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@seanjtaylor
Created June 29, 2018 15:44
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{
"cells": [
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"library(rvest)\n",
"library(tidyverse)\n",
"theme_set(theme_bw())\n",
"options(repr.plot.height=4, repr.plot.width = 5)\n",
"library(ggrepel)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"doc <- read_html('https://www.footballoutsiders.com/stat-analysis/2018/quarterbacks-and-pressure-2017')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"tables <- html_table(doc)\n",
"t1 <- tables[[1]]"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"t2 <- t1 %>%\n",
" filter(stringr::str_detect(str_sub(X3, 0, 3), '[0-9]'))\n",
"cols <- t1[2,]\n",
"colnames(t2) <- t1[2,]"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>Player</th><th scope=col>Team</th><th scope=col>Plays</th><th scope=col>Pressure Plays</th><th scope=col>Pressure Rate</th><th scope=col>DVOA w/Pressure</th><th scope=col>DVOA no Pressure</th><th scope=col>DVOA Dif.</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>Drew Brees </td><td>NO </td><td>562 </td><td>121 </td><td>21.5% </td><td>-65.8% </td><td>65.2% </td><td>-131.1% </td></tr>\n",
"\t<tr><td>Ben Roethlisberger</td><td>PIT </td><td>602 </td><td>138 </td><td>22.9% </td><td>-40.5% </td><td>62.2% </td><td>-102.7% </td></tr>\n",
"\t<tr><td>Derek Carr </td><td>OAK </td><td>554 </td><td>133 </td><td>24.0% </td><td>-78.3% </td><td>49.4% </td><td>-127.7% </td></tr>\n",
"\t<tr><td>Marcus Mariota </td><td>TEN </td><td>503 </td><td>121 </td><td>24.1% </td><td>-41.0% </td><td>30.4% </td><td>-71.4% </td></tr>\n",
"\t<tr><td>Eli Manning </td><td>NYG </td><td>611 </td><td>152 </td><td>24.9% </td><td>-53.7% </td><td>27.1% </td><td>-80.9% </td></tr>\n",
"\t<tr><td>Joe Flacco </td><td>BAL </td><td>584 </td><td>155 </td><td>26.5% </td><td>-74.9% </td><td>19.7% </td><td>-94.6% </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|llllllll}\n",
" Player & Team & Plays & Pressure Plays & Pressure Rate & DVOA w/Pressure & DVOA no Pressure & DVOA Dif.\\\\\n",
"\\hline\n",
"\t Drew Brees & NO & 562 & 121 & 21.5\\% & -65.8\\% & 65.2\\% & -131.1\\% \\\\\n",
"\t Ben Roethlisberger & PIT & 602 & 138 & 22.9\\% & -40.5\\% & 62.2\\% & -102.7\\% \\\\\n",
"\t Derek Carr & OAK & 554 & 133 & 24.0\\% & -78.3\\% & 49.4\\% & -127.7\\% \\\\\n",
"\t Marcus Mariota & TEN & 503 & 121 & 24.1\\% & -41.0\\% & 30.4\\% & -71.4\\% \\\\\n",
"\t Eli Manning & NYG & 611 & 152 & 24.9\\% & -53.7\\% & 27.1\\% & -80.9\\% \\\\\n",
"\t Joe Flacco & BAL & 584 & 155 & 26.5\\% & -74.9\\% & 19.7\\% & -94.6\\% \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"Player | Team | Plays | Pressure Plays | Pressure Rate | DVOA w/Pressure | DVOA no Pressure | DVOA Dif. | \n",
"|---|---|---|---|---|---|\n",
"| Drew Brees | NO | 562 | 121 | 21.5% | -65.8% | 65.2% | -131.1% | \n",
"| Ben Roethlisberger | PIT | 602 | 138 | 22.9% | -40.5% | 62.2% | -102.7% | \n",
"| Derek Carr | OAK | 554 | 133 | 24.0% | -78.3% | 49.4% | -127.7% | \n",
"| Marcus Mariota | TEN | 503 | 121 | 24.1% | -41.0% | 30.4% | -71.4% | \n",
"| Eli Manning | NYG | 611 | 152 | 24.9% | -53.7% | 27.1% | -80.9% | \n",
"| Joe Flacco | BAL | 584 | 155 | 26.5% | -74.9% | 19.7% | -94.6% | \n",
"\n",
"\n"
],
"text/plain": [
" Player Team Plays Pressure Plays Pressure Rate DVOA w/Pressure\n",
"1 Drew Brees NO 562 121 21.5% -65.8% \n",
"2 Ben Roethlisberger PIT 602 138 22.9% -40.5% \n",
"3 Derek Carr OAK 554 133 24.0% -78.3% \n",
"4 Marcus Mariota TEN 503 121 24.1% -41.0% \n",
"5 Eli Manning NYG 611 152 24.9% -53.7% \n",
"6 Joe Flacco BAL 584 155 26.5% -74.9% \n",
" DVOA no Pressure DVOA Dif.\n",
"1 65.2% -131.1% \n",
"2 62.2% -102.7% \n",
"3 49.4% -127.7% \n",
"4 30.4% -71.4% \n",
"5 27.1% -80.9% \n",
"6 19.7% -94.6% "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t3 <- t2[,(cols != 'Rk')]\n",
"head(t3)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"t4 <- t3 %>%\n",
" gather(metric, value, -Player, -Team) %>%\n",
" mutate(value = as.numeric(str_extract(value, '[-0-9.]*'))) %>%\n",
" spread(metric, value)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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gSCeLvUDgEnWLXD0nNyBBwBR8ARKIMAITdYc3LYsGGqyWGppeeeey5cdNFFGleN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\ns1EJx0rn89wjm0ZIWzjkkEOSw9Lzh4ceeijce++9QQhVGDBgQHj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dOBCMmLoIzcF7KVlbzlL9WhOsHKItq9/WoIVvfuMPIq\nwhs8//zzkXAAYrkZeSKzRf2E4PAd91QIf0D9I0xCJWGgwvfC/cWEVyl5085X80wQ52zQ5bz4\n8p7E/UAJeDbcRXcfvhqC1YebSAOSW1D9oSqtJBIcrFKSpp3HLIE9Nj27odGFYRYGJpJisx0a\nXZZWuB/+CdLBqdq5FcrT7DJIY6BrexVzjm522Wp9f/yb8LsqNTOZJkoIeJB4NrqsRxoTwoIw\n5Tx9rJblw/8GFwibel4s70rlL3ZNT49hLsIckp1u39N82/F6THyidVJznfkjteNz1LLM4EH/\nZqb0WubdbnkxQYHvhYkutehvqW/4nuXxcavaBwsbNLNx0gJRwEMfUsVLZXaOiyPgCDgCeRCw\nuDOV0uIflSVS9exQ8X8h5g8Ou+Ukb/nL5eHnHAFHoPchUDXB2nTTTQN/xQQHVZzQmH3j4gg4\nAo5AOyJAMGUWm2XGE068xMxycQQcAUegWgRGTtWp9soi6YkXQqwQZhGh1XJxBBwBR6DdEGBW\no61IcOONN7oZrt1eoJfXEWgRBKrWYFUqN34UsmZQePXVVzVKc6X0fr4rAkwXZvqvRRLumqL+\nR4hhhN8JJhjimtRaK4mPEfGPZDaM2sbr/0R+B0cgHwJo4flzcQQcAUegJwjUVIOF4zbxQnCs\ns3WcelK4Tr2WNZOy66Y1AguceYkbQhwYiDIxjehoeJesLwcp6o7gZEj8kQ8//DC5XFZV17W6\nCOLo4gg4Ao6AI+AI9DYEqtZgnX322QEfhazgWY+TO+svDZJ1mLLOqNn0vt9aCDBTi3X0zjvv\nvLDKKqsEiW2kARifeOKJwDp7OPoSbfv222/XdbmqKb3EQ9JgfLYIcDXXelpHwBFwBBwBR6Ad\nEaiaYEkMiCAxKbo8K1orlspA47HLLrt0Oe8HWhsBCBXkind3wgknJIWVoHQa0ZpV0tE6QbSI\nKlyNeKT/atDytI6AI+AIOAK9AYGqCRaLPfPn0lgEMK9BgFh6gRXDmVDA8gG2FhTmOyYXYF5k\n8dy0EEOI+GXE/7J1tdLnmZBw5plnBok4rMs8pM/ZNksNoOFKy/HHH6+xmnbaaaf0YSVh+Fcd\nfPDBOhvrtttu0/MSJVnLZ2t3FVz0x87jjz+uyzzwnDgb84y26CpJ8E9jeZPdd99dlzGRqMa6\nUv0aa6xRLDs/5gg4Ao6AI+AINAWBbvtgpWcJsuijhOrXdZLo/F1qi4BEl9YFtllElIBpmGPP\nOuussOKKK+qim9yNdZ8w30E80u+Gc6xddeyxx5YM4sm6WmglWbupVOBC/LJ4x2ntFdosWxeL\n+5hgUrQV6TEbE4gRkSUIAqE8SgmmZ4mcrX58OPlTLkhhmpBhpuRZWGuKNae4lyx5UCpLP+4I\nOAKOgCPgCDQFgao1WJQSzQULWEpY/iBraYUtt9wy6WiJlkqAPkxLLrVBgNAXkCZmZlpQQyL1\nouGRpUXCzjvvrDfafPPN1cQHEcKkZ0JMH1aGzwaItfO8L2TWWWe1QzX7PfDAA1mOSbVZRM8v\nNfkBTRQaLxbehTRZAElZDyrst99+qsmCAJoQABLCxurtRPh2cQQcgRCY/WuLABseRHznu0sv\noG3nGvWLFh3/3KyMOuqoOjicfPLJdSWH7Pl673/77bfqO8ykHgap5YQ2itUmsB4gb775prbL\npRY0L5YXA0zaQwasLr0fgao1WPfdd5+uQk5HT8eGSQctBh3jlVdeGWRRxabMgOvNr0oWqVQt\njZErnpWI+gMGDNAlIuzZiaCPBiq9EvyTTz6pmiAmHpQSW9YonX+ptPU6DvlCE8osRiNX3GvH\nHXfUkBWYKNMCqYcwQuhlDbv0qZptY5aVdccK/hhUFPNBrPamNOzk3Z2ZmcXKhUmV4/hIunQu\nAnvvvbf6wuIPa3+Ee+E7kcWB1cWgGeigdbbypH9nnnlmHSTR9qTbrXqV8dFHH1XXAsuf/ozy\nyLqXdqjkL24IzKw2IQAtGvZqhOvdnaEaxNo7bdUaLMwxxER66qmndER03XXXKQKYrxZYYAE1\nXxFigFhYtVj3h8xlUdUwzzzzhOxIgeV5iNU00UQTaeNBI9IbZckll9TR3xVXXKGdMpob8JeV\nxQPLh5hMPPHE6q90zTXXqGaLmZyQX7SM6YbB0tsvca4Q8l1qqaXscEN/GR0imBbRyqVljDHG\n0GdNH/vrX/+a3q3LNiZIM3Vmb8Aodt9999UZs6ONNlr2dMV9NHD4z/FO11133Yrp0wnKlQtt\nxdprr61m1HoRz3RZ6rVNaA+0l9tss42uP2j3oYN8+OGHlXjbMf/tigBWBtPIsM4j3xd1GZLF\nzGAGws2QU045pUB7g7aNNd0I6LrJJptokeoZoobnt/v09PlRKhCayMURKIVA1QSLTp1Kaurm\nW265RTUI888/v94D0yAqUEb61nGXunme43x4J510kkaITxMszF7nnHNOWGKJJcIHH3ygztSk\na+YCznmeJ28aVNEmOHUzsYCPGdUyZBO/pKuvvjrIKuuWTH8xE2Jiu/7668M666wTLr30Uh0x\npYlYwQWyg2M8gkalnIAvqvTVV1+9rDo/6wNWLk87h28ZRKoYKcfRPesbBplslDB5wAKt0llh\n7mC0zTt45JFHAqFLmiHpcjFTk87q5ptv1oXM6VDvuusunYTQjLL19J6lQnvUsoPsaRlb+foN\nNtggTDbZZAVFZADMBBgGYPhqNkPQurP8UFoY/DFQ5hzfVT0JVi1nNOMm4+IIlEOgaoKFtogR\nJIJJgtEQqlIjBPj/INYh6U43/+FPgDN3VkOA5goH6xNPPFE/VkxLOF+jDUg7YXfztg27DO3f\nIYccouY/VOUIZlc68ammmkr3P/744zB48GAlVddee636XekJ+Td8+PCQbTDQioA95lrU7jiY\nb7bZZnZJ0V9MbRAwtJMsEZI20dkFkFgaZYi0qbgJzYHDfVbM5Jg9Xm4fHxHqEv5ms8wyS0FS\n7pGtAwUJ6ryz5pprdikTpsuVVlpJST6+YcQOa7QUKxfvCELKwIe19Jg00I6Srdf2DKWO23n/\nLY0ABAuhXU0LZmXaWdp1TNcM4Lbffnt1Q7B0aLeZhLLHHnvooOKmm24KtE3zzTef+n2atszS\nV/sLcYYQ4nKSFszxBK+mLtMOzDXXXDrBpZg7A1p9ylVsBrLNpGbwjxYUUyoTZdLCYJ42mTaQ\n74ZZ08XaQrsGjSDtNSFuEAaWl19+ebj11lvV4oCWnYlINtPbruOXPowBK7hioiRGYDGtfHdn\nVf/tb3/T29FHM9gmxA74Ql4ZqDOze9iwYUmR8tQBn8GdwJV7o2ofLCoLs7vQqDBKosLi+0Pl\nwkyI+WKhhRYq+DhzlyaVENJ0+OGHKzlgRpkROJKgNcC52UZCOEpSLmbRtZOgBcRRktGbyTPP\nPKObRrhoNMAWWz9O7SY4S6K9ymqLID2owPEpuOyyy5SopR3e7fr0L9iiuqcsvNNsJ8a7GCQ+\nXNwLYmFC40NDkfZJQnNp5j5LR5mQcv5B1BkkOyuRjxqtVnomoSZs8j/MbzRSmF9xws8KZHjX\nXXdVssP3gbYJLV054fz++++vQVkxkXVHeJcW1gLCijAQQZNJPcMcyWQCCLMJjTidBCSRAQod\nTVaob/jHkYYBFSE3ij0PPmUQfwYFaFPpsLJmFOoLPjloLiCJhx56aDLTlPuinU6H9qDzZ6DA\nagDpDpL66pIfAfu2IOAmkKQFF1wwEGoFf03q88knn6zWhzTZ4f3zzqgntEVPP/20OodTl7i+\n3Ldt9yr3C7mjLDPNNFOSDCJIO3jQQQdpHaIdwfSJlQTfqbQQwmaZZZYpOQOZ7+nZZ5/V+kO9\nZTvdbmGORuNP+wUOEDBiOmbrbvqeaNu4rwkYbrrppkrw0LBD9iBY+NCmBdID2b3//vuVwJEH\nA1dMpWmhTe7JrGrw5D64MoAd1qeBAwfqPu/SJG8d8Bnchlj+36o1WGgvqEiwdwjCXnvtpZWI\nzpcZY0svvbR+BPmLUDwlTs/4EK211lqqrUqnooKahseOQ7iYWQc5MPMl5xhNpCsTx6hspC2m\nfeF8I4SOgsqPSXO33XbTURUzafjY0NZAOOhUGKmxjxkKvx8aHBo+OmyelYbj/fffL9Dw0AAy\nOkHLBxHmWSvJcsstpyM6/J8YUfEeMR2S9wViooQ0QRRIZ2EXiKl19913q88PnSmjRDpzRrOU\nzdJBgBEaY8geDbzNdGK0SDryprwEOcVUSEPASNT2qXOkIz1i1+lOnf5Z48rsJ3uW7K0oJ8Q+\n/Q4YjWKqQxPH+6IzgOAwEofkUK/tOcCBvPnFdwqcSQt++DGiUchKpXIxWkUYmJA3pnTuySxU\n8oMw8x3zXtBK0IFRx+igIGXERGOki5kOoWGlo7B6CTnDzEQHABEyUxTl4hkYJOA3SJtAp4VZ\nGQy4nmvR/IEp5n3eNfdhNM/7p0PBVG0EkI6Q69CqMLDju6E+o9GA3ONz1olC/YDUpAee4GDE\nHIILWUJ452iV6WAZBOO6YfWZGciQJciXrb/IOd433zQDNdpTq6+8b+qwzYLjm6a+UGd5r6XE\n6iya9fSAErIDeeN66iMaMisbdZB3DeFHc4UQX4/2jUEk4Wt4RurnECHf1B3qkLlDUKcY8GN6\n5HnoU2hj0e7QTiHULwRiRVtGG0sdg0hCoOg/LHYg3w1YWPnoPzjGPt8qOECwzHRIPgz8acNo\nE3Bz4BqeCQ0h1guE60mHvyHfCf0T7QD9As9En1Dqmey9cB248nxo1bgP3yIkknfY/w+fO9xH\nuLfdl99q60D2XoaHZtqC/3gPCFiATU+Fd873l0eqJlhUMConHTxiPjNUCqb7m1Ypz81LpaEh\nZeRLxco2IFxDR55VSVMOHpqOKu2HRSNvH7fdD2d4QDfg7Xgjf7k3z8DonApus+Qw79FxoXon\nDcSRjhmCRaPCMUZHjLDoeDAJ4TBNZ2WCrxrkiM4SjUXe54Qg0xHTEFEGEzpQRnh2fzvOTD4a\nAkyzNERcy7PQoKMqt/ui9aCxQqOGCZmG2M7xyx+NKx8/ZaBuodVAMB1C+iCado3dP7tvx2v9\na2Usli9aReoYjbyRKcgVmj6exYQOgHdMB4UPm5WdX7Q+aHNo5OmAePd5PuBsufjwGQUzcka7\nSONs90HrS8PKaJYBCvWKMtNBEsIDopVuxNFQQbho+NFI8Q1hWjHTP6SS+gDRMrM8dRGN6w03\n3KDPwLNTNxkkkT8dCCsF0KlmO03MrNQd1qakY6HcDBLoJBlMsU8nzPZAIbW22oA9n+HcKb+l\nntuOg7sNNHl3dCy0pZik6Gj4Vmkrrb4xcLJr0c7SOYMxbYi1RWALgTASwj7EBWLBAMOu53hW\n7NzQoUOzp7QdZHIN7x3yR1oINnUBokgAZLue7406hDYVQgQppL2i7jOYpE21tJAayDvnqcdp\nsTT2ywCP2Za2D4mjzWJQAkFD7FyxX7ClD6TvgvgzqEDwk2UQQVtt1/GdoZiwffDm2+Bb5Dvl\nu71ABrU8E+1InmdCq8x7QXi3n376aRgxYoRi2q9fv+ReaIwZcPFeuX81dUAzl3/Ze9lz2PlW\n+02XL73d3XJWk0fVBMsKxUukQiFUBEYTNNx0iPhp5RU6g/QonQ8G0yAfUalZUFRW7pkW26dc\naUFbklaJc46Ph7zTRCx9TSO2afTomGnI6IDoXGkQ+RiyQiPDHyMF/LPs4yUdjVIxQXtBx2mj\nr2Jpih1jhEvHhtoYIktHbBqKYunp9Og8GSHjQ2B1AjODCdej1WC0xSiOd0Tjx58J94NEQawZ\nmdP507DQoaZJNg08f40Qq0uExCiFgdVRykwaNI80qnRYNvigrDRKECzqKems7vHOISrgB/mk\nM0MgXZBOK4Me/OOfHTMtFIepSwT5hZiRN4MT82XjewFD3i31wuoPI23KgwYrHSMNkyemGEgy\n/nt0CKSDPGGeIT+0CxBl+9ZpdCB3EMW0JoMGnfpBu8ComnYCIgU+JuBBGfCJoZ5g4rQZweDL\neeoidYfn4Bk41skCSUV7ByZpARsE94E0RtQN3gMmaNoatBoQAYT210iyHpB