{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Wissahickon Soil Strength and Moisture "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### This notebook describes data collected in the Wissahickon park in Philadelphia, PA.\n",
"#### *Data was collected on a single hill slope at multiple time points and using different spatiotemporal sampling strategies. The particular hillslope was selected because it was accessible, contained a transect from valley to ridge that could be traversed by both robot and human, and was broadly representative of the hill slopes in the region (elevation monotonically increasing from NE valley to SW ridge).*\n",
"\n",
"\n",
""
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Installing package into 'C:/Users/crist/Documents/R/win-library/4.0'\n",
"(as 'lib' is unspecified)\n",
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"package 'tidyverse' successfully unpacked and MD5 sums checked\n",
"\n",
"The downloaded binary packages are in\n",
"\tC:\\Users\\crist\\AppData\\Local\\Temp\\Rtmpac9YzA\\downloaded_packages\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message:\n",
"\"package 'tidyverse' was built under R version 4.0.5\"\n",
"-- \u001b[1mAttaching packages\u001b[22m ------------------------------------------------------------------------------- tidyverse 1.3.1 --\n",
"\n",
"\u001b[32mv\u001b[39m \u001b[34mggplot2\u001b[39m 3.3.5 \u001b[32mv\u001b[39m \u001b[34mpurrr \u001b[39m 0.3.4\n",
"\u001b[32mv\u001b[39m \u001b[34mtibble \u001b[39m 3.1.0 \u001b[32mv\u001b[39m \u001b[34mdplyr \u001b[39m 1.0.5\n",
"\u001b[32mv\u001b[39m \u001b[34mtidyr \u001b[39m 1.1.3 \u001b[32mv\u001b[39m \u001b[34mstringr\u001b[39m 1.4.0\n",
"\u001b[32mv\u001b[39m \u001b[34mreadr \u001b[39m 1.4.0 \u001b[32mv\u001b[39m \u001b[34mforcats\u001b[39m 0.5.1\n",
"\n",
"Warning message:\n",
"\"package 'ggplot2' was built under R version 4.0.5\"\n",
"Warning message:\n",
"\"package 'tibble' was built under R version 4.0.5\"\n",
"Warning message:\n",
"\"package 'tidyr' was built under R version 4.0.5\"\n",
"Warning message:\n",
"\"package 'readr' was built under R version 4.0.5\"\n",
"Warning message:\n",
"\"package 'purrr' was built under R version 4.0.5\"\n",
"Warning message:\n",
"\"package 'dplyr' was built under R version 4.0.5\"\n",
"Warning message:\n",
"\"package 'stringr' was built under R version 4.0.5\"\n",
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"\"package 'forcats' was built under R version 4.0.5\"\n",
"-- \u001b[1mConflicts\u001b[22m ---------------------------------------------------------------------------------- tidyverse_conflicts() --\n",
"\u001b[31mx\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n",
"\u001b[31mx\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m masks \u001b[34mstats\u001b[39m::lag()\n",
"\n"
]
}
],
"source": [
"# install neccessary packages and load libraries\n",
"install.packages (c(\"tidyverse\"))\n",
"library (\"tidyverse\")\n",
"\n",
"# load dataframe and split by date variable \n",
"WissDat <- read.csv(\"Data.csv\")\n",
"WissDat$Date <- ifelse (WissDat$Date == \"23-Sep\" & WissDat$Measurement == 0, \"23-Sep (A)\", \n",
" ifelse(WissDat$Date == \"23-Sep\" & WissDat$Measurement == 1, \"23-Sep (B)\", WissDat$Date))\n",
"WissDat.split <- split(WissDat, WissDat$Date)\n",
"July29 <- WissDat.split$`29-Jul`\n",
"July30 <- WissDat.split$`30-Jul`\n",
"Aug5 <- WissDat.split$`5-Aug`\n",
"Aug6 <- WissDat.split$`6-Aug`\n",
"Aug8 <- WissDat.split$`8-Aug`\n",
"Sept23a <- WissDat.split$`23-Sep (A)`\n",
"Sept23b <- WissDat.split$`23-Sep (B)`\n",
"Oct7 <- WissDat.split$`7-Oct`\n",
"May19 <- WissDat.split$`19-May`\n",
"May20 <- WissDat.split$`20-May`\n",
"\n",
"# create colorblind friendly palette for plotting\n",
"cbp1 <- c(\"#D55E00\", \"#E69F00\", \"#56B4E9\", \"#0072B2\",\"#F0E442\",\"#009E73\",\"#999999\", \"#CC79A7\", \"#999933\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Relationship between soil strength and moisture along hill transect\n",
"#### *During two visits in July 2019, data was collected along a transect made up of 9 evenly spaced locations (roughly 25 meters apart; see red pins), with 4 measurements taken at each location (perpendicular to the transect), per visit. This sampling strategy is commonly used by expert human scientists to capture variation across environmental gradients efficiently while minimizing sampling bias.*\n",
""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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I956SwmBGaBhS1GZWGLWWBhi0lIHvPS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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 600,
"width": 840
}
},
"output_type": "display_data"
},
{
"data": {
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sIWs8DCFpOQAsZLZzIhMAssbDEqC1vM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\nQhKrVxa2mIQUMF46k9mYWiHNc0IaoxiclfPR2kiUYiUfbYz0Wj4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pFrbYGKw2Pkr+RabMigCblYRUOGgXsVeKQlrsIP0bcDzqWgZbY22x\nsMUkJLH6gDUIqcP+0tEIacjxqGsZbI21xcIWG4XVwkfpv8i+WaUFx1pbZxUhzfI/i9crRSGd\naQ8pNgtbjMrCFhuHtd9HR/Aie2VVlh1rbW0QUpe3lI5DSHe9vof0oSjKYflVztiFUgt84b36\nkv9ZtJFSFNL8/MT1dpLd0e8h6RwoHOwYWHv2j47jRfbF8u1gotbWmWcPaVb4UaxeSQppaaQf\nfSnpuIVUt9UYvVhiLGyx0Vh7fHQcL7InFl1IM6+QZoUfReqVlpAqn4jVB2MPS+3fsWMXS42F\nLTYiq0lHR/Mi+2B5zwkBra2zGiHN5oMLabfNd+ffm84k+PctqFCLSEjRWA1vPR/PixyGhS1G\nZWGLjc/y+Gjxqwla+A1Cms06GamDkJb5Xvu8H/2diS0hRWNJSEyYBRa22PgsupBmtUKajSyk\nk7OG54X0aRPdfiIWy3tkgFAsQRa2GJWFLTY6y+ujx0fOwm8QUiFReu0X0uart7vzxTd1B+Yk\npHYZk+X/QwxQLEUWo1hlRxfSq2/YUbHoQip7Jy+kv+MJab6+qOnvFs+LGwkpEktCisgiFPPt\n6RJ69Q87KhZdSA2szrtI3YS0NNJpm+dFzd5LB7n6I4lRxht9jY3Dqlnvxy+WJAtQzPuHBaDX\nALAjYj0+/meZJIXU/aBdRyEttv0nm4//3K3u2Xp69WfzrNy5BXffFl+e3x1crq7CvlI6qaFV\nJKQEfsXbJ7WJxBYb/W3d//zHq6QEFv74QrraXLTnbXcH8at5UUj/tj86i/TJ1X1CupOQWkVC\nSuBXvH1Sm0hssdGPov/HbyT+wo9wXkNXIf1e7Pos/+9yZ97dFYV0mv3AHdqupkLu62/+s75r\njiN2H2+VI1n7JST+r3j71M6kFlgyrM28/ec/XiXxFz5ASP/WG/8fC9vcLT8me3e6ORU8e963\n5Y82Pzk/tJ6/QnF8X6JealVCGrhYkqyRi9VPpRZYMqztvHmFxF/4vjO/DzVSVyFtvl/I5s/6\n+3+bJ2yf97bw0eaCDqfZ+03dUijww6Ojs7iX/paQBi6WJEtCGhN2FKxs3ry7SPyFDxJS9YHt\n499Xh/BWuWu6ssMB0Q364rAkJPyveOv4JvJ5PZdaYImwclPnMRJ/4Xt9dKiR4grpz49zVxLS\nee7nkY7ZSUiRWE0+OpoXORQLJ6Tn52cJKSVWfvIqQorcq4cXWeOjA40UT0jr076zUxm2j7vC\nwbQopzXEkM+Xy1L8wdN08dD0qXG8Y1j7l5GQIrIkpDFhgazSOt+J5c0BrMLkVXaRIvc6WiH9\n2ZzDkDvtuyik0ts7B5WrqxCB8VIjpMvNg5dN4wF+k+KwGnx0PC9yIBZtJp+XGb3XULAglm+1\nD2XVJFRIpXO/o/eK/yJrfXSYkboK6W5zNbv1jtDp+Y+7MYTkOa/h289Gxr279z186yb3X/Ov\n+4m7aRhv9N+kaKx6Hx3RixyGJSGNCQth1az4ECHlPx4bv9fRCunq5GS55V+e9r25Y2tVSIf0\naZM2QjrZnGxel6n79D3sNg+/u0nDeGP/JsVjSUhMWHchrXz0PBu711CwmKs+REjZJYT66BX9\nRTb46CAjdRXS4tvlSd31p32fZz+JlpZCqr3u6zKTie/Rp2zH6Nq91I9H/RWP+Wfi6MVSY7GE\n9LwR0kwLrCYJCKnHPxGxa0VHIX3bnDi3e/THSeW076vOLfc2/LkY7tvKP7+XVyBf7LT9Pms6\nheLLXfsevnHbsxme3G39eOlMZovU+Gj8YomxWNvXrY8kpJo0bPolJBTrECEtPbC9mOp6P+hP\n+aSG5QObY2d39XdPOijVhv92g6xHXB49PF0fTfTmxT08TJ2bXL8XHp667ffvblo/XjqT2So+\nHSGKJcVCCSnbQVoYSQvMk6Ztv4SEYh1wg77lVequVl+fn5ycLnZQ3r6vDpX9Wz/vbvujkx+L\nR94abp50WKoNrwoXC/qxbnXX8LGn++wcu5v8w5PdPlXuTaRjF1L/MAussYv5d5AkJH+AQmr+\nFEbkXti1IkRI+Ww2+XeFB5c7S6vTwJfb93+5TyJdRelcbXi6luAm/zYDNxyzW+wd3X8t/v8y\nLRgpdw547ssPReHn1y7/XeV1nbF7EfPLH2CpcSsRcpCQsv2Sq+zUttPsvLvNztTuI0pXzei2\naXs/pJP6E/wm2ZtFly531M4vJO0hiTUwrOPpKbkdpNls7F6HwfzHj8NY9Wk8PDbaAmveQTqu\ntbU9q7WQTr/9zO2W3C0PzZ3/XN2QYvVR2R/b634vb9Dnslv3RYhXSMU9pH1C2uUpf3qDhNQP\nzAILUKzgo+yc29fRe7WH1WyKg1hNYQqp6VMYkXsB1ta2rD6vChcn1YZn5feQliZ8a3elovwn\njiSkfmBDsbpfWrhDAAvM56PZ6+G37Yzdqy2sfmN8OKsxEhJgbW3JSlFIP8pn2S0PGl61O6kv\nf+2gC53U0AtsINah1806wgW2EVL+U4nJCKl5cxy1GFRIzUo+vrW1FStFIa3uSnu1+xzS5p6B\nJ03XatgmLySbp333D5OQBmSVPyb/evhtO3vptRcmIc0bD1oe5dq6n5WkkN4KFxV3b+v3utrc\nyPzTXey+uc19MHZ39p2ElAbrCfzwGQAAIABJREFU4OtmHecCS1VItYLooRhXSA2ndRzl2rqf\nlaSQ5v++lU4u33ipJhP3tfnqIX/e905Du2s2SEiJsA6/kONRLrDKhcReD95x7KXXPliDIXoo\n1jQaZCJ7ZWGLHYuQFkpa3xzw/Pv6fLuT06t/3uetcpNdGegid9G63cVVP/MH8iSkJFhRLi3c\nIZAFJiG1iYSUDCtVIR2Ur4m7Xarn5bJw56OFqLa3n9hdyk5CSoIV59LCHcJYYBUfrYQUy0j9\nLbDGg2g9FGsYizGR/bKwxYwKaf452Vw6aP0ppGyHyNYN+oaCSUhDsao+WgspkpGOR0i8q30P\nysIWsyqk+fz+Mndx1d0RugdDtzAfDDYAK7cF7swKC2KBSUhtIyElwkpTSH+uTgvXNOp1vHQm\nEwLrnzWTkJbx+GgjpDhGOiIh4e4YOygLW+xIhFS8uKuEBIMNK6T2296jW2AS0iGpGYcwkX2z\nsMWOQ0h/yj6SkFCw3lnFTXA3VmgAC8zno62QohjpuIRU85kfwET2zsIWOw4hLa/O8KP+U0ex\nx0tnMiGwvlnlbfAYvZJaYAQWQUhmWdhixyEkV7i4au/jpTOZENjQQmprJLMLjMAqwTr5CPsi\nqSxsseMQUvH2E72Pl85kQmA9s6qHqUboldICQ7AkpBFZ2GJHI6Qhx0tnMiGwwYXU0khWFxiC\nVYZ18RH2RVJZ2GLHIaQzCSk2C1usyvK9kz98r4QWGINVgXXwEfZFUlnYYschpB/t7jQRa7x0\nJhMC65XlPbWsnZFsLjAIS0IakdVbsa4ncx6HkOau6dLe0cejrmVJrLHRWRJSmiwPLFRH3BdJ\nZfVVrPPHC45ESG8LI/V23reERGb5fdTu98LkAqOwfLBQH2FfJJUlIUWM96QGfTA2jTU2OqtO\nSG1+MUwuMArLDwvSEfdFUlk9FTvkFNd9rG0kpL3jUdeyBNbY6KxaH0lIcBa2mAWWhBQxEtIA\nLGyxIqveR21+MQwuMA4LW8wCq59ih7x/u4+VpeW2PHDXOkaGVuaHgs1rQ8bupiim0s9vXqvN\nffCbjzEytJC0h4RlNe0gtfhLzd4CA7GwxSyweil20AlFe1i7tNnch5+eGSMS0gAsbDEqC1uM\nysIWs8Dqo9hh7982s3LZv7lv/wG2f8vb5p1eZdeZuzsvfFsa2Dey70EJaQAWthiVhS1GZWGL\nWWDZFNL2tnlucxmFs833/qsqdBTS2/dzt3r2t9/7XsCBkZDEGhhmgYUtZoHVQ7FDT3FtYuWz\nV0itL4L45+Tk6m1hivMTt9opOjs5Xaro99mJVxndhHSenV23GHXfSzgsEpJYA8MssLDFLLCO\nSEgeH9UY6dvJz+0XV/Pl/pLb/ODM+Z7eRUhv7iQnpMhGkpDEGhhmgYUtZoEVCzbLWId/CrBl\nr3hCclvU20pF59mhut/eg3ZdhHR2stz7WgtpeaDwz54XcVAkJLEGhllgYYtZYEWCrc3zMQ+/\nR+b+XnuE5PXRvlPtNnsu2dkM3l2YtXsyA5W+bWy4cNDpPLst0lXkXSQJSayBYRZY2GIWWBJS\nwS0n53VPChPS+fpEiY2Q3tZ6ihYJSayBYRZY2GIWWHFgG/N8dLhH5v5ePQjp98m3eVFI9Ufn\ngoR0sn3ySf7bWJGQxBoYZoGFLWaBZVtI63ePzrOT6+4kJDwLW4zKwhajsrDFLLCiwLbm+fBf\nMSVSr/hC+r0+Qvfz5GzzwGm/Qvp3cuI9jS80EpJYA8MssLDFLLBiwDLzJCakN7f+GNL87ORs\nuY90d+piC+lb4T2kHyerQ4TRIiGJNTDMAgtbzAIrrpC8Pgoz0gBCOj3Z3sp1c6WG07fYQro7\nWX32dnfat/9aEIGRkMQaGGaBhS1mgRUBthPP/2qEFGKkg4V0wOeQ1jnL2eHnQklnPxZjnGX3\nMMoNHC6kperc+nNIf64W/z2rPqNDJCSxBoZZYGGLWWCFw7ItfqJCOvPsrazOuosqpH+n+bvz\nubfqMzpEQhJrYJgFFraYBVYobLfJf8608/d/f+MZ6XAhtb+W3SJvPh/Nr7bXFFrlfHMGQhch\nrd5G2ua85nLinry44ukPXy5Lw3jUtYywxpplYYtRWdhiFliBsNw2/3lhpL8IIR1w+4k3l/OR\ny67UsPtqNeDmPab1p1m3Bvp9oJA2V/s+Of9+wGWDviYlIb1ISH3ALLCwxagsbDELrCDYY8FH\nz8//93dpor8LIcUzUq9CujtxOTtcnXxff/GzeGWfs5Mf6yd/W393t3n0QCGFZOpKQrp39y3G\no65lo6+xllnYYlQWtpgFVlchPe+ENJu9hr1d1LJXm8192/2jwps5bycn3xd7Rn+uNnej2Obn\n6n5Jd279udkfq+9+n7lDhHT1Lei0ugd3WRLS1H22GI+6lo2+xlpmYYtRWdhiFlghsMoO0v9t\njDS+kOZtfJR/W2cF3d6v77R0zsHmbPCrwnd3hwjJ/0nbffmcTD5LQppMPM+TkMQaGGaBhS0G\nZ+3d7h4COyBlHy2F9H+ZkGIZKVBIrRbLSUlI87erxX7P2c/KE38shHJ2l/vOfXsLuVLDgbl0\nD/OikL7cted5EpJYA8MssGphIVtc6ouMzmq1K9AWdlA8O0ibXSSEkEZMpD2kezedl4T04h4e\nps5Nrt8bx0OvsUSYBRa2GJVVAwvb4lJfZGxWuzdLWsIOitdHayO9hn7oqFWv9pv2aMcND0y1\n4e+AOyB9uslXWUj32Tl2N03jkddYJMwCC1uMyvLDAre41BcZl/VYThfYgeELKeI7WYfF0/Dt\n/OT852G3ib1wL/OykBZ7R/cLS81fpnkjfSiKMkR+lTN2IVbGXDy5Uf+7yP/b5H//+9/rJj0N\nnKKQTirZC7ldv11UFNLEPW2+unS7o3baQxJrYJgFlg8WvAtAfZFRWZWl02EXqcMe0nNuB2mx\nh/R3s4cURwfhe0gRd9MOTAwhvbv1+XSu5kYVT7nTGyQksQaGWWB5YOFbXOqLjMn65Vk8wUbq\nKKT/ywnpr4RUeeRgIU02e0B1Qpq73QngEpJYA8MssKow3wa35RaX+iK7sMpbV4iQnmuFFEMH\nwUKKKMVDE+E8wGt3u/6iXki7H0hIYg0Ms8CSkJpT3ro+eoUUaqRuQvq/gpD+BxBSh8vndU4E\nIbl8ap5RPx5kje2VhS1GZWGLUVkVmHd723KLS32RxyOk7fRUfZS7uGpgmcZeEtIyn+6ifjzI\nGtsrC1uMysIWo7IkpMZUtq4QIW2ltM7mWnaBJVr1arW5b3s91x9nJyenV9ml6+7Ol9fjrrnu\nXMNtZPc1LL1p5Nrfoa98lt3X5quH3HnfEpJYA8MssCSkxuCEVHoXaeej5Vl2gS3a9IoopDe3\nOcVgo6DNZepqdBFPSAdcSagopJvtW0ubTynVjMdYY/tlYYtRWdhiVJaE1JTq1nV0IWUTVPIR\nQEj5O140dHEn3/7M5/9+nJysPrP6/cT9+Lf41vkvqxBNSHfBQvqauNvl5b5fLt1lw3iINbZn\nFrYYlYUtRmVJSA3xbF0xQirvIAGu9t1OSN/Xdzha3mDifEXe3Invz4n3bZsgIX2rnvG9uqB4\nixexykZIWy99TjbvK+UvsiohiTUwzAJLQmoIUkibKSrpCCCk2ayVkU6zG8OutHKX7Rh9W9/6\nqDxwiJD++YX0Y/+LWKckpPn8/lIXV40Os8DCFqOyJKT6eLeu434OaR2fj0a/2vesnL3/YqWV\nq+x25nfbe8dWn7QzUMvbT/zw6OistY9aRUISa2CYBVYV1mEPgPoij01I83lFR+NfXPVgIf1Y\n7Rudn2yvfvpnfQivPHCQkDbP7fOmGRKSWAPDurLyWytSr2aYhLSJf+s67rXsvN0QQvI0anz+\n72/re5a7Hdn7JpKERGJhi1FZoGLFDRan115Y+BaX+iKjCsl37dlQD3R+c6sipDhG6l1Iq0No\n/9Zf5R70PrPwo0OE1G8kJLEGhnVilTZZmF4tYMF7ANQXGcSq2br6hBTsgeMRkq9RfZc/Z+fL\nz8YuT6+TkHyhsrDFqCxKscpGC9KrFUxCmte/JbJklRfO0ELybv3Hvdr3YUJa5t/6mN0AQro7\ni35Gg2+8sdfYIVjYYlQWpVjSQtIdY+fNQiodjg33wNgvsj1rj5C8Ptq3UL4tz2roTUg/zjaP\nnK9PsnNvzW0OjYQk1sCwcFbFR4+/EL1aw4J8BFn4UVi1W9cNK79wJKQaH+1ZKm/LT6qeFk9q\nqNy4KFBId25LyT4kG9lIEpJYA8OCWVUfPf4KPxUrXq9DYIfrCLLw47D2Can61IGKjcTqQ0gr\nr5RO+44kpN8Z5c/i/1f/5n/O6i6WFxoJSayBYaaFZJtVv3WtFVKIkdJZYI1CqvXRnoWyVMb3\n3Adjr3I/O3e75xwupMX+0emau9hBOt8+5LsSRHAkJLEGhoWyPD5aXnFm9F69w46HdYCQWu4N\nRCo2FiuekFx26aDfS1XsNLS7ZsNqwM0l7tYXoNsa6Hc7Id2dZJ9pWuwgrcf7ceK/emtoJCSx\nBoZJSFZZDVvXMqvt3kCcYqOxmoTU4CPPQrnaXlx1frYy0NY8b0XLnK2vPHe3fvbZRlZn7YT0\nLbu3xV12pO5P5GN2EpJYA8MkJKOspq2rhNQx/9zJt6WCfp+tXXOV3X6icCm7nyfubnVuwuo4\n24/Vd7/PXDshnW53ixb0k5/bJ8S9cIOEJNbAMAlpfFZPH6tpzgFC2nN8KnKx8VgRt+XZDfqu\n1t/X3KDvzPeku3ZC2rnndLsDJiHhYBZYiGISUjRW0H5HDat1Gg9ANQnp4K7shZ9P1G358hbm\n7tv27Lr5T/8tzH8sZHJ2l/vOLfasDhTSv92bSbGF9KEoaeSXP2PXSjGvr6+jDFqXPU8dvutQ\nGfrCPIfHK6SfuzMZ/hxwg75Dx1slnb8uIDALLEQx7SHFYgW+NeNltU7DDtKizEfjc3stNiYr\nLSGdb0/xPs/OblieZfet8o8ijbdKOpMJgVlgMYrpc0iRWKEnC/hYkVJg+d5kQhSLzkpLSN83\nHz56yx2xc7vTG6KPt0o6kwmBWWAxiklIcVih5wr4WLHSLKQDu5IXfjFpCWl5C/Nv68szXG0e\nuop9dyQJSayBYeEsj5AQvXqGRWYFnyvgYUVLnuU/7QFQLD4rLSEtd5E2F7Bbf7+84PeJbmHO\ngllgUYpVhATp1S/MmJD8bzIBivXASkxIqx2i3QVVV1+f9znePKXJhMAssCjFJKTurPC3Zqqs\neNknpIO6chd+OakJaf7nmzs5vdp8PHbpo+/VfxJzvJQmEwKzwOIUK+gI1KtPWG9C6mikfl6j\n30cS0khpanhy9v1fw4/jjJfOZEJgFligYgUfgXr1CIvK6nCuQIUVp1KJVSOkQ7piF37lkbSF\nNMh46UwmBGaBhSq20xGrV2+w/oTUzUi9vMY6Hx3SFbvwK49ISHvHS2cyITALLGwxKgtb7FVC\nCizWC0tC2jteOpMJgVlgYYtRWdRis9fgrXw1fbzGeh8d0BW68CWkkPHSmUwIzAILW4zKohar\nCKmLkSSkziwJae946UwmBGaBhS1GZUGLzehCavJR+67MhS8hBY2XzmRCYBZY2GJUFrSYR0gd\njMR8jZFhEtLI46UzmRCYBRa2GJXFLDbzCSncSMjXGBsmIY08XjqTCYFZYGGLUVnMYhISjWVK\nSC/OlR55mjrnpk+N46UzmRCYBRa2GJWFLDbzCynYSMTXGB0mIcXK16QspEu3zmXTeOlMJgRm\ngYUtRmURi80kpINTvnNgt9gW0nJvqPDArZvcf82/7ifupmE86loGXWNtsLDFqCxisVohhRoJ\n+BojwxbLRkKKlAd3WRKSc5+r/7+7ScN41LWMucYaYWGLUVnAYrN6IQUaifcaY8MkpGgNPyeT\nz6KQnrIdo2v3Uj8edS1jrrFGWNhiVBawmIR0cFYLLBJrGctCunQP86KQbtz2bIYnd1s/HnUt\nQ66xVljYYlQWr9isSUhhRsK9xsiwmYQUreG9m85LQpq6981X78sf1o1HXcuIa6wZFrYYlYUt\nZoEV+U23OLBl7Arp002+ykKa7L7LvYkkIYk1MMwCC1vMAiv2Mc4otGXsCuli9S5RUUi573Jf\nSkhiDQyzwMIWS5R1mBQkpHiJ0vDWXS//10ZIH4qiKOi8vr6OMeY2/Q1iQ0jb87q1hzQEzAIL\nW4zKwhZLk3XgaRcxim1P93jt8MnhcqzuIU02py9ISEPALLCwxagsbLEkWYeeCBhbSLGMZFRI\n19uzuotCutBJDb3ALLCwxagsbLEkWSMIaSYhrROhoctn97BO++4HZoGFLUZlYYulyDr4s1Ld\ni82KQopkJAkpL6Tb3Adjdxezk5DEGhhmgYUtliILIKQ4RjIqpCx1lw7aXbNBQhJrcJgFFrDY\n4yq/orDW6fM1rts+Lr88/HISnYvNJKRt+hNSdnHVwjXuJCSxBoZZYOGKbTbwj7/WG/ko6e81\nPu6Sk8NwxapCimIkCanw7U12+4ndpewkJLGGhllg0Yo95oQUzUi9vcbHfGaHG6lrsZmElKUH\nIWVe0g36+oBZYGGLUVmsYust+/NWSLGU1NNrLOjo8fn5+WAjdSw28wkphpEkpPz/FnnQLczj\nwyywsMWoLFax7ZZdQmoVCSmXoRtKSGINDLPAQhV7rAgpjpH6eY0VHx1upG7FZn4hRTCShBQw\nHuk3qS8WthiVhS1GZZGK5bbsmZCiGKmX1/joEdIzQkjdjSQhBYwH+k3qjYUtRmVhi1FZpGIp\nC+n5OWQXqVOxmYSUj4Q0AAtbjMrCFqOyQMUKW/ZMSDGM1Mdr9O4gHbqL1KXYrF5InY0kIQWM\nx/lN6o+FLUZlYYtRWaBihQ37c1pCeq4IqZUUJKR4kZAGYMGK7VZ0Vq+eYBZYoGIJC+l5eCGV\nfVQQUlcjSUgB43F+k/pjsYrlVnRUr75gFligYsUt+39TF1IbKXAW/j6WhLR3vHQmEwKTkMRq\nDwv5I9uqkJ69QmqxBKlrhYQUMF46kwmBdWXlf8lIvXqDWWDVfQA16LBPZyHltuz/fZaQgor1\nw5KQ9o6XzmRCYB1ZMwnpGFiFzeRj7enVEtIelt9HBSHtX4KYtWIvS0LaO146kwmBRRHSLAqr\nkGNdYEhWYTP5mBPSY/lpAUbq+CILW/b/Pj/H8lE/C3/vDpKENGgkpAFYoGLF3zJOrx5hx8jK\nbSbXW9Nfuw1r8WnDC+m5JKTnNIRUu4O0fwlS1or9LAlp73jpTCYEJiGJld9MNggp8OThrvvg\nHiF1I8bpVcPau4MkIQ0ZCWkAFqdY6bcM06tP2BGycpvJx4qQHotPG1pIiwFLQnpO4WrfDT7a\nuwQha0ULloRUzocyYl5zGbuLEpzcDP7ypfi0gad6Md5/S/m1/1+NmLrFd4yRkPaOl85fFxBY\nx7ceCn/2UXr1Cjs6Vn4GHz17SI+lpx26ixRhH7ywhxTn9qc9LvzH6sILh3WM9pBGHi+dyYTA\nuh7pkZBSZ+Vm8NErpMfi0w4VQoyDwjkhBRw07KFXI6ubjxhrRSuWhLR3vHQmEwILZ1WPjDN6\n9Qw7NlZ+BhuEdMibIHGKFUfdCCnsbazovfaxOuiIsVa0Y0lIe8dLZzIhsHhCmkF69Qw7NhZZ\nSJVV7DWkQPxevbKwxSSkgPHSmUwIrPuRHgkpZVZhBuuFVNkb7r1YpZyEhGNJSHvHS2cyIbCI\nQpohevUNOzIWWUjVNew1pED0Xv2yAmD1RwglpJHHo65lR7d99fhIQkqPVZzA5zohVaa692LV\nchJSTZrOoZCQRh6PupYd2/bV56PZ6/i9+ocdFas0gc/PJCH51rCQArF79cw6FFZ5u68DqzES\nUsB41LXs2LavEtJRsMoz6BWSd7Z7LmaYdRjssZz+iklIAeNR17Ij2756fbT4+3XsXgPAjolV\nmcHtLlJRSL657reYZZaEFDES0gAsQLE6IcUz0pEtMCarOoUeIdXMdq/FLLMOglV8VDKShDTy\neNS17Li2r34fSUiJsXxz+FwWUu1s91jMNOsQmMdHRSNJSCOPR13Ljmr7WrOFWr3lPGavQWBH\nxJKQiCwJKWIkpAFYoxeTkI6CVTOLBSHVP631VB/PAhuGdQDM66OCkSSkkcejrmXHtH2t3UK9\nHvKHc/xew8COhlU7jTkhNT6vr2LGWRJSxEhIA7CwxagsbDGmkBYbul+7DVvt09oa6WgW2EAs\nCSli4jS8v3Tu4uar+OCXy9IwHnUt0/Z1RBa22JisRtF8tHxeH8WssySkiInR8HOy8c5T4eEX\nCakPmAUWtlgCQmp4WksjHcsCG4olIUVMjIYTd/2+2CG6d+49//C9u28xHnUt0/Z1RBa22Iis\nZtEcyYtMkiUhRUyEhrfuev3Fg5vmH5+6zxbjUdcybV9HZGGLUVnYYhZYElLERGh44bZvHuWP\nzS12nCZtxqOuZdpcjMjCFqOysMUssA6B7fORhBQTVhDS13bHqXk86lqmzcWILGwxKgtbzAJL\nQoqYmA3v3U3uuxf38DB1bnJdeGNJQhJrYJgFFraYBdZBsD0+kpCikV6u3SR/4vd9do5dXlPm\nhDSLCbPCwhajsrDFLLAOgzX7SEKKxFmK57LwQaTF3tH98oGXad5I1oS0PtUWWAzNwhajsrDF\nLLAkpIiJ1PD9crr8bGz+tLpJ9rGky9zp4B/G8vr6OnYFRVFA+ZXPsEObEdIyX6Vjdlmecqc3\nGNtDqn6OvnMssLDFqCxsMQusg2G1u0cBrKYY3kNa57rwdtEubncCuITUNRZY2GJUFraYBVYA\nrE5HElLUhp/uwvt47nRwW0LS5+gBMAssbDELLGwx80IqfTLW97ApIWVXdqEVo7OwxagsbDEL\nLGwxCckvpPyOk4TUNRZY2GJUFraYBRa2mFEhTbJLB73kL2a3e/gh99aSJSHtrn352h2WBfYi\ne2Fhi1FZ2GIWWNhiRoV0k51Ed5m/AcWNu918deFe6sdLZzIPjoSEgFlgYYtZYGGLGRXS18Rd\nLz+A9HJZuHrd4uHbzcOXDeOlM5mHJnd3gNdY9wmf015kPyxsMSoLW8wCC1vMqJB2N+hbH5nb\nvpGUPZzXlITUNawX2Q8LW4zKwhazwMIWsyqk9S3Ms6uo7s5sKDxcM146k3lgZgUhxTMS6kX2\nxMIWo7KwxSywsMXsCqnDeOlM5mGZlYQUzUikF9kXC1uMysIWs8DCFpOQAsZLZzIPi4REgVlg\nYYtZYGGLSUgB46UzmQdlVhFSLCOBXmRvLGwxKgtbzAILW0xCChgvnck8KBISBmaBhS1mgYUt\nJiEFjJfOZB6SmUdIkYzEeZH9sbDFqCxsMQssbDEJKWC8dCbzkEhIHJgFFraYBRa2mIQUMF46\nk3lAZl4hxTES5kX2yMIWo7KwxSywsMUkpIDx0pnM9in7aCukKEaivMg+WdhiVBa2mAUWtpiE\nFDBeOpPZPhISCWaBhS1mgYUtJiEFjJfOZLZOxUeZkGIYCfIie2Vhi1FZ2GIWWNhiElLAeOlM\nZutISCiYBRa2mAUWtpiEFDBeOpPZNlUf7YQUwUiMF9kvC1uMysIWs8DCFpOQAsZLZzIhMAss\nbDEqC1vMAgtbTEIKGC+dyYTALLCwxagsbDELLGwxCWl/PhRFUZQxIiHtHS+dvy4gMAssbDEq\nC1vMAgtbTHtIAeOlM5kQmAUWthiVhS1mgYUtJiEFjJfOZEJgFljYYlQWtpgFFraYhBQwXjqT\nCYFZYGGLUVnYYhZY2GISUsB46UwmBGaBhS1GZWGLWWBhi0lIAeOlM5kQmAUWthiVhS1mgYUt\nJiEFjJfOZEJgFljYYlQWtpgFFraYhBQwXjqTCYFZYGGLUVnYYhZY2GISUsB46UwmBGaBhS1G\nZWGLWWBhi0lIAeOlM5kQmAUWthiVhS1mgYUtJiEFjJfOZEJgFljYYlQWtpgFFraYhBQwXjqT\nCYFZYGGLUVnYYhZY2GISUsB46UwmBGaBhS1GZWGLWWBhi0lIAeOlM5kQmAUWthiVhS1mgYUt\nJiEFjJfOZEJgFljYYlQWtpgFFraYhBQwXjqTCYFZYGGLUVnYYhZY2GJ2hXR/6dzFzVf54aep\nc2761DheOpMJgVlgYYtRWdhiFljYYlaF9Dlx6zwVH7/cPHzZNF46kwmBWWBhi1FZ2GIWWNhi\nVoU0cdfv8/nXvXPv+Ydv3eT+a/HwxN00jJfOZEJgFljYYlQWtpgFFraYUSHduuv1Fw9umn/c\nuc/V/9/dpGG8dCYTArPAwhajsrDFLLCwxYwK6cJt3zxyLvfwU7ZjdO1e6sdLZzIhMAssbDEq\nC1vMAgtbzKiQdikI6SZ7S+nJ3daPl85kQmAWWNhiVBa2mAUWtph1Id3n3yyaT7N3lN5zh/Ik\nJLEGhllgYYtZYGGL2RbSy7Wb5E/8nux2l3JvIklIYg0Ms8DCFrPAwhazLKTV6d1fxUd8X0pI\nYg0Ms8DCFrPAwhYzLKT3y+nys7GfuYf8QvpQFEVRxogZIS3zVTxmpz2kfmAWWNhiVBa2mAUW\ntpjhPaR1rvNnNUhI/cAssLDFqCxsMQssbDHzQvp0F7tvLnRSQy8wCyxsMSoLW8wCC1vMvJAK\nH0TSad/9wCywsMWoLGwxCyxsMQkpL6Tb3Adjd0fyJCSxBoZZYGGLWWBhixkV0iS7dNBL/mJ2\nOw3d5C4DLiGJNTDMAgtbzAILW8yokG62F1edXxZuQLG9uOpnfr9JQhJrYJgFFraYBRa2mFEh\nfU3c9VI9L5eZmVa5yW4/sbuUnYQk1tAwCyxsMQssbDGjQtrdoG99jC7bIdIN+vqAWWBhi1FZ\n2GIWWNhiVoW0voX55HpzVt3uCN2DbmEeH2aBhS1GZWGLWWBhi9kVUofx0plMCMwCC1uMysIW\ns8DCFpOQAsZLZzIhMAssbDEqC1vMAgtbTEIKGC+dyYTALLCwxagsbDELLGwxCSlgvHQmEwKz\nwMIWo7KwxSywsMUkpIAJqQQ0AAAgAElEQVTx0plMCMwCC1uMysIWs8DCFpOQAsZLZzIhMAss\nbDEqC1vMAgtbTEIKGC+dyYTALLCwxagsbDELLGwxCSlgvHQmEwKzwMIWo7KwxSywsMUkpIDx\n0plMCMwCC1uMysIWs8DCFpOQAsZLZzIhMAssbDEqC1vMAgtbTEIKGC+dyYTALLCwxagsbDEL\nLGwxCSlgvHQmEwKzwMIWo7KwxSywsMUkpIDx0plMCMwCC1uMysIWs8DCFpOQAsZLZzIhMAss\nbDEqC1vMAgtbTELanw9FURRljEhIe8dL568LCMwCC1uMysIWs8DCFtMeUsB46UwmBGaBhS1G\nZWGLWWBhi0lIAeOlM5kQmAUWthiVhS1mgYUtJiEFjJfOZEJgFljYYlQWtpgFFraYhBQwXjqT\nCYFZYGGLUVnYYhZY2GISUsB46UwmBGaBhS1GZWGLWWBhi0lIAeOlM5kQmAUWthiVhS1mgYUt\nJiEFjJfOZEJgFljYYlQWtpgFFraYhBQwXjqTCYFZYGGLUVnYYhZY2GISUsB46UwmBGaBhS1G\nZWGLWWBhi0lIAeOlM5kQmAUWthiVhS1mgYUtJiEFjJfOZEJgFljYYlQWtpgFFraYhBQwXjqT\nCYFZYGGLUVnYYhZY2GISUsB46UwmBGaBhS1GZWGLWWBhi0lIAeOlM5kQmAUWthiVhS1mgYUt\nJiEFjJfOZEJgFljYYlQWtpgFFraYhBQwXjqTCYFZYGGLUVnYYhZY2GJmhfR1c+Hcxc1X6VGX\npWG8dCYTArPAwhajsrDFLLCwxawK6WmjnclT4eEXCakPmAUWthiVhS1mgdV7scd1IrBMCOnd\nuZvP+fxz6iaFfaR7d99iPOpaltQae2wsbDEqC1vMAqvnYo+7dGaZENK1e9h+cZN/fOo+W4xH\nXcsSWmOPj4UtRmVhi1lg9Vvs8THYSEaFNNkekft0k8LjE8+TJSSxBoZZYGGLWWD1WeyxnG69\nTAhpl/ybRfMvd91mPOpalsoae5QsbDEqC1vMAktCipj+hPTiHh6mzk2u3xvHo65lqayxR8nC\nFqOysMUssHosVvHRQUayLqSXwj7RfXaOXf6dJQlJrIFhFljYYhZY/RXz+OgQI1kX0tQ9Fb5z\n98uz7l6meSN9KIqiKC3yy5cuQFNCenHT/LeTTE+XbnfUTntIYg0Ms8DCFrPA6q2YdwfpgF0k\n23tIn5PJl/8nT7lDeRKSWAPDLLCwxSywJKSIidfwwvexo3Vyp4NLSGINDLPAwhazwJKQIiZa\nw0v3VPuz3Nl3EpJYA8MssLDFLLAkpIiJ1bDJRxIStRiVhS1GZWGLWWBJSBETp+Fno48+3UX9\neNS1LIk19lhZ2GJUFraYBZaEFDFRGn5OPD6auO05Dg+5874lJLEGhllgYYtZYElIERPn9hOT\n9+qjN+5289WFe6kfj7qWJbHGHisLW4zKwhazwOqvWDcfWRXS52TiO7/ua+Jul4+/XLrLhvGo\na1kaa+yRsrDFqCxsMQssCSliotx+ongnvu0pDJ+TzYP5CwpJSGINDLPAwhazwOqxWCcfWRWS\nqxHSfH5/qYurRodZYGGLUVnYYhZYfRbr4iOrQuo2HnUtS2WNPUoWthiVhS1mgSUhRYyENAAL\nW4zKwhajsrDFLLD6LRasIwkpaDzqWpbOGnuELGwxKgtbzAKr52LBPpKQQsajrmUJrbHHx8IW\no7KwxSywei8WpiMJKWg86lqW1Bp7bCxsMSoLW8wCC1tMQgoYL53JhMAssLDFqCxsMQssbDEJ\nKWC8dCYTArPAwhajsrDFLLCwxSSkgPHSmUwIzAILW4zKwhazwMIWk5ACxktnMiEwCyxsMSoL\nW8wCC1tMQgoYL53JhMAssLDFqCxsMQssbDEJKWC8dCYTArPAwhajsrDFLLCwxSSkgPHSmUwI\nzAILW4zKwhazwMIWk5ACxktnMiEwCyxsMSoLW8wCC1tMQgoYL53JhMAssLDFqCxsMQssbDEJ\naX8+FEVRlDEiIe0dL52/LiAwCyxsMSoLW8wCC1tMe0gB46UzmRCYBRa2GJWFLWaBhS0mIQWM\nl85kQmAWWNhiVBa2mAUWtpiEFDBeOpMJgVlgYYtRWdhiFljYYhJSwHjpTCYEZoGFLUZlYYtZ\nYGGLSUgB46UzmRCYBRa2GJWFLWaBhS0mIQWMl85kQmAWWNhiVBa2mAUWtpiEFDBeOpMJgVlg\nYYtRWdhiFljYYhJSwHjpTCYEZoGFLUZlYYtZYGGLSUgB46UzmRCYBRa2GJWFLWaBhS0mIQWM\nl85kQmAWWNhiVBa2mAUWtpiEFDBeOpMJgVlgYYtRWdhiFljYYhJSwHjpTCYEZoGFLUZlYYtZ\nYGGLSUgB46UzmRCYBRa2GJWFLWaBhS0mIQWMl85kQmAWWNhiVBa2mAUWtpiEFDBeOpMJgVlg\nYYtRWdhiFljYYmaF9HVz4dzFzVf58aepc2761DheOpMJgVlgYYtRWdhiFljYYlaF9OTWmTwV\nH7/cPH7ZNF46kwmBWWBhi1FZ2GIWWNhiRoX07tzN53z+OXWTwj7SrZvcf82/7ifupmG8dCYT\nArPAwhajsrDFLLCwxYwK6do9bL+4yT/u3Ofq/+9u0jBeOpMJgVlgYYtRWdhiFljYYkaFNHGb\nLz7z5pk/ZXq6di/146UzmRCYBRa2GJWFLWaBhS1mVEi7OJf75sZt31J6crf146UzmRCYBRa2\nGJWFLWaBhS0mIeWFNHXvm6/e3bR+vHQmEwKzwMIWo7KwxSywsMWsC+nFXee+m+zslDuUJyGJ\nNTDMAgtbzAILW8y6kKYuf953bncp9+WHoiiKMkZMCekld2RuXick7SGJNTDMAgtbzAILW8z2\nHtLnpPgxJAmpH5gFFrYYlYUtZoGFLWZbSBebjx1tIyH1A7PAwhajsrDFLLCwxUwL6dKVLhx0\noZMaeoFZYGGLUVnYYhZY2GKWhVTxkU777glmgYUtRmVhi1lgYYvZFdJn1Ufz29wHY3eXFJKQ\nxBoYZoGFLWaBhS1mVkifk6qPchq6yf1UQhJrYJgFFraYBRa2mFUhPbnJu+fh7cVVP/MXcJCQ\nxBoYZoGFLWaBhS1mVEifk8mn7/Gb7PYTu0vZSUhiDQ2zwMIWs8DCFjMqpGu3y/L7bIdIN+jr\nA2aBhS1GZWGLWWBhixkVkqsT0vxBtzCPD7PAwhajsrDFLLCwxYwKqdt46UwmBGaBhS1GZWGL\nWWBhi0lIAeOlM5kQmAUWthiVhS1mgYUtJiEFjJfOZEJgFljYYlQWtpgFFraYhBQwXjqTCYFZ\nYGGLUVnYYhZY2GISUsB46UwmBGaBhS1GZWGLWWBhi0lIAeOlM5kQmAUWthiVhS1mgYUtJiEF\njJfOZEJgFljYYlQWtpgFFraYhBQwXjqTCYFZYGGLUVnYYhZY2GISUsB46UwmBGaBhS1GZWGL\nWWBhi0lIAeOlM5kQmAUWthiVhS1mgYUtJiEFjJfOZEJgFljYYlQWtpgFFraYhBQwXjqTCYFZ\nYGGLUVnYYhZY2GISUsB46UwmBGaBhS1GZWGLWWBhi0lIAeOlM5kQmAUWthiVhS1mgYUtJiHt\nz4eiKIoyRiSkveOl89cFBGaBhS1GZWGLWWBhi2kPKWC8dCYTArPAwhajsrDFLLCwxSSkgPHS\nmUwIzAILW4zKwhazwMIWk5ACxktnMiEwCyxsMSoLW8wCC1tMQgoYL53JhMAssLDFqCxsMQss\nbDEJKWC8dCYTArPAwhajsrDFLLCwxSSkgPHSmUwIzAILW4zKwhazwMIWk5ACxktnMiEwCyxs\nMSoLW8wCC1tMQgoYL53JhMAssLDFqCxsMQssbDEJKWC8dCYTArPAwhajsrDFLLCwxSSkgPHS\nmUwIzAILW4zKwhazwMIWk5ACxktnMiEwCyxsMSoLW8wCC1tMQgoYL53JhMAssLDFqCxsMQss\nbDEJKWC8dCYTArPAwhajsrDFLLCwxSSkgPHSmUwIzAILW4zKwhazwMIWk5ACxktnMiEwCyxs\nMSoLW8wCC1vMtpBuXemBL5elYbx0JhMCs8DCFqOysMUssLDFTAvpyZWF9CIh9QGzwMIWo7Kw\nxSywsMUsC+nJVYR07+5bjJfOZEJgFljYYlQWtpgFFraYYSHdu6qQpu6zxXjpTCYEZoGFLUZl\nYYtZYGGLmRXS+6VzlxUhTSZtxktnMiEwCyxsMSoLW8wCC1vMrJAWe0e387KQvtx1m/HSmUwI\nzAILW4zKwhazwMIWsyuk6ee8IqQX9/AwdW5y/d44XjqTCYFZYGGLUVnYYhZY2GJmhfS1/E9Z\nSPfZOXY3TeOlM5kQmAUWthiVhS1mgYUtZlZIq5SFtNg7ul+a6mWaN9KHoiiKMkYsC2ninjZf\nXbrdUTvtIYk1MMwCC1vMAgtbTHtI/jzlTm+QkMQaGGaBhS1mgYUtJiHV/Wh3AriEJNbAMAss\nbDELLGwxCWn/jyQksQaGWWBhi1lgYYtJSPt/JCGJNTDMAgtbzAILW0xC8ufTXdSPl85kQmAW\nWNhiVBa2mAUWtpiElM/EfW2+esid9y0hiTUwzAILW8wCC1tMQsrnxt1uvrpwL/XjpTOZEJgF\nFrYYlYUtZoGFLSYh5fM1cbfLy32/XLrLhvHSmUwIzAILW4zKwhazwMIWk5AKX3xONpcOyl9k\nVUISa2CYBRa2mAUWtpiEVPxifn+pi6tGh1lgYYtRWdhiFljYYraFFDheOpMJgVlgYYtRWdhi\nFljYYhJSwHjpTCYEZoGFLUZlYYtZYGGLSUgB46UzmRCYBRa2GJWFLWaBhS0mIQWMl85kQmAW\nWNhiVBa2mAUWtpiEFDBeOpMJgVlgYYtRWdhiFljYYhJSwHjpTCYEZoGFLUZlYYtZYGGLSUgB\n46UzmRCYBRa2GJWFLWaBhS0mIQWMl85kQmAWWNhiVBa2mAUWtpiEFDBeOpMJgVlgYYtRWdhi\nFljYYhJSwHjpTCYEZoGFLUZlYYtZYGGLSUgB46UzmRCYBRa2GJWFLWaBhS0mIQWMl85kQmAW\nWNhiVBa2mAUWtpiEFDBeOpMJgVlgYYtRWdhiFljYYhJSwHjpTCYEZoGFLUZlYYtZYGGLSUj7\n86EoiqKMEQlp73jp/HUBgVlgYYtRWdhiFljYYtpDChgvncmEwCywsMWoLGwxCyxsMQkpYLx0\nJhMCs8DCFqOysMUssLDFJKSA8dKZTAjMAgtbjMrCFrPAwhaTkALGS2cyITALLGwxKgtbzAIL\nW0xCChgvncmEwCywsMWoLGwxCyxsMQkpYLx0JhMCs8DCFqOysMUssLDFJKSA8dKZTAjMAgtb\njMrCFrPAwhaTkALGS2cyITALLGwxKgtbzAILW0xCChgvncmEwCywsMWoLGwxCyxsMQkpYLx0\nJhMCs8DCFqOysMUssLDFJKSA8dKZTAjMAgtbjMrCFrPAwhaTkALGS2cyITALLGwxKgtbzAIL\nW0xCChgvncmEwCywsMWoLGwxCyxsMQkpYLx0JhMCs8DCFqOysMUssLDFJKSA8dKZTAjMAgtb\njMrCFrPAwhazLaRbV3noaeqcmz41jpfOZEJgFljYYlQWtpgFFraYaSE9uYqQLt06l03jpTOZ\nEJgFFrYYlYUtZoGFLWZZSAsflYV06yb3X/Ov+4m7aRgvncmEwCywsMWoLGwxCyxsMcNCundV\nITn3ufr/u5s0jJfOZEJgFljYYlQWtpgFFraYWSG9Xzp3WRbSU7ZjdO1e6sdLZzIhMAssbDEq\nC1vMAgtbzKyQFntHt/OykG7c9myGp8VPa8dLZzIhMAssbDEqC1vMAgtbzK6Qpp/zipCm7n3z\n1bub1o+XzmRCYBZY2GJUFraYBRa2mFkhfS3/UxbSZPd97k0kCUmsgWEWWNhiFljYYmaFtEpZ\nSLnvc19KSGINDLPAwhazwMIWk5Bqvs99+aEoiqKMEQmp/KX2kMQaGGaBhS1mgYUtpj2kmu8l\nJLHGg1lgYYtZYGGLSUj5XOikhl5gFljYYlQWtpgFFraYhJSPTvvuB2aBhS1GZWGLWWBhi0lI\n+dzmPhi7u5idhCTWwDALLGwxCyxsMQkpn52GdtdskJDEGhxmgYUtZoGFLSYhlR5YX1z1M/8T\nCUmsgWEWWNhiFljYYhJSITfZ7Sd2l7KTkMQaGmaBhS1mgYUtJiEVv9AN+vqAWWBhi1FZ2GIW\nWNhiElLxi/mDbmEeH2aBhS1GZWGLWWBhi9kWUuB46UwmBGaBhS1GZWGLWWBhi0lIAeOlM5kQ\nmAUWthiVhS1mgYUtJiEFjJfOZEJgFljYYlQWtpgFFraYhBQwXjqTCYFZYGGLUVnYYhZY2GIS\nUsB46UwmBGaBhS1GZWGLWWBhi0lIAeOlM5kQmAUWthiVhS1mgYUtJiEFjJfOZEJgFljYYlQW\ntpgFFraYhBQwXjqTCYFZYGGLUVnYYhZY2GISUsB46UwmBGaBhS1GZWGLWWBhi0lIAeOlM5kQ\nmAUWthiVhS1mgYUtJiEFjJfOZEJgFljYYlQWtpgFFraYhBQwXjqTCYFZYGGLUVnYYhZY2GIS\nUsB46UwmBGaBhS1GZWGLWWBhi0lIAeOlM5kQmAUWthiVhS1mgYUtJiHtz4eiKIoyRiSkveOl\n89cFBGaBhS1GZWGLWWBhi2kPKWC8dCYTArPAwhajsrDFLLCwxSSkgPHSmUwIzAILW4zKwhaz\nwMIWk5ACxktnMiEwCyxsMSoLW8wCC1tMQgoYL53JhMAssLDFqCxsMQssbDEJKWC8dCYTArPA\nwhajsrDFLLCwxSSkgPHSmUwIzAILW4zKwhazwMIWk5ACxktnMiEwCyxsMSoLW8wCC1tMQgoY\nL53JhMAssLDFqCxsMQssbDEJKWC8dCYTArPAwhajsrDFLLCwxSSkgPHSmUwIzAILW4zKwhaz\nwMIWk5ACxktnMiEwCyxsMSoLW8wCC1tMQmoxnqIoijJKBt7cHx5+Q0VRFMVEJCRFURQFEQlJ\nURRFQURCUhRFURCRkBRFURREJCRFURQFEQlJURRFQURCUhRFURCRkBRFURREkhXS182Fcxc3\nX9vvn6bOuelTzbdD59at/+9yWX7/Vfx2tF7VIpAFVp5YzAKjrWG4VSsLbdXKwlqzPKEsqDGT\nqpCeNuvSZDN9l5vvL73fjtBu/UVuozFZfv8y7m9B1qtShLLAyhOLWWCwNQy3au0CW7WysNYs\nTygLatQkKqR3524+5/PPqZus/uC5dZP7r/nX/cTdeL4dOk/VlfzJvSz/d+/uR+izK5H1KhXB\nLLDyxGIWGGsNywexauXCWrWysNYsTygLatwkKqRr97D9YjV7zn2uvn1f/7VY+nbg3Ff/6vp0\nt6v/TzfFRkm+V6kIZoGVJxazwFBrWD6IVSsf1Kq1C2rN8oWyoMZNokKabLcTn6vZe8r+qLhe\n/rlY+nbYvC/2vC/LQrrcrGOT8da1Yq9iEc4CK00sZoGR1rBiAKtWMaBVKx/QmuUNZkGNm0SF\ntMtqi3Hjtu8EPi3/Xix9O3ShxZglId1vCn2566HrZCn0KhXBLbD5ZmIxC4y0hhVCWLUKIa1a\n/oy+ZnkDXFBj5DiENHXvm2/f3bTy7cCFpp/z8vZ1crH+/4t7eJg6N7l+9/zDIXuViuAW2Hzz\nCGaBkdawQgirViGkVcuf0dcsb4ALaoykLqSX1R86k93mbLk/Xvp22KzeMS1uX7M/fu6zE3uG\nf9+y0KtUhLbA5tuJxSww0hqWD2LVKoS0ankz/prlDW9BjZLUhTRd/ULmNmfLL0vfjpDisG7z\nV+yirbtfbudepiP9Guz+4C8UoS2w+XZiMQsMt4ZtR8esWtvgVq1yIGtWObwFNUoSF9LLeu8W\nt7koDHu/Pb9n8VfQ9jjxpRvlUMHuD/5CEdgCm2cTi1lguDVsHdCqtQ1u1SqFsmaVg1tQ4yRt\nIX1OJuUDPozNRWHYC0+Hp3HeU60ujlUR2ALbTewuIy8w3Bq2DmjVqgayahWDWbPKoS2okZK2\nkC42p+7jNhf5YV+8K/w4x4k9i2NZhLXA5ruJzT9j1AWGW8NWIa1anjBWrWIwa1Y5tAU1UpIW\n0uV2tzv3h+Jy7Sp9O0Lyq9TufM66ZwwXn5AcbYHlJrb2GUNlOypuDVuFtGp5wli1CuGsWeXA\nFtRYSVlIu5ULd1Jufh2feNd3lJBYC8y71Rh5geHWsFVIq5YnjFUrH9CaVQ5rQY2WdIX0mVu5\nbnMfKrupfDtCcuv4p/diiZ/Z6VGDpvq7tyrCWmDercbICwy3hi2DWrWqgaxau6DWrHJIC2rE\nJCukz0lu5dpN4eogRunbEZLbvj7kPnc9cV/Zo6OsdLuz7ApFSAusMLGYBYZbw5ZBrVo1RRhL\nahXWmlUOaEGNmVSF9OQm+ZM1txcm/FxvQErfDp/cuPnV6ybbglyMc72q3ZVwikU4C6w4sZgF\nhlvDlkGtWnVFEEtqGdiaVQlmQY2aRIX0OZkUTpa5yS7dfuv5dvjk1qlp7mMOX4tCy94vlyPd\n9CS7ll2pCGaBlSYWs8Bwa9gyqFWrrghiSc15a1YllAU1bhIV0nXu9mSrB2C3T8sJaXdsYL46\narDOSB99yHqVi1AWWHliMQuMtoYtg1q1aosQltSct2ZVA1lQ4yZRIbnS2jWfPxRv//sw7t2A\n6z9UcH855hUdc2VKRSALrDqxmAXGWsOWQa1a9UUAS2rOW7M8YSyocZOokBRFUZRji4SkKIqi\nICIh/f/27mU3cWYLA6hNhBBCKGISiSkTxPu/4AF8q4tN0jT82a2z1qQd23UxbdWHTYEBCEEg\nARCCQAIgBIEEQAgCCYAQBBIAIQgkAEIQSACEIJAACEEgARCCQAIgBIEEQAgCCYAQBBIAIQgk\nAEIQSACEIJAACEEgARCCQAIgBIEEQAgCCYAQBBIAIQgkAEIQSACEIJAACEEgARCCQAIgBIEE\nQAgCCYAQBBLLmlG73p3T1fP7nzdv68qhWT9q+TnP9HfTHOZWnzZt06xmN/2Rnxzh2O1Xv97V\nQdS96dfk/8CLOJ9Y1mR2yerZ3ffvG55ObXN+0PJznurvuWlP9dpj9xL9J4E0dvvVr3d9EAKJ\n/5bziWV5IDUf0+ql3d/Vk49m//oWnqttP74OiY/uFTr+F30ad3n1610fhEDiv+V8Ytk03pwO\n6+sf39whet/w9Nm0b6j1yf62zedcVfu/7k9f0Y93efXrXR/EYgsCibdwPrEsG2+217++fr77\nS7UvGu5zT/Z3P5OOLzv0Xw6kn/ZGIPEWzieW5ePNNZFWf7D7C81FwAs829+ZeBRI8ALOJ5YV\n403bNKds9eftPt5qcxh2vrv/cdjePpBYbY9JRfvrqnY7fUJx3K6a5iMZ2w+b637rmYkBbbPN\nOjRbXbLH4brp4341t781MdWYtpD1t2j7tvprde1/dZQ32zIfk6qykpf7jc6s1uW+pa/Udcs6\nuS+YVjO2VfT/j1sqC+X1FfWstudkjUDiTZxPLCvGm22TTS34aocx7D7vLBnQTh/DH32SXBdO\nw979+Hdep4VvK4ZCH+Usts/xXuE0DpbVpV3edlv248f027kW0gG4bPvWwO3PTXWU9wNvik+R\n8kAaSl5Oq6rWxb6l/e+3rPr28mrGttL+P9NSWSitL+3N8P805mH9D7yI84llxXhzHYjX0+pT\nM2nP2YDWJpsOfYlpXXdR02aFr1bTiqIbq3HNNA6W1SVd3g9bxpjpB9O8hXQALtu+Lqy7cuVR\n9n1flY0OVU0lL6fyEB/1LalqnZcqqhnbShp9qqWyUPp6zPUmuzpuBBLv4HxiWTHenPsPkbrV\nm/6G0PnQ9u++h92vY2F7uI1xh1U/V/w+6l3Hw/NtmLzvexvnttch7rTud9l0e9zLrC9Fs8P0\nvmkcLKpLu3z/auftwqa9d/DWvc1sC+PhzW3p662Psuv8+ZIZq5pK3g9xf+46Oda60Les/80u\nLTVXTdHoUy1VheY/Q2raYadt/j8wXwL+hvOJZeV4kw1D08ZTFlT3643+suU8lehveO27fU/T\nG/ZNdzkxXYCs+jfjg89pNvJSdVkXu4ucQzNsOnSr6haG/s5uWZcvwWlqal/es8tCoi95HA/x\n1pXjw75lFfWljt1FyWw1eaNPtVQXmg+k/oXeTW8t6n/gRZxPLPsukL4e756V6DPl1K3ZTZcb\n3XXXbrqjdEh+FOJmO92WW6oua3A/VNsc0lJ1C0PZ2S2fY9l6rvvX7Ec/w0JfMjnEbbe43Les\nos1UardQTV72qZbqQvOBVLzQAol3cj6x7GEg3T6a+Ngfl3c/7tftVOKU7bQux/l1Ura4Z7ee\nC6S8uqwP08y+bGZY3cJQdnZLX0t9lJf71UV+VzELiePY7eEQv7rLi+W+ZRUlpdYL1eRln2qp\nLjQfSMULLZB4J+cTyx4G0lfT+djNhEM37fuu2NIM0x7yptJ5EMXNpbYsXFc31+VyqW5h2GN5\ny9xRdjXWE7+X269vcs7vNVvqQTXDwlMt1YXmA2l+H4HEWzifWFZe8uTvpA/TGL7Pd0+mfS8k\nSDWSNbmFXvxNINUtJAP6wpa5o5xrVSDBKzifWFaMN4f+841h9Xk/Bk9+y6e75Fit94d/P5Cq\no5xrVSDBKzifWFaMN9v+A/tk9Xm4N7dN1t+mfe9PaQ0/CqQf9OIvA2mh4ocDcXWUsyXeFEit\nQOL/ivOJZfUYdp5Zffn6yD95mZ32ndeZTmq4F14vP7vhRZ8h1S0MeyxvmTvKscuzBaaS63J6\nwk8D6ZiVelBN0v8/b6kuJJD4dc4nluXjzSb/AuUq+XZo/r58KrZfSpBk0nF3I3BXzaQezc6y\nm+/io6G4bmHYY3nL3FFevptl1696MF/7cSANpdb3OdfPTvv+rqWfTvsuFgUS7+R8Ylk23nyO\nb9671dvpGzPH7tuXSSAdh/ULCXKcrgRW92/KTN/THD+qGmyn9/J/E0h1C8Mey1vmjvLy3feQ\npt2XvtH6OJD6mceTsQwAAAPLSURBVNaH7oL02S/GftfST78YWywKJN7J+cSyabw53X5VJ//N\n7duItr7/qs6+7b4/OQxx17f2q+uG0+42upaPHu8X+x+uuf9azypdcbpGQP4dpcPcLzXUXSz/\nrpaqFsYheW5LX7Y+ysv9wm/mN13L/iz/5s83gXSbznfeDa/3XDXjD51m/f+zln7400HFokDi\nnZxPLGty62n17Z9dsuk+/+z+wX+bzpRuqnfs42Ly0573K4Jz8m2gbdaLc9Xyc4FUtTD0t96S\n1Fod5eW737Ib+10e4g8DaZc3V1Uzdnuu/z9vqSokkPh1zieWZcEyPZVuGIamsboLjO4Hpi+X\n4ckHTXu7/vm8zCbI+CPUw1Mdpi8vbYtufJSD6nOBVLUw9rfaktZaHuV98zgBvGwsLTn3UIjl\nXk5/f6R5VFczdjvp/xMtVYUEEr/O+cSyKYxWm89zurpbOO2yx/B1D4K7LXRPfvusf+0mXTxs\n2vIBfW1a22jueUh1deXfc0tFC2N/yy1ZreVR3g5q9rl6dX8+68fmLS4lf98f0Jc0kVczdTvp\n/5+3VNcrkPhtzifia4snJ/yyzXueqA7/9wQS8e2rz2x+0zm5ewm8kEDiH9BGioC9CyR4D4HE\nP+AzUga05dP5gNcQSPwLPuJcIu2rKXbAawgk/gWn8SHjv+3c5g9YB15GIPFPOESZaLeppnwD\nLyKQAAhBIAEQgkACIASBBEAIAgmAEAQSACEIJABCEEgAhCCQAAhBIAEQgkACIASBBEAIAgmA\nEAQSACEIJABCEEgAhCCQAAhBIAEQgkACIASBBEAIAgmAEAQSACEIJABCEEgAhCCQAAhBIAEQ\ngkACIASBBEAIAgmAEAQSACEIJABCEEgAhCCQAAhBIAEQgkACIASBBEAIAgmAEAQSACEIJABC\nEEgAhCCQAAhBIAEQgkACIASBBEAIAgmAEAQSACEIJABCEEgAhCCQAAhBIAEQgkACIASBBEAI\nAgmAEAQSACEIJABCEEgAhCCQAAhBIAEQgkACIASBBEAIAgmAEAQSACEIJABCEEgAhCCQAAhB\nIAEQgkACIASBBEAIAgmAEAQSACEIJABCEEgAhCCQAAhBIAEQgkACIASBBEAIAgmAEAQSACEI\nJABCEEgAhCCQAAhBIAEQgkACIASBBEAIAgmAEAQSACEIJABCEEgAhCCQAAhBIAEQgkACIASB\nBEAIAgmAEAQSACEIJABCEEgAhCCQAAhBIAEQgkACIASBBEAIAgmAEAQSACEIJABCEEgAhCCQ\nAAhBIAEQgkACIASBBEAI/wNQUUbWyhc5nwAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 600,
"width": 840
}
},
"output_type": "display_data"
}
],
"source": [
"# moisture by location plot for data collection on two days in July 2019\n",
"WissDat.Transect<- rbind(July29, July30)\n",
"options (repr.plot.width=14, repr.plot.height=10)\n",
"WissDat.Transect$DistJitter <- jitter(WissDat.Transect$Distance, amount = 5)\n",
"print (ggplot(WissDat.Transect, aes(x=DistJitter, y=Moisture, color=Date, shape=Date)) +\n",
" geom_point(size=6, alpha=.8) +\n",
" scale_x_reverse (name = \"Distance (in meters) from bottom of hill\", breaks = seq(0,200,25)) +\n",
" scale_y_continuous (breaks = seq(1, 2.2, .2), limits = c(1, 2.2)) +\n",
" scale_color_manual (values = cbp1) +\n",
" theme_minimal() +\n",
" ggtitle (\"Soil Moisture by Location\") +\n",
" theme (text = element_text(size=20), \n",
" axis.title.x = element_text(margin = margin(15,0,0,0)),\n",
" axis.title.y = element_text(margin = margin(0,15,0,0)),\n",
" panel.background = element_rect(fill = NA, color = \"black\"),\n",
" aspect.ratio = .6) )\n",
"\n",
"# strength by location plot for data collection on two days in July 2019\n",
"options (repr.plot.width=14, repr.plot.height=10)\n",
"print (ggplot(WissDat.Transect, aes(x=DistJitter, y=Strength, color=Date, shape=Date)) +\n",
" geom_point(size=6, alpha=.8) +\n",
" scale_x_reverse (name = \"Distance (in meters) from bottom of hill\", breaks = seq(0,200,25)) +\n",
" scale_y_continuous (breaks = seq(1, 8.5, .5), limits = c(1, 8.5)) +\n",
" scale_color_manual (values = cbp1) +\n",
" theme_minimal() +\n",
" ggtitle (\"Soil Strength by Location\") +\n",
" theme (text = element_text(size=20), \n",
" axis.title.x = element_text(margin = margin(15,0,0,0)),\n",
" axis.title.y = element_text(margin = margin(0,15,0,0)),\n",
" panel.background = element_rect(fill = NA, color = \"black\"),\n",
" aspect.ratio = .6) )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### *Where strength is operationalized as the slope of the force of over time.*\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### *During a visit in September 2020, data was collected along the same transect, but instead of 9 locations with 4 measurements each, data was collected at 38 locations (approximately 5 meters apart) with 1 measurement per location. The same sampling strategy was also used along a new transect to the NW of the original transect (see blue pins).*\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### *The aim of this sampling strategy was to collect data at a higher spatial resolution, more akin to a robotic path-planning approach to data collection, to determine if patterns of decreasing soil moisture and increasing soil strength (from top of hillslope to bottom) could be replicated. The new data supports the original observed patterns from July 2019.*"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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HIshOQShBQZS21hsARhsORYCMklCCky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gDCFJt6f1MNPKQkiRsNQWBksQhpCk29N6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\nIIFAAgBI+B/0UwpPSap5FQAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 600,
"width": 840
}
},
"output_type": "display_data"
},
{
"data": {
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xZdFoRkAoQ0siy2hSGLMAxZdFkQkgkQ\n0siy2BaGLMIwZNFlQUgmQEgjy2JbGLIIw5BFlwUhmQAhjSyLbWHIIgxDFl0WhGQChDSyLLaF\nIYswDFl0WRCSCRDSyLLYFoYswjBk0WVBSCZASCPLYlsYsgjDkEWXBSGZACGNLIttYcgiDEMW\nXRaEZIKfbbs9FmJ+/KO88EPkOKyP62HGNYttYcgiDEMWXRaEZIKXbTtNvXNeWnoLIRFksS0M\nWYRhyKLLgpBM8LFtt2J+tf7P1VzcyovPK4KyWx/Xw4xrFtvCkEUYhiy6LAjJBB/bti+u4v9e\niUN58aF48bA+rocZ1yy2hSGLMAxZdFkQkgk+ti2/JCdfm1ut5nMf6+N6mHHNYlsYsgjDkEWX\nBSGZEE5IH+LYx/q4HmZcs9gWhizCMGTRZUFIJvi8ZHcr9qWlt+Li4rDW+Q5CCpzFtjBkEYYh\niy4LQjLBY6eG23KnhvO8j92py/q4HmZcs9gWhizCMGTRZUFIJnjZttvdWDzzK3nhunV0/hH9\n46FspCcAAAD2QEgtnCqaQqu5yPy0L4qrdmghBc5iWxiyCMOQRZeFFpIJfu4hxfeJ1k2hfeW/\nX0ndGyCkwFlsC0MWYRiy6LIgJBM8bFvx+NGh6lHYNaLoAA4hBc5iWxiyCMOQRZcFIZngYduO\n8wdgbzVNJKk7OIQUOIttYcgiDEMWXRaEZIKHbZsXuik/GataDCEFzmJbGLIIw5BFlwUhmeBh\n20SbkF7Erv36uB5mXLPYFoYswjBk0WVBSCZ42Lb9/JLdi3zJbi4+0p8upO53EFLgLLaFIYsw\nDFl0WRCSCR627Tz3TalTw6n4nv60Kz0wCyEFzmJbGLIIw5BFlwUhmeCn2/dhZJwfx6U+DR9z\n8T1qOt3uy4shpMBZbAtDFmEYsuiyICQTvGzbfvpgbCKe7EbSyzxdLA+yCiEFzmJbGLIIw5BF\nlwUhmeBn264O1945TEdmKHo2nO9jcNW+s9gWhizCMGTRZUFIJvS9bRBS4Cy2hSGLMAxZdFkQ\nkgkQ0siy2BaGLMIwZNFlQUgmQEgjy2JbGLIIw5BFlwUhmQAhjSyLbWHIIgxDFl0WhGQChDSy\nLLaFIYswDFl0WRCSCRDSyLLYFoYswjBk0WVBSCZASCPLYlsYsgjDkEWXBSGZACGNLIttYcgi\nDEMWXRaEZAKENLIstoUhizAMWXRZEJIJENLIstgWhizCMGTRZUFIJgxXSO/PEe9esizgmsW2\nMGQRhiGLLgtCMmGoQopcFLH+r3OWFVyz2BaGLMIwZNFlQUgmDFRIiY0SuhuJ6yHL+/BHFkkW\n28KQRRgGIXnmyQfX13cy19deUgEAgD8QEuH6VH9eyO0jkzYS17+heP89hiySLLaFIYswDC0k\n6vUpPs2qjzobieshy/vwRxZJFtvCkEUYBiFRr6/+adZ91NVIXA9Z3oc/skiy2BaGLMIwCIl6\nfRASYRiy6LLYFoYswjAIiXp9tU/zXSmkTs8jcT1keR/+yCLJYlsYsgjDICTq9dU+TZWPOjaR\nuB6yvA9/ZJFksS0MWYRhEBL1+iAkwjBk0WWxLQxZhGEQEvX6ICTCMGTRZbEtDFmEYRAS9fog\nJMIwZNFlsS0MWYRhEBL1+iAkwjBk0WWxLQxZhGEQEvX60MuOMAxZdFlsC0MWYRiERL2++qeJ\n55B6C0MWXRbbwpBFGAYhUa8PQiIMQxZdFtvCkEUYBiFRr0/xaWIsu77CkEWXxbYwZBGGQUjU\n61N9mhjtu6cwZNFlsS0MWYRhEFInbo+FmB//qC6+OhRCHF45rU8ppLKROk8ay/WQ5X34I4sk\ni21hyCIMg5C6cCoSzsuL99PF+y7rU3+amDG2lzBk0WWxLQxZhGEQUgduxTxqBV3Nxa28+LuY\nn3+sPs7n4tRhfZpP8zltJT13bh7ps6zgmsW2MGQRhiGLLgtCMsHHtu2L5KrclTiUFwvxEv/3\nh5g7rE/7aUYueu72/FFrlgVcs9gWhizCMGTRZUFIJvjYNiGqP0Rc5Q2jY6nl5E9IFmxCFtvC\nkEUYhiy6LAjJhHBCOhVZb4Yr8d1+fVwPM65ZbAtDFmEYsuiyICQTfF6yuy11XzgUWa+7H9Kl\nPAgpcBbbwpBFGIYsuiwIyQSPnRpuy50a5kVzSbqJBCEFzmJbGLIIw5BFlwUhmeBl22534+7d\n89ITR9L1O+nHJwAAAPZASC1kzyGdygvVQkILKXAW28KQRRiGLLostJBM8HMPKR6k4fawdA8J\nQiLJYlsYsgjDkEWXBSGZ4GHbisePDuWxGiAkkiy2hSGLMAxZdFkQkgketu04fQC20s1uF50a\nKLLYFoYswjBk0WVBSCZ42La5simEbt80WWwLQxZhGLLosiAkEzxsm/ra3Oq79GBs0dsBQgqc\nxbYwZBGGIYsuC0IywcO27eeX7F7kS3aFhooxGyCk4FlsC0MWYRiy6LIgJBM8bNt5bp5Sp4Z8\ncNUXud0EIQXOYlsYsgjDkEWXBSGZ4Kfb92E0RMOP41K373XDKJt+ohjKDkIKncW2MGQRhiGL\nLgtCMsHLtpVn4ssbRAEn6LNjE7LYFoYswjBk0WVBSCb42bbSXOXFFbqLQFOY27IJWWwLQxZh\nGLLosiAkE/reNggpcBbbwpBFGIYsuiwIyQQIaWRZbAtDFmEYsuiyICQTIKSRZbEtDFmEYcii\ny4KQTICQRpbFtjBkEYYhiy4LQjIBQhpZFtvCkEUYhiy6LAjJBAhpZFlsC0MWYRiy6LIgJBMg\npJFlsS0MWYRhyKLLgpBMgJBGlsW2MGQRhiGLLgtCMgFCGlkW28KQRRiGLLosCMkECGlkWWwL\nQxZhGLLosiAkEyCkkWWxLQxZhGHIosuCkEyAkEaWxbYwZBGGIYsuC0IyAUIaWRbbwpBFGIYs\nuiwIyYS+t+0JAACAPRAS4fq4/t3DNYttYcgiDEMWXRZaSCZASCPLYlsYsgjDkEWXBSGZACGN\nLIttYcgiDEMWXRaEZAKENLIstoUhizAMWXRZEJIJENLIstgWhizCMGTRZUFIJkBII8tiWxiy\nCMOQRZcFIZkAIY0si21hyCIMQxZdFoRkAoQ0siy2hSGLMAxZdFkQkgkQ0siy2BaGLMIwZNFl\nQUgmQEgjy2JbGLIIw5BFlwUhmQAhjSyLbWHIIgxDFl0WhGQChDSyLLaFIYswDFl0WRCSCRDS\nyLLYFoYswjBk0WVBSCZASCPLYlsYsgjDkEWXBSGZACGNLIttYcgiDEMWXRaEZIKHbRMS8vIP\n1WIIKXAW28KQRRiGLLosCMkEv0Kay8tvIaRest6fI979hJVBFl0W28KQRRgGIRlwJW7ll+fi\n3MP6uB5mXLIiF0Ws/+seVgVZdFlsC0MWYRiE1J0X8b30+lC8eFgf18OMSVZio4Rn17AayKLL\nYlsYsgjDIKTu7M/Lr+dzxZsgJJ9Zz7KPolYSl8KQxSsMWXRZEJIJ/rbtXFyVXn+IYx/r43qY\nscgq+yhpI7EoDFm8wpBFlwUhmeBv2+a75de34uLiUIj58Q+n9XE9zDhkVX0UG4lDYchiFoas\ngFnTqcewFiCkrpxWGkjrFlPGqcv6RnHIhsmq+ygyEoPCkMUtDFnhsqbTFiNBSAZ42zZRaSCt\n1q2j84/1f28PZSM9AW9c39W5pi4KgI1iK6bXVUJI7ZyLi8qSed5k2hfFVTu0kLxlvStbSO/0\nhSGLXRiyQmVNU7yEtYMWUkd2hf7frqTuDRCStyyVj9ZGoi8sZ+kxq8QmZLEtDFkS02m7kSAk\nAzxt262yS12GNIIDhOQti72QlkvZSHzqGkYW28KQVTCddjAShGSAp22rdWkoIY0dBCF5y4KQ\nRp3FtjBk5UynXYwEIRngadvmDVfsIKQwWdyFtFyWjMSmroFksS0MWRnTaScjQUgG+Nm2F7Hf\n+K9FDzwIyVsWhDTqLLaFISul6iOdkSAkA/xs20VlGLuIufjI/7Xo9w0hecti3stuuSwbiUtd\nQ8liWxiyEuo+0hgJQjLAz7apbiGd5pLalUYBh5D8ZbF+MHa5rBiJSV2DyWJbGLJiVD5SGwlC\nMsDPth2KH7VlH3PxPRru+3Zfvp4HIfnLgpDGnMW2MGQlQEgh8LNtxeW5VdGF4WWeDh0k9wiH\nkDxmMR7LbrmsGolHXcPJYlsYslJwyS4AfratNHd58eJ8H4OrBs3iO9o3hMQqDFkhstCpwT99\nbxuE5DOL7XxIy2XNSCzqGlAW28KQlYNu396BkIadxXTGWAiJVxiywmR18RGEZAKENPCs57SV\n9Pz87B5WxTZruawbiUNdQ8piWxiyJDr4CEIyAUIafFbkorWV/ISVscxaVmFS16Cy2BaGLJl2\nH0FIJkBII8viUBiExC0MWcGyWn0EIZkAIY0si0FhNR/FRqKva1hZbAtDVpk2H0FIJkBII8ti\nUBiExC4MWQGzWnwEIZkAIY0si74whY8iI5HXNbAstoUhq0qzjyAkEyCkkWXRFwYh8QtDFl0W\nhGTCgIRU6U1mAddDlvfhb4jSR2sjUdc1tCy2hSGLMAxCol5f9mnWnrexgOshy/vwN0Pjo+WS\n6w7jmsW2MGQRhkFI1OtLP836iAQWcD1keR/+ZkBIHMOQRZcFIZkwDCGpxmyzgOshy/vwN0Lr\no+UjaV3Dy2JbGLIIwyAkzzxZcX1X5touBgTnUQ91aQCMAwiJcH3RnwTKeX8s4Po3FO+/x0zQ\nN5CWj8v2Xw9W1wCz2BaGLMIwtJCo1/ekmxnVAq6HLO/DH1kkWWwLQxZhGIREvT4IiTDMRxYm\n6GMQhiy6LAjJhAEI6V0pJJvnkbgesrwPfzeWmA+JQRiy6LIgJBMGICSVj+yaSFwPWd6HvxsQ\nEocwZNFlQUgmQEiWkGW1DVjBayPTcYO8ZBVsQhbbwpBFGAYhUa8PQirRPmAFr41c5kZyyaoO\np8xrG8NksS0MWYRhEBL1+iAkmQ4DVrDayKUXIdUmnGG1jYGy2BaGLMIwCIl6fRBSQacBKzht\nZDG0qktWfUpOTtsYKottYcgiDIOQqNeHXnYF1R2xGUKa1ieJ5rSNobLYFoYswjAIiXp9T3gO\nKaPbgBWMNlIap8E+azqtG4nRNgbLYlsYsgjDICTq9UFIGR13A6ONlEcOss2aThVGYrSNwbLY\nFoYswjAIiXp90SeAsewiBiekpQchTacqI/HZxnBZbAtDFmEYhES9vvgT6HTzpGOWJ3rP6nor\njc9GepgPaTpVGonPNobLYlsYsgjDICTq9SVCwnxInTsbstnIZbOQusxIX/VRZiQ22xgwi21h\nyCIMg5DaERLlf7k6XC86vHJaX/ppYsbYoQmpeYK+TjPS132UGonLNobMYlsYsgjDIKR2JB/N\nS/+wny7dd1lf9ml2OoN1zPIBhNRC43xInf6+UPkoMRKXbQyZxbYwZBGGQUgGXIlb+eV3MT//\nWH2cz8Wpw/qKT7PLNZ6uWe5ASM00TdDX9QosWkjIGn4WhGSCx217Ed9Lr4V4if/7Q244OQjJ\nnUFnDV9IuZE691HBPSRkDTYr/wMaQjLA47btly/YXeUNo2Op5QQh2WYNq5ddzUeRkFIjGfTi\nRy87ZA0zS7rFACEZ4G/bzkWp98LqNH99JTWdICTrrEE9h9QgJKPnnPEcErKGmCUf5Nc+KkqB\nkDoz3y2/PhQ/0p9+iEP79bE6zEizhiSkuo9iIcVGMht4Q+UjHtsYOIttYchqpXyT9M6hH1YV\nCKkrp5UG0mpe9AGXbiJBSPZZwxnLTuGjXEimY+UqfMRiG0NnsS0MWa2UD/E7+wdVakBIXRG7\n1QVC9eMTsOf6rsw1dUE6HrXUN6J1U7ZS+isfABfqh7jfbyqE1M65uKgsUQsJLSSHrC7dpadb\nBIVVUDWQkhbSuo1kPr1VtX00/A+y9zBk9ZhVPcLvWo5v48IgpHZ2RXUJhBQgq/WB0ul0a6pa\nbgcPIWHGWGQNKQtCcsDTtt2K4+oiCClEVsuAFdNISP6MZLeRSh9lQlraTABc3aQRfJD9hiGr\nv6zaTdJYSC4P9FcLg5BaqXVpKLWZ0KnBY1bTgBXTREjejBRiI33MSD+KD7LPMGT1l1U7wO/M\nD/DmwiCkVua1K3bo9t1/1jQTki8jhdhIHzPSc9z5vrPYFmae9YcS+rrCZEFILvjZtpfSAKoJ\n36UHY4vB7CCkcFnTQkiejBRkIz1MAMxw53vPYlsYhNQMhOSCn227qAxjF1FoSL6eByEFy5rK\nQvJjJAiJLottYRBSMxCSC362TXELqRhc9UWeJglCCpU1LQvJi5HCbKT7jPTsdn6ALLaFQUjN\nQEgu+Nm24n6RxGk+/YTUfIKQAmVNq0IqjLRs+LXwhSmynGek57bzQ2SxLQxCaga97Fzws21z\n8VG8yBtEXifo88GIs6Z1IWVGWi6tjRRKSK4z0jPb+UGy2BYGIbWA55Ac8LNtpbnLixcX/qYw\n98JAsswvt8kjkK4wNV4AACAASURBVBZCSmP4Ccl5RvqBfJB8wiCkHrMgJAf63jYIqTXL6gaQ\nvoW0XNobKdxGus1IP4wPklEYhNRn1nNNSN5GV4WQqNfH5zDrKcuyS4LuHtKSp5DcZqQfxAfJ\nKQxC6jULo31bAyExy6rPtdARTS+7pYuRhrDDxprFtjAIqRXMh2QNhMQrq3oDyADlc0j5UHKu\nhTmDLMIwCKnnLMwYawmExCpL7p1gHCMLKVsGIQ01i21hEFIXpJuk3guDkAjXx+swC5w1nbob\naUvpIzsjsd9hDLPUZ98/6Aujy9pEIUk3SSEkAyAkRlnTqQcjbal9BCH1lAUh1dhMIQUJg5Co\n18f1MAuQVfWRnZHk+ZCWjkZivsO60bIbIaTgWRCS3ywIiXB9pU/TpatwNcsR/1l1H1kZaUvj\no00VUttubM4y+wggJCUQkt8sCIlwfdKn6fYw5YrvIRtlqXRkZaSt/MfqnK12hfmCKKt1NzZm\nGX4EEJISCMlvFoREuL7i03QcbmbF95D12EKSC6vNIu6Q5Q5NVvuObMoy/RAgJCUQkt8sCIlw\nfdmn6Twg54rvIevvHpJcWM1HGyikDruyIcv4Y4CQlEBIfrMgJML15UKqjFg4QiG597KTwxRC\nMjaS40aWbvlR7PwuO1OfZf5BQEhKICS/WRCSP54sub6rcm0bZcljD+vYKuGW9ajAT5Udub5O\nPrT1f3tdb4Hb7rT83S9qTNc+JrBH/AIhEa4v+fPCw7TXK7c/VartizB/jzm3j/IwRfvIvInk\nspHVW379/wHbrcGpy7JprKKFpAQtJL9ZEBLh+jZLSC5j2ZXDiIVUv+XX+/mi4y05TZbV5VMI\nCVlhwyAk6vXFn0BtVuD4JGf8PJLDkVE7nYc6/F19lIapfWRqJAch1f566Pt8UfeReqeqszra\nTJEFISErXBiERL2++BNQ+ciiiTQEIdnOh1QJ0wnJzEjWG1n/wPwPMdmMykfK3arM6mozRRaE\nhKxwYRAS9fp4CKl+Nm/Ocjnvu/koCdP6qB8hqT4v74Pwt+DQQlLLrMOHAiEhK2wYhES9PhZC\nUpzOG7MMT/yVLCcfxWF6HzkV1hkOQnK6h4QWErJYhkFI1OvbQCG5wUBIylt+19ZDENrW1c0o\nuIeErKBZEJIJEFIHVKfzpizTE7/vw7/JR30Upvy47vzN49y1rk5GQS87ZAXNgpBMGIaQiHvZ\nWQnJ4MQf8PCPq7A+RQ5cSE4jNVj4CEJCVuAwCIl6fcmnSfockrJ90ZBl3BIJd/gnZWyskJzG\nsjP3EYSErMBhEBL1+oYnJPNrYxCSId3rajeKPsvYRxASsgKHQUjU60s/TcWDLeYrtzsy1Ldg\nBiGktIwNFpLTfEimPoKQkBU4DEKiXl/2aZKN9q3pFKDNsug+MDYhNfays5m51qWuNqM0ZRn6\nCEJCVuAwCIl6fbmQqOZDchBS13NvqMM/q6JvITU9h2R0c81LXS1Gacwy8xHz8xiySLIgJBMG\nIySqGWNrPkpPqLos5Q2nAHV1CMvL2GwhOWWZPaTM+zw2+CyHvywM4f1BQkitnO8LMT99KS37\nEDkO65M+zee0lfRs1TxaEQip47l3dELSj2VndCnTf10DymJbGFmWw7VXU3h/kBBSCy+7qXiu\n5KW3voVUmYLUHIsjQ+Gj5ISqyUrf8dtv9EIq6v3Wu5C0o31DSCRhY8hy6J1iDO8PEkJqYS6O\nf6y1dCyE3EY6F+ce1kd8mBkKKfeRkZHGKCT1fEhmlzID1DWcLLaFEWU59N83h/cHCSE1cyqO\nkx+Oxam0+FC81N87MCEpfRSfUJuE9NtvZkYKcvhL5X5TGilwYcoZYyEkmrDhZzk84WwB7w8S\nQmrkQ4iP7Ke5tHw+V7x5WELS+Cg6oyqzZB+lRgpSV5cwaiFVb/k9yTW55LrWNZAstoWRZDmM\nAWUD7w8SQmrkotQuyvnI2k1u6xuekH77zdRIIQ5/udpvSiOFL6x0y+9Jrsktl+25h/d5bMBZ\nDqPkWsH7g4SQGjkWt6rFt+Li4lCIeXR7yWF9lIeZ1kfrM6oqq+KjzkYKcPiXiv2mNFLnLG91\nlYzumOUNrllsCyPI6jTyOtdthJBM8LBth+Ij7va9f1FafJ73sZMbUKMX0m+/VY3kv64OYRyF\nVGljOmX5g2sW28L6z5pWYVIXQRiE1I4QWbfvfXnxunV0Ht1buj2UjfQ0IB6b0Lz//66geasD\nW1vGpf9XxJcqfssyLar3tYOhslWHuiRaIKRGhNidX33E5pGNNM+fStoXxVW7QbWQzLLq7aO0\njeS1rtbBbOTebFILqd5E6rAyrzus2sZ0yfJVFOMstoX1nVVrH2m+Aly3ES0kE7wIaZ72sjsU\nF6o3XEndG8YtpLqPOhnJ+GmMtrClQkg1I3VYG4REl8W2sJ6zlD6CkMaKFyFlTaFbcah+R9EB\nfLxCUuuok5HMn8ZoCeMopMfabTh7rOtSrJTrAca2MA4tJA51kYRBSO1IIwPJgwSp3zFmIWlb\nSN6EpPpGVodTeqp3xvimNFKH9Y1NSKq1cj3A2BbWe1Y3H7HdRgjJBC+97PIfN1hIyUlW7aO2\nk6/N0xjpovqAs0/1zoHflEay2EgHljUhORgJQtqorE4+YruNEJIJHrbttBgiSKgGZ1i9iF37\n9XE9zDRZ3b47dnUpkhVTcvAU0pKDkJRr5XqAsS1MkVV/pqDjEWZ/5FtndYL3BwkhNXKVD6J6\nKw/OMM8GFCoN5TBuIa0bKp8+ffps6CPrvxOVkxZWOw+4KCCskOyNBCHxygotJNW1AeusLvD+\nICGkZnazJtK+PP/Eqfie/3sxlMOYhZRcPvv8ee0kIx9ZX0lXTuvOUkhLpZCsjWRXl3qlXA8w\ntoVRCEl599Q2qwO8P0gIqZlbMY9EdLtf6mT3MRffX5LF0uNJIxZSpofPaz6Z+Mi2r9Gn+ix4\nK0XnAQcDjEpImrVyPcDYFkYipA79S7nuLwjJBC/bdiXkkRqyLgwv83SxPMjqaIUkXT6LjfTJ\nYPJru6cxPn3+rDISxx221AjJ1kgQEq+sHoTU/gQe1/0FIZngZ9s+TnfXOkqv1xV96uKJzQc8\nuKpJlnz5LGkj+a1LJaSajyCk5hpUa+W4v7yHjUBIrWOUcN1fEJIJfW/bWIVUvp0TGelZ/XvW\ndVV99Ll+xW4tpHeOO2ypFZKlkSAkXlm9CGnVZcwsT/D+ICEkwvVxPczuSs+jVrsXRFfTuhvJ\nqpedykfRShnuMA5C0q6V4f7yHzYKIQ00C0IyAUKy4vn5Ojn/p8+jVoWU9TDwWldZSKpV8hTS\nskFIdkaCkHhlQUh9hUFI1OtjeZitZXAne+ddKaT31hzDuhr7fLMUknTqp61Lr0FW+ytUGIRE\nlwUhmQAhmRN3qLsrHPCslYPvuuSnMYYgJPnUT1pXQ8OM0/4KFgYh0WVBSCZASObEKriTJdCX\nkOSnMSAks0IgpHBZEFJfYRAS9fr4HWaJCe5kC5gKqdJdyOppDN1lQkY7rHTqp6yr6d4Vo/0V\nLgxCosuCkEyAkExJPSAL6f1/mwmp+kCF3dMYmo4UfHbYEkLiEgYh0WVBSCZASKZYCyn/nv4a\nIX9p7Z7GGIiQslM/YV3rIn5qjcRnfwUMg5DosiAkEyAkQ95VQvo//0clh0ovu5KPciM51FU3\n0rN9mBKnrMqpn1RIP3/WjGSZ5bOu/sIgJLosCMkECMmQzAIlISmbSNUrdmUfZUZyqUs92rfL\n1lUYh5CWSiExaLn1FwYh0WVBSCZASIa4CunXX8tGcqlLPR+Sy9ZVMLy5VXpdPfWTfZCJj7RG\n4naABQmDkOiyICQTICRD1EJS9LOrdWmo+igxkltdyhlj/WHa/U96XTvzQ0iEYRASXRaEZELf\n2/Y0dK7vVFzXll/XfvPLmn8rs17iWs51suL1fx2T3NhKKBY8rvnrz4i/Hh/p6ooL+e+ExyqU\nZY2KL2qoyxorEBLh+rj93aNpIakvn5Woto+SNpJzXe+lUV6Jdpg0gkTCugHy8PDwGrH+L1ld\nq6KBpGsicTvAgoShhUSXhRaSCRCSIcpedrEPFJfPSih8tDaSr7pyKHaYPMZeTOSj14IHorpW\nso80RuJ2gAUJg5DosiAkEwYqpGqzwCXLEKWQkn9JW0nPiubRGpWPfv3VW10ZBN/L0ijk8ZLl\ng+yjtZEIhzSq9/S2z2ph6B8ksgJkQUgmDFJILWd+oyxj9EJq8aTSR2MQUmWiplXkgLKPXl9Z\nCElppM05jyGLJAtCMmGIQmq7NmaSZYFiLLtOv6dsIY3gkl11Kttp1EB6rfJMeA+p0Uibcx5D\nFkkWhGTC8ITU3nuge5Yd9dG+O6G6h+ShU0OVvr+XNR9Npwofvb5f91xXBoSELNIsCMmEAQrp\nvQyBkGrzIXVC0cvO+TkkBT1/LxU++u03hZBeiYSkfPbIMquVIX+QyAqUBSGZMDghdXgCtXOW\nNdUZYztRey7Ww4OxCvr9Xip8NP3t//m/VEIy7YLiVFcOhIQs2iwIyYShCUkzxLVVlgPPz9fG\n3SpqIzU4Dx2khLyF9NtvKh+9/mXWAcW1rhTN8AxWWT7r6jkMWXRZEJIJEJIld8Ydz6tj2f0x\nCiHVjaS+Yvf610O/dSVASMgizoKQTBiYkHTTpNpkuWGe9UfZSH+MREhVI/32m6pPA5GQaj6q\nG2lzzmPIIsmCkEwYmJBM5wpvynLDWkh/lHw0AiGtqj7SCUn9YGq4upQ+gpCQ1W8WhGQChGSJ\nvZD+kH00BiGVjLT2EW8hVavYnPMYskiyICQTICRLHIT0h+SjUQhpVfbR8lVlpD9fNWP3hKtL\n6aNqFZtzHkMWSRaEZAKEZImLkKoDUPI+/LuQCyl5qfqYCJ5DgpCQRZ8FIZngadvO94WYn75U\nll4dCiEOr5zWByEFL8xHVslHTISk8VHFSJtzHkMWSRaEZIKXbXvZFQkl96z206X7LusbXS+7\ncQqpMmOs4vHlcHVNK5OnZ0BIyGKQBSGZ4GXb5uL4x1pLx0LIbaTvYn7+sfo4n4tTh/VVPk02\nzyFxzdKEhZ+vo6yF+gBPwXZYWYUFWh+VjTSwDxJZQ8uCkEzwsW2n4jj54VhWzyrT0w8xd1gf\nhNQBucn1pdz6iul/vo76ELihdlj5YqHEJgupuj+4buQmZE23PIZBSO18CPGR/SSp5yq307G4\ntV9f9dDobSw7zXWgmPUJ9tq8vaEltJBI5uuorjTQ+aLSnaKgwUclI3E9j7mE1fYH143cgKzp\ndKvhTGIKhNTORaldlHOa31G6Et/t11c7NHoa7VtzHSiu4DkZXPX52dPgA2GFRDVfR6VZFuZ8\nIT0B5ZzlDhMh1fcH140cf9Y0EpI/I0FI7cgNIIlD8SP96Yc4tF9fXUi9nF8bznHFBH2vr36M\nFFhI/RhcQenGVZDzRWmQCMcsD/AQkmJ/cN3I0WdNEyF5MxKE1M6h+Ii7fe9flBbPRf6jdCVv\nIDPG6s9xmQ8TIb0a3pRxrUtDk5BYzNcRKKsyjJ5Tlg9YCEm1P7hu5NizppmQfBkJQmpHiKzb\n9355serHJx9cX1/fRaz/6yWvxlZOfd13OX9FBKrAjC9qon+S6s1hUfNTY9md2KoSsNbBgP3B\nh0CfBYTUiBC786uP1er2sGQktZB8tJBWoXsxN/zVnbc37uIG0uurWRvNrS4tDS0kzt0S1U9m\n/VF/ozprWsdPXdYwaCGp9wfXjRx3VvohbDnd4yyDFlI7QszTXnaH4kJerPrRk5Ds6JjVcI4r\nTu937+kYbR6MFFBIrJ8kLir9tTq8X3tWbT74ZBB1H3VZQy8kjaEdChvM8OjssrLPYMvpHmcZ\nCKmdYoCGW6n3wnCF1PRX9+CExHqsJdlHlQHQ27OUPvr1Vx91WUMuJF2b0b6w2th/bHcYt6z8\nI9hSnUksgZDaUZtntRusU4M1nbKargNJ7Y27fBhr9+eRNl1I5SkL0UKyDqsfu+nRCyH1nlV8\nAlvlz8K9MAipkUO1kEJ1+3agS5b2Ox0hnd7/yoXk3kTacCFVJnXvKiSVkbr8cntd1tAKSXXo\npkevdWGa4dHt7uHW4brz3bOkD2Cr/Fm4FwYhNXJajGAnj9TwXXowtnhylrmQGr7TEUohvW6y\nkP5Q0y2r4qPMSN3q+kNhpE6/3F6XNeNrISmFZDsSVR2uO985S/4EICQDPGzblThPf7rNBrVL\nFmcaOpVGAWcuJI2Rsn8tTu+vkpCcn47tUUif2QmpahQDIVWN1O2X2+uyppLldgLicA9JOTx6\n03OAhnMwspKI3yyVkDwVBiE1s5s1kfZL809kg6u+yBfyuAup6yW7oQip0svu8+fISB572TkL\nycopmZCsbNZelzXlLMdTEINedqqx/56vy43t58ovGK2AmUS8ZtWF5CEUQurArZhHIrrdlzvZ\nRQ2jbPqJYig7/kJq7NSQn91fS0JynZq7t+eQPn+OjeTxOSRXIdlddcuFZHO9r70ua0pZrieh\nWmGdDjP1oetTSHcNl38hJImqkHxkQkhduCrNxJc3iAJM0OeGc7fvvL0hC+nhdShC+pzASEiW\n/RIKIRn3iKjdjg91gDn/WVwtrOPJXnno2m2kanj05/eKkOSjSXHHqRl2EvGaVRaSl0gIqRMf\np7tr76TX64ordBfepzB3o2OW1kf56f21JCTTPwtt69LTICTJSKmPPn/yWJibkBQ+6tRzWxKS\nWZ9xxe34puejWjdKUVeK5gAywFJIHseyUwgpGedeZyQIqYwsJD+JEBL1+igOM62Phiik3Ei5\nj7p/OQILSemjLs+2ykIyeapWdTs+jJC0h1D36Eph3U/2ivVaHWGqGaQahaTqAtEMQ4l4zSqE\n5CkQQqJeH8lhpv/z9jn1USGkB+M/C+3r0tEspOeyjz51/3oMoYXUfdwh9cQlQYSkb2Srgr/5\nFZKv+ZAUQnpXCum98v7uq+AoEa9ZmZB85UFI1OujOcz0l1ue00FV/yr5iLOQEotK7aPuf7AN\n4B6SgTXUE0OFENJ0qjWSykffvjWFJRid62ufsM0RpppkN9qFNSFlTSQIScEUE/QZASGp0Z62\n139my0J6eDC/TuFSl5oWIa2L/pS2jj4Z3dng38vOwBqaiaECCKnqI3lvWwrJ8GRf/XwtjrBl\nlWhhk5BUXSDa8Pjt9j9TuB8whbkREJIG/Un7QRLSg8WX0K0uJW1CWk0jF3369Fl7c8y2MFch\nOT6HZGAN3Twc/oVU95G0t5U++qY6elyE1JjVjYEJKUBDxBPTLY9hEBL1+sga4trDe/nw8BAL\n6eHhweZL6FiXTZjqFNnl29uDkJxGauAoJOW+Lva2nZBcjzPzI6zmo3jNDUKqX98LUpeGELdq\nOIZBSNTrY3dlOPq+rV3059pK9b8gCetqCGs+RToV5i4kh7HsTKyhnRjqqfq+5+fff/9qL6SW\nva300TfV0QMhdWc6DdCZzRcQkgEQkinpV+5ReUmDsK6mMEsf9SMk69G+jYSkHWW2VFfynNLX\nr7///ru1kAwv2XURkvNxZnyEKXwUrVnfy87uy+DzeR/vj/v4AkIyAEIyJPvG1YVkb6Twh7+d\nj3oSkuV8SAGElL7pa0TdSN3qWpl1aviWCql+9HAUkvY5JMsvg58jfyoJyeOACL6AkAyAkAwZ\nppAap8E1zZLxIiSrGWP9Cyl/TulrYqSqkrrVFdGwt5U+ahGS+3FmeoQpfRStmaOQpiUh+Rsy\nzhcQkgEQkhn5F04hJGsj9XH42/gotJBK1XUsKc8KIKRs6devyjZSt7qy7dHsba2QakdPHubh\nODM8wjQ+SoykGsvO9svg48jP9rL3QbV9ASEZACGNLEsbZuEj/0LSzjRqdhYJIqTiHV/VRupW\nV7o9ur2t9NE31Smcp5DUo30TCinfzd6nHfIFhGQAhDSyLH2YuY98C8nbTKMWO6y1l53071/V\nRjKqS7e3zYVke7LXFNYBrY/iJpJiPiSdvDzXpWKqEJKniVl9ASEZ0Pe2PVHzRQ11WX2wleIz\n02R3Xt8VXPssohPy2lVVSP/+Hxn/7nCMaPZ2KfG/Mh5j1EGPdcwqMUaxRnnN9c9R+9bgbKnp\nZd1kQEiE6/P954XhlZ7e6uojzPjPR58tpGvl0KZ22Oywlgdj35UtpK9mx0ipLvXeVjaQvqna\nFGmYdetDW1gbDQ2kaM1PtZau9q1+61KCFtK4gJCYCMlXXY2FmX5ZvQpJIQNbrHZ+81h28r9+\nVV+zM61LubeVPvqmOoWTCalDVuleYIO8eqgL95BGBYS0SULSj4dkkRXTuezqvXAnI9nt/MbR\nvgMISbm3TYVk3/poKMyJWhatkGq97H7zkAkhUQEhbZSQyLLqvYVdjGQppKb5kEIISYXSR99U\np/A4zOFkb1iYdZa2xA5FBngO6TfX6TIjICQqICQIqY8sDkJqnDG2fyF9g5A81VUSkvG+UQEh\nUQEhQUg9ZL0rhaR4HilwXYqO56yEJJ9LozCXk71hYbZZDSW2F+mpLklIFrZWACFRASFBSD1k\nqUaccWgiOdRVezQ3WC87NUoffVOdwgcipNBZnb4XuZBMZnp3q4smDEKiXh/XEz/Xuniee/gI\nSZul6xbuuS4jITm1PgwL45rV7XuRCslspnenumjCICTq9XE98XOti+e5B0LKUProm8ozLD/I\n/rM6fi+SGWPt2o9WddGEQUjU6+N64udaF89zzwCEpHtOKVBd7Q0flh9k/1ldvxdrITnP9G5S\nF00YhES9Pq4nfq518Tz38BXSdCv/Uf2cUpi6OlyKY/lB9p/V+XtRvsQZvC6aMAiJen1cT/xc\n6+J57uHSy67GNP7DOkH9nFKYuiCkrlkQUi0LQiJcH9cTP9e6mJ57eDyHVCO5F56/VD2nFKSu\nBh/l51KeHyRnIakvfQaqiyYMQqJeH9cTP9e6mJ57eAop6y2cL3CcIIP3eWyYWRBSLQtCIlwf\n1xM/17q4nnsYjGVXo3ieslimnUKwx7r8hw04q7uQNJc+A9VFEwYhdeBD5LQuhpAC18X23EM+\n2ncNecQZL4HMz2PDzOr8vXjU3YwLUxdNGITUgVu1kJSLIaTAdbE991DPh5QgnaXKY3I6VFPA\n+zxmiK6tCCERhkFIHTgX550XQ0iB6yI/j+mzXLsMyFmWSKep6qwFTgW51hU6zDxLfzeNqZCW\nNSE5GIn3BwkhNXMoXjovhpAC18VYSK5dBkpZdhRnqfq8bm4ludUVOsw4q+GPh3B1KT+EYQlJ\ntU4IyQAf2zafd18MIQWui7OQHLsMVLIsKE5TqpmvXasaj5Aan8gKVpf6Q+j4vVgqhGRvJIcD\nzF+YCgipnQ9x3H3xsIUk/cIXF2n4rqsa5ouxZeVnqalKSO5GGo2QmjqghKpL8yFASLWs5pPo\nJEfsHL01vPFtz2NhvvAgpFtxcXEoxPz4R4fF5EJyAkIadJZ0moKQGmge1S9QXbpPodv3YqkU\nkrWRXA4wX2FKjIQUcaR938mEY0vLQ03neWe60/bFEJKmLggpeFbpNIVLdlpaxj0PU9dU93dB\np+/FUiMkWyONR0iTWcP7PBbmCw81rZtB5x/r/94eltSjXvw0aL4ooa4KdOMxI361VYW4Oj5c\n39W5DrxO/SfR6Tv3qCNw2coqgq+nVUjpT/eLnfUL3YW50QppLq7Sn/bFj7bFaCGFqCtU2Kiy\nqn83o9u3mndlC6noiBKirmkZ+S1dWkhLbQvJsonkdoD5CNPQrYVUvDhYv7rs8D42eK3pSt29\nQV4MIYWoK1TYqLJqZ6mSkOjq6iPMJEvlI/maXYC6plWkt0BItSwDIUVG2u7yPi74rUmoO4BL\niyGkEHWFChtTluI0JQmJrq5ewngLqeYj+fPoIKRlg5DsjOR4gLmH6TAW0kpMJvfJT4uD2frf\ntg9u0nfFpP+0t/5xZ+GxUFs8C0m0LYaQQtQVKmxMWaqzVC4kwrp6CWMtJIWPpE+kSwspTF2G\nMBXSuol0Ev33fpb3czhYlYX0lv3T7N5jqXZASCbQCanz15LXDuOTpf67eVqZfqL/uvoJ4ywk\npY+Kz2QoQtI3y2iFdLlu+kT/FVLPu0VZSNvFk0seS7XDq5BexG7bYgjJri4IyS1LdyWnPEFf\n/3X1FMZZSC0tJLMsn3WZwVVIb8lNpJO1bRbRY7KL7bQreP6+veif0n/Z8VirFV562X2kP13I\nHbzViyEku7ogJLcs7a0FaQpzirpyaoMqTbecyyng3cvOi494HWBuYXrMhZS+XsvmJnn9lr4h\ne9/92kfpgA7b+f0mMjwI6VR8T3/aFbdtiyEku7ogJKeshpvdW5R1ZdSHnZ3SmbL/B2N9+IjZ\nAVYOc5u/tlqYjZDqC7LlR/ElvJhF08gO/eBjLLu5+B6N6327L/ZbF0NIdnVBSE5ZDULisI31\nsbWnhNcSCUZq8OAjZgdYKax6Ec+xMAch3ZzsiIqQdqR/p79m5+Me0ss8HSMoedwo68JQWWy5\nPg7nixwIaZhZCh/lpwj6bVSMrZ11/6MpjGAsO3cfcTvA5DAeQkq6feddGbLlcm8H+m4Nfjo1\nnO9Lo6gWfepKiy3XR3++kICQhpnFXEi1s/+UuD86wWjfzj7idoBJYdUmk2thRkK6SfswSN2+\ny0KqjH3np05r+l4/hGRXF4TkkKX0UXaKIN/GenvkUyEkmid2KeZDcvURuwOsCCMV0iIdzS5p\nCG3vnCwgJJf1kZ8vZCCkIWZpfJSeI1zqqp49bbLqPvr8+VMhJKIxjQhmjHX0EV8hPVabTK6F\nmT4Ye7ZKun2f3MtvkITkpTQ/QEgmQEhDzAompNr504uQPpeFRDTqq366+WAfpOPWsjvAsn+l\nFdL6ZdSpW9/teyf/Fw6otu3+YBasEQch2dUFIVlnaX2UnCPs66r7wiKr9tTP50hInyUh+TCS\nzUbqppv3/UEWh/Ovv/7q8K3id4Cl//xYeumhMBMh7aUd54qlJ/Vu3wc+SvODYtsWlYuKEFIO\nhDTArFBCyrYciQAAIABJREFUUvjCIkvlo6SJxHXmwHBCaj22e62rM81CWpIK6WyStn+y/0ad\nHMpCihYskncv9LMn9UV9296qPoKQciCk4WU1+Cg+R9jWpeoV5i6kzyoh8ZpbHUIq0/IHjzQM\nua/Cuk/QF41SlzR/diaT7cv1oqP4lP6WvG+R/dPk5C26MjbRTp7UG/Vti6o6CjaABIRkVxeE\nxCxL+dyMs5A+Q0gjE9JSnhfDU2GtQpJJn3QtX/eKGkvxfZnoEZ036Ukk8ot39W3bTocr72t9\nLXD+KvWYBSEZZnXeYXZ1lR7kzIWBS3YWWQMXUnMLfEktpPxcfpAuEFGzKe13lzamikeUyH2k\n2La0Qdfb+lrg/FXqMQtCMswKK6TpVGkkD0J6rwvJpsAKnD/IgQupmbKQ3I1kJKTtvTPpVL6I\nLs3tnMUTUsSPyp5k435HE/SJfOo+WpRC6nV9LbA8zPrPgpAMs4IKqeqjTBo+etm9V3vZWdRX\ng/MHOSIh1YSzJBDSsKlv2wwtJIZZEJJhVkgh1X2UasPLc0gsHoztMWs8QqobpyokZyNtoJAW\nuIfEMAtCMswKKCSVjxJx+BHSuywki0QFnD9IQyHpHo9isI014SwhJFMU27YzEeFmaYKQ7LIg\nJMOswbSQVGNrT3Mh2QQq4PxBGglJP4AE/TbWjLOsC8nVSJsopMhIJ6GU9ASs+KKEuqqwOG1z\n0B22VcMl7fquzHWxAk/1skb9Sak/quvybuLFY0RtQQUfK9oUIdWeiMWDsXWyKwZc/+Bnt8Ps\ns/TbTN2pwWMvu5V6bO0p4QR9PWd1byE1DkJOvo21JtBS1UJybCJtVAsJQmqluGJw7aGeDC5C\nql0igpB0KH1kvb8UY2sTTmHec5aBkKqXNoPWZUjdOGohuRkJQoKQJKRvxF3tGrY9PrfRIax+\nEx1C0qLykf3+UtwamW7Zhilg9S2qZHUWUvNEttTbWBPOEkKyANNPdKd0xeCuesXAAR5CUjz2\nAiHpUfjIZX/VO48xOvKDZnUVkqI7Yvip1TtTM85SJyQnI0FI1Otj9FUqfSPuahOX2cNCSIrz\nK4TUROD9xenID5oFIZkWBiERro/PV6n8hbirXcOmqstPmOoK1GYLSfvAS0bYFiWjIz9sVkch\n1Ye0iL6B7+Usn3UZUTOO9LIqJBcjbaCQKjeNRDbcUaj1tcDmq1T5PtzV76rS1OUnTHmPfpOF\n1PDAS07Qe258jvzAWR2FpPJR6RsIIY2BViGhU0PKqIWk7sW8wUJS9HtTELJXIp8jP3BWYCG1\nNnR1dZlQM478qiYkByNtvJAWEFJC9YrBXfWKAVFdXsLU4w5Q73w6ITU/8KKH/IMcYlZQIXVp\n6GrqMqDZON53/qYIaU/d63s71Po6weWrVP0+3LX88dxXXT7Caj5yGL3aY12EQtKf9hoJ/UF2\n3qiQhQ1JSN0auuq6DICQvCFvW33y8hivQ61CSJ7r8hCm8JHL2Gze6iITUssDL3ogJIuscEKy\nbeiabmPNR2UjQUgGlLbtRKGjmd+hvyEkz3W5hyl9ZD96tbe6yITU1r9YD4RkkdVRSBa97Gwb\nuhASHZigryPjFRJaSBUgJJZZxs8hWTd0DbdR4aOSkSAkAyCkjoxYSLiHVOL9oeVPcT2shWT9\ny+11WRNSSPZ/V0BIdODB2I6gl13vdREJ6eH11fZUBiGFzDIcy64vISl9JBsJQjLAx7Z9iJzy\nP1wdrhcdXjmtj4uQ8BySIz0Lyb4uCClD/QgP3UFhNNp36z0nT3VpfCQZCUIyQHnJrtqvYe+s\nMeNWI6T9dOF+4/pagJB6CVP6aCOFtFwLSWGkzROS7hEeQiGZzIfU2ivPU10Qkle6CGmNWDRk\nnItz1eLvYn7+sfo4n4vTpvW1wEZIGMvODQjJsbBVv0LSPsJDeVA0PVdEIyStjwojQUgGdBTS\nZHKpzzgUL6rFIl38Q8yb1tcCHyG1jvat/sZ3OF9wENLYRvu2rWsZC6lupA0TUkNjhPSgaBh5\nAUIaA4ptO1vrZy/2z+XB+sez9X9n6zaSPmM+Vy29yhtGx+K2aX3NcBJSy3xIwxbSyOZDsqxr\nfR55VRlp03rZNdyuIf5GasemIxFSg49yI1EJ6R8JHtfeA/Vti8ZrWGQvbtYv7tf/3Y7FpOZD\nHKsWn4qsN8OV+N6wvhYYCaltxtiBC2lcM8Za1hWdR5RCssjyWlhMb0Jq6tDG6hupz+rrHlK/\nYd2F9I8Cj+sPTn3bDkqDBZ1MJgereIzVHV3Erbi4OBRifvyjtPhQZK9/iMOG9bXA6/Avrhhc\n1/9x6EJaVX20eUJa5kJ6tTmRjUVIjT2meX0jtVl99bLrN6yzkP7xj25GejtYNza2D96y14ud\n0ssyykdUQ4++va5PKuctuVj31nDN7jzvY3cqL54XvyDdRBq4kIorBp1PFwMS0qriI3Y7P3jW\ncqluIjH5wxpCMsjq7cHYPsM6CukfVXRvXFR6rc3S1wvlu0mENFHOh9QwfsO6dXT+sf7v7WHJ\nSFIfcOnHpxHzRQ11WaAzjyl//rXmruCaurAUpwOs+y/fXd/Vub7zuCF9oNwI6qK84E9IN5PJ\nwf1qdb8zEXErZDbZXqziTgPKTmxUQiq3kNqENM9vFu0L6aqdWkiDbyE1ZA2/hbTpWdnd6Idy\n1+8+50Mq7tnTtZCab78M4YOM6Wssuz7DurWQaj7SGWkv6xqwl96Zyc7UM+UFMRIhzar3kKIp\nzO8bu9llXMndGyCkPoRUn3xyQDuMW5bUQUo2UqhBohXIvZohJNcsb6N9V++tuhbmmNV2ElX4\nSGMkkUXdx+f3nfxS3aXyoh2JkE6qvewihx5MJnsd0uQnjiCkHoS0rE+HPKAdxiyr1GX3Yd1K\nytTQW12l5z4hJNcsX/Mh1XqfuhbmmOVPSAWxVqSLY3GLSfmmwkCVl15QhG2vJXRQPIcUTRh7\nor3NVUYeO2h3nJ0aGrIgpGFnVZ4ieX3QPPASqq7K+fO664MFHQvbPCF5mjG2/nyee2FOWS0n\nUaWP2oyUCql4repVTSOke1EaNOg+Gbyh00TmspDYd/v2/mdP/0IqPRDuGqZgo7IanrXvp67q\naIkQkntWw8gOXbMUI5h4KMwlK4CQLuMrYLKQ9Ffn+hbS6m2v8NFBssrYS628iN3ixXfpwdii\n9x0fIfn/s6d3ISnPmoM6X3DKohZSfcat2jm0JyE1P8LD/oMsox3ZoWOWaoxHL4XZZwUQUnL3\naCfvXLfgJKS1kk52ombSzlFySVH/pFTEXHykP13I/b4LDRVjNjASUoA/e4iEVDltDux8wSar\nafCXPuqqSaDzaIkdCzP45VE8h+QnSzkKvm2YO4GEdJlcoTuLe7BFbPMSkhGn+chAu9KgdcXg\nqi/yhTwuQgrxZ0/fQlKfNvl/x3lmQUgNtWyskNTzhFmGeSCMkO5F8hjSajaZRW2kxbYYsJA+\n5uJ7pJ7b/dLMR2tRZdNPFEPZcRFSkD97IKQBZyl9ZGokh7rql8nuvM1IbCykMYxl5yWrMnGl\n3cmCv5C2J9kdmXSkhu37AQtp9TJPhw5KnkLKG0R8J+gL82dPz0LSnDa5f8d5Zml8ZGgkh7rq\nCvA945bR0cl3tO8+s6o+sjtZsBfSTOpCfbZW0uxkvY5ZPhNR8UYiId1E4+1JtKec70uDqxZX\n6C6YTmGuP8i6O4VcSLqzJvPvONMsCKlSDtP5kHrNqvvIykh9C8n0OaSZ4pGeuNcdEyEtJhUC\nr6+ZPv7uKd4xUCHJp03e33GmWVofmRmJtZAcCiqVwfqD9Jil0pGVkXgL6V7lo9VBabqhnbSN\nQSKkm9pksWHX10Ivf/fk7xiOkLRnzYDfcV4DqPjMgpAUFWke4WH9QXrNGmoLqftYdvFTp4v8\nhchHahDygKarSXqPKXkaNTPCZT9CikZnOOny1JGn9bXg/dNs/LOns1OmW/VlfQpJf9oM9x23\nvISuzHLDd1aDj4yMNCoh6R7h4fxBes7y4iMCIZlMPyFuilcHk6Pkh7PyyEGzZHjTRTJ+XNak\nmvUjJFEaXNU35EJqboh3dcp0ulU/NimFVJw2g33Hrb+QiixHRpgVvpedLzYpy4ePOAvpXpRG\nPLifTKJHT28O0tkoMs7i+ZIWInlu9iR+dTkT/QipPP2Eb8iF5KWFNI2EVDs6exRSw9/xob7j\nLl/JapYrY8zq8hwSSWEbneXBRxRC6jpj7F7lzkzWf2C7colsJo3bk79a9CYknytoXV8LHO8h\nTRMhOd1SqddlQsOVpUDfcccv5QDOPcRZEBLLLHcf0Qhp1cVHq0lFSKv7g3W7Z3ZWe+PJ9nrx\nQnol9u576tQwG7uQnHvZTTMh+TKS8TY23eoI/r10znJnlFkdxrKzhs1GDi/L+cAvwozHRtRk\ndTyJtuqII/VtO+k204S39bXQw5Vh6R1dhDQthOTJSKbb2Hjz3fcOi3fArzLdrkOqsnzWNb6s\n9tG+reGzkTyzqt9kxbVq94vVhl029VndT6J/O6+wbxTbJroN7e1tfc2EvzIsv6ODkKaykPwY\nib2Qfv21aiS7LJ91jS+rfT4ka/hsJMus2je53pvHQ3ee/oX099+DM5Ji2+7XRgrW75uHkLRX\noNqFNC0LyYuRDLdR7aPsaA8gpF+rQEhhstpmjLUGWU3Uv8m15x08PPBQ7nvkkrVZQqo9Fzu2\nB2NjNBeGW4U0rQrJh5E8CWlpE9ZamMJHayPZZfmsa5RZ8sOorArzlNV0acwV6yzFN/mp+g7b\nbCmsfyH9/ffwjLSpQtL0Ym4T0rQuJA9GMttGrY8CCUnho19/tcvyWddIs4qHUZkV5iOr+dKY\nI7ZZqoslPutKwyp9j1yyIKSQ62sh2CGrlEmLkKYqIbkbyWgb9T5KjnbfO0zpIwgpeBbbwsJd\nGnPDMkv6Thel+f8gq7d6XbI6nkT//nuARgrZxVvFEx+2trZqy76okX+nTp9FPz09NhBifV/+\nTcGX9t8DoAzN96WFvr7KPr+j3U7af/89RCP1LSQ+LSTlWKEW95B6vmTX1ECK//zq4x7SZndq\n0B8jaCE1EPrSmFXWtEKAuuKwWt8jh6yOJ1EIKcj6+j1kzXvZEXRq6C9M08vuDwgJQjIl+KUx\nm6yqj7LSRiCkv//uZqST2WSyfZCPFrfYmUwmOwv1exumkfUFhFSiXUiV55Aoun33F6Z+Dqm6\nR2jqosuCkCxQNkSo66r7KC3N9wdZ73tkn+VVSPci7SiwSF6nw9RF88UqIBPS/dFOMpTr3qXP\nlWnX1wA7IZVGaqB5MLa3sExIf1R9BCFBSEb0cGnMPEvlo6S04Qvp7787GUlM9m5Wq7eTySSe\nheJoIk7e1i9FefqJDCoh7eS96ybqwjyvrwl+QpLGsiMaOqi3sFxIf1R8BCFBSCb0cWmMcQsp\nNdFPdyN5FtJRMsNRNMHETpyczsR3MxGqt9MIKW/FxSvzbKQxCCkf7ZtscNW+wgoh/VH2EYRE\nLCTDY28TTvxcRbl6ynz0091IXYX099+djLSdTzUUn+4X+dl+b6K6NkYjpOgm1yKdhSKaH+Om\n/hav62uGo5DS+ZAIp5/oKUwS0h8lH0FItEIy/WtoEy6Ncb2USCGkv6u0/kZ8uj/Ix9VeZHPH\n1t9UGKif6SfWDtpe5dMiHXhuIjEXUleUE/RZMwgh/SH7CEIiFVLp5OmYZcyYWkh9dLZYPeY+\ncjdSKCGdxKf5nbz1cZNcwqtAIqSdpMdFKqT7RE8B19cC/SGrRDWFuTXDENIfko8gJEohVU+f\nLlnmcL00xrU7OoGQaj5qMdLlXjJnuSiSlTeRSIQ0yVYzkV+GW18LDA5ZJVseswYipKaLmP3X\nRZdFLSTFCdQ6ywKul8Zss1S702ddy8fCR85GCiGkuJv3W/KTtFD5ztI/QUiObEIWhBQ8i1hI\nyj/pLbNs4HppzDpLsTP9C+nnz5KRbMM6CUnhowYj3cx2om4DUfe6AQjpbaLuAOhvfS2wOGQH\nlAUhBc+iFZL6zG6XZQXXS2P2WfVd6bGupVJItkYKIKSIt+SaHUsh7ZXuIZ1Msp7qodbXAo9D\ndjhZEFLwLFIhaa59WWX5rKud0JfGHLJqO9JfXctESD9/+jFSFyEpfdTWr2Ev6tXAUkiLSSrL\nrNv3Iuz6WmByyA4mC0IKnkUppKqPOhqJxc4PfGnMJSvcxIF1Ib0+RLzaxXUQksZHLUa6jzqv\nbZc7NdSmHyIRUvQckkieQ7o50I5q5HF9zXA5ZIeSBSEFzyIUUt1H3YzEY+cHvTTGM2uZCKnQ\n0T//+c/XiIeHZ+vCQggp9kql2zcTIb1ty7PzifuuUbeifLfpQ+Q0rq8ZlocZ4yy2hY0ni05I\nKh91MhKTnR/w0hibrPK1uKqQ/vmvf/3rNeHdxkjtQtL6qMVIkVeOpAdj5cdPd0Txnv6FFN9G\nyth5U71Bxce8IqRbCIkgi21h48li1kIakJACXhrjklW+O7RMhFQ0j/71L9lI5kryLCSRDx10\nGTWJCg0dlO7UZEPcJc+kZga67E1I6Wjfk50jg2GDDkVFSOfivOv6GuBxmA0ni21h48nidQ9p\nQJfsNiFL0V0hGzpouXzIVJQSQEgNPlIY6SDvsjZLu7Il5rkvW2Y2OYn+s0jePUtlNetPSBZc\niP2KkA7Fi4f18TjMhpPFtrDxZFEKqW4khyyfdRFlSR/Al9otznUTZM17n3WpOtA9VX2UC8nc\nSJ26fXfnTUz2IgVdzhLXHOTTT5SGsjuLehWsFiIZcfUkfnU5E/0I6WBvYZHzMp+/VIQ0n3da\nXwusDv8BZLEtbDxZvoTU4hJNmI2PRrTzKzQIKXJRfNK3vTJmg0pIj1UfORjJs5CKqR3Sa3Wa\nCfpmqjct+hHSttUK9sXFqiykD3HcaX0tsDr8B5DFtrDxZPkR0vunT58a/3zXhVn4aEQ7v4Je\nSM/v744NEQuUzxhxFlIyhbnYy+/NnKmnMD9Za2G2kF6Jdcuq15EazDgXh6uKkG7FxcWhEPPj\nH83ra4HV4T+ALLaFjSfLh5Cenz99XtP057s2zNxHI9r5FXRCepZ99G7cfcCyLuWksOlYdstX\nSUjFXSTDC4r+hcQMPy2kFzH/qArpPO9jd9q4vhZYHf4DyGJbGLIknt8/JzT8kawPM/bR8HeY\nDq2Q3ss89zJ/VKOQZB9ZN5E2UEiXFjMg7YrbVVVI69bR+dpSq9tD2UhPAGw619d3/zPj7u7u\n+to0YCshRG0D44ua67sK//N/9LC7HgsUC//8SyYrzPizX7NZQlrd70x2zoymif2e3C4qC2ku\nrtKf9kVx1Q4tpMBZbAtDVk7ePmpsIzWFmbWPBr/D9KhbSL9X2kfR/v4Ufv6o5bLeREqHDqq2\nkPI2ElpIZZT3kCq0ZfwQSX86oRkX/Erq3gAhBc5iWxiyMko+0hupMczMRwPfYQ0ohPStLqTP\niZACX+JcLhVGgpDM8CGkedoC0glpJYoO4BBS4Cy2hSErpeIjrZGaw8wmLB70DmuiLqRv3759\n/b3uo8+fPofuBKIS0lIrpFcISYUHIR2L78kPeiEV/wAhBc4yD1N3GvP+oCeyUp4/V7ERUoDC\nhpilFNLvX+s+SppIHrvJ174w3yKqRpKE9KpqIoXoZff/KjFbDxkeZCtkNO+wXx+rw38AWRAS\n86z3TzUhfVael4a8kb1l1YQUWeE/vyp8lAjJ34PESh99q7SRlpKQlE2kEM8hQUgtQnoRu/br\nY3X4DyALQupC/Q/rbJOD16XwUWQkuzCfhQ0yq11In8tC8jbUUichlcKqXdEhJAU+L0dWe9l9\npD9dSP2+IaTAWRBSF+iENIWQfGZVP8jYCv/5vxQ+yoTkazBapY9kIeVGysPqRgoylp2RkN4O\ntieT7YN8Uodo4AbpZcFibzseb7vzdEQp8TDiCfLtn51kXLwarSM1iO4z9JWFdJrdWkqfUtKt\nrwVWh/8AsiCkLjBrISnPTKx2GNesNiF9rgvJ03QdFkKqP65rvL2+hbTIpr1bxC/zoe0Wlffd\nF5PkGT6lup3PcFGafvwtmcqiRquQDEYSqoxlNxffo+G+b/fFftP6WmB1+A8gi6uQplv+sgYt\npHqfBk03O65HGKusygeZWOF//eerwkefDQa4MBbSN4WQMiNJQnIb0GjlXUg3a7/cx4+eilgb\nYhKNavd2MpmUH0R9E5Ody+gdN0eiaPF04SSZuSJiNjmQWjdHxT/ItAlpYS6kzEsv8/S+kjzI\nKoQUOIupkKbTLbOOyo0MWkjVXt+fNX8rcz3CWGWVP8hMC7mQFFfswrSQugnJccjXlXch7U3O\nsh+ihs9RNj3SWcU6B0W7aN2IWhgUXLRS3iZCmhBQ1ylb3jZpolgZddNKv+5iRef7GFy17yye\nQppGQvJnpCEL6b1qJF3vX65HGKssnZDqRlJcsXM68JU+KgtpqdhIl0kxVt6FJLKo+0l01i4u\nr1WaIUJ6uTBpIklToR+tfzyQ5lk6UIpNXu+bWkjKlpUtEFLgLJZCmiZC8mYkb+exr7///u+/\n//61TyFFfyRXfYTnkGwpCSnXwreHmpFUd5C8CembRkhL1UbaTxu48i6kgoqBml6mL272RDFR\nxXrZzWwymVVlMZvknSC2Jzdr7xXNm3tl74TSek8UOqqtwg0IKXAWRyFNMyH5MpKn89jvaxd9\n/Y+vayv93q+Q3is+yoUkfwB9N90GmaUR0vIhF9KrvkcDjZCc6ElIJ5WuC9v1rgwHqSB20l9P\nu0eUJSN1XbiJf9yWbk5tTxSd+TzNh9QZCClwFkMhTQsheTKSn/PY2kZfYyGt+b3H875spMrd\nBAjJEHl/fZOFlBnp9TUy0idln29fQvqmFdLSy0ZKhBLSZXb3KH6xl/ZxyDmpTdp3lHTMW2wn\nvxipaK2ay0qXB+mKXXK17kgym/KaHYQ0six+QprKQvJjJB/nsd8TH6VC+ho1kvqqqzBS9e42\nhGSITkjL5UMupHddj28IKWenkEPczqm2XeJZy2d7J5fpP7zlykraPFlXgzdR6p8nOSfpz/A2\nKboyLFQ9yPsepw9CCpzFTkjTspC8GMmLkL6WhPS1TyFlRqr1/oWQDJH2139VvPAQ7ea1jx4e\nnjX96zwJ6VuDkJY+NlIikJCkp1dvZjvRs7HV519PsieUkonMj3LTJFqZZN31yhf7dnI9LdKL\nebNCUTeq3hEQ0siyuAlpWhWSDyN5OI9lPsqFtDZSf3UlRqr3/oWQ7HmsuWCt+oeHh9f1T+oj\nz5OQqr9chb+Q7kX5Et1b7ZrdmpuTve38ydhZUUPcNppknRfKXRWK3nlZB/Mz6drgRNHxW79t\nC1WnCWcgpMBZzIQ0rQvJg5HchZT7qBDS1997rEvT+xdCsmZZE9IynxEiOQ5rvwIhpWxPqg2i\nPc2ADJcHIh5uoTodRHGfR9UhL+7BnS96U741W1Z5fZKpbycdUsJ06KIWIKTAWbyENFUJyd1I\nwxeSpvcvhGTLUiUkSU2qow5CSpjVexfE/bPV0w8dRFfaTIV0Jr39TPnWbFnp1UJk688fkvVs\nJAgpcBYvIXFtIX1VCsny2RCPdUFItqiEVOl+XQNCilH4KJFF7puSOd5qS1btQprJTxIp35ot\nk19c5kK8iS4VviXPOum3xAIIKXAWMyExvYdU+EgS0lerZ+e91gUhWbJUCennz2YjQUhr7pU+\nKsui/Jbon2aVwe7ye0g3yntI99LtIpFfH2y9h7RuH20na97LHnhaL1IPE24JhBQ4i5uQePay\ng5A6oTyPszzy24Sk3BIIqTI0XTHU3GWpB9yJbJlYOQeVe0wtveyOpCGD8p9be9ktJrmyJtmt\npxPj4cabgZACZ7ETEsvnkCCkLqjP4xyP/KVKSD9/tjSRIKT1OV9ITZ2DvAtcpdkkJAvMIvfc\n5DNJJEPbZeq4rz6HdJb+ftFpL38U6aztOaQ9aSWZEm88X7ODkAJn8RMSx5EaIKQujElIqi2B\nkO5FqY/Am5jsRa8vZ/LADav4Zo44iUxzc5JOkHcwmZysJXN/MEkfjJ1sX8adEFQjNZTbW9nc\nfK0jNWznPfIOiq4QngdueALc+KLG4xq2cjyGOvHv/6Himrost8/C9wf5GGH9233yqOK/Y/KX\nil9z2l/BvzV6fE4/UeorV0zQV2273BQT9KWqysayS6yy/o+QhrbLSFtDZfVkIzSItrHsCvds\nT4obT36FhBZS4CxeLaQ069c1/7b+H+0f/BKj7GXn+4PUNCwYHvlLRQvpZ0JTE2mkLSQDKp23\nV8kU5mLvpv7WZArz2UHeorqMRvueHb2lQdHTtJO9ReW3kptIld4LIu04p5rGQimkt+JmEoQ0\nsCxehWXf00RIZufXoHXRP4ekrouRkHTncVYHWMyyQUhNRvIscB2MheQNnSWU49UltM+HlLvn\nrGiy3RhM0NcFCClwFq/C8m95JCTD82vIuqSZO++cZvD0XBdDIdXO46wOMG1W9YYShBQUbbNF\neV0u4k3V6bu8bTtZF++dvHdD1Mtur/o7LkBIgbN4FVZ8zX/9N9Pza8i6JCPd+fPRqISkPY+z\nOsC0WQoh1bYEQvKGVkgnugleNf8g5xylt6TupSt2QhrpwQcQUuAsXoW5nF9D1rUqjHTnz0dj\nEpL+PM7qANNlqXxU2xIIyRv6GzvKafhKU/eVg0rvWTeHkuEZsit2B75nR4KQAmfxKoyzkJ5L\nQnqGkEpASGEK85E1KCFdqi+x7WkGXCjlHOUD2CWvowG/dS0uSyCkwFm8CmMspKyNdOetfTQm\nITWcx1kdYJostY+qWwIh8aO8bQelAVUV/co9r68DQzj8OWXxKoy1kJI5IO5qc0DYM1Ihlc/j\nrA4wdZbORxASeyrbdrMnJtsH6UW/yEdH9V/xub52BnD4s8riVRhvIcVzQFzX5oCwZzRCajqP\nszrA1FlaIWmG/Q5aF6GQfvnF46r7oWnb8qeeelqfkgEc/qyyeBXGXUiMs8zDwgmpdB7nusOK\nLL0RCgctAAAgAElEQVSPuhqJ9zey60n0l1+GZyRMYT6yLF6FQUg9hvkTUuNpnOsOg5Aq/PJL\nByO9HWxPiotiyUgN0suCZKSGnSPT+fEu08FXs8mQ0kbOTpdODT0AIQXO4lUYhNRjWEAhyedx\nrjssz2ryUUcj8f5GdjuJ/vJLByMtsm5si/hlPpbdovK++2IsO8PZH5Ju3/IYRXF2l27ffQAh\nBc7iVRiE1GOYNyE1n8e57jCuWURC+uWXDka6Wftl3eS535mIuOEiJtEwdm8nk8r8e29isnMZ\nvePmSJj1c0uff827hd8cpEN4H7U/GNsHEFLgLF6FQUg9hvkSUkvDgusO45pFI6RffulipL1s\n2IO9uOFzlD0zdFaxjjQfX2lGv3ZE8giR9JzSUTbYd+vQQX0AIQXO4lUYhNRjWFAhFUZqzjKb\n8Yrrzuf9jexwEv3ll05GyqYYT+cYL0ZVqDzoKqSXC5MmUja4qpSXDWLXPriqI7c15V0dCiEO\nr5zWx/Uw45rFqzAIqccwT0Jqu/fSmGU4ByPXne8jK99jBEL65ZeORsqpGKjpZfoiekRosrPI\nl0Uj/Myql+Fmk3v5d+Sf75VTv/oT0se8KqR9kbDvsj5uhxn3LF6FQUg9hoUVUqfzq+mswFx3\nvoesYo/1L6SqjzoYqWygk0rXhe16V4Zsgr6d9NfT7hFlyeRdFxQtJPUod/6EFLWGSgu+i/n5\nx+rjfC5OHdbH7DBjn8WrMAipxzA/Qmrtn9aQlUxWb2Akrjt/2EKq+6jVSKUR5y730j4OOSdF\nWyjlKOmYt9hOfjFS0c36N9VTmJeElMuudQpzJy7EfkVIQrzE//0h5g7rY3aYsc/iVRiE1GM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YFoYswjBk0WVBSCZASCPLYlsYsgjDkEWX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\nAAAJCCQAAJDgf3VWOhPZc5qkAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 600,
"width": 840
}
},
"output_type": "display_data"
}
],
"source": [
"# moisture by location plot that now includes data collection in September 2020\n",
"WissDat.Transect <- rbind(July29, July30, Sept23a, Sept23b)\n",
"WissDat.Transect$DistJitter <- ifelse(WissDat.Transect$Date == \"29-Jul\" | WissDat.Transect$Date == \"30-Jul\",\n",
" jitter(WissDat.Transect$Distance, amount = 5), WissDat.Transect$Distance)\n",
"WissDat.Transect$Date <- factor(WissDat.Transect$Date, levels = c(\"29-Jul\", \"30-Jul\", \"23-Sep (A)\", \"23-Sep (B)\"))\n",
"alpha <- ifelse(WissDat.Transect$Date == \"29-Jul\" | WissDat.Transect$Date == \"30-Jul\", .25, .8)\n",
"options (repr.plot.width=14, repr.plot.height=10)\n",
"print (ggplot(WissDat.Transect, aes(x=DistJitter, y=Moisture, color=Date, shape=Date)) +\n",
" geom_point(size=6, alpha=alpha) +\n",
" scale_x_reverse (name = \"Distance (in meters) from bottom of hill\", breaks = seq(0,200,25)) +\n",
" scale_y_continuous (breaks = seq(1, 2.2, .2), limits = c(1, 2.2)) +\n",
" scale_color_manual (values = cbp1) +\n",
" scale_shape_manual (values = c(19,17,15,18)) +\n",
" theme_minimal() +\n",
" ggtitle (\"Soil Moisture by Location\") +\n",
" theme (text = element_text(size=20), \n",
" axis.title.x = element_text(margin = margin(15,0,0,0)),\n",
" axis.title.y = element_text(margin = margin(0,15,0,0)),\n",
" panel.background = element_rect(fill = NA, color = \"black\"),\n",
" aspect.ratio = .6) )\n",
"\n",
"# strength by location plot that now includes data collection in September 2020\n",
"options (repr.plot.width=14, repr.plot.height=10)\n",
"print (ggplot(WissDat.Transect, aes(x=DistJitter, y=Strength, color=Date, shape=Date)) +\n",
" geom_point(size=6, alpha=alpha) +\n",
" scale_x_reverse (name = \"Distance (in meters) from bottom of hill\", breaks = seq(0,200,25)) +\n",
" scale_y_continuous (breaks = seq(1, 8.5, .5), limits = c(1, 8.5)) +\n",
" scale_color_manual (values = cbp1) +\n",
" scale_shape_manual (values = c(19,17,15,18)) +\n",
" theme_minimal() +\n",
" ggtitle (\"Soil Strength by Location\") +\n",
" theme (text = element_text(size=20), \n",
" axis.title.x = element_text(margin = margin(15,0,0,0)),\n",
" axis.title.y = element_text(margin = margin(0,15,0,0)),\n",
" panel.background = element_rect(fill = NA, color = \"black\"),\n",
" aspect.ratio = .6) )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### *During a visit in October 2020, data was collected along three transects, perpendicular to the original transect, roughly corresponding to the top, middle, and bottom of the hillslope (see yellow pins). Along these transects, 1 measurement was collected approximately every 5 meters.*\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### *The aim of this sampling strategy was to determine if our assumption about the primary gradient was accurate, namely, that changes in soil strength and moisture were greatest moving from the bottom to the top of the hill, while variation moving across the hill (side-to-side) was consistent. This assumption was supported by the data.*"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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iCIhAAkCIIgiIQAJAiCIIiEACQIgiCI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\nHXfmbNAeXpUnDibZ/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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 600,
"width": 840
}
},
"output_type": "display_data"
},
{
"data": {
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ACSiQCkRXIiGFLYTgRDCtuJYEgAkokA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VK/Ysjap1z1uBFLGqNiPteygnAImMk8uQ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\nAQCABAgJAAAkQEgAACDB/wPOWsVqji4sRAAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 600,
"width": 840
}
},
"output_type": "display_data"
}
],
"source": [
"# moisture by location plot that now includes data collection in October 2020\n",
"WissDat.Transect <- rbind(July29, July30, Sept23a, Sept23b, Oct7)\n",
"WissDat.Transect$DistJitter <- ifelse(WissDat.Transect$Date == \"29-Jul\" | WissDat.Transect$Date == \"30-Jul\" | \n",
" WissDat.Transect$Date == \"7-Oct\", jitter(WissDat.Transect$Distance, \n",
" amount = 5), WissDat.Transect$Distance)\n",
"WissDat.Transect$Date <- factor(WissDat.Transect$Date, levels = c(\"29-Jul\", \"30-Jul\", \"23-Sep (A)\", \"23-Sep (B)\", \"7-Oct\"))\n",
"alpha <- ifelse(WissDat.Transect$Date == \"7-Oct\", .8, .3)\n",
"options (repr.plot.width=14, repr.plot.height=10)\n",
"print (ggplot(WissDat.Transect, aes(x=DistJitter, y=Moisture, color=Date, shape=Date)) +\n",
" geom_point(size=6, alpha=alpha) +\n",
" scale_x_reverse (name = \"Distance (in meters) from bottom of hill\", breaks = seq(0,200,25)) +\n",
" scale_y_continuous (breaks = seq(1, 2.2, .2), limits = c(1, 2.2)) +\n",
" scale_color_manual (values = cbp1) +\n",
" scale_shape_manual (values = c(19,17,15,18,19)) +\n",
" theme_minimal() +\n",
" ggtitle (\"Soil Moisture by Location\") +\n",
" theme (text = element_text(size=20), \n",
" axis.title.x = element_text(margin = margin(15,0,0,0)),\n",
" axis.title.y = element_text(margin = margin(0,15,0,0)),\n",
" panel.background = element_rect(fill = NA, color = \"black\"),\n",
" aspect.ratio = .6) )\n",
"\n",
"# strength by location plot that now includes data collection in October 2020\n",
"options (repr.plot.width=14, repr.plot.height=10)\n",
"print (ggplot(WissDat.Transect, aes(x=DistJitter, y=Strength, color=Date, shape=Date)) +\n",
" geom_point(size=6, alpha=alpha) +\n",
" scale_x_reverse (name = \"Distance (in meters) from bottom of hill\", breaks = seq(0,200,25)) +\n",
" scale_y_continuous (breaks = seq(0.5, 8.5, .5), limits = c(0.5, 8.5)) +\n",
" scale_color_manual (values = cbp1) +\n",
" scale_shape_manual (values = c(19,17,15,18,19)) +\n",
" theme_minimal() +\n",
" ggtitle (\"Soil Strength by Location\") +\n",
" theme (text = element_text(size=20), \n",
" axis.title.x = element_text(margin = margin(15,0,0,0)),\n",
" axis.title.y = element_text(margin = margin(0,15,0,0)),\n",
" panel.background = element_rect(fill = NA, color = \"black\"),\n",
" aspect.ratio = .6) )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### *During a visit in May 2022, data was collected using an algorithmically-generated, variance based sampling strategy. Initially 4 canidate paths were generated offline, with path d selected the day of the field outing.*\n",
"#### *In variance based planning strategy, we start with zero knowledge about the region being sampled. The first sampling point is chosen randomly close to the robot’s start position. Then a model is fit (Gaussian Process Model) on that sample data to obtain an estimate of uncertainty in the rectangular region. Then a fixed set of waypoints around the robot’s current position are evaluated for uncertainty, and the location with highest uncertainty is chosen to sample next. There is some randomness coming from the model fitting that makes the paths look different. But overall, they cover a similar region.*\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### *Data was collected at the waypoint locations along path d (see green pins), with 1 measurement taken per location.*\n",
"\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### The aim of this sampling strategy was to determine if any new insights could be gleaned from following a path NOT chosen by a human expert field scientist.\n",
"\n",
"##### There was a rainfall in the early morning of the field day that ended 3 hours before field work started, .46 inches total accumulation. This produced a wetter profile of soil moisture relative to previous field days at this location."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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qdAqtkcXdmoVjxlzup4pEMkAKnL8nr6slXzKASSJSKdiQWZEWnEQFJvPmcRGX8M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nmVhLDkhZb5bfxzOak2S/bgmBVqbQ7gRI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\nlLCegvGXH9Svlb4khKQ7KOqqiromjaCuIISUsJ6C8ZcfhJBUD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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 600,
"width": 840
}
},
"output_type": "display_data"
},
{
"data": {
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RQEQdAQBCBV6WYxyjSw9wAp9luo/xwE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RCs+R8sv0xW60/MTiZr5td2E0WhBhsTA6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",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 600,
"width": 840
}
},
"output_type": "display_data"
}
],
"source": [
"# moisture by location plot that now includes data collection in May 2022\n",
"WissDat.Transect <- rbind(July29, July30, Sept23a, Sept23b, Oct7, May19)\n",
"WissDat.Transect$DistJitter <- ifelse(WissDat.Transect$Date == \"29-Jul\" | WissDat.Transect$Date == \"30-Jul\" | \n",
" WissDat.Transect$Date == \"7-Oct\" | WissDat.Transect$Date == \"19-May\" , jitter(WissDat.Transect$Distance, \n",
" amount = 5), WissDat.Transect$Distance)\n",
"WissDat.Transect$Date <- factor(WissDat.Transect$Date, levels = c(\"29-Jul\", \"30-Jul\", \"23-Sep (A)\", \"23-Sep (B)\", \"7-Oct\", \"19-May\"))\n",
"alpha <- ifelse(WissDat.Transect$Date == \"19-May\", .8, .3)\n",
"options (repr.plot.width=14, repr.plot.height=10)\n",
"print (ggplot(WissDat.Transect, aes(x=DistJitter, y=Moisture, color=Date, shape=Date)) +\n",
" geom_point(size=6, alpha=alpha) +\n",
" scale_x_reverse (name = \"Distance (in meters) from bottom of hill\", breaks = seq(0,200,25)) +\n",
" scale_y_continuous (breaks = seq(1, 2.2, .2), limits = c(1, 2.2)) +\n",
" scale_color_manual (values = cbp1) +\n",
" scale_shape_manual (values = c(19,17,15,18,19,17)) +\n",
" theme_minimal() +\n",
" ggtitle (\"Soil Moisture by Location\") +\n",
" theme (text = element_text(size=20), \n",
" axis.title.x = element_text(margin = margin(15,0,0,0)),\n",
" axis.title.y = element_text(margin = margin(0,15,0,0)),\n",
" panel.background = element_rect(fill = NA, color = \"black\"),\n",
" aspect.ratio = .6) )\n",
"\n",
"# strength by location plot that now includes data collection in May 2022\n",
"options (repr.plot.width=14, repr.plot.height=10)\n",
"print (ggplot(WissDat.Transect, aes(x=DistJitter, y=Strength, color=Date, shape=Date)) +\n",
" geom_point(size=6, alpha=alpha) +\n",
" scale_x_reverse (name = \"Distance (in meters) from bottom of hill\", breaks = seq(0,200,25)) +\n",
" scale_y_continuous (breaks = seq(0.5, 8.5, .5), limits = c(0.5, 8.5)) +\n",
" scale_color_manual (values = cbp1) +\n",
" scale_shape_manual (values = c(19,17,15,18,19,17)) +\n",
" theme_minimal() +\n",
" ggtitle (\"Soil Strength by Location\") +\n",
" theme (text = element_text(size=20), \n",
" axis.title.x = element_text(margin = margin(15,0,0,0)),\n",
" axis.title.y = element_text(margin = margin(0,15,0,0)),\n",
" panel.background = element_rect(fill = NA, color = \"black\"),\n",
" aspect.ratio = .6) )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Relationship between soil strength and moisture after rain \n",
"#### *Following a temporal sequence of rain events, data was collected at a subset of transect locations, roughly representing the bottom, middle, and top of the hillslope, and 4 measurements were taken at each location per visit. Data is plotted for three visits occuring in August 2020. The timing of visits is indicated by the vertical gray lines on the weather profile below.*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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g1KS+qSS/pWXpVyP2lyPSANgR0AAEB2dWI8V+SV7+4pXfj81x9vpGtdcFiyo9LM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Ssrkv/oW7678jp4PbYEosABDF+6EZu09o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\nyIgQKwUCgcHBQavVSkTf+c53JC/k8Xj279/Pqv+IyOfztbe3e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65eEf8XADKQLJWLtl19Wsegzg4AcljpA9tVzo1ltXUor8tkWH43u6jJ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\nu4IlN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EGzZs2LZt2wsvvHD77beXfHTg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\n+wddQQ07gExo559Gi+/nNMjtuN/72IwordMYts1Shqp1jQkAnZLyzlBaB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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 600,
"width": 840
}
},
"output_type": "display_data"
},
{
"data": {
