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@tomers
Last active May 19, 2018 09:40
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import datetime as dt\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"# The location of the CSV that Tomer sent\n",
"url = 'https://gist.githubusercontent.com/tomers/0bbf65e28bdf9f767c4ea8659f086d11/raw/793e3f48238e91925208320ffed18822d1621ca2/gistfile1.txt'\n",
"\n",
"# Parse the CSV into a Pandas dataFrame\n",
"names = ['empty', 'Station6_ppb', 'Station5_ppb', 'Date']\n",
"converters = {'Station5_ppb': np.float64, 'Station6_ppb': np.float64}\n",
"\n",
"\n",
"def my_to_datetime(date_str):\n",
" \"\"\"Converts string to DateTime\n",
" \n",
" Input in the format of '18/05/2018 00:30\n",
" Can also be '18/05/2018 24:00', and we need to support this (convert to 00:00 and increment day)\n",
" See https://stackoverflow.com/questions/43359479/pandas-parsing-2400-instead-of-0000\n",
" \"\"\"\n",
" strptime_format = '%d/%m/%Y %H:%M'\n",
" if date_str[11:13] != '24':\n",
" return pd.to_datetime(date_str, format=strptime_format)\n",
"\n",
" date_str = date_str[0:11] + '00' + date_str[13:]\n",
" return pd.to_datetime(date_str, format=strptime_format) + dt.timedelta(days=1)\n",
"\n",
"dateparse = lambda x: pd.datetime.strptime(x.replace(' 24:00', ' 00:00'), '%d/%m/%Y %H:%M') # input in the format of '18/05/2018 00:30'\n",
"\n",
"df = pd.read_csv(url,\n",
" engine='python',\n",
" skiprows=3,\n",
" skipfooter=8,\n",
" header=None,\n",
" names=names,\n",
" index_col=['Date'],\n",
" sep=',\\s+',\n",
" converters=converters,\n",
" parse_dates=['Date'],\n",
" date_parser=my_to_datetime\n",
" )\n",
"df.pop('empty') # delete empty column\n",
"\n",
"# TODO: make the data frame use multi-index and convert by query of type\n",
"ppb_to_ugm3 = 3.19\n",
"df['Station5'] = df['Station5_ppb'] * ppb_to_ugm3\n",
"df['Station6'] = df['Station6_ppb'] * ppb_to_ugm3\n",
"# Remove ppb columns\n",
"df.pop('Station5_ppb')\n",
"df.pop('Station6_ppb')\n",
"\n",
"None"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Yz1U8u3379io/NSuCu7i4OHz11VcYP34873nq7Cuf27dvo7CwED179uQMMRsbG6Nr164oKipq9k/e9fnFArB/SeXl5eHUqVOc9x54+Qur+ty0xmrIL7+afVRFIpGwJuwDVZPpr127xsmAFBUV4fjx43Bzc8PgwYM59/rtt99UFuFu6PtQn74LhUJUVlay2sRiMVxcXHD16lUMHToUp06dwtSpUzFt2jTlOadPn0ZlZWWTM+qK11SzDw2h+PfMN+QuEok493dxcYGhoSGOHz+OUaNG4fr161iyZIky2wcAJ0+ehEAgqHUeZU0eHh4oLS1F//798a9//Qu9evXCd999pzweFxeHBw8eNOieNdX332198X3/gaqfefHx8SqvAdTz/5E0Hs3BI1pJkUFSlYnIycmBUChU/nCuqKhAZGQk+vfvr2xT6NmzJ86cOYNLly5xhlMUq/v4Akk+imEcxVwWRV/u3LmDDz74gPcaRXAXGxuLlStXYvLkySrvr86+8qnP+wqgUXOd1O2XX35p0i+62ih+CTbldbq5ueHw4cO8Q6hNceTIERQXF+Pjjz9u1vlLc+fO5R1erC93d3ckJSXh8OHDaNOmDSuznJubi61bt6Jjx46cD1x8FAFEc/27U0wJqK1IeXVCoRCurq7Izc1FSEgI3NzcWMFwQkICDh06hEGDBrF+FtRF8eFs5cqVGDJkCCtzxzAM1qxZA4lEovIDICENQRk8opW6desGADh8+DAyMjJYx44cOYK0tDT4+voqg7lbt24hLy+PU1ICAIYPHw4zMzPs3buXVQ4hIyMDu3btgrm5OWtid2JiIm+ZjNu3b2Pnzp0wNDRkZVYiIiIgl8t5n52Xl4eZM2ciNjYWX375pXLFpioN7WtDde3aFQYGBvjjjz84n74vXbqEW7duwcXFpdb5OwqKkhR8r1sdBg8ezAnW1UUxHNfQlbzVOTk5qT24q6ysxJ49e2BhYaGcDtBc+vbt26QFNe7u7mAYBiYmJqzgLjU1FR988AGys7N5h9P5KL4fNjY2je5PbWJiYmBgYNCgeW3u7u7Izc3lBHdxcXHKBUI1V9nXRZGhFwgErOCutLQUX3zxBS5duoSFCxeq3MKQkIagDB7RmCNHjuDWrVsAgIcPHwIA9u3bp6xrN3jwYGXg5OvrixEjRuDs2bMYMWIEhgwZAisrK8TGxuLy5cswNjbGsmXLlPcODw+HWCxW1oqrzsLCAitWrMCyZcswduxYjBw5Urn9V1ZWFtasWcNa+XrhwgWsW7cOfn5+cHFxUa6ijYyMhFAoxKpVq5TlMBTPtrOz4/1lv2jRIjx8+BCenp7Iz89X1kyreU5j+wpU1Yc7f/48gJdDu2fPnlUGcN27d1dmBJycnDBr1ixs27YN7733HoYMGQJHR0ckJCQgPDwcQqGw3r+0FEOLNWv5Kdy4cUPriibn5OQgMjIS586dAwDOKt+Wdv78eTx//hyBgYGNnoPVWH/99RdnGBl4mdUNDQ2Fi4uLcuWvIlg5fvw42rVrh/T0dNy9exeRkZEQi8VYv359nRnC2NhYxMbG4uTJk5BIJLWuKm4sxWKIdu3aKd/Tu3fvKj9AqZq36eHhAYZhsH//flhbW+P58+eIjo7GtWvXYGlpieDgYNYHIalUir/++kv5Nd99FRm8ixcvwsTEBLm5uYiNjUVYWBgKCwsxd+5czJkzR22vvbp79+4ph/YfP37MOd7Q7z/RfhTgEY25desWTpw4wWqrXrTXxcWFlRlbu3YtevTogZMnTyI0NBTl5eWwtrbG6NGjERQUpKyxBlQFWT179lS5AGHMmDGwsrLC1q1blQVPX3vtNaxevRr9+vVjnevr64uAgADExMTgxo0byucOHz4cM2bMYAVyZWVluHz5sjIQq0nxA/Xp06fYsGEDb99q1vdqSF+BqmC55vsaExPDWqlafchn6dKl8PLywuHDhxEREQGpVApLS0sEBARgzpw5yuxpXR49egSgqpQCH75gtqVlZWVh+fLlMDU1xZw5c5pc1Fnddu7cCbFYXGepl+awatUqlXP7AODDDz/E2LFjsXr1agAvg5Xt27dDLBbD0tISXl5eWLx4McaPH6+cr1qb6OhofPvtt3BwcMC3336rthI91SUkJKCoqIg1PLtz506cPXu21usUr++HH36AoaEhrK2t4e3tjeXLl2Ps2LGcADw7O5tT9ojvnooV1ZGRkTAxMUGbNm0wbtw4jB8/vllX1e/bt4/zc6K6hn7/ifYTMHzr7QnRIfHx8Rg1ahSWL1/OqjOmCREREZg7dy42bdrUbEOV2mrNmjXYv38/wsPDmzTU+ao6cuQIli9fjjVr1mDMmDEt3R2ig6ZOnYqoqCjExcW1dFeIFqI5eETn8e1eoclnSyQSlUU/9Vl0dDTGjx9PwR0hhGghGqIlOm/u3Lmc4qWa8vXXX+Prr79ukWe3tIMHD7Z0FwghhKhAGTxCCCGEED1Dc/AIIYQQQvQMZfAIIYQQQvQMzcGrJjOz8XsdEkIIIYRokp2d6r3JKYNHCCGEEKJnKMAjhBBCCNEzFOARQgghhOgZCvAIIYQQQvQMBXiEEEIIIXqGAjxCCCGEED1DAR4hhBBCiJ6hAI8QQgghRM9QgEcIIYQQomcowCOEEEII0TMU4BFCCCGE6BkK8AghhBBC9IyopTvAJzQ0FL/99htiYmKQnZ0NJycnDB06FHPnzoWpqSkAICUlBW+++Sbv9Tdu3IC5ubkmu0wIIYQQojW0MsDbsWMHnJycsGTJEjg6OuLBgwfYsGEDrl+/joMHD0IofJl4nDt3LgICAljXm5iYaLrLhBBCCCFaQysDvM2bN8Pa2lr5tZ+fHywtLfHpp5/i+vXr6N27t/KYq6srfHx8WqKbhBBCCGmCixcjcOjQPiQmJqCkpARWVlbo0MELY8a8h169+gAAoqNv4vbtW5g58wNWgqe+4uPjcPFiBMaPnwRzcwvWsb59e2DmzA8we/ZctbyemqKjb2Lx4iBOu6mpKUJDI5rlmQpaGeBVD+4UunTpAgBIT0/XdHcIIYQQomZHjhzEunVrMXLk25g8eSokEgmeP0/B1auXEB19Qxng3b59CyEh2zB9+uxGBniPEBKyDcOGjeAEeJs3h8De3l4tr6c2H320FB07vqb8WiQyaPZnamWAxycqKgoA0LZtW1b7f/7zH3z11VeQSCTo2bMnlixZAi8vr5boIiGEEELq6cCBPejXbyA+/3ylsq179554++2xkMvlGulD585dNPIcd/c2GnuWgk4EeOnp6Vi/fj369OmjzOQZGhpi4sSJ6Nu3L6ytrfH06VNs3rwZkyZNwtGjRzmBICGEEKJvCorLEfzbQzxMzEVFpWaCIj4iAyE6uVth9shOMDcxrNc1hYUFsLGx4T2myNQFB29BSMg2AMDAgb2Uxy9duqk8fvnyRaSkpEAsFqFt2/YIDFygDKbOnv0V3367CgAwadJY5fVHjpyGk5Mz7xDttWtXEBKyDfHxjyAWi+Dr2wPz5i2Cm5uH8pyFCwNRWVmJWbMCsWnTeiQmJsDZ2QVz5szDgAGD6vX6m5uAYRimpTtRm+LiYkydOhUZGRk4evQoHB0dVZ6blpaGkSNHIiAgAGvXrm3wszIzC5vSVUIIIUSjfjp8F/eeZrd0N5S6eNpgyYSu9Tp38eIg3L9/D7Nnz0XfvgPg5ubOOScjIx07dmzFmTOnsHHjdgiFVUObigBu9epv4OPjC3t7B0ilUpw7dxZ//XUBwcF70bZtO+Tm5uLo0YPYtSsY33yzGnZ2DgCADh28YGhoyAnwrl27gmXLPoKvbw+MGzcRJSVSBAdvRnFxEUJC9sPOrmo4d+HCQCQnJ8LMzAJTp86AhYUlDh7ci9u3b2HfvqNo3doVwMs5eFZW1sjPz4OpqRn8/HohKGhRrfFMfdnZmak8ptUZvNLSUgQFBSElJQV79uyp881wcnJC9+7dce/ePQ31kBBCCGk5T57nt3QXWBrSn6VLP8eKFZ9i48b12LhxPSwsLNCjhz9Gjnwbfn5V2Tp7ewdlUOXt3RkiETts+eyzFcq/V1ZWwt+/Nx49moBffz2Jjz5aCisrK7i4tAYAtG/vpQy8VNm2bROcnV2wdu165bM6d+6CyZPfxcGDe7Fo0cfKc/Py8rBhwza4uroBALy8OmLMmLcQHv4npk2bBaBqMcWkSVPg4+MLExMTxMfHYffuEAQFzURIyD5YWXHXHKiL1gZ4MpkMixcvRkxMDEJCQho0r04gEDRjzwghRHcVy0ogZ+QwMzRt6a4QNWjrYqFVGby2LhZ1n/Q/bm7u2LFjH+7du4uoqGu4fz8GkZERCAs7hzlzgjBjxpw673HjxnXs3r0DT548RkHBy+DSycmlwX2XSqV49CgWU6fOZAWSzs4u6NKlK27fjmad7+rqpgzuAMDKyhpWVlZIT3+hbOvQoSM6dOio/Lpbt+7o2tUXgYHTceTIQQQGzm9wP+tLKwM8uVyOpUuX4tq1a9iyZUu9y6Ckpqbi1q1bGDx4cDP3kBBCdM/vz8Lwe8J5VDKV6G7fFVO9J0Is1MpfA6SeZo/spHVz8BrCwMAAPj6+8PHxBQBkZWXin/9chJCQbXj33Qm1bloQFxeLTz75EH5+vfHZZytgY2MLAwMhVq/+F8rLyxr8GgoLC8AwDGxsbDnHbGxsWIEbAJiZcfsmFhuivLy81ud4eXWEq6sbYmMfNLiPDaGV/7NXrVqF0NBQBAUFQSKR4M6dO8pjjo6OcHR0xOrVqyGXy+Hj4wNra2s8e/YMW7duhVAoRFAQt+YMIYS8ypILU3Hm2R/Kr29l3EVH6w7o49yzBXtFmsrcxLDec950ga2tHUaNegfr1q1FSkoSvL07qzw3IiIMBgYG+PbbH1gZt8LCAuWuVw1hZmYOgUCAnBxuRjQ7O5s3oGua5h1t1MoALzIyEkBVwePNmzezji1cuBCLFi1Cu3btcODAAZw4cQIlJSWwtLREr169sGDBAnh6erZEtwkhRGv9nRnDaXuYE0cBHmkxWVlZsLXlZssSExMAANbWVccMDatW5ZaXl7ECubKyUuWiC4Vbt24gPf0FnJyclW1isfh/59ee1ZNIJPDy6oQLF85j1qxAGBhU3fvFizTExPyN996b2MBXyC829gGSkhIxcCD/dqvqopUBXnh4eJ3njBs3DuPGjdNAbwghRPc9K0jitGWWZLVATwipMm3aRPTo4Yfevd+Ak5MziouLcfXqZZw6dQwBAUOUCys9PNoAAA4c2Itevd6AgYEQHTt6w9+/Dw4fPoBvv12FESNGIzk5CTt3blcuylDw8KhK+hw/fhjDh4+CSFRVTkUR+FU3Z04Qli37CMuWLcHYseMglZYgOHgrTE1NMXnylAa/xlWrlsPJyRleXh1hamqGR4/isHdvCGxt7TBu3KQG368htDLAI4QQoj5yRo5n+dwAL12aBYZhaGEaaRGBgfNw9eplbN++Gbm5ORAKhXB1dUNQ0EJMmPAP5Xl9+vTD2LHjceLEUezcuR0Mw+DSpZvw9++Njz5aikOH9iMiIhyenm2xfPkq7NoVzHpO+/YdMGtWIE6fPoFffz0JuVyurINXU69efbBmzX8RErINK1d+DrFYhG7dumP+/MWwtbVr8Gv09GyL8+f/wLFjh1BaWgobG1v07x+A2bPnwtLSsuFvWgNofR08TaI6eIQQfZRa9AL/jvqR99i3byyHhZG65xYRQjShtjp4Dd/UjRBCiE55lp+o8lgGDdMSopcowCOEED33tEB1gJcppQCPEH1EAR4hhOg5yuAR8uqhAI8QQvRYsawE6SWZKo9TBo8Q/UQBHiGE6LHasncAZfAI0VcU4BFCiB6rK8DLlGZDzrTcFleEkOZBAR4hhOixpzwFjquTyWXILyvQUG8IIZpCAR4hhOgpOSNHYh0BHkDDtIToIwrwCCFET6UWvUBZZXmd52XQQgtC9A4FeIQQoqee1jH/ToH2pCVE/9BetIQQoqee8RQ4tpPYIFOazWqjDB5pKRcvRuDQoX1ITExASUkJrKys0KGDF8aMeQ+9evUBAERH38Tt27cwc+YHEAobnpeKj4/DxYsRGD9+EszNLVjH+vbtgZkzP8Ds2XPV8npUuXoNJs95AAAgAElEQVT1Evbu3YVHj2IhEFTtuTt//mJ0796z2Z5JAR4hhOgpvhW0/o7dcebZOVYbZfBISzhy5CDWrVuLkSPfxuTJUyGRSPD8eQquXr2E6OgbygDv9u1bCAnZhunTZzcywHuEkJBtGDZsBCfA27w5BPb29mp5PaqcPHkMP/20Bu+9NwEzZsyGXM4gPj4OpaWlzfpcCvAIIUQPFZYXcTJ1AgjQ09GXE+Bl/a9UilBAs3aI5hw4sAf9+g3E55+vVLZ1794Tb789FnK5Zkr3dO7cpVnvn5aWivXrf8SCBR9iwoR/KNv9/Xs363MBCvAIIUQv8WXvnEwcYCuxRiuRBCUVUmV7BVOJ3NI82EisNdlFogaF5UXY/fAQHuU+QYW8osX6IRKK0MGqLaZ1mggzQ9N6XVNYWAAbGxveY4pMXXDwFoSEbAMADBzYS3n80qWbyuOXL19ESkoKxGIR2rZtj8DABcrA7ezZX/Htt6sAAJMmjVVef+TIaTg5OfMO0V67dgUhIdsQH/8IYrEIvr49MG/eIri5eSjPWbgwEJWVlZg1KxCbNq1HYmICnJ1dMGfOPAwYMEh53m+/nYZQKMCYMe/V6z1RJwrwCCFEDz3jKY/SxsIdAGDXyhaJBcmsYxnSLArwdNDuh4fwIDuupbuBCnkFHmTHYffDQ1jQdXa9runU6TX8/vsZODu7oG/fAXBzc+ecM3r0O8jMzMCZM6ewceN2CIUGrOOZmRmYMOEfsLd3gFQqxblzZ7Fw4QcIDt6Ltm3boXfvvpg+fTZ27QrGN9+shp2dAwDAxsaWt0/Xrl3BsmUfwde3B77++luUlEgRHLwZ8+fPQUjIftjZvRzOTU1Nwbp1/8HUqTNgYWGJgwf3YuXKz7Bv31G0bu0KAPj77ztwc/NAWNg57Ny5HenpL+Do6IQJE/6B996bUK/3qbEowCOEED3El8FTBHj2Em6Al1mShU7WHTTSN6I+z/LrrnOoSQ3pz9Kln2PFik+xceN6bNy4HhYWFujRwx8jR74NP7+qbJ29vYMyqPL27gyRiB22fPbZCuXfKysr4e/fG48eTcCvv57ERx8thZWVFVxcWgMA2rf3UgZeqmzbtgnOzi5Yu3a98lmdO3fB5Mnv4uDBvVi06GPluXl5ediwYRtcXd0AAF5eHTFmzFsID/8T06bNAgBkZWUiKysLGzeuQ2DgAri4tMaFC+fx009rUFlZiQkTJtf7/WooCvAIIUTPVMorkVAjgAMAT/OqX0R2rbjZCyp2rJvaWLhpRQZPoY2FW73PdXNzx44d+3Dv3l1ERV3D/fsxiIyMQFjYOcyZE4QZM+bUeY8bN65j9+4dePLkMQoK8pXtTk4uDe67VCrFo0exmDp1JiuQdHZ2QZcuXXH7djTrfFdXN2VwBwBWVtawsrJCevoLZZtczqCkpBhffrkGAwYEAKiaZ5iWloa9e3di/PhJEAgEDe5rfdCMWkII0TPPi9Igk8tYbSaiVrBvZQegKoNXE5VK0U3TOk2Et40XRMKWzdeIhCJ423hhWqeJDbrOwMAAPj6+CAycj3XrNuLw4VNo27YdQkK2oaCg9i304uJi8cknH0IiaYXPPluBLVt2