/4I2gaSQfq6+Q\nnXS+DCoQ6mr6uB5M/TNNI9839ZK6gCkOUs51EHrTUnGZuUowUy+bL9p1hDaDc/YcmJYhjGlB\nw8W3ZXlk6489FxpSS8P1NmnLvleOUe/5s3Rgn35uBr1ozLBMYAWAfDKYwr/MhOs51z8zi9Pa\naYgR+WMepay0r3yHaUk/k/mIodiwcpGW7wyBHKaPcwwCB8HiuGGXpw6Uuhd5trKg1bXvJd0m\nd7fM1F0bvFTKo1sEq5aBRjFnpFWMjLRQoTJCNp8qRlxoSeh0GaXQ4dFIpIUOiY+F0UK7CR8S\no6dKUsyxs9g1aBIZwaIu745QedBUmLaiUh406tbQlktrH2i5NJyj4apH0NPsfal7hAChPhtp\nyaaptG/1EAKBQF74Y/SIGQszJ50dI1OEjzMtmESou4zM07Nk02lKbUOgIaEIDT1klIYbwp6d\nZUn+1vlafmgzqHuY+8uFxoDco8XCZAQ5ooNj0AJ5MsEfiudId5J2zoi0fc/Wedl5fumUEPAy\nHzI94P9qggBEGK0JM0shV3TkFviTOmQEyG6GCZA/I9B2PPudUH+qEQaQRuYh6xADOnzICBpS\n6jBiK4IU6xCNfDOoQHgO2n2OZwkn9TR7TC/K/LM87XA1Wgq7Bs37wIED9VtBU41rCn+YySF/\n1jcVeybDnwE0Ys9ULG2xZ8p+74YfhC4rVg67D7/V1IHsvbL5+/5IBKomWNhf6RRg4ZAh/CWw\n3zPSQJ2JQx+jW0YnecRU/ZaWkUuWHdJRoUmh80AgI5ikGF3QsSCUwz5OPdCB/xih8iGDFw0X\nWhOX4ghQ7/CzQOPGzEUjSMVTlz4K6aeTsbqJyh0NDv4QdEaYankXaGYxz2UF0oM5FE0ko3ne\nYV5B02haqkrXFGsU8zbimB7w+0MrhmkPrTOaCEbsEFQIl/lMZTuqdLms0S/Wadh11mmmr/Pt\n2iFAPQdjCLGZlGhPMYelhbaVb6NaApXOI882/QiaVbSXEHa+G+5rPl5on7Jigxq+K4TngJzR\nL9lkGbuGAU0xkmHna/kLZhAsTOsIvm20MXwjaILNkmLawfS97TltkMUz4fjf3VnVNmDHvy0r\n6WOtUAey5etN+6NU+zDpQKNojGhoET4SmDrmBSoWTn/dEVTQVMb0HypRHBOtgloFZlSNSYQK\nQ7kwtXSyoKXADIdamo4wz8it0/DClIdGBkLD6BwtVnfJFVopyCyO+zYqxO+KTgI/B8gWAxLM\npUaEsr5VfDfMNqS+Q2AIr9AooXFFfU4jTgeb/kP7SXlMIEAQKp4HDTPn0VgZabQGPRsCgOuZ\nJo7/XTWdpt3Xf2uHAB077QLtKeSE98/AFZ85c5a2u6GthAjjg1RvwTzJN8T3hDYZ4Xvh+6QO\nZrVJfFsIZj3EfKSyprRiM5Ahb7QBtRbM5wyo+J5N0ObarGvMmSb0j0w4SAvfE3ibdtdMhjbz\n09IWeyY7l/7Fl41BH/5x6edlQEhfadIqdcDK09t+qyZY1QQarRdYdGb4aTEVHudFOktGP2lb\nd73u3cr5oiXhQ6ejhGy5FCKAWQRtC1oiiDwNusWLKUxZeY/ZTHQMNP5GMrgKwkUHBtk37SrH\n0fogWQ2NkeDjjjtOfdCIvZPt7PTCOvzL24gzUQKzp/lK4pM1aNAgdUi2joOOGvMP/mfpZ4Rk\nggXO6tV0mnSESLpzYL9eHSR59yZhhhoaHf4g8FgVMLujacT3jnpH/YQQQLKZZID5EE0QpkTa\nENwxisVmqgdOEAEICuVmwIzJDH8mLBqUDZcHtKhouqhjQ4YMSXyLGDBhdsTHEad2ZgZC6Km3\npiG2MkPa7hbneCbxmNbIzvXk17TUaJUpAxYcysDz8CymHOAe4E6/BbGlvaYdYWCFf5xpmglL\ngwmVCWWVnqlYudHaURYIMv0ibgBMMICMptulVqoDxZ6j7Y9JB1GVSGWOwo71GvlYo6iQo8zA\nSPKQjoI5kVE6s+RYPTdkVBalQa/qFuLjEcVcUdU1tU4sfmVRNAC1zrZt8+M9Smddt/JLQxaF\nAGjdFA1fFA1rxXtJB6PpRbsUxXynf+JPFIWkRekM9Jx0AgX5SAegx6VTi+JPFMUXK8ooNsqg\nQI+LtkjTi4lb98W3MLmebb4dIS9RiEmkjhQTK5eMZoud7nJMRvpROoAux8V8EqURj9IJRelo\no3RmUZxq9Zj4y0W+b0Q6Xf3OZXJIlE5Bn0k01VpW6cCTfK384CtavCidRpSORK8VLZamE18v\nvY5vUOIARSGkUToYPSadZpKXpQNv6VC1LKI5i+KYG8UVIIpWMIqpKEnfaRu0X+Kv0+WxJY6d\nYkk9sj/pbKNoabXeykzdLteICUsxtfRCYqNMJIkyESdJK1oPzY+0aRE/Pj0us4zTh7ts8/2Q\nvxCPLufsgPgraRqxUNiheMEFF0SZ6KDHuV5MaFGIQ3KeDSHhUUhVlEkfUQhDkla0M5Fyp4V6\nY9+uzODW8+SbfS6ZHa35iF9Vcjn9nmiYkn3xHYsyaEj2RfkQxS8yuT99owzkIm2PCdeLC0GU\nWZCR98K9hYDp9yfabUumv/ShMmmk7DPxXZGHWJK6XCsmyyj+dlFmmEcZFOl3LcRS8+SeaclT\nB0rdK51PK26LK5O2H7Xqb6lvMus116MyAq9KaOyoODLlW18cL5dKzMvkAxEGHsUOXlWejU7s\nBKvRiFe+Xz0JFp0KDQp1FYKTbchKlc6IDNfZH2SERl4cyaPMmutyKR2faKGiTEjQa8SfUBtU\nGmwInowm9ZpiBIsTMlrX62Q2VN0JFvfL04iTTmZ5RTFhJDiwLSZD/e45byKjdiVBhhedI51k\nWvJ0mpRL/Nf0fjLZIiFY2Q4ynW8nbZciWD3BgG9QwgxE0VT2JJu6XCsa4yjm56J50+ExGJCZ\nYko6xR83kr7Ud05fxWCu1PmiN6niIHWXwQqDpHICgZUJMF2+oew1EOlKz5S9hndJm1NM+SDm\nWCXc2WvYb+U6UKy8eY61FcHihclMosgoBwYu6mR9Rioto3TYOaOaVhYnWK33dupFsGTShQ4I\nIEbio9GwB+c7ofFMawGquXk5DVY1+eRNm6cRJ434cEQxO1TsnGT6t6ajXSgl5TpNu4ZOkw6f\nDhQNFlLvDtLu3cq/9SBYrfy85cqWJljl0nXSOZmZr5q6tDaQ5xfHee27xWTcMXA0k2D9PgVP\nhpt5hRl+9Q40mrcsns4RKIUAM1zxEyIuDrNLcbS2GFOlrqnlcb6TPKErannPnuSFT06l0Bik\nMUf1SveyWFvl0uXxEyS0h/QE6lBveeGHlTdkiV3jv45AJyHA7E/8uJgtzVJGYiZU3zZi1eGv\nhl+XS/0RqNrJ3YrEjAem+uJwSMwPxIK2WRr/dQSagQAz2XDghlwxbRvH3UaSq2Y8s9/TEXAE\nHIE0AkxmYJY0oSNw7BfNr07IYTKDD1DSSNVvu2oNFkVhqigzH5iyjRC9mRlsTEslECHTvm3a\nuibwf45AgxAgyCoRzsXkqDOnmNLtdbFB4PttHAFHoGUQQNPLrGn+XJqDQNUaLGLfEEiRNeiY\nAkw0aUR8TnTqKeETbDHJ5jyS37VTESBmDKM1VgZg9JaOntypmPhzOwKOgCPgCDQHgao1WCxO\nTGwbgqURoJFYIwhsmUBv+LsQ84Y/4n+4OAL1RkBmA6nqm2UpMF1jtmaBaRdHwBFwBBwBR6BZ\nCFStwSKAGlqCUtGv119/fbX12nIGzXowv29nIIBGVWaF6ppfOGBjInRy1Rnv3p/SEXAEHIFW\nRqBqgkW0XXywSolMS9dTFpG2VDo/7gj0FAGWfWChWJZ+WHLJJTUye6WZcD29p1/vCDgCjoAj\n4AjkQaBqgsWUT5bLYZmarKBNYOFals2YfPLJs6d93xGoGQLMYGWGoMSa0uUzJGKxrl1Wsxt4\nRo6AI+AIOAKOQA8QqNoHi0VA8cNi7T8c3CFVrPcky+Uo6SL+kCyZ0YMi+aWOQGUE8LuSZVN0\nvTJmtLo4Ao6AI+AIOAKthEDVBIvFITHJsMCtLHkR6OgQFrmVJS2UfJnjeys9qJeldyGAv1U5\nU3Xvelp/mnohIMua6KxTNO7t7NZAO4w2t5jg1kHco3pMOpKI/YFB9UwzzVTs1n7MEehoBKom\nWKAl64uFc889V6PBslq3LGERZGFN/WMVbxdHwBFwBNoBATTvt99+e5AFqou6PbTDM1BGWRg8\nzD777CWLyyxvWYMuXHLJJTUlkoTkefzxx8OHH35Y8t5+whHoVASqJliM+GTtJw3HwDIWCyyw\nQK/C7v333w9ffvmlPtNss81W8tk+++wzDWZJw9VOS6KUfKDUiZ9//ln97DgEmS4X9ZdRM6Nn\ntJcTTTRRKpfub+JfRVw1WVS5+5n4lY5ABQTefvvtwNIh88wzT7jxxhsD3z5hZtpZmPRxyCGH\nJI/AMkPPPvtskMXF9W/AgAFBFg7WsDpJIt9wBByBuiBQtZM7mitCNMiCznUpULMz3W+//XQk\nyGjwkUceKVmcXXbZRdNZoNWSCdvwhCzCm2AwSNbzKyXM4mPWHlgR1LNWsuGGG4ZVV121W9mx\nLM4pp5zSrWv9ouoQoPM+6qijwogRI6q7sEVSX3jhhVqSM888Uwn92Wef3SIl634x8EtcYYUV\nkr8VV1wx7L333uHOO+9UDRbtNt+IiyPgCNQfgao1WGbnz7OYa/2LX787sFgva9kxazIr+Byw\neHBvFzBgLasvvvii6DqTBJathyy++OLBwn1Um/+iiy4aNtlkk2ov8/TdQMBmDQ8bNiw88MAD\noZzGtxvZ1/USyOH555+v3zdaeL5zllU68MADA36mWWHW9D333BNwiUBzP8sss4Qddtih4Ls4\n8cQTVePbv39/XWQXzTYTMJhVjQnvtNNOU19VNMQsK7bddtsVaIdPPvlkzW+55ZZTX1aIEL5h\na6+9tpKjbJmq3WdiEuZQTHpoukzylI20H3zwgZpRIWv9+vULW2yxhWVR8Au2pLnlllt0gWEG\noSyhdvDBB4dlllmm4Fkoy2WXXRZeeumlwOLfK6+8ssa1S2dYClfIJG0QPsGYKFnEGFMvBNPF\nEWgJBORjqEoefvjhKGajuPvuu0chGlVd2yqJJTBl/Pzzz4sWRzrnKC8mSicfpREpmuaqq66K\nYhqMor2J0tgWTVPpoDRqUTqoSsmacl6WQUowAIvzzjuvaDmkQ41zzjmnppVV24umyXtQ1g6M\nH3/8cd7kJdMJKYwy07Xk+XY5IaslROpIq4uQFH3/fCvSydWluGKCjtK5R/H1rFn+MnDQckvn\nrXnKyhO6/69//avLPdZaa63Yp0+fOMccc8QNNtggCoHStEIICt6RmBqjLDIexVk+jj766JG6\nKE7gUTTCkbSyJmaUILhRCFPs27dvnGSSSeK9996b3E9IXhTiE8U0HieccMIo67tq+8K9ZUJR\nko4N2q8ff/wxOUZbwre62mqrJcfSG7LQbxTyommEZCWn8paNb5NnoNyy9myUuHNRVk1QLIQE\nJvmxIcul6X1kgfUoPm5RzK76XDyHmC+TtEIoo5DZKLPQFRMxX+p1W221VZKGjVK4CkFVjOed\nd94o5FHbazCQUEEF13fijrjyRN65S1SeQvtRq/5WXKTiUkstlQvakCtVKpEsQxIlkrt+CDQg\nNKxU8Oxf6pKW28xDsE499VR9RokM3qX8NLgyytRGphjBuuaaa6KYEKOs2RjF3KUNTprQiQ9E\n3HXXXaOMhqMsjB0l+n3kGhMZueo1MhqLRx99dBStoZ3S3+OOOy7SIWQFIpRuXPjAxKk1brzx\nxlFMBVFGkVFGldnLuuwbwZK1JuO0004bZUTYJY34dSg+Q4cO1d8swaqEARlyzfDhw6NoPyLv\nBNIufjBRTHxRlr0puOe3334bRVMSZYZqlMWc45AhQwoIGZ37XnvtpR2hmCx1+4033kjyyFOe\nJHELbLQLwQKqgw46SOvA/PPPX0A4agVjPQgW36VMyIl0RAjkDVIkjuAFxTYits8++xQc59ug\nMxcNSnIcIsAx6iHkx+ofeUIiZKZ1klZWuohiBYgyGzYZqEKwuF5maMcffvhB04qfmJIs0Xgl\n17JRimBBavjm7Y82gW9FNLuad/b58paNDgVyJW4BSTmsjUwTLPFpU9JD+2ciPq2RusGzGcES\nU6XiT76iIbek0dqT6667LjlWDFe+Dwa54mQf6fDoQMFEtJFKcNPkM8mogzacYI182SiC2oZg\nnX766XHuueeu+Dfy8VpvKw/Beu+993TESUOaFljwmGOOGc+XkTujuCzByjPaFfOiNjY2oqSh\nHzx4sN4GAgtxFXV3RJtmo2XuZ8JImgYrK+QnDunJYRvhkRaSJTM99b5pEpYk/n/27i7Woq2q\nD/i2L7402hgTY5qY+6CgYuwDKq0JcPEWjYaYKBII8lELeqPl6yq06QX0ypcg9yIYIwW10CJg\nFUMDUnKl5V4L0pAW+RBTQxsaTdDoi0aaxrfV8Rs49pl7nbX3Xvvsfc7e55w5knPW2mvNNdec\nY60155jj4z+anRKwXvziFw8mFu0Lp/6mxJCCobY9/PDDWWcrYM3hgcralal7WOFa8VvFhwlm\neb85q+xwjE9B0CBuxUwoJASiue1Z3vAEdq6TgIVdBBa8p0GJAIWDcvDQApYJ3TdMUG+p3hML\nnyLvo29yvPqledJfi4Ei77N3OMzbdSi1V8pZ3IzJWOrc+973vjxFwPIdjIUDQkgEkKxcvk7A\nUt/4T5sIaK9+9atTGKmKfFdz2uZdVMd4LPRcaNtaASvMpkPAQgxf/OIX6za5DSf7vFcJWPfc\nc0/+fvDBB1fKuY4w2i7qpviqHIGY4Oh5mUA9V8+JwHXbqQtYZ2/AtRKwzpp9fffmCFg0JuFo\nPYRD/2AgKQpn7hS8rMrGAtbc1W4JWEwJVnIGi7/8y78cPvOZz2TdBv4aJNybxjD8OAZtQnME\nrHaFV21X15wVXitg/cEf/EEOhBHcUNXk1srbSjv8UvJ8CVhzeaCSdmVqIouggqx7LGDNXWW7\neGwi3KU9efM1/0xGAaA7mBAM5pdNuwhY4dMzfPaznx3+TwiZ68iErMx44ltXftfjNC6Pfexj\n811otRe71jNV3nuL54cyEZbmxQKGkFN/z3rWs7L9Y0FCmz72sY+l1pjGxHcfmFJZ9hd+4ReW\nTfY+00q1FBkGsty///f/vj2c+zRaBByaWUTAojEeEw03gbCldQLWXXfdlWNK+DQNEXyQgi8z\nXATvrIxj6prbto985CPZzrGZUh1PecpTVgSs8LcaaJDHZHzT1xKwaPcJbcZYmvr2z6LVYrBo\niq/O0f6XMBk4XMPzn//81IbXdbd52wWss6d/TAFrdhRhNDfDe0XecF6MCSDe7ZtN4WuwiIl/\nEX5ny45yqhSZE+ry5bHa4WQZq91FfPh1KLexqs8tvLCWYkBPx8y///f/fjrHckCN1evida97\n3SJWslk0BqFFTAiLUPMvQsBqL9+4H4JGhmJ/6lOfWghHR+oSls4hNFZ/G6+vkzG4Lb7hG74h\nHf7rGFDZEMIWEnuPaVceaJP0StoT5uZxdYvQJKZjbvhlLML8sTyv7L333pvtwLd1tGt72npi\nYl+EBm8B1FRQh/ch/GIyipaDb6yW2+JH24/BNCM5OVWvA18N36Iswxn9Mij8ixZh1sl3hVNy\nCB75znrXTo3CbJZNEvnK0bz+QgjK4yFILEJgzH3jHGgDwRPAlWMRlM78YRad7NYYrDQEoSwX\n/krnyvvuEUiSIqCgY/KNzCV1eucBf3JkDxN8ZtkI01s+j7aeuW2rclNApeEr1laZmIg1drUn\nvB8tgblxDF/U2/5xdH/84x/fFp/E7nrVq16VY4NxVCCOIAHPCtC1cbRT58CxOXA+XGaiRbHq\nXYRz5+IDH/jA8myBjYY2aHnspu2ACpAGKJzac7Ay0Mh5B6xvikzC/oStE0JExoi6LLgH0UMt\nmbhbIgy5H4GmJVAIuyYxNtCGL0imkrkjoppAKRAMRdmYLHYhggWhT/9hXREyRVGJhApTyUpV\nu/JA5JA+rxNWKmo1zJwr9/GjMNjwed17uGt76iYWFIQ6k3E4Ji/CXLoQ3RgavQVhJUy2CzAV\nhLvx5FF1XPXWpAJWw/sHn+2qybshokvUWGiB+HeujTS76rbV/QhIItfuvvvujOqr47UF0yIq\n0jcvGlVUYWivMsLw2c9+9jLCMMx6eQkhfBPVN16LnLZs+GHlz3C5aA8ffN8C7aMf/eginM9z\nkVIQKHPbVtGhFptjgh3WEuw6C1J8scgrCn+02s0tYGrlLEaNJS0ZJ6eEtLaM/fAxXYR2P4Ux\ni1ff4yte8Yp8dp4VQa1T58AxOXD2BWxohUGGcBUmgMX999+fYcPAOL3EViI3lQgpocpOrZTJ\nIhylczJdN5nvu9oNM8iiVrUX4Wm7EnZ9rfBMup5TOI5faIVHwDLoCVXHB7kmCdxTtC8PxnXW\n6nmuBmB8/a7tqesJVIQreGdAKGk5TDQmXZoa4eZhOklBq6459pb2Q2g/AeFYZILFn5pcwyx5\nrKZM3re0V7Qe2jj+e85znpPXhdkwtxZKYZ7L597CN/zO7/xOnh9/c+ObEh4Inu7r22kJLASi\nJb5Moh2ilUPeY98Emts2ixRwETR8bR/C7Ld46KGHsq76F35suRCjOWuJVrOliLbMn6U1rHM0\nsL71H/uxH6tDk1uLUe+7+agoXCcWz3ve8/JnRD3W4b7tHDgaB2YJWO9617tSWwDbxMrU6o6w\nQS170xM7l5mQFkpfmftoXKaoXe0axEzA1Na1Qtu22g3/i1Sxj9XbTEDAM2lqEO3EWBvm+HiV\nXCs82hbCm0GJYOD5hW+SS2YR7RcNGvOn1Tyz3ToBa18ejBs0d5U9vq5+X6Q9Jk3gkwFBsVZY\n+Tf/5t8swhenbrPcEkIjQjRXz9KwEHJ9Jy15J0xAVv+0Ct4p7bQCR7QNBLwIfEhzvOc4hyKQ\nIYVA5uS5gg1tjnvR0sFsIky2RHMZEavtocQ2Al5ZQkadpN113Htazy18dFL7WWVgLhH0fVdw\nmZiHTdQtAcNUj0lSe2ibJJk3ma7TdLbXr9sPv8bUPtOerNPiMq+Z/GkBP/3pT6fww1zIVKxd\nEVW8CF+fFDbcp4SVdfck3IRzeZoWPWcmWjwn6PiePCt4TpdN+oSPxgF9Qbu0DcA0RHjPjdBJ\nsLL4HI9DFt00ywRVcwXwVkJXzRNl7iRAWbAQvB544IGsGx4W857x1XuxiWj9mOstJpijtQ0/\nw8cr+9W1V5u4189dGQdiRbKRRGVEYzLUty0Yk1BGvMTg3B6+Fvtzndx1BhZRDESJrSQsOCaV\nZR/HTu6cszmjhoC0LGMHrgseljNrObnHgLJSLla5WW7sEFth8CJxUKjFEyennN4d4+Asqqai\nCD/5yU/m8xH23JLwZ20ZO623ZVon9zou8lCEUwygKxGMYyf3uTxQL+dVEamoxcFqndz1UQQV\nvK0QULNs/YMnpC+uLdJG2DtFu7SnrglBNOvF912ootC24SVxZn7MYx6TARThN5XOzfoRQsnw\n1re+NbGBhNs757gIvU3EAVw5Tr4gPrynro/Jb3lZTHRZpt4hJ+bgEHneYQJdgV8IoSvrCj+Z\nZf12OFh7TnCQwsydZbQLbp5xZE40qHrCzJjXinx1PX7BXLPPmXn8fblmDgVwcNYRgJcbi9d3\nGAJJhv77fn1X7h8ar4Rf8Y2EH2BGsVVl7ftcx2obGqTkgzr8ib6r8aDKVD/rd21hb811cg8h\nri47txWYI1gmhJwV/K05bVOZSGb8137vmHcjfBFXnNyVM2YKBvAO+HY5spdDfQu/whE7BLZ8\n34svnNs9/5bW8fVzn/vcwKm+rrX1/vl+bzt1J/ezN+CYTu5UvhupQnkrSqwt7GP18V832kXA\n0jdRPD5eg0VF9zk+FrBiVZrlYFzFKj6jiwfCHAAAQABJREFUeEJlnROU60W9oHUCFtwqETjw\nZsJ8MMQKOnGwRNWYkGvChI2lPoOpgcvAFyvvnARKwHIfoIYAC2PlP4gGDE1khmsTGFuhRNmW\npgQsWFzu6S9WnMviYwFrLg9U0A6c6wQs5Sqc3XML7U7iCYW2JdsSGgBFlhTagIRpIDyEj8uw\nS3uqktBOZd1jAbjOT213iVY0keIjCIyiwv/xbELDMYRmJCP+CDEm9U1CRStgqS+c/7P+0J5V\n9cNYwJqLQwR4U1vbSS+0oPlOE7wKkkB7CbclvIQvTF4Ht8z1wu5dF9qJrXhQJWAJ/9dOgrU+\n1jMPLeGyX1e1Y0HpG6j+XvS+xlMQMPtSmM43vhMXqX9u2yzmCMxT5DueOgfrzntgrBqTdxs2\noPuPF1HjslO/vRvwt2CGdfoSB7qAdfYmnLSAZZLyYZiwxhS2+QzTHR8/9d+7ClgGdDwItfZK\n18YClkFvzmp3nYClcojJYBqsEN3TH