZjPdZjPdZjPdZjPf6Nx8ui099s1Lh+l4CMVKuLzFy5yKZJMYKenq7iLy2xLKUqoyhidmF+zXBK09m5exdXr1xlWMrpNZtC81pBdGEct4NuanQktuz5M+eEGoyUW0uShMAPKRbFye7t997HkeOneELKhr7hDa/jwx/6dZ5+7jkA+oZG+dDHPs43H/gyALffdgA7o/Kjxx7Gk13y8Y0T3H7bHcRy7NJutzFMKx0Zl0tlgjAkI/Wu6/U6cZykKkaWaTI0OJhCSxRFxXWbqdW8Hwa0vQ6JPOENDQ3Rzwh6xsb1ZTcyZ6G6Gm2pWvPgDx5jcalOJGXBbrl1LxnLpC0VAlZqTdpewNzCEgDFQo5No8NMbBajs3K5iOd3WFkR0whN0ymVSsQSzqMoCjMzs2TkmMw0zRSOpEkYk6IItaau7F4YRliWxdmzQhVlfHwc287ieaJLUigUeeih7/LrH/ywfB0VVVPR1bVuxeEjR/idT/42AP39/ZTLZXbvEPCei2fPs2/PJKNDQ6x2pwcx6FYm5S5EUYydzTIobbKLOYud24bSEaIvsX7r8cqJSk8vK8tiHeu6SWlgiEcffQwAlZDqqottiXFs23GYnJzkiuzkVZdXyWayXLt8RSiHAY1mg2KpRFNC2SYntzE7N0O5ItZMxrIFzrsmYYctB8Mw1mQiFZV6o7Zm7pWxKBZLNKQsbJTA/ptvpSafLd1QOX36NJ2Ol3aEMpksYRBxROJTMxmLqekpVF10e5rNJhkzk/pslAsKm288mPpmBKGPpSmcuiI6c7fs3Ys6NsbSguj8T125hKUpqUycrgmpyoGBgdRkzPd9iqUS5MR7unZxioWFBXrlqNvOZHA7HYJA4noVHUUzuHRBdN5GN25D12wJ84FOrYGmRSl8x/M8ZmdnGR8fl3+vQxiGaWfQtm08z8PM6CCnD6gxzUaDBTnBMEyLQqGQThwdx8Gs1dJ7ZWdt4ijmpISM/uTxR2nVV9m/T2CwR0ZGOHXqVLqWuhOBLsa/0+lgGAZZO4cjdfeNnMrOyU0osqP4D99+nLffuYdNA2Ji8a7X3oJhmijdvEfAerxyQlUStm8TUJznX3wRBZWDB4XZ4zPPPoudydMn/TLOnDtN/+Awn/8HYaLXqLV48+t20W7XUniPaZpkcxk6kVSAKYzxkU98kj/9gz8B4GOf/AShoaMaXUlYi3whz5Q0CGs0WySQ+n44zirNZotSWcAHt2zZQRIrJJFYZwkJnu8RBAqq7PSHQSjgNhJCkrGyZDMZeuQ+2JUpJpLGmSs+9RWPrDTK8x24cPEslR7x7I6MbcLO5VleEnn3xImTBGGY+gAlscLCwiK5XA7HEdeh4wUYhpk+W6KWSGg0xfO+d/9etmzenKo1Li0tcfzFF3n++ecBaDoNjhw+giH16k+dOsV73v0uXnhByBq3DI2Ddx1I7+MLLxzjrW94A//05S8CUKvVmZ2Zh3hNXtdxmqi6RiivXRR1iP02B28TNWnOznDq2hzFkkAnqGoiEAtSUTAOA0zDoCU9XB595CfcfuAmtl0n4D0nTp0nCD1ef7fgKd5z943Ydpa//tznBecJuNqoU3Na5CMxfR4dHeXCxQspf6LdboECSiw9kYKXnk9eFkW/nSmwvCQ2u5v27Wbzho2cuSDGL1NT0zTbDisSBmOaFtfv38vVK1cA2LZjB1Ymw4nTZ1LX1iCMCIMYX5JF/CDCDVwCiY1NYgVNN/FkQW6ZGbZs3kCPJLB9/4ePMDV9jf4h8XWpr8w3v/UdXiPhPT2VEvl8nq2bxE1cWpyitrrA2ODGlEz29je/ndWlevrA6KrJ0uoyLTka27ZtG77vMTcniGC2bTMwMMCmjeI1gyhifmGBfplIajUhU9d9yDOKzejoGOeknN/Q0DC1Wo3R0RxdgwLP88ll81y8IGBPiqJh23bqXtlsOAQZj2tTosDuuDG1ais1IBoa7OX63dtZlaSai5cuks3alEoV+XrCC6G7KXqeRxSFtFriGgRBQJIIydXuA+F5HS5cuMC+fUJSU9NUoihhwwYh+xnHsdCjlYs7jhVWl2dpS1xhT18eQ+9icuHf/c7/xqlTpxgeEQeTjGWxtLyKK/kZhVIPtUaDnuIa1yBWFBS0NNHYdpYwDMlJaIYfBIQxqXfAGgZ4PV4p0d8/TKcjDr/3vP6t9AxVGBwSo9KL506zcXwjBXm/kyjGcdqpVvSFC+c5d/Y0QRCQtcU61FSVG2+8icvSuyMIfEqlckr+Wlpewrbt9KDY399PGIaonng2LMuCJKFelXC+ICSKBeEOwMpkuHr5KpYs2OtLSyiqhh9G2LmuC7CN73upc3Sr1URXzLQRkMlkmNg4hi0hJjnLQlFIse9JrIICw30ir12+cIGecglH5qR8NocWh8SS+3Dh3Dm2bduOqmsp9Kkr65uVWv8jo6OsVFepSY5VubeXttv124R8sZdAUVAkLCoOAupeBzsjft9tt1G1hME+QWDO2jaNRoOWFF0wdJMgCNK8qqlgGhrLi0tpHvM8H1M3efzRxwE4cOcd6LqWNhZs2ybwvJTDUavVOPzsE4QS1rBxbAynlE2lUBuNBtlsNoVJCoPBtU213W4TRDG7du2imxl+74/+nN/7jfeTkbPz97/lLhQill3py9BqESYJtoRjoqznlFdSeE6LKWkQV8jlcF2PQ88K3f6bb7yFY8+/QBBI2EulQqIIE1CAB77/GD0FjT3bB9PiVdMNIi1LuVese99Vudqa5dc+8usAfOYv/pLf++M/wpPraevkds4eP83v/Yc/BODOV92Fbiq0G4L75nkulmWyY7todilqKEiz8lnOWBYd1xWNRQmNtSyLVqtFn/Q3qtfrNB0HTzYa9+69nitXLnPt2rT8XL1Ylp3uhwvzi/RWBlI3bb8VMHN1Fk062Q/1D9BoNOlEosA/evSokFcPQ4aHBaZe1y0URU2hdM8//wKGYaSH/GuXptg6PplyAMIoou60U9eqYjZDaGUIA5EvojhicvMmWtKsygsiVpaWuelWYWr26U//OadOn+Gb94uGrWkpDA6OkCuUyRkZeS/qlDMKRQkhzybLmKrGT58VnA5F0xnfugtTF+/RMAyiMMKX10FVVfQoIgjF948dPU6lUEjFDrKmxnve+y4MTewdxw4/zcjICLfdvIeTx0VzpLqyiB/6qIMyJ9UdsnaWloQch2GEpmupyIhlvHRZ8ZdF0e+0XZZWxQPzwulLLC8s4EpyGppKvpBnpSo6KnfcfgfHT5ygIQ8BjZbL8aefE/hdWcSFQKTodHzxQESowhK6614XxDgdj+ERsfDGN42zvFrl8Z8KXefXvf717Lv5Fn7zE78pfj6OMTSDnzwu8HSvurOfHzz0HY4eET/f11vBsiy2btmWbkTHXzhBpdKbbjQ33XQTA4ODfOlLAms+MroBXddTom+xUCAMQ3pkkR/HEXOzc9Rl180wTMIwTIljqmXgum0G5XTj8uXLaJrK4uJSmlhsO4NpmHz/ewKLVq3W0Q2Tt0tr7yef+CnTK/Oo0hjn4sVTjE+Ms3O3wBVrSczx4yewsrJzWC5hGCa2xLEGQYhtZ9LpRRiGxHGcPrBhGFEqFlFUJZ1oxHFCLpdN8ZHj4xOoqkYkE83UzBSDA0P0S7JxrXYRU4e//Zxw8PuPf/hnxAl86MOi8//mN7+Z1dVVPDndmJtdoNVq8cC3vg/AcF+Bg3fsR8XBkCQ6wTXwUhOzer0u/CFkl65YLFKtVmk7Yg3294qkuB6vnDh37lx6cGw1m4yOj/HeX/kVAP6vP/xPTF2doiCNTbx2B8u0aElHxcAPqJQq9Pf1p27MqqqyvLycGjYtLi2xuDCXdtZs28bQDXKSm5LNZvF9n4Ls3ERRRKVUYfaa0JbfvGUrR54/mmrqX71ylb7+gVST38zaZEyLzVtH085Zx/NQjAy+1LAnDiAJ2LFZNApGhgYxdQ1fYlMzOiRRRCzfcxJHuE4TSx5uXnj+CG99y1sECxDRzSwUCqlfwczcNKqqoRpKqkdfrVbFYabrq1LI0dfXx5LUjzZzeRLdYqBfYFMd32di6zbOXRLPe6NeJ5MtoMrCY2BgiNXqErV6V02jxMBAP5cuCsf1jZvGyFhrePwwDMlkMqiKluKZbdNidmaaKTmN2LNnN6qqMjQk+BMJ8PQTP+XcObFp67omCw9RcK2srLCwsMDyslDnmJubY3BwkA0bRCOhr6+XVsvhzJkz6fr69Kf/hk/+1gfplwXTO99wkKWVGs3G2kTa933yUoBg46YJvMDHlbnyZ4nB6/HyjzDwSOIuqTJG09VUAOPYi8c4cNftLM4J8umpk2fQk5iM9MsZ37OJr3zzcTb91vso2HLyT4b+vg205Lqfvvg8Kw2fvQeE4tTHf/vjfOoP/5TP/9MXAPjvX/wSn/3Pn+G22wWfJ9FifD+muirqoiDwsbNWyjEKW4s4rguIvVysxwBN19L925cu0V2Cu23bAnEg2aHttkuj4TA6KkmyQYBhGKly4tDQIEtLy2lDgESjmOvFk/lHVVWiMGZ5STwT+/fdgu/5wtU7XFP4AVIxkF27dpPN2rwoBRRq1SrHT7zAjh3CWDXy2kwM9rHYL/Luto093HnHQUolca29wKe5eIGbbhDIkZPnr9GTjchpoiaZrc1w98HtXLkk6rJTx48QWglqskwSiM8xOZTFa4HbEA3ZipUlqyscPyUmiZlykX13jOL64vue41IqFdMm4WqzTYKWTlhVBZ589ig37RGTore/+TWUC3o6DR3o6+fi6bOgGKkvg2lkaLfaODlxLS3LZHFpJd1ftEBFVw28jjzshC+dyLuO6V+P9ViP9ViP9ViP9ViP9fg3Hi+LdkO73UkdHqvVBhmJCwVQDQNN1+hVxKj2qaefJZfNoctxxgsvvgCJKiA7RleFxsOPE1x5muz4PlGcoIRdh06bLdt2YMnRfd1xePbIMb58v3B17RsYoN12WJT42p6+XjK5PLfcKk7Zh557hquXz1CuiFNXQoSu6VQqPan6jp3J8Mwzz3DPawRuy2k7mKbJvffeC4ixfleTFgQ8Z2F+Pu3q2VkbTdewZIfc9zzhYSDZ+UQR9Xo9nXhMbJ6QWPg16cm+3j5qtTq9UtfbdTsMDY+kkIXf//0/4jN/9SlOnxbY1g0bRhke7eXalIAwlHMlyuUKilQYUBWVMAxwZYfNNA0pwdXlLTgS4hOvfT8KMTUzPdFrmpDr6n7d6bhSE18sxdGREebmFqhUpNRdxmJ1bgHXE53Er33tS9xx+0GchrjO3/jGN/CDiGXZYVtdXiQOI770xX8W62llgc9/9jO8+XV34nuiK+I4LaIoEpJXdCFFWqpiEIURhUIhfY9dedj1eOXExMREOk166OGHGZrYiESY4LgenttKJ4OddpsEfq6bbGfzLC0v0S8hf52Oi2EYP9OhDcnl8mk3r6fSQ7PlYGfF90vlPL7np7JstXqDIIpIFLHmXjxxgkwmy/lzoqNtWRZXr1zFko6cmm7SqDcI/Igwkmo85Ry1apVCXrxmf/8g27dsZmlOjN8NJcJzXVSpbNFqdzA0hSjQ5GvqWHYOV/KO+gYG6XgepS5Mpt0i0ZRU6SKXy3P06CG27bgOz5AdKNOkUa8zODYurkuikGQymF3JvWwJxYqpS8WwXKFApbeCJhU+/KCDohYIJVzGylrkcvk0hziei+t1MGSea9QbFIoFOnI/iKOITscTajryTnidDvlcPnUiX5ydJ05COm3xvJ85c1a6FYvpoWHoDA0N0pSY20ql8nOqJhs2bOBb3/pWOrVtta7yd3/3T7z73UKiWVEUfveT/yulYpFjxyS/Ip9DMXQ8+a7sQp6BcoVVyUVbbjSwC2XQJP9JX++3vZIil8unijIKYBeLKWa76bgcfvYQN90kICRLCxWiKCaUz/rRI0e5+ZZb+e//+hB/8P+1d7YxclXnHf+f+z73zuzO7OyLvWtjexfbWdsY29gUUI0dN7WBtrKU9kMqtVUrNVILSBUvNUSpKlGpKk1bFSiRUgmSVERqoGpTpVVDoZRigwkBIhwbG2G8r9717rzszM7bfb+3H865x843Psaj5ydZ8tq7q7kz95z7nOf5P//nMe4y5+gRri18grbI9OdDhrNvnUUgzOFPfOXLePrv/hoP/RE3dr14ZRZ33nVI2mmmKbfAbDQyp7wU0zt24bd+k8cX//z9l3HgwD244xBfV4rCZwClSSIndLuuhyAMYZqZ13+IlEFWAjod7rqXSe343Bom10mtVsPo6KishjabTXS6HTkPo15fg2EY2LCBqxF83wdTNCQpk3I5RVHAGENeSC0ty0KapmAiNDVMA4ODRSnF9X0fOUPDR++cBgB8/Yk/hB4sorPIM/l+ksDOD+DYYa6/f+DXDqNQKKHb5Fl6+5YSguYMNtn8msYO8H1AQwclhV/H/Ye34sL5RVxd4HKuvG3AYDoCMV3bjHx0G20EYo87eMftGCw4yIm+gnc/PIeVWlt66muGige/+vuoXuVSzs0TY/jv11/DoYNc4lytVuAHIWrNdemcqOkqbN2GIeK/nTsnkV66gsoqryZltvWZe6Pbucl8+vP5ARlIeknAA3jRZMsQoL3ehWnyizMNG67rS31+kjIoTEGcQv6bG0Touh5a3eul+SRJMDLEN/HR4XEwVcPHn/By7+jEFrxx+gxcMdChF/nQcxbcFl8cvuvB1RwUizwQLRTyaNSrKBTEA1pVYeccJEkipS66ruO2vbehKoL4crkMhSmyVDY4OAhV1WTzj8IYNE1Dt8dvXtdzEYaRDPpNy0KcJOhmEoRuDMfJY6MYSKYoTATc1z2l19fXoSgMv/O7XwHADx6VSgOdLi+ltdsNzM/PYWqK28cVBmxUKxUUxQI0DA1REqFgDoj3OhEPR75JuK73cw/LTPuavQdpmiKOE1nmAnhDo+e6Um8bBNwuNdu8egttrNUbCIVdqg4FSsLksJ/Tb70OXdexbz+3cH33vQ/g+gGWF7gd4xOnTuGB++5HcUCUwdgU/uG5Z3BtpSl9dwM/gMICOEKy0Ov10HE9lMTXV5euolQqwbH54WhVDHUibh6OHz+B732PN2vNzs7irVf/B02xdpzhISg9A8vL/EEwXC6BgcmGbcMwECcJmo0GmHhw12tVDI+MYOtWvlYuX/4UW7ZuQ0/o66EA4xMj3EsZwLmPzmHz5q0oi1HuV2bnsL7eRiwOkuXhEaRMQVM0m7ZbHWiGAWZkNpIxwihA0SpDifhr6HR72Lp5A3bu4LrdyPOQRIHcO03DgqabmVoHqq6g1+vKxl6WMuiaJmVs5ZFhvP3OOziw9zZ+3YqKbqclJYSO7aDRamJ5aQm2xdeC7eRRb7UwK3S+kzumYRdLiDUecEdgSJTrVnKu38HsZ58gDYT2lMVoN+u4ZTOXJK1327ByNlrifYCigTEFZSGbcXtdHlSkmSE1QxD4KBYHYWcmCM0m8oMDWBIWihs3T+DKzGXoerYPNrBjx3bps80YQ7O5LvfJbreLfD4vDxaXL89gbm5ZBjtTU1N46qmvoVKpyPtjZWUFnW4XXha8pAnS9PoQv5GRMtbWGrBFf5SVyyEIPGnUEII0/TcTCwuLCEXWoDRUQqvRQCIOuqauIw5CfPg+1/jbdg7DwyNYWubWt4P5Aj67fAHFoSE88hjX5D/9F6dw9fzH+NkH5wAAjmZjJEmx9JMzAICL2yfx/D++iKoI8sY2DyNhqZSoen4I3/fkQEHbdnDPkaMwC3zdnDz56+gFutxvwiiEpmoI4uAGy84UnufJ3hU/4KYB2VLLbK2z7x8aKqNarckmfMuypJQXADqdDhTG5AE+CGJEUSKbdtfX1+F5HtgN36NpDJqmyJ6dNE1hmqaMmzquC4Vp8AL+/bZlYXF+Hgrjn0V7rYqCDcSib8lKAfghrtZ5PPDeR2fhBcDRo3fxz66cIGlXUdJFYsNUkPoRLMOAxsSskSDFT959B3t27QIgZqboHp56nMtDV+suFmt1TE3yPsS5K5fhsxCKLRK4I2OoVGrYtoX//wO/cQLdymX0RO9UiDGcPHkSP/jBD/k15Qqo1VuorjVh2mIekWogCAK5x31h+zTefPOstDafX5jH6PAIUiHFcoSM8PPwCxH0x3GCKLqf/wOeAAAKKklEQVTuUtNud8HEEIJNExOYmZ2B7/EPpOf2eDAmmtW63R7iOIWiaGgI5wwvjOEHMVKxsTJFw72H75YZ8NZ6D+fPn8epJ78GADh4111QVVU+sG3HRoxYBqbcSz6VQ3JuP/RL+L83XoMrAvRup4U1NKExHSVxsAijBOYNbj35fB6rq6toiqbY3bv3oFJZladqz/NhO47sAUjTBMPl4SwZCU3j03cznXKQxiioqlyw7XZbTrrNrrPTXoema9c746MAg3kTc1e4NvW//uOHuPXWzbJ50DQNsFHefANwf9okTeUiV1UFQRgg8K9PqoyiUDYX67oGTdEhzIGg6xoU4Tcu5G5gLDuE8Zv14sWLGBgYgC96ONaqq9BUE3NiToOqaPyPIXz5deDs2TPoiI1kaXkRtXoDr73K+xbGR8e45lfLGqgZXnzxRRzYuwdPPPkoAKDRqIKxWLr3OLkCGs0GOgr/PIuDRaw31zEmNMGZNztx8/Dss8/gG9/4GwDAw3/8EOZn5hCEIjNz95148KHHsS403C99+7swDA0DOj/0WZaFtbU6tk1OyQbVbZNTKJfLcmrrtm3bsNaoS/94gK/BIbH+jxw5hvPnL+Dyp7zvxxksoee58r7fOLEZK5VrSDJnGDAkqipDwSTVsWvPbrTaHmyVv66Dh/ZjLG/g7Ns8MJjYOI4oTVAu8YNFGIcI40T605umCUXVZEUDjFcxsj6gmdkZMMbk0MLQc+EHvnQc8oMAtmXD7/UQZd7/gyX4CbC0xIP+g/f8MtZuaILu9XpIohB+jwfMmgbM1FZlo26tVUcSx1hY4K+xUBzjOt8s8PA9aKqCOLk+CyRNE7lPRmEIMAYv8BBE/DV1PRd7bt2DnTu5jndubl7MXeCf1eTkFv6eiLchEZXICTGg54UX/glxHOP48S+Kz/YWnDx5v8xgdrtdGIYuDwWu6/IEh65jzz7u+JOGIa7Oz+IWYe6g50zUWy3o4n7p9LoIw1j2Qmzfvh3EzUOjUYed54GV53pQVBVpFrMghmWY8EXgumXrNC5dvITxCZ6Q63auQGMGOo0uNk3xDPSfP/0s/vaxh7FwjlfAWByik8ZgIsH25KOPwSwXMTzC1+r0rl1ot9rwPX7PLy0vQ9d12Xz+0MOPYe9th+D5PLCseRHuPnwPSkVe5W932jBNi/u532BgEQSBzPzzgXTBDW5hpvw7wI0DwjCUWXpVVRGG4c9NsNY0A3Hsy59RVU1m8YMgEAdxBYk4WWT9AVnwyhiQxJAHbpak3PRAxCBhp4P3f/wORjdsBQCsrDTglSw4Nv/5QFWBNIaZ5xXatvsZrFwRhsMTttsmd+HT1VcQJvx9iqMIeSuHOAoRpL54DQ7yhRx00ZWvaxosPYFj8fhgy+4yLv7LJyjs5mu/Xqmj1+kg7/Df6Xohjn/pCI59iQ9au3LpHMYHNIwV+P1w4dIFbLt1GiPDPL747LMZqLqFnFWAK/biTs/DpvGN8IU65bsvfQd/+vif4JvPvwAA2DC2AQpj0p8/29M+D1RjJAiCIAiCIIg+5xci088UBt3ItOsRDMOAL7JyK9UVREkMJk6GOdtGxBi6bX4qS5gOP46wXl9DJMpSKRQkYCiKKb/Hjn0RSIGKkPPMzC3iuee/iaHMOWdgAFEcy2m3a2trYIxJTWeSJEjjCKnIHgeJhq8++Aiee+YvAQAbxzag1WzDcRxpLaUwBczQUS7xk3itWsPQ0BCKwu2jXq+h2WjilfdfBgDcd98JOPkc8qIcHIa80z5zlPCTCIZhypK1YZhw3Z7MRqmKCsaEPk5UA9ZbdRQKg1gXuv9yaQC1Wg05oRu+Y/9uWLaCdpv/Dq/TQ2loSF6D63owDF1WKxg0pGkq5QEAE/p9fgrP5XL8NYqMRxRHKAwUUK1WMCQ0+r4foNfroi2qCasrK0ihQBOjux3Dxr1H7sSssDL80ZunsWPHTujCMc+2crhybQFf2LUbAHAnO4CHHnwE4yJ7aZkmdFWDTJmmCYaGynj5lX/F1//sFP+ZO/YgTWI4OTO7AaHrNlZWeJVl48YNSGIGN3NJyZQFxE1DkjI8+iiv7OTyDirVVZx6gn/+9qCDxaUllMX6Pnz0CP7z3/8NI6M889ISZehOEmGj0KP2el0sLszLSbFxmmBl5RpKRV5Or1YrKBVLuPgx748pFK5C10xk6eWg68K0ctIju1K/hmvXFmFYPIvvigomE5n/crmMhDEcuOMgLCGt8fwOEnsQG8d4hnrl2lWUh4pQxdpJ4xCGpsEQFUrf8+A4eXSEsw4Dg5WzpPbdzuXA0hRvn+FWl8d/9Tg8r4dQ+FOrmobI95HEQJryNd9ud2Aapux1WFxcgjMwIOemuHEIS9egK8J/PEkRKTHWRMVE0zT4cYxYSCmTJITrpbKC2VppoLxhFFqceYmHiMMAhtD4d7ptnmEMItx9Ny/Z21YOq6uraIhplXEcoVQagh/wfW/52jJ0TcewsFD81re+g/3798qKxokTx+C6rszkxzHPyGdfVyoVNBoNWVVVVZVLOdMEGvh1q5aFbdO75XU0a6sol4fRFlbDPAuqwLL43rtGfUI3Ffv27ZXPUV7psdHt8GeYppmIoxB7d/MsvqEB09OTuPQJt1/MOSZUpiIIQnx6mccg4+Pj+PuXvo8v38X7AD748U8xt97DhZ9y9y5PN1F2ipia5nLC7Hmpiv1hfGIcaZri1u1c6mdZGpLUx2CR7ye3H9gPXdNQqXJ5kOPk4bouLMuSFr+m0MvfKMfNrg8ARkfGMTMzD9Pi93026TuT+7iuC9PIQdOz3riUx3L69bkWmqZiWcicMpcfTVMRhnxfzNZaZqcdRTE0naEu7FFHhoeRs00oovI3tXkD3nr1A4Ri5tLrvRYsm2HX9CQAYMumMpB66AhpAVMdYcEtpgwbARJc70sMAh9Bsy2miIvXlIYoFkdgGNkcEAZNVcHEdSvQMJAfwP/+6A3+eZsG4ihFXbj9/cHv/TY8N8DPPuTSrbfOnMbogIITv8Kdmaa2TqLT7crqaMQMdHsuTMvGJiEHvfOeLTiw9zY8/fRfAQAGnBz27duLe4/ymQMzs3Mo5By89/4HAICiqOh8HliaUkRDEARBEARBEP0MyXsIgiAIgiAIos+hoJ8gCIIgCIIg+hwK+gmCIAiCIAiiz6GgnyAIgiAIgiD6HAr6CYIgCIIgCKLPoaCfIAiCIAiCIPocCvoJgiAIgiAIos+hoJ8gCIIgCIIg+hwK+gmCIAiCIAiiz6GgnyAIgiAIgiD6HAr6CYIgCIIgCKLPoaCfIAiCIAiCIPocCvoJgiAIgiAIos+hoJ8gCIIgCIIg+hwK+gmCIAiCIAiiz6GgnyAIgiAIgiD6HAr6CYIgCIIgCKLPoaCfIAiCIAiCIPocCvoJgiAIgiAIos+hoJ8gCIIgCIIg+hwK+gmCIAiCIAiiz6GgnyAIgiAIgiD6HAr6CYIgCIIgCKLP+X/mj2TXE98MPQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x648 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(rows=3, figsize=(12,9))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To create a `Learner` we use the same function as in lesson 1. Our base architecture is resnet34 again, but the metrics are a little bit differeent: we use `accuracy_thresh` instead of `accuracy`. In lesson 1, we determined the predicition for a given class by picking the final activation that was the biggest, but here, each activation can be 0. or 1. `accuracy_thresh` selects the ones that are above a certain threshold (0.5 by default) and compares them to the ground truth.\n",