Yvv23WjXrgPKy8sa/BoKCwvAMAzv8K2NjQ0KC9n9MTMz55wnFhuivPxlcXELi6pVuz17+rPO8/PzR05ONrKzm+//HWXwCCFEzzzlqX/XxsJNmSmw58ngUakU3WRmaFrvOW+6wNbWDqNGvYN169YiJSUJ3t6dVZ4bEREGAwMDfPvtD6yMW2FhAUxN67fQozozM3MIBALk5GRzjmVnZ/MGdHVp08YT9+/fU3m8ubJ3AGXwCCFE79Q2/w4A7HgyeFmlOaiUVzZrvwipLiuL/0NFYmICAMDauurfqaGhIQBwsnJlZaWcRRe3bt1gDZECgFgs/t/5tWf1JBIJvLw64cKF86isfPl/4cWLNMTE/I1u3brX8Yq4+vevWlF7/fpVVvv161dhb++gcrGHOlAGjxBC9AxvgGf+MsBrJZbAVGyCIlmxsk3OyJFdmsub3SOkOUybNhE9evihd+834OTkjOLiYly9ehmnTh1DQMAQODo6AgA8PNoAAA4c2Itevd6AgYEQHTt6w9+/Dw4fPoBvv12FESNGIzk5CTt3bmetdK263hMAcPz4YQwfPgoiUVU5FUXgV92cOUFYtuwjLFu2BGPHjoNUWoLg4K0wNTXF5MlTGvwae/d+A76+PfDDD98hPz8Pzs5Viyyioq7hiy++avD9GoICPEII0SP5ZYXILs1ltQkggLs5e/WgfStbFOUXs9oypVkU4BGNCQych6tXL2P79s3Izc2BUFi1hVdQ0EJWUeA+ffph7NjxOHHiKHbu3A6GYXDp0k34+/fGRx8txaFD+xEREQ5Pz7ZYvnwVdu0KZj2nffsOmDUrEKdPn8Cvv56EXC5X1sGrqVevPliz5r8ICdmGlSs/h1gsQrdu3TF//mLY2to1+DUKBAJ8991abN78C4KDt6KwsADu7h5YufJfGDr0rYa/aQ15NsMwTLM+QYdkZha2dBcIIaRJ7mTGYNu93ay21qbO+NzvI1bb7geHcP3FLVbbuPZvY5Br32bvIyFEPezszFQeozl4hBCiR+qaf6fAu9CCVtISojcowCOEED3ylHf+Hbc2Gd9CC6qFR4j+oACPEEL0RIW8AkmFKZz2+mbwKMAjRH9QgEcIIXoipSiVs+G8qdgEdhLuhu58bTmluS26YT0hRH0owCOEED3Btw9oGwt33mKqxiJjmBuyJ2gzYJAlzWm2/hFCNIcCPEII0RNP8xM4bZ7m3OFZBVpoQYj+ogCPEEL0BH8GT/Xm77x70tI8PEL0AgV4hBCiB3JL85BblsdqEwqEnALH1dnxLbSgDB4heoECPEII0QPPCrjZu9amTjA0MFR5DV8GL5MyeIToBQrwCCFED9S3wHF1vBk8CvAI0QsU4BFCiB7gC/BqW2AB8JdKySvLh6xSprZ+EUJaBgV4hBCi42SVMiQXPue015XBMzQwhKWRBauNAYNMabZa+0cI0TwK8AghRMclFz1HBVPJajM3NIO1sVWd1/KupKWFFoToPArwCCFEx/HuP6uiwHFNfPPwaKEFIbqPAjxCCNFxfPXvPOsYnlWgPWkJ0U8U4BFCiA5jGIZ/BW0dCywUeEul0BAtITqPAjxCCNFhOaV5yC8vYLUZCAzgZuZSr+spg0eIfqIAjxBCdNizAm72rrWZM8QG4npdbyOxgQDsuXr55QUoqyxXS/8IIS2DAjxCCNFhvPXv6jn/DgDEQhGsjS057bTQghDdRgEeIYToML4FFvWdf6dgR6VSCNE7FOARQoiOKq+UIbmIW+C4IRk8gH8eHmXwCNFtFOARQoiOSipMgZyRs9osjSxgxTPkWhvak5YQ/UMBHiGE6Cje8igNzN4BtJsFIfqIAjxCCNFRfDtYeJq7Nfg+NERLiP6hAI8QQnSQygLHjcjg2RhbQyhg/zoolBVBWlHa6P4RQloWBXiEEKKDsktzUCgrYrWJBAZoXc8Cx9UZCA1gY2zFaacsHiG6iwI8QgjRQXzDs27mrSEWihp1P96FFjQPjxCdRQEeIYTooKbsP8uHd09ayuARorMa91GPEEJIi1LX/DsFXc7glVfK8HvCeaQUpaKtRRu86dqv3lu1EaKvKMAjhBAdU1ZZjufFLzjtbSwavoJWQZczePtjj+JG+m0AwIPsOJRUlODddqNauFeEtCwaoiWEEB2TWJDMKXBsbWwFSyOLRt+Tr1SKLhQ7Lq8sx62Mu6y2yOfXUCmvbKEeEaIdKMAjhBAdw7fAok0j6t9VZ2VkCQOBAautuKIExbKSJt23uWWX5nKC3fLKcrwoyWihHhGiHSjAI4QQHaPu+XdAVakUW4kNp13bs3g5pbm87YkFyRruCSHahQI8QgjRIQzD4FkBzw4WTQzwAMC+FTfAy9TyhRbZUgrwCOFDAR4hhOiQDGkWZ9hULBSjtalzk+9tx7cnra5m8ApTNNwTQrQLBXiEEKJD+IZn3cxaw0BowHN2w/DuSavlGTxVAd7zojTIKmUa7g0h2oMCPEII0SF8AZ46hmcB3czgZasI8OSMHClFaRruDSHagwI8QgjRIc8KkjhtTV1goaAqg8cwjFru3xxUZfAAILGQ5uGRVxcFeIQQoiOkFaVILeIWOFZXBs/SyIKzl620ohRFsmK13F/dyitlKCgvVHk8qYDm4ZFXFwV4hBCiIxILksGAnU2zNbaGmaGpWu4vFAh1qlRKbi3ZO4BW0pJXGwV4hBCiI5qj/l1NfFuWaeuetDmlebUeTy/JRGlFqYZ6Q4h2oQCPEEJ0xNNmqn9XnR3fPDwtzeBll+bUepwBg6TC5xrqDSHahQI8QgjRAXJGjmf5zbfAQoF3T1otzeCpWkFbHQ3TklcVBXiEEKIDMkoyIa2QstoMDQzhbOKo1ufwDdFqawavthW0ChTgkVcVBXiEEKIDnvJk79zVVOC4Or4h2gwtLZVSrwCPdrQgrygK8AghRAfwFzj2UPtzLAzNYWhgyGorryyvtRxJS6lrkUXVObkoLC/SQG8I0S4U4BFCiA7gW2DRxsJN7c8RCASw04FSKTJ5BfLLCjjtfEPMNExLXkUU4BFCiJYrkUnxojid097GXL0LLBR45+Fp2UKL3NI8Tk1Ac0MztLVswzmXhmnJq4gCPEII0XIJPNuT2UtsYWpo0izP452Hp2UZPL75dzbGVnA3b81pT6IMHnkFUYBHCCFa7qkGChxXpwvFjvkCPGtjK7ibuXLaEwtStHKRCCHNiQI8QgjRcprYwaI6XSh2zFcDz9rYCs6mjhDV2E+3UFaE3LK6F2QQok8owCOEEC0mZ+RI4BliVPcOFtU5tLLjtGVKsyBn5M32zIZSlcETCUVoberMOZZYQPPwyKuFAjxCCNFiL4ozUFrJ3k/V2MAITiYOzfZMU7EJjA2MWW2qVq22lGwpzxw8iRUA8M7Do5W05FVDAR4hhGgxvuFZD3M3CAXN9+NbIBDAvpV2l0pRtcgCgIp5eBTgkVcLBXiEEKLFnhe/4LR5NEP9u5rstHihRaW8Enll+Zx2K2PVGbykwudaNcRMSHOjAI8QQrRYRkkmp825GYdnFey1eKFFblk+pwaeqdgERv/bgcO+lR2MDYxYx0srS7UqA0lIc6MAjxBCtBhfUGXPswhC3bQ5g8c/PGut/LtQIISrmQvnHBqmJa8SCvAIIURLyeQVvOVA+IIvddPmDB5/iRRL1tfu5jzz8GhHC/IKoQCPEEK0VLY0mzMUaWFoDmORkYor1IevFl6WNFsr5rHxlkj53wpaBb4Aj3a0IK8SCvAIIURLpfMOzzZ/9g6omtPWSiRhtVUwlcgpbfmCwTk8JVKsjWsEeGbchRYpRamolFc2W78I0SYU4BFCiJbiW2ChqQCv6lk8BY+1YJg2uzSH02ZTI8CzNraCqZi9V69MXoFUnlXJhOgjCvAIIURL8a361MQCCwVtXWjBl0WsvsgCqKrlxzsPj4ZpyStCKwO80NBQLFq0CIMGDcLrr7+OYcOG4T//+Q+KiopY5+Xn5+PLL7+Ev78/fHx8MGPGDMTFxbVQrwkhRL0ypDwZPA0ssFA+i6fYcUtn8Crllbz7ytZcZAHwD9PSlmXkVaGVAd6OHTsgFAqxZMkSbN++HZMnT8aBAwcwa9YsyOVVE3wZhkFQUBAiIyOxYsUKrF+/HhUVFZg2bRpevKAUPCFE97V0Bo8vmGzpDF5+eQFnoYeJqBWMRcacc/lX0lIGj7waRC3dAT6bN2+GtfXLdLufnx8sLS3x6aef4vr16+jduzfCwsIQHR2NXbt2oVevXgCAbt264c0338T27duxfPnyluo+IYQ0WWlFKQrKC1ltAghgK7FWcYX68a2kbekMHt/wbM0VtAp8AV5acTrKK8th+L+iyIToK63M4FUP7hS6dOkCAEhPTwcAhIeHw97eXhncAYCZmRkGDRqEsLAwzXSUEEKaCV+mzEZiDZFQc5/L+RZ0ZJXmtOhK1Gwpd4FFzRW0CmaGprAyYg/dyhk5kgtTm6VvhGgTrQzw+ERFRQEA2rZtCwB4/PgxOnTowDmvXbt2SE1NRXFxsUb7Rwgh6sQ/PKu5+XcAIBFJOCtR5Yyct9CwpvAvsOAP8AAapiWvLp0I8NLT07F+/Xr06dNHmcnLz8+Hubk551xLy6pPawUFBRrtIyGEqBNfiRQHiebm3ynwBZV8fdOUHJ4SKaoyeADgbs630IICPKL/tD7AKy4uxrx582BgYIDvvvuupbtDCCEaoQ0ZPIC/VEqmNFvj/VDg36aslgDPjG9HC1pJS/SfVgd4paWlCAoKQkpKCoKDg+Ho6Kg8Zm5uzpuly8vLUx4nhBBdxRfg8S16aG58q3b5+qYpfNuU1TZE62buwmnLkGahRCZVa78I0TZaG+DJZDIsXrwYMTEx2Lp1K7y8vFjH27Vrh/j4eM51T548gbOzM0xMTDjHCCFEFzAMo6IGnnYM0Wa2UKkUOSNHLt8q2loCPIlIAgeeIDWpkLJ4RL9pZYAnl8uxdOlSXLt2DRs3boSPjw/nnDfffBPp6enKxRcAUFRUhAsXLiAgIECT3SWEELUqkhVDWlHKahMJRbAyttB4X3h3s2ihDF5BeSEqGPYKXonIGK3EEhVXVHHjGaaleXhE32llHbxVq1YhNDQUQUFBkEgkuHPnjvKYo6MjHB0dERAQgG7duuGTTz7BsmXLYG5ujq1bt4JhGMyZM6cFe08IIU2TzrcHrcQWQoHmP5PbSbi7WeSU5qJCXqHRki2K59ZUW/ZOwcPcFTfSo1ltiZTBI3pOKwO8yMhIAFUFjzdv3sw6tnDhQixatAhCoRCbN2/G999/j1WrVqGsrAw+Pj7YvXs3nJycWqLbhBCiFnzFhFtigQUAGIuMYGFohvxqRZcZMMiS5sDRxF6jfcmWNi7Ao5W05FWklQFeeHh4vc6ztLSklbWEEL3DV+RYk1uU1WTXypYV4AFV8/A0HeA1dIGFQmtTZwgFQtYWZ3ll+cgvK4CFES3II/pJK+fgEULIq4yvzhzfvrCawrsnbQvMw2toiRQFsYEYLiaOnHbK4hF9RgEeIYRoGf4aeC2bwaupJYodNzaDBwBuvDta0Dw8or8owCOEEC0iZ+Qqhmi1LIPXAsWOeRdZSOoX4NE8PPKqoQCPEEK0SG5pPirkFaw2iciYsyesJvFlD/kWgjQnhmEavYoWUL2jBcMwTe4bIdqIAjxCCNEiqgocCwSCFuhNFVueUim5ZXkor5RprA+FsiLIagS+RgaGMBG1qtf1TiYOEAvFrLbiihJk8+xtS4g+oACPEEK0iLbsQVudoYEYVkaWnPYsDQ7T8pVIsTG2rnfgayA0gKuZM6edhmmJvqIAjxBCtIg21cCrjnehhQa3LMvhybRZG3ODztrwDdMmFtBCC6KfKMAjhBAtks43RNuCK2iVfeAZptXkPLwc3j1orRt0Dze+hRaFlMEj+okCPEII0SLaOEQLqCqVorkAj78GXsMyeB48pVKSCp+zCiAToi8owCOEEC1RIa9AtpQ7FNmSRY5r60OmBodo+RZD2EgalsGzk9hCIpKw2sory/GiOKNJfSNEG1GARwghWiJLmgMG7LIdFoZmMBYZt1CPXuLLImoyg8c3RFvfIscKAoEA7mZUD4+8GijAI4QQLcG7RZkWzL8DABuJDQRgr1jNLy9AaUVZsz+bYRjk8GQ261sDrzr+eXi00ILoHwrwCCFES/CtSrXTguFZABALRbwBVaYGSqUUy0pQLmfX3BMLxY0q/uzOt2UZZfCIHqIAjxBCtAR/Bk87AjyAvy+amIfHO//O2KpRxZ/5hmifF6VxiigTousowCOEEC3Bv4JWO4ZoAf5soibm4fGvoG348CwAWBpZwNzQjNVWyVQitSitUfcjRFtRgEcIIVqCL1hy0PYMngYCPN49aCWNC/AEAgHc+ebh0TAt0TMU4BFCiBYorShDfnkBq00AAWx4Cgy3FDuevmhiNwu+AM/GqHEBHkA7WpBXAwV4hBCiBfjmstkYW0EsFLVAb/jpQwYPANz4FlrQjhZEz1CARwghWkCbS6Qo2BhbQyhg/9oolBVBWlHarM/NlvJk8Bo5Bw/gX2jxojhDIyVfCNEUCvAIIUQLaOsWZdUZCA14A6vmzOIxDMOfwWtCgGdqaALbGvvYMmCQXPi80fckRNtQgEcIIVogXctX0Crw70nLzT6qi7RCitJKdmZNJBTBzNC0SfflrYdHw7REj1CARwghWiBDyjNEqyVFjqtzkHCDzuZcaMFfIsWSM1TcULw7WtBKWqJHKMAjhJAWxjCMTgzRAqoyeBoO8JqwglaBVtISfUcBHiGEtLBiWQmkFVJWm0gogpWxZQv1SDW+oLM5567xlkhpwgpaBVczF87eutmlOSgqL27yvQnRBhTgEUJIC+MbnrWT2DR5GLI5uPGtQC3JQLGspFmel8OzgrYpCywUjEVGcDSx57QnFlIWj+gH7fvpQQghrxhdWWABACbiVnBsxQ2MnuYnNMvz1L2Ctjq+YdokmodH9AQFeIQQ0sJ4a+Bp4QILBU8Ld07b0/zEZnkW3xw8mxolThqLd8syWklL9IT2lEh/RQgEAGrM+yBEPzFgmJbug27gX2ChnRk8APC08MCVtBustubK4KlaRasOvKVSClLAMAwEAvo5TXQbBXjNTCgUwNhYDENDEYRC+oFBXj0yWSXKyytQVlbR0l3RWvy7WGhxBs/Sg9OWWJCMCnkFRGrcWk1aIeUsPjEQGMDCyFwt93c2dYKBwACVTKWyraC8EHll+Vq5wIWQhqAh2mYkFApgbi6BsbGYgjvyyhKLDWBiYgRTU6OW7opWkjNy3n1otTnAs5fYwlRswmqTySuQUpSq1ufklOZx2qzUUANPQSwUwcXUidNOCy2IPqAArxmZmRlTYEfI/xgaimBkRIMGNeWV5UMmZ2c3jQ2MYSZu2k4NzUkgEKAN3zy8vAS1PidbmsNpU9cCCwUP3mFamodHdB8FeM1EKBTAwIDeXkKqowCPS1WBY22fA9bWwoPT9kTNCy34Mnh8e+E2hRsFeERPUQTSTAwNDVq6C4RoHZGI/l/UpCs7WNTEm8HLTwCjxpU12aV8GTz1zo1z56nrl1SYAjkjV+tzCNE0CvCaibZ/+iakpdD/DTbePWi1eAWtgrtZa4gE7IC9oLyQd9VrY/Fn8NRTIkXB0cQehgaGrDZpRSkypdlqfQ4hmkYBXrOhX2KE8KH4jo0vg+egxTXwFMQGYrjyZL/UWS4lhzeDp94hWqFACDczF047DdMSXUcTYgivwYPfBACcPx/WpPs8fPgQoaGhuH8/Bvfv30d+fj4GDBiATZs2N/heFy5cwOXLl/HgwX3ExsaitLQUS5d+glmzZqm8pqioCL/8sgHnzp1DVlYWbG1tMXToUCxYsBCmpg2bxH7mzBns2bMbjx8/hlgsRteuXbFo0WJ07tyZ9/x79+5hw4afcffuXchkMrRr1w5Tp07DqFGjeM/PzMzE+vXr8Ndff6GgoABOTk4YPXo05sz5AIaGhrzXEN3HXyJF+zN4QFXB42cF7Hl3T/MT4efoq5b789fAU2+AB1TtaPE47xmrLakgRW2vg5CWQBk80qzCwsKwbdtW3Lx5E3Z2TfultXNnCPbv34cnT57U614lJSWYNm0adu3ahTZt2mD69Olo27Yddu3ahWnTpqGkpP57Z27ZsgXLln2CrKwsTJgwEcOGvYXbt2/j/ff/gaioKM75UVFRmDLlfdy6dQtDhw7FxImTkJubi2XLPsGWLVs452dmZmLSpIk4fvw4fHx8MG3aNNjY2GDDhg1YuHAB5HKaD6SPKuQVvEGMnQ7MwQP46+GpK4NXWlHG2d9WKBDCUk018KqjHS2IPqIMHmlWw4YNQ0BAANq3b4+MjAwMGTK40fdavPhD2Nraws3NDSdPnsSXX35R6/nBwcGIjX2I2bNn45//XKps//nnn7Fp00YEBwdj0aJFdT43ISEBv/yyAR4eHjh06DDMzMwAAFOmTMGkSROxYsUK/PbbbxCJqv47VVRUYMWKFRAIBNi9ew+8vb0BAAsWLMDkyZPwyy8bMGzYMHh4eCif8eOP/0FaWhpWrlyJSZMmAwAYhsGXX36BkydP4uTJk3j33Xcb9H4R7ZctzeFM5jc3NINEZNxCPWoYvi3LUoteQFohhUQkadK9+fagtTKygIFQ/Qt1+Ha0SC5MRaW8slmeR4gmUAaPNKv27dvD29sbYrG4yffq3r073N3d6zVJn2EYHDt2FK1atcK8efNZxwIDA2FuboHjx4/Va8XfiRMnUFFRgblz5yqDO6DqtY0ZMwbJyUm4fv26sv369etITk7CyJGjlMEdAJiYmGDevPmoqKjAiRMnlO3FxcX4/fff4erqiokTJynbBQIBlixZAgMDAxw9eqTOfhLdk8FT4NhOB+bfKZgbmsFWYsNqY8AgIb/p2S++AK85hmeBqoUbJuJWrDaZXIa04vRmeR4hmkABXguIioqCt3cnbNiwgdXu7d0J06dPU369adNG9O7dCz4+XTFx4kTcuXNbeWz37l3w9u6k/NO9e3eMHTsWP/+8HkVFRZxnfvHF56zzvb07wcenKwYPfhOffPIJHjx4wLkmNTWVc43iT/V+qtPz58/h7d1JOQewsRITE5CRkQFfX1+0asX+wW1kZAR/fz+kp6cjMbHuul03blQNwfbp8wbnWL9+/f93zst9ORVDtm+80Yfn/H4AgJs3X55/584dlJeXo3fvPpzg1c7OHl5eXrh37x7Kyspq7afivfvii8+VbSdOnIC3dydlQFlQUMD6Pnbt+jqGD38Lq1d/h+xs9qrBDRs2wNu7E2sIevr0aZx/C76+3fDWW8Pw1VcrkZSUVGsfCRvvAgsdGZ5V4K+Hl9Dk+2oywFZd6XoAACAASURBVBMIBHDjWTBCw7REl9EQrRZr3749Pv/8c+Tm5mLTps0ICgrCuXN/wtzcHAMGDISDgyOAqmxVZmYGIiMjsWnTJly+fBkhITshkXCHSFauXAkrq6oyA+Xl5Xj48CGOHj2CP/74A8HB29Gzp9//zvsKUqmUc/1ff0Xg5MmT6NKlSzO+8qZTBG5ubtwhJABwd3dXnld9qFTVvVq1asU776/6fWo+292de19TU1PY2NjWOD+BdS++Zzx48ADJyclo165drX2ti0QiwU8//Vf5dXl5OeLjH+Hw4cP4888/cejQYdja1h1gVL9HaakUt2/fwcmTJ/D777/j4MFD8PT0bFI/XxW6vMBCwdPCHddf3GK1qWMenqYWWCi4m7viYc4jVltiQQrecPZvtmcS0pwowNNigwcPUf7d0NAQ33zzDUJDQzFhwgS4u7tzAoKpU6dhzZo12