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gI7AAAAAEiRNY2uQI1NTU396Ec/Onz4cAghl8vlcrkdO3a0t7eXVcjFixfPnTs3\nNDQU/blv375t27Zt3ry59tVtBht3PzFz4lAFI1uvT45t3P1EPaoEAAAAkGGZCuxOnz49ODgY\n/zk6Ojo6OhpCGBgY6OrqKrGQI0eODA8PJ/dEyV1fX9/evXtrV9lmUkFmJ60DAAAAqEx2Arup\nqanBwcFcLvfoo4/GveEuXrz4rW99q7+//+tf/3pHR8eyhYyOjg4PD+dyud7e3i1btrS2ts7P\nz7/22msjIyPDw8OdnZ3d3d11bkd6lb6CRDXrVAAAAACsctmZw+773/9+CCGZ1oUQNm/e/Oij\nj4YQXnzxxVIKGRgYCCEcOHCgq6urtbU1hNDa2trV1fWlL30phHD69Ol61LwpbNz9xMbdT5SS\nxEV963SvAwAAAKhMdgK7aBzr4pnmoj3xhHRFXLx4MYRw8ODBDRs25B1qb28/cODA6Ojo1NRU\nbarbnKLMLvov71C8X1QHAAAAUI3sDImt3htvvBFCuPvuuwseve+++0IIU1NTpQytzbAoj3vn\nlVPv/PjM9bl18f61ndvXPbCrYdUCAAAAyIrsBHZ9fX3Dw8MXL17M62QX9Ynr6+tbtoSrV6+G\nENavX1/waLT/Zz/7WQ3q2vzWPbDrF5u2bty0qdEVAQAAAMia7AyJ/YM/+IMQwre+9a1oZGtk\namrqb/7mb+KjxU1MTIQQ2tvbCx6N9kfnAAAAAECdZKeHXUdHx9e//vXvfe97jz/+eHJ/Lpd7\n8sknS1witibnAAAAAEDFshPYhRBef/3148eP5+0cHR3t7u5evBhFPVy5cmV6ejr+M7mdSdlu\nYLZbFzSwyWW7dSHrDcx264IGNrlsty5kvYHZbl3QwCaX7dYFDWxy2W4dTSo7gd2RI0eGh4cP\nHDiwY8eOeFjr1NTUiy++ODg4ODk5uXfv3nrXob29fWFhIdqenp7elOkp3rLdwGy3Lmhgk8t2\n60LWG5jt1gUNbHLZbl3IegOz3bqggU0u260LGtjkst06mldGAruLFy8ODw/v27dv9+7dyf0d\nHR3RYNihoaGurq6urq4GVRAAAAAASpKRRSd+8pOfhBB27dpV8OhDDz0UQhgfHy9eyJ49e5Z9\nolwuV3blAAAAAKBkGQnsorUgNmzYUPBo1MlueHi4eCEf+chHQghXrlwpeDTav3Xr1mrqCQAA\nAADFZSqwq1IU2F27dq3g0Wj/nXfeWf0TAQAAAMBSMhLY9fX1hRBmZ2cLHo32R1ZQ/zEAACAA\nSURBVOcUES1V8cYbbxQ8Gu2/++67q6knAAAAABSXkcAuWk1iqVnqTp06FZ9TxObNm0MIg4OD\ni4O/2dnZwcHB+BwAAAAAqJPsBHZ9fX2Dg4Pf/e53p6am4v1Xrlw5ceLE0NBQX19fKUvEHjx4\nMIRw+PDh8fHx+fn5EML8/Pz4+Pjhw4dDCP39/XVrAQAAAACEEMKaRlegZvbu3RtCGBoaGhoa\nyjvU19cXHY319vaGEEZGRvLO7O7unpycHB4eXjwpXl9fnyViAQAAAKi37AR2IYS9e/fu3Lnz\n3LlzcWa3b9++bdu2lTWOde/evQ899ND58+erKQQAAAAAKpOpwC6EsHnz5s2bN3/+858vftri\nvnVJ999///33379sIQAAAABQcxmZww4AAAAAskFgBwAAAAApIrADAAAAgBQR2AEAAABAigjs\nAAAAACBFBHYAAAAAkCICOwAAAABIEYEdAAAAAKSIwA4AAAAAUkRgBwAAAAApIrADAAAAgBRp\nWVhYaHQdsmN6errRVQAAAADK097eLh4hVQR2tdTS8uvrOT09vWnTpsbWp66y3cBsty5oYJPL\ndutC1huY7dYFDWxy2W5dyHoDs926oIFNLtutCxrY5KLWJX/OQxoYEgsAAAAAKSKwAwAAAIAU\nEdgBAAAAQIoI7AAAAAAgRQR2AAAAAJAiAjsAAAAASBGBHQAAAACkiMAOAAAAAFJEYAcAAAAA\nKSKwAwAAAIAUEdgBAAAAQIoI7AAAAAAgRdY0ugK10dvbu+w5IyMjy54zPz//8MMPV1kIAAAA\nAFQsI4HdsnK5XCmn/fznP693TQBq5Z1XTl2fHEvuWdu5fd0DuxpUHQAAAGojI4FdkY5vFy9e\nfPzxx//8z/+8lHJmZmZCCAMDA11dXTWrHECtzZw4FG2s7dye3H99ciyK8DbufqIB1QIAAKAW\nMhLYLWV2dvbxxx/v7+/v6Ogo5fyf/vSnIYTOzs461wugcvOnv7HxYzsLHorzu5kTh2R2AAAA\nTSrjgd3f//3f53K5EsfDhhAmJiZyudyGDRvqWiuAykQd69Z0bF32zLWd26OTxXYAAABNJ8ur\nxI6Pjw8PDz/66KMlnj8/Pz86Olp6ugew8vLGwNbkTAAAAFIlyz3sRkZG9uzZs3nz5hLPj1ac\nuOeeey5cuHD+/PmhoaEQQtRBb8eOHe3t7XWsK8ByZk4cKjeDi/rZ6WQHALA6nXp9Zte9Gxtd\nC6ASmQ3sTp8+PTo6+uSTT5b+kGjFiS9/+cvJnaOjo6OjoyGEgwcPdnd317aSACWqIK2LyOwA\nAFanU6/PBJkdNK3MBnaDg4Nlda8Lv1pxIoQwMDCwZcuW1tbW6M+pqakXX3xxcHAwhCCzAwAA\nIOWitC7eltlB08lmYDc+Ph5C+MxnPlPWoyYmJkIITz75ZF7M19HR0dHRce3atcHBwQcffLDI\n2NgrV65MT0/Hfya3MynbDcx264IGNpUbr5+5ee2dd+fm4j1zie1l3bz2zrv//L3b7y28sGw6\nZen2LVa8dQszZ1o2NtPNWizbty9kvYHZbl3IegOz3bqggU0u260LKWvgmcm38/Z876W5nZ0f\nrKbMVDWw5rLdOppUNgO7f/qnfwoh3H///WU9qr+/v8jRnTt3Dg8P//CHP9y9e/dS57S3ty8s\nLETb09PTmzZtKqsCzSXbDcx264IGNpuZly62fezXCc7c3FxbW1sZj2/beX1ybOOmz9W+ZvWR\nsduXp3jrbrx5KrS1hZsTt3941wpWqpayfftC1huY7daFrDcw260LGtjkst26kLIGnnp9puB3\nxYm5UHE/u1Q1sOay3TqaVwZXiZ2amjp+/PiBAwdqW2zU7S6azw4AAADSJjkSttyjQKpkMLB7\n/fXXQwj33XdfPQoX2AFQJzfePFVwGwCgFKXkcTI7aBYZDOxOnz4dftUhDgAAADKv9CROZgdN\nIWuB3ezs7OjoaF9fXz1KDiHs2bOn5iUDwOIudTrZAQAlKjeDk9lB+mUtsLt8+XII4aMf/WgF\njx0YGOjt7Z2fny9S8tatW6upHkAF1nZuvz45VvHDr0+Ore3cXsP6AACQHpWlbzI7SLlsBnbt\n7e0VPLa7uzuEMDExUfDoyZMnQwj33ntvFbUDqMS6B3Y1vATqaqnOdDrZAQDFVZO7yewgzbIW\n2F29ejWEsH79+goe+8lPfjKXyw0MDIyOjkYDYCNTU1NHjhw5fvx4X19fR0dHzeoKAFI5AKBS\nEjfIsDWNrkCNRf3j1q1bV/y03t7eEMLIyEhyZ2tr64EDBw4fPjwwMLD4IQcOHNi9e3ftagpQ\nho27n5g5caiCka3XJ8c27n6iHlViZdx489TtH97V6FoAAGm0696N1WR2u+7dWMPKALWVtcBu\ndHQ0hNDa2lrZwzds2NDf3z8+Pj4+Pj48PBxCyOVyuVxux44dlQ2zBaiVCjI7aV36ldK9TmYH\nACyl4sxOWgcpl7XALq/TXGWndXV1dXV17d27t0aVAqiZ65NjoW1zqWcCAJB1FWR20jpIv6zN\nYQeQYRt3P7Fx9xM3pwqvjZMU9a3TvS7lSp+9zjx3AEARZQVw0jpoClnrYQeQea3dX7r+0pFo\nO2+EbNyrTlQHALCqlNjPTloHzUJgB9B8ojzunVdO5Y17Xdu5fd0DuxpTJ8pUbqc5M9kBAMUt\nm9lJ66CJCOwAmtW6B3aJ5wAAiBXJ7KR10FzMYQcAK62yOenMZAcALKtgMCetg6YjsAOAFSV3\nAwDqKi+ek9ZBMzIkltowlxbACjCTHQBQinhsrLQOmpTAjmrNnDgUbSxerTKK8KxWCRBbmDkT\n2tqqKUFmBwCUQlQHTU1gR1VmThzKy+li8f6ZE4dkdgAAAAAlEthRofnT35hZv26ptC5pbef2\nqBee2A5Y5Wo1e51OdgAAkG0WnaBypaR15Z4JAAAAsMq1LCwsNLoO2TE9Pd3oKqyQ+dPfWNOx\ntdxH3ZyaaO3+Uj3qA5B+CzNnaltgy8adtS0QAGDVam9vF4+QKgK7Wmpp+fX1nJ6e3rRpU2Pr\nUyfRvHVzc3Nt5c+bfn1yrCkGxmb49kU0sKllu3Uhuw2MxsNW9uFZUDpHxWb19sWy3cBsty5k\nvYHZbl3QwCaX7dYFDWxyUeuSP+chDQyJBYC6K3H2uveujtW8TAAAoOlYdILyvPPKqepLWPfA\nrhpUBaB5xL3hWtZM377EP1DfePPUbXduD2ntOgcAAKwYPewoz/XJsWpWkFjbuf36ZBn9RwAA\nAABWG4EdADRecnyrsa4AALDKGRIL0PTeeeVUXt/VtZ3bjT2nhk69PhNt7Lp3Y2NrAgAAq4HA\nDqCJzZw4FG3kjVW/PjkWRXhNsS4zi7vU3XjzVHpmsovTumhbZgcAAPVmSCxAs5o5cWht5/bo\nv7xD8f440SO1lhoAm5KBscm0bqk9AABAbQnsKE+Vq0ZUuWYFEJk5cShK65Y9M8rsxHZUZqls\nTmYHAAB1JbCjPNXPimVeLaiJ0rNvKXmaFe9G19hOdsVTOZkdAADUj8AOoMnMn/5GuRmcsbGU\nq5Q8TmYHAAB1IrCjbBt3P1HZqNjrk2Pmv4cqzZw4tKZjawUPlNmlUCkd6BrSya70JE5mBwAA\n9SCwoxIbdz9xc2qirIdI6wCaQrkZnMwOAABqbk2jK1Abvb29y54zMjJSYmkXL148d+7c0NBQ\n9Oe+ffu2bdu2efPmyuuXUaWvIFHNOhVA7J1XTlVfgnkka+idV07lfb6t7dxe4hUuvevcjTdP\n3f7hksqsXmXp26nXZ3bdu7HmlQEAgFUrI4HdsnK5XIlnHjlyZHh4OLknSu76+vr27t1b+5o1\nrdbuL23ctKmUdSr1rYNaiVLyd+fmKnt4tMqzwK4m4vHFeZ+B1yfHogiv+OdeuQNdVyazq6av\nnMwOAABqKCOBXZHecxcvXnz88cf//M//vJRyRkdHh4eHc7lcb2/vli1bWltb5+fnX3vttZGR\nkeHh4c7Ozu7u7trVOgs27n6iyK/W+JyVrhZAPRX5t4p4/8yJQ8316Vf9yFaZHQAA1EpGArul\nzM7OPv744/39/R0dHaWcPzAwEEI4cODAhg0boj2tra1dXV2//du/PTo6evr0aYHdYtEv0mrG\nhQE0i+ifKEqZDSBe5WNxbFfZOhL17mS3696NVWZ20joAAKiVjAd2f//3f5/L5UocD3vx4sUQ\nwsGDB+O0Ltbe3n7gwIHDhw9PTU2VmP2tNuse2CWeA1aDEufuDL8ag1zXytRWNZmdtA4AVgl9\nNWBlZDmwGx8fHx4efvLJJ0s8/4033ggh3H333QWP3nfffSEEgR3AqlXKrJ15on52yU52CzNn\nQltbZRVYgZnsKsvspHUAsBpUOYcvUJZbGl2BOhoZGdmzZ0/pq7tevXo1hLB+/fqCR6P9P/vZ\nz2pVPYByVdljq/SVnVmsgrQuEo+NbRblpm/SOgBYDaLvQtF/eYfi/c31nQdSLrOB3enTp0dH\nR//4j/+49IdMTEyEENrb2wsejfZH5wA0RPVjDYxWaKzKZq+rbQmlKD2Dk9YBQObNnDg0f/ob\npc/hK7aDmshsYDc4OFhW97oQwujoaE3OASBj3nnlVPUl1CprS09mJ60DgFViTcfWEs80ngNq\nJZtz2I2Pj4cQPvOZz6zw8165cmV6ejr+M7mdSdluYLZbFzSweZyZfDuEsLPzg//69yf23jz9\njblQ6nem2M2pidbuLzXLZUlbPed/fGZNx9Z35+YqfHzb5nd+fOYDv/Ovd22u4nJ+pWXNSlyf\nrW3/+vIraGfnB5e6TWm7fTWX7QZmu3Uh6w3MduuCBja5bLcuZLeB86e/EaV1ZXyBads8+f/9\nv63dX6pjtWotq7ePppbNwO6f/umfQgj333//Cj9ve3v7wsJCtD09Pb1p06YVrsBKynYDs926\noIHN49TrM21tbSGEiblf92aa7v5Sy0tHyvrXy+uTYx/5d/+5LlWsgxTevpn169ZWulJEZP6t\nf2lr2xlCmJuba6uuqBBCuDlR79UnIp/btKngGhRF+tal8PbVVrYbmO3Whaw3MNutCxrY5LLd\nupDdBs6cOLTxYxV9gWnbef2lI82yBkVWbx/NLoNDYqempo4fP37gwIFGVwSgKnlBSd6fpa8+\nUc06FbA4mzMSFgAA6i2DPexef/31EMJ9991X7gP37Nlz/Pjx4ufkcrkKqwVQjoLdmk69PhNl\nJdE/V5aybun1ybFm+bfNDLv5du0z0xtvnlqZTnYhhF33boxfkNI6IJN+PHOjyhI+tvH2mtQE\n0qMmc/ha8QwqlsHA7vTp0yGEspabiHzkIx8JIVy5cqXgQrFXrlwJIWzdWva8UQDlKpjWxYe2\n/mo4wsbdT8SLcOUld3GvOmldGqz54PabsyHK11rWTN/ehGMuosxOWgcAq8f1ybFqVpBY27n9\n+uSYwA4qlrXAbnZ2dnR0tK+vr4LHRoHdtWvXCgZ2165dCyHceeedVdYQoLgiaV3kzOTbn/tV\n4hPlce+8cipv3Ovazu2+HtVQ9I2z4u+sVX7fTQlpHQAArJisBXaXL18OIXz0ox+t4LFRTvfG\nG28U7J33xhtvhBDuvvvu6ioIUMyyaV18WjI9WffALvFcXa17YFeVUwG6QQAAQOmytuhEFNgV\n7CK3rCinGxwcnJ2dzTs0Ozs7ODgYKhppC1CiEtO6EMLNq2OlnwwAAEBzyVpgd/Xq1RDC+vXr\nK3v4wYMHQwiHDx8eHx+fn58PIczPz4+Pjx8+fDiE0N/fX7uaAvyG0gO4hbmJILNbcRt3P1FZ\nJzvrfgAAAOXK2pDYiYmJEMK6deuKn9bb2xtCGBkZydvf3d09OTk5PDw8Ojqad6ivr88SsZBy\nUYDVjDNtVRy9WQdgJUWrfJQ1G520DgBoUubwhcbKWmAXBW2tra0Vl7B3796HHnro/PnzQ0ND\n0Z59+/Zt27bNYFhIuTjzSq6j2hTKSutuXh1Lbq+5c7vMboWV/u2zymnvAAAayBy+0FhZC+wW\nd5qr4LT777///vvv//znP1+jSgF1l5d5JddRTb9d926sZnCrtG4lRd3lSulnp28dAABQsazN\nYQesQgXTruaa363E0C3ZvS7ye+terkN1WEY0n130X96heL+0DgBodubwhQbKWg87YLUpEsw1\n11jRZfvZLU7ruu++NYRw481Tt394V/0qRkHRd9B3XjmV9y12bed2oz8AgMyI5vANbWXMECWt\ng5oQ2AFNbNludBnL7JKitI7GWvfALvEcAJB5N6cmQtvOUs40hy/UisAOaFYlZlvZyOzyutfl\npXU62QEr4MczN6os4WMbb69JTQBYSRt3P7EwPX39pSPm8IWVJLADmlJZU9RlI7OL7fzIwopV\nBiBtbr577v33XkvuufW2LWvu2Nao+gCsEv86NjaEEEJechf3qpPWQQ0J7IDmU8GCEk2d2SW7\n13XffevcXIGH6GTHKhe9ZZrobU4F3r32nWjj1tu2JPe//95rUYR3x/ovNKBaAKuGOXxhJQns\nKMynMKlV8fKvTZ3ZRcxbBwXFb5a0vc3jiqWqVk3q3WvfycvpYvH+d699R2YHUG/m8IWVIbAj\nX5F+zlGEp58zDVRxWhc/vIl+NkeZXdy9btm0Tic7Vqe8j4X0vM2TFUtPrZpR1LFuqbQu6dbb\ntkQni+0AgGZ3S6MrQLrMnDi0tnN79F/eoXh/nOjBCqsyrWtGv7fu5WijxL51N948VcfaQPoU\n/FhIw2fF4jqkoVbNq5S0rtwzAQDSTA87/lUUwy277k90zsyJQ/PX3gn/7j/Xv17wa1H/lGp+\n9DZjDxfDYNPM7AGNVeTToLE92paqmH52FSgyEnYpUT87newAgKamhx2/VkpaV+6ZNES2u1lV\n/HO36X4nV3Yfs33302PmxKGZE4euT47FvY+j/65PjkWHGl3B7Fs2u29Uj7biz6ufXVkqSOsi\n8dhYAIAm1bKwsNDoOmTH9PR0o6tQofnT31jTsbXcR92cmmjt/lI96kM1FmbORBstG3c2tiZ1\ndWby7bLO39n5wTrVpH7iW1mubN/6NCjlM9MnZF2V/gmwwu/9EivWjJ9IIYSfvF3tl8b7PthS\n1vm3vP8PCy3/prLnaln4v7+89U8qeyyr0Mq/vIG0aW9vF4+QKgK7Wmpp+fX1nJ6e3rRpU2Pr\nU6Jo3rpyHzU3N9fW1nZ9ciyTa1A00e1bLO5gVWT9gaZuYKxIR5Xo9Rn/2XR960LRjnJ5rSuo\nqVefSPPrs/TZA0IIBRfqSXPramIFGlhuJ7XafgIUaWBZFUvn51Lx2/fjmRtVlv+xjbeXfvLN\nd8+9/95rFc9JFz12zR3bkjuz/QbMdutCnRu4wi/vgrJ9B7PduqCBTS5qXfLnPKSBIbGQKcmU\nJ/NDI0v8uZvOX8U0L7MHNFYFQ0pXZhRquc9ibOyyqknrQgi33rbl/fdeq2F9AABWkkUnVrt3\nXjlVfQlmWKdRdt27sfiP3iZN66oPW2+8eaqpO9mlUwX9kaNVejLZE7khKg656r3aQ2UVswYF\npEf1/eMAoLb0sFvtohnTK354NMN6DetDNRanPBXkPk3XL6/Iz90m/SVcq1vQdLcy5SqbPSD8\nKrOreX1Wm1Ovz1TZJa1+PdqqKVk/OwAAChLYQUbUJJ2JCmm6oKdgMNekaR1Q0K57N1b5pq7T\nZ0L1iZvMDgCAxQR2kHFNl75VJu+neJOuwBhqfb9Wyd1fATWZPaAG9Vj1Kg7d6pfgV1+yf10A\nAGAxgR1kQQ2719WwwBUW/+j165eaM3tAelTwBq/3Z0I15fu8KqLKVSOqXLMCAKCxLDoB2bd6\n1h9o9p++RXLS966O3XZnJYFRwbv/45kbFRSVx/zcNMqyq83knVzXysTPUsHI1mb/yKq3NXds\nq3KZ1zV3bKtVZQAAVpjAbrWL+n1U3HOkyl4n1EQpveGWzewKLlixSmK+9Fjqgt9481SU1kUn\ntKyZvn3TphWsF6ROiQHZSiZi5WZ20joAAIowJHa1W/fAroaXQDVqPhi25oUD1MOygdfKJ2Kl\nP6O0rkR3rP9CZZ3s3n/vtTvWf6Hm9QEAWDECO1gtpG9NqtnnFoT6KRJ7NSoRK+V5pXVlqSCz\nk9YBABkgsCNs3P1EZbOhX58c27j7iZrXh9LVtXtdDZ8Cml2Vq0ZUP3uAd+JSCoZfjU3Eij+7\ntK4ypWd2VU57BwCQEgI7Qqgos7s5NSGtazp+8zedgnMLNqAeq15jZw+Ibrpbv5S8CCwNidhS\ndUhD3ZrRHeu/UGI/u6hvXfHudTffPffute8k/7v57rnaVRYAoDYyuOjE+Pj4+Pj48PBwCCGX\ny3V3d3d1dW3YsKGUx87Pzz/88MNFThgZGalNLVOp9D4g1fQ0oVZWoHtdfI7VJxpiqbuzMHMm\nbPrcytYFUi1e8CE9idjiNSjSU7eKNXZt6DvWf+Hda9+Jtm+9bUvyUJzl3bH+CzffPZcX7d16\n25Zoudh3r33nlvffef+9dYsfHj3EQFpWubR9kAKscpkK7GZnZ//u7/7u+PHj8Z7R0dHR0dEQ\nwpNPPrl58+ZlS/j5z39ex/qlW9RdbubEoWUzu2gk7ML09IrUi8IqTuuqT998mWN12rj7iVI+\nIRercvaAvEkMpedLSeGHUjKzS2H1mlEUqC0VyUXd5UKhOO/99167+e65O9Z/YaFl7tbb2vKK\njc9/99p3ZHasWvHn1anXZ3xkAaRBpgK7w4cPj46OHjhwYMeOHe3t7SGE2dnZ0dHRw4cPP/74\n43/7t3+7bD+7mZmZEMLAwEBXV9dK1Dh9ol+k0Xbe79K4V52RsJlReuoXxwS+zK2YZecWFNys\nvAoyuxqmdTQjn5P1sOaObVGPuaR3r30nL6eL/fLmVPSo937xfAjF3r+33rYlivzEdqw2eT2C\nfc0DSIPsBHanT5+O0rrdu3fHOzds2BD9efjw4fHx8e7u7uKF/PSnPw0hdHZ21rWqKRf9tnzn\nlVN5417Xdm6vfhYnaqLK3/A33jwV1mwtt5Abb576wTsfT+7xZY7VqbGzB8hqIU/BXnV5blnT\nEf3vLddfeO8Xa2/7wKeXOvPW27ZYtoLVJi+ti3f6mgfQWBkJ7Obn5wcHB0MIv//7v7/46O//\n/u8fPnz49OnTywZ2ExMTuVyuxAnvsm3dA7vEcxm2MHMmtOWPCSru9Bvvr7kzf6cvc3VibsHU\nKnf2gGqea6mXgVsPeYqkde/94vkorYsstHw4hNllSzM2ltWjYFoXH/I1D6CBMrJK7BtvvBFC\nOHjwYGtr6+Kjra2tIyMj/f39xQuZn58fHR3N5XJ1qSLUSE2GyC28PVHW+affeD+EcPNqge5C\nRb7nQVZFK2tH/+UdivebPQBWQJGRsGFRWhe5ZU3He794vnix8dhYyLZlv8X5mgfQQBnpYXfp\n0qUQwr333ltNIdGKE/fcc8+FCxfOnz8/NDQUQsjlcrlcLp4UDxqrhhNavXd17LY7SxrWF6V1\nRfgH2NqqYG5BVl69Zw8wiSEsq3haV0SU2RUZGAurQYlhnK95AI2SkcBufn4+hPBbv/VbIYTx\n8fHx8fHh4eEQQl9f30MPPXT//feXUki04sSXv/zl5M54ndmDBw8uO6IWmsJ7hTrKLSUvrbt5\ndWxNoZjPl7laqWBuQcFNA9Vp9gBrTUD1qp+K7ua75xavbgHZUFbXOV/zABoiI4Fd1Bvuxo0b\n//2///fjx4/H+4eHh4eHh/v6+vbu3btsIdGKEyGEgYGBLVu2xKNrp6amXnzxxWiOPJkdDVTz\n3/DLdrJbtm9dki9z0XffVX4RWDGyWla5m++eK37CL29OLR4Pm/T+e68V6aAXrT4hsCOTKhjo\n6msewMprWVhYaHQdaqC3tzeEsGfPnqtXrz766KN33XVXFLdFWdvQ0FApmd3AwMDo6OiTTz65\nefPmxUePHDkyPDz83/7bfysyNnZ6erq6dkAxCzNnalDIb85e1/LBrUudeeZnLUsdamlb8lE7\nOz9YWcWa3ZnJt+Ptii9Cxbe4ZePOss7/yds1+OS/74NLvkKoRukvg3LvO2TJLe//w0LLvyl2\nwi9fWGj5cJETWhbe/OUtnyp6wv/95a1/UlHtIL2S31jKtWq/5rFKtLe3ZyMeITMy0sMucvXq\n1f/0n/5Tct2Jjo6Ojo6OEMLQ0NCyY2OLr0qxc+fO4eHhH/7wh7t3717qnOQ7fHp6etOmTeU1\noKlku4EpbN2NN0+Vu67rYu9dHQvr1oUQ3nnnnXXr1oUQwvsXC3ayO/3G++vXL13Q+xcLDowN\nIUzMpaKL2QrfwVOvz7Ql7k7FF+HGzZJu8dzcXNtvvhhuL7Oxb7XcKOv8gjZtvL36QgpK4Ruw\nhoq3rrx3+s2JFHayy/btC1lvYBO17t1r6269rdib5b1frL1lzbq8nb/+v78Qfnlz7W0fKFbC\n+++tu2N9c1yNSBPdvspoYPXyvrGUq5qveW5fs8t2A7PdOppXpgK7Rx99tOAqsQ899NDQ0ND5\n8+dLnMyuoKjb3ejoaJHADuqntj/LW26du22Jr2tlDYMtaLUNmig4rqSCi1DNkGejI1ctt75+\nXFsge3bdu9HCrwDNIlOBXcGhrCGEuJPd5z//+SqfIlqAAppRiXlQ9923lpLZLbX6xGpT5Fvv\nygeX9VuxlJVhrYn0iO6FzA7Inmoyu1X1L7IADZeRwG7fvn3RuhNA9UrM7Jayer7MLft9t/TM\nrsqkZu7Fb4fw7Vvu2LK28zdS1OuTY1GEt3H3E9WUT5oJlaCgW9Z0LLvuRBHFl6QgY348U4OZ\nIj5Wt5kiaq6yzG71fMEDSIlbGl2B2rjzzjtDCLOzs0XOyeVy1TxFVPiePXuqKQQapdw8qPvu\nW5c95+bVscU7V8+XuRK/6ZZyWvVp3e13bbn9ri1rNuQfWtu5Pfpv5sShap6CFaB7XXok74X7\nklrRKq7FTyhytJQszxKxZFi5X9hWzxc8gPTISA+7u+++O4QwOTm5YcOiT9uGMAAAIABJREFU\nH6whTE1NhRICu2iV2GeffbbgRHiXL18OIWzduuTimJBOBYdJtmzauewyBZ/9cKmZVGz1fJkr\n68rUb2zs3IvfDiHcftfyfUDizE5Xu3SqMhXSyY5VaM0d24oHdsvSgY5VrvR+dqvnCx5AqmQk\nsNu8efOePXv6+/v/9m//dnFm9/3vfz+EcN999xUvpLu7e3R0dGJiomC0d/LkyRDCvffeW6Mq\nQ93FnaoWD5Oc//GZmfXrls1uyhoxsXq+zFUwiqRIZldlUpOX1t18e2zNBwvPLbi2c3sc3TbR\nsB1YYYvfkvLQ5nXbBz793i+er2BU7PvvvXbH+i/Uo0qQKqV801s9X/AA0iYjQ2JDCJ/73OdC\nCIcPH7548WK8c2pq6siRI8PDw/v27VtqSYrYJz/5yVwuF/WzS46ujQo5fvx4X19ftH4FpN/M\niUPxcMi8Q2s7t6/p2FriMMkSv6Wtni9zFc/TXPNF2aKRsGU9xNjYdKrJoEsjN2tiqcvo8qbT\nHeu/sGwnu9s+8Olf3pzK2/nLm1O3feDTSz1EWseqUvwr3Or5ggeQQhnpYRdC6OjoePLJJx9/\n/PHFC7n29fXlrQ/b29sbQhgZGUnubG1tPXDgwOHDhwcGBhaXf+DAgd27d9e61lB7USKzOKdb\nrMRhksv+6+vq+TJXZei2uJ9dxSlAkbSuSCe78KubbmBsJukIxip0x/ovvHvtO8sObk3OWLds\nWlfL+kEzWOqb3ur5ggeQTtkJ7EIImzdvfvbZZ//P//k/ExMTx48fDyH09fXt3Llz2b51sQ0b\nNvT394+Pj4+Pjw8PD4cQcrlcLpfbsWNHe3t7HasONVVKWhefmTfDXUFFMrtV9WWuslXVkg/P\n21NZvNKyZrrljotFUjmaiK5b6VH8XshD06z4iq5RPBeNjW1ZeDOEtUXK0beO1WnxN5xV9QUP\nIJ0yFdiFEFpbW7u7u7u7u//jf/yPRU7L61uXp6urq6ura+/evbWuHdRRtLjE/CvPr/mtjhuX\nXwsh3H7XltL72VU2n90q/DJXcWZXw2t14/Uzd1RXwjuvnFr3wK6aVIZq1DytEyqxCkUR27L9\n7G77wKffvfadhZYtt6xZl3co7lUnrWM1S37DWYVf8ABSKGuBHaxC8axkNy6/1vrAr4f53Lj8\nWpTcffChLxYvobLMbtV+masgs6vttbo5NdH2sZ0VPzzqVimwg6RSwlN5aJpFY2Oj7bzkLs7j\n1m38f34xPX3rbVN5415vvW3Lmju2rUw9Ic2ibzir9gseQNoI7KC5RYtLRNtRPBeL5zh7+8Vv\nL5vZlSjOqlb5lznr51K9ggnRe1fHbruzqsHOQiVWrah/3M13zxXP49bcsU08B0vxpQUgPQR2\n0KzyFpcoMhXd7XdtefvFb4flutqVOEzSN7lIiZmdy8VSFsdqN948FaV1ErcVVvrY5Btvngpr\nttazLlRLHgcAZMMtja4AULnkFHU3Lr+21LKhIdHbrkhRpaw+QdKyYZy0DtKv3JkEF2bO1Kci\nAADwawI7aErJkbAlivvZpcqp12eqWXe14YpEctI6ypKMjSwdCwAAq5zADppPBWldJG2ZXRzV\nZS+zq2tat6ZjazXdIa9PjlX2+oHsqSwblagCAFBv5rADGiMvpCtlVbIfz9wosfC5txfeail8\n8sc23l5iIaVb4fVzb793Z3jpYjUlWCI2bRYHQNaOyBJ3EwCAculhB03mnVdOVVlCGuaqK9il\nLhv97IyEpVxLddfSjave/n/27j24iTPPG/2vdbF8wzL4AsSLCMEhkCHYueCQcQqIk2WTydrJ\nCQwLSSZ7NkUYsofdMIvn1Na75kzlRVVbp8qpcXbYg0My1LsJwQzB2Qx6cxneQAw7DBkzSSRe\nh9sKCGYdsLCMZeSLLKn7/PGYpt3darX6IrVav0+5CrnVaj+i1S31V7/nedT8D6c2TwXuTYQQ\nQgghlCKssEMoyyTqz5g3s1p63gnuauCcJ3OzepAI5uTU2RlWOltetmqLsp7R473eslVb9GgS\nQgghhMwtFvHFo37uEqu9GudlRgghnWCFHUImoT5uS083yaRldFldZ5dOZau2pFosmctpHZne\nxICvLunCKyzL0o/6/1s5W8C5RBBC5hAJd0bCnfGo32qv5v7Eo35yV6YbiBBCJoQVdgih9JEZ\nl2R1nV2ayS+NNEJX6EzhvvAy/uqauHA8yBmCkI7482ZWF+A0IOmlVXaGg9MhhHJBJNxptYv3\n4WCXR8KdjuLVaWwUQgiZH8UwTKbbYB4DAwOZbgIyv9Fjb9mqFie6N+LzWMv53V154gOXHDWN\n3CWxvp7C5T/Vpn2JHe8dTmn9elcJb8l/Dmtwvrq7hFK/EUORfkkQ6dnFxiT6whO+utJg9Nhb\n5Mbt/TXaAwDx65P5Xf7UA5NFldXr3rgcwwSPa7Upib0j+ldwbyJkQPgBIxFL/BMAYKg75axM\nMd8BAG39kY4NQkhPFRUVGI8gQ8HATksUdfv/c2BgoLy8PLPt0ZW5n6CRn13SkcuGTx6QHslu\not/PLPhzp9NJfk1PN0llXRF5lVApzBIbCrFPkEePWWLTTPj6DB5qIzd4rw22qi67esJqeABK\nvPDSXGfHHrncF2dseErZ40S/37l0jfCx2VXDZeTzJ6GyvE54ehHdQRJ/xcg71Pi7TyVzP0Fz\nPzvQ8wnK/4AhQf0HDAPuQYnaOlHxqD9RnZ0Bn5228AlmNfLsuJfzCBkBdolFuhg528Xrf5fv\nqk3PEGmml++qTdoLUmL2CXJX5Nav6ekmqXjgsIz3XswWJI/D445H+oWXtlcXiVOFxywvrQOA\nvJnVoZMHAIAX22G/S4QQQumXaloHAFZ7NfaNRQghrWBghzQmUelDooTsqvQxoKKFK6VTtpKl\na0Cyzi7fVRsJhcDYtXXch2NmJ1PRwpW5HM/xyHnhpe3VJSetIybncRbAzE4resz8INw7SecS\nwb2JEDI4BWkdgZkdQghpBQM7pCWJ3prs8uChNszs0qBk6ZrhkwfIbV5yN97rjYVHxkNFxk/r\nEFJG/gtP78wuaR92IVJnJ9o3FqmnPimjbAN55u0ThFBuMsFwGQghhMwHAzukjUR9voTyXbVk\nZYztFCtbtUVOCkBK7cZ7vWzBTuxGX+HCFfmuWqZ8cVlaLjhJFKImtsPyOpSqVF9v+mV2iY7T\nROV1LNHMDsuysoWcIj7cmwghI4tFfOq3YHPUaNIYhBDKWZZMNwCZh/wqklTrTZBQ2aotMoef\ny3fVlixdU7J0Td7M6jl//+9lq7akv9ek4jQE0zqUKmXpMJaCIoQQQqx41K+sPyxhtVfHoyLD\nOyCEEEoJBnZIAwr6fLF1dkgN+VNGpGdyCQkKojdM61Cq1ORummd2I2e7xO8Y7ZG5hTHBYavH\n+GtIW/L3Ee5NhBBCCCEkAQM7pJaCtI7AzE6lslVbZNbZkcklMt4HOaUADtM6lCr1iZu2mV3S\n2ZylJZp9AhlZqhkcZnYIIYQQQigRDOwQym4ks2Mn4eVil2c8qmPJjOEwrUMKqH/ZpOGFl3T0\nuqQw4kEIIYQQQigX4KQTSJWEfb5S2UL6h1QzGZLHjZzt4mV2+a5aA/7frpxfJl3HhGkdUizp\nq0v6sdo2Rkh9WkfgfAXGpCxLxb2JEEIIIYREYWCHVFHZ5yvfVTve6zVgqJSNihauzJb/SYlU\nBdM6pJKyzA5feAghhBCLzBqheN4JlXNWIIQQIrBLLEIoA0TzEQxNkCZSfSGl54WnVXkdgR1j\njUbNHsG9iRAyGpujJuNbQMhMKElNTU1vvPGGx+MJhUKa/+lQKPT2229rvlmUHhjYIYQyg5eS\nYFqHNCT/5aTfC49UECt++ES/P28mlicghBBCCJmcx+Npbm5uamoqLS31eDwabvnIkSOlpaUb\nN27UcJsonUwY2J06dWrPnj1NTU1NTU1ut/vYsWNDQ0MpbeHSpUsfffRR0y0fffTRpUuXdGot\nQrmMzUowrUOak/Oi0vWFx+2irqy8rkBywAEsyzIO9fsC9yZCyGgcxavjUSWTlcejfkfxas3b\ng1COaGpq2rZtm1Zbe/zxx7XaFMoIU41hNzQ0tHfv3s8++4xd0t3d3d3dDQBvvvnmvHnz5Gxk\nz549+/fv5y7ZvXs3AKxdu/bFF1/UtL0IIYzqkI6kx7NL52vPVsKJ3piQrcSZ9CGxITDNXATs\nXjDl8a5V1oazTyCEjMZRvDoS7kxpNDpM6xCSxjCMcGEgELh69ernn3/e3NwMAG632+VyvfLK\nK2lvHTIcUwV2O3bs6O7u3rx58/33319RUQEAQ0ND3d3dO3bseO211959993S0lLpLXR3d+/f\nv7+urq6pqam6urqwsHB0dNTv9x88eHD//v0ul2v58uVpeSpZg/T5UjzvhMo5KxBCorJlyuA0\nSJTZpSc5Klu1JXioTcFZbrzXS2Z/NgHu/3/XhaApMzuEEDIx+TNIKKvIQwhVVlZWVlbW1NRU\nVVWtX78eADZu3LhixYoFCxZkumkow8wT2B07doykdatWrWIXlpaWkl937Nhx6tSppHGb2+0G\ngM2bN7PRXmFh4ZIlS2bPnt3d3X3s2DEM7HiKFq5UM0gTTO01hlCOOx2ckLNaaJgJUOJrzvzq\n/yM3eCHReK+XHKqmiYHkE2Z26cyMFGR2Zk3r2CVmyuy07cqKRXaIIAeOmY4UlL1IuZycOjus\nrUNIvXXr1gEAyex++ctf7ty5M9MtQhlmksBudHS0tbUVAB599FHhvY8++uiOHTuSxm1koLrm\n5mZhIV5FRcXmzZt37NjR19dXVVWlXcMRUiXppa/JKq3uLcuTueYAQ5XLXtk0Qn/qnDtXPBhi\nA6PgoTbThEHycTO7jFwDy68mVvkViKEk6o9ssswOIW2xBw4eKcg4SN9YcpuX3LFVdZjW5Qhz\nD3NhBOvWrdu7d6/H42lvb3/99dcrKyt5K/h8vjNnznz77bek2AgANm3atGLFih/+8Icul4td\njaIo7qPYX4V9cn0+X3d3NzsxRWtr6xNPPFFTgxM9G4JJArsrV64AQHNzc2FhofDewsLCgwcP\nytzInDlzRO+9++67AQADOyHs85Up5P2S+4GeW50RPNRGbohWWo2GR+C5f0pfW5HOQn/qBIC8\nymqAEek181215LWRa0dfBj9Wkv9qOedJM50VJUYPBLMkEXrMFIFFdjmOd+CY40hB5kDyuFjE\nx+v3arVX2xx4YZ8rcJiL9Hj++efJXLE9PT0NDQ3s8kAg8Ktf/YrN6Vjt7e3t7e0A0NHRQWr0\nZAqFQq2trbwNknH0Wlpa/u7v/k4YF6I0M0lgd/nyZQCYP3++mo0MDg4CQHFxsei9ZPn333+v\n5k+YVY73+coI4fsluXQkF3sSu4Msj4RCuVlpZWJ5lXLHhCZDT+raGCREzpMAEAuPgLOeexe7\nO0xzSEqndew62f5BH5M1pC3RA8cERwoyE5ujBuO5nHW8d9jpnDJrFp6gdPLAAw+QG9988w03\nsNuwYQMJ8hJZv379okWL5BfH/eM//iNJ+oTcbrfP55NT9oR0Zcl0A7QxOjoKANOnTweAU6dO\n7dmzp6mpqampac+ePefOnZO5kZ6eHgAgs1UIkeVkHSRKfgSAYYFKosNCkRuhkwdkhqek0oot\nxEPZK/SnTvlpHcHW2aF0Klu1pWzVFlvVYlLoyv7ku2rJXZluoDaO9w7LXFNOrodQjpA4HPBI\nQQhlnMQwF2luSS6YOXMmueH33y5oPXLkCEnrGhsbvV7v0NAQc4vX6920aRNZ7cCBA+QGuYt9\nOLsyu+Ttt98maR3ZoHBrHo/njTfe0PepomQo0XmFs05TUxMAvPvuu3v37v3ss894965du/bF\nF1+UuRGJFDnpChR1+/9zYGCgvLxcRtuzlegTNE2fLyPvPtH3xdigFwCWz7GGTh7Im1ltK0my\nF0KhEPmKLCt2hwJG3oMS5E46cWv3gSCtW1iQpEssl2H3fpbuPplSfXYyXxXS5I//qFLXhSD3\n9SlH1n05j6/PrGbMJyjnilfOkWLMZ6chfIJZzdzPDkz9BMk5SuL9PeveyoXI7uNezmtLYgg5\nmeu/+uqrJF+7fPkyd6w6IhQKsQPxc/9Eor8bCARILNjY2Pjee+8J9yz75/r7+7FjbAaZKrB7\n8sknBwcHX3jhhZkzZ5LB7Pr6+k6ePLl79245mZ36wG5gYEBZ+81k9Nhb5IatajF3eaxvsjix\ncPlP090mE0lUusKEegBg4sIfHp0/DQCgcLHoaqJifT24Uwzi+/C3+dR33CXjzJ0j9L0SDxk/\n5bGWz2N/rbbLLW4C3PVZ4j+HNXibvruESr6SavJr63jqXSXatgShLCL/wMEjBSGUfjLPUeY4\nQVVUVBg2sFP2kETb8Xg8JNzwer2iXWh9Pl9tbS0AHDx4sLGxUWYbkOZMMoYdMTg4+A//8A/c\neSeqqqrIHBG7d+9eunTpPffco2sDuEe4ib9jIRI+wef+CcQmJ3XeW59Fk5Mac/d1XQiKfq8V\nG/RCcVH47NGiWfO+GYFHK8cALkkX2U35isxZP/71HmNWWilmzD0ogUy+VhqPRy0/4C4vpS+W\nQj8AhG3PsgvZ3TfW64OCgryi2yNvOgtSyGXGQ0X5Az0GPDCzbvelJNVnF6CUV9idvDwIAEvn\nzkjDpMnsCYr3DfzlUDTpYz/ujS2dO0NihbRVCMqBr8+sZrQnmOidXVRPKEkZi9GenSa4M7GY\n8glymfsJmvvZgUmfIPccJV1Bn/QEZXBZuvt6e3v9fv8333xz9OjRlB54/vx5ciPRgHfscnZN\nlBGmCuxeeOEF0Vlily5dunv37jNnzugd2CFW0cKVBkwBslqi/jKkMyzX7wMFj1aO6d8ipAEy\n21os4rNYywHAxtBAQ9RyF7sCe7s49hE3syMmAv5UR6/jIrNP4KFqViStIzfuLZul699SP4TN\nycuD0pkdQuaj4MDJtSHeuRNqZbgpCOWeVM9RuXaCyhSfz3fmzJlvv/1WOF2sfGzAx5bgSay5\ndetWxX8IqWSqwG7evHmiy9kiu2ef5V/ucj355JPC8e946urqFDcPIcWSvl9G+v3cX38fKHgU\nvElHsuMaOduFwU06kZI6EtWxE67FqLiN+d4W/x4AxqyPctePWu4qjn0EU0vtEEqETesIvT9D\nr5xfpjKzw7QO5RrFhwxeEici7N6R76rFzzZGQL6etMRHIuEissRqr8bZZg1O2TkKT1Ca6O3t\nJTdaWlq4ywOBwK9+9Ss1OR1LerZZZWsiPZgksHv55Zd3796tciN33HEHAFy/fl10otjr168D\nwOLFKQwNhpAmJN4v2fK66I0++/Qq7l2/DxSslD2UBFZapVkk3Gm1VwMAHeuz2KbsuBh1B7lR\nEP+9MLOz0xfT1kiUvXhpHWHkzA7TOpRrVAbcOXJJTMrr2NsSRXbsvOe8qc/ITNwAYLJxP7II\n+XoSAKz2aoYKWe2THSrjUX886gcAR/HqjDUOJabmHJUjJyhd3bhxg9zgTS6xYcMGXny2adOm\n6urq+++/v6ysjAw5h0zGJIHdjBkzAGBoaIidG0UoaXEcCezC4bBoYBcOh9k/hFDaqHq/9J9b\nWY3dwI2FfHIlaV107CgvreOKUXcUxH8PU0vtSJ1dCB7Tv6UmpH66VUONpJaIaFpHGDOzw7QO\n5SD1RamIdd2zufDuNaJ3sfld8FAbZnbpx349KcQuj4Q7MbMzGvVnJ8zsVDpz5gy5cd9997EL\njxw5QtK6xsbGLVu2LF68WJPJW80xB6mJWTLdAG3MmTMHOLWjPH19fSAjsCM53ZUrV0TvJcvJ\nH0IoPaTfL4Wj14msM5x8HZRmctI6gq2244pa7iqzfqK+Gf9xNf4fV+PHBwvUbwoZh0RaR+id\nEaT6AR3TOsPquhDERElXaq5mc+FKmFtel2hJ8FDbdc/mvJnVST/t5Ltqg4fa2EI8pLdIuFMi\nreOy2qvJymloFZJJ/RkmF85Rulq/fj25sWjRInbhBx98QG7s2LGjoaGBl9aFQqGU/kRrayu5\nkShCQQZhksBu3rx5Tz75ZEtLy9DQkPDeL774AgDuvvvupBsBgNbWVuFGhoaGyGs60TB5COlB\n4t1OTlqHU08YjcwPr1xsnZ2ovMrqiYA/0b0S/uNqHAAm+v15M6vxmtw0kqZ1hN57vN4ltzc+\npnWGxb5IzH1+EAZAaabsmjYXroQT7RomeJy3JG+m3HdVXm9ZpDf5H3hS/WiE0gC/Ucigt99+\nm9xobW3lTsvb3t5ObvD6yRJfffVVSn9lwYIF5MYf/vAHJa1E6WKSwA4AnnnmGQDYsWPHpUuX\n2IV9fX179uzZv3//yy+/LCdra25uJhs5derU6OgoAIyOjp46dWrHjh0gGPQRoTRQ/J7HpnVY\nZGcQ3LSOjNsik2hm56BPAUCBS8mAzSStI8gFjLmvyXOEzLSOMEKdndHSupGzXaQAh/0ZOduV\n6UZlBu/lYfDzQyziI+U57E8s4pPzQHb6UV2bl1Sq7/J4JcwKHmqzcQbCkfNph9TZ6dgmBACK\nvp4kdXY6tQcpg98oZMSXX365ceNGcvvHP/6x6DrCmrje3t7HH388pT9UUzN5EbF+/XqfT+R9\n0+fzURRFURQbIKKMMMkYdgBQVVX15ptvvvbaa93d3by71q5dy5sftqmpCQAOHjzIW3P58uW9\nvb379+8X3QhOEYsyQjjSjbC8zj69ijvvRKq1deO9XvzmOZ2Ec02kZJy5s5S+GLEsUfBYblrH\nhaONZLWU0jois+PZGSqtM9pw9eoHWwQV4y0e7x3mfp9PGPP8wB3Mnrs86wazlz+enQH3gh6k\nU1Qy+0TwUFu+q5YX0sWGvbaSJB9mSGaH49npR0FaR5DMLlsO2xyR6mibOXKO0kMgELh69Wp7\neztbRtfR0cGrpGttbSXVRf/8z//8s5/9jJTIBQKBP/7xjyTcYIVCIeFbuc/nY0M6AHC5XOwG\na2trDx8+/OCDD5JHBQKBI0eOsN1yV6xYoe2TRSkxT2AHAPPmzdu3b9+f/vSnnp6ezz77DADW\nrl1bX1+fUj/WF198cenSpWfOnGGnnX355ZdramqwMyzKoKTvl46Z1dEbfeS2MK2T8xEWp4jV\nlcyKDwl2+mLUcpdwufOh1aE/deZVyvpwzE3rJvr9JUunjNJtzGtylJSCtI7IVGZntLQu0dcV\nOThcvcQbjdHODyoHs5c//Wh6yLkqNtT/vxFgBwKE0gC/UdAcRVFJ12ltbV23bh1v4RNPPEFu\ncHM9UdzArqWlxe12AwCZQ7axsZEtWtqwYcPRo0fJRBaJCvQ6OjrYzrMoI0wV2AFAYWHh8