0HKIFJkkLdyrDLhtzWYTE3YrYA1XuFZuc5Z4U0JWO4N\nS0cd7QQxFrDm8kB9cwUsZeeusr2ncHjwjTZol/a4DxLS7nqD9lzaBS+JgIWP7WRNqHJPUAGI\nwEITUMKSSW0djQUsExZBnUYT9AcaC1hzcYhoEAlSBb2gzbQpJbgWKniYnbP9BHlUAhZgSoKV\nvvmbgwdVAlaF9JeAFebCrGMKZDdveov+XYaAdQj20cp5zqAdWrLYc7zFGGvP77Nv0esbgIPV\n6Usc6ALW2ZvQBawzXlzJ3iYB6xANmLPaNXlOrfTq/iYyuEWbBg1lrKppvjaRj81Ea9K+KprD\ng7YtrQarPT7en7PKxg+Carsa3qU9NH0mg8gdN7791t9z8JIIWF/7tV+7UpfVt3uGL1YeLwGr\ntJUElXU0FrCUYyqEfyTDAs3nWMDaBYdI2fAjzNvDAdNOQjhtG2EUMRcxmRWVgKVfTFPOuY5J\naEzh05PnymRWAlZAwmTRErDgOqkDT247naqAZSEA34/mnOafIM8NwHO7LMH4qgQsWrZC5z+V\n98/3xVoypk0ClvFAhhImcxkujC3tWDmua+5vz8E3KouAbxpNHZtb36HKHVPAmgXTEB9HOpyG\nRsTukjjfgnAYH1eAs+htJZFJMIn2IY6eFR69rh5l5twncp4t/F0lHYIHU+0F67CNQrO3kkRX\n+V3aE0JJ3iIG1I234vwtwgr0RQjL6fQrCEB0kzrKERd+0phElk1RG6k2dX7uMbAWnJk5WMNA\nCoFu5dIWh2jlRPzgINzipAnr5wAfwm3ClMBY4igOtkLgSwzOCc+wLvABZhxHes7hnJ05vnN8\nLqrI2RCC61Bu8bGl0Pq1P/v+CXIAJIzgAFHnIYxnoA9sKsEcAimuM/mmYfFdFpbcRXgTvm4Z\nNDEHb853aiwILX/O5+394LeJnPVtXoRCa57jQUESiVwXCGSMaI+Fifgi1V/ba2YLWKKh/I3J\ngzXgjimkz/Gh/rtz4FpwwOKAUBCalAU4kvCBO9fu0BotInfigiATJt298ZLO3WB04CLfU/hD\nLcIcnZObCLKWdsEhCo1vRr2ZMAHVhjN7ViUiVbQfLLBYMaeg2d6j3Y9gg/wJ3wjUBUE5/Arz\n2FXhQbXt6fuXx4FIVZUwC9ugFi6vBb3mMQcIV75jY5oxS3QwWAvfYwREpeAlgvM1r3nNAhbc\nrmShRZAKTXaOhcbMqWO71nvdy28VsGCSkJI7dQ7cFg7QlIDFIAjQyliN04AV0dxaodG4FO7O\nvnhJVfcht7RQ4buWILlh7lypWti+sHg4RFa1RXCIrNThRIUPWx6OYJYclAHM0k4UijkBCw9o\nymjk4OQV0SKiMBHktjCXjCcAK2nFQB6AJrkqPKhsSP/XOXALOQDKgnAFPoNmqdWUE7QiIju1\nTQSvyCe5+Iqv+IqduGTBiYyLsPDQ1LE8cYv+bRWwrOQhAXfqHLhNHIApBTcMRg9TH8wfGhfC\nAVU6TCQ4VcqhcNhPgYGwwZwG+wrWVQEphk/VUdjHpMFEOdY+0y4QuuAQMR9/93d/d2JnMSlO\n4RARiAhWBM3C/zIwR1BFCl0EsnbQLhMo4Y3JEeaVusM5Pk3fzK+RxDjruko8qKM8hH7TG80B\n2HcR7LMIB/7UdltMEFIqjZBFi4UOjbeFW/gvJt4XzTeCi2axAz+OZtf3Qts0JgKLe9EMhU/j\n7CwJFkEEJ5pF33v7ndY9mONpvMO/MV1+2swZTKLaB43ffeGPcYsoesMb3pDmYL8B6hLkmBy1\nsz0G28zYcqtomyOZUHWYLeAGRPG02Evbrj3V85ft5D6n39uc3OfUcZPKzHVyv8o+c5YXyQb6\nIQaF5R94Eg7wzhftEq04hXdUTu4FOzF2ct8UfRUDb7YNDtYUiSqEzaUPLQ4WR9g5OETqBBni\n+hh4V24BpsVxzrItqTs0YXkOv4piolnBg4oBdwghrE7nNgbovE5kIuKAq48cc92rO7kPGR3r\nuXb6kiO192NTQNAh+CSaNgBqV6qag31XUeMSWnt/wZnE4izrEfUcAk/Cl8D1C3+1LCMavSVB\nOyF8JYSPb1YEe2iDh/B5O4dD5rrWyV00tPtWhHJb77Z9sCuuhX8WGv3E1/Pbd++7RPDiCqcO\nLhlIFlHu42OXlWh+Wx+O6eS+FQdLFvSQeofIY5cvgdBvgIIifioEfFsHT+18F7BO7YmsAo2e\nWutiBZgTPAgCguAmUvYQeEklYG2616HOmaj3wSHa1A6TnsXEmMC/GEcM1iIQN1EJWJFvblOx\nW3XuVKMIj/EQriqKcCxgzcW+KwEL4C5cN4KGeXUuFh2ehrY3has2mjgsS/n9wIsbUytgVbkw\nE46LbfwdeWYTgw9wc2EwuqCELpHJRZH5ItsSflh1aJg6tjx5hTvHFLDOHEtipJsiSZ0DuybV\nfvFRZ+oKSX6pPANTKdWOIa0uIuQzc1BN1dGPdQ5cZw4wi4nCYwbcltakohWvkyqcr5ZUSMwT\nh47U4+w6jgb0LjA1yFmIpwHHkEl6r/M70tt++zggGIZ5W8LqlqREQhJQt8T/yTWiZs2rfKFC\ncEkfxjaQhl+n8cN5JEL5oUhNxCWhUlA5ztxe/k5+r6Nqh+97THxMuT/4CyVK/pVPpu/SeMYE\n2JoVpfVSV+XrHNfZf59xYKsP1lnRRSY95avhj2+KsO0wOaT9lU8HyIYwf6SNllBWfhhtHX2/\nc6BzoHMAB0w08hnybQtTbE4e8jd26hy4DhwA0eJP3kpBLnyoQnu9hCUgPLUUqYPan+nHaUHD\nx3ksrIS2bAl/FJaiTLLN57El11qgyHm7ifhJIvVwZm9JXlmKEyTSUB/KwV1fvu7rvu4c5I3I\nQ36phL5QRB18Uda277rv7yRg6SyHuYoQ8nKFrTj/RFaJCiJwGTRJwxWGfd2Z1NvfOdA5cDkc\nEKEoSlNUI024MQV2TqfOgVPkQKvhFbhC8zMX+47jd0tzsehKAApg3/by3C9H+nMnmgOFp0gI\nHFMrnIUpPxc9VcZ9Rf1OkcUR4aoLWFPcOTu2s4AFMI4QJYrAXwFdUiEaJP2NI5bObtf3Ogc6\nBzoHVjnA1YCLASBKkVU0ArcZqHiVO/3XVXOA2Q++m2i4mt/Cj2cBTFMkXhFTGeEKzAj8pzKj\nve9978siNEKbaC4WHS0VEsE8pi984QvjQ+d+m5MtXCKPa2rYRDnOIeZI/Zsi2HU0akyIndZz\nYGfuRBRFvkheLg/KH2Cyj3/84ynNrr9VP9M50DnQOTDNgYg8yhB2q2ZagfIbmS7dj3YOXB4H\nCA2R8mdFuGBeQyVw2d8X+47ggwrKJX/EP7AONEcF1Eo4Ckf2LEdjVBSO8mmmq9/rtrRu73jH\nO9IECGKF6W9M8OpASLSkfeBmIkK4Pbz4wz/8w5zvS/BbOdl/rHBgZw1W+WBRb37wgx9McyBn\nPPgZHIE5+NFswcro1DnQOdA5MJcD8MNgBN1///05jkCNj8TScy/v5ToHDsIBmQqY837qp35q\nAa+N1orwIRiE60sRAYNbzEWx73bBovu1X/u1xMYKiIbUrvF3fslLXpJO8tWeTdvHP/7xOVfD\n2Pr2b//2hfRFBCjO9REdnZhVNGSRJD5TWqkrErwvIhIwTfcWPMoT/uB58c2aSgG2qQ238lxI\nxHuTEE7YNZXUMxi5d52XWUGHabhM7l6s7lPEwbpYTw5z1VXCNBymxYepBSQDbCFjSKTuSKyd\nDtNwnreh6Rs6DtaX+HIZMA2wo+BOeQ/92Y88misPwjOAVxVO5FkmNF9DaF8zEbrk5oWZVTAN\nETW7cr0fu2DRRR6/xKPSnvCDTngTeFPbYBram0rGbP6DvVV9Az8Bsw4mV4vt57owQWZ591M+\nIoKHULKcS3o9Bckwdaxty1XtHxOm4ct0Mhi3M4mQkHsIWqs/fhNs1CRiasixWnHnG1ziBVCp\nhaDOcRC8rGb8v//3/zJgYJ0T4WXd91TrDSC9jEapiJdTbedVtUtoNp+OKYiDq2rDse7D38UY\nwu0AMrT0GyGApwZh7Ch8rDYe+75MN5yeaVVuO5mLaFhAG7RwB/vyxdTI14jJEKzIOuJr9bnP\nfS7LXBSehYkuMK4ygo/GrHWmH99Xm3wHm+YO/DC/VUDauI6//du/TRQAwWmiG8t/bFyufvsm\n3Zdf1nV75/TV98IxfxPPqq/btt43Lg007NtoZxOhSqnwRR+IOhBOyi8LzL7cZFJzrHuo2xrT\nz3cOdA50DpikOArz7WTOuMkUYI4pSDL3dDotDhBy5MrcRgSw1jdrW/mp84VFN3VufOyOO+4Y\nH9r5N9P7GDZiUyW+ybnO8ZvquW3ndhawDAiiCL0QbMjsz6IhOnUOdA50DhyKAzSZ/E7QBZXs\nh2rKpdXDWZhPDC1CgUte2s16xZ0DnQNXzoGdBSzhqKTZ3/3d300097e+9a2ZvJVjIA0WZ7oC\nKrvy3vQbXnsOmEzXqceZEbdFl7kWKjniMO13LQAij+Yicv5lyPK6d5T6l7ofQVveZLIUjcM8\nILjj2KC62/rGBCEZbUt4A5F5HS/G/Guv3bQvAgte3hyU6U31bDoHIBEOUUtMZpxvaRSugphx\ngS0zHzE/7EIiwMIXZuG5/fqv//rtS4K7C7N62c6B68qBmNAuTHKMcW5/0YtelMlkY8BO57l/\n/I//8YXrvIoLu5P7VXB5t3vIsSWRMGfLdfTiF7946ZgZ39vkvkSqRRIct8mJQ/Oa14ydVau8\nbQgVy3rl31xHki9XG974xjeuK3bh47s6uW/rm7xn1d7xlgOv/GKcyVsa8689t2nf9x/mhE1F\ndjo35eReSabHfYnF3yDhbAi/O91jTmF51jgCF/32b/928jSAlevQrG34hGQbtT3gbmZdMy7U\nndzPOHIZTu5ntV/PvTYX4fXsweFafUwn9501WDEoLIkDrrBVuQlB57/zne9cfOhDH8rQ1WWh\nvtM5sIUDfPnkxIIrQ0O6jfj7rXM63aS9oI0CI9KCBa67l3oimWs6R04FQ/zGb/zGukuPcnxu\n3+68887FM5/5zGwjLRMtkICUV7ziFZnzLBLCHqX9F72p9pYGTpANrZvUI/xChZ/fcQB/lWqb\nOot3dewiWznlBAVFtGTPwXgRBvZrOgeuCQcuJGDxyufk/uCDD6apkC8BCu3D4md/9mcXovQ6\ndQ7M4YBoSn4o//2///cEmISKvI0ISd61XQlujQTDcwjmC39D5X/kR37k3CUELAjkBUB4rsAV\nH5jbN864UtK0FBro5KfI2te//vVbI4raa4+9TzAfJ+DmGP+0pz0tBUeYPYci5uB96dWvfnWa\nBAUDAZhkpu3UOdA5cDM5sLOAxefKgCxsk6O7cGoAgYQq/hydOgfmcoCgTlj6vd/7vUwg7t3a\nFi48t+6pcnyrCHDPeMYzUjiaKlPHTNL8a6RwGQtYn/3sZxOAUNb5KQHrz//8zxNeQOJUyOR8\nwAiRQnuLwtSUYdSAe/WbgAmtWTLWJz7xiVUsE8Jy9gZ6CBZFnk++aCZoQIClvRn3LUyC6SRe\n1/HzQZ/4xCdSU1XXOYbnUtPo1w/+4A+mjxoe8Q/iK9TSnL615Ws/zGkZLYcH3/Vd31WHsz3v\nfve7M8ms8QOf+CbtQxV5yE+rJZrSX/7lX05NKV87mvcf//EfX/GzA6T49re/PcEUgUvSiHke\nnmUYLfI5SaPiunWEx1N9woOXv/zlC/kXaQ3f+973ZsAQ0GYRXawB7Tuyrv5+vHOgc+CacGBX\nS2eo5IcYfIeYeIZw8tz18pMo332wjv8Y+KHEZJI+LHydAkV4CMFhY8PKBysmsI3l6uTYh2ib\nn5LrygfLvSJCduDTFRNgVZnbl770pUOYnoaHH34429/6YIWwOIRJcQg8niGEhSEm5yEWIlnu\nTW9607Ke7/iO7xj4KoUjeJaPzAd5DT/GmOCH8sHi4xhDSX5ztpFAfQno+8hHPnIJNjnu2/i6\n0LZlPepor9OgT37yk0OYRBO8ELhnBKtkm/kzKV80t29jH6zQjGX9T3nKUwb+MkX8mUK4G9wn\nBMsh0KXzfsAbW9rkgwWgdkw/8zM/k/WEiXd5KoTlBIsEqhg5D/N+X/mVXzl89Vd/9RCaymW5\nAoWMbBRZh+cf6NnLdzXMy7kfWvthygdrXZ8ix2KCNAJqDFP4EAJa8oSPoPE0hPC8X1gAlm3Z\ntNN9sM64032wznhRe90HqzgxDMf0wTobPc/ac+P3uoB13EdsQDTJmbxN5j6AOUjuJWCZqH/i\nJ35i8i/SNy07t6+AFT482cbQIC3rtBNge0OkiRgIHPrQClhhWhxCO7QiLBrsTOxhnlvWQ8By\nrXoImygiHFPICs3KOQELWjNH9aJ77rknrw8tSB5aJ2DVdeXkTvBz34j2HTiK4z+UZn+R9qOq\nH8KfMsspWzS3b62AFZqzFCR++Id/eAUlWnsIL6HNGgIEsG4xhFYw79uiXm8SsAhm4ReVf6EN\nzWAbQltoBZd12iHoEuQIN0UBnDhEnrd8nt5BVAJWRJAmvyMlyRBavDxHCA1tZu77Nxaw1vUp\n8LyWvPyt3/qtfLb47R0u0sfQvA0BILkUmuvc1LYLWGdc6QLWGS9qrwtYxYnjClg7mwhjwO3U\nOXBhDsD8kU+LqYvDNUBJoHfjkPtNN3DNOmd2YfqHMrPwa2K6YSYsvyWO+MxGfHym2sxZnOm8\nhXcILUnm/hqbE0PASJ9F5ZG28y371Kc+da77d999d5rx6kRoRBYcvJkxN1FdV9ATfN4QMxaT\nIPMUAjMRE1Xu+/f0pz99wRmbK0DRLn1zDT81QQuQ2H/lV35l5ZnJX8pMB0evRd+GB+U+zjMf\nb6OHHnpoWS8ToP55N5j67AvEYSoUfPOCF7wgTatVp0CJe++9N819zremyec85zlLfs+FYJjq\nE/6F8Ju39C4xATO9AmP2nMGGaAdfrMq96L3o1DnQOXD9OdAFrOv/DK9ND0SthSYjfU84kROy\nQquwc/s/9rGPXcjJfecbxQWEwde97nXpS0UIITRANOa/wwl+THwSCS0BBZF+WqHVyImUgBMm\nqZXifI5KuKoTBLMSguqYbWF51bES4KbKVpmp6/hY6UPAA6Rw84EPfGAR2sRsGww7ffJskGfT\nCli79I3gwI/LM3/Uox61FIKy4viHL4QKEX9vfvOb63BuZYcogXDlxMQPyXhbJ3c+b3zWCE7O\nweuDV4bCHHeuhvLX4mPVCli7oFxXpeM+xRo6fbb+7M/+bEFowgtEYIPczuE9TM2ZYJf/VZgl\nM/qx6uvbzoHOgevNgb93vZvfW39dOCACizaDNihMSIvwEcpcaqfefgIWTQuHZBMmwUnk2joK\n/6nURNFwvetd70ogUhkP9HlMU3kG10WVjcuuKzfnHm2Z0sKFuSr75/kUje+xS98IfoJfwq8q\nhTnCR0uEUIKU3GAAQts/ju6EvYsQIZjwwjFdjtQwlaRwrK6pPGSlnSrhp+55kZyH4z7RdBKu\n1AWSoe3Tq171qtSq0e65TvQmXoUPXOZ0rXb0bedA58D15cClaLCgbTOLdOocwAGCCZMLnDRa\nBCaTqcnuFLn1Ld/yLYkM/573vCfzjTE3rROwRPcxqzEtEsjaqFp9J2SeGhXaemnCJJwtak2G\nu/ZNUlhReDRDMPJEYn70ox9darJo5CRzjoCBcznOCLT7msmYWwlNUOW1BdGqjSn8sPKQNu5L\nbZ8icCDfd+0Q/Unwa/vEVM5ELvsF+vSnP70IH8NF+GjlQoSQ2alzoHPgenPgoBqs3//930+z\nQDuxXG/29NbvywHCFT8g2g+TGJPN2FS27z0uej1hguagFSSm6qLF4h/Dj4iAWELJuCyfGpP6\nGLLk85//fJqpxlqS8fXH+E0YlNAWbAQKFPTc4k04eOe+f7v2rUyfcLdAEwDWfMMb3rCsr8yQ\nsKBa4jtF+Kb1uyhFwMTi/e9/f/r2eeeYdAk4//bf/tsU9tt6C3cNH9bRF77whTQ38u3a9K6U\nkBaBC7mgoB3TDhqqtk94SSN5//33L2/J5Mz/DBFm1xH/LaZPaXpOmQjsBGhwFfwWW1PzIdoN\nLuSv//qvU7vsPiAw8BUR0CNgIwVcvoaXRWBmPIsI0risW/R6rzkH9tZgGYRh7PCjKMBRudlO\nmWgS+Gocc8LTBsIH9OmbTIRugolJjnkNz6fyCZZ2Z+pc8ae0LK95zWtWnMjrfG2hbfOhoSUw\nKVadZQ4zOTlmwoVlZQLgC4S8F8i96jrmpgj9XwDiBKRbxw3wyKTnGBwrWgr9pTXRZ3W/8pWv\nTO2VAdnEoIxJQPuqrqwo/nkfvBcmJCa6cZurXLWTY7c6xuXGv6s8vC0EQJVGx32KR4Qiz4d/\n1lve8pa8v7bs2zcBAsyl6mUG82z4gv3iL/7iIiIw09eLNoevFMd9pkMO6cUbbUB4Vsfqu4FJ\nxbyItJ0wA4Ff//k4lSASkXxpOhQAoW6BFe94xzsWNJNMipzO1V3l6x1Rb0RspmbJfkSpLl77\n2tcuAlZjWda9XGuiR4IwPDsZBwiW4z5ZgPJnUw+BjbApT+TP//zP57vBnFz9pAkjJNCMIn2j\nQYWdJgjAszsl8qz4LBKm67lpn3YSmu+7777kdbV53L86vm0LB87zlmWhzM/Mq94tvnTqRUz1\ntXjYVueu5wl0xgaCMveHUyJji29+bOY/pTZeVVtqbjGm17ixz73xturcWk98BBeieLmG0EwM\nsUrLEGSh0bBjYnBZCce+UOWXfBGYhhjAsp3BrKNshX/HwLzTvcOcMUQk2k7XHKt/dd8QAIYw\nFSUMQx2b2obgsbVMoHLnuxYv9cat3HDuEea9IQbiJb/CoTuvi1V1HsP/0DrkMbn4XBPO1fnb\nvdp2Fo5UCCXL4+Hjk2VjMlkeCwfyxHOKgS3PwVkK4W0IoSt/g5FQr5D8SEq9vK7uFdqyhHQI\n4W0IwW0IDUhep94qYxuanjwewmYeH/dtfF2VH/MOFpR2wGmCsQViwu8QfgbnYmJc3ndu39QD\nkqJtLwgIdTkXg1yeA80BcgNkQbUrtGnZ5/baEKyG8GUaKvTcOXyqa2prDAK7APoBTl9bh/0Q\nqBP3qsqD2wghZ6VcAIBmvSAY6noQE67xTN3DfkQM5j3sg3bwPYegt2xTPX/np/okVyI4C+fb\nP2NT3dcWb2LyXh6r56ovMWEsj7fXHHMfvpf+gM6IyMwBZp33H9ad4+aItn3j/rXnNu2HELfk\nW/i2DbGQG+QHLf64f5int44pm+6x7Zx3Wp8CvHalT9uuu4rzoEXqO7uK+53yPcxBxo9d59t1\nfYpFaY4xc8QUq4zZpOJQ6S8TlXq5DMi2gPyuCxnEQro/anM99Fgl79QGE0eYGgbX3jSag4N1\nGX0O808CUHqHQ6NxsFsATQWeelEyGFzFczaIENxDG3CuqbCjwofo3PF9+zau0EQQppYcQ2Jl\nOD6dSagNkBZFhyBjVfjSza7KZO39eNzjHpf80P9xOyUQV8ZfaAJzctvUp7o5odGiyfMmgLY4\nW8qMjxWA7Nve9rZZeFl1n6vYEoSB7MKfG/PH/eG7ETw9y6Jx/+r4nG0EUSx5HmboxFMLk28e\nC/iOOVXsVSa0wXkvwvapUS1GTq1dx2gPucU7t+t8u66toXWeLWDNMhHyx4Dxwo+GCp5aVqoI\njquwfaivK2w8BphOazjAv0ToO5+XixCMJJFRnMSZWC5CzFlMQ7HSX6ZZuUg9m67hCB4TxkoR\nZhwOvzGgrhzf9OMq2iptCagCZhqO+PjSRnttat+mc9fle/A8wCjwvYIFVcQx27s25dB/6L4x\nTYbWrG596duL+ojyxfsX/+JfpOP8mAfMn6j8C9s+bUovJBgohNyFqMIY0JepeOBlMV+2x8bp\necCceHeZqpkVAwF/BVNMe5ggmROZL31PfM1EjFYQEnOeMYnZtIjPoPE+BMqE8Kjj/CeZKOGU\nMbGOiS+SP99PCFLj02kC5cQv/ZLzZUZktq70QzU2buKZil2rnUhbmOHxo6I/mf9FKjPp618s\nVi6UJonZEeYc8n3gN5+8WOxeGVRM3rz/u54cWCel1XGrPauOeElTnU91XsjTytSKwSr0utCx\nNFjQvL/zO78z2XQRDVbgP+WKicniosR8Fm9qolBftI5t18WknPdwn/bPOxQT+cA8MqYpDdYY\nnXx8zSF/uxfzjxU400JLIWwMUqC0NHWsPb/v/lVpsLSzTK/MltDyQ3hP82D4kK0g0u/bp4te\nTxtySA3Wru0oDRatl2848juuVMEE5j2H/h6CeqLxV4E56YUi0vFcKh7vY6WSatPzlAaLNoim\njFabCdL9ZQdotZ6+KeWcCyF6CH+kNJFC9w/fwGwi86M+tdeV+S0EpepGbu+6666BqXwThQCX\nZk2I/Mz+62iqz9IPoTk8456iT/rmnmWera1xBv+Ybs1hIVRnP3dNkxTKg2xT+PPlvXwjAcI7\