"\n",
"As for Fbeta, it's the metric that was used by Kaggle on this competition. See [here](https://en.wikipedia.org/wiki/F1_score) for more details."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"arch = models.resnet50"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"acc_02 = partial(accuracy_thresh, thresh=0.5)\n",
"f_score = partial(fbeta, thresh=0.2, beta=1.0)\n",
"learn = create_cnn(data, arch, metrics=[accuracy_thresh, f_score])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We use the LR Finder to pick a good learning rate."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
}
],
"source": [
"learn.lr_find()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we can fit the head of our network."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"lr = 0.03"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 00:45\n",
"epoch train_loss valid_loss accuracy_thresh fbeta \n",
"1 0.523913 0.423495 0.809130 0.615564 (00:10)\n",
"2 0.465675 0.436136 0.800858 0.608456 (00:08)\n",
"3 0.436560 0.390962 0.827512 0.611724 (00:08)\n",
"4 0.400302 0.375375 0.833640 0.665645 (00:08)\n",
"5 0.378996 0.372112 0.831495 0.650735 (00:08)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(5, slice(lr))"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-1-rn50')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"...And fine-tune the whole model:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"learn.unfreeze()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 00:51\n",
"epoch train_loss valid_loss accuracy_thresh fbeta \n",
"1 0.363382 0.372940 0.832414 0.643995 (00:10)\n",
"2 0.363459 0.373076 0.832414 0.646650 (00:10)\n",
"3 0.360488 0.373015 0.830882 0.647345 (00:10)\n",
"4 0.357405 0.372464 0.831495 0.649510 (00:09)\n",
"5 0.353198 0.372918 0.831189 0.652574 (00:10)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(5, slice(1e-6, 1e-4))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-2-rn50')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([3, 256, 256])"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = (src.transform(tfms, size=256)\n",
" .databunch(bs=32).normalize(imagenet_stats))\n",
"\n",
"learn.data = data\n",
"data.train_ds[0][0].shape"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"learn.freeze()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"lr=5*1e-4"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 01:42\n",
"epoch train_loss valid_loss accuracy_thresh fbeta \n",
"1 0.380321 0.384359 0.832108 0.634886 (00:21)\n",
"2 0.377994 0.378213 0.834252 0.642443 (00:20)\n",
"3 0.365750 0.374719 0.833027 0.634886 (00:20)\n",
"4 0.366455 0.375448 0.832108 0.641136 (00:20)\n",
"5 0.366266 0.375202 0.834252 0.644077 (00:20)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(5, slice(lr))"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-1-256-rn50')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"learn.unfreeze()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 02:11\n",
"epoch train_loss valid_loss accuracy_thresh fbeta \n",
"1 0.368341 0.377706 0.839461 0.652369 (00:26)\n",
"2 0.369116 0.382405 0.833640 0.642157 (00:26)\n",
"3 0.360428 0.370527 0.841605 0.656413 (00:25)\n",
"4 0.341129 0.373845 0.843137 0.665033 (00:26)\n",
"5 0.333872 0.373552 0.844056 0.668505 (00:25)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(5, slice(1e-6, 2*1e-3))"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
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jGYnRJMaEM3dSPP/bXETrAOREGhHEjodLH4KvvmOlu3jxVnjsdNj31nCPTFF8CModud5pGPqK9+ah7OQYLjhhAvtL6zkjN5Wdx6y1gfK6Fhjfv+8ZSxRWNXjWRr5+1jRWPLWRt3aVcP6c9GEe2QAy4UT4wouw83krtPOvl8H0C+AT90Ly1OEe3cilsRJK90DZHijbbb1vrISQUGs3dIgDxGEfh1o5pNzvPe0d29w/HdtC21/9tYWEgoR0aPP+fn9tXY3T0eG73NeFDFs226AUfe/onb7iHdc/KTGK2RPjeO3WMwFIjnFb+hq22RuOVDSyIDMRgNNyUwDYW1LH+XOGc1SDgAjMvgRyz4d1j8C7v7Lz+XzVSu0clTDcIxwejIGa4nZRL7N/SndDfUl7P0eElSwwJgWMywqLdTZbiQRNm3XsarOOu2xz2e/b2vuMNDreCEIcVoGfS347qF875kT/wdf38H/nTe/xM+rtPDvnzUpj6RTfxGXJ48IBWPn0JrKTY5iZHuuzYKx0pqaplerGVo+lPy4ilPFxEfzyld1ccEI6U1LHDfMIB4GwSDjtm3DiZ+Gteyx//+an4ZzvwcIvgCMo//tZaxmVBywxL9sNZXvt93utaCc3EfGQOt26OaZOh5QZ1mvC5IHPdWSM143A+2YQSFubfWPpY5vnxhRA24QTB3befgjKvzpnmyHU0ZXo7w1I9BvscMLlJ0zodC4xOtzz/pO/XQNA/l3nkWL7+pXOFNmROxmJ0Z62qgYrVfV1f1zP+3ecMyzjGhJix1vW20l2/v4Xb4P1f4DlP4Wpo3jeLfWWkLutdbfAl+8DV2t7v9iJVh6j+ddY+xtSZ1gCPy5t6FwcIu2uHMb2/9OgFP1Wl4swP5Z3VJgDp8tFi9Pl2anbFfUtlqUfE97Z4nD4WTA4VN6got8N7lKTbksfYNns8byw5ShFVY2s3VfOyVODPBX0hHnwhRdg1wu2v/9yq97B+fdYojhSqS+3XTK7vQR+L1Qfbu8jDqvmcMp0a05uYU/JHZuFekYwwSn6TkOYH0v/55+eyy3PbmZvSS1zJnafJ91dJSs6IrBfkXdahtLaZqobW5mWFoQuiz5ywN6YlZ0c42n75RUncvvymVz9+If87u2C4Bd9sCzOWRfb/v5H4Z1fwu+WwuKvwpnfhqjE4RmXywU1hbavvYPAN1a09wuNsoQ8czEsvK7dck+aAqFq9IwGglL0nS6XXx/7xATLygwkhUJDN5Y+QE5KjEfIAEpt0a9uaOWke18H4MDPLhz+nPsjhD3H60iLjSA+uj0FdFS4g8ykaM6YnsJL246NjBoFQ0VoBJx6C5x4Dbx1L3z4O/j4GTj7u7Doi4Pn73e2QMU+W9C9BL68AFq98iFFJVliPutiL5fMdIjP1Opro5ygFP3WNkOYHxdMVJgl4IFs//dY+uH+f0Wv33omdc1OKupbOOdXb1Naa4l+QWmdp09FfYsnpn+ss7eklunjY/2emzMxnmfWH6GwspHMpGi/fYKWcWlw8a/hpK9Y/v7V34INf4BP/BSmndv3z22qafe3e6JldkPFAd9IlvhMS8yzT7Ne3QIfk9L/uSkjkqAUfWebf0s/0hb9Q+UN/HdTEZctmNTlZ3gs/Qj/lr4jRIiPCiM+Koyk6HCP6Nc1t+/CPFBWP2yi39jSRkhIe2rp4aS1zcXe43VcszjL7/nZEy2f765jtWNP9N2kz4Xrn4ddL1r+/qc+BbmfsPz9qV0EHhgDdSX2Aqq35b4Haovb+4WEQtJUSJsFsy+zrfZcSM6FCHVBjjUCEn0RWQ78GnAAfzDG/LzD+RXATUAbUAfcaIzZISLXAt/26joPWGiM2TwQg++KVpfxWch97ztnU9nQQrTtqnHvtD1jeipJMeF+P8MdstmVpe9NamwEJbbo13uJ/v7SevKyk/o2iX5Q1+xk7o9eYVFWIhfOncDJU5OZNWH4FtM+PlJFY2sbi3P8+6vdi7v5hyrYdbSGz5yUyfi4yKEc4shABGZ9EnKXwbrH4N1fwiMnW1E/i66HykOdBd47r3/4OEvMc87wCoGcAYnZo6qymjK49KhoIuIAHgaWAYXABhFZZYzZ4dXtaWPMo3b/S4D7geXGmL8Bf7Pb5wL/G2zBB8uy9F7IzUyKJjMpmsoOvvziqsZOot/idPHGzuOeerhdWfrepMVFcqy6CfC19IcjZ7wxhvk/fhVjIP9QJfmHKgkNEQp+euGQj8XNW7tLEKHTfgc3KTERhIYIj72zH4BfvbaHv9+4lCVd9A96QiPg1Jvb/f3rH7M2ebmJSbPcMCd8uj22PWUGxE0ctl2eyughEEt/MVBgjNkPICLPApcCHtE3xnjnLI4B/GW5uQZ4pu9DDYw2l8EYCPWz2BTVYVH2aHUTJ0zyjeL590eF3PHvrYyLCEUEIgNwj0xKiGJ7kWVxuevohghUNQ59bp6yuhacHbJ/uo/X7C3jFy/v4rmvntzpdzFY1Dc7+du6w5w9I42EaP9PVSEhwvi4SIqq2nPs/2dTEQuyEj2htQ0tTh5/dz9fPi2H2MgxYrWOS4WLH4TFN0LxJmuXakouRA/906MSPASyDD8JOOJ1XGi3+SAiN4nIPuA+4GY/n3MVXYi+iNwoIvkikl9aWhrAkLrGncDL3+asiA6x+cVVnQt5uJOo1TU7SYgKIySAJD6TEiIpr2+hqbXN496ZlBjl2Xw0lByptJ4uTp3mayU721x86c8b2FpUzZ7jtf4uHRTe2VNKVUMrXzk9p9t+E+Itd84pdtjmsxuO8Lu3CzznX952jAdf38v3/7tt8AY7Uhk/GxZcC1lLVPCVfhOI6PtTvU6WvDHmYWPMVOB24C6fDxBZAjQYY/z+jzXGPG6MyTPG5KWmpgYwpK5xW7X+4vRFxBPBA/5Fv7Cy3SXTlb+/I5Nsn3RRVSN1LU7CQ0NIGRcxqKL/8rZjXPfHdT6J4VrbXBwotcJIF2f7iv7higZPPQF3XvvyumZqmwZvjGv3lfPM+sPER4WxuIe1jXRb9HNSYjhvlpXFbt3+9vjwghIrKmr1tmOeRXZFUXpPIKJfCGR6HWcAxV30BXgWuKxD29UMgWsHoNUWNn87csHXxVPkR/S9/fDuxGo9MTHeEv3CykbqmpyMiwglMTp8UN07K57ayHt7yzwLyAC3PLuJ2/7xMQBLp/iK7LoD7QJ6qKKehhYni+55na/2oYRkILhchmt+/yHv7S1jSU5Sj7mJPrs4i7zJiZw/J50HrjqREzMTWLu/nOfyrYfM7cWWB7HF6eLV7ccHZcyKMhYIRPQ3ALkikiMi4VgCvsq7g4h47yG/CNjrdS4EuBLrZjDotLrc7h3/U/NOoeDP0j9S0d7WVf6ejsycEEd4aAhv7SqhvtlJTISDhKiwQbX00+3olh3F7cspW4uqGRcRymnTUsjLTvJ5Unl7d3sWw8PlDTy3wRLTtft7V8ikxekKqGJYqdcO5Rnp/uPzvTllWgr//NopnDk9ldjIMBZkWpkov/PPLQDsOFrDZfMnAlbIraIofaNH0TfGOIGVwCvATuA5Y8x2EbnbjtQBWCki20VkM3ArcL3XR5wBFLoXggcbZ5vt3unCF1/T2C7ExVVNPudcLsPR6kYm2Tt3Ay2HGB8VxrLZ43n+42Lqmp2MiwgjPjqM6kEU/fG2O+Shtwp4c9dxPthXxrHqJq47eTJPfWUJjhBh7Z3n8LqdDvrt3aWECMzLiGdvSR1v7LJuAlNTx7G9uJrv/WdrQPP94artTP3uap+bjT+83WRT+5BBc8WZU4kKcxAaIhRVNVJa28y8jATGRYQO2BOUMcbHPaYoY4GA9lMbY1YbY6YbY6YaY+61235gjFllv7/FGDPHGDPfGHO2MWa717VvG2OWDs7wO+MW/a4sfXee/EWTEzle2+RTuamioYXWNsMce7OQqxeCcOrUFMrrW9hRXMO4CAcJUeHUNjsHrTKUyxbojYcq+dKf8vns79fR2mY8NyywNmZNTY0hRKx5501OYtHkRDYequS9vVbB97K6Zi76zRr+tu4wh8rr/X6XNy9ssTx71/7hQ5qdXe9sdq8bAExO7v2Gq/T4SH555TycLsOTaw4AMGdiHPFRYVQ3DszNNOfO1fxw1faeOypKEBF0STTc7h1/C7nenJSdhDF44uuffP8A37L94TkpVlIwf2GfXTHfdkcUVzcRGxlGYowVVjhQAtWRyoYWLl8wiSsXZfi0e4s+WIvXbgP+m8umezZpxYQ7+PzJk31cUN65hPxhjMHlsm4slQ2tfHyk68Lm7vWSP3w+jwVZfUsidnpuKhmJUfzBFv2ZE+JIGKAnKPdi8F/WHur3ZynKaCKoRN8Yw49sy62rhVw37oyOO4/WYIzhx8/v4O3dVrjo+XPG87mlWfz803MD/u7p48cRGWZ9Z2ZiFPFRlugPll+/uqGVhOiwTv7yLD9W9W3LpnPbsumcPDWZs2akMi8jnn9+7RSy7JQHsZHWdo2eRL+ivoX6ljauWJSBCHzYzXpAWW0LMeEOzpvd93qS8VFhfMpOleFOeZEQHUbVANxIy+vaXUSBuvEUJRgIKtFvbTMet0VoD/H1p0xNJjE6jBe2HO20czYjMZp7LpvLZK80wD0R6gjx5NPPTIr2bESqHoQIntY2F7XNThKiwj2W/UnZiTz15SV+/effODeXb5xrrbWnxUayauVpzJoQ5ykGMz8zgYToMPb3IPru39O8jHhmpcdx/2t7ePL9A377Nra2ERVACouemGqnp3b/c8ZHhVHV0P/fqfdC858+ONjvz1OU0UJQib63D74rS/+P1+dx96VzCHOEcMb0VPIPVnhiwMHaxd7XYijuhG5ZSdEk2JZ+Zf3AW/rup4fEmDDPHoFFk5M8dWcDxWm7wpJjwpk9IY43d5Z0a+1vKbTcOblpsZyYae1k/vHzO/wuhja1tnlyHfUH903M/Q3xUeED4jJzW/rjIkJ5Ys0BXdBVxgxBK/pdhVueO2s8nz85G7AKehytafLky3nk2oVsvGuZ38pYgeBOHDY+LtJjRffVFbG1sJrsO15kn1eqZjfup4eE6HDmZSTwzA1Lue38nktAdmSh7Wu/6qQsTstN4VhNE2f/v7dZ7xXT7807e0rJTIoiKzmaZV5um0X3vM5rO46zvbiabXY6isaWNp+NcH1lSqr1tPXlU60dvQnRVihsf0W6zLb0P3/yZIqqGtlW1H00kqIEC0El+t6+2Z58+mBFlRhjZcMEmJ4eG/AuXH/cd8U8bl02nbmT4j3FQkpqm5j5/Zf458bCXn3WC1utKJmXtx3rdK7StvTdTxMnT00OaL4dyR0fy8GfX8TJU5O5aO4EEu0x//KVXZ1E9dXtx3hzV4lnt+w5M8fzzA1WUFZFfQs3/CWfi36zhosfWoOzzUVDaxuRA2DpR4eHsvue5aw8ZxoA42MjcLqMz36KvlBmb2q76qRMosMdrHhqo2fHsqIEM0El+i6v/7M9Re8AnoVMd+GT8D4IpzdpsZHcfG4uISFCbEQoIQIPvLaHplYXD725t+cP8CLOTipW4ydNgse900UCs74wOTmGTT84nx9ePJsNByvJuXM1O4+2W79v7S4lOtzBHRfM9LQtnZLE9y6c5TnOm5yIMXC8tpmmljaiwgbmzysi1OGpqHWufdN58I09nrq7faG8voXYyFAmJ8fw4FXzKapqZPpdL3nWC1qcLr0JKEFJUIl+m7d7J4BwS3fBDne+mo4J2fpDSIgVKtlq7xuYmd51PnuXy3ji7t24/eE1jZ3zzFQ2uN07A59t8qqT2jNu/Hdzked9QUktcybG+RRlERFuOGMKXztrKr//fB63nGctFhdWNNDY2hZQLYLekpkUzYVz0/n3R0X9SiFRWtdMqr12c96s8R7XnHvd4von1nPij1/lcD92/1bUt+hagTLiCC7Rd/Xs0/fGbU27a+b2xUUSKC1dbNKqrG/hS3/ewCcefNen3b2J7Jn1h/mgoMznnDtOfTBEPzo8lPe+czazJ8Txjh3Caoxhb0kd09L8p1O4fflMls0eT0aidRMtrGy0oncGwKfvj4euWcji7KT+Wfp1zSSPs56UQkKE51eeBsCuYzXUNTtZu7+cxtY2vvTnDX7XVXqipKaJhT95jd8pCnkFAAAgAElEQVS9va/PY1SUwSCoRD+Q6B1vIsNCEK+89+EDaOmDFR//o4tnc3puiidlc0cu+PV7vL27lL0ldRytbvdTN3jV8X3kHV/hqGxoITREGBcxONUuM5OiOWdmGntL6lj1cTHv7i2jqqGVqandh7C60yMXVTXS2NLmiWYaaEJChDNnpFLb7KSpted6x/4oq2vxidJKjAknPS6SnUdr2Xy4ytNeUFLHlY+u7fXnu0OHH1HRV0YYQSX6vV3Idadabmq1rOqBFv1vnJvLF07NISkmvFPVLjfHatrz/7y3p92ib/CqwOU9lw0HK/jd2/twuozHzz0YzJkYR5vLcPMzm7j+ifVA592+HYkMc5AWG0FhZYMdpz94f15psZZgl9Q099DTP2Velr6b3PHj2Fdax+4O9QYq6lt6XYPg/X3Wv2VdP25MijIYBJXo+4RsBhh26fY7iwR+TW/pTvRjI0P5winZxEeFselIpae9vqWN2MhQzpuV5hGcivoWvvH0pkEZY0c6VhQDqyxkT2QkRlnunQEK2ewK91hKapt66NmZ1jYXVQ2tnfZj5KTEcKC0npLaJsIdIVw4Nx2AxOgw7n91T6++Y/ex9ptEaW3fbkyKMhgEl+j3IdjCvWAa5ggZNMs5KdpKvuYvGqSxxdrEdGJmApu9ctk0tjhJjA7npOwkCisb+eUru/jNG3s9Twbn9yO9QSC4Fza9cRc66f66aDYdrhqwHbld4bb0j/fB0nev4fgT/dpmJzuP1pIaG8Gvr17