uXL\nly9f/rd/+7cSqwlr67juueeee+65h1eUh1Bmse+X0qPX4bh1xhSP+tUM0RKj7rAx30dBJLAD\n2ZmddFpHGO2aHCWlOK0j0pDZ/dvX17hLjJPWkcI6OcXFbDc6c8d2SS/J0nl+kCgzLI59BABR\ny10wFhVdIXbzgm3a/LkldraTXVbU7EhfFefOmVlOJ+VQdxsd8QOIvOvJ+YYSAEbOduH3lHpQ\n//VkLOKzOZQM94H0g98opNnhw4cbGhqEy2tqajo6OtjCN67Gxsbt27ezQd7333/PVuc99thj\nJLAjSDxHOJ3Od95551e/+hV3Ba6Ojg5hbojSzGyBHUImtnJ+2ecnDye6t3jhippr/y76+RUk\nP8KO93rNfRWaIyYCfonMjpfWSWwHM7vssnTuDJWZnd64LTROWkfIHwog31VLusealcwCCoOc\nH4Tlxt1fnJ28RUcAAMDns+eTBQwToSwfsmvGYjErjAs2+e7qtS/p0NLUJLoqNsL/uaGQGZMU\nP5wczhjY6UHl15NWe3U86sfAzoDwGwW9bdq06YEHHrjvvvsWLVok7M3KWrdu3aJFiz7//HPS\nlRUAWltb6+vrly1bBgA/+9nPSGD38ccfkyUA0NDQcPjw4Q8++IDcxRuUv7Kycvv27WvWrOnu\n7vZ4PCTO27Rp04oVK374wx+Kzm6B0gwDO4SyyfI51mNXxMcgWz7HCnPWhE4eSOlTLKZ15uB8\naDUAhP7UCXNnC++VU1vHZZBrciSTmswuPTuatNBQaZ1ET9hETDz0VUpDFGX2/FAc+0h0cAAJ\nFOVg6CHKcmt6gvgIWK3C1YzQMRbEropz6mwscw4QJtoXHwFrUcrfUKLM6gmMFI1A7R0Jwwhk\nZCvnl/3265Do8vQ3JhsxDKPJdmpqampqarZu3Sq8a8GCBaJ/paGhoaGhYefOndLbfOWVVzRp\nIdKWeWaJRcj0yAfZ5XNErjS4CxPVTwlHezF3wYiRWWxVdKxP8cPzqe8SjWdHhsnn7lmS1k30\n+8lP0rSOMPi8kIhHWRaWzg/Z2Z7WEaacYlLBwZ6p80PytG6yvA4AgImNsrdJZqdfw7TFPTBz\n6ko41Rl74yMJq8VxeDsD8n4f4t1AWafeVcJbklPnKIQyAgM7hLIPL7Pj/upcusa5dI2czI7U\n1pmyWsT41HQYIRJNEUv2KenvM97rPew9R3K6vJnVJUvXyEzrCMzsskuqiRh+yEag4jDPivMD\nN7O7tSQssX6qgZF+yOGJB6moqORIvsiYeCEdZnbZK2e/UUAoU7BLLELZgXchwfaNFS24cy5d\nEzp5gNzm9ZAltVex8Mgdz/2TTk1FQmRYFsU5nY35PkbdIX/9ooUrixau7LoQLJmv7A9Owr6x\n2UV+39hc3q0jZ7sk7h3v9fK+8MibWc0rx5u4cBzKn9GjbemkPnFL8/nBQZ9KsganvE4ck02T\nMuXaQaosLY2P+LFjrPGJxnPe70PYNzZL5drZCaHMwsAOoSwg+kFWNKpjOZeuAYAxsYtPZ90W\nZmBA0waiJGyOmnh0yo6wF6yIjh212Kq4C2cWie9TOmaxF9xDbsej/pvU0+VleUn/qJxZvZJu\nQc3DUfrJyexyfLeO93pF+8MOJ/iSg9SoAgApUM131Y6cPg6Q9YHFPXu/AAAgAElEQVQdeRmo\nOUWk+YVkpy9K9YdNkNYxsVHKVggAFOWgY8MUVST9Vwwykh1KhBnugaIi2/Sq2I0+2/Sq5A8Q\nk+gkgNQTfj0pUUwnzOxUzlmBEELmg4EdQmZW4KotwE+lRiWa2UmLR/2O4tU3x+XmrWoyuxyP\ndbKXdGaHu1XUcOLpetjlwycPpNSpPCsoPkXgCwlpSGZ5HdsZ1jGzOnZjchxYZUV2OEWsTnhf\nTybt+irM7HCKWIQQ4sIx7BAyOs1H1THOMD05xVG8mldkRySdfYKO9dkLVgCA6MOTUnZdjVfj\nWS3ReHa4W4WGTx6QSOu48mZWk5XT0Kp0UvCqMNoLKXbzgsS9ZCQ74Xh2ieBbpJng7BN6i0V8\nkXAn94f9VCNzoDoczw4hhCRghR1CCKWJo3h1JNzJ7e5BkjiJOjtuWucoXq3s76ZaRGO0q3Ez\nGTnbNXr6eLD4dr+8fFetHrUewjo73K2JyEnr2DUTTemT1VI6RWTjC4meuEFZHPLXx46x6ZRq\neR1RtHDFyNmjpFesRJGdEJlxK8U2IhGRcCe5IezEGgl3Xh0pBlgmc1Okzk7N5xyEEDIrDOwQ\nMjSdvupngmYYND1LCYdoIX1jyW1uckfH+uj4ACmsU/kpVv4FeTZejWeF4KE2csNWtTjfebsH\nEJnPFwASXUPeK2O8wgQPnMXudNytomTW1nHlzawe9f0vndqTQTJPEQZ8IUmX1yGDU/MhR2Zm\nx+0Yi2mdVnjfPnJZ7dX/+3pFqfXLUuuXQ3G5md25a74fzH1JuwYihJBJYGCHkLjTwQmVW1B8\nmc2l05f8lA0nncgMkrsJP+myZXRsXxI6PmBz1NgLVmg1noucC3IDXo2bQ/BQGzvGeSQ0pfsP\nuzx4qE3zK0my03G3cuW7asmQ8wrSOgCY6Pfb5/9Qj52VcUlPEZl9IUUtdyWZdyIBho4AAEOP\nUpZC+Y/CIjtD4ZXXccmZfYJkduSrEaQSKayTmBqC28W11PolACSN7Qos3wFOTI8QQmIohmEy\n3QbzGMCZN03kP4fVHhp3l1CatASZkiX+CbnBUHdyl1PMd+QGbf2RHn/3eO9worvqXSV6/EXj\nyMhBPXrsLQCwVS2Ws3KsrwcACpf/NNW/glIyeuwtW9XiiM9jLZ+X6mPjA5ccNY2xvh79dpP6\nFyqoeANKdIpI8/lB9D+hzPrJOHMndwkzconc6PFFeSvnUfTkOnQEACiKZignJPbYA/yRH6my\n+hRajFLHBI/LXXO4R+LeCf8fLKWzAQDyEx7RsRt4atWGJf4J73MLV09ghPtrheMrALgeeVBi\ng8W2K/81+gT7q+k/iiCDq6iowHgEGQpW2GmJe4QPDAyUl5dntj26MvcTHBgYcDqlPtnLUa5F\nhZ1OzL37QPAE1ddLgkYlkxwvAUAs4uNNJWG11yQtqVOz+54pLxctojHU19o6vT4DlNqXgYKD\nOlhclD91puZQKJTw9OKsH+/1lmX5sWn800uwuAhCl6iC/DzOYIIyTYzkMwBFxUX5Az06TTSp\n/oUKKt6A6gF6QvywL/3nB9H/hPxYgdVye5fFbl6AggJy22KJ81a2UAAADB2hLGSCNYZiIpSt\nMB6PW61W4cZFjspYT9YV2Rn/6OOaiMn6oBUd9ELR5H4fGRkpKuIftkU1fz5y9igAULF8Xtks\nO+hk+Q/X5GXD/4zB92Ak3Gm1S31EqXc6uRV2o7C81PrlnflHw/S9Y/Sd3N1HquoA4HpsNffg\nKy830KeRVBl896ln7ido7meHshcGdgghlDE2R/J4TnPCjm+GSuvMhNsTVqZ8V60pu1saStmq\nLVf+5f8oXLgi1QdO9PtLlq4JhUKkX61OgV3G8U4Rxjk/hG3PFsc+UtArFiAOjAPIXLFUCrNP\nIP0om2sikaKFKwAg0u/nTQuTN7O6IMWTMEpEdNy62KDXNmPK/3DtHVMyO9IfttT6JViAso3n\nW/LJ8jH6zjD9A97WjHO2QQghg8DADiGEcg73ghw/H+tEQVpHYGaXBoULV0z0+1Maw46kdfo1\nyVDYU4TRzg9sZidnrgnSGZZN6xTAkez0o+w/lrKG7Ik7QNhnSJ1ycW9qLjboBRmZHQBEmFnX\nY0+HRkNOe8LdZ7SzDUIIGQEGdgghZFpiXW6rSU0ffjJGSH5mxyvbyQVGPkXY6YuxZOvcTut4\n4mNgLZb/tzDlySA1c8gm2iDuTWViEV9K6wszu2LLtyH4s0TrG/mEgxBCGYSBHUIImRCZxw0E\nU7nFo34S4ZH5anOK1qMQShk526V+C2btcWkQpFxOzlyxOVVbZ3xh27PRQV+J/fcT9B3J1hWv\nrWNio5QthRljEULxqJ/3cSLG6a0sLLKDqZndGH1ngeU7SBDYYVqHEEKJYGCHEEJmIzrQDMEu\nj4Q7czCzS5vxXq+y/rCEuYdIM5SSpWuGTx4gtxMNV49pnQENRx8tsf+e3OYldxREGToGlPKe\nsDxYlpURmpfXsZs1995UP8uWnC+3YvLGFhTW2QlhWocQQhIwsEMIIfMghXWJ0jouq72arIyx\nHcpBJBIloSrJ48Z7vcLh6hOlrioDWaRGdHCya95w9FEAyLdezLN8T0EBuwID9jhtt1uiEhvB\nIjvjE43VKNtAVkz2moNEi+wgWWaHaR1CCEnDwA4hhExFTlrHrskb4Q6hHFG0cOV475QKkXxX\nbUoZnH71j+nsu5112LSONR6/azx+V5w5xy5h4hHN/67py7IQki9ReV2qmR2mdQghlBQGdggh\nZBISPWETIXV2WGSHEDINyuoAAMpqF787Hqes1sk1bbdnn8A8DiH91N7hPHdtyhJM6xBCSA4M\n7BBCyAwUpHUEZnYoN5Wt2hI81JZqz9b/uBof/u67tX+zRadWIUK0zHDiWhdME1/fb6UV/BUm\nFuZmdgihREhJvtVeLT16XaIiu3jUf8+sGn9w8ldM6xBCSCZLphuAEEIImQ0ZIk3xw3GItPQo\nW7Ulpd30H1fjE/1+R01j14Vg8rURQsgsbI4akD3XRKIt1LtKANM6hBBKBVbYIYRQ1otF+OM6\nKdgC+TiONCEcIk3BFjRqC0pCZjxK0jr2164LQbzsTCfpOUMbl7tkbicUCjmdTu4S7AyLkIbY\nIrt41E/H+shCOj4AABRdsXL+8kw2DiGEsg0GdgghlPVIRxXFDyddXTCwQzmobNUWAEjaN5ak\ndWQ+2VBocvR0zOzSSatYDacZRUgZKlwWZ/wWalbSNaNjR8kNi60KAOhYHxl2g2J8kfB1wOnp\nEUJINvMEdqOjo+vWrZNY4eDBg+nZCEIIIaRsiDQAGO/1khQJpQ3ZWeQ2b5eN93qPDxYAAEnr\neDCzQwjlAlLiarM8HKP/KJ3ZxZnT1OgMqrCAjg/Q8QGGDlnt86NjRy22Koa602p3AgCOnIsQ\n1+m/poQL7/03Jv0tQQZknsDuxo0bBtkIQgghBIoyO0zrMoX8t4+c7Rrv9dIRv8UxWbJ60n5f\nyVKpPYiZHUIZQY5W7pJ8Vy0OJpAGNHONZHYfH5vgLmdgHAAAZpO1KMsdDMQAKimqEACAuU4z\nAQtFUZZpAMAwuwGAspQ+99xzaW09QkYiGtVx78LYDpknsAsGgwDgdruXLFmS2Y0ghBBCLPkz\nSKgc9g6pV7Rwpb0UAGoBIG/Wyq4LwXwZj8LMDqF0kqiHJWdR/NpDW9wRJG2WhwEgcZ1dHMBK\nbjEQm4zqCCoPGBooC0PfpCzTKMrBMBEdG42Q4Umkddx1NM/sQqHQp59+evTo0fb2dgDYtGnT\nihUrnnrqKd4Aryyfz/f55583NzfLWVk+iqIAgGEUPjuVD88i5gnsLl68CAAul9xRh/XbCEII\nIUTIHCINsLbOeFKaChYzO4TSQ+J0yi4PHmrLkdMpOU2l/+RD+sYyUAIAFNgAgIGbABYAK0B8\nciXacSu7m4rKY+ibAEBZpjH0ULqajJKbuNaFk/Ckh5yojreyVrGdz+errZ1yCm1vb29vb29s\nbNy+fXtNDX88623btrndbt7KAOD1eoUrIz1YMt0AzfT09NTV1ZWWlmZ8IwghlGZk1gjFD1c5\nZwVKqmzVFlL6IayhY5fnyOWlwbGFJMeuxGODqRU8phTwIYRSFTzUNnrsLTkFy/mu2uChNrYQ\nz6zYc46uJ59EEzTbLA9TVBEFNgZiDIzcWkwq7BwADqmNUnmT/1KOSLhTu8Yi5ciOlp6PG2W7\n3t5ektZ1dHT09/czDMMwTH9/f2trq8fj2bZtGzutFkHSuk2bNnm9XuaWc+fOtbS01NbWnj9/\nPkPPI7eYpMJudHS0u7t78+bNGd8IQplyOjiRfKVbQsNMgOKvf29ZnqYtQuljc9SoCezIFrRq\nDBLFDpE2cvr4eKiIXY6DLhnQsSvx5CuJwTo7hHRlq1osc818V625BxnghXQ6nXySxzeUgwLS\nubVAeCcTj1DWBMkdlUf6xqptIkLZJqXyOu6j1BfZ/e53vwOAEydOLFu2jF1YWVm5devWkpKS\njRs3fvrpp+wMnD6fz+12NzY27ty5k7uRBQsWbN++HQCam5txQs40MElgRyaLmDt37rlz586c\nObN7924AqKurq6uru//++ysqKtK2EYQQQiiRooUrx8oXl5WXZ7ohSMTEtS5eVBcb9NpmpDbP\nL2Z2COmB9ISNTK3+kEbq7ExZvCxaUpepkw/DhEC872syk31j82MRH35rmFncZBY7xupKWVrH\nPlZlZufxeACAm9axnnnmmY0bN+7du5cN7D7//HMAINmc0E9+8hO32+3z+bBjrN5MEtiRySJ+\n/vOfcxd2d3d3d3cDQHNz8/Lly9OzEYQQyghH8epIuFNBz9Z41O8oXq1HkxDKIuRyZfkcK0yt\nsEs1s8O0DiHNpTrdNsuUmZ1EB9iuC8HKUs1q1mT3joxLdICVKrIDgFtjemBgh1AaSBTEVVZW\nwq1EjyCzTNx5552i6y9YsAAAzpw5o2FgJzGPRO5MMSFkksCOTBYBAG63u7q6urBwck6ivr6+\nkydPtra2AkDSuE2TjSDT0Kp/aNe1CytnzddkUwhJU5DZYVqHkNDyOVZlvWIxrUMI6SrpcHUn\nLw8unTsjPY0BAJAx06t0ZqdyQA+knjCZxSI7nagpr2O3oPmksdKkZ4Pt6+tLW0tylkkCu56e\nHgB48803582bx11eVVVVVVUVDodbW1sXLVok3a1V/UauX78+MDDA/sq9bUrmfoKaPLvjwV4A\n+G3o6/oy3aceDg2ndvoOCfqVDDBq30UMhbsHU/3PEd+gkf5/Er0+LfERAB9D3SlnIxTzHQDc\nHDfigYynl6yWdU+QCR7nLakpgePf3zrkw8cp55SRs4TnTwCod5Vk3RMXZY5nIcHcT9B8z27i\nwvFYeITtDCt69EmIhUcif/xt3vx6HZqmC4k9eLx3OOnDwyPMF6dHHqgqUd4AhgKxs6JQPB6n\nqAkACwAtvSZDT65A07w1baPhCww1y5gfRRTIugMw4Y4O/ZYqEzlqsu4JpsTcz04amUFi165d\nKT2qubl569at+rQITTJJYNfS0iJxb319/f79+7/55ptVq1bpupGKigq2UHNgYKDc1KMUmfsJ\navXsnLHJj5Vp+L8STiIhIRQKCb8wKTfRpBO8PWiyl6rk6/MlAJBTZxeP+h3FL2ndNG3g6SWr\nZeMTnIiJfIH8I+ftvrE2zglT9Pxpmtq6bNx9icQiPl7xjtVePXSzyjRPUMhMu48V/PqS897J\n4ED06EvCWT/e6y0rf0b7lulAYg92XQjKee5DEAWA80NxxXV25WV5E9e6QMbfslpDDEPSOkuS\nVZkoZXXQNG2xcNZkJhiI2a19lCVscxwFAKu9Oqv7xmbjASj69kfkCZ5LNj5B+cz97JIinWHr\n6urYJa2trc3NzefPnye9X3l8Pl/6Gpfbkp1eTYFUzJGh6DK7EZRTuq5dEL2NkN4cxavjUT/5\n4d3FLseesAgREuM0kSHtACA2KDXdpGnSOtOIhDsj4c541G+1V3N/4lG/Jf5JJNzJrhmL+MjK\n7E8sghchyHCS9oQVOnl5UI+WaIJhRhlmlIEYBTbK4rRYy9kjlByGmW5grpAeplD2IIYo650/\nf765ubm1tZU7IF19fT0AvPfee6IPaW9vT1Pjcp5JKuzk0CRrw8AOIZQVSB4nWmCS1V9fI5Rm\nScezw7TOaCRKjK32aoYKWe1ObiLAW5n9qgO/1UAGoSCtI5SNZ5d6TGMDiCW9qGTiEaDsAMAw\noxRnZYYOWW59LGEPxki4Ew9AhNIjEAg0Nzc3NjZu2LCBu3zZsmUtLS1utxsAfvKTn7B1dj6f\nr729HUevS5scCuwQSidhSR3OPmECp4Mp9DtOhDefia6Zms1Rg/EcQhLkXJqSzE50ulhM6wyF\nxHByJt6hY5NXGvaCFby7MDJAhqI4rSMUZHbyZxugbB8CHaMoB0PfBCr5sCpMfIRhKEpw+Sk8\nZq32anI44zGoHzlvfzj7RC74xS9+4fF4+vv7hZ3ut2/fDgBut5vEdqxNmza98847M2fOTF8r\nc1hOBHZDQ0MA8OSTT2Z8IyhHJOoAi5kd4mJLPFKq7zjzr4cq/uqBNDQPIdOTX0gimtlhWmco\nI2e7JkaOMuNOgMn+y3mV1fkufsZqob+MjuVbbFXAie24zu+6BAALNs7DyAAZwcr5ZSozO11R\nlIORMVHs7fWnXnsyEKMs4mOokR6yqhqHEEpm27Zt7e3tXq+3srJSdIXt27c//fTTH3/8Mcns\nWlpaHnvssYaGBnIvOwcARYlMzccO7o/UMElg53a7u7u79+3bV1hYKLy3v78fABYvXiy8S/ON\nIISQHNKdtth1eBeKZ/71EABcfb+7/LUf6d1ChBAXr28spnXGcXDfWwDwZ1XnF8x6EDhzY04E\n/BMBPwCUPLSGuz5J68iN6NhRbpEdSevIDZLZYWSQcfmu2vFerzB7lUnNYw0ipcxurtPOe6wO\nLeKgCoCJUJZpSYvsGGYUKMGFJxOXCMRJaI6JuR7kf1+VUpEdVuRJu/ffmNN/LRJspbQFrRoD\nANu2bXO73V6vlzt0ndCyZcuWLVtGqu1YZFZZl8ulYXuQKJNMOrF8+XIA6OnpEb338OHDADB/\nfpLKJk02gpD0/BI4+wQiAyrL6bRFPqqyhXgkrRPeRggpoGA47eVzrGT2CUzrjOPgvrfyZlbP\nXTg4nveDU4NTRhvMq6wmP8N/OkCWRMeOMtQs7joksyO32bSO+ytbZ4cypWjhyoxvIeOUnXPS\neaaiLNOASThsCG/cusmFEKMoh/Rm8QDUQ6pvfzLXJ6vhVBVZIRAIyEzrEvn6668B4L777iO/\nMmLIXW+88UZTU5NWLc9BJgnsHnroobq6OlIiR/quEn19fXv27Pnss8/Wrl1bVVWVho0ghFBS\nctI63prChA4zO4TSb/kca72rJPl6SH/BQ20kreMu5GV2BMnswuf/ha2tE+KlddyFGBkgI0g1\nfUtbWkdZSm/3ik2c2fEwEAMmTlmm6dUshAxJTYmcVuV1gUBgw4YNSdO6pqYmiqJCoZDovXv3\n7gWARYsWJf1zzc3NHo8nEAgI79q0aZOcBpNqvpxlksCusLBw8+bNJG576aWXmm559dVX9+/f\nv3nz5hdffJG7PrlX5UYQEpJTQIdFdrmsOPaR/LSOsNqrT//Lb0TvwswOIWXUlAAwwePaNQQp\nd3ywgKR1JYWXucsTZXYSmzr/1tmEd4kFeSjNylZtGe/1KnjgeK+3bNUWzduTKfIzuDRXAZPM\njrJME6+zEyxhIEaBzWItl7n9WMSnvpGIUPb2l/RR3BWwyE6astxNq7TO5/ORySIuX74sXVv3\n/PPPA8CxY8eEd3355Zcej6ejo0M4T4UQGeeO14vR5/MBwAMPPCBck9zF9d577yX9KyZmksAO\nAEpLS8nEw2vXriVL6urqNm/e/Otf/3rVqlXp3AhCCIkqjn0UtdyV6qPO77oElIOJ3xC9FzM7\nhFAO4tbWFTn6RyJT5qoTZnaM9ZplWvnouaPCTV16dyYDUYm/RTI7jAwyS0FmZ7K0jpCTxGWq\nzz6ps5vM7MgPWQ6xyf6wTIyB2O1f5cGhJBHSCukJ29jY+M477yQdfo7MLNHU1OTxeNg6u97e\n3n379j3yyCONjY1PPfWUnD/69NNPA0BbWxubxPl8vm3btgHAihVTJmp/7LHHAGDbtm3smufP\nn+f+mpsonLxDQxR1+/9zYGCgvFzuF0fZyNxPUNmzS6l0TvPpYk8H5XZDAIBQKCT8SuTeMqnR\ngrOLTq/PlP6ThUhgN7fEnnzVW24XdzARyjqd3IzFYjbblA+7i/4vU32jgKeXrGb8J6jyy39y\n/jTluNpdF4Lk2Rl8kD5eT9jZ07t5gR2xZIaVvU3bT1P0DAAYvXapdMmfs8sv7I4BAANRiiqW\n/qPz/0ZqdHyDMP7Rp0bwUNtIeKTs3no5K5N0L+sCO5l7UGIOinQevB9++CFvCUMPscPSMUyE\nZHYMEwHKCgAMY7VYHMBMcHvCNv1l8gn94lG/8Y8+yIYDUOXb37BtsegTFN1s1r1Lkt3HvZzX\nm8wJKDScaOLtt9/euHGj9Drcp+/z+WprRSbt2bRp0+uvv55oYlkhMl4eb2FHR8e6devkrOn1\nekkzuG0j89LmQpZlngo7hDIr1Y6u2DE21zjoU6k+hNcVi6FHE62JdXYIyaRVVx3zdfnhRgDy\np6RMP/ltE+0by0XSOplSWhnpoWzVlsLlP5VTZ0dq67IurZMvUSqX8aid9I0lPxTlIJ1kKcpB\nUYW3iuwmcNw6hAg5SZy208ImTet4ampq+vv7Ozo6GhsbyZKWlpYTJ07s3LlTfloHANu3bz98\n+DA7Yl1LS4vX6xWmdbw1Gxsbd+3a1d/fr2xaDNNIoSAZIYSQYnb6Ykr9YfkDJ1EOYCIAhYnW\nP/Ovh0xWZ4cQShthCtZ1IZjxi3+hrgvBlPpFnhqMc+vsiImAP6+yWkEAh6dZIyhbtSV4qI3c\nzndNKf1gXxsmjupYK+eX/dvX17hLls6doaAfgOa9KyhLKQAAM8bORMFAjGIAqDxgbJSFfzyi\ntFH/PRMTPA7lz8jc7MS1rqwrsks/kseJltppG9URCurRKisr161bJxqupaShoaGhoWHnzp3K\n1hS2PBdq6wgM7BDSgLJyua5rFzTvGIvMQdkw53gxiZA0bcviTHM1kqhmzWiZHWnnRL+fNzOs\nNF5mZ3HOit3ou/I/71TWBjzNGgHJ40bOdvHS23xXbdHClZlpUyYsnTvj5OVB9nb6G/Dcc8/J\nWS0S7iTTbYmOx4LSQ8Pqcu4bn/mKzTOCzeau/g9q9v+ZKzkUkgkDO4QQMhY1kxLixSRCKCXS\nPUyNk9lJtHMkMlM47wTXqcH44lt3Xvv0Tor5M4vj9r0MRClIYWhRPM0aRNHClTkVz4kimV1G\n0jr5yKwRJLOLR/10rI97r8VWRe5KhH0syjqm+VorPa7+Dwows0MCGNghpJaa0eiwyA7xqEnr\nEMpZcjqCRQd9AEUSKyyaNpLq3832qxE548EZIbOTbufw6NwiR7/0Fi4Nlc4rHaToGbOe+s42\nPnj1+NSJCyhHgsfdwkTYdTCtQ4Zi8LQOAGyOmnjUHx07aqHH6Vi+xVbFvZeO9ZEIz16wIsEG\nwObI6RGs1NOpulzOZrP9XRKhjMPADiGEDGTBxnlqMju8kkQoEfuMJJd8efLGcqJsA3nGngdQ\nJvmzN2Q8s1s5v0zlPBjzi+6gYej2ry/bUh3DjrIUAp5jEVIkFvHZHDUMNWKx8b81YfO76NhR\nicwOIXMj5XXsbSyyQywM7BBSRf1kr1oV2aU0bPAAQ5VrPcwwkha13CVz3gnxzI6JAAATvwEA\nFEMzcQsAAOUg15AEXkkihGRKNf8yeGZ39Ubd7OndiXrFCuedgFuZHQNRiiqW2QY8xyKUqki4\nEwAcxaujY0cBSiXWtNiqomNHYWqpXTzqdxSv1ruR5iazvC466LXPqE2+XirbZFfGIjuEFMPA\nDiHl1Kd17HawY6zpRSxL7PRFmSvzMjuGCQMTo6gC0ieLgThQVgAAJsLEIwBAWafjlSRCSCZl\n1WoGyezyZlaLzjuRKLNj0zpL9F7afpoOhWyz5pEl817qv/SeK/kfZiJ4jkVIMTICnb1gxfj4\n7wCkPu5abFXcEe4wrdOEnLBs4loXSeukV+YWmON0ExriltexS7DIDhGWTDcAIYSQiAUbJy8p\nGSZMgR0om8goS5SD/Nz11zfT3T6EUHZS07dUZb9U9VbOL8t3SdWA8Aaz49XWWaL3WvLH8iqr\nAYDkAuyZNiFM6xBSip0flsWbcUKIrbOLR/06tgypk2pah+meBGFaJ70c5RqssENIIa3K69it\nYZGd6YVtzxbHPgK4R+b6837Se/HdGRTYpTttkQtOtteJJk1FCJmS+sTNCHV2B0+K33X1Rh0A\nzJ7eDQD59huziyj61l0UPYOKzyK3eSPcS40cykQAe8IipEgk3Bm9Gh4JHGCXjI+N2efeBxV9\nvHkneCy2qki4s6jsv+vfRgQwNU3D7qsIGQ0GdgghlD5h27PxqIf3hbOE6pcL/LvHEqV13rxf\nj9uDX77PLmBKSz967rn3NGgoyk5yJktNKqUBMVF2UT97Q9K0Lg3fPzWt++nBfW8Je8XCrbSu\npKC3zFECABQ9OYEmYxlkLIP0+H9Zq/5COOx9opFDsbYOIWWCh9osZReZcScpaCWiI+GJgB8C\nYCnxOebUAGfGCYKtv8NpYY1MWbkcRoGipMvo9OsYe+TIkS+++MLtdgPApk2bVqxY8dRTTzmd\nTtGVfT7f559/3tzcTH5tbW194oknamrUHqQURQEAwyh8giofnkWoXHiSaTMwMJDpJqA0OR7s\n1WOz9WUyBtNRYeLC8VhfD3eJrWpx3vx6Xf+omfznsAYnzHuKPgUAhrpTejUL/SVDzaKYawDw\nX/v4V79/LGwFAMpKlUyr5C4fvnkNwAoAzzzzW/VNRVlHk1PfIMoAACAASURBVJfo3SXZ1wsj\nZ5+4Msd7h5U9sN5VkmTLt94c9X47A4Ajnvet5VM6tLoqv7k5VgEAPyhlAMBiv26xhdh76ZFB\na9XjAEBbfwQAlvgnZDl7Nv5+73UAoGDi1nLn7Bfq9H0OCKlg2PPe6LG3HHeVWuzX6WhFonXi\nA5fy71tCPuSwGGoWOR4p5juGupOx3Kt52xAPEzwuXEiVJbw0EF1fJonNGkdFRUU645Gk/V41\nD+wCgcCGDRs8Ho/wLq/XK4zhtm3bRnI9npaWlu3bt6tpCQZ2MmFgpyWKuv3/OTAwUH5rVE5T\nMvcTNN+zCx5qIzfI6D+hUIh8izLe6yXLy1ZtyVTb9KDTHtSwfEk4sAtXdOwoGXqZdNqKR/3+\n3WPsvSfydxTSZfkV+aKPZZgIZZk+NHTp5Zd/r7618mnYUc58ByCXrs/OCBV2Gdl96Xzi5nh9\nJqqzY98dhOQc4OxgEWkY5CF4qO34YAGpsyOFdWTGCdE5YScCfgAoeWhNKBQqLrwOAI7i1R9+\n+JOhoQsAtz8J50/MqI2+QmbfzsbaOnO8OCXgE+Qywgmfh3zazHfV0nl/ZDuhs0ZGwkVFt3sM\nsEel6KayccaJrHt9StTKiVbDDQwMlMR6hMvlM3KRHdl93Mt5vckcpU7bzK6pqcnj8ezatesv\n/uIvXC4XAIRCoa+++urxxx8HgMuXL5OFhMfjaWpqamxs3LJly4MPPuh0OsnKbW1tHo+no6Nj\n3bp1iluCgZ1M2CUWIfMLHmpLNEo3uzx4qM1kmZ3BOYpXk1Hn4NYEaqx41E/HBwDAXrCCDL0M\nANUvV13YHftDfhsAU0hPz5sxQsdHAICiHEDZKcF8FKWl83bvfhQA0hPbkYv/jA9uhRCSKdW+\nsSmldZCWjrFlq7Y0AbB9Y6XTOm4oYLVXv/v+JoBfAkBp6ZRGDg1d+oPl/wWADRtPxCI+3rD3\nVns19tRDSJr0tDBceZXVJLND2YIJHocE3+jIhB1jM8vj8ZC07pVXXmEXOp3OhoaGEydOPPLI\nIx988MHWrVvZu5qamgDgnXfeqays5K5cXV3t8Xj27t2rJrBDMuEssQiZWfBQm0Rax5XvqiUr\np6FViHAUr3YUr7baq+NRP/cHAGyOGpLWWWxV5AcA5r7wLQBTSM+wz4hRlIP8MBADJsrQYYYO\n3940MwoApaXJZj/UCPeyP+OTSCKEZJIfrxs5iG9a99NK2yehq7HYYB8vrZsI+MkPr4Tn3fdf\nLXXe4SwpFZ4kS0vnzSivnj6jbPfuR+JRv9Vezf2JR/2RcCf7XQtCiEvmB06uvMrq4T8dSL4e\n0oH0UHQ4r6ve5E8Cq+F0sZ988gkArF27VnjXsmXLAIAdqA4AfD4fAHR0dLBpHcvlcu3atcvj\n8Zw/f16rtqFEsMIOIZOT/+Ep31XL9pBFovQYjN/mqOGVbETCnXSsj45NmUYtFvH95qND06c7\nAeI0p/qbAhsDMQCgqAKGDlOWYopyMEyEogrhVp2drkV2woQO6+wQyhZy6uxkHs7CmdPTM/t5\nJNy5pO4lABjv9fKqdfIqq3nvgO++/yrDwPTS2QBAUQ6GvkFZpvM2yNA3KMpR6rzj/f1vAMBL\nL+xk72KroSPhzqzrrIeQrhSkdQTJ7BJ1jEXGoVWEh0V2kHoGp9XsEzt37ty5c2fy9QAA4MyZ\nMwCwaNEi0Xvr6uoA4Ny5cwsWLFDfMEKil2vudIAVwsAOIdNS8OGJ1Nlh31gjYNO6WMQHAL/5\n6JCzRLwbApvZAWWfrLOj7Oy9umZ2iS71MbNDZjJytov7ZcZoeGTk3vqihSsz1yItSWd2itM6\ndnkaMjsi31Ur5y2PN1EPF0PfADLOAAAAlDpnD4Wuiq5ptVeTOjuM7RBC2UhO+obJWk45cuQI\nAHR0dLBL+vr6AGD6dP7XWgRZjhV2aYBdYhEyJ8VfdZLMTvP2IPliER+3tg4ALNYkYxhTYGOY\nMYApUZ3epAtzsG8sMgEyUMB4r5eEQeTHVrV4vNdrpjEEEqVyxo/dyfcZMr37/qulztn8pcwo\n9zfeeKClztnvvv+q6NYkZg1CKNeMnO3iLaHisxjrNbF1xfF6eJAO6eobhrSibQ/ZHO9vq6yL\nq4YdY3nOnz//9ttvP/74442NjU899RS7/OjRowDAnYOCiywn6yBdYWCHEEIGEgl3cuO5WMRn\nsZZ/8r8+TvpAbmY3eYPjww9/omkzZeVxmNmhrEa+9hCt22KXmzizk5/WJSqvk3OvSvKv6kXT\nOjKAALlNesIKHyid2eF4dggBAPlWg/vrzS9PRnp9o+eOkh/pySVEZ5/ACV70Iz8vy/FkzfQo\niqIo6p577tm4cWNLS8t7773HnSbe4/Ek3YKcdZBK2CUWIRMSftWpYAum6fCVvUhaBwCh4VCi\n/rCiKLBxx2YqLZ03NHRJw4bJT+KwbyzKRiSGkz9dDwCYYCQBbt/YXDtsE6V1SZHMDjvGIkQM\nn5ycQSJvZrVl2kWLffKjS+xGX+xGXzQyAUv+PHOtQwCpZ3A6ZXY5299WTaGcViPZEb29vS0t\nLaWlpUNDQ2632+12DwwMvP7668IpJlBmYWCHkAnxvupMFZl9AgO79CPduyy2Kt6MEylgogD6\ndoxNtW4OMzuUjXJzup6V88t++3UopQNWTgFdOkeyE3Xwf/530eWROEMB0AxjYYCBhFdBDAMf\n/Pb1usf+m+i9f1agTSMRynbDJw/kzbxd8UoH77KUXWTGnQBgm14FALGxsdFzRwvvWSG9nXjU\njyG4obDJGmUbyCtPMkgLyhYul2v79u3kdnNz8/79+zdu3NjX18ers0MZp7xLbCAQ2Ldv37Zt\n2yh5NGw0QgiZEuneRXp40bG+VB/OmTHWAcAfm0kTynq5Yt9YlEUUT9ejU3vSrN5VkukmaG8o\ndFVk9LpbqFunSnowSg9GhSsUTps1elNqNK6UhtJDyHxGzx7lpXUEHbyLyg9xl9imV5FOsok2\nhWmdrpSVy2HHWK2oH4dOp5HsnE7nK6+8smvXLo/H8+mnn+rxJ5BiCgM7n883c+bM9evXu91u\nbRuEEEIIAOj4QNK5JiRwx2bSiprcDTM7lBVwup6UyB+fTteR7FSiYIKBPDaqE83sJFjt1fGo\n1PhcCOUCYVrHEmZ2idbEQwmZmFZZm36zTzzzzDPAmUdi06ZNSR/S2NhIbmDBln6UdIkNhUK1\ntcp72yGEEJJmL1gxPrwbFAR2TJyylurQIkzcUA6JDXttJfg5J4lUMzg9OsaSsEzxbJIkqqNg\nghfS0YNRy4z0zbitxungBPfX0DAToCYSrSzq3rI8TVuEck7wUFvhwhUT/X7RzI4O3gUAbN9Y\ngtTZsX1jJwL+vMpqrK3Tm5pCuZwdci6nkNHr2tvbd+7cCQDV1dUA0NvbKzpRbG9vLwCsWJGk\nhztST0lgx62TPHjw4MMPP4xjEyKEkLas9vlskZ2zxCln3gkGYqLjpg8NXSotnaeyPdwB6ZU9\nXGUDENIbma4nNuwFpZkdTteTZjZHjcqSHIYqpIMRAH4hQBZldihnGSFsZauSJ/qljkQynp2V\nmqAcE+yodiSzY6zXqPyQfXYxpnXIxLQti9N29olEFixYAAA3btwQDexu3LgBAFVVkwWzDJOw\nPW+88cbRo0cPHjyoTzPNT0lgx9ZJHj58uKGhQdP2KDc6Orpu3TqJFeS/Si5duuTz+Xbv3k1+\nffnll2tqaubNU3u5i1DakEHQFc87oXLOCqRSPOqnY33x6AWGHqFj31OWoicbHv7NR4ekH0VG\nr0vkuefeU98wxZkdpnUoK5BTHwnsFMip6XqUdXHN+OwTQkxwONFdmNll1sjZLt50LvmuWihf\nnKn2IJXo4F2R8Ih95jjbQ9ZSPM5Yr1HxWXTQgWmd3tSPQzdxrQtseABmt6amJo/HMzQ0JDqt\nxPnz5wGgtbWV/EpyujNnztTU1AhXPnPmDAAsWrQo6R9tbm4GgEAgIKzxktPrlm1YzlIyhl17\nezu58eCDD2raGFVIyqvenj17XnvtNTatA4Ddu3e/9tpre/bs0WT7CKWB+ivGHLnmNBo61hcJ\nd5IpYimL0+ZYYnMsAQCGDgHQEmPSMRCjqAIKbLrODwuKojdM61AW4aZ1ipM7lE6O4tVJi+xK\nnbOHQld5CxkmEh9M8jGYdJUdvXmtcNosNY1EKQkeagseaiMBOvdnvNc7euytHBws0rBIVTJR\nsnSNdJEdwYyU0cG7yE/0yowJvyNy6UbZqi06thJpN2sEEzyuyXZyjR6jzinb5vPPPw8A+/fv\nF733vffeA4AnnniC/EpyuvXr1wcCAd6agUBg/fr17DrSWlpaAKCnp4e70OfzAcADDzwgXJPc\nJWxYzlJSYccy1Iy/wWAQANxu95IlSxRvpLu7e//+/XV1dU1NTdXV1YWFhaOjo36//+DBg/v3\n73e5XMuXL9euyQghdFsk3GkvWBEdO2qxVQGAxVpOusRa7fPj0Qtrmx7Zf/BEyTTgdnplq+oo\nquDWjcl7GSZCbg8NXXr55d9r2M6U6uwwrUPpoUnXMOHLGgezE6VmBgk9iuwcxasj4U6Jkeya\n/vL/eff9V7lLGCYSCVoBSBceCwCd6DtsejAKdqh77L8l2riaQfSQkMTEL/mu2kgolO90Bg+1\nYcRjBCRUZayXGes1ACiunxPp7bZOK2fGncxI8nf/vJnVo2ePzvn7f9e/pQhlUhq6r8r01FNP\nNTY2bty4EQCeeeYZtuTt/Pnz7733ntvt3rVrFzeD6+joWL9+/YYNG7Zs2fLggw86nc5QKPTV\nV1+1tbWB7P6LTz/9tNvtbmtrKysrIxv3+Xzbtm0DwRB4jz32mNvt3rZt2/bt28mapGHCCC+n\nKAnsWlpayOSwoVDIOJndxYsX4VbppmLkeW3evLm0dHLU9sLCwiVLlsyePbu7u/vYsWMY2KFs\nUbZqi5zpDs+OFfGWTAT8zof+tj8od9RqIwyhku0i4U4A4F3yWWxVdHyA3Lba5wPAXz3r/M1H\nn5VMo4FhGCoPAJKU1FGFmqd1hMzMDtM6lF3oiB8Ak5dsJT84Y5hIZIDhDFuXpE6BiSe51rI5\nkpcYoKRI6ZycETnYSZkxtsssS9lFOi8CAFR8sgSVDp+jw2H77MmZYcmME4nIqchD6mlVXsdu\nDWefyF5Op/Odd97ZsGHDxo0bSWzH1dHRwRthbN26dd9++63b7fZ4PLyVW1pa2ClipS1btozE\nR7yNdHR0kGHyWA0NDaJrer1eYQNyh5IusWvWrCE3vvrqK00bo0pPT09dXR0btClw6dIlAGhu\nbhZupKKiYvPmzd3d3X19fapaiVAala3awhv/JamJgN/5EA4jkgHsdaa9YAUdEz/PWKzlAJbh\nmxMAdooqoKiCKWkdE6Usxdz1h4Yu6dbe5GEcpnUouyS6pMGOsTxqyuu02oKQo3i1dN/Yl17Y\neatX7EQkaAVK7jfWY5aBh8b+75t7r2jRTJSE/PFzcaTdjIuEO5lxJxWfRdI6xnqNtp/OX1yR\nv7iCjn1P5Y0AgKXsYqKHT/T7S5auKVyIU0wilFaVlZUHDx48fPgw6X8KAI2Njbt27bp8+bLo\nfADbt28/ceIEO7AdALS2tnq93u3bt8v/o9u3bz98+DA7Yl1LS4vX603059g1ScP6+/vldLw1\nMSUVdjU1Na2trc3NzW1tbYsXLzbCFLGjo6Pd3d2bN29Ws5ErV64AwJw5c0TvvfvuuwGgr6+P\nnQwFoawgfwaJiQB+1ZkBwp5cbMdYm6MmFvGRiWKJ9aufB4C9ne87Syi2GywAP61jmEhoeEiP\n2jouiTo7TOtQNsqbWT3R78+bqbDILhem69Eqa9Np9gnSN5bc5p1X41H/C2u3vr+/1TFRQYlU\n1FkB4sKvsUlaR27f3Htl2vP8j4h2+qKjeK02rc9tcvoE8JA6OyyySz9OtwAvAND202Q5Rc8g\nN/IqZkR6fVRBCACsriAZt47cxVbVlSxdk+Zm5yZty+vYbWKRXbZraGhoaGiQGbotW7Zs2bJl\nW7duVf8Xd+7cqWxN4Sy0EvPSmozCMezIDmtubiZdmjMe25EZJ+bOnXvu3LkzZ86QKSPq6urq\n6uruv//+iooKORsZHBwEgOLiYtF7yfLvv/9es0YjpD/yQVbO52CsrcsIiXGXyNQTwswOAJ57\nevW/f/whQBgoi7OkDJgoe9dQ6CoAA2DVO60jRDM7TOtQ1iGXNAWuWtEuWvJHssPpejKOzDUZ\ni/h41XZWe7XNUUPHWscs1wsZ0Y+s/MxuzDLAW4OX2dnpi2Hbs9q1PXcpSOsIzOwyhf3oQttP\nszkdl8NVAwCxG32xawOW0t6JfhoA4mPjRXcuNv0XG4aibbJG2QbyysuTr4cQ0k7ywI4S+yKS\n5fF4ZPYo1jUEJTNO/PznP+cu7O7u7u7uBoDm5mY5Y8+RuUsSpXtkeU9Pz7PP4oczlGXIeHbk\nNu9zEltVh2mdodgLVgAAOwEFmX2Cu8L61c/T8YHPvvg6FBoAilxh3gQAZ8mMv3zyb8gla3rw\nMjtM65Ap4ewToHVXVp2K7Aibo0Z0XLkNG0/87zc/+WPB9gSZHbCzT3Br61i8tE6r1iKURdgv\nGqNjR21VE/HgmG16wpVt06ts06sAwLb8MhWfy1xfmM8Z/TwXqpIRQkglVbPEGgeZcQIA3G43\nmd2V/NrX13fy5EnS6TppZkfSPfXrIGRA5PvnkbNdZFS7WHhkPFQEAHmV9QWunB4XIINikSRz\nHk32jbWWgyCzo+MDDB168rEHuNlcPOpPZ1THYjM7TOsyDieBUYDbY8i5dE3o5AEFvWLHe71