n4CFNnft3DVay6GT/HVODtdVEyHzgJZIrS3qOWMUMVMFFXcAqTmzf7itgmWgigCAnP2rKi9BV\nCljyVkoz44+fgokpVpspxBhgW5oSsKSqkf4kwvvbope2b6Csd73So7gZwWtsupk6dsiGXaWA\nxUwob184ew9y40UUZKas8UxOgU5FwOIThzfMpmUCIwyUD1loiYZwXl8RsAhcc1In4fOUuWx8\nrAQsKXUCiT8fj7bI3+jd5RdYRHhyjF9sEaEnkOOH0IanWbjS/ai3SPokY5U/fl7I+xjBGQNf\nxU0U1o4hHM3zvu5NIHvRi140GHemFuHj/ql7Ls8iECPvY+HJd1K73dMfX7oipm6LuxIqHTev\nzU2T9HDkHNXO5z//+VVlmqstQNyrC1hLtpzkzkkLWDjmBQ7zSfr/eKECOTknS74DXcCa/07t\nK2C5k/xlnkGbc29+C4Yc6FxvYL0sKg3W1ATNUdr9H3jggZXbTwlYKwWu6AchQ/usgH2YaGoS\nmDp2yCZepYB1yHZfRl2nJGBVjsaIDszE4AQd70tppscCFoFnaoFA8yQAoqWpd2p8rAQsQksr\nsHAo1w4LGSS/I8uD93hMYc7Mspy0CY3GpRe+8IVZjEBlEVTO6upFciiq36JnG/F1odWTwJxg\n4zp/NHH41tK4f87N5VkrYJWG884778x7CdD4yEc+ktor9w4TaHvb3I/I9yxbAmjloZQftCUa\nXsLl2G+Xz6a6u4DVcuv09o8pYM3ywYqPNH003vSmN2W4slQUMUHmX9m8Y4JMH5t44TrtwIFt\nvgZVlbDxiJBZ+h3gPx+JMcI3WATYM/wT5DgTTi4FxxQJU+dTwF9E2DhU6fKdCAEs/TZg+sAQ\nasl1/PL4N+xKlZqEn1YR37QYkNOvT+g+BGy+D3yDQoBPbLVYCWdx/QIhAH8mNAOZZoRvCr/A\nIuHbIcilrxqfQaHbUpGMcxRO+acI2Q/tWvq/aMMjH/nIFT+Ydb4x5TtSbejbm8kBGGchNCQ0\nDR8171cICYsQUCY77LtSZk7qpMkK1hwcY7EVmGrBcYB9iKkuQ/XLh6iqMlYj6YgiqnMRpr/E\np3MshJIFOBGgpzDK9BEYKv8m48kmvDDXI5hf/Lz8+cZgUhlPQPnwz4Ipx+dxHV2UZ6FJTJ/B\n0Dglhpt+hSCat9knTRIQ2BAOV8YYlfKJ7dQ5sIkD8z2OoxaOyiZhHyHsEZOvyRlBMTaZw8Ti\nUNhpOwcIQ4QIOCqcQ+H8cEglDBA0iuB34C08IYMIHCXOpsAJXVMEq8nA5RwnVs6jBleJew22\nLcHoMSmYHCLaLeuGqxPagiwWJrAE4TQxtBSr5ryOgHURKmDJFqlaXbHyTkdX2EUG41ipp6AD\nCBQaOPLOwb+JCKp870xcnFsJXwTVolDlL571rGfldRYAJgc85ZxbBMwxfFYWysLM4SgLL0dd\nBmVOwwRabcE7zwfOW23bY/19L67e/C3wUO+SRSbcrtCY5CIn/DonOy8wSHDHnNRJkxWsOWgs\nbmn8ffs2kEWIsu0fYUxO0Fo4ERr1JXyVUtCyqDCeW8ARsIwJvsdtybctlDixW+AUmR/UY3Fu\nXCJwWQBuokPwjBN8aObSsd69KiVSe9861rbX+VIaVFlC65jfzrWLuirbt50DKxyID3Mv4r8B\newSODjVqVJ4Oh3tVeskXn4qTOxycOf4ZnCr5/JR6nT8QPvuDwYQiSW+asjjAtz5yfCaUg8OE\nygcroqCG0AblMf/gKSlXUAXqUKZMH1UwIpuy3IMPPliHzm3LRBjansTD4STMl4pTqH6EELly\nTanmmVtCiErHVD5QYyd35jvvWBtiX/0pkyPTGp8YptQiJibOqeovs8o2/xQmy3IeZmoZ+2BN\nmTbqfofYdhPhGRdPyUSoVeV8zqmcqa8NOmlNhN4h7yK/No7WLXHMBrnS0tQ7NT5WJsIxTENo\nffO7jGjErNJ35HsOLWx7i9z3beNpEagS77gxAi5cfTu+Ke2v75DpbhPFQjHvyZ9vitxTn2Ox\nuDw97t8uPBubCJlF65ggFC4s3FnwAb/L5F83r36Vu0WNQwHCW0VyGwvbHKdbnjnRYRpW2HSy\nP45pItxJgxUv6jmiUYnIjEU4FS6YfWhjqJI7beeA0G4rwzbkm+YJ2nUhOcdbmxoY5ipaFVQQ\nDVTgIbTkMSjjMVhl+DLtU5F7CEunnm8p/ApW4CLCAX0RUVCpHVJOHc94xjMW4X+3NEs6TgOl\nvsqh5tg6CiyaNNPFQJYhzjRAMUgtrHRp5cZE0/aIRzwiV5vaMiZtorETLm2LaMKs1vUH4YF3\nEspy5Z5j9mSWoOWyohbWrh9M363mARJ7CIOL8DNZhBNsPhurVM9AaHanzoHwt8l32jvFTBdO\n7pNQFjjlHaQdoSFqoSGYuWmMxpoT7y0NT0tTx9rz6/ZpoECQQJWvjANVFrwOMx4zIlKOCY1Z\nnTnMuIJ849r4r/7Vv0pt12Mf+9g8vu6ffiJjDg3xmGiDZf5oTfXj/u3Ks/E92t/GRuOXe9BS\n0zaCiCjifoC2mT1purloyH7QEn516hzYxIG9Bay2coKCiZp/TKftHKA6l6uNGY7JDs4O9Ty1\nfAkQ/IF83MyBRdIzUG/zoShBx4DNFNEKa8ozJ8qRxrxGUChiamuJ4CG1i3JFBmIkUTEi9EkV\nQgghyGwj74EBzR8zGkFIehBJgKf8wkwKmwjemj5qFzU+82cNknUdvvCjMrDecccdKYDC2CHc\n4QUa+6eop/6YMRDeejYWDoiwqI5Ot5sDTINMa9/3fd+X6X/gXn33d3/3JFNge/muYDLxdSTw\n+9YJML5Fi4z6zlWg3ofDf8j3UYuDqWOTNxsdtBix2OVPxbTn/eUy4NvgxgHPi29iEeHIIoTg\nyAcKEVCMJ4Qui+h24VbXtVv1Gcf4XBmvpMaxsGOug6dmkWgsYp4sGvdvV55VPeu2xhT3R7DA\ntCtQ/tPfE87Yfffdtwgt17rL87jxxlgNJ4//aURvZoqt8aJ1YyX95K3kwPZZcoItPloTmJxr\nViU0Ep3mccAAVmSg2+afEdExWbz8BfzgW0Bzw2fCoIn4CViVTpFrDeitgDVVlp8BH6uiSDWT\nK1vtRHwnTAhhXqsiO20NpgZ4AiIhMtCGV67f5tNgsJSXDTiigZJvFXBFmgSTQxHQRlqufxb+\ngoQ6fly0ggZ4/dvFP8Wq1zPTbzxvfb3qfn17ezjAL6/AlfVa0EMJ7mMuAK21OKG9IsDcEQI/\nnz8aIT6HiEBVRPPDx08ZoJ5o6liV37Yl1PCJEjQSpsz0OZQXkX8iwaKl0j5x3K7v0Htf2qyp\nBVF7fe0LfCFE6rNxg6O7RTcBz/cYEZWpKa/y4/7tyrOqZ9MWiCq/TQFBHPwtZMMcmP5Z/Fa3\nESHZQouDfqDHp+DJR5aw1alzYCMHYtKdTbEKS38CfjBR6cof/5oQumbXdcyCl+2DJaSZ/05o\nlZbdFP6MZ+UTwf+J/8E2/wz+Rq6LZLXLuuzEIJbHY2DM4zH5J77USqG/+8HXSw44VD5LYz8D\n5+SgU7alAlGUexI+zfh8W7b2yweLP8UUAQnUJ7hBqHwfwrl1pXj5SOhrUetHIV8fX5QwASQf\nq0wIQyt+aNoemr68p/7v4p+iTs+pchbKbSi03bFY2dYtD77tPlhnLOX7UmH4Z0ev197c9EJ8\nWsepeKaOgQwof8I5nPAtws3y7l4VhXkx8anG/mfj+0/1T5m5PAuzar4ffLC2EZ9V85cxoyAt\ntl3Tnjf+wPo6deqpcs6e0LXwwbIaoWpmOiHJM7uIeLMCoBkQ6UUzYaVy24n5jGmPlq/Iqhcx\nOyG/+SNZOW7yz+AfwaeNOrv12aCRQbXSFT1o9VsmrTwZ/5i1qMbHfgbU5C1JjUITWeaBOmcV\nTGNGW6k/VqH7kBUkLYCoPeaCXch7ZoUbk0RexjyjPUwZ5fPBh8NKlXmkiLbrec97Xv5Ubhf/\nFBfx4RDtySeNBg1PPOOxv0zdr7ZMpEy3l0U0ye7hue9LNHPqav/4oe0SIYkfrh9r+Zi4Hffc\n8MO+Nvtt3/ltJNKV79K+pI20KLQsATy58k3tW/em65navLubyJjhT9lW0+39Gx/bVM/UOWYw\n7/BUNNxU+UMc840wG7bj21S96/o3h2dT9W06FmDZGc1o7KBdEzFsHJ5Lxi1acM/pVEnb9v1W\nfPu+zRBTznUzFn95bt09WF1cS+u/yzd+7kY34cCZnLd+LxyoM8qElip8AyYL0goAtQNSF0LW\nZJlTOXjZGiyaFRFr/+Af/INMQyIah0YrVM3LSED8spIKs0FqleKFHoBw+g34L96twcoMlbZK\nJnpaQlEvFcmknJUpDZlrAeyJpIkXPMEBY1AfQkBL5GJ1lQbLvSHzAw4MM2+CAMaANmj7mEKl\nnis+z3bOKrE0WDRVQPr8ATIUbRXmh+xbhG0vbzNXgyVqJyaeRNMGDiiqkmYPD6DEF0mH4T6i\nmvTvXe96V6YMicllKK2aY64L34oENhR1JE2MY7F4qKpyKxIJSCJkeppAZQAoOiaFjmc3poDg\nyHLK0qDtSnM0WIeMYgqfnGV7tbn9C4E0Iz/rfVzXl9IMSsLbkvdLfVLw2MYCbQjT2BI0t9VQ\nttfVPg0W5PGYrOvQzlvPV8RfC3ypLeosoMmdKz3wBbTD0MHn0K4arDl1Xtcy3ksazjljU/Ux\n/DCHCKjJ99F4IaXOXDI+j6Or5157FeW8R95rmsGLUlkZKltAW89LX/rS5JsI+KkxwZgabil5\nbsoK0da17z7tVCh58vmvq+uYGiwS6kai5jVB+/AN+psoVq6Zjyv8VjYVO/q5yxawdDB8gjL/\nVU1UsYpLQak6H5qBISLZ0uzG3KScXGbhOJmpZfyWlqgo/J+WIcdVFrq+/cB3ymLCrfWN+tvx\n0OQM4YC7AsdQAhY4hvBdynLK+iiFek9RfSRymc2hErDUW38EuvA3G8Kn4xyK/FwBy73BSQj1\nrnrtE4jawSS0rCnsVxlCmZQdY0GHKZeQVOXwLfxTlulBqq+EKLxUjpAVgQi5r0+OjWEnXOfZ\nEEwMQmOBo+rdtD2WgCXMX2ojf0woYD70Qz8rL9u6dm8TsNThfbQYCIfpFJTBd0whnbf32FfA\n8twJ3BYbhH3o5ITz8P8ZQkOcbfEOHpu8x6FpndWMLmCdsekiApar8dBc5b0MLfcQWtKzSjfs\nnbqA5T0y/rRj4obuTJ4yNuKLxfqYuEmYq5y3UGoptOqpICC0IgvcOd94W8cu+8Yr7Vin+FHX\nSQtYBicdePnLXz6r3/fee2+W3yaMzarskgpdhYCl6SaGUKNOajgIWGEayR7O9TVQ2CBg9eXj\nCWftnBz4B7VkAgtz3ywfjVAnD+z1m8iE5B3YhH216fo552iW8GEO8T3hB4EPeLyO9AsWzrZ3\ncY5/Cn5rn/sRRA0wNFt1rG1DqMVzBUdrR2Czmqtn3ZbbtH8sAct7MyaYZHwFvQMw79bROgHL\nAOtaWGQGYGRRMdeHDc8vqsGqZ0Wb/H/iXR8T/DgCuAXQ1Gp8XP5UfncB6+xJXFTAUoNrvYfe\nT3leaYW30akLWNq/rw9WRIznN2r8asl453uRENwiaZxWSG5OvIwggPayS9unXHC/UxWwzgCT\nopVTxBaL1oUi58nmX/nVCDPmG3ObKV7EFaypdbzgazCXWj8OUXn84UTQxeSxvJdUHiAX5lCY\nFTcWiy8jw5zDxLmEhNh4wRWcFNVTqUE23Q6mmL9txD/F3yYqPxFl+HAJRYfpM/Xs+LfxPYD4\nHcJBYm7xYZTSpyXI8SK2fFv8GUWEwuISmSaFyZhERgr3h8klKqxN1cGPSfSkY1DDW+L3JlSd\nv9+mFCXtNe0+TLIQrjNdSJhkM2S/zvO3AkPAB5OfFKqtfVGjoR2yuwjTQvpeaYv3ii8UjCER\nbWAP+ADqQ0xgmS3CNXjxcz/3c3aXVHyLyTGjw/gmGmuU5Qfakii6mGwyAnbqXYftFCv+5Km+\niOot2pZ2Srg+PDUZFsq30rXwAEWZgf6AtYa0cVv6JumiYrWdaWpcU/2cej/gVrXEHya0Den7\nAr1dBPA4hZTyfGNEMeJzjdVtPbdtP7TQ+f6Cx/FuPzsipPFoV2q/gxB+c4wQddxifnmexuzQ\nmuU9+QB6b/mRioT2PXhHfMv8PL3LY2gMPqCiuX1vfNvcIxQGK831HoHUEaGJ5rx7KxXEDzA4\n3g9taonPr28XFmNYQxK2p/0+4cKhkhf4bLfpzmIRllkQRJby+1VHCG2ZoUNmEe9u0bZ2i+I0\nLqGwbOTYBxoE8R0VqYvHfFX5AvK5a6Pnd2lLVnqRf9tES+r7qHdYh847vj6YmeVPOdLiqjRY\nY960v1sNVnt81/2K8uNvdEiiNaA+L3PYNj+Zfe+9iwZr33td9vWiLfmzVTQjTRcT5ZgggTPN\nMtUyYUG4pmmxQmQq9o4URQqh/K5ogSD7hyCWyPi+zUo2S5NpFT42DVhtKkfDtI7KB2tKg1XX\n0ERZtZamx2pVu7VZFCu/FPfxx8eufNpCiMljzNO0SOU/yE9R2YDRyFvw9fObxs8WH2yZplsN\nFr6FgJ3nmGljIlrybRyJym9Rm3eJuNOYyoDg/ZeJgFlEW5i/fRuofMv0q6XyjWuj1CRPprWj\nCYxgiaXZNWANlpeOfbA2vR++++pTTLbZf1rVEOrSDMtfklaOb1JL3A7wlel6bN5py12n/X00\nWG0/zXFcO7bRWIM1/g68j/xtvS+tr6nnyYeTq0QI5IPfyniXuRl4Tx0Tze2477ylENCyDD/C\nWEwMEeiU5QKqpi2WY0rrgzXn3Vup4O9+MDVqB9efIn60XAZQmefad0y0NpeionIvqfmjMhH4\nBtSNH8Yt+761eqddv63dkSYtfc1ca66KhUPeVtSqd99zYqr0TXAlCeE2M55U23ZpS11j633j\nzzmHSKMbiWnDBxmrzI3l6mRI4+lIWoNwHT+l7U0SsCrNxWU4XXJKFrgw5WN06Od5UwSsMpMJ\nICjigG8Q4PjeUg2w1OxlOqPqJrCEBmIpYJkITc6Bj7S8nAqfX6R6S8AymPvd+u65QF2e4yaa\nI2Axeaq/HF8JkiZqZgNUfddWg5my/gyEtq0gooyJyHGDb5nq/A6t4zJlUvHOpGTSQOUTZiIq\nIbT4xpemJYKogXsXmpt2aq6AxdzLv69S0GgLIW2cvmlKwMKPqfcjIgKXk1FoCbemkGr7L2jJ\nZE4Im4Jracteh/1DCVhz+zoWsMbfgXqY6JQjSBXV916CgOOh/clvQABOaKeyaGhuMhDEN1IC\nh2/LYsLE3jrz1/Xtc/QelYA1992rNrZb44j3jz8W0i7fJsEH1UIiNNj523Pgq9oKfOsELN9l\nu+AzXrrXe9/73qxrbrunTITGFUJoaK+yLj5Yglz42xJm/UYlYG1rSxZu/u0iYG0FGqVSY1YA\n1ljmwmDEJFEPUplD6qV67XT5HADjEB/UIpx2z4XH73v3mEASmgGYZ6d5HHhbABoiav+i2p9C\nfvadAGeMwTiLM1Ex87WpeaQ7YaJUrogKP/wd62dufXfMpwUM66AUIUxZ1YaVC3b8Af4CCcNG\nkmePUz05HhNDAt8yc8Qknol+Hd9EUj3FQi6LQOyvlEnMDzEwLkFpmVCYw5RlLqk2Fd+A7xYx\nDTA/TJlxq8zUdte0U1N1tMfww/MLf9YlQrv2M+0zLXlm62jO+xHCUobEMyELjUdMRwB1K4VU\nWz+g0ZjIkodPfvKT01zVnu/7u3Fg6jvgmtCmPKsaPXfQRkVlSvMcyuTvfXEt94L61qRo8myZ\nd2MBVpcn/AyXEOenaJ93z7xvXGIqR743pscye2qvcYjZsM6H/+/SPJgH1/yLKMX8xus0czqq\n7/ei7Wae9x2Ys9psJcypoVFP0F3nW9rWlrbsrvtbBSwV8rFAoSVZGbzzYPwLk0QOomFCSN+f\ndiKoMn17eRxgDw8B+1yurMu7Y695igN8BkzO/Kpghhn0/PFjMBDxBzJAteTDH0+wBAIDVZFU\nJYQM9bZUA3Idcw/+GLDQ6noLHkIO9Op9qRZYhBkEM43vUWigMkUKTCFkPNCngMJI1P1xn7PQ\n6B98LL5eiL9EEQGDLwhhyeAJiwzhhX61NOab8+qKlXJbbOu+tujjWDCrtqjP9zaXZFLgi+ad\nuCN8Hvnd8Ptq0zetq2vd+8FXq2hOCqkqW9swneTEaAEdEWeJal7n+nY3Doy/A99aaE1XUp5V\njaEtWRCIispHtL6pOl6+SMYU5J0jnPGvIozUn7RlhCC+TlO0z7unnQS9ErBCG5WKk8JKJASF\ntijfa/emYLGQKPT/qfbUMX6sLdW3VuPWRdtduINjH0X3qvGS/1pL29rSlt11f5aAxQGPY51B\nxQPVeYMEx1SNJlEbXDlWfuQjH8nkobs2pJe/OAcIWIjGqdPxOCBPI40EEM1Qo6/80SaEun+Z\nTLtaWRqY+m1rIG2J0+wUQORY4HKNvGkc7DmWE3QIOQZjwIr7UvhVZtsICejtb3/7uVRPjmtX\nTSLSvgB6RQBm15E+1jUExZaMN4hQIVWJ33g8FpzGfHON8UkuzE1CHkFHCpnwD3PJzmmn8qLm\nX02KzaF0Krdypkn0LozTN7Vl2/0574cJgnZhWwqptl77NBRhDl2E315qRqzwdxEcx/Xdpt/t\nuzb1HXC2ZlkYEyf3KaKF3ETeGYIUgdhY0P7RVgp2WkcCGi7y7qlPrltacIIPAYuSRRuKwm80\ng1po2sz9BJupcanK13b8Xrf8rDIXabdxBLVtrPpqDB1/n3PaUnXsup0lYKnUytiAZuUlQk2k\nkAkFYzE5wDTzIc5h7q6N7OU3c8AAa5VvBVEv2OYr+tnL4ABNr1UdNbePuP0zwdOoiPTadRKD\nwq/O8XWtGbH6Q31vwhTJ6H0gXIiM2pdE/IjIsWI10DO90ZxIzqtthC+RcwgPmDeQgZOQhSRK\nZiabIlGhov2miOaM8EWwkwhZRCsiTNZ9pq5zLPyc8hRBcx2JNmJKK4FNW9pIyPY6bbG4LBOG\nc2WWq3IiqMdE2L3zzjtTwDZm4oPJi1azEoyPr9nlN6HT2GyS864xVYtGC/+tjdXoCw2FRbQx\nHE+1tdMis2cYW1uNByHfQolGGU19B56pKDnltr2f2/hc37x20OKKxOUC0P551mVlmqpvn3fP\nO+p6WnhjgLm+pTJxclGhoa3fbZmL7l+k3b5dNPUN1jdtrrwq2ipg1QPWIGpLqyTh5OGElpO5\nEHCaEwNUrUCvqvH9PmccoMXyQkqi3OnqOUCQEXJMPc6sYwJu/2hlaJIk3h37AGxrbTjH5mQZ\njqwrRfkjjYmKnpaZXwSts4mAULQPEaBojowFNWETEAiQ41RP7hPZAPJc3bMWXd5P5hMaNu30\nu4g2RWj1mCrVk1UmEx0yzjAnGtRBPmwi/hURwZn+FwTOMfGDEkbOlFiTg7bQkG1LO1W+MGWW\nqLrV2RJeaf+m9E1t+V3356SQ2lQngdUESpBn4jaWtCbITdfe5HO+X1pNgkPROOXZuu+An6D3\nYqwtqXp23XonEZN/S6BNaGsKnqA9Z3/fd48fk/fc4sn3Wv5XdR8+wIR0Qp5vZiyAVbldt3Pb\nbRxB4XieW8ofWkICZyu7OOndRuO0cXnwsv5FIzZSrNgyWgkMAMDBm0A3KYqwnoeoFWljrusz\nuu5RhL6P+EaH+IjrkZzbCgNXBnQAElUkGmxMoABCS7SMkBNJJP1ECCqJ/h9CRyLax6Sd9YWf\n10oVMbDn8Rh8zgEBrhRsflQUYWi7lumNAt8pkffrPqAiimI1mKHooVVapnqSSFf/YmLKrWgb\nVNF2QridB14IuiKEzvwdWqlEdw8/jPwtSqlN9RT+KRkJKTIK4ZsIQtAXoRVcJlXHN7/HFJNk\n3itMBEM4E2dUrFRJop1E00kvVZGRrg1zyKy0U8p5JjHBZSRnCFYZ6Vn9aGEahIsr6z1Zl75p\nKopw0/vhvUCiuUJTuDWFVBbe8E/kVpia8hmA1phKm7Xh8qOd8p6FVnAluu4QjZmT8mzqO4iF\nz2TKs6nvXfSrb2Icpf/a1742jwNTRiBfvAuxuMh3CICyd9ixEIBW4DjaKELXznn3lFtHsTDM\n98t7HRq5c8VE+nr/RBRrZ0vroggrMrHKhvY4+6vfRXPaDc4G/4xVxhlUx8zzYKZEb4NaGfO5\nogjntKXaZLtLFCEpbyMJwRbGqHHhuDo85SlPSUTvkMw3XnfKJ2+igHXK/J7TtusuYJnwCSKb\ncpoZnAgkBJ9w2J4tYOFfmH1SMCthxzdZgstYwFLeIOubJWzNoRKwXFN/BnMYXYQSwsOYDEyx\nsl4KVAQI14YpLLcFF1HtDLPlEmIBDg4hUvlYfWfVserM3yWg6WtolRI5P3ypljANNVERLPBS\nX2N1nRhVUwKWypWN1XVOBNU/9wltzQBHakzgT4wT6le