LkzBMeOHcOUKVM49+zXrz9cXF6WBBg9ejTGjRuHd94Zg3Xr1mHv3n0AgP79+/P2acuWLRCJRJgyZao6XiKHvb09zpx5OZ+tsQoLq7KYZmb8K2VNTauGWvmynXz3srHhr72luH9RUaGyTfF3Vat0zcxM8fz580b0tZD3eEOIxWIMGzaM0z5ixEiMG/ce/v3vf+Onn36q8z417zFmzDsYOnQo5syZjc2bN2PNmjVN7uurQFeLHFfnyZPBSyhIavL8Nb4Mnrp3saiOtiwj+oaGaHUE31Agn9mzZ0MgECAi4kK97+3p6QkfHx/cvXsX5eXlKs+LiopCbOxDDBs2DI6OjvW+f0OIxWJ4enrCzc2tWe5P+HXs2BF9+ryBsLDzKCgoaNQ9+vTpAycnJ9bwM6kd3xw8XcvgOZrYcxZUlFWWI7X4RZPuy5fBs5E0X4DnZsYN8FKLX3BW8hKiKyjA0xEODg4AgNxcbuHP6mxsbGBlZYX09JqTg2tfmODg4IjKykrk5XErxyvs3r0bADBjxsy6O9zCFNkwRXasprqybDXvVVjInz1T3F+RZav+d1XZwcLCItZijfr31Yz3uLq0beuJiooKpKSozlrUtcDF0dERWVm0A0B9lFaUIa8sn9UmgICzaEHbCQVCtLHgfiBr6jy8HKlmh2gtjMxgZcTeBk3OyHEz/U6zPZOQ5kQBnhYRi8WoqKio9RyhsO5vmbGxMWf+nERSVXZBVQBXWFig7AOf5ORkRERcQI8ePfDaa6/V2YeWphi+TkriX0Txcp4c/7y3mvcqKSlBZiZ3vhTffV7Oy0vgnF9UVITs7Kwa53uw7sX3DKFQCFdXboaBT81FJU0hFAphZGSk/NrYWPHviH87qoKCArWsmH4V8G2FZW1sBbFQ92bOeJp7cNqe5de9gEmV8koZCmXsDzwCCGBpZNHoe9ZHN3vu3OJraZSRJrqJAjwt4uDggNTUVN5jinY7O/tG3bt166rg4MmTJ5xjDMPg2bNnMDMzg6Ul/0bee/fugVwux/TpMxr1fE1zd/eAvb09oqOjOQWNy8rKEBUVBXt7+3oFeD169AQAXLlymXMsMvIiAKBnz57KNsXfL1++wnN+JOueANC1a1eIxWJcvXqFU7YlMzMDcXFxeP3111mBFh9zc3Ns3x6ML79cXudr4vPkyVOIRCK4uFStJhwwYAD++OMcunbtqjzn5b+jp5zrpVIpUlNT4erKXY1IuPgXWOjW/DuFtpbc/0dP8hIafT+++XeWRhYQNXPw28upB6ctqfA5nhelNetzmxvDMIhIuYyVV1bj62trcSfjXkt3iWgABXhapFevXkhPT+edP3fs2FHlOY0xYMAAAFXlVWqW2zh79iySk5PRv/8A3iG4oqIiHD9+HO7u7hg0aFCjnl9fMpkMT58+bXK5DYFAgPfeG4eSkhJs2rSRdWzr1q3Iz8/He++NY71eVSVa3n13LEQiEbZs2cIaqo2Pj8epU6fg6uoGf/+XK+169eoFV1dX/PbbGTx8+FDZXlxcjE2bNkIkEmHs2LHKdlNTU4wYMQLJyck4dOgg69k//fQTKisrMW7c+Dpfs5mZGfr04ZZaqY/Y2FhcuXIZAQEBsLCoypJ06dKFtSAHAAYOHAgACA7eztldY8+ePZBKpRg4sHn/jegL/gUWujX/TsHd3A1CAfvXSW5ZHnJLVU/5qA1/iRT+D5/q5GLqxLsv7bW0m83+7OZ05tk5HHl0CtmlOUgvyUDw/X3IltY+3YfoPt0bC9Bjc+cG4fz581i8+ENMmDAer73WGWVlZbhy5TLOnz+P119/HW+99Vaj7u3p6YmpU6diz549mDRpIkaNGg1LS0vExNzD0aNHYWVlhY8++oj32uPHj6G4uBhLliyp1xBxdU+fPsX27dsAQJlJi4uLU9Zqs7S0wrJly5TnZ2RkYNSokXB2dubsg3v+/HmEh1e1KQLA0NDf8fhxPADA19eXFQjNnj0bFy5cQHBwMB4+fAhv79cQFxeLyMhIdOzYCbNnz2bdXxGwGBiw/1t4eLTB/PkLsH79OrzzzhgMHToMUqkUZ8/+BpmsAl9//TVr1a9IJMLXX3+DDz74AFOnTsHIkSNhYmKK8+f/REpKChYv/pBTmuXjjz/G9etR+Oabb3D16lW4u3sgOvoWoqOj0bdvX7zzzjsNeNdVk8lkCA8PZ30dHx+PQ4cOwd7evs7sX9++ffHmm28iLCwM06ZNw7BhQ2FsbIwbN27izJlf4ebmVuvewOSlTL4FFjpU5Lg6IwNDtDZ1QlLhc1b70/xEdG9EYMZfIoV/Jbu69XLqyXkdUS+i8U7bETq5q0Xk82sITWD/LJUzckRn/I0h7gNbplNEIyjA0yIuLi44cuQotmzZjIiICBw+fAQGBkK4ublh3rx5mD17TpPmN33++Rfo0MELx44dxebNm1BWVg5bW1u88847CAqax8nWAFVBz759+2BuboF33hnLc9faZWVl4eTJk6y2Fy9eKNucnZ1ZAV5tYmNjOfeKiYlBTEyM8uvqAV6rVq2wa9cubNz4C/744xyiom7A1tYW06dPx/z5Czhz1eLjqwLFESOGc54dFBQEFxcX7NmzG4cOHYRYLIaPTzcsWrSItyagv78/9u7diw0bNiA0NBQymQzt2rXDokWLMXr0aM75dnb2OHToINatW4e//rqIiIgIODk5YeHChZgz54MGB9aqSKVSLFnyMpAXicRwcnLE6NGjERgYWK89fn/66b/Ys2cPzpz5Ff/9739RUVEBR0cnTJs2DXPnBsHcXP17heojfRqiBarKpXADvAR0/3/27ju60eraH/73UbMky5Yl997b9OKZYYYZYAZCLwnhUhMg7Sb3FxIuN2/yXgh3EchK8rsvrIQkNzeFBELooSQkwNBmgOm9z7iN7fG4yXK3Vaz6vH8Ym5HPkYss6dEj7c9aWeAtWToTxvb2OWfvnb08yGcEx2+REvkdPACoy16BN5r/Ca/om4rZPHacGqjH8swlUVlDuJzoO41XGv/Gfcxit0Z5NSTaBHEus5oSRF/fwvuMTdLpNNDp+MnYgQMHcO+9E0nGfffdF7b3JAvzxBOP46WXXsKHH26DyRS5ar1ENzzsgN9P33Z+sONHsHsD74c+uv4/kaGLzk5VuB3uPY6nT78QECtKycf/u+b+eb/WM6dfZKpX76z5YtSaDv/p1PM4Yj0REFuasQjfWnZvVN4/HNpG2vHLo3+Ax+/hPl6cUogfrJl9FjeJbZmZwbsr0B08Qj515MgR3HLLLZTckYizeexMcqcSlFG5ZxYpZUa20KLT1gOXL3hvzWAGOC1S0qN0RAtMHNNOd3qgAaPu8G0CRFKvow+/PfFM0OQOAHocvXOaxU3kixI8Qj714osv4cEHH5J6GSQB8AosMvQZTKGCnJi0adw+cu2j8y+YkqrIYlKtuZJpyeIX/ThgORK1NYRq1D2G3xz706wNmt0+N4ZcoRXBEHmgI9oL+A0pUNhnH101Jz/4AXA//2hi/7FjuPuBB3DfPffgO/feG573I0Qu1q4Furpmfx4hhJCZzZDCUZHFBcKW3AHADDNO161YgcaP5j5KjJC4EmQqCCGEkPCR73lABPiTZx9bNWcnqZEkIYyODiDEWbeEEELmjo5oLxDOKloAMJn0ITWdJSRejY974HDM/9J9vPnpgV8w0xEeWPVvqEgrlWhF4eHz+/D9nY8whRU/XPsfyDPkzOk1dnfvx4sNrwfE6rJX4CuL7wzbOudqT/cBvNDwWkBMp9LhZxc/DLUydkbyvdX6Prae+5CJqxUqfHflN1FmLMap/nr89sQzAY+Xphbh/6mjTg5yRlW0EqEfZIR8xu8XMT4evKovUfhFP/o4RRaZMm1yfCGlQomS1CIm3jpybs6vMcipoDVrpalsX5W1DBpFYCLn9DpxvP+0JOvh2dW1j5vcCRDwlcV3TlU35yZnM8/psVupkjaOUYIXQS6XF3a7i3p+kYTn9fowOuqkrwUAI65RuKe1r9Aqk5CqCeMVEQmVGUuYWOtI+5w/f4Az3kyqBE+r0mJl1jImHiujy072n8HLQRoZ31r1+YDGzCZtGpOsjvvGMewaiegaiXSoyCLCXC4vXC4vVCoFlEoFHdmShCGKIkQR8Hh8tEtwAf4M2oy4+d5QzknwWuazgzfOzkhNlyjBA4CLcuuw33I4INYw2Iyh8WGYJOxb2DZyHn869QJEsF9bVxZvxiUF6wNiCkGBnORsnB/rDIhb7FZJ/xwkcijBixKv1w+v1z/7Ewkhcc3q5I0om31EnFyUGAshQAhIPPqdAxh1jyFVE/y+0KTBGNrBA4CKtFKka80YuCDxFCFiv+Uwri65XJI1WR19+F2QRsbrclbjxjL+zPJcToLX4+hFbXpVRNZJpEVHtIQQEkXcHbw4uH83SafScQsq5nJM6/V7uUeGUiZ4CkGBi3JXM/F9PYck2Zkec9vwm+NPw+axM4/VmCpxZ80Xg+4G5yRnMbEeW2/Y10hiAyV4hBASRVZHfO/gAUHu4Q2fm/Xzhl0jzJFjisYAjcQVq+ty6iAgMGnqcw7M6+g5HFw+N357/Bn0OweYxwoMefjG0i9DpQh+MMcrtLA4KMGLV5TgEUJIFAW7gxdPeHNp57KDxx9RJv1s6HSdCVWmciYezWILn9+HP516Hu1jHcxjZq0J/2f5V6FVaWd8DaqkTSyU4BFCSJT4/D70c4oI4i/BK2FiHWOd8PhmbpMzwGmRImWBxYUuyq1jYkesx5mef5EgiiJebnwDpwcamMeSVXp8e/nXYExKnfV1zFoT1Jy2LyNuaj4ejyjBI4SQKBkYH4RfDCy2StEYoFPpJFpRZKRrTTBOK6jwij60T7vgP91AjO7gAcCKzCXQKgN3yFw+N45aT0T8vd859yH29Bxk4mqFCt9cdi/3bh2PQlAgh3MdwGK3LniNJPZQgkcIIVES7wUWkwRBQClnF69tlmNa3hFtrOzgaZQarM5ezsQjfUy7p/sA3mn7gIkLEHDv4jtRnlYyr9fLSWYLYHrsdA8vHlGCRwghUZIIBRaTyjn38GYrSojVO3iT1nOOaZuHW7lFD+HQMNiMlxrf4D72L1U3YcUFjYznKpez22ehBC8uUYJHCCFR0uuM/wKLSWWcnaW2kfYZL/THeoJXklqEbD2bIEViF2/AOYinT7/AHOkDwOeKLsOlBRtCet0cbqEFJXjxiBI8QgiJEn4FbXzu4BUY8qCe1rLD5rHDyklygYkClKEY64E3nSAI3F28fT2HuYlYqNw+D5469RzsHgfz2JrsVbixnN/IeC54O3g99l6qpI1DlOARQkiUcI9o4/AOHgCoFCoUpxYy8WD98IZdo0ySZFAnQ6tKisTyQrY2ZxUUQuCPziHXMJqGWsLy+pMVsx1jXcxjVWnl+FLtLcz7z0eGLp3plefwOjHmsYX8miQ2UYJHCCFR4PK5mSkNAgRk6tIlWlHkcRseB7mHxz+ejb0ZqcakVCwys6O99nKqXEOxs2sfM/sWAExJafjqkrtmbGQ8FwpBgWzOrjFNtIg/lOARQkgU9HGOZ83aNKglntIQSfNpeMxP8MxhX1M4XJS7hokd7zsFh8e5oNdtHTmH15r/wcRVChW+sfTLSNEYFvT6k7gNj2miRdyhBI8QQqKAd/csXu/fTeLt4FkcVu7dMrns4AHA0oxaJKv1ATGP34vD1uMhv+aIawx/PPkcfKKPeey2qi9wj7tDxR1ZRr3w4g4leIQQEgWJMKJsumS1HjmcqlPeMS2vyXF6jO7gqRQqrMleycRDraadGEP2HEbcY8xjG/PWYUMeu2O4ELxKWmqVEn8owSOEkCjgFVhkxmmBxYXmekzLTfB0sVNBOx3vmPbc6PmQEqU3zr7F7RFYklqEW6puCmV5M8rlJN3UKiX+UIJHCCFRkEgtUi4010KLWO+BN11hSh4KDHlMfO88d/EOWI7g487dTDxFbcDXl3yJaTUTDhm6dKgEZUDM5rFjzE2VtPGEEjxCCIkCq5PdwcuO8yNagL+D1z7aAa/fO/WxX/RjaHyYeV6s3sGbdBGnJ94ByxH4/Ow9Op6OsW682PA6E1cICnxtyV0wRejPr1Qoub9c0DFtfKEEjxBCIszmsTOFBUpBGdM7VOGSpc+EQZ0cEPP4vei0dU99POIaZYoL9CoddCpdVNYYqjXZK6GcthM26h7DmcHGWT/X7nHgqZPPwuP3MI99oeI6VJrKw7ZOHm4lLSV4cYUSPEIIiTBei5RMXfqCGtbKhSAIKOXdw7ug4fEgd/cu9pNfgyYZSzMWMfHZii38oh/PnH6Re++wLnsFNhdsDNsag8nhTrSgStp4Ev/fXQghRGKJev9uEu+YtuWCQouB8UHm8XQZJHgAcFHuaiZ2sr8eNrc96Oe83fo+6gebmHhecg7urLkFgiCEdY08uck5TIyOaOMLJXiEEBJh/B548X//blKwQovJ+ady3cEDgEXmaqRqUgJiPtGHg71Huc8/3ncK77ZvZ+I6lQ7/uvQeJCk1EVnndMFm0pL4QQkeIYREGHcGbQIleMUpBdy7apNHlIOcHTxzDLdIuZBSocTanFVMnDe6rNduxV/OvMLEBQi4d9HtyNRHb2xdpi6DuSIw5rHNuPNI5IUSPEIIiTDuEa0ucY5o1Uo1ilLymfhku5QBJ6/JsTwSPABYz6mm7bL1oGOsa+rjce84/nDyLxj3uZjnXlt6BZZk1EZ0jdMFraR10D28eEEJHiGERJAoigm/gwcEO6aduIc36JJXD7zpcpKzUZJaxMQne+KJoojn6l/lJk9LM2pxdcnlEV8jD1XSxjdK8AghJIJG3KNwT2uFkaTUMPe24l1ZWgkTax05B7/o597Bk9MOHsDviXfIchQevxcfnv8Ex/pOMo9n6TJwz6LbJaumpokW8Y0SPEIIiSD+7l1mVColYwmvkrbbZkGfoz+g6TEAaJXamO+BN11d9nJm6oTd68Abzf/Emy1bmedrlBp8Y+ndkv45aSZtfKMEjxBCIqiXe/8usY5nASBVk4IMXWARgQgRh63HmeeatWmyS4B1Kh2WZy5h4ju69kKEyMS/VPMvyDOwrUqiiXdESwle/Aj/kLswsFgseOqpp3Dq1Ck0NDRgfHwc27ZtQ0FBQcDzqquruZ//97//HbW10b2wSgghPMF28BJRubEE/c6BgNih3mPM89JlUkE73frcNdw/z3SXF12C1dnLo7CimWXpJypp/aJ/KjbiHoPD44BerZdwZSQcYjLBa29vx9atW7F48WLU1dVh165dQZ97880347bbbguIlZSURHiFhBAyN30J3gPvQqXGYuy3HA6I9XISYDkVWFyoylQOU1IahlzsncKp56SV46aya6K4quBUChUydRnonVb80WO3opxzZ5LIS0wmeGvWrMGePXsAAK+++uqMCV5WVhZWrFgRraURMm+iKOLcaAd8og9lxuKEGE9FPsNrkZKdwDt4cyHXBE8hKHBR7mpsPbeN+7gpKQ1fXXIXlAol93Ep5CZnMQmexd5LCV4ciMkET6GgH4AkPoiiiD+c/AtO9J8GAJSmFuH+Vd9iLmOT+OTz+9A37UgSmGgym4hykrOgU2nh9I7P+Lx0rTlKKwq/i3LruAmeSlDiG0u/jBSNQYJVBZebnI1jfacCYj0OuocXD2SfSb388stYsmQJli9fjrvvvhuHDs085JmQaDred2oquQOAttHz2NW1T8IVkWgaGB8KuN8EAClqA/RqeVWIhotCUKA0la2mnc6sTYvCaiIjQ5eOKlMFE7+t+gsoTi2UYEUz41XS9tgowYsHsk7wbrzxRjzyyCP485//jMceewzDw8O45557sH//fqmXRggA4PgFyd2kE/1nJFgJkQKvwCIzQe/fTeI1PJ5Ozjt4AHBb1U3QqbRTH19dvAUb8tZKuKLguJW0NM0iLsj6nOjxxx+f+ve6ujpcfvnluOGGG/Dkk0/ipZdeknBlhEwcz9YPNjHx1uE2uH1uaKI0VJxIx0oFFozytJl38DQKNZJlXsGZk5yNH294CM1DLUjXmZFvyJV6SUFl6TMhQAho5TLsGoHT65RdL0ISSNY7eNMZDAZceumlOHmS7RhOSLR12y0Yc9uYuFf04exwmwQrItHGLbBIoBm0PMWpRTMWGpl1Ztn1wOPRqbRYlrk4ppM7AFArVMjUpzPxHjvt4sldXCV4k+LhmwORP97u3VweI/GDZtCykpQaFMyQ9MhtRFk8yNVTw+N4FFcJns1mw8cff4xly5ZJvRRC0DDYHNJjJH7wdvAStcnxhWa6hyfXFilyxi20oARP9mL2Dt67774LADh1aqJ8e8eOHTCbzTCbzVi7di3+9Kc/oa2tDevWrUNWVha6u7vx9NNPo7+/H0888YSUSycEbp8HZ4dbgz7ebbdgxDUKY1JqFFdFosnt8zANbwUIzLiuRFRmLMbHnbu5j9EOXvTxR5bREa3cxWyCd//99wd8/OijjwIA1q5di+eeew6lpaX44IMP8MEHH8Bms8FgMGDlypX4yU9+Qjt4RHItI23wTBugPl3DYDPW5a6O0opItPEmWJi0adAo1RKsJrbQDl5soR28+BSzCV5jY+OMj2/ZsgVbtmyJ0moImZ+53LFrGKIEL55xj2cTtMHxdCZtWtCRXpTgRV82p5J2yDUMp3c8oN0LkZe4uoNHSKyYyx27xsFmiKI46/OIPPELLOj+3aQyI79dSrqOErxo0yjVyNCxvQenjzAj8kIJHiFhNuIaRZeth4krhcD5kyPuMToGiWP8AgvawZtUxpl1qlaokKKOrVFeiYImWsQfSvAICTPe7l1ecg4q0kqZOLVLiV+8O3iZVGAxpZxzDy9Dl05triTCK7SgmbTyRgkeIWFWz0nwas1VqDFXMnFqlxK/aIrFzAoMecxc2rXZqyRaDcnRZzExqqSVN0rwCAkjv+hHwxC7K1djruQmeM3DrbNW2xL5cXrHmSkmCkEh+xmr4SQIAr625C6sy1mNirRS3Fh2NS4vukTqZSWsXAM1O443MVtFS4gcddvY8WQqhQoVaaVQKVQwqJNh89inHvP4PWgbOYcqU0W0l0oiqN85wMTMWhOUCiXn2YnLpE3D3Ytuk3oZBBM7eNMraQfGhzDudUGrSpJwZSRUtINHSBjx7tRVGEuhUWqgEBSo5iRyvCNdIm/UIoXIjUap4baooUpa+aIEj5Aw4t2pu/BotsZcxfkcKrSIN32cHTzeQHdCYglNtIgvlOAREiZunxtnR9qYeO0FSV0t5x5ex1g3bG47Eyfy1cfZwcukHTwS47iVtHQPT7YowSMkTM4Ot8E7rWAiRWNAniFn6mOTNg3Z06rVRIhoHKJj2nhCLVKIHOUks5W0lODJFyV4hIQJ7/5djakKCiHwy4zapcQ/apFC5Ih/REsJnlxRgkdImPCSNN6RLC9WT2PL4sY4tUghMjX9dAGYqKR1+9wSrIYsFCV4hITBiGsU3XYLE+ft1lWmlTG7ekOuYe6uD5EfXoEFtUghcqBVJTGVtCJEWKiSVpYowSMkDHi7d/mGXBiTUpm4VqVlOvgDNLYsXvBapND9OyIXvHt4VEkrT5TgERIG3Pt3nN27SbxjWrqHFx94O3h0/47IBVXSxg9K8AhZIL/oD3L/ju15N4k7tmyoBT6/L6xrI9FHLVKInOXqKcGLF5TgEbJAXTYLxjyBl+rVChXKjaVBP6copQA6lTYgNu5z4dxoR0TWSKKHWqQQOcuhStq4QQkeIQvEm0RRkVYGjVId9HOUCmWQsWV0D0/uqEUKkTPeHbx+5yDcPo8EqyELQQkeIQs03