Y\n5pMVZr9QV/+b14/bfwEAQEEBzf2a1jpmuU5uJU3rsLZOKyNnu9RvAYtb04PXLcBRXjcaPCpc\njbEMAnVz6qJpjPUywELemrjjEEJIGpW08E26wk4+XSvs3G53d3f3m2++OW/ePOG9e/bs2b9/\n/69//WvpvrFNTU0gOT9x0hUGBvi9JxAyuP8cVntg3l2izSkiB1ninzDUnXLWpJjvKOYaRV++\n9fs0hprBULMo5hptWUYx35HFtPVHwscyweNUWb0W7UXInJjgcd6ScZ/HWiHycQIKF4tuIdbX\nU7j8p5o3zFCOB3v12Gx9mUvzbU5cOB7r6+EusVUtzps/5TR49f1uAPA52sdvJXREPl2xcPSn\nNmqY/Eozkwm47blyAMinviO/BuO3T7aZfRM0wZv46LG3bFXiR5ZMuXAAGgT7ucVCf8lQswAg\neuEPFucsdgWrY3LWLCY+ZYghyhqmLGMMXRAN11rskwcdHbpmn/9DhrqTsdyblubr6HjvcL2r\nJNOtQBqoqKjIncHRUFZIXmGXFS9ZdpYTUfX19fv37//mm29WrVqlazO4R/jAwEC5qTv5m/sJ\nmvvZAecJBqgJlZsqN2RFT1bswUi4yGp3Jl8PAKAGYLIQMh71j4Yv5OfnAwzR8bDNcd1qF+/8\nBaR0yOmEWE92DQ+cFbtPMXM/O8i2Jzh5jPAU5EP4qrDOzlbiBIBQKOSc2qvLUVxUlj1PWVqi\n3feM4Z/ghx9+GB8OkNtU3pTZIZgzV+HMAQCwllTGYjGbzQZzYPbp6LybL3BXK5zmBACwAgPT\nAYCCMSsTAYDp6y0A/QAQtfwgYlkCANxXTGbfBHlv4rwXpxwZfxMPFhfly26z6BMcD5n/ADSC\nWMQXjxZZ7c7o2FGL7VZ/9iV/PnruKOn3ylgvA3NrPDv+JeYMsPbGo2MFZb+3jD8JABMB//SH\nXgWAeNQPcBRuDUCZjbouBJ1OZ08IFjsZw+4+TRj59ameuZ8dyl4m6RIrjZTddXd36x3YIYSQ\n3qz2atpSYS9wQub6wCJkDommz3MuXQMAwr6xwpHssCesccSHA1Reoehd7PL4cAAKJwOFq/fa\nZ56Oiq5PMFDAUAWOFxvC2jYUoewUj/pFp8kqvGfF2H99aClwAjMt4YMt/UBPBxgGejptP03f\nHCh56O/JPew2I+HObPxIwx3G93jvsPG/20AZ9FcfB1Ru4TdPZ3KeT5QR/AnsTSzp8HNPPvlk\n0o3U1dVp1ByEENIXN4xIFEwghBJxLl0z0e8nP+zC2LAXAMZ7veQH0zojCB5qCx5qS5TWcVF5\nhXR4gC3Eu3xPku+tHS82aNA+hJTSdqYXTfDmX2bRwxHxB1j6wdIPzO3Dk74pPoKQ1V4dCXdG\nwp2q25g+3LQu0RKEEFJDSWBH3SJn5aamJoqitm3bpuAPpdkdd9wBANevXxe9lyxfvFjVKBsm\nY8CPEcbUdSGI798IIWQoclJs59I1zqVr8mZWs8ndRL8/1teT76otW7UF0zrjkD/XJGUv4P4q\nkdlhWocyi3zMNtqHbTrWR+avZ8UiPseshx1zahIlcVPSuuGI/Y6qgnk/io6JzFYhWsFnWIk+\n2+NnfoSQhnSvsPN4PADgdrv1/kMShoaGQEYBHQnswmHxrg9k+YwZM0TvzUFk/GmjfYwwIPZt\nG9+/EY/VXp3om2o5EnVOIYRhBBbZIaRMgauWJHfkp+AHi3FmQ+MIHmqTn9YRVF4hW2QHCTI7\nTOvSJt9VS+avV2a815vqCwBpKBbxsVPYk8yO/Ezefau2jh4L0WMhZmLMMWdyyF2LrSpRZpcV\nRXbSn+rxMz8yslAotG/fvldffZXUYL366qv79u0LhUKJ1j9y5Mi2bdtkrizN5/O9/fbb7J+m\nKOqNN97weDyBgNrOwto6f/48aVuiFeRUsL3xxhsURZ0/f15lY/Qdw87n8+m6fRaZJXbfvn2F\nhSIdIvr7+0FGcRyZQ/bKlSuiU81euXIFAObMmSO8C6FEeG/YXReCK+eXZaoxyGhsjho1gR3Z\nglaNQSinqMyvJ651ZddELmaVUlo3PDoBAAwwFMQBbExwgLFMfgw+Mxvu+a/80ZuTVyCX77HB\nEY9wC7UNjVq0Gk1RtHClmsCObEGjthgI9xvxrmsXVs6aL7GycZA8LjrUR98cgPxhiOcBhADA\nUuC0FpdHI7JiLJLZGXk8Ozl5HH7mR8bk8/lqa6e8b7a3t7e3tzc2Nm7fvr2mZsqVRSAQ2LBh\nAynA4q4MAF6vl7eytEAg8Itf/II8lqu5uZnc6OjoWLduXUrPRT+//OUvAWDDhg2i93IzLp/P\nl+j/YcOGDc3Nzb/85S937typpjHJK+zefvttair2LioZ9tWwadMmNa1Mavny5QDQ09Mjeu/h\nw4cBYP78JG91JKdrbW0lFXlcQ0NDra2t7DqI9zEigy0xMtG3c/zODaVBojACi+wQQkjUuT8b\nJzeSDmyHUG4SdgugY32ia9pLqxxzamyld9gr5pMfa3E5Q4eA4s9KofJry4yQ/0keP/Mjo+nt\n7SX5TEdHR39/P8MwDMP09/e3trZ6PJ5t27bxSudIWrdr167Lly+TlYeGhki0Ultb29vbK/Pv\nhkKhDRs2tLe3t7a2njt3bmhoiLnl8uXLBw8ebGxsXL9+vURFWzodOXKkvb398OHDiWZdP3Dg\nAAB0dHSwt0U5nc6DBw+2t7cfOXJETXuSfyhZu3btxo0b1fwNAPjxj3+scgvSHnroobq6Orfb\n3dLSsmDBgtLSUrK8r6/viy+++Oyzz9auXVtVVSW9EQBobm5ubW3dsWNHU1NTdXV1YWHh6Oio\n3+8/ePAgALS0tOj6LJCZSLxJ43duOevDDz8ULKMY+iuKcsjfSNNfLgbJ+WExlUNImibHCBbZ\nZdzI2S6VW7AwNFhuf3Xdf68dAPITr39vWZ7Kv4hEla3aoqBrM5h3mmbhd+FGKLITdgug4wNs\nf1geOi4ynh1DTRlZyGKromN9iQb3iEV8BuxGkGoGh5/5kaH87ne/A4ATJ04sW7aMXVhZWbl1\n69aSkpKNGzd++umnbJmbx+Mhad0rr7zCrux0OhsaGk6cOPHII4988MEHW7dulfN3P/30U4/H\nI1pD53K5XC7Xww8/TOrRnnjiiZQK9/TQ1tbW2NjY0CA+MkYoFHK73Y2NjevWrdu7d6/b7W5u\nbk4U7TU2NjY2Nra1tSXamhzJAzun03n48OHHH39c2R9oaWl57LHH/n/23j+6ifPa+90jyTYY\nYxkMhsStIIlrSkKxkrQOIb38MC0pScbkkoSDSdKsusYVt5y3ZKGudc+98unKsVZ73lVxF1ml\nC9WmdL2lwT4OySpWk7RccDEnkINTiJSXhODXAaxcExA2aIx/YOvH3D8eezLMjEYzo9/S/iwt\nGD/zzKNnZvRj9J3v3juWKSqhsLBwx44de/fulUyWt2PHjvXr1/NbamtrAYDIcHxWrVrl9Xo7\nOjrEJWU3b96MJWIJ6XkZkT58OjT5Yf9N+T7/49y17yySy4eIvwpyB0pXwob9qjQ7ir1SUPRD\nbU+HKgOS46CinTWoTV4WCoenF9np/8PAslwHcYAFkjQ0aHbZqtalOURlE9SdEMOGGUon8QtW\nRuPjQ9x86SbYaXPMoWaHpA8kuJWv1nFs3LixsbHx0KFDnKb27rvvAsDmzZvFnckIVqtVoWB3\n6NAhAJCJeC0rK2tubna5XMeOHUutYOfxeIi2GKnDyZMnAWDr1q3kX5fLdfLkSZqOmDFj69at\ndXV1MpGzUVFUdKKmpoblwbWzCmhubk60WkcoKSmx2Wx2u517VVVXV+/YseP3v/+9QK2T56WX\nXvr1r39dX1/PtdTX17/++usvvfRSnGecmUQKgMXAWI6oap2qbkiOwLITCnvKx48oESNQsECQ\nuIBvJQSJL8qT2cWY9i6dSecrbc155dgwo8+burUfVexLT2KJb8XYWCRN6Ozs5Is5fMrKymBa\n0SPs27ePZdlI3jFV8IeNBNGzuJR2HF6vt7W1tba2litSIVkmgUvd5vV6uRIZTU1NasNRSYir\njH5FdMyVK1dy3UhLJEgfmcjZqGRbno7ly5cvX748qrgm9tbxWbJkyZIlS5599tm4Tg3JCVR9\nJX/Yf1PeZ4fkCJSuBACU+OxYdqKg6MXbdyQiTbKJNnGQ3AAAIABJREFUU95hI0PhHWkk7sRd\nYkPLKoLEC2KXU+Kzy2Jv3akhb1x+HieOgqLnRof+VZXoxlfrMhRU3BCED1HBZGxoAiwWi9Pp\nbG9vly8rIRYT29vb6+rq+C1E0XM4HJLmPkFJDbvdTnKmNTc3K5knCXe1WCxEvhTj9XqdTqfF\nYjGZTABQVlZGdu1f/uVfSIsY0kc+clYeRQ47AWKrHZIjyN/cS4dbf6lFw9d5yn12KZ8AwkHp\nSlh2gjwEq7h2Iu1FQrkYkc7OIO59hNfHCIIg8jxYms9/fKOYErREfaR6D4SUrt95x+smD8Gq\nO153cOB8Fqt1UUmTK21DQVVwQsLhIgkb/iqHPcXeTLcoV4XEeAcRb0Ai6U9vby8AtLS0RO3W\n2tq6bt06mqY3bNigcHBSz4CUlZD0x0nicrnq6upomna73ZwA5Xa7LRaL1WptbW0Vb2I2m202\nG1ci4+LFizRN2+12heUsrly5AgCrV6+O1OH06dMA8NRTT3EtZJm0R4IMSAbXQLY57BAkVWgW\nF1LosyNzRqNf+jClx7HjAs2OogqAmpmaOSUXwfsIM78gcSRBOjWa7BAkvhA9bvSzEwLNbobJ\nzM5bVjovega0DEWJHpcOaaMLip6b8tnp58nnpON768KhwbDuQf5aJbnw0oc1D5Rqu9THyxgk\nIyBRqzIp+0nAKcFms6nyi9XU1JDcZVzEq81mM5lMDzzwwNe+9rUFCxaIh2IYpra2lqbpgwcP\n8tdWVVXt27cPABobG5988kmBr81isfDNdJWVlQcPHnz55ZetVusLL7wQyQTHceHCBQBYunRp\npA4kGd+qVau4FrLMz/0nhgx44cIFbWnstAh2/LOlHHJWvvWtb0mmOUTSn0y5jEgJMVqBUiKZ\n8eeMml16Qc2k1MtzasWINFQZJN9HqNkh8SJeL3jKMJifvZJBBjHDZL6r7gQ1AVTwrh6sAVgV\n9XyQtGLWN9fM+uYaQeP4YJZnhMggiM+ODTNhAIFmR0rEhoNXDQXL+S1iIpWIDQX6Iq1KIRo0\nO7yAQTKC3t5eq9XqcDgiKUper9dms5WUlPj9fhJnOjg4+Nprr0UKHRXT3Ny8du3aPXv2EGVQ\nUCnUZrM9//zz/GcntR2am5slZUESiHr69GmBBvfKK68IehqNxp07d7pcLnFnMQMDAwAwZ84c\nybWkHoXNZuNPyWg0Ei1SpqwEGZAMrgEtIbHasNvtjY2Njz/+eG1trXInJIJkBDF+HydfLDvl\nHRa0YGwsklpkLoIxNhZBEDGcmhPOPxPOPwNUEFjDXQ8qCLpR0I1GHELTHWgESQTKw13TJDC2\noOi5WaX/RumMxGfHf+j08/JmrtIZ7iU9w6FBQ0GV2mDY9AyeVXXBj2odkhH4fD6r1UrTdEND\nQ6Q+JpOpubl5165dzc3Nfr+/paXF6XQ2NDQwDBNpEzE1NTWdnZ39/f3Hjx9vaWmxWCzcKrvd\nbjab29vbuZaenh6YrkQhhrR3d3cL2u+//35x52XLlgHAJ598EnWGZMBIuh6Z0tNPPy1oJy1k\nrSRkQPFsFUJpSEWnzWEn4OLFi5WVlbGPk1ZQ1FfHc3BwcF4W3YEXXxwwDBPJB5sFJjttp4/I\nCv1MQNVWkmpdQtPKnPh8KNLpy5pri/R8A7799tuxD7Jp0ybx3mmO9UuJye7ToUlBi0AvHhkd\nLZo1S9BH8E5Jw9RLCknPF2ccwR3MaDJr74aO7smvmKBCCwHgr/8QfrB8BRWE8KxbI3dE7Xdd\n0Or1evmnq6+v1zbPpJFZp08DWbyD5Epb5uqaT1pdaZPYWBCVfw2Mn6R0RuBJb6Ojo7Omv9zD\nwYG8mRETRYUCfZor0iaBSPcR+acvO66oBdEYWfwGhOm94/+cjzv/9I4vxhH+42mljjblbN++\n3el0Xr9+XbldDgBaW1sbGxvb2trk60hEpbe399y5c4cOHSLOO7fbTcQ4hYoTd7JI/0jnTn6t\nkm4Mw5SUlERaSzb0+/2RPsAVTkASjUUnPvjgA+7PlpaWixcvsjwuXrzILxrywQcfcO02m400\nikv2ImmL2lt5aXLrL/lo+G5ObSSs2rVImkCFP50YeYt7jF3972G2P9WT0o5CdyeaQBEE4TMx\n8lbRyq8HvhyJ3pU1gG4UBBf/aK9D0oaMvtKeVfpvOkO5zlAeDg7wH3kzV+n08ySNcilU6058\nPhT7tW7UC/6sUesgvcuUIbHT1NTkdDrdbrcqtQ4ANm7cCDzXGCWFknEqKyu3bNnS2dlJ5KNj\nx46p3IMkQdLbgeyecn3iixbBjmGYxx9/nCy73e5t27YJvHLkuPf3T/2AfPzxx30+H2lvbm4m\n7keXy/Vf//VfMc0dQdIPVd/Q6abWKe+DpAo27J8YeYtir+jzKriHjloYZq8Fw2eC4TNqB0z5\ndZgqGQ41OwRB+OjzKoq//fykry96V/burM0q1bpwwgwXCJI15M1czX/o8yryZq4OB4Vpm8Qt\nfBKt1gkWNCNzwZ8dah2SCzQ1Ndntds7Upgoi8Dmdzqg9FYp3pOaswNTFRkPttDXzzjvvxKWP\nBrQIdu+99x5ZOH78uMzZNZlMx48fJ8tdXV1cOxeufOrUKQ3PjiQZbTfx0urWX5JRKMOlp1qn\ntieSTNiwn6IK9HkVLLWYawzedAOAjlpIHpml2WkQ4FCzQxAEACZG3uLnpFek2QEITXbKIGod\nanZIgiDXzO4BYXJhJVulCaRubCgg/TbkK3TEWxfJXhdphLggLkMf44CSwlzWqHX8i8OU39xF\n4o7P54tFrRMjo6aRCMuoNQwEwaRkK6/Xq2oaxCUmgAzCBXrKQNN0pGHtdjtN0zLSIU3Tdrtd\ncgLyg0dFi2DHWR8fffRR+Z5cB1IBl7B48WLBOAiSZUQV49JZrdPWH0kobNhP1LqoPYlmp0G2\nSz6apTfU7BAkxxGodcXffr7428+zwYnoW7IAFAbDImkEX61Tq9mlG0SzIw+ukchzwQlPODhA\nsdeiRsImyF4XqQx9jMMK5LknTMUxDoggScDn8zU0NERV62praymKilRWore3FwAcDkfUp1u7\ndi0AHD58WL6bQFZ76KGHAOD06dNRx+dz6dIlcWNfXx83oDyrV68GKZXwzJkzALBt2zaZbcla\n0lMAGZAMrgEtgh1nfYyaFZXrQJIIyjQi6Ukst+/S6tZf8pGR5NJfrYtlKyRBSKp1xF4nQEct\nVDt48u+dxii6oWaHIIgAfeEcNjhBHoJVU42sFocd31iX4xc2SILg63Tnr0cuaiwiDV+QRHHT\n51Vwyh15FBQ9pzOUs9RCsYeO3ydBs0poGXpOs8sabx1IXRaiyS5r8Hg8CxYsAID+/n55b93W\nrVsBoKOjQ3LtwYMHAeB73/te1Gesqakh7jN+EVgxra2twKvBunLlSgCoq6uTtOZ5PB6Konbv\n3i1o/+Uvfylo8fl8e/bs4QaUp7y8HACuXr0qObdVq1bJbEvWkp4CyIBkcA1oEew4otbxVVXo\nF0GyDElhLlPUuti3ReKFQm8dH22xsUkD5TYEQTQTnIgYVqMvnKMvnEMZCjjljjwoQ4G+cA5P\nrcPgViQtOHHtc7GrTpXPLk00u+CEh18LKxTo0+dVEPGOPAwFVQVFz4X1T4m1PK5nguYW9VI2\nLppddqt18u1IBkEiYWma3r9/v8lkku+8YcMGmqYbGxtbW1v5kZ69vb0knLalpUVhOC0x4tXV\n1dXW1nZ1dfEtbF6vt6urq7a21m6322y2FStWkHaTyUTKUJjN5q6uLk5W8vl87e3tZrMZAF54\n4QXBE7lcru3btxP3HwB4PJ6GhgaXy+VwOKLuLwAsXboUAK5cucJv7O3tJSPIm9WMRqPD4XC5\nXNyzc5AByeAaMETvIsJms9ntdgA4e/ZsTU2NTM+zZ89ym3CN3PnWHMebtty4cWNwcJD7k7+c\niZwaihI0HlWQPcKce6I0+nsjPdF8+pjhr34JVJboz/EuvB4pL1aoYg+y8QnYOeWNeNmndCaD\nmfrDJg3fgMFgUO0mFAwD5AOEuBZy4hiGgeH/KbtpEaU7EQo8rPSZmCNU6RNqp6eNyhI9AJyT\n/U0yMirnMnikvDgNz69yMnrySsAdTCj/azgOH8vfKI74LZPmp08X8rDUYgDhV1goNP05qS8A\n/V03OVj+2siI01eH75b2GIZJ/wubND99sZNNO3iqV+jjAIDR0ZFTvSPLFsxSOMigIZUHRBd6\nlyzws+sCAMV6ADwAENY/xW/33y4HuNtmcgfgdqJ2QeYymM+Rc0y8olmz4PXJRv6BQJVmww7K\nkN17BwBHjhwhMY7EZCcJ91VoNBr379/f0NDQ2NjY2Ngo6NbW1rZlyxaFz1tZWdnf3/+rX/3K\n6XRGCrJsaWkRxJyS8evq6tatWyfu73a7xRqc2+1uampasmQJv9HhcOzatUvJPEnqtkOHDvF3\n7dy5c6DMS0j6nDt3TlCRlWSH4/LCqYXSUFyjq6uLO2oykc9er3fRokVk+YMPPuDk0vb29rq6\nOpA6K5kORX11PAcHB+fNm5fa+cRC1Ft2DMNEjYkmrFn4QDxmlFRiOX2fDk0KWoifSJW37sHS\nfG3PLkbyzqHC05e5NwzT8w349ttvq91EbK+rfWYZOX2S8bB8wuw1g+4x5c+Vv3CN2ulpg3uP\nRLLajYyOFs2K+FuFvJXi+B5JMun54owjuIOJRvwto4FI76CU711UBAnslPPHNz4EAJYFimIB\n9AAAEBa57Sgu+kRcZaLi6TVkIW0vbNL/9MVINu3gnrMfiRtHR0dmzSoiy+ZypRJSql6QSt6M\n/FjXJJ8+tda52C96s+D1KW+jYxhm/pKNyZpLsiGnj/9zPvtQUq1VvPtdXV1///vfiWGLpmma\npp988kklhjUxHo+np6fn3LlzXI41m8320EMP1dTUkLKzYnp7e7u7u10uF1H6bDZbdXX1qlWr\nBL9kya6xLMswTEdHB1EYW1paqqurVVXV2L17t9Vq7e/v53aQoiiapjs7O5VsXltb63K5+MeQ\naGLKRUMxWhx2NTU1FouFHGWz2dzW1vbII4/wdcTe3t5z584RVQ4ALBYLp9Z1dXVx7dXV1dom\njSCZRfLDYPmseaBUm9s/c9W67IEdj7QmqlpHCLP9OmqRwmebvHYiaZod4TuL5qoNj03tuwlB\nkGyBM9wJfr2w06v0SZ0OkmMouTBzDwwr1+ySzMTIWwCgRDrX51WQzokLepVEw6Xvic+H8NIX\nyW60aZE1NTU1NTXNzc2xT6CqqorIZ/v27VO4SWVlZWVlpXKbl9Fo3LZtm2ZbGHHJnT59mhPs\nVB00sa5H6mYoMehFQotgBwCvvfbawMAAkTk5AU4SmqZfe+01sszXdC0WS1xKCCOJIL4ZMU5c\n+zxt70XnCBo0O7xkSQdYdiJS9jrDXLOSEUKBvvyiNfGcU7xRpdmhWocgSAywwLLT/+oAJMvF\nTrWE2CAVWbPDCxskFk58PuT2R0k7Q1Co2aXkBanc6Ery1iV0MgI0p6XLcc1OSZa65N/cRZBk\nUlVVRdN0XV3dhg0bFEYTysAwTF1dHU3TsQhfGgW7srKygwcPcm7DSESKbeareAiCJAFVml0u\nX6wgyUehZodqHYIgAPCXv/6BGb7rE6PEeE/tM/8qs0lgvBsAgJ0xHQBLTUl1RL8DAEpchI1i\nIQQAMrIdgmhArZaUhj47DWHp0z671QmaEkfsFSRyULNDDQ5B+OzcudPlckWt1qAEUtFh586d\nsQyiUbCDabfh5s2bz549+9FHH5HQYrLK4XBUVlaKQ4sBwGKxrF69Oi6CJZIgElFwCu9FpwMK\nNbtcu0xB0oGomh2qdQiCHDjwXQAACBuL5/Ldx37myz++sR0AfviiRIhNYLxbZygHAKORYdkx\nNszqdHlA3S3DsZOUbjb31+1AYHp1gNIVSk5G8sKGfMni1ygSCfIKUWiv41Ci2SXtSltzEkl9\nXoVu9F2AH8Z9SnzIuy8W2S7X3r/EVaeqAiwKfEh2Q/K/rVu3zu/3x6JZMQyzbt06i8USo/Cn\nXbAjGI1GEtWsJIteFmdwzCYUft8PGjI+r2oOElWzy7XLFCR9kNHsUK1DEOTAge+WlNxHltnw\nLf6qEuM9ZOGPb2zna3bEWEfUOgBg2TEKDCwEgBIV3KDy2fBtAODLdgAAkMeGRyhdkZIZcl+v\nOejQQZTAvULMJRGTtTNUhJpgo3iFpgJM36yWwE13nrJcKwTU7JDs5tVXX3U6nR0dHbGUSO3o\n6CBDxTiZWAU7BEEyC5mLmJy9TEkamzZtUtVf833sDEVSs0O1DkFyHGKs49Q6GUqM9wisdpxa\nF5zwUHCv3MZUPrCTAHA7ELh7RUTNju9pEnyxomaHCIg9VDMdCE54Yh/BUJCMJOaYvlkJfGOd\nWs0OQdKK+DrDKisrYx8wltoXfFCwQ5A482Cp6NZ9mrHmgdIj5xhxY0omg8hA8jRr1uxi2TZV\nCDQ7VOsQBAGRWkfp5rDhW5I1eUqM9/iZL4EXCcuHhSBQMyM+DZU/PDlMyXQQQTQ7SV0ANTuE\nj2bPF7d5HCejmRivK1hqcSjQlxzBDjB9czQ4tS5w061tczTZIUgS0C7Yeb3e06dPd3d3O51O\nJf0xHhZB0ocnTMXneZJdDl6mZASGgqoYC6sl7bI4jnxn0dy/fzoKqNYhCHJ3JCwfec3uj3/6\nyYv/9HOuJRwcAIAf1Fw1FFSNjo7OmjUr0tOdvDEcDvkM+XfZTMKhAZ2+VJ8vnTBERhFAzQ7h\ng3GayQfTN6sCTXaphdrlAgB2N53qiSDphbgqliI8Hs+iRYvq6uoUqnUIgqQb3NUJXqYg6cYj\n5cWo1iEIEkmt42DZCcl2Y7HxjQ4H92c4NKjk6U7eGJZs1+nLw6EByVXugWH5AgLZEQiJxAsN\nV1xZc5EWCvTpwv8VnPBMjLxFHrEH2Coh6gHMmiOsikj2OlVuO1WlKhB5iFrHX0AQghbBzuv1\nms2oviNIxrPmgdLcvEzJIAqKntNmsgsF+gqKnov7fBAEUU4iqq4jHJRuDqWbI9bsJFrCjKGg\nSrnjOJI8J8A9IC3wCUDNDuGj6rorOy7SAuPdgfHucHCApRbq9PP0eRXkEQr0EeUu0ROQOYzZ\ncYSRTEcg0iVas2MYpr29ffv27RRFURS1ffv29vZ2hhGmS+Lo6upqampS2Fkej8fT2trKPTVF\nUbt373a5XD6fT+veJITe3l4yN66FikxTU5PL5RIfk927d1MU1dvbG+NkKA2Rqu3t7XV1dWT5\n+PHjy5YtKysri3Ee2QFFfXU8BwezvIhqdu9gdu8d4A5mGoLqEwwjrCLX+Zd/I2mbpmFLSio2\nbTqYrAmq49OhSfkO4h0Uk/7JIiORZS9OMbiDBE6tU1h7XTlR30FKiPQOSp/T9/bbL/v9l5XU\nmuCKxpIIWTY8AlQeMzxknF381PefJqu4fHaRQmL59rpw6IY4KjZv5ip+i0Ctk6n7SUiOLpA+\npy9BZM0ORpJx+V9/aaglaaiFxc8mOTo6OrPAnzdztaBPcm4xio953I9wprw+o2avixQYK3l5\nljWZ7Mjp4/+cTw6R5LkExcZ6PB5J6xVN083NzVVVd93Z8vl8DQ0NLpfEDN1ut6CzPD6f7xe/\n+IVMdGZbW9uWLVuUD5hQtm/f7nQ6/X4/94KnKCrqVoJjwjBMSUmJxWLZt2+fzFZR0eKwO3To\nEFk4fvx4TU0NqnUIgiCJJpLP7o9vbP/jG9v9zJclxnvIw1g811hc6vdfPnDgu6S6IoIgSMah\nUK2DaasdRRWw7ATLTrAQBDZgnF3M3B7Om7larA7EjkJvHR/02SF8MjROk9jiFHYmxjp+7ReK\nvSYuBUOGTYLVTnBI0/MIJwGBWjdxvW/0s27+Y+K6usAODIyNBRkzXSJ8dlygZFtb2/Xr11mW\nZVn2+vXrDofD5XI1NTUJbGJErWtpaenv7yed/X7/8ePHAcBsNnu9chkh+DAM09DQ4HQ6HQ7H\nxYsX/X4/O01/f39nZydN03V1dXxHWwrp6upyOp3Hjx8Xy9OsFP39/W1tbQBgNpv5B9BoNHZ2\ndjqdzq6urljmo6XoBCeyPvroo7E8dxIYGBjYvn07AHR2dirpPzY2Jq/sKhwHQRAkjpA7z+I7\n2398Y3uJ8R5+C8tOULo5AFBSMoe0HDjw3fr695M1UwRBAO4OhiWFRFM4mVyBKqSoQgCAMEwX\no7itcNNI2eskkVTr3H5vVJMd1qBA+MjUQ0jb14naWlhieS6SQU+VFKgZ7pin7RFOJqOfdZMF\nw5y7TlPw1oD/9OtUXrnxO8/z2wM33aBXdBMFUUhUSY7a5Yqvz+5vf/sbAHzwwQcrVqzgGsvK\nynbt2lVcXNzY2Pjee+9xYojL5SJq3bZt27jORqOxpqbmgw8+ePzxx998881du3Yped733nvP\n5XJJeuhMJpPJZHrssccaGhqsVuv3vvc9Vca9RLBnzx6apmtqahT2J7swa9as2tpa/gEEAJqm\naZres2eP8tHEaCw6QYgaspRaxsbG/vCHP6ja5NatWwmaDIIgSIyQfHahQB/FXiHGOk6tm/KV\nTKt1fEpK7kOrHYIguYzOUE4KxUoSVa0LhwZ0+qkftDLeOvnqEwT02SF8JGWj7NCSBN46JRCf\nXYLmw5Hj6Zs5N5z/9OuGOeXkIehDGvMXVDAfHuYaiR2PHT4vPyyiHIUGuvj67Ijviq/WcWzc\nuBF4kZQA8O677wLA5s2bxZ3JCFarVeHzkmFlfFFlZWXNzc0AcOzYMYVjJgiPx+NyubZu3ap2\nw1WrVsHdB5CwdetWl8vl8WivsaPFYWez2ex2u+anTBpHjx7t6elRtcnQ0BAA2O325cuXJ2ZS\nCIIg2iFWu5GxkwCssbiUy61OUQVArCVSlJTc5/dfTtIUFRA1/dwgS83L2BR1CCKuNYEmu9Si\nz6uQEewUjZA/dfrM5cUa4mERJBICn90TpuIUTkYJBUXPRc1kJ6nWhYMDYZ2ETMCHaHZYMitB\nEFmNyHBinU5AaLSP0+wEVjskdlTJcHH02ckEC5IsZ/x0dfv27Ysx+RqHZBY8AcRYZ7VaBa49\nr9f7t7/9jdj9AMDhcEi68EiOOZZlvV5va2srUatsNtvatWtVudsOHz4MABoMccTKJt5TMtTh\nw4c1Owe1OOzWrl1LFmJRChPNxYsXDxw4ICkJy3Dp0iUAMJmiBDUgCILEheCEh+Rt4R7Bieif\nq392/UtJScVU2ibdHEo3R0atIxCfXZxmjSBIRCJVhsWKsUmDJLNT2FlsrwuHbuj082U2MZdH\nlFSimuxy2dqDRIJ7VaT5y+PToUny+HyCvuq/2D8ciPS4dSd8fTTEfwyNfHE1sHJg7Ktc/ne8\n7uF/HOY/7nilCyAgcUdfpKgb0ezg7toUkepUoMlOORpMc4muG6sWkpSNJG5TgsViAYD29nb5\nbiQlHL+lvb190aJFjY2NnBBmtVrNZnOkbHcej2fRokWct8xut69bt66pqUnhPBmGsdvtFotF\nQ5EGkr2OpoXSallZmcVisdvtmkvranHY1dTU0DRNEhPu378/DYtO+P3+N998s7q6+plnnuno\n6FC+4fnz56urq0tKShI3NwRBEADg4j4Et6lJ0CtMm+nEHDjw3dmzTX6/hvj9ktbWx0tLf07+\n2LRpk/oREARBkgSxBiusOwEAIxPBogIDAABVCOwEKcXDrc2buVp5jB4XAAtS9WFBq88uzeUY\nJIVk4msjL3wpoLtfsl3QYmCv8v8c/sdUoGV+2V3XP5O+vklfHzWD0S+rMBSkOIlV9sHZ64gG\npxBDsRkAxj7vIyY7Ss/kGY1ZUxY2JWiW3uKez05Ab28vALS0tETt1t3d3djYSNP0hg0bFA7+\nwgsvOJ3Ourq6gYEB5VnqXC5XXV2doHytx+NxOp1Wq7W4uJifXI9gNpttNtu2bduIAau3t9dq\ntdrt9pKSEiXp9q5cuQIAq1drqVV19uxZAJCMpV29erXT6bxy5Yo2k53GHHb79+8nml1DQ0NX\nV5fP59M2ToL4y1/+0tPT88ILL6iS3sbGxnp6eqqrqxM3MQRBEJguH0EeglVcexIyuSAIEl/k\nbXRoslPFpk0HlXcemQhy/3LUPvOv/D9DN4zjl98NfH567GI3eRzvvSA/rKRaR4jks4tksstE\nRQZBIjFieHbE8KxYmwMAA3s1SN3L/3Nc/91x/ZTHf/gfh/PLKshDsCFpzCt+9Pb53ydu5rmM\nWrUOAILDbgAQ5LNDM51mYjTKJdRnRyxsMkoIRVEURS1ZsqSxsdFmsx08eFB5PYOamhqbzQbT\n/jiKopqamlpbW7u6unp7eyWtZwzD1NbW0jR98OBBvs5VVVW1b98+i8XS2NgoLlNrsViam5u5\ncMnKysqDBw/SNG21WpXUtL1w4QIALF26VOF+Ebxeb3t7+7p16wBg5cqV4g5kQDK4BrQ47EiE\nMIELJ46KwN+YOD7++OOOjo76+volS5ao2pBUnFi0aNHFixcvXLhw4MABAKiurq6urn744Yfn\nz5eLj0AQBFECkeHkk78QOM2Ob7V7++2XY5yA33+gpKQ+xkEQBEHSB75OR3x2lG4OwFd5wThH\nj6F8niF/0pC3kPz5+K0BuOkDgMIlU7fTw8GBvJlPkuVQoA+guKAoYvLBNQuVFpFAtQ7JSkYM\nzxYF/0yWBW47zlXHSXWjF09OTkzkm6Jf/xjmlA8d3QMApet3AuYAjQeaJbbQaJ9+lsQpm7x2\nAn12GmB307GIbolz2BEnmsPhiGQB83q9NputpKTE7/fb7Xa73T44OPjaa68pD7Vsbm5eu3bt\nnj17iHYkqIhgs9mef/55/rOfPHmSbCUpC1osFqfTefr0aUEqs1deeUXQ02g07ty50+VyiTuL\nGRgYAIA5c4QV/Dj4OpgYt9st+RRkQDK4BmKqEpuG+P1+m81WXV29fv16tduSihM///nPf/7z\nnxO1DgB6enr27t374x//mLxoEARBYkSJWheMXHQ5AAAgAElEQVSpp6oAMYkB9aWhENYoRJCE\noMRAhyY7VdTXvx+1YI7AVUda/P7L9fUfkPQCfEePLvBgcLyC1d0kPbkiiWMXu2FKrZtS7kKB\nvoKi56Imv1eixKFah2QxxGoX0N2fF75EHnp2iJjs+MY6go4XpS7PDJOZLJDPzIi5QT8fwsrL\nUSFq3bjWFIGh0T6yoHkEhI9m0S1xap3P57NarTRNNzQ0ROpjMpmam5t37drV3Nzs9/tbWlqc\nTmdDQ4OqvGw1NTWdnZ39/f3Hjx9vaWkhie0IdrvdbDbzk9yR2qGRBETS3t3dLWi//36JOP1l\ny5YBwCeffBJ1hmRAzfUMjh07JnlAyIDi2SpEi8MunSGVdH/0ox8VFkZJwS6GVJwAALvdXlFR\nwY0wMDDw4YcfOhwOmK7XiyAIooGohdXEYMU0BEEERK2znE3U179/4MB3I92oEKt1ADA55q1Y\n0wkAYxe7Abrzyx4VdNAFHgznfUqWqfBcADDMKR+//C4A6O6byl6n/FNXUOVTvFbhOAiSuUzo\nlk/olk/9ERS67QBg9OJJw5zy4Pi48jFnmMxDR/fA8ogiBfe+O/H5EL7RojJ5vU9tPCwn1QFA\n/oKKyet9YPzqoxhNdprR4LNLaPa6X/ziFy6X6/r16wpDXI1GI0ke19jY+N57723ZskXV05lM\nJpPJRGqn7tu3r7e399y5c4cOHSIZ65YuXUrEOGLBk3e0OZ1OQR1bSccfabTb7c3NzfJzixo5\nKhkzyjDMlStXDh8+bLVau7u7I5XiVRiWKkaLYJe04Fa19PT0/PWvf92xY0d5uaKkwgLOnz8P\nAK+//vp99911XVheXl5eXj4yMuJwOJYuXSoTG3vjxo3BwUHuT/5yVpLdO5jdewe4g0lHF3qX\npRYDaKgQNH909I9h/VMAwLJsMBgEgFg+hskI6XZ8BKT59GIku/cOcnIHTw1Fz41COMKce6I0\nrYvRp9vpY1n21q1Ls2cLD9roZEjcOXhnAAAYhjlyjnm4f4GhfFlw8qNw4K4rt9HREQATAOjy\nbugM1wCA0o+EdF8PM9dCY/NZ3YMAcPuOioOwzAinvBI1KJ4wFSf/YKbb6Ys7uIOpghlWdOVh\n0I/fYUf5LZOfn9YZ7yFq3ejoSNQRdHnjgREGAD4wzA2d/FNBFQ2iT07BO+7IOeYJU8Tyzckk\n3U4fO3SKLNwZvxMYHZXvfBd3eO7mO+dhxn2h8TszpkthEihDeu1s7CTt9KnS7BKq1jU1NTmd\nTrfbrbaO6MaNGxsbG7u7u4lgJ6msKVGNKisrKysrt2zZ0t7eXldXd+zYMW2VGVKI0Wisqqqq\nqqoymUyNjY3t7e1qRUx5qLRV39Ry48aNH//4x9XV1SSjIUdtbS0ARFI6lXP58uWf/exnO3bs\nkAm2paivjufg4OC8efNifNJ0Jrt3MLv3DnAHU4EGex0HCc4CAOI0CQaDIyO3NQ4VGiKFYtO5\nSmwanr44kt17Bzm5gxoCXdM2JVPanj6Bz07eWwcAwx8ezl9Q8b/doweAcP4Z0kiFFo6Ojsya\nVUT+ZPXXyIJu8jGycMfrJmmzNCDw2aXE8pO2py9e4A6mkE+HJvl/Bm568uZK/K4uCH8sKCBL\n7HUAcGd8vNIo55cBAFZ/jQotpEKLAOA/h4cmr/cVf+d5sor72IzkaU25zy4NTx+XvU5txQm+\nvW6qZQSg8vsCE1Y2mezI6eP/nE80SjS7RKt1drvd7XZr08iISEcOl4xgx+8mA8MwpF6oqq0k\nJ6N2rZJuSkYgu0DTtFh6Urs7fLInh93vfvc7APjJT36SoPGJ7Y5EUyMIgqgiOOFJ+QgIgiCZ\nC8lnRx4CtW5yzEseArUOAP7zyxAA6CYf000+RoUWsvprurwbrP4aeVChhWQVN9RUFJ4m+GJB\nyoUDBEkogZse7l8BX8XGkj99qu9ncGod+fPOdOq0qXx2kSPQMZ+dgFhqTcR1Iog0UcW4hOat\ni1GtE8BKQVYRN5XHE+WHjEALJlspKe3Kx+fziRvJIAJTlyQ0HdMBJ7sQKfRV8+BZksPu6NGj\nPT09Npst0bVcUbBDEEQDoUCfZnsdAOjzKkKBPkNBVUnJfX7/5aKir2ucRmhIr0/lz0jB/flI\nMMOsj5LumVPZu5CMQFsdCax7qIH6+vcB4I9tdZNjd13B5xeaTNV7I231n1+GiM+OCi2iQosC\nI0yhXlGaHg2QfHao1iEIR/DWALHXqYJT60jqNK4GxZ6zH5lL5FIKZMEbUOGVkgzkSinuah0b\nGBB7qDCTXYzIxMYmVK1raGhwuVzyal1tba3L5fL7/ZK57Xp7ewGAZPmXZ+3atXa7/fDhw/LK\noEBWe+ihhwBASWlXPpcuXRLH9vb19XEDyrN69WqXy+X1erXVnSAB42Jhjuza6tWrNYwJsQt2\nPp/vzJkzvb293d3dRE3kxNTW1tbVq1dXVlbG+BRK2Lt3L4jKA/OJV2AsgiBICtm06eCBA9+N\n3i8yJSX18ZoMgmQcsf8QAgB1WV6QuHLi8yEZbY5wR1TKkNPsFDL62YlZ31yjdm6ETBcLECQq\nfGOdZGDsiOHZouCfxaUnosLqr/EdrwLcAxKZIsVkgWaXCIj0qbbuBAcRXiXyhqJmFzOSml3i\n1DqPx2M2m2ma7u/vl5eltm7d6nK5Ojo6SIkJAQcPHgSA733ve1GfsaamhqZpu93+0EMPySR3\na21tBYCnn36a/Lly5UoA4JehEO+Fw+HYtWsXv/2Xv/ylQPDx+Xx79uzhBpSHFEK4evWqNsGu\no6MDALZu3Spov3r1Kje4BmIKid29e/eCBQtqa2utVqvY+9fY2LhkyRJ+dd6Mxu/3A8APfvCD\nVE8EQRAEQZC0QJu9LvZtcxOF8W6SP0pJbKwSZpjMYskPQRCCZBismBHDs3nhS6pG5tQ6zl7H\nh1Pr3P7oIXIYGyu2182cdinKIxMMW7Cggh0+H8uskEgI5LlER8LSNL1///6omtSGDRtomm5s\nbGxtbeWHmvb29pJw2paWFoXhtMSIV1dXV1tb29XVxQ909Xq9XV1dtbW1drvdZrOtWLGCtJtM\npra2NgAwm81dXV1ctROfz9fe3m42mwHghRdeEDyRy+Xavn07cf8BgMfjIV5Ch8OhRINbunQp\nAFy5ckXJTvHp7e3dvXt3Y2MjTdMbNmwQrCUDksE1oNFhxxkpo/asq6sDgPhWyhAjY51T7q2z\n2+09PT3t7e2FhYXitdevXweAZcuWxTBNBEGQWKmvf//3v3+Couao3ZArN4EgCJJxxP4LXK3P\nDkEQJUSqPgEAyjU7rgKMJAq9dXxy3GcnaXnTFbgNxYpkOzGhEciba6b0jORaNNnFDuezS2iV\niSNHjhABZ8GCBRFnMh0uaTQa9+/f39DQ0NjY2NjYKOjW1tamXOGprKzs7+//1a9+5XQ6IylI\nLS0tAisfGb+urm7dunXi/m63W6zBud3upqamJUuW8BvFRrxILF68GAAOHToUadcka2tw0DTd\n3NwsjiA+dOgQN7gGNDrsfvOb35BjbbFY3G63ZMELt3vq/mRdXZ3afIEpYdWqVQBw/rz0rYPj\nx48DwAMPYMYZBEFSzMaNR0Ihdb9dUa1LZ058PoR2gEwkdoscmuyUE/tvb1TrECRGItnrJNtH\nDM+OGJ6dMSP6txvx1kWy152/XSBoUWKyA/TZiShdv1PePhwcll47eb3POF2rF0kc7G46oWod\nAIh1N3nKyso6OzuPHz/OpZajabqlpaW/v1+tH8tkMu3bt8/tdre0tFgsFq7dZrO1tbVdv35d\nMvB2y5YtFy9ebGlp4RLD2Wy2zs5Ov98vae6rqqo6ePBgS0sL+bOlpcXtditU6wDAaDQ6HA6S\nxk75rtE07XA4Pvjgg87OTvGsvF4vsfhJpgJUghaHncfjIdniLBbLvn37InWrqqpqa2sjDju1\n+QJTwre//e3q6mrixqysrCR1hQFgYGDg73//+1//+tfNmzdrjj1GECSXIVUjNNedkNxWeQUJ\nteoekky4XxQ5bgfIOOKltWH1CeWQkg7atkW1DkFSwm39s7PH/6yfPQ8A7sBdwQGcq04mb925\nvi801KzgwC9WAaXrdw4d3TNDKjw2RrUOTXYZgaTLKio1NTU1NTXNzc2xT6CqqopIWjIikoDK\nysrKykpJOU8So9G4bds25f0FkKx8YvFK26EjQ4GyZH+R0CLYHTt2jCzwxVFJampqyEJ3d3ei\no2JVIRknW1hYuGPHjr1790oWr9ixY8f69euTND8EQbILQ0FVKBAxLYjCEfh/Ervc0NCvo2