+2hKaiZWioTHOFDxVZ6yOUzj0uxWw\n5qRvuqiApUFzUkitNHzNj9Bc5Xum/QTYFgNpzSVHP3xZApaOee9DI53vAJ7YL0yn6vj4O4BH\nZpKXbso19R3Ue1vX2c4VsJS1iIYVZ1GgXn9hOky4AeeLxgLWnHevrp3aFtaib3aK9E9bauHY\nltlHwJrTbjwxNri/tFdF4Re3TOfjnHEXpENLVyFgfZkbRgM2EjUnxFQqNs6zbMsBJpbRJ2z2\nTCLXiZg19CUmhHPNFqnE/NkS5zhRHlTGc4kZhB0Y8npFhLTXchrE1ylnvLbcrvt8AvhgsNmv\nM9nyKWBuKXv1rve4jPLazV+nokku4x7XqU7+MxxfY2JfaTY/DL5X254dkwL/j9a8sVLRAX8w\njxoT2iwDc6r3/nPeZe7z7IuYp/g66aNoREMUVwT7Ywf4umbulhmSyRNv1M+fbBON27KurG/d\ns6pIyHXlfJsCIYyfU+PCuuvGx5ljjEt4UhSCxtJXT99anlaZOVvPhWmVz5xxhLl52/s2p97L\nKsMHDiTGNcUAAEAASURBVF+Nd2W2PeS9vH/eR+O/57aOLvodrKtv3XHPmc+j94cLwNRzxg/z\nWywQltUc6t1bVnhFO3PazS3BtzAeL83nxibH+SkeYr71vjGVjl0BJtlBwNqF4sNO6bxWyFZ4\nEU04hL/COfXgLvVeZdlNGixmhmDUuT+reWCNczUCY8l93D8AiUBcD03MhNofqVzWVs0kYqV9\nSnTdNViH5iVzTYFo7lq3RMbegfCL2PXSkyxP88cEFAPtSbbvGI2KYJYlCOVl3R8gpveIOTci\nyS7rNnvXe5karL0bd6QKaHZodTsdN9nz5tjQ+LrGZIXA4dUf7A2aIDmBOEbK5/bPIgwZrkqL\nZTOu4zr8FrZdK0wSMOdkGCTCVMOHYhEqx43doImBC1bRJhsL95OdAwfgAI2Db1G0n0iZSLVx\ngFp7FbeVA+EPkxo5GF5h9l0AvA1fwNvKjt7vzoGdOTDf5jVRNbTlcHxN9Sl1mSgpg7zj152g\nUEvi6g+mkQigsOtORhdN9VWkgqgvQG2dOgeuggNM9VTl4QuRmFOt+egq7t/vcfM4AG7AuMe0\nKkKsEnffvJ72HnUOHJ4DO2uwpprAZ4mGJ6J10n9pne/P1LXX6Vhh6rDrFkX+t1zl0Wi98Y1v\nTGRr2j0+WG0W8SovRYVwcX5QNGRCyMPBeOkPBouHkGpg25ZtvOo81BYejtB+IcZ8DQyoJmvE\nJwjwG+DGSL67ckv+McLl+bZVODHgw21Z31veWS3Teuq30N9Ou3PA8/LXqXPgkByQWkfoOzgI\nKV1+5Vd+JfGyDnmPXlfnwI3kwEVttKJNRE+IHIiVctrqefOLOOCndco0xweLT9CYIodU9lO4\nfRFfJpFUQs7xQWSS0N0pHyzRWOGQOARuSEZjCj+PlyojU8rfpiIb5mQbrza024v6YP30T/90\ntkViXCGtgX+Sv/mk8YFBYXYaAsTynG0/sNGyrFBbNDfre8u7cLpP3uBdp2HYxwfrpvGv+2Cd\nf6JX4YM1vmuAmCYkgDHLN38q1H2wzj+J7oN1xhOyCh/OQ/k8e98k3Z5DW2Ea2koiumQQlgxz\ngqO0D01o9vOe97yTdoJs+2B/joD1Qz/0QyloEDbClyqFIuGxb33rW1eqIyTgg4z24as1VBj3\nWMAqDKTKpF5O7jBEXA87BZWAtWuG72pUCViRniQFP8Lf+E9ggnYXRbqMFAwjWfBKoEIJXbFi\nzaKhccq2VthxXR8pkjIAwG9CFmHJC9gK2lNZ31veEaxkPO/0JQ50AevsTegC1hkvau8YApZ7\nR17MXGQZsyK1znLxVe06xrYLWOe53gWsM54cU8Ca5YMFvVYaBmajmDgTtRXC6zvf+c5MlRMa\ni3SqjY/uxtBDDz2UuZdCUErkbYjSMdAvIOeCWGhJmKwE13xeKo1He94+v7T3vOc9meqgPccR\nHglFbWnfDN8x6GR4Kgf98V97H/sCFYQgM/OBBih62ctelhAcgemSh0IAyz5K01AkT1WANGZw\ng2OSGwtjnZv1veXdphDoul/fdg50DhyPA1waKrUOv1Q+qsbFTp0DnQPnOXA2m54/l0dCs7BM\n1ioizqQL+wo+yk2mQJLOqMjqoxx/fKPuvffehXOwYYo4F2/zO4MR5E96D1FeBDZ+WCISEaGk\npTF/Cx9qLNy117T7EaK/eMxjHtMeWu6PsWKkdIDzVfeogrCyRKMRNmM9kBhEof3LFCKELtgi\nUjfIsScFCuJDRmgScVmCWdUHc0jkaUvFOz5enToHOgdOnwOVWgcWEAd4QUABonn6De8t7By4\nYg5sFbBoNkAwgF7gQNsCl11xW496O06ewpUJG4SrUMEuQQXngB8KBAi8sAR+JJiECS9zOMmE\nXvnd2g6OAdMILZdFhMd1AGzA2QhX/rSBcB3I3BlNFKj+C0l0RY+GyTib12Z9H7dXX8eRbXN4\nN66n/+4c6Bw4LgdA8oRrQf5V8M9xW9Tv3jlwehzYKmDRMJhQWzLZQkOGKO08zRZB7DYQTQ+k\nYxGT21CbW37Q/EHVFlkY+d4yOaV6CGzomGp2KM3rEL8hGEvmWc/XqjUc3ReR9iQ1XtCL9aeI\n5u3jH/94mkIl3myJlo5WrFPnQOfA9eeARZlFU6fOgc6BaQ7sJBVFFEkCbYIX4C8DdJPAwTwm\nnD/Qw6fvckOOgiN4//vfnyYxprNdiFmQKS2c5lf8nH7nd34nqyFsHYtAK0i9EWj8K01gxiQs\nhTP68jgNpj7Q4oFhIFw/8YlPXJ5XF9o16/uygr6z5AA/ukhWuojcZ2lWPuY7smzUJe7oH/P7\n+M9iBr7XPgRGBvzITSdpeMb8s0iCY3UdCATOVPuPuQC9DnzrbTxNDmzVYGm2lzui0xJskyYj\nMq6nD5ZcWD5eeZEA0Pl74IEHFj/5kz95mr3doVUByZC5vlxi4OeEHhF+KYjAbxqburZVTUgh\ngHL+hpNlICSglCDChHgseuELX7h4y1vekg6r+klI4szvORKgxyZMZsKf//mfT/8LZtPSbml/\nJO5dRJLbBR599Vd/9SKS9aYTPEBagrhggE6bORCJiRcRoZU4aHIPFsEJ833xg7uJRMiPiNS1\nXXvUox6VmlEgwLsSMzYfQLy9yeQ74/84RbTLvmXZNk5VkyyYyrg4JmOHRW0kBE+swfH5/rtz\n4BQ5MEvAYiI0oX7zN39zai6m0r/QbgHMBBQpwpAQdp2JwFFkMGIWA7L5Ez/xE+mTVufmbg18\nkRsqfZYAkvJnovkhyIjMLFPh3PoOWc7gJTKI4Kd/BEo+YAQtUYHj6L5v/MZvXEQuyhQYW/Og\nNolCfPjhhxcB3ZGDOUEBGdz5a+Fjp/UciDD49HXE/x/90R9N8FZ+cB/4wAdycuEP6XsE6npT\niU+Pd7FIwmXBEybXwIdLfz/+jJ3WcwAocH1roohp30X/WgABMAYWesq0b6qyU+5bb9st4kD4\nU20leEWBrp0AmpsKhzZriMk6QTQ3lTv2uU04WJfdthBeMmG0xLWHAj47ZJsjSnEIoW9rItlI\nAbTEvlp3f7hgoe4fwl9vK14OYNe/+Iu/WFfVrTgeZqwh/PoSzDGgUc4le4ZXFoJ5AtPC/rlp\nBLsnht4hEMNXuhYa9AQKLGy5CLZZOT/nB3Dfb/u2b5tT9FqUWYeDFYvc5KFveEzhL5k8wONw\ndRifPonfgI21bwroGVagc6HFXWlrx8FaYUf+6DhYZzw5Jg7WVg0W86BV9Yte9KKEGYgXfC3R\ndMi9Bxup0zQHmNNogMAt0BSdGtFmjZ3Tx21k6qTxAgWxiZhRaT07zeNAZEbI6FQmkrHWUA2P\nfexjE49OcAkTM/NtUaVg+l//638twHB4hm0KJprSt0dIPbPvL/3SL2VqK6lPmM74JtHY8n3h\nX8lMJ/Q+QISr+tzy42H+5U8oYEEkrHItvAdMPNcxDQcob5rkAjR3EcC9K756KxXP/BECUt6r\noE3qsm19r3LtVjtFBt95552pGdMnwRzMZ1//9V+fvm8xoWeKKCZJ2uYWI05d29JBbeJ525ar\n2heU8+CDD6bfJJePJz3pSXnrNmVVm+6rUlZt6qdngU/cBtpxg+bbe/XKV74yTbNuZLx76Utf\nmnPERczcFa3YpirDY/A50vlIdO7bqPfaPTe13fmiOeW0X19hI4qWZrL/3u/93oXAn06dA5Mc\nOJPzpvdoWuLC4fWvf/10gdFRKO+0WKdMx9RgFV8Kyb1+X4dtREAOYfodwvcu0+bQUB2KugZr\nyLRTsgXg6y5I7m0KJhqAO+64I7/ZiPBdasHCPzKPSW3lew6z9/Dc5z53CCy21JjRnIWwNYRg\nNEQwRmrJpJcoooVUX/gxDTExDzIdyOYQfnYDzVpR4CENYT4eQkjJLA+0TSHwpeYtBLwqNrnd\npsEKwT7bThtVNKfvyo41WNoZOHFDCKlDLHgGv/ElImozW4Pn4FgsEPL405/+9Lplbuekg1rH\n85WKLvjjIhqsupXMFPpXWlAWinAHOJfuS/lt/YwAhORPRElX9ZkNIgT1PB6uD8vjUu3gcQTT\nLI+NdzZpsKZSlRWPQ8jJuuu9Vu+2tte955aLxURmvKAJlcos3B7ynuFXWlWdzLZrsM4exTE1\nWPCNNhKzn4/CSziHKvXLnLLHKtMFrItxnolGCh4pdUy4h6QuYA2D9EhyQaK5AtY4BVM9k/oO\nmVVQTUQEKemMvvjFLw5MRlI8mZRCK1CXDhHZmt98a4oJDU4unELTsyxnbAjw3BRKDGKoBJVw\nph7CQT+P/cmf/EkKWd6dTbRJwHLf0BZku6RwQnP7ruyUgGVcq9RVylQ6JwuI0Gg4NDDpW1SE\n5nlpNp+bDmodz7PiPf/tI2BFUEvyMTIwZCsIWHgxTvc1t59467kXReRr1kcYf/nLX16Hk9cW\n3xaX66gErLmpyorHoY0cIoBh+V7Pbfvccr5HKcbCR3XZdKbr0KqlYHrIxebyBnvsdAHrjHld\nwDrjxZXsdQHrSti8001uu4BlEOBfFWbA5NtcAUsOx0jBdM6fj1bJpBnmwKyvJiKCT0uVuzLM\nvUuNhvNhAlkWI0yr6wUveMHyWO0EWn+ee9/73peHTLQEtvGEIzelSXATlYBlYg4gy+VfOPzn\nPbSBkFXC3Ny+u+eUgIXffA6LCFXuEeamOpTbyN6Qx2lr0D333JO/w9yWv+sfoZUAQZuC1vG8\nyu+z3UfAqmdeOUUJWGNeaNvcftJeEUDrnSEA06LiA1/NoogCHSI4o35ObkvACgDi9Ee0IKjn\n7x7hqrIioBWP5cNtc5/Obfvccp5tuDwMAU00WFgU8aMtTWAdO4VtF7DOnsIxBaytPlgx4CSF\nA/K5NCd1rt0Kte50vTkgwog/EP8CuRJFAHa6XA7ASOPTESvqnW40TsEk/ZLURyLF0DgFk3u0\nFGbCzCnKhyYEqMVdd92V4JGiFYvUh/hAjan8Yty3/GqAD49hTPhpzU3zBCW88NTcj18Yfyn3\n5zNWtGvf67ra8g3jc1gEVgS1vm1+uz8qn0nPKASS2emgxjzPyo74LwSEvHvbT8+s5YUCc/sp\nolXUYmgU0//pQx/6UL5Hxo377rtv8X//7/9NmBs+fqLM55Cy3oOiECjXpipTZpwDdm7b55YT\nyQuSRjR4CI/pp2h8hP8ID7JT58AUB2YLWD4gf51uPgdCY5EJrg2UnKI5PRO0/JnkTC6dDs8B\nMCCcaGGRjQWUuhvwVxOZgd2kEpqulRRM6oAXJK3VGL9MHePURCZBDr4gEIDoAr79j//xP6Yz\nPSGbwGVyQ1PplEw8qIQP+yAmxrTLOwMCRCL5oliLJszAmCe79r3qqy2hbYrCP2nq8PLYdU8H\nBbfQ87gjBIWi8Xvh+Nx+GhNAQnCg994R7gnr3i1O7cBy3RNIcQnhdd+5W8+KgAPOZpyqTB3j\ngIy5bZ9bzj3Mf4IivJv6Gn7J+SdlGAd7OGudOgdaDmweSaKkQRU2Uqfbw4FXvOIViZcT6vcE\nj4VrZeXmT2SRFSthC37XeNK7PVw6fE9pgwhY8MJEs02RKD4RWiK2CFjjFEwlHITJLi8XBbyN\nCEkAHv0RWkTl0WwR0ABzSqWEwpfqXFWlDdk1s8G5ii5w4BB93+W2BD1EcLiu6aAIPyImRUVu\nEwjm9pOwRnACxGys8M4ZGwhtIlr/y3/5L5ncXoR5aQl34XtbltaNMB/m2o2pyua2fW45bYBj\nSMD6p//0n2aTRNfD+bMQgQfY0wa1T6rv48Df28YGKwfIwLv+bau3nz9tDjAZCPO3WqRRAR3w\ntKc9LVNumOCpxw2WQqKt6PZNZbKJG+7PZHCMdB/uu+mPiQGFL0aWYw65KN19992Lb/3Wb81B\n26p/TCYquSyZnMAgIJPlPimYPD+mtmq3pN2Eu/BZWnALQIQ54wAtVwkZeSL+aQ8KP57cXuW/\nfft+0baW+bKyMFQ9IAMsSIF5niLRTANw9QyntJvjNu/STwsu8AnmCRpvJmEaqyc84QmpFSV4\n0bruQ+GnOTtV2dy2zy33qU99KjWz999//7ILYEoAKqP6VpYn+07nQHBgqwarc6lzgA8K4cof\nnx6DJe0WLYnVmz+ak8c97nFLU+IUjtNFOWkSh9tD2LPyvkoi8GzSAslqYGJhtgvIgJxMLrqS\nlXoKX5lcmB30VV00TEwjcMeUoWGCp4YINm0KJj6QBN6a/GmkNhGtVTjJLyIyNLVWsJI8VxNK\n+cu4J+0lzCsTqXRPhDrPxbX8bFp/mU33O+S5fft+0bZch3RQr3vd65bmYIsf2sf/9t/+W/rB\neZYEn220Sz9prLwn3ArCcXxZNW2P9xXtImDtm6psbtvnliuzu4wmEcSRGjp+h/is3xf95peM\n6js3kwOxmrl11KMID/fIRV6JGhKCH1/I8s9vxyvcfdsdN0URVvh8RT1tq+uQ50UugU4IMMPJ\nv4JBiPQ12XcQB/uScPPwfVryEl+1IxzPE7eqrV80WaTUGUJjkOWVizQyA1T4EHIz6kn5irYK\n/6r28tx/zWteM4TmZXk/+yF4DWESWSkLx0pUVz1nWFcx4ayUEUUoWmxMosPga22iiiIMrdpK\nMeHwMLlg8rU0t++umYoiHLcTnIS+hcDY3mZ47Wtfm8cDxHV5XFuf+tSnJp5U8SPMTUOYyZZl\nNvF8WeiCO/o+jtRUVSG5V5tsRTZ6VjDDQgt67o6iCEOAOHfcgTn9rAvhqLlf+w2EhjePxUKl\nim3cVhRh235RqfDKfBO+s5aKx6FdXYkiVGZu2+eW+9znPpfZK6ptYRod9CsWI22TTmJfn8bf\n70k07AiNOGYU4Zfpb7wwt4r4EP27f/fvzjlGXiUTCsmdSeGmkFUyDYy/gAlInwV9Y4Iqvy0+\nDFaAY6Ji58vRooJXmZjgjqbBYuaAoE5rt4kCPHFvDVZbP5NjTKDpaEyDxg9qk8+MMjEBJAL8\nOBqsrXfdfoSaL5iQDAfu5VmsIxo756dykq67Zp/j2sQ8xN9vyhl7377v0zZ848BNy4sfm/i2\nz33G19JU0pxclQ/ksfo57vfUb1p1bgTeez5fY5rb9rnl3EsmBVr6ijAd3/PYv7WR47/x67ZT\n4PEtfC8sAYeYb71v0Pu5bGyjbiLcxqF+fjYHDDiih/wxS0hQTNiSWqJ8+Pj4FPyDhL37DFDS\n9fANk5LDvUUwTZkhDJzStnBM5mvEtCRwY1+H2zmMmZvGhUAlio8pkBMv8yA/K2mVisZlmOuU\nEbXHZKgsPzXRTfyTDAT8RMbpbKq+dmuiLmf29vjUPv+8U6Lq+zHahG+3IR3Ude7n3LbPLWfc\nuIqx4xjvc7/nYTmw1cn9sLfrtd0WDlhJ8uv5zd/8zVxdfvCDH0wHW6tukXJhCshBioBA8NmV\n+GhwUOX7ZLAT7QYjKVKarDhi04yF2Wrx/Oc/P3Nk8h2KrATpxA2e4DJJ/j1+WR/+8IcXBMuP\nfexji0C2Tkf2FhPKPuEw0kwtAl09/0QlgSsgJKGpMhzU+YZUGZolQpZ7KG/1+gu/8AuLMIUt\nIk3JZXa119050DnQOdA5MOYAE+Fto+6Ddbwnzp8mQsWHwMcZItoo/TMi1HnYxQcLSjlfIyl7\nQrhYdobPV7zfQwClLo+FoJLHCmnciVDvD6HxGgIzKlOhLAtP7LhPmDjTJ4lfUvsnN1rR2Acr\nBL+8b5uKRdlxChvH5LmLIIEhnJD9TKp0NW94wxvy91SZ0HblPapMaL1mpbP5u1tcm413ZsoH\n69p04BIaus4H6xJudfJVhoY6348wA518W6+qgd0H64zTx/TBstq/ddQFrNN55F/4whdSSNpF\nwHrOc56TAklop1Y6YqAN81UKTk4YcMMnJh1TVwrGD+k9CGMSCG8iApZyU3/h47C8dCxgzU3j\nQngIM2kKWcvKYiei/4bAvBoiKmtYV0Z5zvfK7JLOpr3PddjvAtb5p9QFrDOedAHrjBe11wWs\n4sSQqbUs0MLF4uzgHnvet4ianVVD98GKmbPT8TgAuHRXkroF4ODYIZ7zPJMZP6Z4+xcR9ZXb\nmIxWUqy4H6dpxDH8MY95TO6v+wd+YsqhcZND89w0Lv8nABP5VvGVGlNo39K/io/ZujLMikh4\nPALxMKapdDbjMqf2Wwg8YEr+ckyt9i/yrpxav3p7Ogc6B24PB05WwDJBSgtiMhXFNTW4hpYg\n/VqAIMoHVWk7bs/ju109LYGGwLQuGsQ74N3xJw0G4kjP96slDt3+vDvbyH0LIX1b2To/N41L\nrKzykk3v7pwyeIKm+FJ1t+lssvAJ/+OzBmWbYOuPI7tvnI+dPInHwN06YXb1pnUOdA6cIAdO\nUsAyMUIRN7FBlAapYCX7yle+cgmwKPcToMPHP/7xCxOQ37/4i794VOiFE3y+165JABAJPoUQ\nrgNCbFHBAjjPYXyKpG7xzpiQTdBISplf//VfXyku7QUn8BLaVk4e4MfcNC6VpJaD+pjkBSQU\n0aChqTKiNDm0V0LhU0tnM+7T3N9y2wlcCDyvDJQQGAHd3h/0bDwBxkrYkrS5U+dA50DnwMlx\nIFb6J0cRUj/wk2LrRMDqImIsnaP9BggYE/HwyU9+0s/04eGX8+Y3vzl/b/vXfbC2cejqz5cP\nFkDIEDpWQPICcyR9rup9KODRMejgZz7zmfS5inQg2QEO8KH5TIDLsQPsM57xjCG0WgPwwE3E\nByuE+E1F8tzYBysiAPO+YzBIoKAxCCwBOvkXcbgPAWmlz3y4QvM0qGddmYDCSIBQZQJ+Yght\nXAIfKt9SmNjynnh8Hal8sIDWBnL2EGbQpU+c5xPC1hCRoQN/vttC3Qfr7El3H6wzXtRe98Eq\nThzXB+skYRrig0lNVAFSWqHSNkQ0QAqoEpYyGfK3Qcw3gL/KDyUP9n/XkgOgB/gl3XnnnYmd\n9c8iLx4cLdhZ9T688IUvXNxxxx0JawDfSg44KVukq+CbVXnWvBdyhwGagxnFN4tW5CUveUlq\ntGhJS/NzaGbRuLqvtDLyFUpnAypinMKGBk36Df5ifI2kM9FfvlUwu6QIWldG6qIqwwQqBUoI\nmdlXGGFgKGBgHTOdzSH5GoJoJqT2DL0j8L74nAG1xVv4XNwJaLJD2DrkrXtdnQOdA50DO3Pg\nJE2EMIFMMr/0S7+UA2ik90ggyXLghaJb5qLqMYELem2sdpdmROfkVJNbrSUCHKdhZqRjERNV\nyNgb89wdq23HuK/nRpB47nOfmwIJkx5zEKEKVpYE021ePbhacp4RIFwLxRluFNwnGFxVFpjp\n29/+9hRU5EtDnjvhxPVVbl2fPSPPalu5SkRtqyzBiulOP974xjdm3+Rlg/kVGtRcDBD0kPc9\nogFTMORnhCCWe/+ZwNW3rgwA1yoDW0x74WBVElsmyJ/92Z9dEEq39SFvfIL/9Am1zwFKdWgD\n8w8CPVOpcaLMiPoreIFg7W88XpxgN3dqEuwzwnVH6l4sx1Dj+nV9x3d6+DMKcy344he/eGku\nEDOacDJFyvdUZgxzxb5Uc/ecek4yVQ4mRG6p9L0CDOnDCbNQOrnqVGAoZXSVbRGHeOjchCmD\nb1GYbhb33ntv/cytCC+TF0faTqfJAZOHiZOA4B1YR7SafJNoNyAxb6JQmy84g3v+0M+vgrzL\n/IhoV+aksKF58b7TxK2bPOeU4ZdIYOXLdJsIb2QQ4L8Gzb7o0Y9+dAq2BO5TQ6KvNvZt50Dn\nwOlzgID1rGc9Ky0i21p7dA2WgdBkWiTVCeHH4Mj8w4TD3EGYsjKnhaDV0MmW6vd44lRenriW\naBdoCKbyVrXlLnOf+YhkPY5uu8x7nnLdAhsIBBXVB539jjADziEC0xw6VnqLMZzEprZWG30T\nTJxTwmWVmVPPpjLX5RwNlvfDd79tUYQ3IC8sqghbvn0mUqZXJtP77rtvAbaCOZaDPMH8okST\nXtGbVYfvORJiX