Ajrs/wdIpyQFb+i9vO8r5D7xDQUmdZ49BX25MijJYBJXot/XSpw/toh8xiIu4E223iPfOX7DCAp0uY4l+Rjy7j9V4XAH19s3gyjwrmubht/axeutRAJ7+yhIe/3zeoI0XLNfXm7edye3L20M03ULbHZMSo2i05zCYlv74flj6B+1dxx3dVe5Eex/uKyc1NoIwRwjR4aFMSY3hkFflMTfGGNYfqPCJ0PnWP7aw53gdzU4XJ9uF3fvqglKUwSC4RN/26V+3dHJAVim0V9IaaH++N2dMT0UE3tzlW/Gp0V6sjQxzMCU1BpdpT0nc0OIkJiKUpJhwHrl2IQAltc2cOi2ZU6b1Lt1CX5mSOo6vnTXVcxzIjdS7zyAuOZAYHUaYQyipbaa8rtlnEbwn3GGZczN8XVjzMhKIDnfQ0uYi1esGNzV1HG0u4xPCCvDBvnI+89haHnhtD6W1zdQ1O332h7iT+h2vUUtfGTkElei7ffpLpgRePDp6CEQ/NTaCmelx5B+q9Gl3W8TR4aGejWLuMMSGlvbcNWfPTPNc09Ni6mDwuaVZnDE9sNrF1y7J8rzv+GQzkIgIqeMiOF7TxNKfvcHJP3sz4Gs/LqxiUkJUJ/dOUkw4K860bnLefvh59s3hp6t3UuZVV9i9X+K3bxVw0r2v84Un1vvc9PImJxHmEI6rT18ZQQSV6LstfUcvTEz3Qu5gxuiD5SM/WtVEi9PlcQe4c7pHhzvItGPcj9gVpxqa20U/MszhSdU8KaH3BUn6yz2XzeUvX1ocUN/xcZFs+v4ypo8fx5fsfDmDRVpcJK/tOO7ZANfTRqhj1U2s2VvGwfJ6csf7r+b1hVOzAbjcTukMMC0tlhtOz6GqoZW8e17n/AesPRXuxG/ur80/VOljPIyPiyA9PtJzIy+pbeKu/27Vwu7KsDJ4K23DgFv0Q3oRhTMUlj7AxPhI3ttbyvS7XgLgZ5+ay1w7QiYq3EFqbAQRoSEegahrdvrsaHW7gk6Y1PXO3pFCYkw4r37zzEH/nuSYcDYfaRfQ0rpm0mI7u/V+tGo7WUnRvLTtKBsOWk9bn8nL6NQPrA17+356Yaeke97RTEftwjsdayWMiwglxMvgEBGmp8Wy97j1xPPo2/t56sPDzEiP47qlkwOa43n3v8O4iFB+ffX8XqX6VpSuCCpL3+3e6Z2lb4v+IFv66fFRnv0AAHf+e6uXe8fKLZOTEkNBSR0tThfHa5qYmNAuYPddMY9vf2IG53i5esY6xdW+vnJ/O3SNMfzpg4Pc/cIOj+ADPj77jvjLsurebexNxxTPdc1Oj1tofJz1+dPTY9lXav2buvMo7Si21hQq6lvIvuNFvvWPjz2Ly960uQwFJXVsPlLFmb98u9uiNYoSKEEl+h73Ti8s/agwy5oedEs/obMF6t7p6Y5ymT0xju3FNRwqr8fpMuR6pT24bMEkbjp72qBuyBptLMyySlSea98ID/nJk9PYxcYof08E3eFec3HT4nT5LebS2NrGpxZO4pX/OwOAGeNjcboMB8vrPWGf7puP+/ifGws9LiNv9ndI//Ds+sO9GrOi+CMgpROR5SKyW0QKROQOP+dXiMhWEdksImtEZLbXuXkislZEttt9eve/rRe4N+T2RhdjIobG0p/YzQKsO4LohInxlNQ288E+y6Kblubf76xYfP+Ts3nn22fx6HWLCHeE+GyIclPZRbnK7ix9f6R02L17vKaJqoZWT6lJb5bkJHkqp7nDQN8vKPPUGjhQVk+zs82nZGNLm8sj8tUNrZz/wDss63Aj+HB/hSZwU/pNj0onIg7gYeACYDZwjbeo2zxtjJlrjJkP3Afcb18bCjwFrDDGzAHOAganaCxe7p1eWPruBdIm5+BulXcXJAcrJ483bt+922/8381FiOC39KHSTmSYg8nJMYQ5QpiRHsu24s6F2v/VRR0Dd7K9QBERXvvmGZ5IniMVDVQ1tjJrQhy3LZvOW986y9P37BntLrjJds3i37yxF5eB71440+O2cW+0c+dQ2lZspbLeeayGPcc7Rz4dq2nyhPQqSl8JxLxdDBQYY/YbY1qAZ4FLvTsYY7zLDsXQXt3ufGCLMeZju1+5MWbQ1LUv0TvunaeDHUvtnRzts15hjdC+rjB7onVj2HS4iozEKM8TgNIzJ0yKY1tRDWv3lfPaDms/xLr95dz/mpU+ITs5mhMmxfELu9h9Tg/J4/yROz6Wv35pCaEhYiehayEhKoxvnJtLTkoM31k+g6vyMn3SVSREhxMXGUplQytpsRGcM9PaSb3+QAX3vriDEIGN3z+PMIewtbCK6sbWTnsOIkJD+MEnLTtrh1eNg42HKtXyV3pNIKI/CTjidVxot/kgIjeJyD4sS/9mu3k6YETkFRH5SES+4+8LRORGEckXkfzS0tLezcALVx+id9wLdH3Zzt9brl2Sxcz0WJLHRfD0DUs87W7RHxcRyhTbHZDbRRpjxT85KTFUN7Zyze8/5Ia/5FPd2MqNXvn2H71uEc+vPI2rTsqi4N4L+rzfIT46jKVTknl953EOlTf4LPB+/axp/OKKeZ2ucUfdpMdHkp0cTXhoCD9+fgcuY7kkI0IdTE0dx+/fO8CJP37VZ21iQVYCu++5gKsXZyKCp7DNW7tK+PQjH/DUOvXzK70jENH3p6CdzAtjzMPGmKnA7cBddnMocBpwrf16uYic6+fax40xecaYvNTUwDYB+aOtD+6dzKShi3u/9/K5vGwv8KV7WYOxXq6GRZOturUdfchK9yTH+Prov/efrT7RNYnR4Z5F8NB+rt+cMCmeghIr1cKsCT3fnN0pqdPjIgl1hDDda4/AAnsxeraX++/Z9UeIjwrj318/hSeuPwmwXIA5KTG8tuM41Y2tFNtPA5sO+274U5SeCOSvvxDI9DrOAIq76f8scJnXte8YY8qMMQ3AamBhXwYaCJ44/V64d9w+/aHGvbD7RXszkJtvL5/BvIx4Lpvf6WFK6YaUDguzL2w56nM8kP/O3pE83ms1XeFeqwmzI8RmjLeuWZydxN9vPBlod+2B5bufEB/JwqxEEr1qNt+2bAY7jtbwmUfXUm+n3m5o1rTNSu8IRPQ3ALkikiMi4cDVwCrvDiKS63V4EeAuCPsKME9Eou1F3TOBHf0ftn/6spAL8MQX8jwhdkNFZJiDLT863+OrdZMWG8mqlacNWX6dYCHZSxxPnZbsef+t86czLiJ0QAu6eIt+IBFW7gX58jrLhXjt0iympMZw6YKJnlDhjllNc8d3foK4aN4EfvjJ2ew+XsvL244B1oY0RekNPe7INcY4RWQlloA7gCeMMdtF5G4g3xizClgpIudhReZUAtfb11aKyP1YNw4DrDbGvDhIc8FdkbA3C7mAZ3FtqOltBInSNd4hmF84JYcQET4xJ53PLZ3MynNyu7my92QmtQt0IDeTJVOSWJKTxPcutG7wC7MSefO2s3z6nDUjjU8vzCA0RPh7/hGuWOR/x/CnFmXwi5d385Fd3Wt7cTVHKhqG1E2pjG5kpK3+5+Xlmfz8/D5d+/K2Y6x4aiMv3nwacyZ2LgKiBC8tTpcnxcWbt53JlEEMd21zGb7614186bRsTpk6sE9kLU4XGw9VejJ0+uO5DUf4zr+2+LRt+v4yH1fQQGLM4FZpUwYGEdlojOkx53pQ7ch138B649NXggPvHdWDKfhguQ//cH3egAs+WPPoTvABrszL4JZzcz3hp2BlDh0MthVVs/Rnb/CjVdsH5fOVoSeoRL8v0TtK8PDYdYt46ZbTh3sYg46I8M1l07nqpCy2/uh8ALYWdt6YNhD8bd1hjtc086cPDrK3l3WClZFJcIl+H6J3lODhE3PSA4qmCSZiI8PISYnxuxt5IDhW3ejJDbXp8OA8TShDS1CJfl+jdxRlNDM1NcZvsrn+8Ne1B9lSWMWxmmaWTkkiLjKUj3RPQFAQZPn0rdfeRu8oymhmcnIMawrKBmTB1RjDH9cc4J4XdwJWCogFWQmcFRnGPzYW8rmlk31qCyijj+Cy9D1pGIZ5IIoyhGQnR9PU6uLih9awdl//cu5vK6rxCD5As9PF+NhI7rjAShS36Yi6eEY7QSWPupCrjEWy7XxN24pq+N5/tvbrs/wVmI8MC2F8XCShIcL+0jrP2pkyOgky907vs2wqymgnb3KS533HdBS9xTt18957L+DvG45wyfyJOEKEpJhwnnz/IMbAjy6Z06/vUYaPoLL03Qu5vcmyqSijnahwhyeHU3+Lrh+pbCAyLIRdP1lOmCOEzy2d7Nk5XmUnsPvTBwf79R3K8BJcoq8hm8oY5YcXz+G6pZM5UtG/IiuFlY1MTorxm16ixdle4/ndPX1Pga4ML0El+m22q1HdO8pYJCMxiurGVk8B9r5QUttMWpx/F9H3Lpzlef/5J9arb3+UElSir9E7ylgmPd6q0XC8uu9V4CrrW0jqIofPDWdMYfc9y/nUQivt97f+8XGn4u3KyCeo5FGjd5SxjLswz7F+lP7sTvTBqvJ196UnAPCfTUWc86t31OIfZQSX6KtPXxnDuC39Y3209FucLmqbnSRFd5+t07veM8CBMrX2RxNBJfpu945a+spYZLxt6W8prOaXr+zicC9TM1Q1tAAElKL5q2dM8bwvrur7k4Uy9ASV6HvcO2rpK2OQyDAH8VFh/PXDQzz81j6e2dC7ounl9Zbod+fecXPnhbNYc/vZABRX9S9iSBlagkr02xdyVfSVscnk5PYKWruP9S4VcmmtVXoxsQf3jpvxcZGEiIr+aCOoRL/NGHXtKGOar5xuuV3SYiP4YF8Zzc7ACqcbY/jp6p2ESOd6vV0R5rDSMxSq6I8qgkr0XQZU85WxzCUnTmTtnedw09nTaGp18ZMXdgR03ZbCanYdq+XWZdN7VW93zsR43t5dSm0/9gYoQ0twib7LaOSOMuaZEB/FdUsnMykhiv2l9QFds3rbUcIcwnVLs3v1XV8+LYeK+hbeLyjrw0iV4SAg0ReR5SKyW0QKROQOP+dXiMhWEdksImtEZLbdni0ijXb7ZhF5dKAn4E2bS907igLWutaJmfEBx+yv2VvGwqxE4qPDevU909KsesTHa5p7PUZleOhR9EXEATwMXADMBq5xi7oXTxtj5hpj5gP3Afd7ndtnjJlv/6wYqIH7o80YjdxRFJv0uCiOVTdhTPebp6oaWtheXMNp03pf6D05JhxHiHC8HxvClKElEEt/MVBgjNlvjGkBngUu9e5gjKnxOowBhmWLnstlNHJHUWzS4yNoaGmjtrn7zJsFJdbmqr5UxAoJEVLHRVBSq5b+aCEQ0Z8EHPE6LrTbfBCRm0RkH5alf7PXqRwR2SQi74jI6f0abQ9o9I6itJMeb0Xh9LRD111f1zvcszeMj4tQS38UEYjo+1PRTpa8MeZhY8xU4HbgLrv5KJBljFkA3Ao8LSJxnb5A5EYRyReR/NLSvqdsbXNpCgZFcePOxVNU1ei3IpabQ+X1dqhm30Q/NTaS9/aWdfsdysghENEvBDK9jjOA4m76PwtcBmCMaTbGlNvvNwL7gOkdLzDGPG6MyTPG5KWmpgY69k64XAZHUMUjKUrfmWDn4vnikxs4+Wdv0tjSOWa/uKqR37xZwIT4KMJD+/afZ0FWAqDFVUYLgfwrbwByRSRHRMKBq4FV3h1EJNfr8CJgr92eai8EIyJTgFxg/0AM3B/l9S0kRAW2m1BRgp2OefH3HO+8Q/elbccAuHBuep+/56azpzElNYZ9JfXUNrWqq2eE06PoG2OcwErgFWAn8JwxZruI3C0il9jdVorIdhHZjOXGud5uPwPYIiIfA/8EVhhjKgZ8FjaHK+rJ6qNfUlGCjYhQ3+pX7+wp7RTJs+lwJZMSovjeRR0D8nrHjPGx7C+t48pH17Lkp2/067OUwSWgwujGmNXA6g5tP/B6f0sX1/0L+Fd/BhgoxhgOVzRwRm7f3UOKEszc/9oe9hyv5aHPLmTXsRpiI8PYfKSK+ZkJ/f7sKakxnqcGgJLaJtJiI/v9ucrAEzQe8JLaZppaXX2OQFCUYObXV89nWto4Vm89yv82F7H8wfe46rG1FFY2Mntip9iKXnPOzDSf4+3FNV30VIaboBH9wxVW2Flv8oYoSrDz2jfP4J8rTubS+ZP44cWzcRm45dnNgFUEHdp31faHRZOT+OqZ7Tn2d6joj1gCcu+MBhZlJbL2znN0IVdRvMgdH+t5f1J2kt8+07369IcVZ0ylqLKRN3eVsK2oekA+Uxl4gsbSDwkRJsRHERXu6LmzooxBIsMcvH7rmZ3aMwNMpdwTiTHhPPTZhZw9I03dOyOYoBF9RVF6JrvDmteZ01MJHeDNLbMnxnG4ooHqBk23PBIJGveOoig9E+oI4b4r5pGbNo765jbyshMH/DvcOXy2H63mlKm9T+KmDC4q+ooyxvhMXmbPnfrBHDsaaEdxjUf0j1U3UdvU6rPGoAwP6t5RFGVASRkXwYT4SDYdrvK0nfX/3mLZA+/S5hqWBLyKFyr6iqIMOGfPTOPNXSXUNTvZV1pHU6sLgHUHyod5ZIqKvqIoA87lCybR2NrGu3tKWbe/PfNK/sHKYRyVAurTVxRlEJifmUBUmIN1+8tpdrpIiA7DIaLpl0cAKvqKogw4YY4QFk1O5M9rDwFwem4K1Y2tFFVpBs7hRt07iqIMCkty2ncA33HBTCbER1JcpZb+cKOiryjKoLDYFv3w0BDmTIxnYkIUR6saeyzUrgwuKvqKogwKJ2YmkJ0czf2fORGAzMRo6lvaKK3TIurDifr0FUUZFCLDHLz97bM9x7MmtG/aSpuhufaHC7X0FUUZEtx5+zce0rDN4URFX1GUISE+KoyZ6bH89s0CCkrqKK1t5ta/b+aIXQvDH8YYjlVrxM9AoqKvKMqQ8Svbv//WrhLWFJTy701FXPXYWs/5w+UN/PujQs/xrc99zNKfvaH5+QcQ9ekrijJkzJkYT05KDOsOlDN3klWbt7i6iabWNiLDHFz52Accr2kmJiKUEBH+s6kIgP9uKvJk71T6R0CWvogsF5HdIlIgInf4Ob9CRLaKyGYRWSMiszuczxKROhH51kANXFGU0cn8zAS2F9d4SpwCbCuqxtnm4niNFdnz1b9u5Ia/5AOQGB3G2v1Wzh5jDE99eIi6ZufQDzxI6FH0RcQBPAxcAMwGruko6sDTxpi5xpj5wH3A/R3OPwC8NADjVRRllJOTEsPR6ib2HK8lJyUGgM1HqijusFt3ZnosZ05P5cK5EyiyN3XtLanjrv9u4x/5R4Z83MFCIO6dxUCBMWY/gIg8C1wK7HB3MMZ410aLATy7L0TkMmA/UD8QA1YUZXSTbQv91qJqrlyUQYvTxabDVSzJSQbgonkT+NqZUz3unEff2UdVQyt1zU4q61sA6yah9I1ARH8S4H1bLQSWdOwkIjcBtwLhwDl2WwxwO7AMUNeOoijkJMd43s/PSqChtY3Nh6uobrTKK35+6WQf//2kBKuGb1Flo6ePd65+pXcE4tMXP22d9lEbYx42xkzFEvm77OYfAw8YY+q6/QKRG0UkX0TyS0tLAxiSoiijlSmp7aK/MCuRBZkJFFU1UlBSC0B8dJhP/wy7cHthZYNH9A9XNPCZx9ZqVE8fCET0CwHv+moZQHE3/Z8FLrPfLwHuE5GDwP8B3xWRlR0vMMY8bozJM8bkpaamBjRwRVFGJzERofzu2oWcOzON6eNjWZBlRfH86HnLYxwf5Sv6k2zRL6pqt/QB1h+o4DOPreVQ+fB4jn//7n7y7nlt1OUSCkT0NwC5IpIjIuHA1cAq7w4ikut1eBGwF8AYc7oxJtsYkw08CPzUGPPQgIxcUZRRy4VzJ/DHL5yEI0SYM9E3FLOj6KeOiyAiNIQ1e8sormpCvHwPDS1tvLzt2FAMuRP3rt5JWV0LFfUtbC+uHjWlIHsUfWOME1gJvALsBJ4zxmwXkbtF5BK720oR2S4im7H8+tcP2ogVRQkqIsMc3HB6juc4Kszhc15ESIuL4NUdx3ni/QPERoTyzA1LWf/dc5mcHM1HhyvZVlTNzqM1HT96SPjv5mIu+s0aHn93/7B8f28JaHOWMWY1sLpD2w+83t8SwGf8qLeDUxRlbPDdC2fx+/cOAJbId6Sqvt2tEx0eyslTrUifhVmJrCko45O/XQPA3nsvIMwxNIkGQgRcBlZ9bHm7Nx0eHTmFNA2DoijDjj+h98bbcXKspj2ef2FWAqW17ama39k9NIEgxhgcIdaYP7bDRxta2sg/WNHdZSMCTcOgKMqI4KtnTqGm0f9O2z9/aTHv7S1l59EaMhKjPe0LshJ9+u0+Xst5s8cP6jgBKhtaaW0zpIyLoMyuD7CmoIw1BWU899WTPQVkRiIq+oqijAjuvGBWl+cWTU5k0eTETu0z02OJDnfQ0NIGwL7SbqPDB4z1ByyL/tdXz2deRjxPvn+Q+1/bA8D7BWUjWvTVvaMoyqgl1BHCvIz26J/9pUMTvvnStqMkx4SzJCeJ2MgwZqTHes5tGOEuHhV9RVFGNQttF0/e5EQOlA2N6O86WsuCrERC7UXj6ePbRf9wN/UBRgIq+oqijGouXzCJC05I57TcFKobW6kfoAycxhjPLmGArYXVbDxUgTGGwxUNTE5uX1vISmp/f7S6CWeba0DGMBio6CuKMqrJHR/LI59b5MnYebS6cUA+d9XHxZx3/7u8tbsEgIsfWsOnH1lLaV0zja1tPqLvCBHW3H42P7x4Nm0u4xNhNNJQ0VcUJSiYEG+la+iYormvHCq33DTv7SmjqbXN0+4u75jpZd0DZCRGe9w8RyoCu/FU1LfwxSfXD2mqaBV9RVGCggnxkcDAWPpNrW0UVlri/sT7B5j5/Zc959w3g6wOog/tGUGLqxopq2vm/Afe6bYQ/JqCMt7aXcq3/7mF2qbWLvsNJCr6iqIEBenxkThChC2F1dz/2h4+41V7tzsaWpzsPlbr03b7v7bwXH6h3/47imsIkfbsn96kxkYAUFLbzPoDFew5XscXn1zf5XfvPtaeOuLNXSUBjbe/aJy+oihBQZgjhCsXZfC3dYc9bdUNrZ1SNXfksoffZ8/xOp7+yhJOmZYCWIXb3ey+ZzmHyxt4Z08p97y4k48OVzIhPoqIUEenz4qJCCUm3EFJbftibk2TE2MMIsLL244ya0Ick+2aAruO1pKbNo5jNU2sP1DBpfMn9fv30BNq6SuKEjRcd/Jkn+NtPWS/bG1zsee4taHrf5vbM8bHRrbfKCJCHeSOj/XUAdh0pIrslM6uHTdpcZGU1Daz+3j700N1YyvHa5pY8dRHnPnLt2lsaaO+2cn6gxXMy0jghInxQ1YbQEVfUZSgYfaEOJ/ja/+wjuv+uK7L/oWV7f7/F7ce9fjVx0V0doIkRocDYAxkJcV0Ou8mNTaC0ppmn+pem45UseSnb3iOH3h9D/N+/Cq1TU6uXZrFvIx4dh6tpcU5+KGeKvqKogQNIsK/v34Kq28+neQYS6Q/2FfeZQbMA2WWlf+DT86mrtnJS1ut3Pxu8b8qr71+VMq4CM/77ORuLP3YCNYfrKCoqpErF2UA8NCbBT59Hn93P20uw6LJiSzMSuSUaSlcNG8CdQO0x6A7VPQVRQkqFmYlMntiHBMT2hdaP9zvPzXCgTIrEueS+RMJDREOlNdjjKG0rpkVZ07lF1fM8/T1/rzJ3Yj+iRlWJbC4yFA+t9RyN208VElGYhT/u+lU0uOsKKP4qDAeu24RAGdOT+WBq+aTZN+oBhNdyFUUJSh54KoTeeL9g7yzu9ST/rgjxVWNRIc7SI4JZ3xcJMeqmyita6a1zZAWG+HT151KGfAsxPrjhjOm8OXTchABp8t48u6fMzONEzMTmJcRz7EdTdxweo7P08NQoZa+oihBybS0WH56+VwWTk5kaxeLpMeqm0iPj0REmJgQSXFVoyeD5ny7dq834XauHX8x+t6EhAgiQpgjxFP+0X3N9z85m3kZ8Vw0b2Kf59Yf1NJXFCWomZISwwtbiml2ttHidBEbGUazs42n1x1mb0mtZ1NXenwUz39czLoDFcRFhjJvUnynz/rvTafywb4yYvws9HZFdHgolQ2tnqeDzKRoVq08bWAm1wdU9BVFCWqykqIxBv669hD3vLiTf33tFMrqmvnx8zsAmDvJsujd4g9W+cZQP2UXZ0+MY/bEuE7t3Z0YBEUAAAaMSURBVJGZFEVRVaPP5w8nKvqKogQ17kXXe17cCcDuY7WealdgxeqD5XN/a1cJV52UydWLswbs+x+4aj5PrzvcKZx0uFDRVxQlqOnof69saGHXsRrSYiOYl5HA5+0NXUunJPParWcO+PdPiI/itvNnDPjn9pWAFnJFZLmI7BaRAhG5w8/5FSKyVUQ2i8gaEZltty+22zaLyMcicvlAT0BRFKU7UjtE4ZTUNNlFUBL4w/V55GWP3NKGg0GPoi8iDuBh4AJgNnCNW9S9eNoYM9cYMx+4D7jfbt8G5Nnty4HHRESfLhRFGTJEhJjw9jw5B8sbOFhez8z0keFuGWoCsfQXAwXGmP3GmBbgWeBS7w7GmBqvwxjA2O0Nxhj3FrNId7uiKMpQ8okT0gGYMT6Wd/aU4jIwa0JsD1cFJ4GI/iTAO8N/od3mg4jcJCL7sCz9m73al4jIdmArsMLrJuB97Y0iki8i+aWlpb2dg6IoSrf89PK5/PemUzlvdpqnbcYYtfQDcbWIn7ZOFrsx5mHgYRH5LHAXcL3dvg6YIyKzgD+LyEvGmKYO1z4OPA6Ql5enTwOKogwokWEO5mcmcGJGPKdMTeGjQ5Xd5s8JZgIR/UIg0+s4Ayjuoi9Y7p9HOjYaY3aKSD1wApDfm0EqiqIMBCLCqdNSONXOmz8WCcS9swHIFZEcEQkHrgZWeXcQkVyvw4uAvXZ7jnvhVkQmAzOAgwMwbkVRFKUP9GjpG2OcIrISeAVwAE8YY7aLyN1AvjFmFbBSRM4DWoFKbNcOcBpwh4i0Ai7g68aYssGYiKIoitIzYszIcqHn5eWZ/Hz1/iiKovQGEdlojMnrqZ9m2VQURRlDqOgriqKMIVT0FUVRxhAq+oqiKGMIFX1FUZQxxIiL3hGRUuBQPz4iBRgrYaFjaa6g8w1mxtJcYXDmO9kYk9pTpxEn+v1FRPIDCVsKBsbSXEHnG8yMpbnC8M5X3TuKoihjCBV9RVGUMUQwiv7jwz2AIWQszRV0vsHMWJorDON8g86nryiKonRNMFr6iqIoShcEjej3VLx9NCIiT4hIiYhs82pLEpHXRGSv/Zpot4uI/Mae/xYRWTh8I+89IpIpIm+JyE4R2S4it9jtwTrfSBFZLyIf2/P9sd2eIyLr7Pn+3U5njohE2McF9vns4Rx/XxARh4hsEpEX7ONgnutBEdkqIptFJN9uGxF/y0Eh+gEWbx+N/AmroLw3dwBvGGNygTfsY7Dmnmv/3IifQjYjHCdwmzFmFrAUuMn+NwzW+TYD5xhjTgTmA8tFZCnwC+ABe76VwJft/l8GKo0x04AH7H6jjVuAnV7HwTxXgLONMfO9QjNHxt+yMWbU/wAnA694Hd8J3Dnc4xqguWUD27yOdwMT7PcTgN32+8eAa/z1G40/wP+AZWNhvkA08BGwBGvDTqjd7vm7xqpncbL9PtTuJ8M99l7MMQNL6M4BXsAqwxqUc7XHfRBI6dA2Iv6Wg8LSJ8Di7UHCeGPMUQD71V3pOWh+B/bj/AJgHUE8X9vdsRkoAV4D9gFVxhin3cV7Tp752uergeShHXG/eBD4DlYxJbDGHqxzBauO+KsislFEbrTbRsTfciA1ckcDARVvD3KC4ncgIuOAfwH/Z4ypEfE3Laurn7ZRNV9jTBswX0QSgP8As/x1s19H7XxF5JNAiTFmo4ic5W7203XUz9WLU40xxSKSBrwmIru66Tuk8w0WS7+3xdtHM8dFZAKA/Vpit4/634GIhGEJ/t+MMf+2m4N2vm6MMVXA21hrGQnuutL4zskzX/t8PFAxtCPtM6cCl4jIQeBZLBfPgwTnXAEwxhTbryVYN/TFjJC/5WAR/R6LtwcRq2ivQXw9lu/b3f55OxJgKVDtfpQcDYhl0v8R2GmMud/rVLDON9W28BGRKOA8rEXOt4Ar7G4d5+v+PVwBvGlsB/BIxxhzpzEmwxiTjfV/801jzLUE4VwBRCRGRGLd74HzgW2MlL/l4V7wGMCFkwuBPVh+0e8N93gGaE7PAEexCs4XYkU1JGMtiO21X5PsvoIVwbQP2ArkDff4eznX07AeabcAm+2fC4N4vvOATfZ8twE/sNunAOuBAuAfQITdHmkfF9jnpwz3HPo477OAF4J5rva8PrZ/trv1aKT8LeuOXEVRlDFEsLh3FEVRlABQ0VcURRlDqOgriqKMIVT0FUVRxhAq+oqiKGMIFX1FUZQxhIq+oijKGEJFX1EUZQzx/wEO/ZN2ktTH/QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot_losses()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-2-256-rn50')"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Sequential(\n",