/t3Mz2H7uHJG7VIIXKnU2lhSkoLiIkQYXX0SbQiEipK8AhZALfPjZbhmceTBVNjYp/TPtYBh8cZlrWR6KMWKSQe0ESL+EAJHiEL0DzcBq8YWBiRqklBXnJOkM/4TKY+ndnZ8Yt+NA23hHWNJHp4CR7dvyNyQxMt4sOMCZ7P58NTTz2Fhx9+GPX19bBarfj617+OK6+8Eo899hhcLle01klITOLdv6s1V0EQhDl9PrVLiS+8Hnh0/47IDbdVCjU7lp0ZE7wnnngCO3fuRGdnJ772ta/hlVdewS233ILvfve7OHjwIH71q19Fa52ExKRQ79999lz2mJaXNBJ5oBYpJB7wKml7OJN6SGxTzfTgO++8gzfffBN+vx8bNmzADTfcgJKSEgBAdXU1/u3f/g3f//73o7FOQmLOsGuEey+l2jT3BK/aVA4BAkR8Noe2zzmAfucgMnR0MV9uqEUKiQc5nJm0fY4BePxeqBUzpg0khsy4g2ez2ZCWlgaz2Qy9Xj+V3AFAZWUlBgbY+yaEJIr6oOPJUub8Gnq1HsWphUycdvHkidciJZOOaInM6NU6GDWBYxapklZ+ZkzwjEYjHA4HADA7dcPDw9BqtbxPIyQhBLt/N1/ULiU+BGuRkkEtUogMUaGF/M2Y4N10003o65vI2O+4446Ax95++20sXbo0cisjjelOqgAAIABJREFUJIaFMp4smBrOkW7j0Fn4RX9IayPSoBYpJJ7QTFr5m/Ew/f777w/62F133YW77ror7AsiRA46bd2weewBsYnxZCXzfq1SYxE0Sg3cPvdUzOF14vxYJ0pSixa6VBIl1CKFxBN+LzyqpJUT6oNHSAh4u3cVaWVQzzCeLBiVQoWqtPI5vQeJXdQihcSTXE4vTzqilRdK8AgJAa/AIpTj2Ul0D0/++BW0lOAReeLt4Fmd/fD6vRKshoQipHrn7u5uPPbYYzh+/DhUKhVKS0uxaNEi1NbWYtGiRSgvL4dCQbkjiU8unxutIY4nC4bX8Lh1pB3jXhe0qqSQX5dED78HHh3REnlKVuuRqknBqHtsKuYX/bA6+pFnmH1SD5FeSAnegw8+iP3792Pt2rUwGo1obW3FX/7yF/j9fgiCAI1Gg6qqKrz66qvhXi8hkjs73MqMJzNqUriXkucqW5+FtCQjhl0jUzGf6MPZ4VYsyagN+XVJ9HDv4NERLZGxnOTsgAQPACwOKyV4MhFSgnfixAncfffdeOihh6Zi4+PjaGxsxJkzZ3DmzBnU19eHbZGExBL+9Iq5jyfjEQQBNeZK7Os5FBBvGGymBE8Gxr3jzA9ChaBAutYk0YoIWbjc5Gw0DZ0NiFElrXyElOClp6cHND0GAK1Wi+XLl2P58uXhWBchMSvc9++mXsPEJnj1Q3QPTw64LVKS0qCirv9ExnK5lbSU4MlFSBflbrrpJuzYsSPcayEk5g2ND3MryeYzfzaYas5rWOy9Ace2JDbR8SyJRzl6anYsZyEleN/85jcxNjaG3/72t+FeDyExjVfZWmjIQ4rGsODXTtEYUGDIY+K8HUMSW3gtUqiClshdroFN8KyOfvj8Ps6zSawJudR19erV+NWvfoXrrrsOTz75JLZv347eXsrsSXwLdv8uXHhHvTSXNvbxWqRQDzwidwZ1MlLUgb+8+kQf9+87iT0hXRB56KGH8Pbbb0Or1WJoaAi/+93vAExcFDeZTKitrcWSJUvwwAMPhHWxhEjJL/rRwLkTF477d5NqzJX44PzHAbHGwYmxZQqBWg/FKmqRQuJVTnIWxoYDZyz32K3IWUDXABIdISV4H330ES677DL88pe/hEajweDgYED17JkzZ7B3715K8Ehc6Rzrht3jCIipFWqUpZWE7T3KjSVQK1TwXNBMdMxjQ5fNgsIU9viWxAa6g0fiVW5yNpqHWwNiE/fwaBZ9rAspwdNoNNi8eTM0Gg0AwGw2Y+PGjdi4cePUc+x2e7BPJ0SWeMezlaYyqMNYKalWqlFuLGV2ChsGmyjBi1HUIoXEM15/T6qklYeQznwuu+wynD59esbnJCcnh7QgQmIVL8GrNS28epZ5zXTePTwqtIhVfc5BJkYtUki84B3FUoInDyEleN/5znewZ88e7N27N9zrISQmjXtdaB1pZ+LhLLCYek1O0tgy0ga3zxP29yILx51BS8ezJE7wdvCsjj6qpJWBkBK8K6+8Ek6nE1//+tfx8MMPY8eOHRgZoV5dJH6dHW6FjxlPlrqg8WTB5BlymMo1j9+LlhF2/i2RHrVIIfEsRWOAQR14IucVfegfZ3euSWwJ6Qzh5ptvRmNjI+x2O1577TW8/vrrAIDc3FwsWrQIixYtwuLFi3HppZeGdbGESIV7PLvA8WTBKAQFasyVONh7NCDeMNgc1opdEh7UIoXEu5zkLJwdDvwFs8fei2x9pkQrInMRUoL32GOPAQBEUURbWxsaGhpQX1+P+vp6HDt2DB9++CEEQaB5tCRu8O7A1YZhekUwwRI8EnuoRQqJdznJ2UyCZ7H3AplLJFoRmYsF3QIWBAFlZWUoKyvDtddeOxXv7++n5I7EjaHxYVgcVibOGy0WLrzRZ522boy5bWGZmkHCh1qkkHiXyxlZRoUWsW/Od/Buv/12PPXUU2hpaZn1uRkZGdi0adOCFkZIrOCNCitMyY9oopWWZORWr9EuXmzhtUgRIFCLFBJXqFWKPM05wUtPT8f//u//4vrrr8dVV12Fxx9/HEeOHIEoipFcHyGS440Ki8ZdON4RMCV4sYXXIiVda6IWKSSu8H7Z7HX0wS/6JVgNmas5fxf6zW9+A5fLhd27d2Pbtm34+9//jj/96U8wm8247LLLcMUVV+Diiy9GUlJSJNdLSFT5RX/U799NqjFV4qOOXQGxhqFmiKIYkeIOMn/UIoUkglSNAXqVDg6vcyrm9XvR7xykgqIYNq9fM5OSkrBlyxZs2bIFoiji6NGj2LZtG7Zv34433ngDWq0W69evxxVXXIHNmzfDbDZHat2EREXHWBfs3sDxZBqFGqXGkoi/d6WpHEpBGdCeZdg1AovDGpH2LGT++AUW9AOPxBdBEJCbnI2WkXMBcYu9lxK8GBby9HJBELBq1Sp8//vfx9atW7F161Z8+9vfxsjICP7rv/4LmzZtwh133EHNkIms8e7fVZrKwzqeLJgkpQZlxmImTse0scNKLVJIgqCJFvITcoI3XWlpKb7xjW/gxRdfxK5du/Doo4/CZDLhzJkz4XoLQqJOqvt3k3iTMnhrItKgFikkUfALLdjuAiR2hLQN8cILL6C2thY1NTXQ6/XM42azGbfccgtuueWWBS+QEKmMe8e548micf/uwvf6Z+u7AbGm4VZ4/V66yB8DqEUKSRQ5yVlMzOKgHbxYFtJPiB//+McQBAGCIKCwsBA1NTWoqalBbW0tamtrkZ1N94OI/DVzxpOlJRmRrWe/0UVKYUo+c7nZ7XOjbaQdlabyqK2DsKhFCkkkvB08i90Kv+iHQgjbYSAJo5ASvLfeegsPP/wwjh07htHRUezfvx/vvffeVGWf0WjEihUrsHnzZtxwww3cXT5CYh3v/l2kxpMFoxAUqDZV4GjfyYB4w2AzJXgSoxYpJJEYNanQqbRwesenYh6/B4PjQ8igawkxKaS0+6233oLVasVbb72FvXv3Yt++fdi1axe+973vITk5GcnJyWhra8MjjzyCq666Cvv27Qv3ugmJOP79u+gdz372nuw9vPohKrSQGrVIIYlEEATk0EQLWQkpwXvttddw9913o6KiYiqWkZGBr3/963jppZfgcDjw85//HK+//jrMZjO+9a1v4ezZs2FbNCGRNuAcQq+jLyAmQEC1KfoJHm9s2fnRTtg9Ds6zSbRQixSSaGiihbyElODZ7Xao1WruY5WVlbj11lvx61//GosXL8bzzz8Pg8GA3//+9wtaKCHR1DDE7t4VpuTDoEmO+lrSdWamMlOEiMYh+qVJSrwWKZl6Oqoi8SuXU2jRZeuRYCVkLkJK8JYtW4bXXnsNXq+X+3h+fj4OHz4MAEhJScHNN99Mx7REVnj373g7adHCO6Y9M9AowUrIpD4HW0GbRTt4JI7lGXKZGCV4sSukBO++++5DU1MT7rvvPlitbB+cXbt2QaPRTH1cWFiIoaGh0FdJSBT5RT8aJRpPFgwvuTzWdwoeP/+XLBJ5dAePJJoCQx4T63X0wePzSLAaMpuQyr3WrFmDJ554Aj/84Q+nZtAuWrQIgiDg4MGDOHDgAL74xS9OPd9isSAlJSVsiyYkkjrGugLakgCARqmJyniyYGrNVdAoNXD73FMxp9eJMwONWJ65WLJ1Japxr4tapJCEY9AkIy3JiGHXyFTML/rR4+hFUUqBhCsjPCHX819zzTVYsWIFfve73+H999/HRx99BABQKBS44YYb8OCDDwIA/H4/3n77bVRWSrf7Qch81HOqZ6vSyqIyniwYjVKD5RmLcbD3aED8UO9RSvAkwGtwTC1SSCLIN+QGJHgA0DXWQwleDFrQd6Pc3Fw8+uij+NGPfoTe3l44nU7k5+cHHM/6fD488sgjSE6O/uV0QkLBS/B4I8OirS57BZPgnew/g3HvOLQqrUSrSkx0PEsSVb4hF6cHGgJinbZuiVZDZhLSHbytW7eivf2zEU6CICAnJwelpaUByR0AqNVqrF+/HsuWLVvYSgmJguDjyaRP8GrNVUhWBzYN9/i9ON53WqIVJS5qkUISVQEVWshGSDt4DzzwAARBgF6vR3V19dSIstraWlRWVuLZZ59FU1MTHn/88XCvl5CIah5uhV/0B8RMSWnI1mdKtKLPKBVKrMpajp1dewPih6zHsC53tUSrSkzUIoUkKl6hRaetB6IoRnXKD5ldSAnes88+i/r6epw5cwb19fV4+eWX4fP5IAgClEolAATtk0dILOMdz9aaK2PmG1dd9gomwWsYbMaY24YUjUGiVSUeapFCElWmPgNqhRoe/2eVs06vE0OuYZipyCimhJTgrVu3DuvWrZv62OVyoaGhAZ988gleeOEFiKKIr3zlK2FbJCHREqv37yaVGYthSkrDkGt4KuYX/ThqPYFLCjZIuLLEwr2DR/M4SQJQCArkGXLQPtoREO8c66YEL8aEdAdvuqSkJCxfvhzf/e538be//Q1KpRIlJSXheGlCombAOQjrtLtVAgRUmyuCfEb0KQQF6rJXMPGDvcckWE1iCtoiRWeWaEWERBfdw5OHsCR4F8rLy8PNN9+MX//61+F+aUIiqoHT3LgopQAGdWxVgPMSvNaRcxhwUjPxaOC1SDFTixSSQILdwyOxJewJHjDRPqWzszMSL01IxAS7fxdr8g25yOEM/T5spV28aOAdz2ZRixSSQPI5CV4XtUqJOSEleFdddRW+973v4amnnsKePXuYMWT79+9HdXV1WBZISDT4RT8ahs4y8Vi6fzdJEATUZbG7eIfomDYqqEUKSXT5hhwm1uccwLh3XILVkGBCOlPIzc3Fnj178Pbbb09VF+bk5KCsrAwDAwM4f/48nnjiibAulMQ3URRxtO8kTvSdhllrwpaiTVE9Gm0f7YRz2niyJKUGpcaiqK1hPuqyV+CttvcCYl22HnTbLMjjfPMl4UMtUkii06q0yNCa0T8+GBDvtltQJuFIRxIopATvz3/+MwCgt7cXDQ0NAf9rb2+H3+/Ht7/9bWi1WlRUVKCqqgpVVVW45557wrl2EkcO9h7Fs2denvr47HAb/n3VN6EQInKLgNHAG09mKo/Ze1WZ+nSUpBbh3Oj5gPih3mO40XC1RKtKDNQihRAgPyWPSfA6x3oowYshC/rplZ2djezsbFx66aVTsfHxcTQ1NaG+vh4NDQ2or6/H1q1b8cYbb1CCR4Lafn5HwMctI21oGmpBTZTuwMV6exSeuuwV3ATvhrKrYqZvXzyiFimETFTSHu87FRCje3ixJezbE1qtFsuWLWNGk50/fz7IZ5BEZ3Pb0cH5xnCw92hUEjyndxxto+zfz1pT7BVYXGhV1nK83vxPiBCnYgPjgzg3eh6lxmIJVxa/qEUKIRP4hRZUSRtLonP+BaCoKDbvMhHpNXKKGwDgmPUUPD4P97Fwah5q4Y4ny4qB8WQzMSaloNrE9uijnniRQy1SCJkQrBfe9O+lRDpRS/AICSZYgjfuG8fJgfqIv389p/9drblKFsecvJ54R3qPw+f3SbCa+EctUgiZYNaaoFNpA2Juv4f7SxCRBiV4RHLBEjwAOGQ5GvH35xVY1KbH9v27SSuyljC7R2MeG5qGWiRaUXzjt0ih+3ck8QiCgHyaaBHTKMEjkhpwDqJ/ht/4Tg80wOFxROz9+52DTNsLAQL36DMW6VQ6LEmvYeIHeyOfGCci3u5EJu3gkQTFvYc3RoUWsYISPCKpmXbvAMAr+nDUejJi78/bvStKLUCyWh+x9wy3uuyVTOx43ym4o3B/MdFMn1UM0A4eSVy8e3idVEkbMyjBI5KaLcEDIrsbFez+nZwsTq+BVpkUEBv3uXB6oEGiFcUv7h086oFHEhTviJZm0sYOSvCIZERRROPg7Ane2eE2DI0Ph/39fX4fN8GUW4KnUaqxPHMJEz9Ex7RhRS1SCAmUm5zDNKMfdo3AHsFrNWTuKMEjkum2WzDmsQXE1AoVMrSBPzBFiBGZs3p+LMh4slT5tfRZwzmmPTXQAIfHyXk2CQW1SCEkkEap5raToobHsYESPCIZ3u5ZmbEEa3NXM/FIHNPypldUmSqgVCjD/l6RVmUqR4raEBDz+r1Mp3kSOmqRQgiLew+PCi1iAiV4RDKNnPtvNaZK7m5Ul60H3TZLWN8/Hu7fTVIqlFiVvYyJR2LnM1FRixRCWHQPL3ZRgkck4fP70DzcysSrzRXI0megOLWQeSycu3hOr5OZ4woAtVGafRsJvGraxqGzGHGNcZ5N5otapBDCKqCRZTGLEjwiiXOjHXD53AExnUqHwpR8APw7ZYd6j4VtDE4TZzxZutaETBlXRJamFiFdawqIiRBxxHpcohXFF2qRQgiL1wvPYu+laToxICYTPIvFgh//+Me47bbbsHz5clRXV6Ozs5N5nsvlwn//939j48aNWLZsGW677TYcPHhQghWT+WocYo9Hq0zlUxVZq7KWQ0DgqLDB8SG0jrSH5f15x7M1MhlPFowgCNxdPDqmDY9+apFCCMOYlMLe/xV9sDisEq2ITIrJBK+9vR1bt25Famoq6urqgj7voYcewquvvorvfve7+P3vf4/MzEx87WtfQ3195OeXkoXhFVhcOD3CmJSCGs5xabiOaXkFFnK9f3ch3mzac6Pn0eeg+ZALMe51YYRapBDCxb2HR4UWkovJBG/NmjXYs2cPnnrqKVx99dXc5zQ0NOCtt97Cgw8+iFtvvRXr16/Hk08+idzcXPzyl7+M8orJfLh8brSNsPffaqaNB+Md0x7tPQGv37ug9+93DjDj0SbGk5Uv6HVjQZ4hB3nJOUz8sJV28RaCWqQQElx+Cs2kjUUxmeApFLMva9u2bVCr1bj22munYiqVCtdddx127doFt9s9w2cTKZ0dboNPDLyfkZZkZPopLc9cDLVCHRCzex3c3bf54B3PFqcWQi+j8WQz4SXGBy1HIYqiBKuJD7wWKXT/jpAJVGgRm2IywZuLs2fPIj8/HzqdLiBeUVEBj8eD9vbw3NUi4ce7f1dtqmDuv2lVWizLWMQ896BlYce0vPmzcq6enW519nImZnFY6RvuAvBapFAPPEIm8BK8Tls3/VIpMdkmeCMjIzAajUw8LS1t6nESm3jjyaqnHc9OWpPD7kad6D+Dce94SO8dbDxZTRzcv5uUrjOjzFjCxKnYInTcFim0g0cIACBbnwmVENgg3uaxY8Q9KtGKCCDjBI/Ik81tRydnjE21mZ/g1ZqrkKwKPDr1+D043nc6pPdvH+uEc1pyqFUmyXI82UzWcIotwtlmJtFwW6TQDh4hACYarecmZzNxOjWQlmwTvNTUVO4u3fDwxFB63u4ekV7TcAsTy9ZnIS2J/99LpVBhJWdCQ6jVtPE0nmwmK7OWMUPAh1zDYWszk2ioRQohM8tP4dzDG6MET0qyTfAqKirQ1dUFpzNwmHpLSwvUajWKi4slWhmZSQO3/xx/924Sr2igYbAZo+75T2iI9/t3k1I0BtSY2D8XHdPOH7VIIWR2we7hEenINsHbsmULPB4P3n333amY1+vFO++8g40bN0Kj0Ui4OhLMbP3veMqMxTBzJjQc7p3fhAaHx4lzox1MPJ7u312I1xPviPU4dZifp+ktdQBqkULIdDSTNvbE7HeoycTt1KlTAIAdO3bAbDbDbDZj7dq1WLRoEa699lr89Kc/hdfrRUFBAV566SV0dnbiiSeekHLpJIgB5yC3/1xl2sz95xSCAnXZK/B++0cB8YO9R7G5cOOc379pmDeezBy3l+WXZy6GulEFzwV9A+2eiTYzSzJqJVyZvFipRQohsyrgJHhWRx/cPg80SjXnM0ikxWyCd//99wd8/OijjwIA1q5di+eeew4A8LOf/Qy/+MUv8OSTT2J0dBQ1NTX44x//iMWLF0d9vWR2vN27otQC6NU6zrMDrcleySR47aMdsDr6mP55wfCnV1TKejzZTLQqLZZkLMJR64mA+KHeY5TgzUM/ZwoItUghJJBerYcpKQ1DruGpmAgRPXYLilMLJVxZ4orZBK+xsXHW52i1Wjz44IN48MEHo7AislChHM9OyjPkIN+Qy1RlHew9hutKPzen12gYiM/xZDNZk72CSfCO95+G2+eGRknXGOaCdvAImZuClNyABA+YuIdHCZ40ZHsHj8iLKIrz6n/Hwyu2ODTHCQ19jgH0jw8GxAQIqJrH+8vRovQa6FTagJjb58bJ/jMSrUh+qEUKIXOTTxMtYgoleCQquu0WjHlsATG1QoVyTkPeYOqyV0BA4HGq1dmP82Ods34u73i2JLVoTsfDcqZWqLAycykTP0jVtHPGa5GSSS1SCGFwCy3GqJJWKpTgkajgHc+WGUugnsflW5M2DRVppUx8LqPLEqU9Ck8dZ+fzzEAj7B6HBKuRF2qRQsjc8QotumwWGlkmEUrwSFTwjmd5fdpmwz2mtc48oWFiPBnbYLk2Pb7v302qNJXBqEkJiPlEH45ZT0q0Ivngt0hJg5papBDCyNClM3d7x33jGBgfkmhFiY0SPBJxPr8PzZwJFsHGk81kZdZSZubhmNvG3SGc1D7WgXHf9PFkWhSnJMbFX4WgwKrs5Uw81GkgiYRfYEHHs4TwKAQF8pN5u3h0TCsFSvBIxLWPdcDlcwfEdCodClPy5/1aerUei9NrmPhMx7T1nOrZanP8jSebCW/n8+xwG4Zd7Lg/8hlqkULI/OSn0D28WEEJHok43vFslamcmZU6V3U5bLJyvO8U3D4P9/n1vPFoIRwPy1lRSgHT2iOUaSCJhlqkEDI//Ht4VEkrBUrwSMQ1DLEJ1nzao0y3NL0WWmVg649xn4vb+mNiPNl5Jh7v/e+mEwSBW2xxiI5pZ9THS/BoB4+QoPgzaSnBkwIleCSiXD432kbYBGshCZ5aqcaKrCVMnHenrGnoLEQEVnBlaM3I1CfeLgxvNu35sS702q0SrEYe+ng98OgOHiFB5RlymXZWA+ODcHqdEq0ocVGCRyLq7HAbfGLgcPu0JCOy5zheLBjenTJe6w9e/7uaBKmenS4nOQuFnN+un6v/K6yOPglWFNuoRQoh85ek1HCvMXTZLBKsJrFRgkciqjHI8exC579Wmcq5rT+OXDCWSxTFIPNnEzPBA/j3F9tGz+OnB57E9o6dM7