/p3TQNPYC+zed2/3TKjGmMi0XN7eOd9Aj+zLH4KMOGasU7437nyA1xg7Jea\nS67OqSjaA9zi2lWBH3hxSs/pWEz0/vpeyAZj+eAibaI9nmv9OrqAJdWJ9CBFzEEPR2JdEuI3\nfdM35WEmEKaT3/3d300ByyAqWqwlDKS5GifEdazVaLkGc0xemwantu7L2PeQ0DHbcBn9umid\nhCt/nR9f4qCB0V/nR0QE/J2JcNf3g4D+kz/5k/lHo0eb/Vu/9Vu5YCMwWGgRtkQjErgqonPu\nO8x3jol2ikSw8gXkQ3gZz3DOGAZHjcmMj+JFCI/0gXBa/q/qseh94IEHUiN4kXov6xo8uQxe\nX1Z7L7Pe+la6gLXIRQZeH+P9OLqAxT+lJSYV2p2xZseLQohCBkI+WlYuBCX0R3/0RzfOzyI7\n1v91DnQO7M0BPpoc4f3RPNFsEbbkaCRIRAqk9PckaBG4CuJjzo1f9apXLU2x/DyA2PK9+7Ef\n+7GFgJxI3TSnmpMq8+lPfzr9/mCo8XMUZGKf+ZX7Bu0fgfX7v//7T6rdvTGdAyfFgVgdnhwF\n3tUQ0WSZ/kOo/e/93u8NocUaYlDMtoYANkTE2BDOy5lLLnxc8neYEmf1pcM0zGLTlRYqmIYr\nvekJ3yw0D0M4zJ9wC6+uabHourRchN670EIl7Ess4pbwD/JUggOJ6M61HY0o1CwfGqJzZUIr\nv4STeP/733/u/L4H5sA0gO8IK8DOtzKehplzCBeKIcyM566XCzQ0JJmWKswv585f9QFtCA1l\npsa66nuf6v06TMPZkzlmLsKja7CmpM0XvehFqYIWFcUHhVaLyZB/FmIGBDoqOuqd73xn+iJY\nUVUE1lSd/VjnQOdA58CYAxDhBcf446pQmq1Y1C3+4A/+IKNP+RzRahmP5poR+WE9+OCDqVUH\ntfGkJz1peWs+IfxLRZTytQPp4f6tbx2zXiwg07zJJ1WgBAiTH/iBH8h6KjoavAenfRAlolO3\nEa2T+4K14Z86RTR7AkLe/e53L5hZxwQKg8aPTxZtoICMove+970LvNMuPq7cPMChlJvGun49\n8pGP3Njfqr9vOweuFQfO5LzT2yN5xkecQKLrWmcFGo6c605PHu8arEm2HPVg12Ctsr9rsM74\ncZkarLO7rO7RQL3lLW8ZAlojQW5jUM+k3NpStEmDVWUCImIFJNd7Hk74qfl61KMeNQRcyBCC\n1RBYf0ME9tRlQ8BOZJlYVOY2fIuGgDDJ80BVadti8TmESXOIPI1ZBohtS2MNVmTEGMIPZQhh\ncQni3JavffcM14thDJJb59dtn/zkJ6dmC1hwCKNDCGfZrhAAl9rYdf1ad3zdvdrjXYPVcuNL\n+12DdcaTrsFaI5LSXvGd2EQ9J9km7vRznQOdAxfhAA0UHyp/8PVgbNGkcx7ehWiA+IpKKh4C\nVTrW828CJ1MapxC6EsPNvfiDccYtEkENqNY4yNFcPRz3aetFR1aE6mtf+9rUttFkwf0aE03/\nj/zIj6QWTuqxTc7PQHFFC26DPWnvIV8k7ZjAAW0pevGLX5zWiDCTLp761KfW4Qw0aPvFkR6N\n+7u8oO90DlxDDpx9ydew8b3JnQOdA50Dl80BpjsAuASgXanCwkUxCp2H5P9P/sk/WQpX6pOp\n4pnPfGaaJAlYLUUKsMUjHvGIdDAn9AHcFYEMSLWFmZGfEWyD82OSx1FEoYhG998kXAkw+ou/\n+Iul4Daua91vbSTwtdiEypawR0htadyvOrfueJ3v286B68SBk/TBuk4M7G3tHOgc6BxYx4GC\nk+GnxC8pDBeJnVW+VHUdLRaioYJAXzRO5UTrQ4smGTphqdV28U11fUuSf0fezQxVp0Fry7fl\nap/VwD3dZxeCReePJgqG4R//8R8v/uf//J8ZRamegqWpOsf92na8zvdt58B14kDXYF2np9Xb\n2jnQOXCtOPC///f/ToGIqRBYKvqKr/iKhKEBRVN/THI//MM/vATarU4CRG5JHQQpkAm0Y3W9\nLfMgzMCWpGuK5OeL8NNavOxlL5slOEUEZTr8j7VObb0yZ0hLFVGGeRjelnswXcLOkhOTQAcc\neorG/aoy647X+b7tHLhOHOgarNHTuip0ZgOfQYg63mrOYDROpSLCyArUytCgfJ1I+hqD7jd+\n4zdOmiRMFFbtcMxEEOmn1X35lFynvlZbRYfRUrRE2yDK6xSfH36L6jJZr0M0r+dEA3PVKNnM\nVaLnKt2P3GreGW3V5lMnGFi0OU984hNTKCpsLZGIcLJa4qfFdLfNx0sdogB/6qd+akEQav2k\naInGQJsEN1GINEqiIflhyde4SZMFfJVZ8V3vetfiBS94QdvM5f4v//IvpzlSlKD+EN4+9rGP\npWaNObLwCSsPLP+1Tp0Dt40DXYM1euKvfvWrF9/yLd+y8mcAMaAbrIAGjtXdoyo2/jSp/fRP\n/3QKEnfdddfi6U9/eqJJm7w4r1ZiSpUAQdQWCPbXjYRxa/vUKpgQ8q3f+q0Zng4gFgEz5Idy\nnYk5aPzuEJyldyEk/8zP/MwSlfxQ/SSE3HfffRku39bJl8fEuom8x9pLw7GO3vGOd2SZhx56\naF2RSzv+2c9+Nu/9m7/5m3kP4f/aa3vqJI8mvvreaXQQ4YizOqGDP1ZLBB9jwFhAb8vYryTe\n/+E//IeVUwRl14/9xEoAs9ChTWLCe8Mb3rBy7fjH3Xffnd8nB/UpXnNoZ6K0MJR5AxEkmRd9\nwyVcOS4VGmrHtTzQ/3UO3AIOdA3Wmod8WejMkKSl12AOgKtDu2HQE2VD5W6ShsVzU8kEcued\nd6a5BGYOswbi+CtK6iaQ/pWwaGKhyfNMX/GKV2Q2As/5UCRlCTy4f/7P//lKlUw11YaVE/3H\nwTnwute9LnObqpjgRBvrm6altmB7whOekPckeNx///25qOL8TTC2cCNA0mhZlKzzTapGE6BK\ne8Q5XvJqgqj70IB7F9aR+t2LoAWXi9A1RcyNAZuQyPa+T5hZ3/M935NtJWi/7W1vS9Ok77c0\nYbC8RB+KIiRY/tVf/VViFPITQ76BTp0Dt40DXcBa88QBl1YuxCoiUseAZvVmgGzBA6vMpi0z\nALV74MQsAmMnw76tOiWnNShR4QsHZ6Yss8im+q7buRKuTEJWtoExtOyCQX+beWRZ+MR3TFxj\ngQd4LpOOEPnXv/71K6v8fbqzzvSy7vg+9+rXTnPAMy0i5PzDf/gPM7UM8NAxmKdFFTOe96HO\nMQ0CUiZwbSNCmlytBC0Re612zNiyadxw31/7tV9LSIgyFa6LKOQzJh0Z05/FAQgGRKAC+Pya\n17wmTfvVXgJejW/SnylHMKNZ089jaECrbX3bOXAsDnQBawfO74vObFXnjyPqlDAheSwUZYjS\n44GShovwRTgJAMFFgAquhGnrRqRWydUtdT3zD8GN6a31awqQwkRVptqHJs2UZCUsBxtfkTF9\n4hOfSERnPhy7IEaP6xHdZCXPj+aDH/zg4nGPe9xKEfnN5HEzyShLiF1HTKtW1EXb2rgOPXoc\nyVX1XcbWxEiAZhLFg0K2ftOb3rTwXpnQTEyEM8I2zQafLnxZh/jNfActHJnwCHBywzEBMU15\ntrQW3oG5CORz+k4Dpz+0sS3RbDCNMYGjXd+1D33oQ5nrDkK4SVl/5tC251/o5YSRr/qqr1qp\nEg85om/S/Kxc0Pxggt1mhm2KL3d9a/74XzKhe/a0Ri15jp7hFIGNICgRmP70T/80/fsIdeMx\nhRZtTN/2bd+WgtD4+NRvZQlZxhXPldDOTYKT/Zi8z8YTMBG+X35y5VNKK1+0rl/rjtd1fds5\ncC05EB/xraNNSO6Xic6M0aFKTxTmGNA35jlT9j/9p/9khB0e/ehHDzGoDTHpDDFR5rHv+I7v\nWKIjKxsDYOYGUy40a4nwHL4/iRItd1iR6yA8f/3Xf/0Qg+IQgkrmHIvBOXM7VjlbiNExkQ4x\nUG5EjG6vqX1IztoeTslDhHwP4XuS94lBv4qsbGMyHcI8ksfC1DCEiWv5B6k6hLPMj6bOmNSW\n185p4z4o0csbzdjRT+0LAelc6XD6Tx5EmpGVc96H8KsZInpqCH+ZRNqOSTPfDYjY6gs/rknE\nbzk78UyZMEsOYZ7J3HGhOchjMekO9iPia+We9QNSt2uVWUchTGUZPCzSrph86+dyG+akIYT5\n5e9d3rXQgOR9wsF6CL/ERDav/r/5zW/OXHNvj9yj2hvaz+U95jz/WJjkdWFaW15nR05T34D7\nXTeak4vwuvXpou3tSO7nOdeR3M94ckwkd6ukW0f7ClgB8pcDdvg+JO8iaiZ/h/Pqkpdh5hti\nFTcQHNpUPrFaXk6KJotw9h7CXJCTxjg1RQlYoeEYYlWYdccqcpASw7Uf/vCHl/cL7VMKQqG9\nWh6LleMQztVDrDoHLxky6bk2VvM5wTgWPiMp/EjhUURYiBVyCnWhdavDmQDX9SatTVQCFuGO\ncOUaaUe0f4paAWvqfDj6p7AXptslP+e2sQQsfHRNaJAGqVAOTSVgBejiEP5P+YcP+h1RhAPh\ngcDZEgELb17ykpdkapLPf/7zebr4t+2dCr+uvN4zbClMNEOYgdpD5/ZLwCJkEPKm/sIxO+u/\nqIA1510Lk1cKlqERW7YxNDuZqNj16wSsuc8/tLkp+BHaWwpgzOxbaAHbw9divwtYZ4+pC1hn\nvKi9LmAVJ4ac+yQD/5u/+Zuzg3vsed8oO+bQ34sBrNOOHNgHnZmKnUmDmYWpi18S0xB/LlFG\nHEXHBEW6nF+ZASR9Rcx2CCQC8wqzYWi78ph/1PT33ntvhro7X8S0wCRSqn4h+MwxzABFhRjN\naXUuYnRd226p/jl68137z//5P2+NYGqvrX2YO0wqTGxMOuVYu2sbrwolmtmGacWfCFBRV/Fx\np3mX+WRMnqnnIeKLKY8ZWKLdEIZnI36P69zlN9MP8+zUH7+afWjOuyaqji9Qa6aDh+Td3URz\nnz9zJrBNMAIhwC6r5IDN7N36Ai5P9p3Ogc6BzoE9OdB9sC7AwPIpuCg6c4VTm/AJOYQqfiKx\nUk//LBNyhWNrnjQULRHSUKxicwsxGfGZGBNMG0QYq9xnJpUK367y/LREPRWFdiB9OkQ8aldL\n2jwlKLRlap8wGpq29CkDzfCv//W/Tv+raleVW7eVYoRwBurARFzCrfK7trGE1HX3OtRxKUla\nnvGl4gfmefO/C63eyvP1PMpfRRsqVJ+/3thPDA4Uwv8W8TsPXvCfCE5+cVNE+L/nnnumTs06\nNuddk5uPDxE/npYI/Ztol+fPqZtvmpx8Air4PukzKIIS2Dfdq5/rHOgc6BzYlQNdg7Urx6L8\nRdGZTbKc2FtMGIIOh2/OzjQ8JmPai5bGoIqhmmxPLwUtgtuY6tr2nq2QUuXHDrKFGK3OFi16\nHWJ01TPefuADH8hoI0CbtE/a8bSnPS01OuOy49+cwYWJC/EWdTh2/N+1jcdCifaMad8IXZ5d\n4TpVf8ft0i80xXvC9RTid9V1zG37jlU75rxrFgpjJ2/XjwWuqrO2uzx/+FkWIAXw6RsTCAIU\ns1PnQOdA58BlcKBrsHbk6j7ozLViJkjRGowpHKBzUoVevQuVRgv+zphK22aC34UKMVoo+Biu\nwsTE9DOHWqFI/5gcf+7nfi7DzKFFryOmKaZQ5kERlLRfYzpUG8f1XtZvGk9EQN9E+oVEl5VA\nUOXxZQ7id5W/jK37ewfGNPX+jctM/YahJFEw4bMV9EUTbqJdnz8tVgSxLGjMCLmicWUR6NQ5\n0DnQOXAZHOgarB24ykdJCL2JoMWfmYvOzB8JwZYRoj0mZkJaG/gxuxABSPi5kP6xdqvgDkxi\nu1CZKAsosK6lhSsTZx3bZcvPhukHEjVU/HUEQ4gPE83e937v904Wu6w2Tt7sAAerv1PCdVs9\nwQF0Bu0ff6yWCAn4X2bEwjGi+WzJ8fGx9vw++3zy+JkJ3y8iyO+6MKhr+ZrxUQND0tImAVy5\nXZ9/BA6kSd5z4I/FlNupc6BzoHPgsjjQNVhrOHsZ6Mx8gGAEQfS2eiY48KOBYA6ziNBB08QE\ntAsxrwD6g3cEAJWWSNoKwhXNwH2BLfU1X/M1u1SZGiaI0QQcuDtws+YiRm+6Ec0XPxhCVkRj\nZnJY6WRack+TIEHEZA7zpxUctQfYYaFaH7qNbVsusm/yliuuyPP91Kc+lejehCeAtZuIU7ZM\nAoIbtiF+F64TrSBzKoBc5PjDAUgJp4nvnYCHQ5EFgLq9pzRCNE3u3wZD7HIvQiOQTD5q8m9a\nDNBatn5sU/Xt+vyZHL03nOOZbZ/61KdOVduPdQ50DnQOHIYDMXHdOpoD0xDczRBuWzhQcKOe\n/OQnD+GAPsmv8K0a4A7VdaFBGAKdeQjH8XPlQ5BKPKwQgpblQwDKsPqYYJblC6ZB3S2FpiCv\ni0m4PZw4VqAIqg3aHOClK2XANMBVGhNYAO1pSahvTEIJj1B1hoCQ+Fxtuan9ghkYwxJU2XCe\nz3ZqCx6FwLXEwYqIr2Uf6r7tVtmiOW0smIZt0BJV50W3YAPadtZ+CB7J88g1OYQwslI9mIYQ\nqleO+RF+Z0OYB7e+U/qPH+4FDqMIPlT4P+XxAICswyvbgmnYFQfL8wqk+sRzc9/w8xu8i3C4\nxjhYc981sAwh/CzbHBq8ITS62f4QtNbiYM15/m2nQyuadYYfYHv42u13mIazRxaa2nw/WjiZ\ns7O3c893Ee4Et7Pzo14fEwfry7QlBslbRUx10ltsc6K9CFM2oTO39YnY48cCtV0EmWirQxHY\nBr4sIrMOQUxN/IY4qquz9ZM5RP3qwDf1tqjzu9R9FW3cpT37lmUyo8niJD7nnWJKpJVpnco5\nnXMEhxR/Gc+MZo7fFc1smSr37bfk1TRi5VeoPkOU6En9GwcE1P3mPn/+jzIWQMCvRMVVx3Xa\nijClucaT207GUVGhxtGLalFvGg/xw/x2qO/yOvPHmOJ7EfDFvWJf8r7R4ov230bdRLiNQzue\nZ4qba44THn4Z0AGHFNZ03yD+zd/8zTty4mqLX4c2XpQjc96pqYnF4HpRgXVOW01o6xIGz7l+\nqgzTditcTZWZOjbn+RPUQDXAGuvYV1Nc7Mc6BzoHDsmBLmAdkpu9rs6BzoGT4wDBSm5DSdRh\nZ/F17NhXJ/eYeoM6B24cB7qAdeMeae9Q50DnQMsB5lFO/5DqJSSuTAhtmb7fOdA50DlwaA50\nAevQHO31dQ50DpwcB0CgXAWBMWE6ZYY8NImw5PMW+UUvVDXftoL9GEfuthXy2+PzxsS8rwmY\nP6ioWibsSN59Diy4vW/f7xy4aRzoOFg37Yn2/nQOdA4cjQPgR+Q9vAz6yEc+soBIL7/lRUia\nKtf7A5i8jsCnKLMNr23d9XJbgorhS0cYBIfxPd/zPQtAuxF9OiuLw7q6+/HOgevEgS5gXaen\n1dvaOdA50DmwJwf4n43TNVWVIkMD1qR+7rzl7ybpfMDDZGAMLD34eQCL4bS97W1vy8T2zLWd\nOgduOge6gHXTn3DvX+dA50DnQMMBCPgAiKdI9gBC1kWjhiXPllGCFgxYLPBj5shnPvOZidQv\nepMmjqDVqXPgpnOg+2Dd9Cfc+9c50DlwdA78/u//fiZx//znP5+o+kxmUOVbcu4tb3nL4o/+\n6I8Sc46ZjoAyhdcnjRQsL6m1ZIWgNZqC6mjrr30mOwj8H//4xzOTRB23lZ7orrvuSoy+P/uz\nP2tP5f7/+B//I1NYfeITn8j7yjRQflpw17Rf3lAarCmCoq+tY5J2ibZL/XCG/tE/+kfZ94IZ\nkVmDb9sLXvCC5aX4pb7v/M7vXOkHEyq8Mxkz+KzJBCGzArOopPFw5R796EenEAjbr1PnwKVx\nIFS6t442IblfFTNiQBkCTPKqbnfy94H4HgPfybfzqhoIyd070mkYwqcnkbqhvZ86ffmXf/kQ\nE/5KMyM9VqLHR2LpITQ5Q0zu+Vu2A31Df/zHfzyEgDTIxPADP/ADQ4CgZmaFwLTLvitTmR1c\nH7hfw5133jmEM33WJUPDtvfFvWMiGcLxfNDOEDpUuyTjkWwOoV0anvCEJ2R7lidjJ7ReQ5gX\nh0c84hHZj0hGnvUpjyIdVP5++ctfnr/n/oscr4N+atOTnvSk4Yd+6IeGr/zKrxwiJdbwX//r\nf81qnv3sZ+f5to8hdOX9Ion8CpJ7CIhDCHl5XfGsskNEarLMnIAPnodsBjeROpL72VM9JpI7\nlORbR13AOr1H3gWs1WfSBawzflxnAYuAQCiJvI1DaGaWnSqhK3Ju5rGXvOQlQ+TpTOGnCoW2\nJQWIBx54IA+VsEAIi9ylKRzgTWiEstyHP/zhunRyWwKWdFyRzWIIp/OlgOeCd7zjHSnERKTh\nOQHrM5/5TJ4j/ElNg9ybkCdFkzpDm5TtePe7353n5/4LZP1MRxbaq+UlkTx8CAf5IRzlBxNk\npU3Cg6IwN2abCJvSh0mV47vBR/xFxTOpl6SyKrrnnnuyre9973vr0I3adgHr7HEeU8DqPliX\nphs8fMXSgXz0ox9NoESqdCr5i5JUCkwRsSLcuQqh165t/2JAXMSAu3Ndh7pACLv2SDFzLJKS\nQRukZejUOYADUnJxKocgL/VR0cte9rJMj1UJrZ1jGvvQhz6UW+U4hYNMiByWdVluJQEvtHsY\nX4XrFVqwlXKbfjAT/umf/mmaCasc86AE9KE9qkPLrXZxTGeqk7AduXfkFF3cd999maSbOQ6V\nWS9/bPlnLFE3syGzXZHk5Pfee+8iBKc8z6QaGq40iyrDT8xYKCrRuBgCZ17KPIiPY/Pr3Xff\nvQjNW1W/CEEx90N7tjzWdzoHDs2BLmAdmqOXUJ/Bg18EH4tQhy8iUe3i27/92xff9E3flI6k\nF7nlr/7qr2YoNoyaXelf/sv/3955gMlRXFu4MMFgMiKJKHIwOYPIGREEQiTZ+ElEAbLJoEcw\nYCQwWQiTkwAjchA5GpEFxgZMFkEmZ0w0wbzX7/6XV62enpnd2d3ZmdmZc79vd3qqq6qrTvd0\nn76pDkvDvWPYN3l/WOsJf4iO3Og7euxYH0z+9Kc/xa/uOMtYOhvCnnbUhQ2ipRhDuQitLnSt\npj0UgZdeesnTE+RJByTFFvn2zPL2rh0gTaQxGDJkiK+3CAHgN1pKskSB/ZFs2QLQpaqXLGM9\nVnyabCF5309bfjtmtixZ38x/Xj+/tBfO8JAjlnMizxVCtvxKBXyQVVZZpagJ9ziE+wnrLnIP\njL9vHOV5ocGpnvU38XFD8LGCnNki6v49/rNF6uOmf8bzwZqwEiHQXQiIYHUXslXq99lnn/Uc\nMq+++qo7ffK29/jjjwfegNE+DRgwINxyyy1VOlrHujnjjDPcgRQnUhxU99133/D00087yUKj\n1Z0Ckfv73//enYdQ30KgUwhkF9aGuJRbYJYXEsgVfxAAHMfREOHgDVGAuCy66KJFi8rSLiu0\n76jQR79+/TyakPY33nija4jMfaJkVzi854+br0gOMAQtblsyevToYKY5n3ckhaUwiseLmnpI\nIYQMrRNEy3yoHDdeOtFmoUE3k2DA8T4v2UXQ2Zc9R/m6+i4EqoWACFa1kOyGfoiSMf8EvxGZ\nL0cwXwxfpJaooeOPP94jfrj5EBGEWrzWwtsuKnr+iHY69dRTw5gxY9xExg27O6We5sjunJf6\n7hkIkOYAUpTV1mK2wow277zzppNAu4QprpTwEoLWBxMiAqFAO4x2BhM+qQwweQ8fPrxU8y6X\nRTMh0XWszwgxQatVStBQM6Z8/irz9XFNMjigWcO8CMmJGePzfUHUMHlCJCE5UfsWzYvZ+vEl\nDU0fAvmjDdGT999/v2u0KEezxYvoAw88EBhP3jxIHYkQqAcCIlj1QL3CY6K+54aBn0afPn2K\nWvHmxg3ZHE19IduiCnUoiGp9fCuygp8EJj3y4WD+IISaG3Yp4e32gAMOcB8Ucw4OI0aMSP2a\nWMKDOfPWjZmQ7UmTJhV0Q/6d3XffPWy//fbhlFNOKXmzZ+HfkSNH+njwdfntb3/r4efZjs48\n88wwduxYX+oDPxdznA3Z0HW0iYxzhx128HMU37SzfWi7ORGAFHHdZU3s5gjuk41pC/hCzil8\n8vIvHM8995z7P0VTFtcXWc/xJUQgKoMHD3YCRlqB7hCue0xvpFaAnJQzD3JsNMb85vLm77PO\nOst/OxAkyA+/cXChr/xL0I8//uhz4ncybNgwnxJuDqwTSe6svCYumkgjRuZM76ZEfMUgVBAr\nhIW8ORa+YPTFfVEiBBoCAbuoW056ShShvYkl5vzaLaHEJ554okfRmKq9w+ffbp7elsi/vBxz\nzDG+z/LQpLuoZ2YPL7ekg4n5kHkINpE9MXIoRhEaKUrsRp3Ym33CcYxYejvCuAnRtpt3svnm\nm3uZaQp82x5WabQQIeyEe9tNt2wI+4MPPphYbiEPQ7eHTEIUE5FI9oNMjFSl47Ybe2IPyKRX\nr16+n2gw00b4fiNnXt8IZTJo0KCEuTBm+iCaqquiKMLJCNrDs+HSNBBpx3VBagXTyCRE+pmW\nx68TM+GngzcfH7+GSTtgRCYx81liL04eIWe+QolpabyuvSz4dU90n5n8E/qwpW38eorpFGJE\nHO3NtJbeF4ig47qzF5H0uKU2slGEcT+/RdoaMUmjA9mXT9Ng5Cgx/0JPn2DEJzGCk/zxj3/0\n+ZP6IBshyXjpk9+DLZmTGLlMRo0a5WkRKDd/s3h4/7QXSK/PfdlMfX5PGDp0qJcZaSqoa5p7\nL+e3CAYIqRY4F/T9m9/8pqB+FrPsDiIKqc8cmlEURTj5rNYzipC3hpaTnkKweGiTq6U7pBoE\ni3w13LT5M/OC31AhhBdccEHBkMlhw82MB0cU0yAlPGDMbyOxN9oEgsWDg3rclLMSb9j25poW\nc4M1h+D0e7yREsI+ceJEL+fBXCqEHdJkCQYL8m5xQ4KYmfYh7ROCxXgIoecmbiZb3zd+/HgP\nvTetV1rXtHGJvY17fRGsFJaqbDQiwWJiZqby/E1cI/zxEmCmtqI52yLLCfccWzzZ65k/kOe5\nitdTbHDCCSck5ovkdeiPbdPQJpAbJF7j1SRYpCngWHvttVcchn/mCRaF5KkjTUOcB+343ZtW\nt6At4+VFyxzf07lQl3QO5quZzifbyFwLPAcY9fgz37PEkpVmq/g2xI795hSf7iNtBC+jlEPm\nspLFLFsugpVFo7m3RbBqfH57AsHiokCTY+rubkGnGgSLt0YIDX88NLjBQXzMbJYmPSQ3DfOw\nhWOL5mGO+t5mwoQJTrDMad2TGeYTsJJLiL7N/JD2UY5g8dafFTPjeVtu7FHIF8Sbcl7QepHc\nMAoEi7GjhcgKGgty7cQ36LiPPEKMUwQrIlKdz0YlWMyOsUGUoiaqrRlzHb344oup5qlUXYj8\na6+9llhQS0GOqnzdrAYrv6+7vzMPi5j1vFNtHYsXJ8gXv+tS2u5SbUk6SiLUjggEi+Nwr5H8\nhIA0WJOvhHoSrMmJWezJIGkcBCyjciAkuiMhz7UePdFChGdHsZu+RxWSv4Z9RPoQ/WiXemBf\nzD0T69tN1zdN4+Q+ZjgH429BlCR5vnCcJWoIJ1ykEkf+SkLY7e3c8wvh2Ms4wZgwdMaRzwFk\nWokix1/8PxhrfgmTGEXlg9W/lkDACHjAAbwSwYEcn6O2xEzVqeN3W/XquY95sL5ge2IvQaF3\n797+117duJ/fm0QINAsCcnJv4DPJA/ujjz4q6wzO0HGWJV2C+SZ1aiY8IKolOJiaOc0jH01L\n5A76JEpEWPMLh9rsHxFEOLHTDiFiqm/fvu5QS+QUTsPcyG3pDd9fyb8Y2h3rQu7yQqQjOYfI\nJ4YTu2khgplIfG21fF3T0uWLnCwyj7zkCVd+v74LASEgBIRA6yAgDVYDn2si8oiYgQRkFznN\nDpn8U2aS8jfjcm/SaGwgMzEqh/Yx23g2pDzbb1e2IS9ECkH6YoI/xvbnP/+5oFuiisyfw6OP\niJQys6VHZTFO89tKM1/HPF8Qoa4KxyGpI5oyohWzb8xXXnllUeQuZlFTAAA1z0lEQVRTqePR\nljB9yFuWoJqvTanqKhMCQkAICIEWREAarAY+6SzvwMr0ZCu2yLeikZILBjKCKdEWhy3aHwvQ\nIqFRgvREQTvE8hwkMqymYPYjTQImTvLXQLAIr4Yk5XPjkLWaBIOYERFMb7QjlQNji0LSRSQ7\nfogZqR86KpgC6YekhVlyZX40bo7MHqNc37awrmvbbr755oIqkGGJEBACQkAICAEQmPwUEx4N\nhwBmqHHjxnnuF3LWWHoCz+qOGYy8NSQipA6aGPwdokAeIC34F1FOjh3MbOtbvizMYuSPuuuu\nuzxxX1xXjLb5drG/cp8WKeTHZz/EhLxWFrXj2jFySOFPgpCA1FIZeCJDctUwfvLpoNEijxUE\nEc0Sy8yQzdqiCIOFaXs/aJUuv/xy78dSF/gn/zArWjSf592xoIW0vL0NlvZgXOTdwQTLMc3J\n3pM5opEyB1739criku8TYohWkVxb5C1CowWpjOvK5evruxAQAkJACLQgAvZQaTnpCVGE2ZNC\njhxb7NQj2uwS9Ug1ouhsmZzEHMGzVX2bXFPUi+HdRP1YtnUvo5ycT+R/MnJQ0DbfrmBn5kvM\ngxXHwidRdWYaTCz5n698n6num4SWk7cqtiHUm5w1jA0hyojQadIq2Dph6RxtOY+EPD+kdLBk\nh16Xf5bgMI1cJC1EuXDsUjmCGAupGsCQ8RAFSS4eW/LHv8fcYEacEtPCpcfMbpCWgdDwGD1J\nSo0bbrjB2yuKMItU17eJ1CNKDMwlPyFQzyjCRjsHiiIsPiOKIpyMST2jCKdgGPaQaSlBU8Mq\n9/V0SkZTgtan1Bpc5U4Gaw+yDhe+SPhUsbp8R+Srr74KFk7uGiNMcfUQNFVouvpYZvqsozjl\n+DOxCCvzI6LPSFVRBF92zOCH+dMIUoEvVLZOW9sEELD0Bxm0OyssOIvvVVzyo7P95Nvh8I+Z\nNL+GWr5eK3znFoXpGc1jqaCDVsAgP0d8KPn9RC1xfn8rfSe6mHsK0Y2W+LWVpl52ruDB8w1X\nilYX7tH8XrCcdOR5Ww43rjesSbjotCcyEbaHUAPt54aaXYajo0Pj4mLts3oKaR2yqR1KjQWz\nZiXz5OYBIeusdKVtPCZEtdrkKvatTyEgBISAEOi5CEx23Om5c9DIhYAQEAJCQAgIASHQUAiI\nYDXU6dBghIAQEAJCQAgIgWZAQASrGc6i5iAEhIAQEAJCQAg0FAIiWA11OjQYISAEhIAQEAJC\noBkQEMFqhrOoOQgBISAEhIAQEAINhYAIVkOdDg1GCAgBISAEhIAQaAYERLCa4SxqDkJACAgB\nISAEhEBDISCC1VCnQ4MRAkJACAgBISAEmgEBEaxmOIuagxAQAkJACAgBIdBQCIhgNdTp0GCE\ngBAQAkJACAiBZkBAS+U0w1nswhxYz88WjK6oB1usuWHW+mItx+eeey688cYbvraiLVTd5rqF\nFU1QlYSAEBACQkAIVAmBliRYLB779ddf+2K6VcKxw92wYCTjYAHmegqLYC6zzDIVDeG8884L\ngwYNqqhuRyuBRSV4UGfkyJHhlFNO8frxOKxfuM8++4QRI0Y0xQKnP/zwQ/jxxx99QfA4x1b9\n5JwjvAzU+/fSKOeAa4OXDBYrb3VhcXiEe6quj5+uBn4rPOO4L7a68FtBuKdW4/qgv3hPag/b\nliRYgMJCwfVcaZwfADeGeo4BHGaaaaZwzjnnsJnK6NGjXav1pz/9qeAHutZaa3X7eNvD48AD\nDwwXXHBB+NWvfuV/rBj/5JNPhjvuuCOcffbZ4a233gpXX311OpeeusGNkb/28Oip8+vIuLM3\nM+HxE3JTTDGFro/cRQQmuj4mXx9gIYIV/DkLKtW6PiKhz11+Jb9OYTevn14PS+5uzsJtttkm\nXHbZZYGHc72Et09I1owzzlivIZQ97qabbhruvfde16DU6ob14Ycf+g9gzjnnLDsu3hzYP998\n84Vnn33W62crr7DCCuEf//hHePfdd0Pv3r2zu3rc9pdffuka1l/84hc9buzVHjC3qA8++CBM\nM800oVevXtXuvkf2h+Z5+umnd0x65ASqOGg0V5988om7CMwyyyxV7LnndgUePN9qdf9uZKS+\n++67wO9lhhlmqMrzlutt8803D/fff3+7025ZDVa7yKhCmwg8+uij4aqrrnIfqAUXXDBsttlm\nYdttty1oc9ZZZ4XZZpstrL/++uGSSy4JTz31VFh22WXD4MGDw6KLLhoeeeQR1zZBJrhgqdeW\n8CPhb7311isiV7Q7+eSTw3XXXRc++uijAoJ10003hQcffDC8+uqr7kO21FJLhf322y8l2Fde\neaUTs+OPP77ogYVW7IsvvghHHHGED+3999/3ueC39tlnn4WFF144bLnllj7+7NghBX/5y1/C\nnXfe6Ritueaa4Xe/+134/e9/HzbeeOOwySabpNX/9re/OZb0CXmkP+YoEQJCQAgIgR6MABqs\nVpOtt946sYdjXaf9zTffJEYs6jqGcge3hz9azcQ0RiWrGEnw/UsssUSy6667JiuvvLJ/32WX\nXRJTn6ZtVltttWT11VdPFlhggWTJJZdM+E6/iyyySGJmvmSqqabysqWXXtrLBwwYkLYtt7Hi\niism9laWnHjiiYmRnXLV0vLtt98+MdVwYsQuYXx9+vTxYxmRSTgHiGkzvcyIWNqOjY8//jiZ\neuqpE/Pt8nIjaYm9FSb2lpwYCUrAybQq3vbMM88saGtkzcvBxsyZiQUIJGussYaP5Zhjjknr\nGgl1HKabbrpk4MCBSd++fb3df/3Xf6XjSyu36AbX1HvvvZfYW3mLIlA8be5f5n9VvKMFS8y3\nxq8Pe/lqwdmXnjL3rnL379Itmrf022+/9eujWs9brrcNN9ywIsBw1mo5EcFq+5S3RbAeeuih\nxOz6ThpMVZp2FEnXhRdemJZFQnX44YenZRAjSJaZNxLT3Hi5mUoT0/A4+WjvofHaa68liy22\nmPdBP8stt1xywAEHJLfddlvRA+e+++7zetnjc8CDDz7Yy81Xy48P0TJTbQIZy4r5oHm9J554\nwovXXnvtxHzWEjNnptW4kf385z93AhkLTXXsGO2///6xKPn888+TVVZZxfuLBOuVV15xAseP\nNftwiBhdc801aftW3hDBKj77IliTMRHBmoxF3BLBikgkST0JlkIM7CktqRwBfNdwnDz99NML\nojCPOuooN2+de+65BZ3hWGiEIi3DvwsxMhNWWmkl36a/VVdd1SMzTFPhZeX+mfYrYFLDdIdZ\nErPfqFGjwlZbbeXmugkTJqRNF1988XD99deHI488Mi1jo3///v4dPwUEP6cdd9wxGElzc6AX\n2r/LL788kP7BiKIX/eEPf3Bn+qyf2Oyzzx5M6+Q+ILHdjTfeGKaddlqPaIxlM888c8F3yonK\nxJ5vBLAg/cWwYcO8/UUXXRSb61MICAEhIAR6GALywephJ6zew33ppZeCmfzc2Tw7FjOlBZzM\nH3jgASdKECtk7rnnLshPBSFB6CMr0dkfx//2hLr77ruv/xF6C6m64YYbAuQO3yWcD03bFOaf\nf37/e/zxx93/Cx8nxk/UIQK5ibLbbruFiy++2AnZ7rvvHiZOnOj1SAcRZYMNNgiffvppMM1S\neOGFF4JpoMIzzzzjdSFQUf7+97872cOpMiuRUMYy2oMTZDFPTE0r5uQx1tWnEBACQkAI9CwE\nRLB61vmq+2hx7I5kKD8YCIUpZgsIFk7upcT8r0oVt1n24osvOrExX600OobIsnXXXdf/0IpB\nsHC+h2DhnN6vX7/w2GOPuZYKggMJRPM1fPjwgmORgsJ8ysKf//znAMG64oorXENnPmZpvTFj\nxrhzPBGgaNLMHyzstddeTsogblHQjOXJFfsgTVmBrFFWCk/GmK+fbdvWNsQRgojMMcccRWQ4\n25ZxE3ZM1GU8V5MmTfIIVwIRuiLk4XnzzTed5JIOpBry+uuvOykluADJf88fg+hDcG5PeEFA\n41kNIfktvwOukbakMzhHTLm+iCKUCAEh0MAITLZUts6WfLDaPtdt+WDh3I2jdynBiRun9ij4\nYJmJLX71T3vguh/SscceW1BuZjwvN5NfQXn2y6mnnup18K0qJfjqGFlJjJz4bjO1eX0ztSVZ\nf7Fx48Z5+WmnnVbQzR//+Ef3A7M0D8lCCy2UcJ1EsQe1O9fjR/X222/HYv/E8Z7jRtliiy0S\nIysJvmVZefrpp/240QcLp3u7NSRGHLPVfBuH7uiEX7SznQIjHd4vfTOWcgLW1OHPzKxpNc6j\nRVqm3/FhYMw4mndELDeZ922RnR1pVlQ364NFsALnIEr+eyyPnxa5mc4xzrXUJ+e7WsL4GFd7\nkse5vfrsv+uuu3w+pm0t8jmspH0z1pEPVvFZlQ/WZEzkg2V3PEnPQADNEKkS8DPKCsvWmDO4\na3Wy5dXcJn8Zgr8XebPygpmQTL2kfEBIC4EvFFqorMYMXyskb46kHv5gpFJAuzBkyBCvxz9M\ngdRnDKRSiIK2Ai1Qti80aWj6SP+QFYs0zH51LRsF+HplBU3dPPPME/DF6oowFyOjfr5K9VMu\nISsawY022ihtYkQ0HHfccQUm1XRng2+w8gCm3/j33//93z5ifPZiGZ8nnXRSzWeSx7nmA9AB\nhYAQ6FYEOm6n6dbhqPNGR8Ai48L5558f8FnCFAbhghAcdNBB7leVN71Vcz4WPejkB2fz5Zdf\n3skOZjp7Qwl//etf3TcKEyBZ3hH24Z+FE/nQoUOdaEB6IqHBhJgVSA2mOR64+IrxEI5iqSQ8\nRxb5vDA1srwQfTNfe1fyZUswzWFqshQLjhGmRoiZpagIpnnwnFj0F/3TMC+SRR/ixfEIAHj+\n+ed9KSBL21DknB/HUukn58aiPsPNN99cQBZjewiWRWF6DrBYxmeebGBC7KliGtXAXxTMxRal\n6aZiruF6Sh7neo5FxxYCQqD6CCiKsPqYNnWPPPhJMsrbN47mRNlBKEjeiYM7SUe7U9Ck4GSO\nFgl/KcZgaRf82CQwJXkpfkcIaxbuueeeYezYsU5yiPZD4wQhZJyMNy/xofvrX//ayVLcj8M8\n5IzjosXq06dP+O1vf+vkLS41NH78eK+Otoxtjn3rrbc6CSMLvZkmfX/0nYn16A+iBtlB4wJh\nhOR1NRs9kZlm+grXXnttnEb6CZHDUd/MlGlZ3MDp3syx/hVftLvvvtu3TzjhBF+mKNYjQSyY\n7LHHHk7gIHL4p5UScIBwot0jcMDSVhRVIzr0kEMOcWILIaZNrYVr47DDDvPM8WhKwYdEteBF\neX5h9HfeecfLCaTIC8s2MR8zNQc0Z0S8ZiWLM+VoQcETTSq+g7zMQMzbEzTKJMLlt0GSXcZZ\nSjuJPxr7+I1IhIAQqAECky2VrbMlH6zqnGt7mLr/UHu5qyo5Gj5O2fxSlbSxB1JiztxFPlH5\nttQzM17CeKshjNMenmW7Yi6lktoZMXX/mUsvvbSoLRga4fG54HNk2rUu+2DZwz0hBxjJUs3R\nu+CY+LwZSUyMCPqYyvlgkTA15h1bf/31vT86wj8MHyISrfJ7MkLgx6EuPjFI9MEi2ao57Hty\nPnyd7LbmCWazPmblEq4aSfXktTHRaN7nKv/dD9zGv3gOjDyVrBX982xVAh8n2BmBTMz87N/J\nt5YV05x6uZHstBgfLNNIJpbOw30Sjaz7NjnUsv6DeR8sEtqaWdd9zGhjjvzetxGntO+8Dxb5\n08AXH0By1CGmxU2MnBclmjSNmfdH/rVmEvlgFZ9N+WBNxkQ+WDUgkjpE9RFAm4Xmiki+egg+\nRpgNsz5RpcZBPcx0jLcaQh4sNFrlBBMkUXN5TQGmKQTTXV7AEDMkc4kmxHydznzfaaed3HcK\n7VJW0HDsvPPO7R4LLU6MpCQHmgUCeDdo5/BxYwmiW265Jdx+++3hnnvucS0Ni4RnBU0OPnqk\nzyDqj7akysBnDyHiERMzWlHyoLHcEdiBlyWuTTV/2T67exstLWk08KVDc9dRwXyOZhczMlpA\n1s5knTyWaMr668V+0QayiDmaO8zdtLGkup4fjsXXSUeSF9pg0gZTsF9nnXW8Cr6DLOnEUk1Z\noU+WbKpWtGS2b20LASFQjIBMhMWYqEQIdAmBHXbYwRclxvSHiQnygD8YzvU8LLua/qAjg+O4\nkNCsmRBixEMZgtUZsXdDnwvJWU0Lk3ZhGi43bZpWKS1jAxMiY0Agj7RDormtrYSrkGL211ow\nZ0JESIcQTc4dGQML7WKyi0I+uAMPPNBJG35geeElgIV58dkjtQUCVpBSyFL+JYZgDtashIQR\nyJA9D/ggUh8TehSLYHUzJ2Z0iRAQArVBQASrNjjrKC2EAP5ZaCzQ9qB5ePjhhz3bOz5F+G3V\nWtBioc1AG4OgvULzSKBAZ4QIS7Qnpdrjw8Zi1lnJa0xifqg4nmzC1e222y7EPzRn5AKLOb2y\nfXb3diSEnT0O2si8xjTixXzzApE79NBDPWcb1w8kFX8pNH8ETuTl6KOPdi0gqxDkCXuvXr3c\n74tI3+gTh1aViFquBYkQEAK1QUAEqzY46ygthoAt7uxJSEkdgckHs1k2KrGWcEQzIc7aaJ8I\nEijl3F7pmOJyRqWSqZbqI1+PMWQlm3CVAIDsH1oaksfWWiAplUgpcx/tSiWPjcEN5m9XsusR\nI0aEe++9N6BlAhOCAQjMQOOXbwNZYj9O9mhI84KZkKSkBFYQYEGgB8Q1u+JAvo2+CwEhUF0E\nlKahuniqNyHQcAiQUgKNCusy4ovGQ7krBIvIRIR+8sIDHa1JR/onKzv+WKwZiWYtK6S+INqS\nCLh6CuY7hPFkJZrzsmVslxpvrJvXOMW2ECHMrFEDiBaUKER80vDngmxGseADj9wkupHUIQMH\nDgyWVDbu9lxwRKFiGsZnkOhC+pAIASFQOwSkwaod1jqSEKgbAmix8OfBadyi3IrMSm0NLJKL\n6GhNvjDSXEDYshoc8oph1sPPrCMSnf5jfrLYlpQJaILIF1ZvwUEdyS6JxHcwLSWQo7xp06JH\nfT7gnxd8rzD3xfQY7MekGJPN5hPrRrMhi65DoAgcyKa+4JxxLnB+Z+koNKq2QkP+sPouBIRA\nNyIggtWN4KprIdAoCGBmQvtCJGBHtEuMP65RSFQffj04X5988skeMYjmhBxQ5GvCaR6zVMyW\nXuncIVDkUyPhKlnj8TuCFDBm/JiyzuKV9lnterbsU8BxHQxItItPmy3D40lcSx0LrRsrChBh\nCXkiOvDOO+/0fFWlzI9xjUxwBQOc0sHAlihyk2lWe5U9HufGUlwEW97Jneiz+zATok0cM2aM\nky0c6SVCQAjUDgH94mqHtY4kBOqGAKZBNCKQo446OkOiyF6PKSo66UN+IACQKxbKxjxFolC0\nNERPdkTaSriK71BXE652ZCzl6kL08KdDkwVZYikhUkmUSlZLH2iLwAjsiOQkog/tFKsKlBO0\nUZwnzILgTTQg/mqkjJhrrrnKNfPj9O/f34kU6TKi0BfRhWgZZR6MqOhTCNQOgSnsB1zocVq7\nY9ftSDwAeJPnjbRewpslN75SzrD1GlM9j4sJhIc/5g5J8Cg9iAdmo0YRTFCE/+fHZItfuxM2\nvlnRnNjZMWOGJPUAecQwa3FNcIvCp4ljl9L+dPZYnW2HLxUYVJK+gaz81CcqsVJsyKFFagbM\nsOBQSsjejtN8Pn1Dvi7mV5Y6KpUaIl+3p35HMwtmkOBoyu2pc6nWuMGD51ul11y1jtuI/Xz3\n3Xe+TBrBNtV43nK9oZ0u5x6QxUBO7lk0tC0EhEBZBMo9vNpKulq2szI7IAw45DeydGQ5KB76\naJI6IqxLyV9XhSSnaL/QKkqEgBCoPQIyEdYecx1RCAgBIdBtCLCOZYxGxLeL9S0lQkAI1B4B\nEazaY64jCgEhIAS6DQGWW8Kca+sp+oLZ7ZkRu20g6lgItDgCMhG2+AWg6QsBIdBcCLA+IX8S\nISAE6ouANFj1xV9HFwJCQAgIASEgBJoQARGsJjypmpIQEAJCQAgIASFQXwREsOqLv44uBISA\nEBACQkAINCECIlhNeFI1JSEgBISAEBACQqC+CIhg1Rd/HV0ICAEhIASEgBBoQgREsJrwpGpK\nQkAICAEhIASEQH0REMGqL/46uhAQAkJACAgBIdCECIhgNeFJ1ZSEgBAQAkJACAiB+iIgglVf\n/HV0ISAEhIAQEAJCoAkREMFqwpOqKQkBISAEhIAQEAL1RUAEq7746+hCQAgIASEgBIRAEyIg\ngtWEJ1VTEgJCQAgIASEgBOqLgAhWffHX0YWAEBACQkAICIEmRGCqJpxTp6f0wQcfhE8//bTd\n9lNPPXVYfPHF263XUyq8+eab4dlnnw0/+9nPwvLLLx/mn3/+oqF//fXXgXrsm2mmmYr2d1fB\npEmTwv/8z/+ERRddtLsOoX6FgBAQAkJACFQdARGsDKQnnnhiGD16dKak9OZCCy0U3njjjdI7\ne1DpSy+9FAYMGBBefvnlglEvvPDC4frrrw8rrrhiWv7oo4+GzTffPFxzzTVhxx13TMu7e2PQ\noEHhiy++CC+++GJ3H0r9CwEhIASEgBCoGgIiWBkoeZijwYny2muvBUjXVlttFbbbbrtYHGac\nccZ0u6duoBlaffXVw8wzzxwuvvjisMIKK7j27u677w5jx44Nffv2DQ888IDXYY5zzjln6N+/\nf5h33nlrOuV11103/Pvf/67pMXUwISAEhIAQEAJdRUAEK4MghIO/KI899pgTLMjHbrvtFoub\n4vOmm24KX331VbjkkkvCwIED0zltsskmTq7QbI0ZMybFA23WzTffnNar1cZJJ51Uq0PpOEJA\nCAgBISAEqoaACFYXoDzzzDPDHHPMEfr06RNGjRoVllxyyTB06NAwzzzzeK9/+9vfwlVXXeUm\nuPnmmy9sueWWYeutt/Z9H330kbfZdNNNQ79+/QpGMXHixHDRRRe5KW6VVVbxfZjo6AvT5IIL\nLhg222yzsO222xa0a2882crRxLnYYotli32bfvfdd990HhTGMf36178Oyy23XNqmrTnGSmed\ndVaYbbbZwvrrr++E7qmnngrLLrtsGDx4sPtWPfLII14O4YPIQvKmmuqnS/Pss88O3377bTjk\nkENid+H999/3+pg2P/vss4BJE2wxYUZ55ZVXXDN38MEHhyeffDLcdttt4cMPPwwrr7xy2H//\n/WvqRxbHpE8hIASEgBBoIQSSFhQjOYk9mNuduZGaxC6F5KijjipZ17Q6ydprr5306tUrmWaa\naRJzEk/eeustr2ukIjGSkEw33XSJaYgSM7l5X3vuuafvN6fxxIhZYibJor4PPPDAZMopp0ze\nffdd3/f73//e2y6xxBLJrrvumhhJ8O+77LJL8r//+79p+7bGk1b6/41x48Z5H6uttlpipsDk\nP//5T75Kwfe77rrL65sPVlre3hxjRY5hmsFkgQUWSIyEJnwH10UWWSS54IILHCfGboEDXm6m\n2tg0WWONNZKllloq/f7ggw8ms846azLLLLMkRqoSI2OOPf0ZwUzr3XHHHd6XEUL/5PimifRt\ncPz+++/Tuo24YX5nyTfffNOIQ6v5mLjG33vvveSTTz6p+bEb9YDcvxr9Gq4Vdj/88INfH//6\n179qdciGP87HH3+c/Pjjjw0/zloM0F7Q/fr48ssvq3I4rrcNN9ywor5CRbWarFI1CRYP9kMP\nPdRvdqYVcqRMe5JYpKGfhOyP3vy5/AFvpjZ/eB555JH+/bnnnksR5kcx11xzJVtssYWXPfTQ\nQ07cfvWrXxWQoEi6LrzwwrQtJKXUeNIKuY0//OEPXp825ouVmI9VYpq45PXXX8/VTJI8wapk\njrGTSKgOP/zwWJRELKaffvrEtGCJRXAmpplK1ltvPZ9vfHjkCRaE1qIYE9NGpX1xM/n5z3/u\n5C0WRoI199xzJ4w1CuSV+ZqJNBY15KcI1uTTIoI1GYu4JYIVkUgSEazJWMQtEayIRJLUk2Ap\nD5Y9bbsiU0wxRTjuuOOCabAC0YXIeeedF0wjFIxQBNO0pN0PGzYsmEbL91OIUz2pEa688sq0\nzj333OOmrCFDhnjZZZdd5nVOP/301GzGDtOqBcyO5557btqWjVLjKaiQ+XL00UeHJ554Iuy3\n335u6jStVjjggAOCaZbCPvvsE+zGlalduFnpHGMrxnXMMcfErwHTKLL99tuHlVZaybfBAud6\ne6AG01h4Wf6fkcJg5Mmd7uO+2Wef3duZhiMWpZ977713QUqNGKzw9ttvp3W0IQSEgBAQAkKg\n2gjIB6uLiEJyIE1Zwf8HQoH/UJ4AmabF/ZmoT06pjTbayKP2TjjhBG9zxRVXuL/SNtts412S\nSsFMawWEgh3k4sL5nkg/4+relvJS46G8nJh2KfCHQDruvffegC8XBMrMneH2228v2bTSOcbG\npkkqwAlShDC3rMQcW+S+KiUbbLCBRzuSLuKFF14IjOOZZ55xTImIzAv+WVkhGhJRZGIWFW0L\nASEgBIRAtRGQBquLiJr/VVEPJCuFSJHOwUxgBX84Y5sZLG2DpgoiY6ZAj+ojUg/NFu0RnLjL\npYWYYYYZnFxBsKKUGk/cFz+/++471wJBTLIC4cPJHCd0NEx33nlnwBm/lHRkjrTHyb2URGf2\nUvtKlRHZCCnbeeednZii7dprr72CmRJLVQ+/+MUvCsohvhIhIASEgBAQAt2NgDRY3YAwWhNM\nb+ZjFcxBu+AImA7RPkUNCiYrzIhXX321Z0onYi6aB2mIuY50EaXkn//8p0fjYVrriEBqiAb8\n5S9/GR5++OGipoyPSD7MlUQbRq1PtmIlc8zW7+h2ljTGtkQB7rHHHp4AlTQTaOuiYGaFbEmE\ngBAQAkJACDQCAh17MjfCiHvAGMwR20d5+eWXF4yWbORoo9C4RJl22mmDRQN6jinMXqRAiD5J\n1KEvc5QPN954Y2zin+YY7yTOHNsLyiv5AsEyJ/pA6ocxphHKC8vikMkdrdOqq66a3+3fOzLH\nkh10ohCNG6ZDzKdZcgUJxJRazqzYiUOpiRAQAkJACAiBLiEgDVaX4CvdGAJ1zjnnuC8TvkaY\n255//vkwcuRI90PCKT4raKzw1cJ5+4wzzsju8pxN559/vpvucOKG2EDUDjroIDeVDR8+vKB+\npV+OPfbY8Ne//tW1ZWh/1lprLc+v9eqrr4brrrsuoB3Dh8zSRZTssqNzLNlJBwuXXnppDyYg\nOSokdJlllgkTJkwIYIDGC61g1BB2sGtVFwJCQAgIASFQVQREsKoK50+doSEaP358IGqQh39M\nkolZjWVoevfunZoIaYGWCLKAw7alYygYEQ70aJpIYEryT7Q0+BVBtHBEJ+loZ4QEozGCkESf\n9913n3eDeZCx3Hrrra7lKtd3JXMs17az5fiIQQZxwkeLhUmQRK9EFhLFufvuuzvumDclQkAI\nCAEhIATqicAU9uY/2UO6niOp4bF5OJP+wBJWdvtRSXXAmoZEx7GOX3SyRtsCWSrnwF5qYPhn\noVnCLwtCUU35/PPPwzvvvBMgXtHBvtL+y82x0vbUw78KbEr5e5XqB+d7y5XlkZil9vf0MkuK\n52k58k76PX1enRk/tyjLk+bXfCVBHJ05Rk9rg9sAATTVvg/0NBwYL1prtPu8jGbT4vTEuVRr\nzODB862cBaJax+kJ/RDUxe+FoLCOPG/LzY3rjVVD7r///nJV0nJpsFIoumeDGyCmrWoIN5C8\n03w1+qUPbkydvTlVc46VzqdSIlZpf6onBISAEBACQqCaCMjJvZpoqi8hIASEgBAQAkJACBgC\nIli6DISAEBACQkAICAEhUGUEWtZESIbyevq34LeEkzZpGiQh2Np77oMVM7m3Oib42+E/IR8b\nWzjSfLC4PgiswI9CEoItBO6+kmDS6oIv61dffeW/lXre0xvpPIAHPnodzZHYSHOo1ljwmeL3\nwrO2Gs/bjqQDaslf50477RRsMcxqnb9O9cNDgz/9AH6CjxxXYEEeMElw8o3TfwyKaGVMeBGx\nBcE9UGSJJZZoZSjSuYOJro+f4CBgiGWzSIkT14NNgWrRDUgAjt2SEAjgIv3QPPPM44Fm1cCE\nRN2VSEtGEVYCjOrUFgHycOHEX0lkRm1HpqPVGwGigJZffnlfDonoX4kQyCJAlDZLkA0cONBz\nDWb3aVsIjLeUSXvvvbfnlCTVUS1FPli1RFvHEgJCQAgIASEgBFoCARGsljjNmqQQEAJCQAgI\nASFQSwREsGqJto4lBISAEBACQkAItAQC8sFqidPc+JPEERGn3ZlnnrnxB6sR1hyBzz77zKPE\nFEVYc+gb/oA4dBNlygoURM5JhEAWAaIIiaokwrQaUYTZvtvbFsFqDyHtFwJCQAgIASEgBIRA\nBxGQibCDgKm6EBACQkAICAEhIATaQ0AEqz2EtF8ICAEhIASEgBAQAh1EoCUTjXYQI1WvMgLv\nvfdeePjhhz1TOfmvSAAXhZw2b7zxRvzqn7PNNltYZZVVCsr0pTkRqOT8v/XWW+Gxxx4LXBdc\nP/LLas5rIT+re++91xPw5ss5/3379vXiSq6ffHt97/kIvPvuu35P2GGHHQomg38eSaxffPHF\nsOSSS4ZVV121YD9fuvN+IoJVBLcKuhOBo48+OjzxxBNhnXXWCZMmTQrnnntuGDFiRFhzzTX9\nsFdddVV45JFHwowzzpgOY9lllxXBStFo7o32zv8VV1wRLrroorDeeusFiDrfR48eHWadddbm\nBkazC5deemlgibGsfPLJJ4Hs/pFgtXf9ZNtquzkQ+Prrr8Pw4cM9yCFLsCBXQ4cODe+//35Y\ne+21w7XXXhs22GCDcNBBB6UT7/b7iS3XIhECNUHg5ZdfTtZdd93kww8/TI937LHHJjvvvHP6\n3ZYgSK677rr0uzZaC4G2zv+bb76Z2A0yefrppx0Uiw5Kdt9998RIemuBpNk6ArZ8UmJEO3n2\n2WdTRNq6ftJK2mgaBCZMmJAMGDAg2XDDDf1ekJ3Y2LFj/dliBMyL//nPfyb2Yp/wHEJqcT+R\nD1bKZbXR3QiwNpY9EMOcc86ZHmrFFVcMH3zwga/L+P3337u6VuvNpfC01EZ75//JJ590c/IK\nK6zguLDQ8eabbx4wHUlaCwHWHzzxxBPDoEGD0vVL27t+Wguh5p8tqReOOOKIsMUWW4Rddtml\naMJYQjbZZJM0dceCCy4YlllmmfR+UYv7iUyERadFBd2FwBprrOHryWX7Z+3BpZZaynNgYTJk\nEVt7KwmjRo0KqH5R6Q4ZMsTVv9l22m4+BNo7/6j655133oKJ47+HmYjrRgunF0DT1F/OO+88\nvyfstttu6Tzbu37SitpoCgRYuxazX69evcKYMWOK5sT9IuvfSwW+f/TRR163FvcTabCKTosK\naoXANddcE0y974twckxWPEd4E91vv/3CRhttFMaNGxdOO+00L9e/5kagvfOPpnOmmWYqAAFf\nPcgViSYlrYEAmovbb7/dF3dGixmlvesn1tNncyDAuYdclZIff/zRX7zy9wu+k7QYqcX9ZPLV\nWWqUKhMC3YTAJZdcEq688sowcuRId1LlMJtuuqk7s/fu3duPutJKK3mkIW8nw4YNK3q4dtPQ\n1G2dEGjv/E899dSBG2dW4neyNEtaA4F77rkn8HDleslKe9dP/mGbbavt5kJgyimndI12vD/E\n2fE9Zvuvxf1EGqyIvD5rggDahlNOOSWgvTr11FPT6B8OzlIXkVzFwWBWRHjbkDQ3Au2d/9ln\nn92XvMii8OWXX3oEIW0lrYHArbfe6n43eVLd3vXTGuholiDAsmukcUHbmRXuF3PPPbcX1eJ+\nIoKVRV/b3Y7A8ccfHx5//HFPz4CDe1auv/76cPjhh2eL3ITIjyVPvAoq6UtTINDe+V9ooYWC\nRQAVaLFeeOGFIr+spgBDkyiJwKeffhpef/11T9ORr9De9ZOvr+/NjcDCCy8cuD9khXxY0Y+z\nFvcTEaws+truVgTuvPPOcN9994XBgwf7mwX+V/GPnCUkjSRHFn5XqHItDNu3iRTL5sXq1kGq\n87oh0N7533jjjX1smJbRhJKQ9o477gi77rpr3casA9cWAQu19wPycMxLe9dPvr6+NzcCAwcO\n9OcNpMqyMoQbbrjB86j169fPJ16L+4kWe27ua6yhZkeKhokTJ5Yc09133+2rnVsOrHDBBRf4\nAxTStdlmm3liOJmASsLWdIXtnX/LgRWOO+64QJg+UUT9+/cP2UiypgNEEypAgIfkZZddFm65\n5ZaC8vilvesn1tNncyGAny5pGUhCnBV8fUkmir8VmiuCp7KrgnT3/UQEK3s2tN0QCKC9IpQW\nG/k000zTEGPSIGqHQCXn35LVhjnmmEOpGWp3WnrMkSq5fnrMZDTQLiNA9n98r3ielJPuup+I\nYJVDXOVCQAgIASEgBISAEOgkAvLB6iRwaiYEhIAQEAJCQAgIgXIIiGCVQ0blQkAICAEhIASE\ngBDoJAIiWJ0ETs2EgBAQAkJACAgBIVAOARGscsioXAgIASEgBISAEBACnURABKuTwKmZEBAC\nQkAICAEhIATKISCCVQ4ZlQsBISAEhIAQEAJCoJMIaLHnTgKnZkKgpyDA6vH5NblmmGEGX8Pv\nZz8rfsd65513AkleF1xwwTanSK6yb7/9NiywwAK+9le2MpmTWdKELMossrv00kuHOeecM1ul\n5Pbnn38evvjii9CrV6/AGBtJyB7/9ttvFw2JNfFmmWUWT2ZYtFMFQkAItCwCxXfXloVCExcC\nzYnA0UcfHfr06VPwR9I9shuvtNJKgezXkIco+++/v9dlGaNyAgFbfvnlfdFd1oqMArE6/fTT\nw8wzzxwWW2wxz7S+wQYbhHnmmSewdMXHH38cq5b83GmnnfzY++yzT8n99SxkHbw+ORz5DnFk\npYH11lvPl+6p5xh1bCEgBBoHAWmwGudcaCRCoFsROOqoo8Jcc83lx/juu+/C+++/H66++uqw\n4447hsMOOyycdNJJvo8ljW688cbAmn+QqFLC0kYffPBBOPTQQ9Pd//nPfwLrRv7lL39xsrHn\nnnuGpZZaKjz//PPhrrvuCizGy1pyDzzwQMm1Jd966y1fO2yZZZZx0nfGGWe0mX05PXCNN1Ze\neWVfTzMeFi0eY2eJp+222y7cf//9Ye2114679SkEhECrImBvnBIhIASaGIF99903sftb8sor\nrxTN0ohBYiQoMVNh8tBDD/l+W2oksXW7kvnmmy8xTVVRGwqMlCW2jFFiGql0vxE0P84RRxyR\nmEYsLY8bti6Y7zeNVmIELxann7bGYDLllFMmDz/8sNc7+eST032NsGEmUR/XLrvsUnI4Rjp9\nv2nqSu5XoRAQAq2FgJbKaVVmrXm3DAIscHrOOecEI1hh8cUXL5r3u+++6/5Wq622Wnjsscd8\nP9qukSNHujYKE19W8JOae+65wzbbbBOuvfZa34U/1iKLLBKMlIV//OMfZf2RDjjggHDmmWeG\n2267LWy55ZZpt3bbDQsvvLCbEh999NGw3HLL+YLOr776apF/V9oos4H2aNZZZw2MlYVfn3rq\nqdC7d++www47hLXWWitTM7jfGIvCUieaOtG24UfVlmDexBxoBCuMHTu2qCpmVsYw22yzhUmT\nJoWXX345XHXVVWHYsGHhvPPOc+0d2kIWMEeee+45x++ll15yP7atttoqbLjhhgX90udNN93k\nGkB86Th//fr1C+uss05ar5I6Z599tq/ryTyzcvnll4dPPvnEF1SnvBpjzvavbSHQ0gi0Fp/U\nbIVA6yHQlgYrorHRRhsl5lSeap7MQT0x36pkt912i1XSz3PPPdc1NWhsohhhqkjrZCveez0j\ncLGpf953331eftZZZ/n3qA3LHqOgQe7LqquumphZLlliiSWSGWecMTF/qGT66ad3jZiZJtPa\nRiYT85ty7dsmm2ySGKnxemjsjHCl9UpttKfBMlOoz8GIqje/+eab/buRPP9ES7j33nv7PiNc\nPga0gFtvvXVivnBe55BDDik49O9+9zs/D8suu2yCZsx82fy7+bml9SqpY2bXZPXVV0/bxI2N\nN944sSCF+DWpxpjTzrQhBFocgdDi89f0hUDTI1AJwTLNhj/g33zzzRQP06Yk5qyemI9RWsbG\nGmus4SQlaz487bTTvH2WzBQ0+v8vX3/9tZsjITdZGTRokBMO06Z48XvvvefkaNttt81WK7sN\nwbI35cR8wpJ///vfXm/ixIlOGtdcc820nfmIJdNNN13yxBNPpGWYTs03LYGEmB9ZWp7faItg\nmT9bYho9H4Np/rxpJCsWUJC88MILiWmgEvNbS0wr53PFVJo1sR555JHeHrKJfPnll44B5y8K\nmEO2GC+m3Erq0LajBKuzY47j1KcQEAJJoijCltZfavJC4CcETNvjG5gLo+DsTsoEzHlRjLSE\nCRMmBNNshWyKByNmXmX++eePVUt+chzMi0Y40v2YHHGqN02Op2dgB+Y9TGm33nprIG1EJUIk\n34gRI4IRKK9OFCNO+nFs9IOzPWYyzKFRMLsdfvjh7oz/4IMPxuKyn+PGjXOTHukp+MMsyHhv\nueUWN9+ZFqqgLccjTQX1CDLAXPvDDz+E4cOHFzjxH3zwwW5axZwXBYzBioAEhO+MkWAB81dL\ny9qr4xU78K8rY+7AYVRVCDQ1AooibOrTq8kJgcoQ4IGN4EMVZcCAAU4KiCYkxQJy2WWX+YN9\nyJAhsZp/Ei2IEFnYlpjWJeCvteSSS6bV8GciqpF8WRdffHFaji8TPlIXXnhhMAf4tLzcBuTO\nTG4Fu/GZIhcXgq8TkiVXXmD/zHzmm/ggmbk0Fpf8JMVFrE8FfLfIGUaZmdyK2uT93vCFI7UF\nfmP4gmWFnFqQWMRMneHAAw8M5uwfzITpKTW22GKLYFq9QCRjpXW8Ygf/dXbMHTyMqguBpkZA\nBKupT68mJwQqQ+C1115zcsKDPMq0004bzHTnBOdf//qX57a64oorXLOUJWLUj47kkBmc38sJ\nTuuQrEjIqGfRhV790ksvDfzlBRJCLq+ppmr7dgU5yQtExkwVXkweKwQil5eY1JRUE+1J3759\nSzq5l2tH0tSs4FSOtq3UfEhzEcdCG1JnrL/++p4y45577nENHVq63/zmN05G6aOSOtnjZ7ch\nsKWkK2Mu1Z/KhEBLIiA7qRAQAs2NQHs+WKRnsJtf0r9//yIgnn76ad9n2pbE8jv5tpnziurh\nG2SaHE/tgJ9VOTFi4H3ccMMNXsWSmfr3oUOHJt9//33Rn0XgFdQv1y8+WBZ5WLTbtHA+LnY8\n+eST3tfo0aOL6pnZz/dZjq6ifbGgLR+sWCf7GX2wzHSYLU523nlnP1aptBl5HzD8rPhDSH3B\nHNZdd11vH321KqljplJ3pC8YiH2xyM+STu5dGXP+GPouBFoVAflgtSSt1qSFwE8I4J9EGgcE\nn6C8rLDCCm6aMkLkyT/xIcJXKi/4BqGJwldor7328hQL+TqkT0ADRuoEI3O+O5oE0chg3sv/\n7bHHHl7PIhfz3XX4O1oz/KAYh93wC9pHLRrz7W5BA4aQIiErpLdAe0UmfeSZZ54J+KyRcBVB\nG2dE0tM+8B1zbCV1qIsZk3NtAQB8dXnjjTdS/7RYVu6z0jGXa69yIdCSCLQqs9S8hUCrIBA1\nWKRcMEdq/2ObEH0i6uzGlxAFWE7M6TqxZXUSIsvMGbxcNS8///zzvT/SJRx//PGJ5XBKSL1A\nOgSOw6c5eHtdNFZmikoWXXTRNvskhQEpI4gKLCeVaLBoy1wYB9GJlvPLUzMYIfSyE044oVz3\nXl4tDRbzJ7kraSRGjRqVkN7B/Ny8DDw4ThTLeeUYkZbByFRi/moeEUhKDTN5erVK6jA35o1G\nD83XpZde6rjPMcccFWmwOjLmOHZ9CoFWR0BpGlr9CtD8mx6BSLB4wMY/iBXEhhxN48ePbxMD\n879KzB/L27ZFcmInkAVSCcRj8Qk5I8dTNuWDJSn1Oscee2xsWvIzkiLIYTmplGDRnozyEIs4\nPnPoTrJ5pcodo1oEi/7pC+zNhyodh0U9JuZnVXB4zIjkr4pjhWials1JWaxYSZ1vvvkmGTx4\nsKd9oC9yhZFrzBK/VkSwOjLmOC59CoFWR0CZ3O1uIxECQqD6COBU/vbbb3tmc5znY1qB6h+p\ncz0yNsbEQtT1EtI1EGDA4tiMAzNgKcExHvNrnz59Sq7jSJtK6mAiZN1EUlh09nxUOuZS81CZ\nEGglBESwWulsa65CQAgIASEgBIRATRCQk3tNYNZBhIAQEAJCQAgIgVZCQASrlc625ioEhIAQ\nEAJCQAjUBAERrJrArIMIASEgBISAEBACrYSACFYrnW3NVQgIASEgBISAEKgJAiJYNYFZBxEC\nQkAICAEhIARaCQERrFY625qrEBACQkAICAEhUBMERLBqArMOIgSEgBAQAkJACLQSAv8HeIXf\njqemSzIAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t4 %>%\n",
" ggplot(aes(y = `DVOA w/Pressure`, x = `DVOA no Pressure`, label = Player)) + \n",
" geom_text_repel()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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LbaauENb3hDuO222xq69re//S3cddddAWymmWaaALOVEswVTNbHPvaxdHdXt5Eq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7Zr/EhRGmdEJxqxI4Uhg3a7KGS8Gdnv4K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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t4 %>%\n",
" ggplot(aes(y = `DVOA w/Pressure`, x = `Pressure Rate`, label = Player)) + \n",
" geom_text_repel()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "R",
"language": "R",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "3.5.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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