" (0): Sequential(\n",
" (0): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
" (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (2): ReLU(inplace)\n",
" (3): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
" (4): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" )\n",
" (5): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (3): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" )\n",
" (6): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (3): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (4): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (5): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" )\n",
" (7): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" )\n",
" )\n",
" (1): Sequential(\n",
" (0): AdaptiveConcatPool2d(\n",
" (ap): AdaptiveAvgPool2d(output_size=1)\n",
" (mp): AdaptiveMaxPool2d(output_size=1)\n",
" )\n",
" (1): Lambda()\n",
" (2): BatchNorm1d(4096, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (3): Dropout(p=0.25)\n",
" (4): Linear(in_features=4096, out_features=512, bias=True)\n",
" (5): ReLU(inplace)\n",
" (6): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (7): Dropout(p=0.5)\n",
" (8): Linear(in_features=512, out_features=4, bias=True)\n",
" )\n",
")"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You won't really know how you're going until you submit to Kaggle, since the leaderboard isn't using the same subset as we have for training. But as a guide, 50th place (out of 938 teams) on the private leaderboard was a score of `0.930`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## fin"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"(We'll look at this section later - please don't ask about it just yet! :) )"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"# ! kaggle competitions download -c planet-understanding-the-amazon-from-space -f test-jpg.tar.7z -p {path} \n",
"# ! 7za -bd -y -so x {path}/test-jpg.tar.7z | tar xf - -C {path}"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Learner(data=ImageDataBunch;\n",
"Train: LabelList\n",
"y: MultiCategoryList (3264 items)\n",
"[MultiCategory partial, MultiCategory destroyed, MultiCategory none, MultiCategory none, MultiCategory significant]...\n",
"Path: .\n",
"x: ImageItemList (3264 items)\n",
"[Image (3, 1421, 1786), Image (3, 1912, 1176), Image (3, 1126, 1221), Image (3, 1555, 1327), Image (3, 438, 378)]...\n",
"Path: /home/apancham91/images/unique_images;\n",
"Valid: LabelList\n",
"y: MultiCategoryList (816 items)\n",
"[MultiCategory none, MultiCategory none, MultiCategory significant, MultiCategory none, MultiCategory none]...\n",
"Path: .\n",
"x: ImageItemList (816 items)\n",
"[Image (3, 541, 631), Image (3, 346, 355), Image (3, 748, 843), Image (3, 597, 661), Image (3, 387, 308)]...\n",
"Path: /home/apancham91/images/unique_images;\n",
"Test: None, model=Sequential(\n",
" (0): Sequential(\n",
" (0): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
" (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (2): ReLU(inplace)\n",
" (3): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
" (4): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" )\n",
" (5): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (3): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" )\n",
" (6): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (3): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (4): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (5): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" )\n",
" (7): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace)\n",
" )\n",
" )\n",
" )\n",
" (1): Sequential(\n",
" (0): AdaptiveConcatPool2d(\n",
" (ap): AdaptiveAvgPool2d(output_size=1)\n",
" (mp): AdaptiveMaxPool2d(output_size=1)\n",
" )\n",
" (1): Lambda()\n",
" (2): BatchNorm1d(4096, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (3): Dropout(p=0.25)\n",
" (4): Linear(in_features=4096, out_features=512, bias=True)\n",
" (5): ReLU(inplace)\n",
" (6): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (7): Dropout(p=0.5)\n",
" (8): Linear(in_features=512, out_features=4, bias=True)\n",
" )\n",
"), opt_func=functools.partial(<class 'torch.optim.adam.Adam'>, betas=(0.9, 0.99)), loss_func=<function binary_cross_entropy_with_logits at 0x7f5326c82950>, metrics=[<function accuracy_thresh at 0x7f53202412f0>, functools.partial(<function fbeta at 0x7f5320241378>, thresh=0.2, beta=1.0)], true_wd=True, bn_wd=True, wd=0.01, train_bn=True, path=PosixPath('/home/apancham91/images/unique_images'), model_dir='models', callback_fns=[<class 'fastai.basic_train.Recorder'>], callbacks=[], layer_groups=[Sequential(\n",
" (0): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
" (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (2): ReLU(inplace)\n",
" (3): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
" (4): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (5): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (6): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (7): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (8): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (9): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (10): ReLU(inplace)\n",
" (11): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (12): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (13): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (14): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (15): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (16): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (17): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (18): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (19): ReLU(inplace)\n",
" (20): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (21): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (22): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (23): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (24): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (25): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (26): ReLU(inplace)\n",
" (27): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (28): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (29): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (30): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (31): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (32): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (33): ReLU(inplace)\n",
" (34): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (35): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (36): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (37): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (38): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (39): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (40): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (41): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (42): ReLU(inplace)\n",
" (43): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (44): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (45): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (46): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (47): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (48): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (49): ReLU(inplace)\n",
" (50): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (51): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (52): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (53): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (54): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (55): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (56): ReLU(inplace)\n",
"), Sequential(\n",
" (0): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (2): Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (4): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (5): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (6): ReLU(inplace)\n",
" (7): Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (8): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (9): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (10): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (11): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (12): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (13): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (14): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (15): ReLU(inplace)\n",
" (16): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (17): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (18): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (19): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (20): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (21): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (22): ReLU(inplace)\n",
" (23): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (24): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (25): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (26): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (27): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (28): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (29): ReLU(inplace)\n",
" (30): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (31): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (32): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (33): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (34): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (35): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (36): ReLU(inplace)\n",
" (37): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (38): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (39): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (40): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (41): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (42): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (43): ReLU(inplace)\n",
" (44): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (45): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (46): Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (47): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (48): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (49): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (50): ReLU(inplace)\n",
" (51): Conv2d(1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (52): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (53): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (54): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (55): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (56): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (57): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (58): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (59): ReLU(inplace)\n",
" (60): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (61): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (62): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (63): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (64): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (65): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (66): ReLU(inplace)\n",
"), Sequential(\n",
" (0): AdaptiveAvgPool2d(output_size=1)\n",
" (1): AdaptiveMaxPool2d(output_size=1)\n",
" (2): Lambda()\n",
" (3): BatchNorm1d(4096, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (4): Dropout(p=0.25)\n",
" (5): Linear(in_features=4096, out_features=512, bias=True)\n",
" (6): ReLU(inplace)\n",
" (7): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (8): Dropout(p=0.5)\n",
" (9): Linear(in_features=512, out_features=4, bias=True)\n",
")])"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.load('stage-2-256-rn50')"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"learn.data = (src.add_test_folder('cayhill')\n",
" .transform(tfms, size=256)\n",
" .databunch().normalize(imagenet_stats))"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/anaconda3/lib/python3.7/site-packages/torch/nn/functional.py:1152: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n",
" warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n"
]
}
],
"source": [
"predictions = learn.get_preds(ds_type=DatasetType.Test)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"625"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(predictions[0])"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"def find_tags(pred, thresh):\n",
" classes = \"\"\n",
" max_val = 0\n",
" max_idx = 0\n",
" for idx, val in enumerate(pred):\n",
" if val > max_val:\n",
" max_val = val\n",
" max_idx = idx\n",
" classes = f'{classes} {learn.data.classes[max_idx]}'\n",
" return classes.strip()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"def predict(idx):\n",
" pred_vals = predictions[0][idx]\n",
" tags = find_tags(pred_vals, 0.5)\n",
" print(tags)\n",
" img = learn.data.test_ds[idx][0]\n",
" return img"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"def get_row(idx):\n",
" pred = predictions[0][idx]\n",
" tags = find_tags(pred, 0.5)\n",
" image_path = learn.data.test_ds.x.items[idx]\n",
" image_name = re.search(r'([^/]+)$', f'{image_path}')[0].replace('.jpg', '')\n",
" \n",
" return image_name, tags"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Completed: 0\n"
]
}
],
"source": [
"df = pd.DataFrame(columns=['image_name', 'tags'])\n",
"for idx in range(len(predictions[0])):\n",
" if idx % 5000 == 0:\n",
" print(f\"Completed: {idx}\")\n",
" \n",
" image_name, tags = get_row(idx)\n",
" df.loc[idx] = [image_name, tags]"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"none 445\n",
"partial 92\n",
"significant 69\n",
"destroyed 19\n",
"Name: tags, dtype: int64"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.tags.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"significant\n"
]
},
{
"data": {
"image/jpeg": 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+yx+wx+17czX/AIIa88FeJLpC8dxpcqxrPIcn5rdiVk98YOK+Dv2xf2f/ABt+xFrDQ/EzXrPVtLlhMlrqdnA8LSJu2keW38QOMhScZ+tehSrqo/d3OeVJxPff2dP+CyHxi+CmpeIdJ8ZeEIPG/wDwkWqi8/taG5Nu8ExUI/7sLswQo4AHPrWB+3j8Z/2fvjJ4+0D40/CfUZ/7W8UafnxVpLwlJdPuk2qquAAMsvGRnOCa+T/DPjrwpHp51e2miUHDD7U/lsoKg8g89CKw9c/aI8G6PqAuYbqWeeGXcjxRZAwTxn8a7PaVJw5ZamLgk7o9duoLXVNZjhsopN/mKi2rD5t2cAe5yRXTfHv9mb40/s4fD3R/jB8WvBkmkaR4imMdm8s4LxkDcBImcpuXJGfSvAPCf7QHi/4qfF/w94V8DaV5eo6rrtrDZXCqfOVjIuW4445P/Aa+x/8Agtl+3Fr3wj+A+m/s5eKr2Lxlq2qWM0El3rFsgWCJE2icqgAMobgH1GaqFGDi3Mpc/MkfCX7EfgjSf26P297Hw/4vsxc6NqF9MuLgMwS2iT5NmOhBAIz8vqMV+mf7Qnhrw/8AtEfFxfDPwf12OU+FbSPS7DQLxNkhWMBP3Bzsk6DgYOO1fNn/AARN/Zsj+Evwu8aftSa3BvvtKsJbLT3kj2YnmJQmMkjnIfpzgqe9fV/7Cvwi8T6/+0jpWseKoWiignfUZYrmNgzADcCCeozivBzGslU5T1aK9y56N+1bp2i/Cv4WeAf2XbO+YSLD9s1xLclS+1Rw23H3nOPoK8qvNPudbvPsQvPLhhjASMD7o6ZH5fpXWftOeOofiP8AtGeIvEFnFbtY6fMLK1ljjO7EPDsW924/Ksjw1YecwmWSTLxgbpowD64+leS5N6nVC9lc1vAlzpnhDUo7y40OHUsQyReTcSMvLKQrqf74OCPWuz1TUtJ8EfGjwp4avoJftE0TXOoNGgCxzyorbFB64AA+tZXw8m8N6h4ms7XXIEENpL55JiLGR05EYx03EYrm/wBo+7uJtYtPEttqBkvJLss+xcNEWx0z7V+3eEuS1MRXqYmq2oyi4p/f+R+OeKuawpYanhKesm7v0O38QzW7eI9T1PT1aEo+VUMOSQMEj1qbwr8V7y1sTquo6VBdzxgp+/VVYocAqGxnB6856CpPC/wf8Val4Egna0JE4DFt+95Bz8xP49O1ZvifRdE8B6YV16C4V47eQmIxkHdj5TX7BBZfi4+wtzSvay300/E/FsS83yyXtaLailf5sd8S7z4T+PPC0uqav4c0e5NrCT/ZGu6akpRieGhlYEqQewIBx0zXxJr/AMWG8MeOblBY7YbeZoY5rPjdxt3FTx+Ve3+MPiHaaroMt5ArRCJ2xuTHIBA4+pr528U6PPquoSXUMgMuPMZgCfx/OvcwXh5keY0qqxVO99Ftp5XNqfiDxBl0aThK0uq7o9Sh1fS7/RLOXSLYymbc92fNCsvzYB2dWGOpqpqWy4do7SMOgXbnOD154NeEajJqTSeS99KNoO3Dkbec9M8c1q+GfiP4q0Hy4JZvtykHctw53KOnDV+f594HVI81TL6l+qi/8z9EyTxiw9W1LH07Puifxz4q8b/Cr4n2Or+G9b1G30yeaNUW1nKgEkKwBHIIJXAGOtfanwa/ba+O/g/T49O/4S2PxNpJQCXTPECC4BQ8FQ5O4cdiSPpXyLofxO8OyxtHrEL2zGTcj3EfmRtt/kax9TGvXvi5LTwvrUscMUD3N7dWM5BUsflVsEFD/F0P4V+XZnwrn2SWWIotJdVqj9IwOf5PnHvYaqn5dT2r/grR4X/4JgfFb9l3X/i34n+Fk3w8+IkEQGjX/h7SVWLU9SZT5du4QlDGxBZnwHULnJ6N+Nd1o2nxQMy3G3BO0Bc8/jX0p+2h8R/FPizxQngPVPEs2qaTobvLZG4vBJunZNrMcDgj5l5PFfOTaeWDMudob3zn8a58MqignI6XKLehm2tldCRDJKAu4McLyR3/AErqH07TbeIy2mmjyXbIJ5Knr1qkli6qiMCWbrx1roI4I7SyYypuQJnG6uoh7n1L8MPAfh5dBvtVsriP7TqJKSycoUiXIA+h68V2nxdt/Cfw9+AtjFpNkn9oa7rUVml65YgQIP3shUA7gCeoziuH8J6FAttBpWqSTrdRruURMQTuPAwvX8K7u40ye6+MNvo2rGGJPDVjb2cem3gOYXcb5pM9AOfrxn0r86jVgqD01PTpVHKW55d4H+E/wev/ABxrng7xTrmp6VLFD9qj8RafYtdQpG5A8wozKyqud25RjrXuPhX9jSz8D6QPDfw5/aE0/wCK9nLdma3svC1/BHcANhijwSEMdw4+Uk4OKT9ryz+G934V07xB8NPjdpGp6jt+xyW+myE4AGWWUsM7BjGO+a8c8Aa1J4xlbTtPREudPs2e4iEpiScxgkNEBj0H5VzQq8qsempylq3c971yH4PfsvXEnxF1r4dar4W1fV7pJLrRL21kEVqsRw5liZcc4zX0J4o/av8A+CZX7S3wIfTfg5odjqXxOn0kw2ek6Xp81tJFOwO5mYjZs4Lc9cYHUGvl34GftRftH6za2vwohuofF1nrN3FYWXhjxfCl/BmRljCh5ctEmGGcH5QueimvoHx1+x9on7H/AMME8S+BtHs7q78V+JXm0Xw++bazch2ZklwFeVV3LEsYwNqHrmvQpONZe6YVLWRzUngnwJ4i+H2k+DNc0C+tdc0+NZr2906+aG4spM4Ch4hgADkqQV5OetfOXiTwTqH7NvxrTxwPH9j4p07T3/tK20zXittfJIwZD5c0WVcjg4ZfSvb/ABX+1j4y16C/8G+JPh3L4X8Q6nZzXeqaT4VsDC/lgqJSitIFf5VL7T8xB4JbAPhPxv8A2aIfGd5FN4a8UWV75cgaXUo7je8QYA5ZV3ORnAOF7+1ONODqWkawtYi+Mf8AwVP8C+Gfhrqs/hPwzq0HiKWJoLK3viALS4bKK4cffUZ3ZGO1fD3xD/aD+J/xT1G1vviF401HXntrI2lvc6tfPcvHGWZnKlicEk9uOK6fxV8OvGNj45k8Fa1oM017Jc+TDCYWzPz1TcAGBGDnsKy/2gfg1pHwH8eWnw61WSH7adOjuL2G0lL/AGRpFDeW5PRxnkDpXp0aVKGxlVbbsL8Odf8AFPiSONrzU5Z4LGMi0NyzMIhnGM556d+wFbl14ntNUuodK1G7EcrS8vs6c9f1rO0e3m0/w8hsIFAPIHOXHsBVS98QxaTbF2sVlZHUlgBlNx5DGuyKVjBqx3mh+P8AWvhjqtn4hkmutJvdFuln0zxBpip59tL1V9sgIfg9PfvxXomsad8Z/wDgoP420S+1j4t6P451Oxl8lrCCSO11CW2VxKT9nIXcTznYT+AFfPmq+KLrWLWTTtdu5r23cYVJJnYJgfKBk8EentVj4PJrfgrxhqXxZ+Hfia6s9b0bSzLo1zaxv5scoIGcjgYXcBkjrWVWMnG0SqduY/aS5vdH+CX7KHgT9mKyjGnalLb/ANseK1kQKfOcblQ7cYwAoH0rV+E/7R3i74di5h8MxpNeapb+QZpHyEjIIOCAMdTznrXxL8Lf+C213q2g6ZoX7bnwN0bxerAhdX0q1+z6nFGO5ccHB6DI+lfW37Pd/wDsj/tW6b/an7J37SEVvqcyqknhLxin2W4jlbJ2I7gBuc+ufWvlsXhcQ6l5I9anOnyWPRI5dB1LwhNZ+GtBcxteR/bRGGcovLbmk6t8w5z1rcluLa40GKG3niMhA2MBlgOnGK7L4FfCTX/hF8P9Ut/HFpGddiZ2njhIZSFBA29iMD3yeeleMeFda8R+JfGGoa0ZmZEmdbeNY1TJU7RnA68A/WuaOGlOSiuthutBXvsj0TwhceEvDl+t5rtxPDFMdkVyI9yrIRj5u4HXkVH8SfBl7e/EeLUrgpLp8sAmiMak7yMYKnvjNbXhrV/gNquhN8OvH/iafRNaZlK3d7DmAv2KSjOPcNipbrw14htNbNhp1/Hc+TEq2WowXkc0Eqt/ENpOAQOQe9f1JwnCnlWX06SThLld1JWTTtqnbU/m7i+pUzLNJ1U1KMdrP9Dn9F+KPxV8G61MfCGqm4skBdtMvEEkZwOAOmPrXX6v8bvhp8TfDP8AwjPxM02XQ9Vu7Em3knhHkAngFXBO3njDetcn450nxV4WtFvZ9Ln0+aUET7FzHITwcEdj6HpxivIPGviCfUpTLq9wXS1jAdmHO0HIB+mK+vpZJhcylHEUbQa6xerfn03Pj6ec42g3h6y5ovo+x5z8btci8ITWvga3u0nnmdmaWM8EZx2655NZXhm+0fw5Zy3uq6Wb03EbI8O0jA2nac/72M+2fSuH8fy3fir4kjUdOvJAROBZup+7jjcP1rvfEOoX+laNLrWsahp10sMCPFFC2yVwTgjK8ZHv1xX6RargsJCm4uV97bnyipUMdiJ1HNRttfY5fx1BZ+LNbS+sNFislW3SILGPvEZ5OP681zU3hbZemyeQ7pWWMsP1x6V2Gk+NfBN8rXcxktZO0F3GSu7sd6gjH4VuaN4Bh8VLNfQzwSosJ2tBMGBY8g54IruhjsLGkoy923c43l2LlO9O0vRnA/EbVPh14R8My3Gm3LNrJtmihKMwS1Kt9/HQtjp1Bye+Kw9H1HSPgz8J7n4satFKdQulDW9szHLlsiJWzydzEk89M1d+K/we1XQ/FEen6zZKsx8uYRqNwkU/c56Hjkj2rx79vb4mN4T0XQfA6GaWSG3kuZ8qCpbAjjByeSDuPTvX5j4kZzSweV+yoy5nPvqfp/hzlNWvjpVqysodNj5w8ba3Lf6uItRR5L24uHm1CUSF8yFiW/HPOBgVoJommJpv27eNqxbwHHf3rN8C6Y2sLPqeozs0wYuzkZ5z83Of8810V5No8VksUiKyZIkwMAnHtX86ueuh+9bo5mbULW60aTVhHEphCrGrfxHPal1zeNMZki2lo8bTximad4YbxJdxLpcyvCZQTDznHXI47VvfEjTrPw1pKxSzrJOQv7vqQTx1/Cri7q5NtT6h8Eftp/A3wx8QX8ReIfDki3ltKZY9PEXmQsUUlI8jg5cjIIxivE/jb8b9W13VJPiLpeq3dzqOr6mJ9VuJ8BnkZRnCqAFUfdHsOlc/438KeDPCOjy/2hDHb6ul2DAGlIfaMA4Hdeas+GfDF5rVs2om1MdpsBllmtyytkjB6cc1+WKo5w0OqjO70K/gq78QNqN3rE9+sNvcKWaCQFmlwc9uOfzr1TwbqGneKPDiXUNoIpocqVSMEZGR164/xrhtGlsrDVpNKvtNWTb8kJDkrvPrj0HPpXS6trur+DVjg0zStPO8ZZIwxJ4ycY6cc80k7nqQmlFXPsL/AIJM/CiPWviinjfWdHmaXw+uwPAxDC5uldBwP4UjEh256yKcHFH/AAXF/ba134YfHz4efDG1iuYbb4fxCS6vLRfNEkxAO4o3BOc+525r64/4JlfDG++Cf7OMHxo+IWjLpKafoh8Q6pp88HlnzbiFfJRgcFXSJYtwYZDbs18CeNtZ8IftQ/FrxJ8TvitpMM8Os6q0mlQanHhTEHIUxsxweO3PWvXwMOSn7R7BK0pcrPS/hv8Atnfs4ftUfDqPVv2jvDOlzWmpWciPqGjy/Y751X5CVGdxOeynnpWZJ/wTG+Fnj21v/H/7I/xzn8QCWzI0bS9dunhltJxggGRWVzjPQ4z3zk15t8SP2Svg148tbQ6Pdy6HPp8Jh09dNfEKIWJYFOnUnkYPvXPa3ov7W3wG8M6Np3wTuR4g0nTo2k1Nbl83Ej7+GRlO/IGAMHNdLnGTuhqDi9Dt9S+EXxu+FVrdXvx3+HscY0KNJZtS1CFmlYhGBELoFcHOPmZ2UjORzkeT/E74Ofs6/tdKniD4Z+IdM0nWdOvhPqx/syRbqaHyxlpGXgAYbJ2lcDqDX1p+z7/wVQ8AeBfDen+Av20vA2oXMOq2eLtrgvcm0LnGxwdxAAx9M19F+Gv2Dv2E/wBo74Qa18c/ghDaeBRe6Y0z694flCHy1IZWCH5ByBxgZPAxmrjPzCTaWp+Mnxe+BXjHRvEM7+EYTf21nIRJBYqpaBABtDKDuB2gHJA6++Bxl54Ng1DQLvWPFFotvDAFRY5VKtJITwo6ZI5bnpivv/8AaE/Yt+KHwF0m61ptBXx9Y6fbh9Pv9PiMV9eKrMXa5EbiTAVlHJx7cV8gfFr4k+D/ABT4Uk8A6zpup6FqOnyBn8OeIIJTLCSoVniuGPmHkZ2uMYbAOBXfRqOSszF2eqPBtZt795AljOjRA52qcmvTPh/BD4J/Zg8VfEHVMw3eqzPp2lIo27U2LvbPU5L7Rj3rh7Xw3q/hsWWu3DW5srsZtRcXAyzfMAGGcqeDXY/tT+JvD1v4U8O/CbRtQEC6dama9EOSkk7ZLg/8D3Y9hWzVxJ2PLPDWnnV0MX2l9lvC8vmyMSsSIpZmOeigAk19zf8ABNP9mrxprGsWvjzw3q8P9o6fP5ukQW12v+lTOEkWUSF8fKu0hAO4z15+bf2Y/h+1xo+t+N9YneKxj0+ay0u6MYImvZUaJUTeRuIBMjKOiRux4Wv1b/4JnfAPVPhsvhjxR4nsIrPSrLS5L62tzIBl/vImzqG+5x/s152OqRhT5ep1UL7o+pf2l/ixq/gH4E2Nv4h8RPc+I9St4bN7sldxkIBkPAGcDIrhfh7pkur/AGC202wtw8iKZriGPaZHxknjgdK8m+IHxX+I/wAV/wBoO88MajFFLpVpdLH9mntQ8UEZGdx4IB9+DxXung+zsNM8I6gGaa1/0Xy9JntFwUYDPB7df1rThXKq2ZZ3Silomr/geZxLmUMrySrVbs7Oxxfxm0TUtH1gpeQxyrJgRnAJDHirPir4da94V8F6bf2GoSQq8SzRvaT/ADQn3x7HpUPhXW/Feq6sdL1u6i1nyVLqL2H94AMYy4+let/Dv4gfB/4prJ4Y1KxGiXqLhbe6uAEkbplMnB6V/VmNxNbL6dKM6XNGC96yvo9PVH8p0IPEqpUjUcZTbtd28zzbTP2kPEvh3S18P+KdIXX7SaIRXS3XEjj+Hn+8D7c8fWvHP2lPEfh+DUzYabMuk214pUm5ZnKsRnZu7EdK9i+NPwc/4Vn4otb7UL7dpqxyXgujj5REfu8dzkY75NfKXxYvZvEt7I0zyn5jJhzkknsa78rwmFx+NU8uk4xa5pW2vfRW/pnTUxM8Dlkp42Kk2+WPpbXUzW8F3LK+qRSpIkfzRNC+7ecDgY/zzWNdaPM2+3uY23B/uE4K47HNUDrvjXwH5S6Nq9xEjt5sUZG4KR0JB6dPpV60+K0Gp3x1PxfpgaW4fdNcwoTknuVHTn0r77DvH0F+/XMl1W58hiYZfXlzYZuN+jIJdKc24g2LwcsO5PYVZ03U/GXw6gNxoV09rLcsZHUru3KRgDH61q+