abSTTUIoWQ0HAbHlMlbdRRgkciqmmB48mCUQgKrOYcOV5YTdvnHGD6LykEBarSyhf8/nK1Oms5t7jF4/fg9eZ/4skjv+eO5kpE1CKFkNAUpHBGlo3RPbxoowSPRIzNbUcH57e2UPrf8azh7Ea1jLRhwDmR1PGmV5SkFsb9eLKZmLRp+EL5tUEfbxlpw08P/AIfdexK+N08XosUKrAgZHa8HTyqpI0+SvBIxDRxmhtn67OQlmQMy+sXGvKRrc9i4oc/nbPKbY+SwMezk7YUXYJ/X/lNZGj5d8k8fg9ea/4Hfnn09+jjJDmJgreDl0UtUgiZFa+SttveA5/fx3k2iRRK8EjENHISrHAcz04SBAFreMe0vUfh8/vQxJlukcj37y5UaSrHQ+v+A5cWbAj6nLPDbfjpgZ/j447dCbmbRy1SCAlNWpIRelXgSYnH7+V+TZHIoQSPREwDJ8GqCdPx7CReb7duuwW7uw9g3OcKiOtUWhSnFIT1/eUsSanBrVWfx/0rv4n0ILt5br8Hrza/iV8d/QO36CCeUYsUQkIjCEKQQgs6po0mSvBIRAw4h5iEQICAyjAXOGTq01GaWsTE32zZysSqTYk1nmyuqkzleGjtA7gkP/huXvNwK35y4Bf4pHNPQuzmuXxuapFCyAJwCy0owYsqSvBIRDRydu+KUgsiUuDAa/0x7htnYnT/LjitKgm3VX8e313xr0jXmrjPcfvc+GvT3/Hro0+h3zkY5RVGF2/3jlqkEDJ3+dyJFtQqJZoowSMREaz/XSQEa/0xHd2/m121uQIPrX0Am/LXB31O03ALfnLg59jRuTdud/OoRQohC8OdSTtGCV40UYJHwk4URe4OXqQSvBSNATXmyhmfk6lLRwYdr82JVqXF7dVfwHdWfAPmGXbzXmn6G3597I8YiMPdPGqRQsjC5CRnM794j7jHMOa2SbSixEMJHgm7Hnsv80WsVqhQbiyJ2HvyRpddiHbv5q/GXIkfrn0AG/PWBX1O09BZ/OTAz7G7a38UVxZ51CKFkIVRK1TI4bSxont40UMJHgm7Bs7xbJmxBGqlOmLvuSxjMTSK4K9P9+9Co1VpcUfNF3Hfiq/DlJTGfY7L58aLja/jk849UV5d5FCLFEIWju7hSYsSPBJ2jREaTzYTrSoJyzIXcx9TCApUmcoi+v7xrtZchR+u+w9cnLc26HP+3vIORqdVnsoVtUghZOEKUjitUmhkWdRQgkfCyuf34exwKxOf7Y5cOAQ7pi1JLYJOlbjjycJFp9LizppbcN9y/m6e2+fG1rZtEqwsvKhFCiHhwR9ZRjt40UIJHgmr9rEOToNhHQpT8iP+3rXmKhjUyZx45JPLRFKbXoUfrnsAyzOXMI/t6t4n+/Fm1CKFxJoxhxser/wq1nkjyywOKzx+rwSrSTyU4JGw4h3PVqWVzamNyUIpFUqszVnFxHmJCFkYnUqHO6u/CK0yKSDuF/14q+09iVYVHn2ciR10PEuk4HL78OSrx3H/r3bhO7/cgU+OdUm9pHlJ0Rhg1KQExPyiHxa7VaIVJRZK8EhYcdujRHEH7drSK6aOBQQIuLJ4M/eYgCycQZOMK4ouZeKHeo+hY0xeP4guxL1/RwUWRALPf9CIEy0Tv3C4PX48+24jmjuHJV7V/PAKLeiYNjoowSNh4/K50TrSzsQjXWBxIZ1Kh/9ccz9+UPcd/Gj9D3BT+TVRe+9EtLlwE1I0BibOGxUnF1129hI4tUgh0VZ/bhC7T1qY+HPvNcHnl89xLX8mLSV40UAJHgmbluE2+ERfQMyoSUW2PjOq61AIChSnFiKDfihHnFaVhGtLrmCJabG6AAAgAElEQVTi9YNN3OP6WNcw2IzDvceZOO3gkWhye3x49r1G7mOdfTZsPyyfHXL+RAuqpI0GSvBI2PCOZ2vMlRAEQYLVkGi5OG8dN5l+s2UrRFGUYEWhGXPb8OyZlyEicM0ahRoVaaUSrYokorf2noN1yBn08b/vasWwzRX08VhSkMI7ou2R1fcGuaIEj4RN42D05s+S2KFUKHFD2VVMvH2sA0f7Tkqwovnzi378pf4Vbh+/q0oupzY7Mczl8aHTasPhxj7sON6Nrn671EtakM4+G7buOz/jc5wuH/76kTx2yDN1GUwFut3rwLBrRKIVJQ6q+ydhYXPb0ckZQVNtpgQvEazKWoYP2z9Gx7S7Nf9sfRfLMxZDqVBKtLK5+bhjF84MsEdiVaYKXFl8WfQXRAI4XV70DTthHXKid8gB69Bn/z5sczPP37g0F7dcVo7UZI0Eqw2dXxTx7LsN8Pln393ad7oXlyzLQ00xf150rFAqlMhNzsH5sc6AeKetGyYtfzoOCQ9K8EhYNA23MEdb2fospCUZJVoRiSaFoMBN5dfif47/MSBudfRjT89BbMq/SKKVze78WCf+zikKMaiTcc+i26LS4ocAjnEPej9N3KyfJnG9nyZ1o3Y2iZvJrpM9ONLUhy9cUobNK/OhUMjjmsgnR7vQ0jXKxC9fVYD99b2wOT0B8ec/aMKPvrIGKmVs/x0tMOQyCV6XrQdLMxZJtKLEQAkeCQs6niU15kpUmyqYu5hb2z7AupxV0Chjbzdl3DuOZ069yBQHAcCXa2+lX1DCSBRF2JyegN0367Bz6uPpyctCOVxevPBBE3Ye78aXrqxGRUFs/7ccGnPhtU9amHi2WY9bt5SjMNuAP29tCHisu9+ODw914up1RdFaZkjyU/KAaQc8vBMfEl6U4JGw4BdYUIKXSARBwE3l1+D/O/TrgPiIewwfdezCVSVbJFpZcH9tehNWJ9v3bnPhRizJqJVgRfImiiJGHZ7PduAu2I2zDjnhcEV/gsF5qw0/ff4wLl6Sg1s2V8AYo8e2L37YBKeL/UXjnquqoVYpsXFZLnYe70ZLd+AO35u72rC2NgvmVG20ljpvvIkW1Asv8ijBIws24Bxiuv8LEFCZVi7RiohUilMLsTJrGY5aTwTEPzj/MS7OX8cdJSeVA5Yj2G85zMQLDXm4qfxaCVYkL5ZBB5o6hpkjVZebTVIiSQBgTtUiy6RDu2UsaBK5+5QFR5r78flNpdiyKh9KRewcax5t7sPhxj4mvnFZ7tQdO4Ug4EtXVuOxZw/iwgJUl8eHl7efxf/5fOxO7Mk35DCxPscAXD43kmJwZz9eUIJHFoy3e1eUUgC9mioPE9ENZVfheN8p+MXPmrE6veN4/9xHuLnyeglX9pk+xwBebnyDiWuUGnxlyV00d3YWr3/Sgrf3sk3NI0UQgAyjFlkmPbJMOmRP/VOHDKMOatVEsjZqd+O1T1qw6wT/+M/p8uKlD5ux83gPvnRlFaoKpb/k73R58fz7TUw8Ra/GrZsDT0GKc1KwZWUBth0JvM92qMGKU20DWFIam70/dSod0rUmDIwPTcVEiOi29aDUWCzhyuIbfRcjC9Y4xLl/R8ezCStbn4kNuWuwq3t/QPyTrj24rPBimLXSVv15/V48ffoFuHzsxf1bqz4f9cbcctPUMRyR5E6pEJCRNpG0ZaXpkGXSIcukR7ZJh3Sjdk6FBKnJGnz12lpcujwPz7/fhPZetu0NMNGK5P++cATrF+fg1s3lMBqSuM+Lhr/taMXQGNvT7o7LK2HQqZn4Fy4pxcGGXow6Au8svvBBMx77qmkq2Y01BYa8gAQPmLiHRwle5FCCRxZEFEX+/FkqsEho15Z+DgcsR+D2f/ZDyOv34u22D/Dl2lslXBnwz9b3mIo+AKjLXoGLclZLsCJ5+cfutpA/V6UUkJkWuAOXZdIj06RDempS2I5Ny/ON+K976vDJsS68saMV9nH+se3e0xYcO9uHmzaW4fLV0T+2be0exbbD7N/FJaVmrFuUzf0cvVaNf9lcgT+9XR8Q7x104L0D53H9hpJILHXB8g25ON5/OiDWRYUWEUUJHlmQHnsvxty2gJhKoUKZsUSaBZGYYExKxebCTXivfXtAfH/PYVxeeAnyOHdyouHMQCM+PP8JE8/QmnF79c00dWUWzZ3DOHNuaMbnaFSKqd23iX/qkJ028bEpJSlqLUsUCgGbVxWgriYLr3/Sgh3Hgx3b+vDytmbsOtGNuz5Xheqi6Owwe31+PPtuA6Z3vNOoFPjyVdUz/l3csCQHO493o6kzsFnwW3vO4aJF2chIi73rMfnciRZUaBFJlOCRBeHt3pUbS6BRskcLJLF8rvhS7OraB7vXMRUTIeIfre/iW8vujfp6Rt1j+MuZV5i4QlDgK0vuhE4Vu1WIseIfu9jdu8w0La5fXzKV1KUZNDGVKKfoNbj3mlpsmjy2tQQ7trXjv188iosWZ+PWzRVIi/Cx7QcHO9BhtTHxmzaVInOWBE34tODiR88chP+Cigu314+XtjXjO19cFvb1LhRvJm2nrQd+0U+9JiOE/l8lC9JA/e9IEDqVDleWbGbiJ/vPoGX4XFTX4hf9+MuZVzDmYX+g3lh2NUpSY7uPWCxo7hzGac7u3U0bS7FpeR6qi0wwpSTFVHJ3ofI8I/7r7jrcfVU1krXB9zb2ne7FQ3/Yh/cOnIfP7w/6vIWwDjvxJidZLsoy4Mo1hXN6jYIsA66oK2DiR5v7cfws2/pHamatCVplYNLs9rnR7xyUaEXxjxI8EjJRFNE2yl62pgILMunS/A0wJbGVim+2vBPVYePbO3aifpCtVKwxVeLyokuitg454+3eZZt0Qe+KxSKFQsBlK/Pxs2+ux6Ur8hAsFR13+/DK9rP46XOHwz7bVhRFPPdeI9zewORREIB7rqmZ1z3AmzaWwmhg24y8+GET3J7otquZjUJQIJ+zi0f38CKHEjwSsjGPDXaPIyCmUqhQaMiXaEUk1qiValxXdiUTbxk5h1MD9ZzPCL/20Q68yRlFlqI24O5Ft9Px0Byc7Rzh7t7dcHFJTPWTmyuDTo17rq7Bw/fUoTQ3Jejz2nrG8OgzB/D23nNh283bd6YXp9vYXavLVxegNDd1Xq+lS1Lh9i2VTLxveBzv7IteG5u5yqeGx1Elv69MEjMs9l4mlq3PjPnB8iS61uWsQm4yu8vzZsvWgF55keD0juPp0y9y3+fLi26DMSn4D3fymTc5lbNZMtu94ynNTcUP767DvdfUcFuSAIDXJ+L1T1rx0+eOLHg3z+b04OVt7LUWc2oSvrCpLKTXXFubhdpitjDknX3nYR1ycD5DOvx7eJTgRQoleCRkPXYrE+P9ICeJTSEocGPZ1Uy8x96LA5YjEXtfURTxSuPf0D9tygoAXF54CRanV0fsvePJ2a4R7o7TDRvkuXs3nUIQcMnyPPz0Xy/CZSvzgx7btvWM4tFnDuKdfe0h7+b9dftZjDnYmbtf+lw1dEmh1TxOFFxUQTmtOtnr8+OFD5qjehViNvkpnARvjI5oI0X+X51EMrwdvBw9JXiEtTRjEbd1zlut78PjC++Q+UkHLEdwsPcoEy9KyceN5WzCSfh4d++yTDpctDi+vtYNOjXuvqoaD315NXLMeu5zvD4/Xvu4BT97/gh6Bua3m1ffPoRdJ9lkpq46EysqM0Ja86Tc9GRcuZYtzjjZOoCjzbFTcJGXnANhWgo95BqGwxNbO43xghI8ErIeToKXm5wlwUpIrBMEATeVX8PEh1zD2Nm1N+zv1+vow8tNf2PiSUoNvrL4LqhoFNmctHSN4FQc797xlOcb8aOvrMFVawuD7ua1do/ikacPYuv+dvj9s++Qebw+/OXdBiauS1LijiuqFrjiCTduKIU5lW3t8tKHTVGfDxyMRqlBFmdSDBVaREZ8foWSqLBwjmhz6IiWBFGRVoqlGbVM/N1z2+H0OsP2Ph6/F8+cegFuziiy26tvRpZ+YbsliYR79y4t/nbvptOolbhtSyUe/NJqZM+wm/fqRy342QuHZ93N++eedvQOsX/Hb7msAqaU8PTbS9IoccflbMHFwKgLb+09F5b3CIdg/fBI+FGCR0Jic9uZnmJKQYlMXWwOuyax4caya5gjGrvXgQ/b2ekSofpHy1Z0cC5ur81ZhbU5q8L2PvGupXsEp1rZ3bvr43j3brqKAiMe/coaXLkm+G5eS9cofvTMQby7/zx3N6+rz4atnIrWinwjLl3BVpUuxKqqTCwpNTPxd/efn/eRcqTwWqVQoUVkJMZXKQk7i4PdvcvSZ1AFLZlRniGHm2Rt79iJEdfogl//VH89tnfsZOKZunTcVvX5Bb9+IvnHrnNMLCtNh/VL4nv3bjqNWonbL6/Ef35pFbJN/AkTHq8ff/3oLP7vC0dgGfzsPplfFPHsu43wTUv8lAoB91xdDUWYm0ILgoC7PlcFlTLwdX1+ES980BQTBRcF3JFltIMXCZTgkZDw7t/R8SyZi+vLrmTuwLn9Hmw9t21er+Pz+2CxW3HEegJvtb6HP5x4Fs+cfol5nlJQ4quL74KWRpHNWUv3CE62stXH120oTpjdu+kqC9Lwo6+unXE372zXCB55+gDeOzCxm/fJsW6c7RphnnfNRcXIzzREZJ3ZZj2uWVfMxM+cG8LBBvYX82jj7eD12Hvh88fGPcF4QjeNSUh4FbS5eiqwILMza024JH89s9O2u3s/thRuZC5hi6KIEfcoum0WdNstE/+09aDHYYXX7531/W4qvwZFqexIJxIcb/cuM02L9Ytzor+YGJL06W7eqqpMPP1OPayce3Uerx+vbD+Lw4193L552SYdbtjAJmDhdN36Yuw9bUH/yHhA/OVtzVhalh5yS5ZwMGpSYVAnw+b57P8br9+LXkcf8gyJ/fcr3CjBIyGhAguyEFeVbMGe7oMY9332A8gv+vFmy7u4ougSdNss6LJPJHLddgszMWWuFpmrsblwY7iWnRBau0e5u3fXbyiBSpmYu3fTVRWm4dGvrsXrn7Rg26FO8A4+eTt3AHD31TVQqyJ7lUWjVuLOK6rwq9dPBMSHbW78Y3cbbuNMv4gWQRCQb8hF49DZgPjjh/8HBnUyklU66NV66NX6qX9PVuuhn/z3gJgeGiW/QTWhBI+EiN8ihRI8MjcGdTI+V3wp/tn6XkD8WN9JHOs7GZb3SNEYcPei22gU2Tz9g1M5m2Gk3bvpkj5Nouqqs/D02/WwDs9eCb5xaS536kQkrKjMwIqKDBw7G9gH74ODnbh4aS4KInREPBe8BM/tc2PQ58Yg2JF4M1ErVNCr9DBp07A2ZxUuyV8PIcx3G+WKvvOReXN4nBhxB16IVwgKZFL7CTIPmws3IVUTmVFhxamF+M6KbyBFI90PMTlq6xnFiRZ29+4G2r0LanI374rVM18DSNGrceuWiiitasIdV1RCrQr87+YXRTz/vrQFFwWcmbSh8vi9GHGP4tzoefy16e8R6aspV7SDR+aNV0GbqUuHmprHknlIUmpwbekVeLmRbUg8V8kqPfIMORP/S85BniEXecnZVFARojc5UysyjFqsX0K7dzNJ0ihx5+eqsLp64m5e3/A485zbL68MOu82UjLTdLh+fTH+tjPwv2tTxzBOtg5iWbk0ba2WZtQiSamBi9OrcqHeafsQ63PXQE1Ht5Tgkfnjjiij41kSgg25a7G9YyesjpnHKakUKuTqsyYSuKlkLgdGTSodx4RJsN07uns3d9VFJjz21XV47ZMWbDvcORVfvzgHFy2S5nvk1euKsPuUhSkI2Xm8W7IET6/W474V38A/Wrai22aBw+uEyL3JOH9jHhsO9B7BxXnrwvJ6ckYJHpk37v07qqAlIVAqlPja4i/h9yefxeD4EAQISNeZkf9pAjexI5eDTF069ViMMN7M2QyjFhto925ekjRK3PW5Kly2Ig8nWgeQlabDyqpMyX4RUauU+JfLKvCbvwXebT12th+jdjdSkzWSrKvMWIx/X/UtABMFVuPecdg9Tji8Dtg9Djg8Dti9zk//6YDD45yIex0Tz/s07hf9zGtvP78T63PXJPz9W0rwyLxRBS0Jp4KUPPzooh9gxD0KvUoPrSo8o5vI3LX1jOI47d6FVX6mIWK97uZrRWU6jAYNRmyfHYn6/CL2nrbgqrVFEq5sgkJQTFXOAnPfVRRFEe1jHXj80P8ExC0OK84MNGIJZzRiIqGvXDJv1OSYhJtSoYRZa6LkTiL/3H2OidHuXfxQKhS4eAnbYHjniZ6YmG4RKkEQUJJahCoTW7yy7fwOCVYUWyjBI/My7h3HkGs4ICZAQPa05rSEEHk4ZxllWmkAE81yafcufmxcxiZ43f12tPWMSbCa8Lq8cBMTaxpuwfmxTs6zEwd99ZJ56XX0MbF0nZmaTRIiU7ypFempWly8lE0IiHzlmPWoLDAy8Z0nuiVYTXgtSq/mniIl+i4eJXhkXvgNjqnAghA5areMcXfvrt9Au3fxaNMytv/c/jO9cHnkPQdWISi4u3hHrCcwOD6/xsnxhL6CybxwCyz0dP+OEDni9b1LT02i3bs4VVeTiSRNYDX6uNuHw43s93W5WZO9EinqwKIWv+jHxx27JVqR9CjBI/PSY7cwMRpRRoj8BNu9u44qZ+OWVqPC2hr2xGXn8R4JVhNeaqUalxZczMR3d++H0zv7GLl4RF/FZF56ODt4lOARIj+8mbPpqUnYSLt3cW3TcvaYtrFjGL1DDglWE16bCi6CWhF4H3zc58Lu7gMSrUhalOCROXP53Nz7DNl0B48QWWm3jOFoM69ylnbv4l15Xipy0/VMfPdJ+e/iGdTJWJ9bx8Q/6tgFn1/e9wxDQV/JZM56HVZmnEy61oQkpTSd0AkhoeHt3plTk7itNEh8EQSB+99590kL/H759sSbtLlwEwQETg0Zdo3giPWERCuSDiV4ZM5oggUh8ne+l3bvEt2GxTlQTBudNjTmwqm2QYlWFD5Z+gwsy1zMxLed/0TWTZ1DQV/NZM74EyzoeJYQOfkHZ2qFme7eJRSjIQnLK9iRYLvioCceAFxeeAkT67B1o3m4RYLVSIcSPDJnvB28XGqRQohsnO8dw5Emtln5dRcVQ62iHweJhHdMe7S5H2MON+fZ8lJmLEZpKjtj98MEa3xMX9Fkziw0g5YQWePt3plSkrCR0wCXxLelZelITQ68P+3zi9h7mv0+LzeCIGBLEbuLd3qggftzLF5RgkfmxOPzoM85wMTpiJYQeejut3N3765fT7t3iUilVODiJTlMfNeJ7ri4q7YicwnStWYmvu38TglWIw36qiZzYnX2MxW0aUlG6FRaiVZECJmPQ5xpBbR7l9h4x7SdfXacs4xJsJrwUggKbOGMLztgOYxRt/z/fHNBCR6ZE/4MWjqeJUQuTrayO/Cfqyuk3bsElpuejIp8IxPfdUL+PfEA4KLcOuhUuoCYV/RhR+ceiVYUXfSVTeaEf/+OjmcJkQOb04PW7lEmvrIqQ4LVkFiyibOLt+9ML9we+TcG1qqSsCn/Iia+o2sv3D75F5PMhhI8MifcEWVUQUuILJxqG8D0a1VZJh2yTexEA5JY6mqykKRWBsScLi8Oc+5rytGlBRugFAL/fHaPA/t6Dku0ouihBI/MCVXQEiJfJ1vYBrbLytg+aCTx6JJUWFPDnsbEyzFtWpIRa7JXMvHtHTvgF/0SrCh6KMEjs/L6vbA62c73dERLSOzziyJOtbH375aWU4JHJvCKLerbh2AddkqwmvDbUsQWW/Q5B3Cy/4wEq4keSvDIrPqcA8xvOqmaFCSr6XiHkFjXbhnDmMMTEFOrFKguTJNoRSTWVBYYkW1mv5/vjpNdvHxDLmrNVUw83hsfU4JHZsUfUUbHs4TIwYkWdveuttgEzbR7VyRxCYLALbbYfaoHfr/8e+IBwOWcxsetI+fQNtIuwWqigxI8Mive/btcOp4lRBZ47VGW0v07Ms2GJTlQCEJAbHDUhTPt7P1NOaoxVSLfwCax2+J4F48SPDIr3gzaHKqgJSTmjTrcaOO0R6H7d2S6NEMSlnH+Xuw8Hh/HtIIg4PJCdhfvWN8p9HOmNMUDSvDIrPhNjmkHj5BYd7ptENMP2LLNemSl6bjPJ4mNV2xxtLkPNqeH82z5WZ29HEZNakBMhIjtHbskWlFkUYJHZuTz+2B1sP2Q6A4eIbHvJOf+HbVHIcEsK09Hql4dEPP6ROw7bZFoReGlUqhwWeHFTHxvz0E4PA4JVhRZlOCRGfWPD8IrBnY0N6iTkaIxSLQiQshc+P0iTrWx96eWlrMD2AkBAJVSgfVLcpj4zhM9EKd3ypapjXnroFFqAmJunxu7uvZLtKLIkXWCt3//flRXVzP/q6urk3ppcYNGlBEiT209o8zRmkZN7VHIzDYuy2NiHVYbzvfaJFhN+OnVelycu5aJf9y5C16/V4IVRY5K6gWEw8MPP4ylS5dOfaxUUvl/uFCLFELkiVc9W1tkglpF3x9JcPkZySjPS0XLtOKcnSe6UZzz/7N33/FRVGsfwH+zLdlNrxBSISEBAgkEQodAQEAQBURBKSroRRRERUW5V/TVa29XRRERCzaKIiII0lsoAUIntADpBUhI2V7m/SNkyWRmkw3JZkue7/3k4+XkzMzZky3PnjnnOXF2alXzGhI+ELvy0sDWmqFarqvEkeLj6BviOgNETj2CVyM6Ohrdu3c3/9QO9kjTCC+woACPEEcnlP9OaJUkIXUJLbY4eKYYeoNRoLbzCZT7o0cwP07YnrPHZW5FAy4S4BHbEUqREkIpUghxaOVKHa4WVfLKKf8dsUbvzm0gk3LDA5XWgKMX+AvunJVQ4uMCZRHOlV60Q2tswyUCvBdeeAGdO3dGnz59MH/+fBQUFNi7SS7BxJpQrBLIgUcjeIQ4tNMCt2dDAhQIpPQoxApyNwmS4/hzrfe5yNZlABDlHYFon/a88m05u+3QGttw6jl4Xl5emDFjBpKTk+Hp6YmzZ89i6dKlSE9Px7p16xAQQN9Wm+KGugz6OpNOFRI5vGkFLSEOjXavIE01MCEEaae56VEyr5bh+k21y3xRGBYxGFmnrnDKzpVdRH5VoeCuF87GqUfwunTpggULFiA1NRW9e/fGo48+im+++QY3btzAihUr7N08p1ekEl5gwdTZzoYQ4jhMJhZnBNKj0Pw70hix4b4I9uMGciyAfadcZxSvW2BnBMsDeeWusn2ZUwd4QuLj4xEVFYXTp0/buylOj3awIMT5XC6ogFLDHXl3k4rRMYzSoxDrMQyDQQKLLdJOFcLkIgsRRIwIqRGDeOVHio/jprbcDi1qXi4X4JHmI7gHLc2/I8ShnRS4Pdslyg9SCb3dk8bp3zUEdW/Y3KjQIjO7zD4NsoE+bXvCU+rBKTOyRuzKTbNTi5qPy73iT506hStXriAhIcHeTXF6giN4tIKWEIcmtD0Zzb8jd8LPy03wueNKiy1kYhkGhfbjle/NP4AqvdIOLWo+Tr3IYv78+QgLC0N8fDy8vLyQmZmJpUuXok2bNpg2bZq9m+fUTKwJRYIraOkWLSGOqrxKi+xiSo9Cms+ghBBeTsWj569BqdHDw11q4SjnkhLWH1tzdnF2stAYtdiZsxdjo0fZsWVN49QBXmxsLDZs2ICffvoJGo0GgYGBGDFiBObOnQt/f9pvsSnKNOXQGXWcMnexG3zdfOzUIkJIQ05d5i+uCA30QICPux1aQ1xBYkwgPOVSzrZ3BqMJB88UY1jPMDu2rPl4yTwxoF1v7M7bzynflZeG1IjB8JAq7NSypnHqAG/WrFmYNWuWvZvhkmgFLSHOh9KjkOYmEYvQv2tbbDmcyynfd7LQZQI8ABgRORRp+YdgYG/v1qExarEjdy/Gdhhpx5bdOZebg0eah/AetHR7lhBHZTSZBNOjdKP0KKSJhLYuyy6uRI7AdABn5evmg/7t+vDKd+WmQalX2aFFTUcBHhEkuEUZraAlxGFl5VdApa2THkUmRscwmlZBmiYsyBPtQ7x55XtdaLEFAIyIHAIJI+aUaYwa7Mzda6cWNQ0FeERQkdAInoJG8AhxVEK3Z+Oj/CER09s8aTqhnHgHzxRBbzAK1HZOfu6+6N+uN698Z24aVE44ikevfMLDsiwKaQSPEKcinB6FFpuR5tG7cxvI6uRSVGoMSM/kf1Y4sxGRQwVH8Xbk7rNTi+4cBXiEp1xXAY1RwymTiaTwc6dM+IQ4orJKLXJKqnjltMCCNBeFuwQ94/h3cdbuuQytvjWM4u1zulE8CvAIj6UFFiKGni6EOKLTArdnw4I84O9N6VFI8xnSox2vrKxSi3/Sc+zQGtsZETkUYsG5eM41ikef2ISHtigjxLkIbU9Gq2dJc+sY5ovuMYG88r8PZqOsUmuHFtmGxVG8vH1Q6dV2aNGdoQCP8NAWZYQ4D4PRhLNX+elREuj2LLGBB1NjIBZx86Hq9Cas3Z1lpxbZxojIIbxRPLXBuVbUUoBHeARX0FIOPEIcUlZ+OdRa7hwouZsY0aGUHoU0v7b+CqQm8RMcp50uwpXCCju0yDb83f3Qr10yr9yZRvEowCMc1StohXexIIQ4HqHbs10oPQqxoXsHRsHDnb8R1srtF8GyrB1aZBsjBebiqQ0a7Mxzjrl49A5AOCp0VVAZuN9OJCIJAuWUboEQR3Qqi27Pkpbl4S7FuEEdeOUX88px5Pw1O7TINvzd/dAvpBevfGfuXqcYxaMAj3AI3Z5towiiFbTEKVQodThwugg5xZUuNZJgSWmFBnnX+OlRulKAR2wspXs7hAQoeOVrdl5yqeTHIyJTBUfxdjnBKB59ahOOQpXAAgu6PUscHMuy2HwoB/O/SMOyDWfx+neHeZuju6LTAnvPhgd7ws/LzQ6tIa2JRCzCpNSOvPLr5RpsPZJnhxbZRoDcD30FRvF25O6D2uDYo3gU4BEO2mPnVDQAACAASURBVIOWOBu11oAv/ziN1TsvwWi6PWq3esclXLvp2G/ATXVSYPeKBEqPQlpIQnQAurbnT9/ZsP8qypU6O7TINkZGpvLuYqkNauzKTbNTi6xDAR7hEF5BSwEecUx516rwxveHcfQCf94PC2DXsfyWb1QLsZQehXavIC1pUmoMRAw3bYpGZ8Qfey7bqUXNL0AuPBdve+5ehx7FowCPcAjnwKMUKcTxHDhThP+uOILiMstvsHtPFrrUfKDaLuaVQ6Ormx5FguhQbzu1iLRGoUGeSBHY4WLviQLkFFfaoUW24YyjeBTgEbNKXRWq9EpOmZgRI1BOIwLEcRiMJvy05TyW/XUWOr2p3rpVar3LbYZe45RAepT49v4Qi+htnbSscQPbQ+7GTZvCwrXSpgTI/QVH8XY48CgevRMQM6H5d20UQRCLxAK1CWl5pRUavPtzBnZkWH/rdUeG60z4ru2U0Pw7uj1L7MBLIcO9A6J45edybuL4xest3yAbERrFUxnU2JW7304tqh8FeMSsSGAFLe1gQRzFmauleP27w7hcIJwtPyRAgZljOvPKrxRWulSGfQC4Ua5B/nUlr7xbB8pXSexjWM8wBPvJeeWrdl6CwVj/SLuzCJD7o29boVG8PVAbNHZoUf0owCNmhQIjeLTAgtibiWXx1/6r+HjlcVSp9YJ1encOxquP9EL/rm0R2daL9/sdR11rFE/o9mxkGy/4eFJ6FGIfErEIk4bG8MpLytTY7kKvv5FRwqN4u/Mcby4eBXjETGgFLaVIIfak1Ojx2W8n8ceeyxCaySMWMXh4eEfMujce7jIJGIZBalIor96hzBJUqlwnbYNQgNctmkbviH117xiIzpF+vPL1aVdd5vUXKPdH37Y9eeXbcxxvFI8CPGImmCKFVtASO8kuqsT/fXdYMNcbAPh6yrDg4SQM7xUOplaahj6d2/D2yTQYTdh3stCm7W0peoMJZ6+W8coTOgTaoTWE3MYwDCalxoCpU67WGrBu3xW7tMkWLI/iOdZcPArwCABApVehXMdd0i5iRAhW0IcGaXl7TxTgrR+P4nq58DfiThG+eP2x3ogJ8+H9TiYVY1ACP23DzmP5MJmcf0Xfxbyb0Oq56VE83CXo0I7SoxD7i2jjhUGJ/Nff7mMFyBfYVs8ZBcoD0EdgFG9Hzh5oHGgUjwI8AgAoUvHn3wXJAyERSQRqE2IbeoMR3/2die82nbM4MXtMv0jMn9wd3h4yi+cZkhTKG0W4Xq7BSYFbm87GUnoUkajuIybEPsYP7gB3GTf7gollsWrHJTu1qPmNEhjFUxpUDjWKRwEeAWAhwTGtoHVJGp0B69OuYPmGs1i7JwvpmcXIv66E0WTflW7Xbqrx9o8Z2GvhVqrcTYK5E7rh/pToBnO9BfvK0U1gyy5XSJkidMuadq8gjsTHQ4Z7+kfxyk9fKbU45cLetDojth/Nw/ebMpGeyf88rCtQHoDebZN45dsdaBSPhmcIAOEceLSC1vVUqfV475cM5F/jp9iQiBmEBHggLMgDYUGeCA3yRFiQB/y83Dhz3JqL0WRCeZUOZZVa5F9XYvWOS1BpDYJ1w4I88fSErmjjp7D6/KlJobwPk9OXS1FcpmrUeRzJ9ZtqFN5Q8copwCOO5q5eYdh1LJ83zWLVjovoEuUHidhxxpdKylT4/PdT5tRDe04U4ka5Bnf3jaz3uFGRw5BelAETe/vLcc0o3sioVJu22RoU4BEAtEVZa6DVGfHpmhOCwR0AGIwsckuqkFtSBeD288HDXYLQQA+EBnsi7FbQFxroCYW75bcPtdaAskotyqq0uFmpFfz/FVU6wZWxdQ3o2hZTR8bBTdq4hNtdOwQg0Med9wGzMyMfk4d1bNS5HIXQ7dmotl713q4mxB6kEjEeHBqDL9ed5pQX3lBh9/ECDOsZZqeWcZ25Uoqv/jwNpYb75XLtnstIiAlEaKCHxWODFNWjeAcLj3DKt+fuQUpYf7hL3G3SZmtRgEcA0AieqzMYTfhi3SlkWUgSXB+lxoALeeW4kFfOKQ/wdkNokCeC/eRQqg24WXU7eNPqmr7/q0TMYMpdsRic2O6ORhBFDIOhSaFYszOLU77vZCHGD+7Q6IDREZy6XMorSxC4FU2II+gZF4TYMB/ee8e6vZfRN74NPNyldmoZwLIsthzOxeqdlyC0m5rRxOLHf85jwcM96n3/ERzF06uwJ+8ARkQNtUXTreY4Y6TEbtQGDcq0NzllDBgEK4Ls1CLSnEwsi283ZuK0QHDQFDcqtDiZdQPbjuThwJkiZGaXoahU1SzBXYC3O16Z2hMp3UObdHt4UEI7SCV10hloDUg/2/AcG0ejNxhxNpv/N6Tbs8RRMQyDycM78hY8KTUGrN931R5NAgDo9EZ8s+EsVu0QDu5qXMi9if2ni+o9V5AiAL3b8OfibcvdDY1B29SmNgkFeATFAitoA+X+kInt9+2KNA+WZbFy20UcFAhoJGIRhvQIRedIP3jKHedv3bWDP157LBntQ5qe9sNTLkXvzvypBjsy8p1uE/QLueXQ6bkLYTzl0mbpJ0JsJaqtN/p3bcsr35GRh8IbwtNFbKlmP+sDZ6z7krdqxyWLO+jUEMqLp9SrsCffvitq6RYtoS3KXNiGA9nYJrBNEMMAT94Xj6TY6lFalmVRodQh75oSedeqbv0oUXBdCb3BdqtrPeVS+Hq6wc/LDf7ebujRMRBdOwRA1IyLOlKTwpB2ivstPLu4EpcLKhAdys+j56iEVh92pfQoxAlMSInG4fMlnC8oRhOLNTuz8MzEhBZrx8W8m/jij9OoUArvqhER7ImcEm6uviq1Hr/tuoRH7+bvc10jWBGI5DY9cKjoKKd8W85uDA7tD3eJfbYQpACP0BZlLmrXsXz8seey4O8eGdXJHNwB1bdSfDzd4OPphvj2t7e8MplYlNxUI6+kOujLvxUAlpSp610gIREz8PV0g6+XG/xuBXA1gZyfV025DFKJ7efBtQ/xRvsQb1wp5M4/3JGR51QBnuD2ZHR7ljgBPy83jO4biXV7ubtZHL90HWeuliI+yvbb7O06no+ft1yA0UKy8+G9wjApNQbfbMjEoTp3PPacKMSAbiHoGOZr8fyjolKRXpQBttY7o1Kvwt78A7grckizPIbGogCP0BZlLujIuRL8+M95wd/dn9IBgwUyzQsRiRi09Vegrb8CvTrdfk5odUYU3FAir6QK5UodPOVSTvDmKZc26yhcU6UmhWL5Rm6Ad/hcCSaldnSKFaglN9UoKuWmR2EAxHeg/WeJcxjZOwK7jxegrJI7L23l9ot4/bHkBnNb3imD0YRftl3ErmP5gr+XiEWYPjIOAxNCAACTU2NwMusG1HVSNq345zxeezTZYnqXYEUQerdN4o3iHSw8QgGeq2MYQCQSwYE+88zkMjfEBnTglMX4R0EioSmazuhqUSV2nyxAXBR/0+/endpgWM+wJj8PJRIROip80THc8jfaO8GygNHCDhZN0btzMG8ujcHIYu/JAozpF9Xs12tupwRuz0aFeMNb4fjBKSEA4CYV44Eh0fj6r7Oc8vxrSuw9UYghPUKb/ZoVSh2+/OMUbxVvDV9PGeZMSOBs8+fj6Yb7Uzrgpy0XeO3ceji33tx4QqN4lboqsCxrk1yiDaEAz8YkEhHkchmkDpySYWbyZF6Zj4wmbjsjo4lFZKgYL05N5v1OJhVB4eb4L3mWBfR6A1QqXbPtHSuViDEoMQSbDuZwyncdy8fdfSIdfh6b0O1ZSo9CnE2fLm2w7WgeLtdJ17RmVxYKbijRrUMA4sJ9IWuGz8vsokp8vvYkSiuEV7JGt/PG0xO6wdeTPz9uSPdQpJ0qxJVC7v7sf+67guROwQj0lQueM1gRhGERg7EtZ7e5rG9IL7sEdwAgfv3111+3y5UdkEolPPHyTkkkInh7yyF2oIzddRlZI3Qm7gohESOCm5hGBpyNycRCqdYLLvuXShi75pxqDIYBxGIR3Nwk0OkM9aYxaIw2vnJsO8JdcKLWGhHZxgshAZaTmdqbTm/Ej/+c580demBIDPy87DN5m5A7wTAMQgM9eNsRGowmXC6owMEzxfjncC4u5t5EpVoPhbsEnnJpowOkg2eK8PnaU1CqhXfGGZQQgtnjull8T2QYBlFtvbHnRAGn3GhiUVKmRp8ubSy2Kc4vBn7uPvCQeGBgaF+MiBxi0wDPw8PyewAFeLU0d4Dn7S23W+RuLSNrhN7EfRFIRGJIRc4RDJBqLMuiSqOH0ICXRMw4VBoUazEMA7FYBJ1O+E26sRTuUmQXVfLmsinVevTvGtIs17CFM1dLkVYnF5eXQorJwzo6/PsLIXX5e7ujqFRlcUedmoVdp6+UYkdGPvafLkJhqQomEwtfTzdeXsu6x67ZmYVVOy8Jjv6LRQweHh6L8YM7NDjw4uvpBqVGzxttLC5TI6KeL4UMwyDCKwyJQfGI9A6z+Wu0vgDP8e/XOCmJROTwt30AwMjy5zuJGMe9nUz4WBaoUhtgEpi6JhYx8HDC4K6GVCoGw6DZRvFSk0Jx/NJ1TtmZq9UJmtv6O97+tCzLYsOBbF551/b+DrWIhZDGmJgSjZNZ16HWNpwU/Xq5BruO5WPXsXyIRQw6hvmga4cAdG3vj/BgT3MApdTosfTPMzh9RTihu6dciqfGdUWnSP7cZEvGD+qAI+dKcLOKO/jz89YL6BLlB3eZY4dQNIJXS3OO4MlkEoeed1dDZ9JxtlgBADexDGIK8pyGUqMXXPovEgFed3B7w9EYDKZmm4sX6CvHwbPFvH0nGcYxU46cuHQDmw7l8MrvHdAe7erZI5MQR6ZwlyAuwg+FpSqUWZgjJ4RlqwO+s1fLsOt4AXafKED+tSpUqfVYvjGTN2euRkSwJ158uAci2ng1qp1SiQgB3u44fI6bK1ajM8JgNKFre/u/Z9AtWis1Z4AnlYqdIsDTGLWcFT8A4CZ242XlJo5JqdHDYBQI7hjAU+FYqUrulF5vbLaVtQzDwGRied/yC2+oMLxnmMUUCPZgMrH4ct1pVKq4c2RDgzzw8PBYpw/cSevm7+2OQQntMDQpFBHBnpBJxahQaqHVW/9a1+qMyC2pwvFL13lf2mr07hyMuRMT7njFeUiAAleLKlFcpuaUXymoRPeOgfARWKTRkuoL8Bzn3czlOMebb93ROwAQU3DnFFQaA/QGfnDHMICHg+Wha4rmfhgDEkIgqzOPR6014MDZ+vecbGn7Txch/zp/ntL9g6OdYvoHIdbwVsjQN74tnhjbBR/PHYjXHk3GhMEdEBvm06T3MAbAxCHRmHVvPNyaMNjCMAym3BXLm/tnYln8+M95mBx4y0PHvoFMbEoouBNBBIDB8OHDAADbtm1v0jUyMzOxefNmnDlzGmfOnEF5eTlSUlKwZMlXjT7Xzp07kZaWhrNnz+DcuXPQaDR44YUXMWPGDIvHVFVV4YsvFmPLli24fv06AgMDMWLECDz99Bx4enry6ptMJvzyyy/47bc1yM7OhkKhQO/efTBv3jxERUU1qr2nTp3C4sWf48SJE9Dr9YiJicG0adNxzz33CNa/du0aPvvsU+zevRsVFRUICQnB2LFj8fjjT0Am4377VGsNqFJp8NOKb/HPpo0oLi6Cl5c3+g8chOeenQcf2onEIg93KfrGt8GeE9yVfDuO5iMlsZ1DjIzpDUas28ffhSQmzAeJMfa/LUSILYgYBpFtvRDZ1gv39I+CSqPH2atlOH3lBk5dLuUlSbZE7ibBrHu7ICE6sFnaFeQrx70DovD7bu5rMqugAntOFGBI9+bP4dccKMBrxYwsf4KrqJmziW/fvh3Lln0NmUyGiIgIlJcLJ5y0xvfff4fDhw/Dy8sLQUFByM3Nrbe+SqXC9OnTce5cJvr3748xY8bg3Lnz+OGHH3DoUDp++uknKBTcifX/93+vY82aNYiOjsaUKVNw48YNbNq0Cfv3p+Hnn39BTEyMVW1NT0/HE088DqlUitGjR8PT0wvbtm3FSy+9iPz8fMyaNYtT/9q1a5g8eRKKioowbNgwREVFISMjA4sXL8bx48fx1VdLzX8brd4ItdaABS/Mw6GD+xHftRtShg5Dfl4eNv71J46kH8TKlasQFBQk1DSC6v1p6wZ4edeqcDGvHLHNnLz5TuzIyBfM3/XAkGiHCEAJaQkKdyl6dQpGr07BYFkWBdeVOHW5FKev3MCF3JuC01NCAhSYe39Csy+aGtk7onpF7w3uKvzfdmahR8cg+DjgjjgU4LViLXF7duTIkUhNTUXHjh1RUlKCu+4afsfneuaZeQgMDERERATWrVuHf/97Yb31ly9fjnPnMjFz5kzMn/+Cufzzzz/HkiVfYvny5Zg7d665/NChQ1izZg169uyJ5cu/NY+a3XvvfXj88Zl4443/w4oVPzbYToPBgFdffRUMw2DFih/RpUsXAMDTTz+Nhx6ajC++WIyRI0dyRgQ//vgjFBYWYtGiRZg8+SEA1Sso//3vhVi3bh3WrVuHCRMmQKc3Qq014u+N63Ho4H4MHzEK//fmu2AYBgp3CTasX4f//Off+Pjjj/DOO+9a3betTUQbL8SE+uBSPvcLx46MPLsHeCqNARv2X+WVd48JrHcvTEJcGcMwCA3yRGiQJ0b1iYBWZ8S5nDKcvlyKs9mlUGoM6BkbhPtToqFwb/7QpmZLs/d+OcYpV2kNWL3jIp4YG9/s12wqmmzVirVEipSYmI7o1LkzRGIJDLcmyptMLDS66lEoldYApUaPKrUelSo9KlQ6KDUGc93aevbsicjISKtGMFiWxe+//waFQoHZs5/i/O5f//oXvL19sHbt72BrzZ/47bc1AIB58+Zxbon269cPAwcOxJEjR3D1KnezbCGHDh1Cbm4Oxoy5xxzcAYCHhwdmz34KBoMBf/zxh7lcqVRi06ZNCA8Px6RJt3cVYRgGzz33HMRiMX77bQ30BhNUt9IKrF+3FgAw++l5YBgGcjcxZBIRJkyYgOjoaGzatAlKpXCeKVItNYl/W+Xo+Wsor7J+VZ8tbDqULbjK9/6UDhaOIKT1cZOJkRgTiCkjYvHWE33xv7kDMW1knE2CuxpxEX4Y0K0tr/zAmWJkXhVOz2JPFODZQXp6Orp06YzFixdzyrt06YxHHplu/veSJV+iX7++6N49EZMmTcLx47e/OaxY8QO6dOls/unZsyfGjx+Pzz//DFVVVbxrLlz4Cqd+ly6d0b9XX4y/exxee2URzp+r3pi+9gheQUEB75ian0cemQ6jkYXOYIJGZ4RKUztQ06FcqcPNqur/ViirgzfVrQ8t460AT6s3Qac3QW9gYTCyMJpY5OflIzmpG0aMuAtKjf6O02NkZ19FSUkJkpKSeLdh3dzc0KdPbxQXFyM7+3aOsfT0dMjlCvTokcQ736BBgwEAhw8fbvDa6enpAIABA/oLnGcQAODIkdvnOX78OHQ6Hfr1688LXoOCghEXF4dTp06hrKI6YNNqtTh75hQiIqMQEtIObjIRZxLxwIGDoNPpcOLE8QbbOnz4MPN8SwDIz89Hly6dsXDhK+ay8ePHm//u3bp1RUrKYLz44gvIzMzkPe66z+vFixfznjsJCQkYMiQFzzwz19xX9tAzLhjeCm6OQKOJ5WWvb0k3q7TYepg/9aB/17YIDeLPGSWEtKwHhsbAQyCIXLHlAvSG5t9HuynoFq0D69ixI1555RWUlZVhyZKvMOvJJ7Fhwya4K7yQ1HsA3n73Q/MKw+vXr+FA2j4sWbIE+9LS8O3y76DwUPDW8i5atAh+fv4AgHJVOc6fP4/1a//Ejq3b8elXn2NI/5Rb9V6DSqWCiWXBstX5h0wsi717dmPjhvWIjYtHpVoPW9IbWOgNerhJRXCXSRq1mrImcIuIEN4YOjIy0lwvKioKKpUK165dQ8eOHSEW80cxa9e39tqRkVG833l6eiIgIJBznuzsq5xr1BURGYmzZ88iPy8P7TtEIz8vFyaTCeHhEZBJRZDXSbZZu639+w9osL0NefHFF1FZWZ1fymQyIj8/H2vXrsXkyZOwfPly9OrF3/e2rqefnmOev2gwGHD58mWsXr0K27dvx7vvvoexY8c2uZ2NJZWIMLh7O2zYz/2b7jpegNH9IiFu5vmo1lifdhW6Oh8SErEI4wbS6B0hjsBbIcMDQ2Pw/aZznPLiUhU2HcrGvQPa26llfBTgObDhw++CwWiC3mCCkRXjw/ffxsZNmzFu/ESEhUUgLCyCU//+Bx7G559+hF9/XoFfVq7GA5MeBsNUr0yq+WbRu88AhIaFAgwLjUmFkWNG4d7x92HqAw9j6eKv0DtpIEwmFok9+wruHrD8m68hFkvwwKSHbfKYg4KD8cvqdZBIbj81tXoTdAYd3GViq5e7V1ZWj2J6eQmPenh6Vie8rBntrPmvl5dwIsya89Sctz5VVZW3riF8bS8vT+Tn51vVVpYF3N0VnDYqlbfbqnDjv4RrHoM1bbVG//78kciHHnoY9913L1544QVs27ad8/cSkpycjN69e3PKHn74YYwZMwaffPIx7rnnHrssHhjSPRQbD2RznutllVocv3gdPeOCW7QtRaUq7DnOHz0c1jMUAT7uLdoWQohlAxNCsO9UIS7lcefwbtifjT5d2qCNn2PsikO3aB2Q3mCCSmNAuVKHKrUBWr0JfftVj8Qczzha77FTpj0KhmGwb99uANUBgtHEmj/AtLcm6Wt0t0ffotpHoVtiAs6cOg2lSsOpX1vG0cO4eOE8UofdheA2tknDIZFIERXVHmFh4Zxylq3eGL5CpXO4YXBbUmr0sHST2p5JeT08PDB58mSUlJQgLW3fHZ0jICAAQ4cOQVFRUYMrom3F39sdPTryVxvvyMgXqG1ba/dc5uXUkruJMaZfVIu3hRBimYhhMH1EHMR18lEajCb8tOUCZ263PVGA5wBYFubbMgYjC6XGAJ3BxAmyagKqspv1T+T09w+Aj68vrpdwt1bh3atluE/A4OBgGI1GlJfftHjuVb/+DAB4aMp0i3XqYpjqLbMkYgYScXUjRCIG7jIx5G5iKNwl8JBL4CWXwlshhYe7BPXdGTOZAKXGAK2u/j0MGxpxqzvKVvPfmluRdTU0Ilhb3dFBoXPVHim01FaVxgCDkTWfp6aNNfVrHgP//JVWt7UpOnSIBgBcuXLVYp2GRuXatKmesHzjxo1ma1djCS22yMwuQ4FAkmFbuVJYgSN1tkMCgLv7RMLTifcSJsRVhQV7YkRyOK/8zJVS3tZm9kIBnh0ZTSZUqfUoV+qg0hgglUphMAhvt1LDmi3E3N3lUGs0vDIAt/PQ1Qnwqm4FBVKp8IdJfn4e0vbtRvcePdGpcxcwTPVG9jKJCO4yMRTuYnjKJfBSVAdqPh4y+HrK4OMhg7dCBk+5FAr36nOLbwV4btLqlZ9SsQhiMQORiIFUIoK3Qga5m7jeOXfGW9Gv3mASzCReMw8tJ0d4ztzteXLV9RQKBYKCgpCXlw+jkR881q1fn9tz4K7yfldVVYUbN65zzlMzV6/2vDyNzmgO+vNycyASidAuNAwMA8RGt4dIJLI4H7AxbQXAW4TSVLXP5+5efWvx5k3hLw6VlRUALD/vWkLnSD+EBPD7YGcLjeKxLIvfdmXxyn08ZLirF/8DhBDiGO4d0B4B3vzpE79uuwiVxrZz1K1BAV4LMrGsOUktAPPq0RpBQcEoKhJewVdUWJ2UNTg4GAp3CXw8pPD2kMJLXj3qJXcTw00mgkwiMg/W1Q6Q2oVWj1JcvXorEzdz+zYny7LIvpoNT09P+PjczrPFMNUjbzKJCGvX/AqTyYTHHn0UPh7VAZyXQgqFuwTuMjFkEjEkYhHEoupAranTqdykYngrZHCT1v8UNZpYVKr00OiMnFuZkZFRCA4ORkZGBlQqbmJKrVaL9PR0BAcHc4Kg5ORkqNUqHDuWwbvO3r17zHUaUlMnLW2/wHn2AgBnYUJiYiKkUikOHNgPlr29MhmoXjxz6eIFdInvBnc3N3i4S6BQyNGtWzdcuXKFM5evxr59eyGTyZCQkNhgW//zn/9gzZrfGqwn5PLl6qCkpg/Dw8Px668rOTuLhIeHc+rWlZVVXR4WZr9M8AzDYGgP/vXTTheaX6u2dOZqKTKzy3jl9w1sDzeZ4+9nTUhr5SYTY8qIWF55uVKHtXv4O9G0NArwWohWb0SlUg+11gijhdQfPZP74FpJCdL27jaXMQwgk4iwaeM6AMDAAf2rgziGgYhhIBZXj3q5ScWQyyRQuEtuLayoHgGoCcTuSh0KAFi98mewJh1nBG/r5i3Iz8vHoEGD4SmXwuvWCJyPR/XIm8mgwfo//0BkZCSGDUu16WR4vV6Py5cvIycnBwxTveWMt0IKqcTyNVm2esSrUqmDzmC81W8M7r9/IlQqFZYs+ZJT/+uvv0Z5eTnuv38i57E88MCDAIBPP/0UOp3OXH7gwAHs27cPvXr1QlQUd4XU8OHD0KVLZ06g1bdvX4SHh2Pjxg2cVCJKpRJLlnwJiUSC8ePHm8s9PT0xevRo5Obm4pdff4W6Vg60r774DEajEfeOmwC5u8Q8766mrZ988jFnvsfatWuRlZWFu+++2+Iij9qGDBkKN7fGb5atVCqxcuVKBAUFYeDAgQCAkJAQJCZyg8o+ffrA3d0dK1euREVFBed3x44dQ3p6Onr06AFfX79Gt6E59e8awlvAo9EZcfCMbfenNVkYvWvjJ8fAhBCbXpsQ0nTdYwKRFMufx7szIx9XCisEjmg5tIq2BbAsC43WaHGyfI1HH3sce3btwCsLnseE+yeiW9eu0Ov12L8/Ddu2bUNCQgJGjRrVqGszDCBmGHTsGINp06bhxx9/xKPTp2DE6BHw8fVB5plMrF/7J3z9fPH888/zNlQGgLVrf4dSqcRzzz3X6K3MLl++jG++WQYA5pG08+fPm/Os+fr64aWXXjLXVGjwCQAAIABJREFULykpwT33jEG7du3M++CKRAw83KXYsmUrtm7bBpYF8vJyAADbtv6Dy1mXAAAJiT1w77gJ0IpMkLuJMXPmTOzcuRPLly9HZmYmunSJx/nz57B371506tQZM2fO5LS1T58+mDhxIn777Tfcf/8EpKSkmLcq8/T0xKJFr/EeX02evtqpVSQSCd5440088cQTmDZtKsaMGQMPD09s27YVeXl5eOYZ/r62zz//PA4dOoS33/ov0tL2IzwiEieOZ+DkiePo07c/JowfD1mtv824ceOwefMm/P3338jLy0Pv3r2Rm5uHrVu3oG3bEDz//PxG/Z3qs3//fk6alMLCIvz++28oKbmGZcuW1Xt71cfHB88++yzeffdd3H//BEyc+ADatGmDixcv4tdff4FcLseCBS83W1vvlMJdgn5d22LXMe6I6I6MfAzpEWqzLzWHM0uQU8yfqzkhJdqui2gIIdZ7eHhHnLlSCq3+9vQeFsAPm8/h1Ud62SXlEkABXotgWTQY3IlEQFRUOFatWoNvvlmKfXv3YO3vv0MsFiEiIgKzZ8/GzJmPN2mu0iuvLERsbCxWr1mN75Z9C51Wh4DAAIy+dwyefPJJhIbyb1OZTCb8/PPP8Pb2wbhx4wXOWr/r169j3bp1nLKioiJzWbt27TgBXn0uXDiPjRvWc8rOZZ7Bucwz5n/fO24CjCYWVWoDpBIpvv3ueyz96kv8888WpKcfRmBgIB555BE89dTTgnPPXn/9/xAbG4fVq1eZ96odMmQonn12Hm/0rqKiAiUlxUhKSkLbttzs5n369MFPP/2ExYsXY/PmzdDr9YiJicHcuc8I5nwLDAzGN9//hK++WIz9aXuRtm8P2rQNweP/mo0ZMx43z1+sIRKJsHjxF/jmm2VYv349fvjhh1t/o3GYN29es+5D+8EHH+D8+XPm6/r5+aNXr154//0PEB/f8PY806c/gtDQMPz000/47rtvoVKp4Ovri6FDh2LWrCcRG8u/xWEPqUmhvAAv/7oSF3JvIi6i+UcYDUYT/hC4jRPV1gu94mgfYUKchb+3O8YNao9VOy5xynOKq7AjI99uc2kZ1lHW8zqAa9eEVyXeCblcBnmt1W+Vaj2Mt+bbZRw9jDmzH8fjTzyJp56eA6lExFtubStaow4aI3cBBgMGXjJPMLylto6LBaDVGaHVGwVTutQmvbUQpLn7ePfu3Zg9+0ksWfIVUlJSmnSuKrVecONsiZhp9asolUottC0wFw4A3v05AxdyuQtCesYG4anxXZt9FG/70Tz8vPUCr/yFyd3RJcq/Wa9FCLEto8mEN74/gtwS7oh8SIACbz3R12bXDQoSzt0K0By8FuPpLq1ejCAVmRcOyKRimwQe9dEZdbwyqUjqVMEdUJ31xV0mhpdCyrl1KURvMKFSpYdSo7c4//FOZGRkoFOnzk0O7mrSodQlFgEe7q07uGtpgvvTXriG7/4+B52+/tQ8jaHRGfBXGn9f4/j2/hTcEeKExCIRpo+M432SKtV6u+XFowCvhTBMdUCicJNAKrHPyji9SQ8T+EmC3cQyO7SmeYgYBgr36vQsNXn2LNEb2GYN9J577jmsXbu2SeeonQ6lNoYBPOTSJq9GJo2TFBsEH0/+62HfqUK89eNRlJSpBI5qvC2Hc1Gh4qdRmJgS3SznJ4S0vOhQH9zdl5ueanB3283hbQjNwatF8f7b8PjwXavqqqc9iqqPPuOUec5/BvIfv6/+x4svAs8+K3isqEw4WbHoZhkYrdaq65u8vcHKuXPIRDdugDFYzr0jBlCTsafS0w16qRhSkdScW090rQSMybpdIkwBAWAl3NElcbH1Kw5NQcFga008ZUwmiK5ZnxzS2IY7501iMsCnwrpkuSaGQZnCD1IxA3eZBGIxA0arhegmP1WFEFYihSkggFPGqFUQVVi3Yop1c4PJ1w86g9GcDkWuU0Gh5946h4Wdxli5HCZvH06ZqKIcjFpt1fVNHp5g66ywtfVzj3O8rx/YOit363vueT/zDPD77+Z/l23dDUNiD06doGBvq64NADdOnoep7e0VqqKiQgQkxJn//VN9B78MbE27jO4dA81FkhPH4HeXdaO4xjZtcfXQaWw+lGMuS85Kx6I/367+x8f1H69P6I6b2/ZwytxXfAevF+ZZdX3tiFGo+Gk1p6xZ3/caoHzhZaheWsgp8576INy2bLbq+MoPP4Vm+mOcMt/hgyE9edyq48t/XAXdyLs5Zf7dYq1+77L1c68h10q47zGNfe6VnuJOCZD9swk+0yZZdTw996x77s2+9WN26zVts+dePaODFODZSj0f9n26d0dm+mHeh6w9OPPoXVPpjSz0aj0kYgYKsC06nG0wmqDWNN8tP5dmZeDcUj77/STG9IvEuEHt72h13Ib9V82BPSGE2ArdorWVw4ft3YIGSRgxxAwlUjUYWWh0LTOJH6j+wqXUGBpcWU0AGI3A0fr3X7aHjQey8fGqE6hQ8ue01sfEsryVuoQQYgu0iraW5lxFCwC+vgqIWnABhSVG1ogqPX9fTQ+JAhJR6xjE1RlM0OoMMFpxB1oirt5KzRZ5yFiWRaVaD6G7kTKpCAq31vH3sJZeb0RlpabhijaSXVSJL/44hevlwm3w83LD7HFdERPqI/j7upb9dRYH6iRPdpOK8e6T/eDj0XpH0wkhd4ZW0dqJUmndnCZb0wqsnBUzolYT3AHVu4F4KWRQuEvQUNxmMFbn0atOXWLdnERrKTUGweBOImYouKuDZVmoVPZ9DUW29cJrjyUjITpA8PdllVq893MGth3JbXClXG5JleDOGCOSwym4I4Q0OwrwbEivN6KiQg19M6ZXaCwTa4LexJ/8LhM3fnsqV1AT6Hm4SxpMT1MT6FWq9FBpDNDcyrunN5hgNLEwNXLwW2kxHQoDj1ae664unc6Aigq1OXekPXm4S/HMxASMH9xBMJmQ0cTil20X8fVfZ+u91f/77izebXlPuRSj+kQ0a3sJIQSgRRY2ZzCYUFmpqd4yTCxq8eXSO3L34cS1U5wyhUSOmfFToRW37oneJhOLC7llSDtVZPEWXEMYVG9z5amQwevWPr6eCim85NV7AFfv7SvDvpOFOHKev0pY4SbGtJGdAGPrDLhrY9nqUTtjM4+aNgcRw2Bs/yh0CPHG0vVnUKXmf2k6dLYYuSVVeHp8V4QEeHB+dz6nDCez+Ku8x/aPgpxGbgkhNkBz8Gpp7jl49lalV+LVtLehqzOCd2+HURgZlWqnVjkeE8si4/w1rE+7irxrFnKT2IBUIsJLD/VAtJXzt4hjKK3Q4Is/TlvcSNxNJsaM0Z2R3CkYQHXQ+vaPR5FVwK0f6OOOt57oK7j/MyGEWIPm4LVSe/MO8II7mViGQaG22zbFGYkYBr06BeP1GcmYO6EbIttYfsE0p8fv6ULBnRPy93bHy1OSBHe9AKq30Fuy7jRWbr8Ig9GEjAvXecEdAIwb1J6CO0KIzdC9ARelM+qxKy+NVz6gXW8opAqBI4iIYdAjNgjdOwbiZNYNrE+7anGUpqkeGBJtHuEhzkcqEWHqiDhEh/rgh83noNPzbytvOZyLK4UVqBTYsSIsyAN9u7TllRNCSHOhAM9FHSo6wkuNImJESA0fZKcWOQ+GYZAYE4jEmECUlKlQXKZGWaUWNyu1KKvSoqzy9o/QXKyGDE5sRxPrXUS/+LYID/bEF3+cRnEpfxuzi3nlgsfdnxLtECmUCCGuiwI8F2RiTdies4dX3jM4Ef7ufnZokfMK9lMg2M/yiKfeYMLNW0HfzVrBX93/bzCyYBggtUcYJg2LsdvehKT5hQV5YtEjvfDtxkwcvXCtwfqx4b4W064QQkhzoQDPBZ28dgbX1PwVe8MjrNuzkFhPKhEhyFeOIF+5xTosy0KpMdgseTKxP7mbBE+N74p/0nPx266selPoPDAkmgJ8QojN0aeNi2FZFltzdvPKO/vHIsyrnR1aRBiGgadcSsGdi2MYBqP6RODFh7rD20Li4h4dA2lhDSGkRdAnjovJKr+KqxU5vHIavSOkZcRF+OH1x5IRG8YN5GQSEe5PibZTqwghrQ3donUx23J28crCPNshzi+m5RtDSCvl6+mGFx7qgS2Hc7HvZCE8FVKMH9QB7QI9Gj6YEEKaAQV4LqRQWYxT1zN55XdFpNCcH0JamEQswui+kRjdN9LeTSGEtEJ0i9aFCK2c9Xf3Q4/gBDu0hhBCCCH2QgGeiyjXVuBwUQavPDV8EMQisR1aRAghhBB7oQDPRezKS4OBNXLKFBI5+oUk26lFhBBCCLEXCvBcgMagwd78A7zywaH94C5xs0OLCCGEEGJPFOC5gLSCdKgNGk6ZRCRBSvgAO7WIEEIIIfZEAZ6TM5qM2JG7l1fep20SvGVedmgRIYQQQuyNAjwnd6T4OG5quRuaM2AwLHywnVpECCGEEHujAM+JsSyLbQLbkiUEdkEbj2A7tIgQQgghjoACPCeWWXoBBcoiXvnwSNqWjBBCCGnNKMBzYlsFRu86+EShg09UyzeGEEIIIQ6DAjwnlVOZhwtll3jlwyNo9I4QQghp7SjAc1Lbsvmjd20UQegW2NkOrSGEEEKII3H6AK+wsBDPPPMMevbsiaSkJMyZMwcFBQX2bpZNXVeXIqPkJK98WMRgiBin/5MSQgghpImcOhpQq9V45JFHcPnyZbz33nt4//33kZ2djenTp0OlUtm7eTazI3cvWLCcMi+ZJ3q3SbJTiwghhBDiSCT2bkBTrF69Grm5udi8eTMiIyMBAHFxcRg5ciRWrVqFxx57zM4t5DOxpiYdr9KrcaAgnVc+JGwgpGJpk85NCCGEENfg1AHejh07kJiYaA7uACA8PBxJSUnYvn27QwV4l25eweoL65BfVdjs55aJZRgc2rfZz0sIIYQQ5+TUt2gvXbqE2NhYXnlMTAwuXeKvMLUXnVGPJSe+tUlwBwAD2vWGQqqwybkJIYQQ4nycOsArLy+Ht7c3r9zHxwcVFRV2aJGwImUxNEatTc4tYkQYGjbIJucmhBBCiHNy6gDPWYR4tIFc4m6Tc/cLSUaA3M8m5yaEEEKIc3LqAM/b21twpM7SyJ69SMVSPJU4AxFeYRAxIjDN8D+5RI6+Ib3wQOx99n54hBBCCHEwTr3IIiYmBhcvXuSVZ2VlISYmxg4tsqyDTxQWJD9j72YQQgghpBVw6hG81NRUnDhxArm5ueayvLw8ZGRkIDU11Y4tI4QQQgixH4ZlWbbhao5JpVLhvvvug7u7O+bNmweGYfDpp59CqVRi/fr18PDwaNT5rl2rtFFLCSGEEEKaV1CQl8XfOXWABwAFBQV45513kJaWBpZl0a9fPyxcuBBhYWGNPhcFeIQQQghxFi4d4DUnCvAIIYQQ4izqC/Cceg4eIYQQQgjhowCPEEIIIcTFUIBHCCGEEOJiKMAjhBBCCHExFOARQgghhLgYCvAIIYQQQlwMBXiEEEIIIS6GAjxCCCGEEBdDAR4hhBBCiIuhAI8QQgghxMVQgEcIIYQQ4mIowCOEEEIIcTEU4BFCCCGEuBgK8AghhBBCXAwFeIQQQgghLoYCPEIIIYQQF0MBHiGEEEKIi2FYlmXt3QhCCCGEENJ8aASPEEIIIcTFUIBHCCGEEOJiKMAjhBBCCHExFOC1UoWFhXjmmWfQs2dPJCUlYc6cOSgoKODUOXDgAF544QUMHz4cCQkJGD58OF577TXcuHHD6uts27YN48aNQ7du3TB06FB8+eWXMBqNvHpHjhzB5MmTkZCQgAEDBuCdd96BRqNp8uO8U9b0T12LFi1CXFwcXnjhBauv46z9AzSuj44fP46ZM2eiV69e6N69O8aOHYuNGzdadR1n7SNr++fixYuYM2cOBg4ciO7du2PMmDFYvnw5DAaDVdex9nFfvHgRM2bMQI8ePdCnTx+88soruHnzZpMf550qKirCm2++iUmTJiExMRFxcXHIy8vj1dNqtXjvvfcwcOBAJCQkYNKkSTh8+LDV13HW/gGs66NTp07h1VdfxahRo5CYmIghQ4Zg/vz5yM3Ntfo6ztpH1j6Havv6668RFxeHhx56yOrrOGv/UIDXCqnVajzyyCO4fPky3nvvPbz//vvIzs7G9OnToVKpzPV+/fVX3Lx5E7Nnz8Y333yDWbNmYceOHXjwwQehVCobvM7evXsxd+5cdOvWDcuWLcP06dOxZMkSfPzxx5x6586dw4wZM+Dv74+lS5fi2Wefxdq1a/Hyyy83+2O3hrX9U9vRo0fx119/wdPT0+rrOGv/AI3ro127dmHq1KkICgrCRx99hC+//BIPPPAAtFptg9dx1j6ytn+Ki4sxbdo05ObmYuHChViyZAmGDx+ODz74AJ988kmD17H2cddcR6PR4NNPP8WiRYuwf/9+PPnkkzCZTM3++K2RnZ2NTZs2wdvbG7169bJYb+HChVizZg2eeeYZLF26FEFBQZg5cyYyMzMbvIYz9w9gXR/9/fffuHjxIqZNm4Zly5Zh/vz5OHv2LCZOnIjCwsIGr+HMfWTtc6hGbm4ulixZgoCAAKuv4cz9A5a0Ot9//z3bqVMn9urVq+aynJwctnPnzuy3335rLrtx4wbv2PT0dDY2NpZds2ZNg9e577772ClTpnDKPv/8czY+Pp4tKSkxlz311FPsXXfdxep0OnPZH3/8wcbGxrKnT59u1GNrDtb2Tw2dTseOGTOG/eqrr9ihQ4ey8+fPt+o6zto/LGt9H1VWVrJ9+/Zl//vf/97RdZy1j6ztn5UrV7KxsbHs5cuXOcc/++yz7IABAxq8jrWP+6233mJ79uzJlpeXm8tqXsv//PPPHT3GpjIajeb/v3r1ajY2NpbNzc3l1MnMzGRjY2PZ3377zVym1+vZESNGsLNmzWrwGs7cPyxrXR8JvU/n5eWxcXFx7P/+978Gr+HMfWRN/9Q2Y8YM9tVXX2WnTp3KTp482aprOHP/0AheK7Rjxw4kJiYiMjLSXBYeHo6kpCRs377dXObv7887tlu3bgCqv63Up7CwEJmZmbj33ns55ffddx/0ej327NkDANDr9di7dy/uvvtuSKVSc72af9duT0uxtn9qLF++HEajETNmzLD6Gs7cP4D1fbR582aUlpY2qm9qOHMfWds/er0eAHgjv15eXg1+62/M496xYwdSUlLg7e1tLktOTka7du3s9hwSiRr++Nm+fTukUilGjx5tLpNIJBgzZgz27dsHnU5n8Vhn7x/Auj4Sep8ODQ2Fv79/g+/Tzt5H1vRPjb/++gtnzpzB888/b/UxTt8/drkqsatLly4hNjaWVx4TE4NLly7Ve2x6ejoAIDo6mlOempqKadOmmf998eJFAEDHjh059cLDwyGXy83XycnJgVar5dVzc3NDREREg+2xhcb0T3Z2NpYsWYLXXnuN8wZQlyv1D2B9Hx09ehS+vr64cOECxo4diy5duiAlJQWLFy/mzaNzpT6ytn9GjRoFPz8/vPnmm8jNzUVVVRW2bt2K9evX47HHHuMcO23aNKSmppr/be3j1mg0yMvLu+PXvD1dunQJoaGhkMvlnPKYmBjo9XpkZ2eby1pj/1iSlZWFGzdu8N6nW2sflZeX45133sGLL74IX19fi/VcrX8kdrkqsavy8nLOt4waPj4+qKiosHhcVVUV3n77bURHR2P48OGc34nFYs63qfLycgAQvI63t7f59/XV8/HxMf++JTWmf15//XXcdddd6Nu3b73ndKX+Aazvo5KSEqjVasyfPx9PPfUU4uPjsX//fnz55ZeoqKjAwoULzXVdqY+s7Z/AwECsWrUKTz31lPk1xTAM5syZgyeeeIJzrEgkglgs5lwDaPhxl5eXg2VZi/WuXLlyB4+wZZSXl8PHx4dXXvMhXftv2xr7R4jBYMBrr70Gf39/TJw4kfO71tpH77//PqKiojBhwoR667la/1CAR6xiMBgwf/58FBcX49dff4VEwn3qbN261U4ts58///wTp06dwubNmxus2xr7BwBYloVWq8Vzzz1nHpHq06cPbt68iV9++QVz586Fl5cXgNbZR6WlpZgzZw7kcjk+++wz+Pr64uDBg/jqq68gk8nwr3/9y1z3hx9+sGNLHR/1T7U33ngDx44dw9KlS3nBcWvsoyNHjuDPP//E2rVrwTBMvXVdrX/oFm0r5O3tLThSZ2nUwWQyYcGCBeaRl06dOll1DQCC16moqDC/8dT811J7hL6925o1/aNUKvHuu+/iiSeegEwmQ0VFBSoqKmAymWAwGFBRUWGeX2XpGoBz9g9g/XOoZqSlf//+nHoDBw6EXq8334a1dA3AOfvI2v5ZtmwZ8vPzsXz5cowcORJ9+vTBvHnzMHPmTHz22WcoLS21eA1rH7e3tzcYhnGo/rFW7ZHa2mpST9TX9tbQP3V9+OGHWL16Nd566y0MHDiwwfqtoY8WLVqE+++/H23btjW/TxsMBphMJlRUVNQ7j9PZ+8clAzxr80+Vl5fj3//+N/r06YPu3bvj0Ucfxfnz562+jrPm54qJiRH8YM3KykJMTAyv/LXXXsOmTZvwySefoF+/flZdo2bOQt25B3l5eVCr1ebrhIeHQyaT8dqj1WqRm5sr2B5bs6Z/ysrKUFpaio8//hjJycnmn8LCQmzatAnJycnYvXu3xWs4c/8A1j+HGmpffZOknbmPrO2fCxcuIDIykvcB0K1bN+j1euTk5Fi8hrWPWy6XIzQ0tFGveUcRExOD/Px8qNVqTnlWVhakUilnEUtdraF/aluyZAmWLVuG//znPxg3bpxVx7SGPsrKysLKlSs579MZGRk4fvw4kpOT8csvv1g81tn7x+UCPGvzT7EsiyeffBJ79+7Fq6++is8++wwGgwHTp09HUVFRg9dx1vxcQPVk9hMnTnASYebl5SEjI4MzwRQA3n33XaxZswZvv/02b95dfdq1a4dOnTph/fr1nPL169dDKpVi8ODBAACZTIZBgwZh8+bNnMSumzdvhk6n47WnJVjTP0FBQVixYgXvJzAwEP3798eKFSuQlJRk8RrO3D+A9c+hmufMvn37OMfv3bsXbm5uvMnLtTlzH1nbP0FBQcjOzuaNUp08eRIA0KZNG4vXaMzjTk1Nxe7du1FZWWkuO3LkCPLz8+32HLJGamoq9Ho9ZxqEwWDA33//jYEDB0Imk1k8tjX0T40VK1bgf//7H5577jlMnTrV6uNaQx8JvU936tQJsbGxWLFiBUaNGmXxWKfvH7skZ7Eha/NPbd26lY2NjWUPHDhgLquoqGCTk5PZN998s8HrOGt+LpZlWaVSyQ4fPpy955572K1bt7Lbtm1jx44dy6amprJVVVXmekuXLmVjY2PZV155hT127BjnJzs7m3PO4cOHs9OnT+eU7dq1i42Li2NfffVV9uDBg+x3333Hdu3alX333Xc59c6ePct27dqVffrpp9n9+/ezq1evZpOTk9m5c+farhPqYW3/CLGUB8+V+odlG9dHL7/8MpuQkMB+/fXXbFpaGvvBBx+wnTp1Yj/77DNOPVfqI2v759ixY2yXLl3YCRMmsBs3bmT379/PfvLJJ2x8fDz79NNPc845ffp0dvjw4Zwyax93UVER27t3b3bKlCns7t272Y0bN7JDhgxhH3jgAU4usZa2adMmdtOmTeyiRYvY2NhY9ueff2Y3bdrEHjp0yFzn2WefZXv16sWuXr2a3b9/Pzt37ly2a9euvPdPV+wflm24jzZs2MDGxcWxM2fO5L1PX7x4kXMuV+wja55DdVnKg+dq/eNyAd706dPZSZMm8cqnTJnCCcheeeUVduDAgbx6L730EjtkyJB6r1FQUMDGxsayq1at4pTn5ORwknLqdDq2W7du7Mcff8ypp9Fo2Pj4ePbTTz+1+nE1t/z8fHbOnDlsjx492O7du7OzZ8/mJYicOnUqGxsbK/izYMECTt2hQ4eyU6dO5V3nn3/+YceOHcvGx8ezKSkp7Oeff84aDAZevfT0dPbBBx9ku3btyvbr14/973//y6pUquZ90I1gTf8IsRTguVr/sKz1faTVatmPP/6YHTx4MBsfH8+OGDGC/f7773n1XK2PrO2fY8eOsY8//jg7YMAANjExkR09ejT7xRdfsGq1mlNv6tSp7NChQ3nHW/u4z507xz766KNsYmIi26tXL3bBggVsaWlp8z3gO2Dp/aX280CtVrNvv/02279/f7Zr167sxIkT2YMHD/LO5Yr9w7IN99GCBQus6keWdc0+svax12YpwHO1/mFYlmXtM3ZoGwMGDMCwYcPwxhtvcMpff/11bN68GQcPHgQAPPjgg/Dy8sLy5cs59ZYtW4YPP/wQGRkZ8PDwAFA99BoaGooff/wRALBnzx488cQTWLlyJXr06ME5vnv37njooYewYMECZGVlYfTo0fjoo49wzz33cOqNHj0aMTEx+Oyzz5r18RNCCCGEuNwcPGvzT1mqV7Pqr3ZdV8rPRQghhBDXR3nwrNAa83MRQgghxHm53AietfmnLNWrya8kNOpW+1jAOfNzEUIIIcT1uVyA15j8XJbqtWvXzjz/Togz5+cihBBCiOtzuQDP2vxTw4YNQ3FxMdLT081lVVVV2LlzZ4M5a5w5PxchhBBCXJ/LraJVqVS477774O7ujnnz5oFhGHz66adQKpVYv369eWTOZDLh4YcfRmFhIV566SV4e3vj66+/xvnz5/Hnn38iJCTEfM677roL7dq14+xTt3v3bsyaNQsPPvggxowZg8zMTHz00UeYOnUqFixYYK6XmZmJBx98ECkpKZgyZQry8vLwwQcfoG/fvrSClhBCCCE24XIBHgAUFBTgnXfeQVpaGliWRb9+/bBw4UKEhYVx6t28eRPvvfcetm/fDq1Wi+7du+OVV17h7bVaN01KjS1btmDx4sW4fPkyAgMDMXHiRMyePRtisZhT7/Dhw/jwww9x9uzW4FttAAAKJ0lEQVRZeHl5YcyYMXj++echl8tt0wGEEEIIadVcMsAjhBBCCGnNXG4OHiGEEEJIa0cBHiGEEEKIi6EAjxBCCCHExVCARwghhBDiYpw2wCsqKsKbb76JSZMmITExEXFxccjLy+PVKygowIIFCzBkyBAkJCRg5MiR+OSTT6BSqRq8Rl5eHuLi4hAXF4dVq1bxfq9SqdCjRw/ExcXhk08+aZbHRQghhBDSVE4b4GVnZ2PTpk3w9vZGr169BOuoVCo89thjOHz4MObNm4evv/4aEydOxHfffYeFCxdafS0PDw/8+eefvPItW7aAYZg7fgyEEEIIIbYgsXcD7lRycjL2798PAFizZg327dvHq5ORkYGrV69i+fLlGDhwIACgb9++KC8vx7fffgu1Wm1VLroRI0Zg3bp1yM3NRXh4uLl83bp1GDlyJNauXdtMj4oQQgghpOmcdgRPJGq46Xq9HgDg6enJKff29obJZIK1KQB79uyJsLAwztZkRUVFOHToEO677z5e/dLSUixatAgjR45EYmIiUlJSMH/+fBQXF5vr/PPPP4iLi8O5c+d4x0+bNg0PPvigVW0jhBBCCKnLaQM8a/Tv3x9RUVH4//buNCSq7oHj+Fen1WqqCSsrK0TQqKykbKGgjdIix4E0J7Lsje07tGGCkWGDLWSL8UhFRosGpRUVRdBG5YuymgjB0rKIsKxExSl0/i+i4TG1v9ry4Pj7gDBz5txz75kXw8+z3JuSkkJBQQEVFRXcvXuXY8eOER0djZeXV6PbMpvNtQJeTk4OvXv3ZvTo0XXqfvr0iXbt2rF27VrS09NZv349RUVFWK1WHA4H8O1ZuD179uTUqVO1jn3+/Dm5ublER0c3s9ciIiLS2rl1wGvfvj0nTpygpqaGmTNnEhwcTGxsLBMnTiQhIaFJbUVERFBUVEReXh4A2dnZhIeH17sGz8/Pj/j4eKZPn86oUaMIDQ1l3759vHnzhps3bwLQpk0boqKiOH/+fK0NH5mZmRiNRmbMmPELPRcREZHWrMWuwWsMh8PB6tWr+fDhAzabjT59+vD48WP279+PwWAgMTERgOrq6lrTtZ6ennWmgH19fQkODiY7OxuDwUBBQQGpqakNnvvEiROcOnWK4uLiWgGusLDQ9ToqKoq0tDQuXrxIZGQkDoeDc+fOYTab6dChw+/6GkRERKSVceuAd+bMGXJzc7l69Sr9+/cHvm3O6NKlC1u2bMFqtRIYGEhsbCy5ubmu45YvX86KFSvqtBcREcGuXbuorq4mKCgIPz+/es+bkZHBtm3bWLhwIePHj8doNOJ0OomKinJN0QL06tWLKVOmcPLkSSIjI7l06RKfPn3S9KyIiIj8ErcOePn5+XTt2tUV7r4LCgoCvq13CwwMJDExkYqKCtfnPXv2rLe9sLAwkpKSyMrKIj4+vsHzXrx4kbFjx7Jx40ZXWXFxcb11rVYrsbGx2O12Tp8+zciRI/H39290H0VERER+5NYBz9vbm8+fP/Py5UsGDBjgKn/06BHwbQQNaHAk7kdGo5G4uDiePXv20zVyVVVVdXbuNnQrlbFjx+Ln50dycjIPHjwgJSWlUdciIiIi0pAWHfAuX74MgN1uB+DmzZuYTCZMJhMhISFYLBaOHDlCXFwcixcvxsfHB7vdzoEDBxg8eDDBwcFNPufy5cv/b50JEybwzz//kJaWRlBQEPfu3ePKlSsN1rdarSQlJdG9e3emT5/e5GsSERER+bcWHfBWrVpV6/33TRMhISFkZGTQr18/MjMzSU1NZc+ePXz8+BEfHx/mzJnD4sWLG3UvveZYtmwZZWVlHD16FIfDQUhICOnp6UydOrXe+qGhoSQlJWGxWGjXrt0fuSYRERFpPTycjb3br/wxmZmZJCQkcOXKlVpTySIiIiLN0aJH8Fq6goICXr16xd69e5k6darCnYiIiPwWGsH7D8XExPDw4UNGjBhBSkqKa9OHiIiIyK9QwBMRERFxM279qDIRERGR1kgBT0RERMTNKOCJiIiIuBkFPBERERE3o9ukiIj84P79+8yfP9/13mAw0LlzZ3r37k1QUBBms5lRo0Y1u/3U1FQGDRrU4M3PRUR+lQKeiEgDIiIiGDduHE6nk/LycgoKCrh69SpZWVmEhYVhs9ma9fSZffv2YbFYFPBE5I9RwBMRacDQoUMxm821yjZt2kR8fDw5OTkYjUa2bt36H12diEjDtAZPRKQJ2rdvz/bt2xkwYABnzpyhuLgYgFu3brFy5UomTZrEkCFDGDNmDCtXrqSoqMh17OvXrwkICADg7NmzBAQEEBAQwOTJk2ud48KFC0RHRzNixAiGDx+O1Wrlxo0bf62PItLyKeCJiDRR27ZtCQ8Pp7q6mjt37gBw7tw5KisriYyMJCEhAYvFwu3bt5k7dy6lpaUAmEwmbDYbACNHjsRms2Gz2di8ebOr7d27d7Nu3TpMJhNr1qxh9erVfPnyhUWLFnHhwoW/31kRaZE0RSsi0gzfR+K+j9Bt27aNjh071qozadIkYmJiyMrKYtGiRXh5eWE2m1m/fj2+vr51pn+fPn1KWloaq1atYunSpa7yefPmER0dTXJyMqGhobRpo59uEfk5jeCJiDRDp06dACgvLwdwhbvvGzJKS0vx9/fHaDTy5MmTRrV5/vx5PD09mTVrFqWlpa6/srIyJk6cSElJCfn5+X+mQyLiVvRvoIhIM1RUVADQuXNnAAoLC9m5cyd37tyhsrKyVt2ysrJGtfn8+XNqamp+urv2/fv3zbxiEWlNFPBERJrh+0jawIEDKS8vJyYmhq9fvxIXF4e/vz9eXl54eHiwZs0anE5no9qsqamhbdu2HDp0CA8Pj3rrBAYG/rY+iIj7UsATEWmir1+/kpOTg8FgYPz48dy7d4+SkhKSk5OxWCyuelVVVY0evYNvYfH27dv0798fX1/fP3HpItJKaA2eiEgTOBwONm/ezMuXL5k9ezb9+vXDYDAA30bg/u3w4cN1ygC8vLz4/PlznfLw8HAAdu3aVe9xmp4VkcbSCJ6ISAOePHlCdnY2TqeTiooK15MsSkpKCAsLIz4+HoDg4GBMJhM7duzg7du39OjRg9zcXPLy8ujWrVuddocNG8bdu3dJT0/Hx8eHjh07MnnyZIYNG8aSJUs4ePAghYWFTJs2DW9vb969e0deXh75+fncunXrb38NItICeTgbuzhERKSV+PFZtJ6ennTq1AkfHx/Xs2hDQkJqHfP06VN27NiB3W7HYDAwevRoNmzYwIIFC+jbty8ZGRmuui9evCAxMZHHjx9TWVlJ3759uX79uuvza9eucfz4cex2O1VVVXh7exMQEMCMGTNco3wiIj+jgCciIiLiZrQGT0RERMTNKOCJiIiIuBkFPBERERE3o4AnIiIi4mYU8ERERETcjAKeiIiIiJtRwBMRERFxMwp4IiIiIm5GAU9ERETEzSjgiYiIiLiZ/wGgECdS7Any2wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"from bidi import algorithm as bidialg\n",
"\n",
"\n",
"sns.set()\n",
"sns.set_style(\"dark\")\n",
"sns.set_context(\"poster\", rc={\"lines.linewidth\": 5})\n",
"\n",
"ax = df.plot(figsize=(10, 10))\n",
"ax.set_title(bidialg.get_display('הבנזן שנשמו תושבי הקריות היום, 18/05/2018'))\n",
"# ax = df.plot()\n",
"ax.set_ylabel(r'$\\mu g/m^3$')\n",
"\n",
"hlines = [\n",
" (1.7, '--', '1:100,000'),\n",
" (17, '-', '1:10,000')\n",
"]\n",
"for limit, linestyle, label in hlines:\n",
" label = bidialg.get_display('סיכוי {} לסרטן'.format(label))\n",
"\n",
" ax.axhline(y=limit, color='r', linestyle=linestyle, linewidth=3, label=label)\n",
" t = ax.text(df.index[0].to_datetime64(),\n",
" limit,\n",
" label,\n",
" horizontalalignment='left',\n",
" verticalalignment='bottom',\n",
" clip_on=True)\n",
" t.set_bbox(dict(alpha=0.9, facecolor='white', boxstyle='round', edgecolor='none'))\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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