EbnRNXvoza67az75i00cmVcLnsp9s8V6N8QP+FZ6x4EvptK0+Yan/AGfHsLqVNu6nLHjhvl43dCOK58RmuAqy5Jxu3vob0srzLDJVYS0Wujuea+DfihrHjPxHM3jG0tr2TT7YTPdNFh4gD8oJHB56A+lfCnx48eav8ZPiNqniHVgphluWhsbcfwQRkqoz1ySCc/7VfVnxR8Sad8E/2btVvXmWPWvECyTW+w/vZSx8uLB6hVG9sDrzXxLpvirw7p139mvZmj2/IGxndg9fzr+bfEDMKeJzmVOl8EdEj+j+CcJVoZPGVTWUtWxnh+DXvBNyl/DfI9jcMym1kHI9HB/pWReeKr271K4a6mKwzXB2KwxjnH64rf17U7e4WNrQRyKMFA2c4P8ASsHVLCO6uLe3gtDLNLcgFyOme9fAJ6H2Bs+APGR8O6/EtxBIhuMtZzzxkRuw4IU9zVb4la/cajqqrcXBMjIXYHsT6V5z45utRur9NHttemuLeyuJFgiLnZGd3JUE8ZxW/FBfTQJdXV/5rvGBubnOPencD7L+EXwl+FPiX9n9fjT4h8caXq95bS/ZdX8N6spyoYjYYZQc7z6Ecdc109r8K9Vn8L38PwZvxYteWaR/8I/rJRhlW3DZKQcn8q+fP2Z7Lwlr143hfxDcXMcUZWbdFkoWHALAHr6H0r3XX/FWoeFmNhpWsJ9hurRoor9FdXgcjGMtgAjqK+ChhY+zcmUsQoySscJpXhKXw54gutH8aaadL1VS0jw3MZWT5VyWUDIZeOCM17J/wTt+Hvh39oz9oP8A4Vtr3hNNW0OPRrjVtavC7RXEVvGVjCrxkb5pYIjt2sqyl1YMoryPVPjxquq2S2PiPZ4iitLYx20eowr56L/cjlA3YP41+lv/AARi/Z58M6V8EE+K1hpsdle+Pdb+031tcyN5qaTZlo4485OCJ/tJYADcPLbJKg1yRg5TUUd1KopS06HV/wDBV79oXXfg7+yxZfAH4fSxXHiXxzKj6nHEhWaK0JySABgggkY7flXwb8Hb2RPD0Wl6gAY7hCstu6q646BSpyAOOoNdb/wUf+Nt58Xf2uvFOo+F9amNhpzf2RbCC4+URoRkDHA5HUelef6Hb2dla20MNx5JWNQUdsgHvgjpXvSgqdJRWyOujFqV+56npyaLCkEUSC3jjXbxyvQdu30rc0EPpsE99LJG1nbxPNJMfu7FGSTXlVp4xurGQ2NzclVkJ2mXBRvTnoTW5rGi+PfHnw51fwz4Hu4ree+t/LWW4bZG4OMqG/rXIzsex8s+LbvWvjf8bprnRfMjfVtW8mxiUBiAxPzj3xk+2K+xf2ELe6+MH7TS/CbRNT1W38GfD+OO61NILopbXkFuP9VKAcNulCHvyG9a+bfBfhHVP2edZ1rxR8Q9Iey1nSdKePw9A0LbLi5m/diVWxtIRSW/EV9H/wDBKL9oX9n/AMG/BT4heAtW8Vz6J43127LajrV5abreGzAAD+ZyBhicg4OSCK6YOL2OapFqNrEX7X3xe8ZeKvjlqWr+FPFd5p3zt89jOQhXdwpU8FeCcHI56Vqy/tZ+BPjh4ftPAv7bf7MnhP4g2FtCYk161sRZapEuMbxIgAZh16rmsXxh+xV+0Lod5L8QfCUuj+OPDN1IWj1vw3frPJtPK5jznP0zXE/2dcxu1lqEJimRsSQTqVcEdiO1dMW46nNZrQq+Mv8Aglf8DP2tfF5039jn9oqx8PWyWXmab4W+Idz5MvmE/wCojkwS3OeSW696+fv2jv8AgmZ+1r+ytbNpPxn+AWqXBeMpp2tWMbXNkfT9/GdmOTw2K+kJNEtH2qYstncvGMEdwe31r134S/8ABQD40fACKLwjL49/4SHw+2EuvC3iuVbqCWNuDGplVimfbj2rZV2ylTlLY+AP+Cenww8WeK/2ktG8OfEDwzcyWwDgaVq26KMIclnTOAORnK4Gc561+yWkSzaXoNolosIiSMLb26chEXAAH4V4Hovij9l/4tfFD/hMVjf4c3atC9jYw2azacsoyGXcmPLVt3t0Fe03FxHDeW8VhcQTRpHtjeJ/lJHdeehryMbN1KtzupLlViTRfDnhzxZ4/dzpUNu8q7p5YYwshZcAEnHuRXrdvqfwZvLFPh9caxNo+pRKV8y6jzBcNwdwdScdAMECuE+H9sx1C48RXcRVFjKBtvfA6HvzUaW2m3nigi5WyuUkUrGk+dyNnkj0Nfr3hpkUp4OpjXJxb2tb8b9D8f8AE3Ooxq08BGN77ndaD8BPEOhXl9rWn6Gt+kw8uK5tbgNG6Hqc5447V5l8UfhreaK1xc3ulXNpFIxYbVOVYHr9PerGofEDx18OPEZvvAXiK7sEiYBo4XzHIo67kIIP5V6L4M/bIt/F8f8Awi/xT+F0N4zo0X9oafcqjsjAjcY26nAydp/Cv1R1OIcsvinTVWm97aO3mmz8q9jkea1Fh6U3TmtEul/zPAvHfjPV9O+Ddto2s63cXIuLtpraK5kLeXEoCg5OTywPHtmvCLgpLODIC+Wy2DkgV6F8fvGWk694nmsPD0bJpts/k2ayMCwVSR82OM8ZP1rn/AXh628USXEW9RMYHW3GBliAScZ9ga++4VoqjgZ42pDl53e3kfPcU1f9pp4Gk7qmrP1Of17x7pH9iPplv4XjeY2b2q3bEE7S2QSMcHHB57CvOLi0htYmm2fKBtCgdckZ/Tmu7+JnhSy8Ka7HptpqqXW+1SQlcAxlskrweeh/CuL1lTEqxsOByxB7/Svr6MafJzQ2ep8k6k+bln0IdH8JW/iJLl1TmCPdG4kKsh9Qf51peCNH8d3nxNs/hjp/iyWVryZY5RcSmSIIw3HJxnAHXFc9ea1f6Hc+RaXRgmaFiUA+bYwwRjuMCuk+AXif/hDLLx78e/EEjNH4Q8MztFKxOGu5gY4lz69MCvkuLq9LLsprYmSSaTs/M+54Qo1sxzWlh021fXtY8C/4KXfGDRNf+N13oHhqSNrDw1psenRRxKABIgw2R65LfnXyfYaFN4p1mOaRjFHApZ338H/Ire8a+J7vXLnUvEOuXLPcajdPO0krZJJOc+/FY1pPd2OhSaldXXlrLkRAcBjX8jYrETxNd1Jbs/qPD0IYekoQ2Rq6b9nur4i3ZiqrtUE8YFM1O8ez1VNTkmyLSB5Y414ywU4z/ntU/wALdPhvJGmu2YM5xGMeuOp/pWJ8Q7waVaX0UjfvrqVI4cdVRSS359Pwrmexb3OGtVvNR1ZLWScv50wzuPUk5/Cu21dxp1iYEJBSLgAcCsD4faLcX+opeygKkQJZj24yK0/FF4rJsJGS3OKcRH0/+yYfDz+HZ7Oxs421hGD3BAB+Vew/Wu0+K95qeu3dp4Di/dW06/abu6IyIecfUd+favLvgL40Hw/0+DV7Sxjnv5GZpIxNtB28gHHrkcD8a9C8Ka54v8TeLdd8Wx6JaW80GnCWaCa4YQxRFdiqgPLHlmPTv16V8K8XH2Tp9TnjGXNdnDW/hHS9e8SWttpF3KJ2ulhs4FJLSsQAuOBwTgfjX7t+MPDsn7E37G+pw272wufD3g+DQ9Fkt4UjDMkCrLNtHVmkLsSRliTmvyR/ZC+GWqfEb9uj4K+GvEZjs4L7xhbXUlxCC8QhtSbmQA4OSywMvTjcD2r7Q/4Li/tQeLPDfkfCDVNUsns42cvcW1ztknKqrkSoPu4XYOMZOaeXRjUrOfRHo4ZXi2j4LEd1d3LX95cEz3UjTXEjtguzPuLHHeu301rW7h8mS4wSAFZWPI96818IfEHQPEFvFe3kS2rSOIkhm5XdjPykdRXf6RIbqz8uCRckfLgAHivWmrxPSp3ubL6ddR3EVoYFkSWTaGHQjA5/Oup8BahqHht5LLRdYCQE4uIZEEsW7PcdVPuCK41fFll4fFvbasxO+YIrjHHGc8n6fjRFpsFvqkuueDvEAS6MnzK6/u3z1UgjjIP45rhqJqJ3RPbl1XRdcsRpvi6yhmgmG0xywCaBxjg/NyK4jxl+yd4Sv/AeteDPg/Y22lXmt3EUpDSt5cwUk+UJeSoLENjuQK1vA/jJLiwtrDxfpkcMgOGmgJMfXA4bnGPrXpvhjwrqxX+0PDt3D5KDzTOxxGFUbiWHTGM8j0rljOULWNHGMo6nzT8CvDfx8/ZU8RW3hPTtbvvDV2Gkm1ITXDi3nXllAVT8+cAAjGTX05qX7QPw8+OkFmP2g/hJB9uVQjeINDPlzhcN0jJx15OCc+gryHxr8Rrv4ueNp9ZurtZYIlS3tFTJQKgIGM5xkljxxzXQ+E9DQRRPC48tV2MX5z6/SvRhVk46nDKmtTq/FX7KuheIoRqn7O/xMsvEDzRlk0nV1FvcRbVyVY5x9OOc18g/EH4QfGTwZ4+ubj4t+BtT0kpNvtjf2xMUjk8srcqfYZ9OK+x/Bfhnw/qfiyHTdT8XwaMjAsb6ZuEVVLHuOm2vpzWfAU+tfCKbUvAurWHi63s7VJZE1wCVJY2Tjr0DDODnisqmKhTfvIulCcVfofmJo3iazW3jh83MgX+HACjHcZ5r6p/Zt8X/APCz/hNHrb3qNNbX0mnzNbHmNwuRuA4GVbjHpWT8Tf2S/wBnn9oSKOHw9YX/AMM/EE9wEmudOlNzYMx4wUblQTjoRitD9hH9kn41/sx/FfxT8IfiC1tqfhTUrSHUdK1fSpWKtco7AghxlWdTyOenWtqFH67VjGnrfTQWIrRw9KU3pZM+nPBvij4a+AdCsvDHjzSdRb7WqtDqFkiOIuBw8ZwW9cjJq7qvwr8E+IdYj+IHw28TQalaMpQxQs6vE/o6MAV57Vy37QlnZ6BrSwRWsaoqDcsbZAYDA9QDj3rD/wCEn8QeDrC11XwjeSWVzKgaX5FIfIAwc5GOK/pzJOH6mByuh9SqtNrVO3K+/p6n8y53xBRzDN68sZBWi7JrfqdvL8K57pbme7JjYQsE3DJPX/A15xrGmp8OvEureINNu0mj0jSo3hllUELPNlAuOh4JP0I/H0bw/wDtPWQhTQviz4KkMZhU3Gq6XFkR7h1KZ4+oNeTftFeJtH8P2t/omgzJc6deSJex3OCJCpDBFP0z+lehCpm1Wt9TqJpyaStrFq6vqjz8JhcuoN49O8YJvzu9j5xl8QG88QXWktM0z/aHIdm6ksST/wB9Fs1NqMMujXD2F3NKAANjxMyAOV6Z6Hg1wd14ll0bxtFrZV5Ig4LB+mCep9s817X4u8W3/iPw1FpljBpl1b3axS/bLFvM+4MZPGQTX617WOC9lhraWsfnU6dXHOpiPO/3nBNpFxcol3MNwLbdxfLcdMDr3Nc1qcMdnqO6/ULHkmUIOSBXaC3e1smYbvNdiqqRjYo/xP8AKrFp8MdT8XaBqGpiGPcihQ0hI4yMtnt9favSdSnTp80nZHmwp1JVeWx5n8RfHvg2/wBBmttK8PNHcXEMKtOyLuQrz8uBnnPNZn7Wl8/wp/Yg8N/CCwkEGq+P9VOqa1Lkb/s8J+VCO43bR+BpPEvgJ4vipa+BFvY5TJrCQB4zwwDAnHqMcV8+ft9fGPVPGf7Rus6PBetLY+ELNNI05UkyvyDfMxA4B8xiPogFfgni3mqjClgacnr7z/Q/e/CrK5Wq42a20X6nh3ibUdDbWhaxzRtBbYTGeWweTyeeTj8Kk1YQeL721TTLfZDCdqJnArnLw6XeW00bWwkcscsRkg4rpvhVYyx2yoQf9YG2MMn2/CvwpNt6n7W0ktD0Xwn4ai0zQ5rh4OVUE7OTkeleMfGy50u58TWz2mridihFyobhJNxOPyIzXv7I9p4XnACrIEZpAp4A2mvka98691ifzXKiS4Z+nXcc0Ta0Rk9zv/BbJZaRM4lVnlGPl9O1ZmsO0l15ZYMBwPXPrWppUUdnoKpGcKF2ktwWFYdxctPcPO3Jz/D/AEpxEfVnhTwsbG2tLzxbpEMun3QkUGJykoVTgFQO/T0rVTWdIsPBuoa3PY3Ey3UHlQzsP3sMMYJYfMOc8DPPFeyaT8K/hffeIIPBiXk9zLC4RRHION5znGOm0k15v+1Gmi61eNZ+FLq30+30ljaW9lDGVRoo2x8wzyzDGc9SBmvypSk1J9S50JU1rrc+j/8Agjt4E1/wl41uv2jNdFnfx6F4ekt/D51G3Bltbm625liOwBFS3WeNyHU/6QAQQeE/aX+D/wAN/wBufxtrPjC/+Lj+BtZvLySG2HiC1kk0+/cNyftAYhCwVcZxxXuvxJ+Ad5+yB+wTL4Sj1dtI8RDwwl/4puriQGKzuZ4lmntVZVIO1EigB6kpngHA+CPgz+1rZ+J9AsNB8W/Dd4ZbaQvJd20+5JGY4DBGHykjAI55r7Xh7AQdBKs7No9jBYNSpRj16lD4v/sAftlfAbw2usa58L7vWvDMoMltr3hgG9s+OAwaL5o+AD8wArzTRPjJ438NxW2l2NytwsDM0oulYvnIypPYj0P5V+pn7EfxCPiXWbPw/wCCviHNp9tNGXv7KeUrGEC5YGNjtb5c9K4P4seOf2Lf2gfG+s+GPjB+yojwLeSxad4u8KTiz1EBSVV5FXCSA/XOOxzx6WPwVLDJOE7pne8vxEY3grnwxq3xI1HxvcWuq3dyYLhYtiRxyD90e544OcCq7+O/Eum27G11aaOYTBm2vlTj26Gvp3xR/wAEiNB8badJ4q/Y+/aS0nxI6KWm8JeKP9B1CJeu1XPyuflI5HpzXzl8SPgh8TPgrrQ8MfF7wDqWhXL8QvdwExSjn5lcZVhwcEGvJkrHO4uErS0Za8P/ALRPxFsbZQdWSSMt0ltkYHnpyOK9P0f9qn4oeIPh7deBtDs4rGG+URXktozLujIIYBegLZxkdia8j8KfD3Q9UsH0vUdRuZkm5V4sZU7ure2K9i8JeCtN0+KJbK3xDERs2Z6ds1zSpxbvY0T93Rmr8KLeXQraOCZWPyA5Y4Zj9O/869i0C5S5tI5bfBQ8phcFj3/WuU0jRNPeBfNt1cggoeBjA/nXZaOdNhsFjglCmPAClcYFFlaxDtY89/aC8YHTbmz8OEES32l38oJGQgiiGeex+cflX0R/wRY+I8nif9jn4l+GLjV5Lu40/UG8pZbgsUha34VcnIUEMeOM18mftPeF7e98W2vxIbVbgnTvDuoWZsBzGVdN2/g/eyPyrX/4JBeMNQ0bw34zghd7dGmRGzuQMrQsMdi3Patq9GnPKqne6O2jyclmfU3wp1fTNQ1w6dGqslrg/McBvUZ79BXuVt8QfAHgrwzaalqet24ku9RjhgjSVWeFHfywvHcEs3sK+ZY/Elj8OtCmMjg3lxIVt41XcQ+3I6dAM81w+teFtY0bT7O91e6K/alNy0gm/iZmKFgD8vO4/iK+t8LcglmOYyrS2gn958Lx9m0cBlygt5P8D68+LjXl140g8L3MLzKse4yXUeN+DjII7Vi61Y77kNDbkwwqOFU9q6LwNrkXxW8IeHfFGp61ZQXv9kLbeVcShGlkUneQ2MHoOM967K0+GPl6FK2qOLZ5SNshwwKk4r9+w+a0sLRjCpo46WP52zfKa9Ss3T1UtbnjM/iPV/EusW3gLMEUF6VguLhVOREvzM3JOCFFePfHjxTFqmoT3NqhSN38qONT8qwoCEX8sH8a9k+KljpXgW713UrFmCJD/Z9i0xAZpHI8wrzyAv8AOvnfxDaXniN7gWq+aV+bYhxgD+fNfU8P08PjsyeJirQhGy/xPd+p52ZRqZdksMK179R3fotLHn48NaPq7zXd9qUVgJApIchi4UBWIBPt+dVtQ0jVvCksqaB4gabTZpSYsSZIH+0tT+K9AvdL1OW2vbOUxb/ll2FR64BNZy6Xpsg/cSyBk/gbHzfj1xX3EqEMRNSvdHyccTVwyaSsXvD/AI9droafqCu8jELHtGQx7D1X8K6eHWoNXjit01YxOqbIkNwQpx1HbPPrXCaetto+qJqk9ssnl5KRv0Le9SeMPHEWtW4/srT005Irl52MZGQWAByQBkYHpWGIo1aXvQ2Xc66FbDYjSotXorDPFPiBPg3qWt/GbVolzoOjztp4upAFuL2RCIkGTz8wzxyQDX5/apLf2897q3iCUS3l5cPc3Ervu3yOxcnj1LV9J/tm/F/VfFXhnR/h1qbB7fTF+3T4HzTSNlYQeAMhSzYP9/OOlfOt3pt1qOnPK5Ll227Ik+b6genb8K/kvjXNJZrxBVq3vb3fuP6j4RyyOVZHTpLqr/ecXE6PGwkjCl2ySvQnvXqPw1s7CW0t5ZLyGJguCWyC3tWH4e+GyXk6QzzFigD7Rxj612d/b6Rpuif2PLBDIzHbs28gkevavk1ufTOWgfGTxjpng74b3zWk6Nc3EJgiKr/E3Hb2zXzDZie61tbyRwWZ1LKfpj+lejfHvw9rOiyppUl9JLawRpcSxyPkRliQMZ59q5Pwbo82oXv2pIlKIeWx1x2qG25GZ0N9iHTgi8N5Y3D3IrGji84kocYPB6ZrT8QXC5EA6nk1n2eHby1UlSOTit6cU7DsrH6BfA/x9fTW97r76Gj63BaeXaTRwZ3yN8qtjoSEBP4V3v8AwS9/ZxH7Sn7f3h3RfiBYz3Oj+DGfxH4lWWHCOLcho1l3jaY2mMIbPVSwHWuV+GuhQeGvgfL4pF6sFzq2sLDa3jAhVA6MD3GEbj3r6r/4JCaXrWnaX8S/HmgQQS3mqJFpV7O6hmjs8ebMV77iTHn6rX5nQpc9WKPSpU3Us2V/+C2P7VWt23wl/wCFFWt9sk8Y+JZNQvLRgu57GNiVLEY+U/IACO9fnh4QUWjWxsrBFe5uI44oiABvdgFGcepFd5+3v8V5v2hP2wvEF1aXs72mk3H9jWyyE4It2Pmsq4+QeYMY9uazvA0On6N4n0rxBeaetyunXsVyLYyELKyHIB/Ic193GLpUFFLoe9haaikfVPw9+A37Qvw0sYb6fwtZ6vJL8k0elXjfu0OMjBXqDxms7x5o3ibwdr8Gm61oT6S92ny20kIDMQfvDOSeuMj0re8Kftk6bZTKNT8K6usLPlFiuYp9vsC23PPvUPi7xgnxt8e23jSeef7LZ2EdpYpdIFkABJYlRnbyenPQ14/+0upeeiPapdC74H0K61O6hmsoZluIQJEkhY5DZwGBHevov4Z6J40+MElj8J/if4a0PxXpN0VtktvEOlRzPCmDl1fAYFfrXn/wgg8N6ePL1CKSQsmGETAOPQgHg4OODivrz4JjwB4X8NS/ELRdUihsbSyMckl9EI/Lc4y7t79OKOZ89jmzH2SpN21Plv4qf8Ei/wBnO71u+t/hH4n1Hwfq0PBXcJdOncdCqyH5PTg4/KvMPFX7BX7QnwfsIru88Pr4g0/dtTU9E3SDnoWTqn48cGvqD4uy/Gm1aXxPodhY6tpkqGZNT0KVrxAM8BlTJX8VxxXyh4u/b38SfD3X5LCb4mXFtcQyFJYLm6QKwP8AAYnIz9NvNZObbsfNPyZFp0Hgvwb5Vn4svY2vyriW2mu41VZF5CbYzuJPTr36VV1PW5dS1l9O0/SVgYEg2iAgRhSMk5Oa+k/jdqP7OVj8Hfhl4k/am+DFpqnijxbZvfTanosC2s9nCq+aJWxgMFBXIY87vavAPin+xfqPx6e3+Nf7A/7U2n+MLV3RdY8KXOpQrcWUQP7z5QxZnB4IwO/PGDbjbYVOom7M871yG80zXn1yx3vKrBiH+aMDoRjkDPvWt4O8Z6jfq8V7DErtnEsChdo687eOM4Ga7D9nHwH4i+JX7a2n/s2fGD4a6v4Ztr69ZBPfxCFbmKJOTExABJ6gDJ56V9k/GT/gjBpSKda+A/jY+fGQ0emeIDlHAOQvmIPr1Wqjhqlam+xq8TTpOx8Tzumo+MBphtyyWlusryEnaWIwQT9BWh8SNdsLjQNO8LWdnFFM1/G/yJlpIyNqqG9Bk113xL+Bfxb+AMs9r8X/AIXslzJIfKmt5PkniOd3lyxZDYGODg1i2Op+CvGMlmkmpTWz2UWLOG+gU7CFO394ByoNf0R4aZdHLsl9vKOsn0PxDj/GvH5pGhGWkdPzZ6J8Fb0+I/Dl54ADsZtJvUniBk5Ebja2PTDCvR4fH/xY+H22CCdtQ02Oby1tdUj3xN7AnlenUEV4R8HL7xL4C+I9vr9xaL5FzI0F1Pbv5keG4DbhngHBwQO9fQ3ivxQ2u3MNhqsyrYWR/tG62IMDYPlGe2WYD86+tzKFKnzRUIyg1fXdN9vM+GpwxWJr0+VtSva3kmeGftkfFdPEHxBi8M2sEFp9ktUWW3tm+VZ2G6QZzknAAryzRtfm0EzXp08yExeXGxHCnOf6VgfELxXrviP4maj43s5yqtdSG23gMNhPGR7j+ddlpGr+CNR8NQr4zurS0uNwM4tmKgkpwwU8cdK+yyTDLLMohScL82r+Z89nVdZlm9ScZ25dFfbQh8WfEy+8UFUl0W3FqrIzR7P4lXHP1ya4ibTLK3sZJ5izXMk+flGFCYPT8f5VuWMui6oZE0TVvMZSxWGeMqzqD2PTpin2+lzanqkekWyr5ksgwoH3eeTjvxmvo6FbC046e7bufM4jD4mU7v3n5EGmfDXTtc8IJcXurpaTS3w3qVBkRMHaRnscE15h/ZMniXxQvgrTr1XLyP8AaLqHOEgQ4eUEe2SD7V3Xj3QNQ06dop0kXaGUM6kBlBIwOPXj2rzfxprsfwp/Z98a/E66jH27Vlj8OeH2ZefNuDmaQDqdkQPTpnmvmeMs3jk+QVq6nrJWjbzPouDcpea59SpONlHV3Pl/4ueO2+I/jnUr20tylo9/I9ujDH7sfJF+Uap+tHhDRI9RsGnVwGiYjIOCp7fhVHwp4VuryYCdmVcAgA87fT8q6m4i07R7b7JBHt+Ul5IjnYF/ma/kepKVWbnLdn9V00qcFFbIrXUkemQJZ6dCklwy/M4GAPxrCW1uX1e2uL6QSym4QmILlQoOcn1FW1nhkl/tV0ZyXLKhPIHuK1fD0NvDpGp+MJZQrQxMsYH8Jxnn0xisJDPGv2kNSN54qu7eVS0zzKu5QSpCjOPQ4LfhiofCmiLpnhuK9Z48yZ+XHJJrM8a6xfeMfFv2O5vIrj7MxjhliXau0tknH1NdJrSQ6HocOlW05fyoss/QZPXFRH4gOU1qdrm+aVAAM4C+g/zmjTLaRQc9jg1VR2luWLE5LZyDWnZyMY12gZPoehrqhugPrr48fEHxVNHb/D34c+Hp7208MWMMt4lnGWQzMuAxA68DOfUmv0F/4J4/Dj4qfD79kzw/qXihZNKm+IVzNqsUd2ixvDA3lQx9SNokEaMG9Gya/Oz9mnU/HXxs/apufCvgSaS1tNS1bzbiUIFKWakKQynIPyAnB6EV+jfwz/b9tbrQviNaeNdKtz4Ni8TWPhrwdc3q5lshHAVuGBQZB2MpwpHzGvzrDVaEsWoPoe5h6c/Yc6R+dfxZ8X/D3xL8dvGPjbSNRghF54nux5bSADBkI8xSODuILE9y1amj3EckMcsKLKp4DIOD7g9CK+ste/Yj/wCCSP7Yet3vg74NfFbV/hz40tZDFeJrMDm2uSynBKu2DuJBHzZHbvj5/wD2j/8Agkt+29+xIkfiXwyJPF/huTcyah4et5LuNUGGJePBaLOeM8cHB4OPq44mm1uevQqqyjLQXw68MDpKIlBPJ3LyD29q9M8L60tlbIqSBSSMgDnNfOvgP4kT3gSy8V2UtjdoSkiSxMEYj0OP0r1fRPEqxojq2TgcSHjNXaM1c9elOLVrnu3g/wAa3AuotMtpt8s8ywxKowxZiAB7nJFfaf7SOlR+B/2d4/hXptylskWlLda3Mi5aTkDaD6kg5z1Ar41/YD8Jf8Ld/ad0DTZ1VrPRmk1bVC7AqqQruXJHcvtAr2r9oH9rbwh4sv8Ax5o9wJbs6shsdO+yygpbrEcDJz0OGPA7n1rgxUlThpuzzMzqOc1TT0R5D8LPiz8SPh5430yL4e+IbzT2kvlRVilYRNHnkOnAIx1747ivorWf2T/2fv8Agofq+n6/8bfg/pltqunMZofEnhyY2sjBCPmlXBEoPI+YEgZwa+UPCHhzxpqOr2GoeClsbu7mmYR287lFUdM7hwvf8M19j+FPjJ4n+A37KOvfFPx74ZttK1G5gaw0X7JciSKeQBlXZnB4OW4z1H4efR527s8avyWsj5E/4KcfEi78Z+OvE+t6VeoukeH9Mh8G+FrWLKopABuJB06AovA7V8//ALCHhjT/AIZ+NNS+Kmq61JYLoelGC2uYZdm+7nIRVJGMkKHPtjNa37UOtNJr2lfD+5dpH0izN1qkzSZ33t0RLJkZ6jIBp/ia2g8H/Dnwv4DaGMyXxfXdVBOHZpSyW64xx8gLY/2/et1IqEf3dmfoT4X+Ok3jCez8HeIJNO8RaXoWmRS3erXyh5Rdv86rFMDuUoAOVORnHavr39j5fE2teEZPGN34v1e40q8ciy03Vbj7QISOrJIw37T6En2r8jP2fLDxnH4V0jw34DvruPWPG3iRIra33ZBtoyIywX0Z3PPfZX7TWmjf8Kk+DVl4Y0+bMmnadDarNjlpMKrP+JJavSy2FWtWt0PPx0qWGw7lLZJs8N/bnvrfVtGWUXKkpe7YAPmIVQckAnH4+lfJ2sfBLwp4i8NX/jlrKbTjEn7ue3RIxLIevyjj0+ua9U/bH8fmWS6sbWRXYqLa3RTnLHrwO5rA1Xwl/Z/wu8PfDi2dnngsxeakY8jLuC2z9ea/pfh/Dzy7JsPRcrc7/wDJbXf9eZ/LmPzaeYZ3i8WneMdEul72R4p4c8F6Z4VMMN14lke2N4kk/wBk+V/L4ySpPqOxP0rR+MPjw6P8H71dHuf3utX/AJEUrNlhbQ9B/wACY8j/AGRVbxDomsaNdiS4tpoFILWj4KkpnFc3450+bxd8PdS1u9ilMmi6hbRW9xbA5dnJLB1HBXauc9c96+vxeAouVKcpXp8y/M48BmlasqkYK1RRdvuPNdONjrV2NEksjDNId2+Fdw9TkZqprvg2/RFure0aeGQsI2XhsrweCfcfnU2kXWp+HLmbVrGH98CPKklGQcHJB+vSofEvi/X/ABV5L6o0arbuzQi3G0LuOTgDoOB+Qr6yFCrdOhJcp888TQlf6xH3u5lC1Ee4yIyFRtCsMHNbvgjxnq3g+7/tuO1a8wwKpP8AcK/xAE8g+lZza7fSRJZX225UHH7wfPn03YrsE0vwM2gpBqWt+VKbaUpEJ18yOZcbUYdCDn/69GIkox5a8b37E4enJz58NL5Mg1/4wR/EC0tPDet6NNaqru0LWsQfYznJ4xnGa+Zf2/viH4Y1Xxn4Y+BXhJzJYeErSSbWZF3Ksmo3G1nPXBKxhV6cFsV7jqN1beA/DOt/EnUgYrbQNLkuvnOQZAp2KTz/ABYr4OuYTqepT6vc68899fXBe6m3kgl2yevoTX4F4nZnS+tQwGHl7q1fqfuXh3llWOEljcRC05aL0O20yKz0PSrjVWfdviCptTJHrjn61W0zRWmvlnvNQtl8wFmhllw23tnpzUutP/YXh9bW6l3J5WHQAZ3dgD+FedanNeXurS6hOpRSuEBPUCvyVO5+oHqNt4DuNRuplt7cSI/G6IZ47cjt1rB+M01t8OvhZfaNbIGa6kVJD5mM7uv1wBij4X+N9W8K2YbSwQVIaRJDhXHpiuO/a0+IOl+Mrq1i0MEqkXmXqqBhGPAUnv0z+NROSsB5d4E06bVPEKyxTCPyzukY9Auen5V0HivUPP5iwyvwVU8YHGag8BpDpnhW61GKVftlw3lQx46Jgkk/jxTNckkd0gLhQEywB4/WoirtAZBtnJzEQD3rXtEEarxj6Cs+2AZgSFODwetaEHmmMBOh68V0NWYH3r+wJ4Z0T4D/AAK8f/tV+Lboj7FZtaQyMvzMzYyinszdAPevLbzxz8a/ib4EA8J+EBF4UTxBcatpGnT3KrNJP8qyOcY67Rjk8jgV9L/tO/sZ/Hi+/wCCffgXwJ+zxocXiKyWU6x40i0y6UOJyCyxkfxYBx7ECvLte8CftL/Bbw3pNl47/Zs8XeGbe3s4HIm0syYt2XlvMTKJuHzHJyM1+WZfSfNOp9q/3I+ro1YQpQpp+Z4t8L734ixeOBoV14ubQL3U55LlJ72URDzOCFJxnPbr2PrX6W/s4fGn9sT4QaHp/iTWfGGovorMtvcPdyJNbfMM7iW3AAnoa+HvEHxP/Z+8baidD1/RXs7EWy/Zb29h/eLNnlGcN8ozjBJzxW/4N/bA/af/AGYPCVy37O9zpPiDSbhj/bOleIlW+JgULtVIjgqAQT5sbFjkZyMAejXq1OVcjsdTiqisfplD4E/Z5/bA1LTtO+L/AOzHoB1PXJWj0jXtB1GKzubh41ZmYDgPja3ByDggdRWF+0Z/wSg8E+LNae4+FOhR+FbhYooVsoQbbzXUBDL5cmY5SRgnYyHjpX5z/D39uXw78TvG1r4303Udc+HXjPwwU1WF7KyfUtJjlgw29dgWS3+bHEgcHJB6muj+KH/Bb79rf9oHwG3hO88R6fPJbyPHb6pZaI0LgdPMRsjDMBlSyrj+6OK68NmM6dO02c3scRGonTlbyPrr9nj4R/EP9iH4efEiTxt4fmh17VYRpul6teR/ZoY4s8kschQeuRkV4/Z+FXvo7rTodEhudem+a1bTdXS4jl75GCAcZ9yc15r+yv8A8Fh/2pPhDYf8IT8QfGVn8Q/C7I8cmieMbH7SyyEk7PN/1igjIAOQeK+n/DPxQ/4JTftw+Go49O8W2PwW8dztiG11F3h0+dyOPLkJEXJ91YYHFbOqsQ+a5hXdZ1HKaPJPA3hPxvN460620a3vtM1Aaktu9zHbMUSViFCvxtXOT19K9h/4KCfHS1g+Omi/Ab7empeG/gx8P5vEvi1mwVudQ8tRDDngEl2QdOjV0f7PH7Ffxn+F/wATdW134h+OpNb+HENlNLq2qaRfNLFqCQDzI9pyxDFgo3Lzx6V8UfF79uz4h+Gvh1L4i+Ifws8PardeO/EF7DFo/iLQB50uiQOBAZ5VxLKxYIQxOBsziq+GBzL36mhy3wffxP8AHb4sWsOtbL6+13UvtWrPK2PkJDSHcccBQfyr6g+OP7LWkfELWX8WeEvEBs7iSNYmt5EJj2IgRQCD8uFUAYGK5r9mDwdouv25+K3wm+ENh4VvLrSUWdbm5mkglEhy3kxtkxjAxznvzXrNp/wnFpod6+sNapqcR32cEJzDcDPTdgFDjsRj8q5J1X9k7OTW56b/AME2/wBmjXvEn7WOn+JfEOlAeH/AWgRf2bIBlZZ8fKf++ix/4DX3H+058RofDHhma2hlV5Il2qAw5lIwPyHP418E/smftG/tHeAviPa6H4T8M/Z11i6jh1GOVY5rd1BOHPQggEjK4PPNenftZ/GTVbDxdcaHrUwmNvMSZIx8rs4yflzwe3Xpiv0/w6yWec5hFW0jq/M/LfE/OqmT5POFP4qmiMPwt4NPxS+Ldnr3iWQHRtGje81Eycec4I2oD35rsfis02i6Umt+H3RLi4uNwdlyQOykegBHFcR4G1uXwx8LdPs7ydIr3xLcm+mEsgWQWStiPA7bjk4HpXaz+JvC3ie+h01dOupvs1q4yyAKWbow9emBX7RWlVnj1USvTg+VJbWW/wB7/I/FqeChhcujRt7z95vu3r+B4B8adev7PSlk1O+klaG3J+782DzgZ6Zqre/D++0T4CadpUTNBquuWp1K9ZJsFm3fL0PQIQPwNdB8Q/B8vxC+J2m+CpoSi6lqMcc0SE/LEGAY8e3H41037RtpDP8AGRNNsYSllolmlokVuAAIwu3BH1JJ+lfR1cVGdehhopWUXN9tNl95wYGi6NGrUlvJ8q+Z81a7N4Mi0eCz8Qak73UDPFKtqMSBwNwOD8rDtk9646GHQdXONG1TEgPFtdqEdvXGDhq6n4y+BNV8OeJ7jTdV05oN4EtuXHDRkfKy+xxXn93oJmbzJI8HA2+2OpBr7LB4WMsOq1Ce/wBx4GJx7WIdLEQvbTsb+geEbrV7+a0a0mPkRvNKAuGGBnIz16dqztb8Oapauz6hbtHI8SyKkiFCUK7lPI7g/pRofxH8ceBApsZjcINwX7UCcrypUNj19D2rodP+KOj/ABf8XaXpvi+NrG5byofvAxMgOT82AQSAeornxuZYnAUp1K8LwSbuvI6sFlmGzCrCnh6nvtrT5ngX7aHxDuPAf7N9t4Dhvdl94q1gySwEkOLW3xnI9GcqMdwrenHyBZaZ4k1KJZ9K1PyriKTzGZlyCM9/c16/+2v8S7P45ftD6xqmgNt0XRv+JdoYKADyImILep3SeY2T1DDsBXl+h6xqWi3s8VnbCaGJUku5FX/VLu9+tfyPnmPeZZtVxH8zP6nyjBLL8sp4f+VWNvV9Q8b3UYm14LcEAEqgK59h9awIfE+n3V6z6vL9kkQbWhlXoK7qy1N9diinhCtJcMFQAc59qqeO/BMVs4t71Y5nZMsfKGRz615eiPQK3hLGsatb6LptzHL580auquMopPJ/WvDfitq/m/EPWFsZf3QvWiKrxuCfKCe2Tiul+J3hDWPC848U2t5LCTIPLUuwdT0zyc1wd5a3V9cvf3BLSXBEjMvdj1rmnO+jA67wW8txYhmi+VfXpRraCS6Yv/3yT0FaXhHQbjSNIeXUUIITOO/NZV1M891LIQPlbt2FaU7WuA/TrZCgkDjy+zYq3CB5ZI69qZZpIkCllGGPIBxmrmYnRlEZADfePetW7ldD95P+CcPg64+OnxsmurSO/tfCfhsGS7to28qO9CkCESDqwc5wP7qHsa/Si5a2mspLLULWG4jdSJYpow6NnqCrcEexr5t/4JV/BDV/hD+yjpHi7xjpH2PXfGCR6vqFr5TIbeJl/wBGhKknGIiHI7GQ19D3Dy3DJFFndI2MdCB3r53BYaFGjzW1ka883ZN7HzN+0t/wR+/Yh/aYtLjU5/hzF4a169YsdY8ORiE565eP7jjPbHfrX50ftb/8EUv2qfgVp1xqvwlFz4t8PWUhdZ9JtkS6UD7u5FYsePTjI71+1jXEod3SM4A2oo61eS4khgW1KjhcyBqmvgqNZbWZ2UMbXobO6P5otV1nUtIS6+GeoeDNZ0nUb9o01WO90s2ciRp/fZgDIN2CR9K1vhL8Ovh7oXhW48PatHZXlzczs2HT5lGAByO/HTrX9CHxn/Zg/Z1/aZ0caP8AGz4S6VrIZGVLiS2VJ0GMfLKuHHr16ivgj4zf8G9mn6Xqeo+M/wBkz4uTRPNue28O+LJGdFbn5EnTBXPqwP1rxsXldf2bVNnuYLNcOpL2qPzg8T/AfTF1E614M1NLC4dR56zRGVJSpz+DD17Gsr4ea18F9X8RDw/8WvA0dtPBcy28+taQwkMyhGKyNb7QkjZXkDrnJOeD2/7R37Nf7dH7MPiC8h+K3wL16xsUjdG1HTLU3mnsOgcSRg7T3ycV8l6l46+w62Bod5MvkXJe5E8hEk0v8RI7EE/z4rlwtOtSTVT5HpYiWFxEU6Z9xfsyeJP2g/CHiFIf2YP2sYtE0aGRDqNjq941rDHAZPl823lLxSH5iPkPTHSvprxt+15+yX8Tvi5ovw0/aT/Z0j1yBbh7W28dadZR201vL0DBXyuwtkqQfwr8rbb4o6Zq0MNtdLLFhSpdGywJ65zz6V3Xgb4veNPCCRadp3i9ntBcxzCK+jFzCADkHZLuAI9sV1KU0tzgqYaN7o/Tl/h54P8ABcU+h/DnxZc3Om2VwyxTXMiPLgnI3bQBkZA49Kx73U5w3l3M4B3bS7J0yQK+c/h5+3z8HdVi/sn4t2VxpOpGUH+3vDtsz2zAgfNLEpLIfUgYHpXuXhI3PjrSbTxF4K1uy8TaXdEIl9p9ypaHJJBlTO5B9R2rNU5zqWXUzly01d9D6K/Z28ETeH/h9rHxYuYfNSBhBpO4ZzIOXYEngfdA9s1494hj8Z/Gn4xwaTdWM8k91fqbkITtSHcAXPoNvOewr27xl4/0LwV8JbX4OeGYor3ZZgXNxFMQizMMs3HWsD4BeEYfDnhvWPHkvmNO0f2CymkcfOzctz2wuAAOmTX9U8D4OXD3DLqOK9pUtGL66n8zcZ4x57xMoO/s6V2+2gfEnQX8YeNL250a3HkWNoLTTYynyxRRrtGPTpmuJ/t7xl8K9VjsL6WKdTCJE8p+VDds9j610HirUtQgumtEnkTbzNNEdvJHIz6VxPiW+lMjXDDz3IwHbk4AwB9K++y7BL2EYVEnBL5/f63Z+eY/MKs8U5RerZ7P+zdqGgeM/E9x4z1HTpVn0iA3Lu0YxuwQi7h1B649QK87+MHivXbTxbea5bQxI93K7lXUHcGyoz/T3r2P4W+G7f4dfAu2hvbgW93qaG7vc5zz0z7Afzryf4u6j4D1HT7tkhlkv3tQtsQp/dyBu/qO+fSvGyedKtm9aqoOUX7i8kv+DqejnFWrSwlKKai1Zv1PJfjNcat4x0vRPFV03nG5tDBJkj5ZIz86jJ98gV56/h17qeLSiqRbtqxtJhQo74P616v4T8O6Z4x+F3i7w1rNwUs9FtzqqTJEXET/AHRjnj5wh+gb8fKrDRPHEV1qEcEslwdOXYIipkVmOMbRz257HmvqMrzKtQxVbAq3uPT0ZjmWV4XEYKjjVf31r6o6PxR4M+GF14de+uNeHmW+nt9jgtxzHJk9c8EDkn6nrXzl8T7m58N/DfX/AIupN5FppkX2PSZ2+V7q7kUoSg/uqCST+Fer674xk0rUJfBnjrw7PY3TSLHIIQGRt2NpOSSAdwzj1rwX/go/4ra2vvDXwz0hn/szSbJopmjfCyXKEtN8vPILqMkfSvlfETPqmDyT2Ck71Py8j6fw/wCH4YrNfrDtywWnqfKd5qcUNvI0ec7cs4HXmneFfCTeLbycFnULEGkljOAQDkA+tVJ7Z726MAdf3r8hT3zXYeF5ZdAtCIQJFyA4C8E+9fzlzJ6n7/aysbvh+ytvBUFtd6jFuMLZAA4YY6fSp/FMF34v1SPxDauHtxEV2o+fXk9xVK6Go6ixmkCBAQCxHVj3wfSrkejaNp2jtejUHjuoywKpkKR2pN9yHoea/tP63a3AsdNs+AYRvGMfN9K898D6Jda1qUSAjbG2Tg9hzitn4rtLq/i3yIAZvLQDy0OSprY+CngfxB4j8XWnh7S3WF764it8TJ03MM8delefUrRUwJtbujFp7RuxBY4G484HGMdq5q10/Ll9m4sQMLyevpX1f8VP2JND+HGrWeheK/Fct7ctawyy29tB5axs6kkEkknpWr8OfhD8O/Dd15uneFYBLHGN8twgkLc+rZrSOIjFGiptnzh4V+EPxD8WKRoHhq5miwAsrJtUepyeoHtmvUPCf7HNzcqknirxQkYyp8myi59wWbp+Fe9yWL2yh7e1iSNWwip0A+g6VLodnLNchUQLmQZYjp7VlVxcmvd0No00j+huAC1jS3giVY41CpHj5VA6AD2qRUtpS00cIRwMLluBSSgsu9fXg0hiYIqhevJb0osloY7EcemFZAHTcFOeO5ouLKWJTOf4zyPSrkWDCJOhp0jBU2yLnI4zSsh8zMwqYod7DJPAHcCpoUMaKQMeWNw+vap2uLXcInXB7cUrQxuuIjyTkj1qbJlkU5sdS06bTtW0+G5tZYyk8E8YdXU8EEHg5r4r/bS/4IQfsgftTWU/iLwNodt4F8TTQN/pej2SC3nkb+KVAAxI9QQOBX2nJbyyNHGBhdwZz7elSzyeWxAPI/Q1jUpQktTSnVqU5Xi7H83X7Wn/AAQ0/be/ZDt7rUl8Gy+PdHRybfWfC6GT5Rnl4cb1wO2COK+S57zWdCkk0fXrC7truE7Jre9hdHiOfukMARX9eN1LdHyoicoQfMGOvFeI/tN/8E5/2M/2tYXb4wfBfTLjU5EKQ61p0S214hP8W9QA2D/eB61xywll7p6NPMqj+NH8wJ1S4khS5huWQxfd2HHJGDnHWrfgT4v/ABI+GuuR6n8OPGGoaPdJMrC6sLt4uc9SFO1vxFfql+1D/wAGtutx3d74j/ZO+NK3aF3ki8O+I/3LHjIVZ0BHt8w/Gvzd/aP/AGOP2of2QNXfwh+0L8INR0FPNZbfVJFEtvOBk5SVflJ4PHB4rNU5wkdP1qjV0TPqX4Lf8FmfijolxZeFvjt4O03xnp7FYnu47cW1/GDjLCSP5XP+8vbvX2/4H/bY/Zg+KvhzS/CHg34hJod1FHJPBoWtHymkY/Mx8zo7L0wOcc4r8WNCt7C38PJqej3KzSrMCG3fMDj2PFdfa6uL60tr3VpJo2VwEmT5ShPAOe31r6fBcWZtglCPO5Ri9E9jwcbwvlWOjO8EnJa+Z+zXiL4gJ4g0GSGDSLcJdBG+2QMWR9uOVIGGHHaoPhP8OYviJ44tdOyv2aJ/Nujk5RAMk/p3r8y/hf8AtW/FL4GeHrvw/wCAvEdqkNzJFJLb6jbLOj7ARhScbAwPJHce9fQPwH/4K/Wfg2d1+JfgGXRJ7iIpNqekETQsvTcI2O5RyCdrHvX6hlfiTha2Blh5LknJb9PzPyfMvDKtQxX1ihJSitbdT9DPH+m3Go2N5HZwbkij8uCJTnCjgAflXzb8VbK88MX9xYapAEljXLxqdw5HHTvV7wL+1j4N+NOjtq/wz+KVpqkDp/pBspyZIwx3DfGcMp9eOMHrVbxL4e1n4ianHZaTqqX99fTqinzASW4Az0I9K/R+GMdgqVJ1FXg4Wb0ep+aZ/kuafWFCdGSd7bafqavwTsLTRPhFe6prkQWLxrftYyCTvagFGOfTe2f+A15V4R8SeKfCN9qPgHUHij1DS/Mh2ugP2mENwwPquFII5xX0L8Y/BGnfD7w54f8Ah2+sxSLpunpHdOjYCMDl+ncnNeK/Gq18JtpzfEnw7HOmrXlrBcWFyg4jljJSQMR1BAIIPXIrbAuNSt9bSv7Vt/c3b8D0KlTlwrwb2ppf8E8V+KGtHWvFWqeJ/E12BbaJp0mo6jc427lhjBSJT23MFXk18J/FXxHq/jTxbceLLyZppNSuiylZC2FPIBOB/kV9dftpeOLC4+BtvpXhyxa2vfG18n2/agHl2tvksoJblWmIAJHQc9K8HvfC+kaL4SivF0xAXVAvmruw2MnGfoa/IPETO1mmbqnHSMFa3mfrfAuTRyrKubrN3v5HjGnaNdm/ZcIAThSWwVr0fwv4E1vXVjsNA0e5uZdy/JDAzkk9OnTPvVa1tbaG5OuPpkdzGJDtjLYJH4CvrbwJ8Qfh/wDsxeBPDKatol/Jfa5MLm7+zadv8oMPkLE9cEgDFfnFav7KNz7jlTZ5P4S/ZS+Jmp6KbvxVbQaPbRHMhvZMP6YCrkmt20/Zq+HtvdmDVNWutQMS72WJmijwvJz36V7L8V9Sn8Ra0mv2UTw294MJCXwR8oPzL2JFc1qwtdG8LazqU1nLJc/2a0dr5QPEjDHPtXkV8xq2snYqVOKjc+aPGHw48L6VqWran4Hls4xa5a0gkjBaTJA5bOe9YX7J3gW/8f8AxJtNSZ2Qi+lkv5bWcBreKLO+QHOcAYHvUfiPxcvh241KC6vJ1lkISJljx83XHIr1v/gnt4FsdF8M+MPHGv6NtuGthaW98UyjeYo3rtyMtwM/WubDVJzd5HNT96R0HxGvZvEniqVnvpLgQzCKOa4c72RBtUnPXgDvUmi2ws4AYyZGYFmI7cYwPxqnqkVpJrLB7s/Ox8o9MkVtaJpkltakyhncpgNkV6i2OpKxGd0YWGMnkeuCT34rd8MabcpIk7xBkHLc8n61hRoLe9UOWfr8rdzXceGGle3kWWzICJ8u0ev1rCpoylufvdIqySrCOg++R2qa4RUXCjoO9VgLzTZ2mvLRtrHh05FLHcCViPODADJrvaszmJGA+RQOMc0t0c4HoMCiJ0uH3o2AKbdTRyAYyOwFJ7AV1USykEVPFBiQSDIC9fQ0kSJDB5rLud+g9KW5maKEIo6jNQNOxA93IJDtkwSeNxpfOWSYsxyVGZKiWMyXA3ocJiluLC4e3zADmZ+SB/DSauUncju7jewUcenvUdujvcmXPEeT+OKets8cu1yQEU9antFTyScjcxP5VAxlq0qKWZvm5zXN+P8A4cfDv4v6PdeDPiZ4J0vXdLuY9k9lqtik0ZX2DDj6iumuZvJ+UMDtHaobG1SNS5OS/PTGKhwu7gfn/wDtN/8ABuV+xz8Vjd+IP2fLm8+HOsXfJjswZ7Fm65MLn5Bn+6RX56ftHf8ABGP9vT9l3SLuK38Bf8J54ftiZItV8Lx/aJEXr80X31wB2BxX9B1w5SNdh5JwKbDI4lNujZAB3jHWsnQidNPFVYdT+VCbxIbGG50rVtMlstQgUxyWt3bGORW7jawBB7dOtchqXxDe18uC4iMyIpCgNgoD1wTX9Nv7WP8AwTq/Ys/a10S9m+Ofwb0trtYHmfxFp6/Zb232qSXEqY6DJ5yK/lt+OI8JaX8YfFekfDvULy48Paf4hurbRLi/ZTNNbJIVjZyvDEgdR/Ss4wdN6mkq/tEdP4P+OE/w61w+JvAXjC80G/aF4ftdqGD7WG1hlQQeCcGvcfgT/wAFT/jl4B1ize58T2nigWrr9kk1HEV6mO6yrh2I44cN+lfF1zcLISkZJO75mJyahhZZXyr4YdHFerhsXisM70qjXz0PNr0sPWdpxTP2l+B3/BQ34c/HIpoHjC1m0/V78bAdQYHMh3Z2yjgkngA4zx9K6v49/FL4c/AL4Ga9qHxF8Spb2Qu1XTWZd0skkuAFiQEGR85OAQQFYnABI/Fbw34q8c/2jbWWjeLdXt5EdFia31GRAhBBUjDfKBjtX1HBeeJfjp4bsvCfxG1TUte07SrsuklzMpmR3jK+Z5mMtgsTzk9a+1wPH2dYbDKje6W3kfMYjg/J8TiXV5bN7nEfGL9oeT4oeIbfWfEGqS6Xp9sot9IjkttyWtuGLKrtGDubJLs3dmOPl2gdZrd345ufDOn6d4p0u2uNOmhEmna5bXYVHUr8u0g7WGM8HkdK4DxT8L7Xw14quND1SC+FgJVEH2mI7ZV7Ek4HTr6+1YPjo69pdvB4e0C9uItPsLhZFtlYyRIxyR8vQf8A1/evl61aeJnKtVd5Nn01KnChBUoK0UrI96+EvgiLxb4h03QbO1WeT7dGkiRtv2ITlmIXPAHOa+s70WEGv20+pWKPa2LiKASQhiFUYB+bgetfOXhbVdW/al8D+FPEdp+z5oehHwdFJb6v4r8HTPbz6mXKBZ5lQFk8sKTgZDEk8V6xrv7S/wAVvgx5Q8Y+Ervxh4ajtzb/ANqzaeGhLbAMh1/eLwMHcK8HFzbdrnVFaXOr+I3wp8D/ABD0Br+21a7sr9pSwvbC7MLgnB5CnDDgdvUZqv42+FOr+JJNE+GcnxU0Pw5BJoEup6xr2qyCNVit0Zt2xj+9faCdvfBrA+EH7QPwJ+J+pQ/2dDd6OkrgNALwsoI4K7H6cnjBBqL/AIKMafpGmfCWzvtGtxff8JLH9kgv3kMZhgBO8LnOQVUgnjqPrXnSSnuFSUVG58C/ED4mtqfimTT7WJJEWT5r8R4E5B4ZQemRzjtmvrL9nzxLrsn7PdvpFpoMtvZW9w8k985x9qeQgjGPY4z/AI18ffs5/BO++LnjCLTHvI4VjlV2LSH5jkrgdz1r7/8Ait4at/AXh/QPAWlL5dnp+nrFEqcB8HJJX1yTXXQgoK6MKS5lc4tJIpXCSuWXf8hxj2rptFhVbYO7FtoAGa5uytTczLbpHwvU4711lvtsrXJRTtTHXGf8a6vaI2auimbc3OoLtGDuwcniuysrW50jSFt/OwXZRK7+megrlNJLPqX7qJiQowc9ya9C06xjEFvdalxBC245OQwQZI/X9Kwnq2XFWP3jkb5uFPA5qpNp9lecPFtcj/WR8E/Wp5JWQ7VGWJ6e1SbPl3gDivXMTIn0fULQEWx81D1x1FVpQY9sTqUP+1xW6HO4u2foKJIFuVEUkaEHpuFS1clq5lLGHZY1OVTvmmyDzJAT0zyCOMVbn0IxlnsbgJk8q/IJrO1GPVrOKR3tDkrhWXlazcWg5SWxvbWSOWQ5AV8EgUratbKQImJXOBxWRagwoVDHJPzc9acXUEk1JJqXERv03WbDJPzHHYc1VjQrJuZSNvqKNJu5YnAL/K7ELmtK+W1EIE7BSTgEHk0mrjTsYkpM1wYivU881eeI28YUemM0yKxMN3JO7BlUZU+tWJQZ4hITwB0xTS0BsrmI+erBhsjHAz3psEHk28kxY7m6fWpoLdmjLk9TzSXUZNxHGkbbQecDrUtai1PmD/grD+03p/7PH7Ld54Uthcy6748hl0vTUtZAskcZT99N1yAELDI7sPw/EfWf2J/2NviDM90PFvjjRmCbY1QxPFCc5+VSCSCSzYJOSx9a+3P+Ct/xgvPjb+1pfeFrKRm0nwlbnS9O+YbTKGBuHH1b5R6hTXzqmiQ6fbKyxjOcHHG5scVKoqq+ZnZFctPU+VPjD+xF8Fvhfpl5faP8cNRvH8tnsYr/AE1UeZgP9XtUZJz3z26V80Q6VqaNI6wFoUYgvyOc+9fafxS1bT/Gnjt5LG7Saw8PK9sXkICSXO/EmB3A4AP1rhdffw7qkkGiXHhyCaGaXlY4wBzzk/rWnKo7GEoKR5H8B4tEPjAy+JQViEB27iQpJ4AyATX1h4H+H+oJpQtdCYW0TkfvoGJIXGQDx16GvOvD/wAM/h34bnnuLPQtvmj/AFjyZ2j8a7nwb8TrfwNYf2TaXG63dy6rNLhiTjIyfoMU47jjGyJ/Gf8Aak98bPULhpIoEEZWbDDt6j8at+F20/wx4ee00bSbP/SWLyM9up3HHU5HNQWHiKx1Zxq+saLcFZ5PMYcOr554Pb8a7L4Z6f4P8f8Ai7TvDNur2yTXoD7kO1IwR97PTvmnUlywbDlbZ7N8B/2SfDN/8OdP8SaD42vfCvjCd/tRvNMuCsBt5FysTxkFMjrnHcipfjNP420f4Ff2hrnhqS7Q+bBq+vaHdL5QT7gzHxgtndnGOa7bx9pVt8Obi2bSRHfwcMkXmDy9gAHbkD2rz3xFrNjr/hXUNB1iORYLtw0MKSlAkg9AOMc4wRXgYibqRZrJe7Y+CvixBqHwzEPi34e6jdp9qcrIZYwRIMjv/eHOcUfFj9sX4mfFm08NaT8QY5JLTwlpwtdM054ljj8pkIY5wS7E45PJr0P4ifDWTRtUvfCAvo1RHMlrbyEgbSc7gcY714d8URHpskj31n++RDCidcn1zXBg8RKU/ZyPIjOSbiz3D/gnd4Q8Ear46k8T3WnmMadILu0WWTdgg9M4Axkrwa96+Jl/NrPiS5lmlLlHITPYZ7VhfsI/B+/+HXwV1z4r+IrJE+1adHDpqTJkHeAS2ByDnHpSmS8u7lrmUHBbkqe5Jr3o6Kx6FJcsEi74Y0ydy04HJPJ7VqajZCC3CzN78GrPhm0jtdLM4XLNyW9/WmawjSXEar90rkiqukjVK4eGYWeRY4Yep47n2rR+MXixPCHw6LRtKrSxGJGC/dkcYAPtx1p/hycWF3GPswfewwcd6Z4k8Lt8R/iL4W+GF7ckxa1rS3F3Daj5ks4CDI5PYAlR/wAC9jjNs0ij+gRreVpi+OAOMVJEhWPB5yaSCZ8+UwHvxUkihAWB/CvXOYRlQ4C9+tEp2g9sdKjWQbWZD0OBT2QyYRnAOO1F9QGxN+7LN69/SkSTc/fHv0qbykRMEZwOtROAiZHak2BUvND0+6YzFSjHqynr9azrvw5dxqTb4kU/dGMGtskMgwPvHinlvLjAP8IqLIVkctPEqSJbKGVlAByuOe9RX8stxPy33BgZ6fWunkWG44niVh1GRVG40K3lm32U+GPVH6GhoGuxUtL23it1gmYlu5A60+S/s2fymO0KOar3GnXWnSPJcqQCPlK8jNVra1luJhvXdySTntU2aJ5Wa8M0YQKsi8157+2T+0JpX7Kn7Knjn9oLUF3nw34fuLizgAB8662lYY/xkKg+2a7ZVLSho+gGK/LL/g6c/axuPh18BfCv7K/h27ZrrxbO+p63EkoBFrAMRgjrgykNjHOykVHQ+If2Z/2qPAf7UFtJB40mg0Hx3eXDsRd3qmDV2DAloi7blclslefr2rY+M3jS3+G2lX51u6NleWVrJJHayYEkjDOAgJ+bnHIr80te1S9uru3ngvCrWkarDJCNoDLj5hjGDkdq9Ysf26vHXib4TXXwa+OXhy28ZW0doU0LW9QlYahpsg+4RNyXUY+6354pxi4KyN+fmWp3ViDYaKfLy5nXezqfvSEglj78mtzwStleXX2a62o7Ngsyjn8c8V4j4Q+LkMGlQadc6i4lJCFZQWA9ea9Cj8QPZxwXUO6WPAYvA3BPocVdrknrl3oGjz7TKrKu1sOpypPvXOal4A0zX9Q+zCxytu+5XDf6wf3fpVK08Ta5f6fDFb3gEkiHdESCAPX2rsfh9quIFsLzS1LhCz3LkYNCXYL2L3hfXZriL+yJdEEItgsQiUcMgAHA/LmvsX9j/wCC974K8PH4ian4ejnvtShQGBkAeODcCQFPRiPm+leX/sX/AAo8EeOPiFLqfiLVrMR2GZI7RyPMlkABAx0IB9+or608cvd+BLRb6JQbVE3wznKBAoyefpXBjKkl7qNIJNanlPxT8AxS+Lr+28LvcC0WRn8nG5UdgCVBHUcjn14rg7z4D6zr+g3N3Av2WaIeZP8AaEbLYbJ28jafzr3D4TeIZPEWjHxNc2kbPM5kliEoLqCx28E5PGK7KRtJ1RMCFAZUZCcDnIxzx+FeXZfI0smz8vP2qdC1fwlrUd3I+6ZoxHubO5FIyGbHHt+VfP3hrw3rvxD8RWnh68t1upf7TEUJPy9TzuJ69K+q/wBpCwn+JH7Q/iOXR1k/suzi+wooXCuycMDj0apf2UPhFawfFlpTaRySxRJGRtBRWkfbnp12g5rmwuHtXcjy3Q/ets9l8W2f/CB/AHQvA1vEUa8kEsp3dVUbgOevJ/lXmdlaySAEZLSSYGPX6V6L+0Tr6a94jjsrNglvpcXkQqg79TXFeHLT7Rc+cIQwTr8p6+/vXtx+E7Dq7HSIbXQnuLjCuIsxqTznjjFc2sjT3OHUqQ4AGa29ZvpijGSTIIwPyrBijZ5R5bg89COnvSlsVHc2Ir+OwY3yqrOsZKA/3uldH+x/4f1Dxn8d9e+JeuXQitPDHh5NNsg4yGuLht7HOc8KtZWj+GYb3Q729u7oRqV2x54DEdfxrsP2P2t4vgvrfiG5kET654uuHTcPmMcYVUz6cdvasptKJstj9y5ldISUb5mGBUcM93jEgVlHBJPNSuyspcgfL93NV4cq7Ockegr11I4yRXjeQJEp+Uc57VIpcOu5e+TzUcYwMEcsQc47U8yt7HrRe+oEjzYYLsBz1pGiAIK/xGo4W3EsR+lPWcsfnXgDg0N3AGG5wwPSo5dxwmOvSpgY4Uy/f2qL7QC294uMcY60AOSIyfKR09aGtzE4lD9B0qZZF2g4xu7GmySFWwQCPen7oEDOdu2RQVbqDUMuk6fIN8SeUzDkoeD+FW2RZlycA5ppVgNvlhgPWk7MDF1oWPhPSLvxHrNyqWVhbSXFzLnASNFLM34AGv5V/wDgrz+2637dH7ZXif406dcXcOixSR6Z4XtbpArR2EAKkgAn70nzZB53HpX9AX/Bb39q3Tv2WP2B/E1y148eqeLIzomlxRNiSUzKd4XvkrleOm4ntX8rniC7nuL4yXSfO2SwXPy89BSsgNv4R+C9V+JHjXT/AAlo2n/abnULtbe0ty2N8jdPw9frX6O+M/8Agj78NNY0TSrTRNOsReQaWkGqCJDCZ7kDJkWRPmX5ieobIPQV4L/wSB+Cl34z/aHTx9cWMJ0/wpppuJvPA3efKpSLbkHJyCfoOK/VPQ7G7dy80eWaQkDBP55r0sNhlON5HLXrSpzSR+Qnxh/4Jc/FfwHNLfRaHq1nBCxbzIYhqUCIASSWjCSJwMnKcetcj4V+FXjjwbYnzNThvLcpuE9oHlhByeG4DIfUECv6cv2Uv2atEtfDieOvH/hy3vLm+gC2ltfQh/KiIzkgjqaxfj//AMEjv2Hvj60mqar8MYdB1OY/LqugN9jlD5yDmPGT7HrWFWjBStBmsKs7e8j+dHw1Z2ccnn3dz5U/3S2/5X+bt+Ga7231q006yi+z3CBEURsWbPOPav0e/bJ/4IL6j4f8MS+K/hh4x0nUNP0y0LXMOqQtb3ZVFyX8+M/McA/fUivzE0D4Mav4x8STeHfg/wDGLw9d3DSiO2sNV1JY5Z5Of3aswAJzgA8Z59RUKjO10Uq0G7M7/wAG6pepIW03UpV8zLriTAUnqeBkZrqPG3x2/aC8HeCxp3hn4gSXVpOhjfStUczrs6/LuOR09uteO6pp3xi+CviuLwl8YfA95oMsoMYku02JIQcHY+Sp57A9Oa6m0uf7SiSMamJyGXy2km3bMdO/FRKjH7SLjJPVM9c/ZI/al+Inxa8Vv4Y8VaRDpd3awq0cdsDHHKgG0Dbzg9O/evr7xdcReE/B954wu9VHk2OmT3U0gbhGjjZ+PU8f0r4d+AHhfRI/ijpV/c6ncJJc3sdrdiNRs2OcdR0+vavoP9trU9E+GXwgt/Aei3E6HXddg02BJJsmSI7pJCD3yq4z6GvExUIxq2itDeEnynjfwutooPhre6/qi+dfatczTyGVdrIWbcWz3Jzzn0r0H9kjwbFpUup+Kb44Lwy3CPK+E3DKx/Tljj3FcFqir4d8IC1iilVSSYYX5Iy3C578kV7Z4bso/BHwWuLpn2GZEtVY8ZKjLEf8CJ6elYwVmOyPGvEMtzd6s7iXl5Wcljk5NbPhLTmeMSzAhmkK7TxuGOtZL2rzaiVYlmZsgk112kWK2NokrKQQp611xehDVjH8URpHItvF68LWfY27C7/dr04wP/r1o390tzKZpIWC9N2DxVzwfbWU+v26tdQeUJVJ81ht9ec/SplLQpI0vGcMHw6+Fh1zxN51upUshzzucfLjPHvW9+ynpMek/BHR7O7uZWizLNKCvLs8jHP1/wAK4X9reTxf448JwT+JpLO3sdPJlaC0lLKAzLHCDtGNx3ZAPbmvafhTq+neFPgvo1pMsLSS2aPt2YbBBI5+vP41zVJaGsVc/9k=\n",
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\n",
"text/plain": [
"Image (3, 256, 256)"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"predict(3)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import f1_score, accuracy_score\n"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"df_cayhill = pd.read_csv('/home/apancham91/images/unique_images/cayhill/cayhill_label.csv')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"df_compare = df_cayhill.merge(df.rename(columns={'tags':'preds'}),how='left', on='image_name', validate=\"1:1\")"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>image_name</th>\n",
" <th>tags</th>\n",
" <th>preds</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2FRescUAV_28917_CayHill_modified_1_masked</td>\n",
" <td>none</td>\n",
" <td>none</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2FRescUAV_28917_CayHill_modified_2_masked</td>\n",
" <td>destroyed</td>\n",
" <td>significant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2FRescUAV_28917_CayHill_modified_3_masked</td>\n",
" <td>destroyed</td>\n",
" <td>significant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2FRescUAV_28917_CayHill_modified_4_masked</td>\n",
" <td>none</td>\n",
" <td>none</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2FRescUAV_28917_CayHill_modified_5_masked</td>\n",
" <td>none</td>\n",
" <td>none</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" image_name tags preds\n",
"0 2FRescUAV_28917_CayHill_modified_1_masked none none\n",
"1 2FRescUAV_28917_CayHill_modified_2_masked destroyed significant\n",
"2 2FRescUAV_28917_CayHill_modified_3_masked destroyed significant\n",
"3 2FRescUAV_28917_CayHill_modified_4_masked none none\n",
"4 2FRescUAV_28917_CayHill_modified_5_masked none none"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_compare.head()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"y_pred = df_compare.preds.values\n",
"y_true = df_compare.tags.values"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.6423309580252813"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"f1_score(y_true, y_pred, average='weighted') "
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.6736"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"accuracy_score(y_true, y_pred) "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"learn.data = (src.add_test_folder('test_images')\n",
" .transform(tfms, size=256)\n",
" .databunch().normalize(imagenet_stats))"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/anaconda3/lib/python3.7/site-packages/torch/nn/functional.py:1152: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n",
" warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n"
]
}
],
"source": [
"predictions = learn.get_preds(ds_type=DatasetType.Test)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"919"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(predictions[0])"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Completed: 0\n"
]
}
],
"source": [
"df_final = pd.DataFrame(columns=['image_name', 'tags'])\n",
"for idx in range(len(predictions[0])):\n",
" if idx % 5000 == 0:\n",
" print(f\"Completed: {idx}\")\n",
" \n",
" image_name, tags = get_row(idx)\n",
" df_final.loc[idx] = [image_name, tags]"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>image_name</th>\n",
" <th>tags</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2FRescUAV_17917_Middle_modified_858_masked</td>\n",
" <td>destroyed</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2FRescUAV_17917_Middle_modified_112_masked</td>\n",
" <td>none</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2FRescUAV_17917_Middle_modified_11_masked</td>\n",
" <td>significant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2FRescUAV_17917_Middle_modified_691_masked</td>\n",
" <td>none</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2FRescUAV_17917_Middle_modified_843_masked</td>\n",
" <td>none</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" image_name tags\n",
"0 2FRescUAV_17917_Middle_modified_858_masked destroyed\n",
"1 2FRescUAV_17917_Middle_modified_112_masked none\n",
"2 2FRescUAV_17917_Middle_modified_11_masked significant\n",
"3 2FRescUAV_17917_Middle_modified_691_masked none\n",
"4 2FRescUAV_17917_Middle_modified_843_masked none"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_final.head()"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"df_final.to_csv('test_predictions_pwc2.csv',index=False)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/apancham91/notebooks/tutorials/fastai/course-v3/nbs/dl1\r\n"
]
}
],
"source": [
"!pwd"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"df_final.to_csv('/home/apancham91/images/unique_images/test_predictions_pwc2.csv',index=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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