p2\n6K1LZwTqA/60QBB5tGl2qNYhSOzIZ6+LFBg701Q19I++fH3FzPxLM/OvsLz3IhVaSIUW8TuL\n7XXLZk9cKpO42en2e+XLxRLwK1WSO163pGYnZvJ6TNeuCJJxVFVV0TRdV1e3YcMGzZ44DoZh\n6urqaJpWmOxPEi2CndVqJQtRn5irqut0OpXLqCmkpKTEZrN9/PHHH3/8MSnzUV1dXV1d/fDD\nD8+fPz/Vs0MQBLmL0tKfDw39miwLlDvOVYdqXdoiqTugZpc+jHs9k767fqvkl1XMNFVBvENZ\n0WSnCk6zKzxyBgDGNgq9OYJiiGrVOuU/ZREkd5i8dgJgViwjjE/ePzpaZsqPmAFKstYEAJjL\niyVz2EXV7MpKZsdeGfzB0vwYR0g3StfvBACBz07SXqc2EhZNdkh2sHPnTpfLdfbsWc58ppmz\nZ8+SAWMZRGPRiQxCstyEfA2K5cuXL1++/KWXXkrYpBAEyTkKip6bGHlLQ1RsKNBXUPRcpLVE\nj/P7DwjiXvX60pKSeg3zRJKDjEsINbuUw/zjLbKQf7ezY9LXN+nrKxq9BCvTKGggB1nzQGnP\n//MuWS48coav2Xl7dkyOedlwCG5TAKCnqPe+LNvwyE4A+Gx8FgCMBthZ43K6wyS7wDh/JUT4\nnZ99v94RJF5EMtkZv/0c84+38qWMcvJMXu8r/s7zwZtuc7lZbd2JNQ+Uxq7WZTEkNpYsC25R\ncK46DXnrULNDsoCamhqLxbJu3Tq/3x+LyY5hmHXr1lkslhiFv8QKdlz9XS5NIIIgSM6iQbOT\nV+s4UJvLLKLG9KFml0JkfliS9g9vBfI+PFwc1wzcaLJTxYXfHp1dYLg9ESR/Es2u70Qt+TO/\n0BQau0UZCoryKAAYHvP9x/v/FwBUPfp6qiaMIBnN5LUTMY5ANDuYtTBSB7G9jlPrACCSZhfJ\nZIdfoEogVrvRz06M/a/D/Pb8BRUz0WWM5Davvvqq0+ns6OjQnAsPAEi85quvvhrjZLQIdi0t\nLaTCiMfjkY+KJSZAQMEOQRBkGuXVJ2JMe4ekJ6e8w0ru16Fml3yIsS6qDeTxWUbjvaY7H7tg\n+gcPkkwu/PYoWeBrdn3Hn8mfvZjroy+cM3NiCKAQAIoLp9KzfHT2Zw9H0+wmfX3Gb0e/R4Ig\nuYMqtS6SyY4QGrwM8+5X9KRSqdMixcYKwK9OVeSVaHHSyYAmOyQlaC4KIUllZWXsA8ZS+4KP\nFsGuurqaLDQ1NR08eDDSDw+Px7Nu3TrBJgiCILkMscsp8dkp9NYhmYWqfPmo2SUf5UFbM0zm\nO17pmnpI4uDUOsLsAsOpvF8AwIzwfGBGw8apWNeiAgMULAgNX6fyC7nOM2Yu/OjszwAgkmyH\nah2CxI5MYCwwzJ2+N8Q5IgX2OuKtAwBiryMEb7oNc81izU5gssMvTSQTYQbWiRuN5ceTPxMk\nDdFp2KaqqspmswGAy+V6+eWXPR5hzSCv19ve3m42T30c22y2WOpiIAiCZBkFRc+FAn3kIVjF\ntaNal31oqG6pYRNEGxpSLM0wmbkcQEgSEKh1HDPCU2XBdMwoELVuGnZy7K6eMyNG5AkKjCAI\nAvEIhhVQun7nHa+bPITPdb2PPOQTDpjLiyOtQrVOLXE/vwkdNithBtZJqnXyq5CcQmMOO6vV\nOjg46HQ6XS6Xy+Xir6Kou6r/0DT9z//8z9oniCAIko0QPS444RFodvq8CkMB3uHIQjRLb+iz\nSwLaEqLDtGaHgbFJQFKtO5X3i0K2DCgIT4euGIbHYP7U73l98QIAEPjs8vPLxLGx6K1DkKgs\nnT2qtGvgtGRQ5CBLAS91GtHsTk1MkLX5Cyr45rvJob+x7E3+5uGh6/mlT4IoNpaY7PCLUgNq\nY1cpw2D+vHmJmUsuokSPYwbWxdFqJxBqJNEQCur1ek+fPv3JJ5/Y7XbSYrPZqqurH3vssbKy\nMtWzFNHV1RV7wdbMRaNgZzQa9+3b98gjj5BkdpFwOBwNDQ2xFNdAEATJYgwFVSjP5QIxGuVQ\ns0NyHDm1DgAAdLwfIXduDM+Y/5UHR1+8IDR8HQBYyKPyCmA6NvbhR1/nXHWo1iGImIT6pGZ9\nc82sb645ce1zsV8uMH4yPDoAABQ1l9/OsjcnBtt0s8rzZq4SxsbO8gPgtySSMaiyzpHOyYmQ\nVVt4gGGY/fv3W61WQTun3Dkcjl27dsUypaamJrvdHt8UdZlFTFVit23btnHjxjNnzvT29nZ3\nd3NWO4fDUVlZWVVVZTJJFO5BEARBYmTTpk2pngKigjUPlMai2aFal1DGvcLMHmoZ/ezErG+u\nicdcEAkiRcLKINbsAIAaH2UDE2w4zIZ1wLKTvr78soqZJrxlgiASxKjWaa48EBg/qdOXs9S4\neBXR73T68sD4Sb5mJxMkiyAIHxnZy+PxmM1mh8OhfDSfz9fQ0OByuWia3rZtG1/88Xq9Ho+n\ntbXVarV2d3fv379fs9WO0/5ylpgEOwAoKysjQmyM0imCIAiCZDGaNTtU6xINEW40b06qT6Bg\nlyAiqXUfGX4rv6FAswMAXX4h5BdCKKTX62GYuTz8jvnbB+I2USRmsLhkrnHi2uf8PwPjJwFA\npy8P3ZZLKBm63aefXUE6m8tX8Udbs/CBxMwUQeKJtsx08Y2NFeDz+cxmc2dnZ2VlpfKtiFrX\n0tIiroVqMplMJhNN07t377ZarQ0NDZ2dnXGdcg6hpehEe3t7a2uruNYEgiAIgiCR0CC9oVqH\n5CwXfntUxls3Rvm4eNhI3LkxHGlVYfHiseErmueGxB3i58Jc9WlCXE6EhkF0+vK490SQtCKW\nOhKJq0Hxm9/8hqZpVfGwra2tLperra1NrNbx2bVrl8PhcLlc7e3tMU8zR9HisOvu7nY6naAp\nJSGCIAiC5CxrHig9co5R3jmhk0GQdGbpT9eDpnhYDoHDLhLurnqBeFdYvNhcg+Y7BIkVGdek\n2F5HNDh5ex2BmOy42Fj+mGiyQxC1dHV12e12t1tYuFkGhmEaGxtpmt6yZUvUzg0NDd3d3XV1\ndRs2bBDUNvB4PD09PaQoAk3TW7duramp4YJn+SUyuOUcFKC0CHZErUMQBEEQRC1PmIrPK5Ds\nUK1DEABY+tP12jQ7JWrd6T9PVZ0rLF7Mbx8bvkJWrXy2S8NTJ4FPhyYl25lh1kdJrxLzYGl+\n/GYUE3wrFgbGppzk+Bz5ytrEyFv6OY+Q5WDel0o2N8xdAAAAC0IBd0ERFo1BMoPYLXKJCIzd\ns2ePxWKpqlKR0fXs2bMAIO+t4zAajVu3bnW5XGfPnuUXeyXRstyfLpeLVERwu92qJpP1aBHs\nLBYLanaS3LhxY3BwkPuTv5yVZPcOZvfeAe5ghpOhe8cMK70txjDSmtYgG70gffpTQIXPDUQM\n1gOAR8qLP7h0Q6bDN4rT+jik7etT8hV4Z3w8MDqiYpQ84eszODLKpusuayDdTt/8f3rkyzd6\nhK15crfZ8+bOCgaDgsZQeHohFAKAcOjOzOJv8Fs4CmZ9nSyc/vPah9b+mb8qTT6CZD5LI314\nikmTfQEA9u45Uwa5VyD/9XlqyPtEabYVuEvtG5AdOhXnEZkjVOkT3F+Se6cLjbIUAwAw/D+V\nDjv6PhR/CwAodvT2HekjpvySQwa1b5PYT1/s007oWzvdviDiS3bvnSTt7e0ul0uVvQ4APvro\nIwBQLqs98sgjZCtOsCNqHU3Tzc3NZByGYd577726ujqz2ez3+41GI/mWJ966HDTWcVAadr63\nt3fJkiUA0NbWpsQGmTtQ1FfHc3BwcN68eamdT0LJ7h3M7r0D3MEMJ3P3LpIrRADDMALPPEf6\nWEI0Mzg46KOKAeDD/puSHb6zaG7UQdL5OKTz61PyFTju9aiqO3HP5FX+6/OO1z3DZM6aohNp\ne/oEPrtTeb+IlMNuxvxiYMdYdoLfSFEFd8IzASAUCo3fnorFKyqJnl2bRMtyVrs0eetFdNhF\n/vAUkyb7IunnimSy478+uZjKbIqCTPkbMBH2Ou5sSu5dcMITCvTp8yqCN9VJBgBgmGsm2xoK\nJIQDhZcc8qh6m8Tl9MU+7cS9tVP++kwoZO/4P+fjTlyS0MXXYUdRlMVi2bdvn6qtamtrXS6X\nqgNFURRN06T0hNfrXbRoEU3T4uqxra2tjY2NfJUJBTstDrvKysrr168fPHiwrq5uYGDgiSee\nuPfee7kivgiCIAgiicKLyEGWmpcevyQTyncWzRVrdkrUOiS+zDRVTfqiZ02SIWvUunRGEBtb\nyJZJ1p0oKA2x4VsAQFEFpIVlJ4ANhNlxQ9gPABQUUMCyQOl0ij5ksDxFSsDA2JSQoGBY+bNJ\nFDfNg+vzKkKBPknBDkEQebq6ugDglVdeUbshiV3VvNXp06cBYOfOnQK1DgA2b97c2NjY3d2N\ntjAOLYIdP/8fP/BYnlyWRREEQRBEjECzQ7UOQWTga3YPB396Ku8Xgg4FpSFOpwMANjwd6Uzl\nUZAXpgAARoav63SGcDhYNLskDIooLF58+s81aZvPLqPRrBDxSxZgqYF4kUKRVIO9jmxlmGuO\n+2RSS5pYX5Fc4M033wSAFStWJPl5P/nkEwBYtmyZeBUXCYtwaBHsEARBEASJC5xmh2pdEoj4\nQ+jJuqGje2aYFP3wY3jhSne87tL1O+MxNUQREWtQsMGCeZRQraPyBL1uM9d1Oj0ACwAs5OtY\nf5gqUfK8qNklAnm1Dk12CIIgiaO3t9fpdLa0tCTtGWmaJgt2ux0AxPY6RBJdqieAIAiCIDnN\ndxbNRbUu5ZSu33nHq87igWpdSlj60/Vk4YnAa2OUjyzz1To2PCKp1nGEw6Fi4xyY1ux0rD/B\nU0biDN9eF6kFySC02eti3xZBcplz584BQHV1daQOlBRklcPhAACv16vwuUjP1atXxzrpnESL\nYMdqIu5TRxAEQRAEiSPKNTu16h4SRwSanSASFgAk1brR20MAEA6HZhsXsJCvgxEAYEFF9Jm7\nq17znBEBSoJhJfugNocgSIYSe72IOFacOHToEKip9Mrn4YcfBgCPx6OwP+lJtkLUgg47BEEQ\nBEEQKF2/U6HPjnjr0F6XQohmx4bHdPowwwwSVx0bHgmH/ZG8deFwkP8nX7NTYrLD6hMpQXmS\nOxTyMhT29kiYvaZ58zB7jb09Er0fgiA8fD6fy+Wy2WwyfWQ8WI8++igAtLa2Knw60pNsBQDk\neX0+n2RniqJqa2sVjpwLYA47BEGQZPP22y/7/Zf5LSUl923adDBV80EQhKN0/c6ho3vIsiCr\nHdHygiOj9276v1MwM4THxMhb978CAHBf8EWdofyNDoexuJRlxwGA/EtRMwWbsCxbXLKQDUuU\nmlCVzw6JHc21Jk4NeY1GY1zngqSSyWsndNSiWAQ7ANBRizDjIZIpGMuPMwPrNG8br2lcunQJ\nZONho8zEaGxra6urq2ttbd22bZt859bWVpfL1dbWxn16P/TQQwBw/vz5mpoaQWfixeOy3SEQ\nY5VYJYGutbW1RL5tbm7W8FwIgiDZxIED3yULJSX38dv9/stkVX39+ymYFoIgPIh1bvSzEwK3\n3QyTedY317CDgymaFzLFxMhb+rwKAAgF+kjLi5utb3Q4gA0DUMZiIwCw7DjR7JjhIdJHr5dw\n3lEwqSoqFkk+yrUYLBeL8MFyq0h6ok2zi6NaBwBXrlwBAJPJpHmELVu2HDp0qLGxcXh4eNeu\nXZG6tba2NjY20jS9ZcsWrnHlypUAsGfPHrFgd/jwYYhBScxKEh4S63K5YLoUCIIgSC5z4MB3\nS0ruIw/BKq6dU/QQBEkts765hsS9co9Z31yT6knlOhMjb3FqHQCEgwM6QzlZrttU90/PPmks\nNjLDDDPMDA+PMswNhrlhLC59cbP1xc1WioI8HRh0kDf9MOjy86hAgZ4q0FN5OpihG5+hp2Qe\nOip1e55FaLbXKQl6xcDYDIJ7JRh0j2kz2YXZawbdY4LREASJysDAAADMmTMnlkH2799P07TV\naiUOLX4NCq/X63K5amtriVq3f/9+/oYmk8nhcLhcru3bt3OJ8Hw+X1NTk91ut9ls/Mx6xG1H\nujEME8uEM5TEhsQqz0SIIAiSxRAZTqzTieE0O2K1Q78AgiAIH06tExAODer08576/tOCRkOB\noozaFFXAshMUVRiHKSLxZvLaidPw9VTPAkkgBt1jwfAZHbVQ+SZ8tQ5BMgtil1Pos4uvt47Q\n3d0NADFmGCgrK+vs7CQeOmLSEuNwOBoaGsRPtGvXLr/fb7fbnU4nv10cl0nTtMvlMpunUpTk\nYC3T6IIdOQeSq7jY2KhYLBYVk0IQBMk6lKh1XE+///Lbb79889YlAOgD0FEUYJ47BEFyG763\nTiE6/bzghIdodsbiUmZ4aHaRRkOB339Z+cc4EgnNNqjgTbdhrjl6P7zRlSFIvhLC7DWFmp2k\nIw8z2SGZhZLY2ESodTAdBBmXlKDbtm3buHHjmTNnenp6uKhKm81WXV392GOPlZWVRdqwubn5\n+eefP3bsmNVqBQCLxfLCCy+Ig2RJjjyiR+VmbjsqqkjJMExJSaxZeI8fPy4++tkHRX11PAcH\nB+fNm5fa+SSU7N7B7N47wB1MLiQSVnn/oaGLAMCy4Rkl95OWIkMBAHB1Kmpr/5w+e5cI0ur0\nxZ3BwUEfVRzjIOmcmie7Tx9k+w6m7WvGvIIAACAASURBVN5JqnWB8W4uJDY44dHppWfO+eze\n6HDMLpqj0/ESwrABSlc0tchOULqIcp7ffzl9cox+OjQp2c4wjPIfYMn/GNGs1p28OQQAhrlm\nhTuYuYJd2r4B44KSvVOiy4cCfQVFz8VvXnEju08fZPsOkr3j/5xPGpKyXYKkOiTjiO6wMxqN\nx48fX7dOYzUTm822du3aVKl1AwMD27dvB4DOzk7lW12+fNnj8Rw4cID8WV9fX1VVdd99eFsV\nQRDVqFDr2DGWnbh567pebwCAEKu7w1yeYbwPAEaCE0WGAm6cI0c2/vjHpxI2ZQRBEARJO4I3\n3aBX9H2qwWR34vOp4iRrHihVPTMkfhQUPTcx8hZZFih3XJGZ9FTrsgy0KyYTTpuj/mBlf+RI\n7WSQdENRDruamhq+0qyqSmwKGRsb+8Mf/qB2qz/96U8dHR38FqLcbd68+aWXXorb5BAEQaZh\nw7cA4Oat6zBdxzDEsgAUALDh25OjQIHOT43xtpjT2vo4AJSW/lzhU2zatCnOk0YQBEkWwQnp\nnMg6Qzm/7oQMpNuLm61/+o9flxinHSJsACiJ0rFi0spel6HEaK9LKJxaR5ZRs0stRI8LTng4\nhY6gz6tQmJISiRHybkXNLslQf7ACanaIiMQWnUgtR48e7enpUbVJT09PR0dHdXV1bW1tRUVF\nYWHh2NhYX19fZ2dnR0eHyWRatWpVgmaLIEj28fbbL0ftw4ZvUVQBWSZqHZ/JUT/AHBbCYVan\n46UN1etLQ6GE/4ZBEARJB0KBPskoOX1eRTg4QJZ1+nmk7oS429QqQzkA/O/P/B9/fmefsXhK\nkeE+fll2glsWgGpdChGodSxzHoxPKNlQucmOr9ZxLajZpRxDQRXKcwiCILroXUSw08R9NnHk\n4sWLBw4c2Lx5s6qtSKLEHTt2LF++vLCwEAAKCwuXL1/+k5/8BABOnjyZiKkiCJKtyCcpZ8O3\nOLVu6KaXU+tC05+ulM7AhoNkkYVwiA3xN9frS4eGfp2YiSMIgmQYSnx2HMyw1A0PqRKxXPJQ\nJBY02+vEBG+64zUUSKl18u3J5MS1z1M9BSQX4b9b4/jOReQh9jrxMoJoEezSH7/f/+abb1ZX\nVz/zzDPKt7p8+TIAWK1WcZGN+fPn79ixo6enZ2BgIJ4TRRAktxGrdTJ9xU1KNLt7Pg3c82ng\nwm+PapwigiBIGpM3czVnslPIi5utL262MswgV24iEsRbh/a6VBFjMGxUwUtelUutZkcmj5od\ngiBIjhNPwc7j8TQ1NVEURVFUU1NTV1dXHAdXxV/+8peenp4XXnhBVX3bL774AgC+/vWvS679\nxje+AQAo2CFIjODVJ4EfCcsnJGdepgQmu6jc82mAW0bNDkGQrITT7AwFVeHQoJJNwsGBH770\nOz/zJXkI6sP6/ZfJA6W6uBB3k45yk53MJYcSPS4dfHYIkkzE71Y02SUBsaUOTXYIhzrBrqur\ni0hy4lW7d+82m80kpBQA7Hb7unXramtrfT5fHKapho8//rijo6O+vn7JkiWqNrx58yYAFBVJ\n324l7VevXo19hkhGg3pTLOAdYwJfrfMzX3LtsmodgQIQanZ+/wHJrny1joCaXQ6CbzckR1Cu\n2XGOvB++uO+HL+4zFs9lhv2cSEdSGaCxLuUktNaEciUuJZod/3MbP8MRJLuJpM2hZocQlBad\nIO45l8sluba1tdVqlXhJuVyuhoaG/fv3l5WVaZ+jGvx+v81mq66uXr9+vdptz58/DwDz58+X\nXEvaz58//+yzz8Y4SSRz4fQmhZmMESQqoVBAQTwsrz97152WSNUnxGod4cJvjy79qeqPRyRD\nwY8sJDvQ51VEqjtByJu5GgAC490kk52g+gT/T4q9ljfzSW5VKND3zA9+RKpSIolAmz0nqloX\nvOk2zDUrGUr8AahWg8MaFMkBa5KmnEjvVjw1CJJCFAl2vb29ZnPEL0Wv19vY2EiW29raNmzY\nYDQavV5va2ur3W53uVy/+c1vmpub4zPfaBw6dAgAfvSjH5GSEapQUlJWbdlZBEE4BHeMc0FB\nKCm5T6LuBDsm2Vlsr2PDQUon+SkdlvdHR1LrCKjZpZwHS/NTPQUEySQMBVWhQF/UbnkzVwfG\nu4k2J64YS4x1Yd0KriUU6MtQqS7SZ8ggS81Ls48Xbb/zDSBtK6P0jMFojGU+2hxzydTsxJa6\nXLhkIlIRCkMpBENfU4K8jY76g5X9kSPRc3C5XLW1tTIFRT0ez7Fjx4g9y2KxrF69mgg+qp6l\ntrZ29erVDz/88LJly2S8XD6f7/z58x999FF3d3dnZ6eqp8hWKCXFXmtra4m3zmKxWCyWqqq7\namy3trYSwc7hcOzatUtyw4sXL1ZWVsZz4lL09PTY7fYdO3bw7XW1tbUAoOR8R+0ZtcPgoKLM\nKUiGcmrIy//ziVJTqmaSoeTmATxyZOPs2XftKQUMwFc/qPzMgE6XF5b6KGbDwbyiBcExcd46\nVkd9JeSFw0NG46vcn1/rDYuHmj27WNByz4vVCncByVBy8x2HZCu60LsstVhhZ4q9QrHXqHA/\n1xLWP8ZtTrFXphufitv8kPgh+OyKC+QD8JR3OKZBTMJv0rgjs+/Z/RnODp0iC1TpE6mdSc7C\nnYJI5MipmT9/vhJ5JF5EjXtNtGDn8XiIMSvSXjc1NXFJz/i43W6BKCQPl1StpaVl27Ztkbpx\nypLMlHKN6A47j8dDRDeapvft2yfuwB3ThoYGwaqdO3eSbc+dO5dowe7GjRt2u11bMGy84L/D\nBwcH582bJ98/o8nuHRTv3YlrnwvuJGT07if/9IkP4Pkgk7g7xunz+qQoymC465OWDesoSn93\nn0gbg06nB0okwLEsC6yOtxn3FPd8GpCsJyuYAwDc+I9zaeuzS5/TlwiStnfGIMP/M2mHNLtP\nH2T7Dqbx3v1wYuQtmajYu6kCmPohwcXJAtwAgNHR0eKSKkOBip8ZGUQanz4VCD67+DAMo9bW\nQZg3b96Jz4e0bctxnoGE++yGvJEmmQVnNtLrc/LaCeD2Ong+c012mfsGvOsURCJ4ftiwLEN3\nUAnJP31KstQl1GTHqXWRIGqdwLPV29t78OBBs9mswZJlsVgaGxtlBLvGxkaLxeJ0OlUNm91E\nLzrBBYFKhrV6PB6yYLPZxF8wFRVT11WffPKJ9jkq43e/+x0A/OQnP0n0EyEIAdMAI0qor3/f\n778s30ey1gQbDhbMvlfVc8lHworBGhRZjGRQVUpmgiDxoqDoOSWBsXxCgb6ZJf+toOg57hHW\nP5Wtal12kKBPqhPXPo9da0u0Wie/7/gZjiBIHOnq6pJX6zwej91uJ54tvpmusrKyubnZZrNJ\n1jCQ56mnngKegiR+Rq4PwhHdYXfu3DmysHjxYvHaCxcukIWnn35avNZkmjJv2+32hKaxO3r0\naE9Pj81mi1QyQgk/+MEP/vrXv8r3qa7GILJcJNJFUi5kFYkLOX4A6+vfP3Dgu8JMdtPo9XnB\nUECQq06JWhdmWR1FhUJDen0pqFfrCJjPLivJ8Xcckt3IV58Q9Ez0ZJC4I/8ZNWiIyQKz5oFS\nzVVfse5EghCnTsNMdklGefY6dugUzNuYyLnkEMqLwMbdZMcVGwAAm80mGfEKAMeOHYMIni0A\nePnll+12u8fjURUYSzr39PRIbkWMYkuWLFE+YC4QXbDjHImSDu3u7m6ycP/998dxWmrZu3cv\nAER6tYGyTHb33nsvANy4cUNS9btx4wYALFu2LMapIkiugfeECRLVJwAAQF84P3j7Kr+FDQdV\njVxSUq9NrSOgZocgSKZAakQoiY3N3IISiCpGPztxx+vmt8wwmWd9c02k/to0uySodUoulrLv\npguWJUVyE+VqHdc/jprdokWLyEJnZydN05EkFGKgk/RsAQAJhr1w4YIqwc5kMtE07XK5JKNi\nXS4XTdMyYbZer/f06dOffPIJN2ebzVZdXb1q1Sq+VEXqKPj9frF+xTBMSUmJxWKRTPWWniiq\nEhsJhmGInEfTtEyxj0yBCHYjIyOSgt3IyAgAzJ07N9nTQlJN1AiFLLt4SjI5cgDr698HAOKz\no6gClp2gqAIAuB0QanMKvHUsl6WOlKqIRa0joGaXTeBHFpL1FBQ9NzHyFlkWKHecqw7Vuqxn\n6OgesjDDdFdU1x2vm0h4pet3Sm6oVrNDb11yGPe6J69/5YrVFbjltVckLqgtDotaanbgcDhe\nfvllJQKOfOrPgYEBtU+9devWurq63t5egTDX29vrcrna2toibdje3l5XVydoJModTdP79+/n\ndmfr1q0ul+vChQsrVqwQ9CfhoZkVdRuTYMfFw27dulWyg9c7VerIYrHE8kRRiaW0KwfR6b74\n4ov77pNwwXzxxRcA8PWvf137LJEMBN1hMZKbd4wjQWJjAQAgVGL8SpUrmH3vxPAAqT2hKG/d\ndLmJcPjmvNKff1kaq2aHah2CIJkF0eOCEx5B3Ks+rwJT1GUlAplg6OgegU7HwbUPHd0Tu2aX\nHLVO+dVmNl0ycVLR7c/+SM28AwD5D0zHOweMMBFde0WQTEStvY7bKl4mO0nrmTasVuuuXbtU\nbfLII4+AVElSkodt6dKlklt5PJ66ujqappubmxcvXszN3+PxOJ1Op9N55MgRzrW3cuVKAHjn\nnXfEgt0777wDAI899piqOaeW6EUnHI6pV0Zvb69g1alTU+WfIx3Zvr6pqyhyYtIcotM5HA6/\n3y9Y5ff7yXGQ1PKQHAdFPUQ59fXv19e/bywu9TNfDvmvTo76yKOguJzSGVRVmQiHb84w/reR\n4AQAfPlgnuYpoVqXTSiUyJMwEwRJAoaCKn5BiYKi51Cty0qIskP+HTq6R0at4zPDZCadJdcq\nUeLSTa3T1j+dCYbPjPS3GMqK9DMe0M94AALGqUceA0WX8ismZpjM5DymeqbZiVp7XSxbIemD\nQrWOqB9iCYgQqXBEVIhOd+jQIUE7aYkUYEvCOvfu3VtVVcWff1VV1b//+78DQGNjI9doMpks\nFovdbmeYu2qOMwxDit5mVmxodMGO0z5dLhe/3efzkcBmmqYjHdk9e6Y+Xr/1rW/FNM1kQfZo\n7969H3/88djYGACMjY19/PHHJEeezWZL8fyQ5JJNl0QpQdUd44TOJN147vm/vLh51/3ff417\nfG3lTwFgctQXbVOWAh0AhMM3uaZYNDtU6xAEyQ6CE56Jkbf4j+CE9M8J5T2R9ESJWqekp7we\nh5GwcYS86XShd7k33Z0v/8dIf8t478UpnU5AwAgBY/j2SDj/DETTXhFtoO6WErTZ62LfVgNP\nPPEEABw8eFByLVfnQAMtLS0ul4svBZJ4WM4oJmbfvn0sy3IVTflI6o8k6PXkyZP8xkyMhwUl\nIbGrVq0iC1artbi4ePPmzUajkdQWIe2R4mHb29s5jU9sR0wtkeJkV61a5fV6Ozo6SI0SPps3\nb8YSsTmFKgkpmyIUkOTwwYg5HDqp05dzLfd//zUAuPT//iJ/VqTbPlNqHRu+OcP4M/HqLx/M\nUxUbi2pdlpGbQVUIIpPPjgTMcvnsJkbe0oVGQ4FZUXsi6QNfVhjv+j/nLn9J1eZE61EbG5s0\ntU7bDcsM+gznvz1ZitHnGQEgMN4dYj+jCib1c2bCuNzmVGjhtGb3mKC6CJJCMJNdLrBixQqu\nhuzLL7/MubhIFKqG7HUcxMvFj4ol8bBEIlSI1+vt6+v76KOPuCKofEjQ67vvvkvTNNeYifGw\noMRhZzQaOWGrsbGxpKSEoqhFixZxGf62bNki2MTj8TQ1NXFJAY8fPx7XOSeWl1566de//nV9\nfT3XUl9f//rrr7/0krrrAyTXyDWPWFRyOcQjKtzOhkPCb7v7v/8aFyd79xqWDd8Kh2+Gwzfz\ninYItiImO1Djs0O1LsvAdxySm5CKseQhWMW1E8mA9GSpxVF7IukJ8+Fh/XwtqWnkYyrF2hx6\n6+JFpLdneGxg8gu/Lv9eCM6CmVdlRgiN9VGhhWQZY2PjSOz2OjToaSB2i1ySTXbNzc1Es1uy\nZAk1jdlsBoD9+/drHpakU+NHxZLlSGnWODweT2tra21tLdGj1q1bZ7VaBWGghLKyMovF4nQ6\nfb6p31MZGg8LCotO0DTd1tYmrspB6nEIGqnpbOgEh8NRU1MTyxRjRLLchHwNiiVLlixZsuTZ\nZ59N2KSQdOfUkDdeyTgRJBJ5M1cBQGD8Lp8dTFvt/r/TvyWaHRtmAQCA0ulK82e/BAChUEhm\nWCU+O1TrEATJdIi4JlbfxISDA6ND/6rTz4vamdPs0GqXJohFgeCw21CsNCRWIXyfXTLVulhu\nnKS5yU7m7TkxdGjiiy/0s6frS3Ca3bh0Gt/QWJ++sCKcf0Y3+Zi8XxJB0pl4aW1xrD6hhObm\n5qeffvqdd94hbi2bzbZ27VpO3uEyhgkkIALLspJjGo1GogOSWrEkHtZiscj/+hZUiXU4HA8/\n/HBFRYXJZJJ89ldeecXpdJ45c4aY7DI0HhaUV4ndsmXLypUr//a3v7lcLnJAV69evWHDBvnD\n2tnZyXchIkh2k+YXT8kk60M8YkFwcPJmrgqMT2VY4Ct3X1v5U+K/u3omSOmKog47EpwoMhSQ\nZXnNDtW67APfcUhuokStIxgKqsJBRfE7+rwKQeVZJB0YjzkccvSzE7O+uSbSWnTVxR3Jt2dg\nvJuCuQBf3NUanAWGUfnRSGysbjLDYtnSk3iZ4zAwNkdYsWLFihUrmpub+Y0kA51kUjklrF27\n1m63X7x4sbKyksTDyktpXV1dpErszp07ly1bpsQlR/x6XFQsiYddsmSJtgmnEKWCHQCYTKZt\n27Zx5XJlsNls1dXVq1atQo8SkolgpFiM4AGUR0oieQAAghMe/q/E0HBf/oIfGAqq3v7obUHv\nIAQNhiif3pE0O1TrEATJAkionXyfUKAvHBwIBT6ndMZwaBCmXD/fizo48dmhyS7l8GWFyet9\n+QsqAqOjoMlkN8NkvuN1ywh2ySf2i6W0veki8/YMjw0E/VJZ64jPTtZkx/0pr70iSBoS31DW\nJJvsJCEqG1dZNJKZLhLLli2DaTWNJKGTTy335ptvAsDevXvFEqGgFCwH5+N79dVXFyxYYLfb\naZrmsuZlECoEO4WoPVsIklbEeP2UthdPmUIuH0BDQZWhYKri9uS1EwZdafjWLViofUCxZodq\nXVaSxUFVCCJJVLUuMD6VgjocGtTnffUKD4cG9cH/CIwvyZu5Wv4pULNLOdmdIStetzbT8DNc\n5u1JsVcAIHR78Kt4WD7BWTDz6tH/n737j46qzPN9/91JhUAIpoQk/sgYZKRBHYZgD12KugCx\nF03LqeiAcgjSnnXpJhM056pNPLPWvcWZ24taM+ssc+6Fu9LXDLTMGkHlpNU7JlcHuQcEjiiW\ntCZMrjQZMN1xohISrMIQCKlk3z8e2Bb1O1W7UlW73q+VxSr2fuqp50kI2fnU99nPJ3+4cGkw\n8PANU4qXz7tfPdbz/5iB2Wt2Mfc7iyI7C6uurm5ra/N6vWFrsOK861wkxj3m1J9OpzN60Zza\nlDZsQZ9a6xrWypUr3W73p59+evvtt0vkvVIznPmBHYBcZuF3jNNl1apVQUf6+/tLS8Nd7IZ5\nspz89X71kLQOQC4YuXQ4z1YxeuF0/g2zVWGdIS+/VLQrebaKkUuHY2Z2yGSpuJMdUk279Jk2\n6ebg9bDXvPHhMdFEdO2GKdfdBuTCpcE3Ptkvsv/fL3laz/9GG505IYON7fOBK0FHfBf0Pi34\nYBR3z5hk6oiQoVKxU8QEFNmtW7eura3tyJEjobc4O3bsWFtb2+uvv57MesolS5Y0NzerLSxi\nRmlOp7Otra2npycos+vr6/vbv/3bSM+67777ROS1116rqqoSkR/+8IcJjzaNCOyA75nyhid5\nE5J03SKgpN+6vOuZ5Sd/vZ+0zqqIyJFr/MMdkU6pwro8W8Wl02+ODYtW+Ik2uVBGekUk74bC\nvKICERH9wsilI1peyfDgm3n5pdFjO/9wh1H4jIkUTxFQ9mZ25t45JKP+D4/y7RndGx8eu6Go\nSLRR0fPl+sVaRn7XcuSlJx76yyRHmONSUbhKkV1MaV++mhi1s0R1dXVra6txr7Oenp4PP/xQ\n3U7upz/9aTL9B8ZnMaM0lR7+3d/93fPPP6+Wtfp8vt/97nfbtm0zdont6+sLLdPbsWNHbW1t\nW1tblq6HFQI7IBUy6uJpIll4iUdWI62zKr7jkINGR05HWQ97+cxp3X9MH/XmF9m1aYVa/p9I\n0VkRGRs+N3ZpkohIyW0il/LyS8dG+0dHzohIpMxO7T5BYAfEL8q3p/98+G1D3vjwmIjcUFQk\nIqLnX83swpk2eepv339L9LcfrVxjznBzT5LJmmbrnxTnCg9kv/Ly8vb29gULFlRXVwedqqur\n+9WvfpXkdgVz5sxRdXPqcfTGa9eufe2115qbm9XaWIPT6Wxvb1fHvV5vaGDncDjUgyxdDysi\neekeAJAp2CoBmSD0zU9r38cHAEwxcunw5TOnbTdW5BVKfpFdHdT1L0QvEr0ob1JZ3pSSvCkl\nowN/UKfy8kvzC+4YG+03bniHDBH2p96km2ZfORu8e6//Qrxbx17uaZ9cmRHleKm42sz8K9hI\naZ1yNa2Lw7QpU8wYDoC4VFVVnT179vXXXzdWxbpcro8++uill16KZ5/WmFS3O3bsiKdxa2vr\n66+/XldXZ4yktbV19+7dVVVVzz//vIgYpXZBU1APsnQ9rFBhByimX+vkYMWKhZd4TJhI2RzL\nDRCK7zjAMNj1f+pXptpurBi73Hv10JQhXbuijd0Y9N60Nnma3/uV//Jg4W1VIqJK7VRmx13t\nMtmUygWhgd24ZMg2BdH/p+23xX2P2qyVP63U2Hfi6krY8ZhmK367p2WDPJea0QE5J/qWoeXl\n5WvXrl27dm0qXmXjxo0bN26Mf0hqJC+99FLQ8Tlz5kR6SldXl4jU1dVl6XpYocIOAAAA2c52\nY4WI6FcCdpkYyxcR3e8LaplXODX4iK0itYND3MZbVB5/kR3SxSiv08dKdDlfYL/67TbutE4b\nFT1f14ft0+/YtetB08cJwHo+/fRTEXniiSfSPZDEEdgBqVpKkPkrFEyUm0s8zBX9txQWxiIQ\n33GA4bvOl/OmlYrI6IVrN7yfMiR+m4jo/osSNrObVjr85fd3xx/z96qtYydmwEhMyY8eHz3X\nncATL/e0z1hOQVb66WNlSXcR/vZ2ABDq2LFjan8MtYFGlmJJLBBmeUIuLEkwF4vpgInEdxxy\nltoLwrix/YXjb9gqpmhj079vcS2tk9F8yR8NerqWd0n0G+RaZld4W5VaFZtnq1CZnbEwNvru\nFkiFmG9NTa5yXun6fyfddN3XJfp2saR1Eyno21Mi3L1u8m1V7xwIc7epKDtOKPrIcP7UG3X/\ndyLy1ls/W7Vqd7IjBmBFmqYZj7du3ZrGkSRPi75oGePS398fuxEAhNAHjsbTTJvxQKpHAgAZ\nLm/0XV27XT0ePtFaeNvomL9ELn2ujuRPvaSPXH1DOm/KsO7Pl7ypIiL500REy7s0NnK1zGfs\n4nnbrX8mIpp+fizvbhHR9G/G8u5TZzX9D2P5j0zQlBD3z8HLHW0ikl8267qjRfPCNvb3dopI\n0eK/SnZwiFvgt2f4BmPHdO3m//v/+b+mTZok+QWBpzRtVB8rDP80zT92Wcsr/r5G77vveh59\n9O3kB5ywf72Q7C/RP7hBi90IE6usrIx4xAI2bdrU3NxcV1dXV1dn7DuRpaiwM1Pgd3h/v8VL\ntKw9QWvPTphg5rnij2tn9EmlpZKFsxsva0/Q2rMTJpjlsmJ2w4NT8wtKRORyT7s2ZYqt8Io+\nel632URECq5IXr7kXyvS0fK1vHzNli8imq1AREZHLxUUTlInx67Y8i4PFNgrxkYn2QqnisiY\nf3Ke7ZyqDxodmVpYnOmfiiBZ8eWLJJ6fgz6f76bF60XE98kb19fZdYcW2V3uab911f9q5hBT\nL6u/gorx7RnK5/OVlJSI/GTk0mFN0zQtT8ZG1TfmNWNaXrgKO21Ev5yfnyf5tu9/ddU0Lb2f\nqz7tStCRaxOMV+mMSaaOKOUs8O8zCmvPLte89NJLoXtTZCkCOwBIs/jvT8d2sQBQWLx6ePDN\n/ILZV/pOTyqfPSaff7/XhM1/dT2sMlwohcO6/6Jmm6r7fVpBwdhIWf61Cp68aaVj3/WL/fsd\nJ/JsFWP+XrWsr7B49YTNCOO9T2vJjx73ffKGeqySO2Nh7OWeq2swWQmbFsa3Z4x2up43uVhE\nxi4PXsvs/KJPCWxyxauJiGh6QfFI/g23pWS4wATasWNHkj3U1taaMhJkEQI7AEin8f6WcuWb\nQ2ILv/YHAHKECgXU4+t2hg1lZHaTCmTsT0SCi2JCkdZlhZIfPS4il3rar5w9rY74vSIikysX\nTL1zafrGhdiZXcGUJaLtFX1EtIK8ycVjlwdFG5WxSVrAL6ZXvJrImIjoY9rIxZL88WwnCwCW\nQWAHEZFD35zhFubx49MFAEDaaZN9IqIPXZKCKzISdXFZwRWRAv1Kv8gNQWfGRvvz8kuv+6ut\nQjCBktkGfUrlgimV3y+GpQg9c8TctkXLK9bHBkVEK8zXpFD35+v+YXVqZHCSiC6aJlqBus3b\n5XMXJpcFf/MqXJZnlIu/P2RUuSpk6EAyCOwgh745I/y0ixufLpgosd9S9IGjUvqo2WMBgGRN\n5A/HwuLVgwNf+vPf04cnawVR6+ZG82Vwmj5lSNNE/Oel8Oag80ZCN+bvtRVWUV4HJEl9E0Wp\ns7OX3OL1fW0vuUXXh/O0Yl0f1gpEK5giIsP9uuTlieQFPSUws/N6u+32WcJleSYZ2L9NPZhc\ned0NJS/3tKsIj1XqmcDn89nt9igNEttzw9iVlS07TBf8XyEAAAAwXsZvzhP5omPfTtcKL4vN\nL6GZnc1/9eNSkYjIpSLJv6zZ7ED0swAAIABJREFUhkX7LrgTf6/6KJiyZEJGje8lU16X6t6Q\npMLi1aMjp9VH0KmVP1knouv6sJZ3o2hFWt6N6mN4IF80W6RfUS+fu2A8XrVqd8wBTPB/R7ls\nYP+2yZUL1EfQKeO4keghjc6ePWt6nx0dHWEfwxQEdrku8CcZP9Vi4tMFEyXzewW/kwCAVnDa\n/23v2LfTx776ExG5mtkVDl/N6fw2uVR0Na0TERH9O330kl0fHhbtO9G+G7v8b3klo3n5pXm2\nioIpSwqmLIm5iA/AuBQWry4sXq02ctH0Pxj5XX7BbJF8Le/GwMaBeVwkgW2iX5an5S2EHDSw\nf5tK62K2VJkdsV16/du//ZuIHDhwQI8ggT7feOMNEXn99deNxzARgR0AAACSkpY3tApv+j5c\nG+u7WUYm6d7pMlx4NaeLdFc7/1RtdKY2OlNGJhfd9HzBlCWBIZ2tsCrVw4YhFW8+8YZWhvAP\ndwwPvqk+VIWdrt2u8rvC4tW2wqoNGz7weruN9vGkdcr5/tMbNnwQepxsLl3iSevG2xIp8tln\nn4nIvHmm7V/n8/ncbrfT6Vy7dq3T6XS73T6fz6zOIdzDLseFfTOKe0BEwqcLJkr+N4or3xzi\n7toActbFz8OUaWiFl2M8zX9eJt08drlXK5qSkmFhPMb7U0yz9U8qLY3dDmll7OAcVK+q6R3D\ng+fk2h3uRGTDhg927XrQbp8Vf1o3pPU9MPKrk7/ef3Z1tCvwoLcQuFxPkThr6wKpOjvuZ5cu\nhw8fdjqd5eXlZnV45MgREVm3bp36s62t7ciRI06n06z+QYVd7or0NhRvT4XFpwsmMuv9f+oI\nAGSCSIvRUsf432/qnUv83/aqx2PfTh/7drqMTApzP7sgtov+3knFc/7nwGOjI6fZbgJIktpo\nQn0EndK129VxI9FTzvcH3+EukiGtTz34bmS4aO/noQ24XJ9ICaR1CvezSxefz9fW1mZumvbu\nu++KyP333y8iy5YtM46EpWmasT1FnKeOHTu2ZcsWTdM2bdq0d+9eVb4XpR/rIbADAABAgtLy\nG/LI+XbjcWBmJyJXM7spQ2Fiu4IreZNGdP0r/1d60Z9elyaQ1gFJUqtf47kLpMrsVGy36NJ/\nfmDkV0YSF4WqrXtg5FfGkbCZnRDPARGoHSf+/M///NixY//1v/5XFXtVV1fv3Lmzp6cngQ57\nenqam5vr6uoqKytFpLy8vK6urrm5ObHeQm3ZsmXRokVut1tEmpuba2pq7Hb7sWPHTOk8WxDY\n5ajoP8n4OReETxdMxI54AJCMsIthgzM7tddEwZXrPkYm+X1T/V8P6/5zIuK/lvqFbmEJIAHx\n79miWp789X71V5XZqY+glsZxI6r7bmTYOBua2W37/H+EfUUu18118feH0t4DxkvtOLFo0aJF\nixY1NDSog21tbbW1tTNnzty7d+94O/zwww9F5JFHHjGOqMfqeJJ27typ7o536tQptSHG2bNn\nd+zYsWjRouQ7zyIEdgAAAEhEhryhNfXOJaF1dle3oRi84fuP4cljgwOTKxcELuNStXWU1wHJ\niLO2LlB+wew//Q/fGX9V1XNFermR0KmPIr08qLAu0NDau0MPtp//alwjQQIu97Qns4PE5MoF\nl3vaY7eDqdSOEyJy4MABr9dr7Ax76tSpxsbGmpqa8WZ2r732mogsXrzYOKIeq+PJ6Ovrq62t\ndTqdu3fvnjNnjjpYXl6+ceNGl8uVZOfZxWqbTpw4ceLEiRMtLS0ismLFinnz5i1cuLCoqCjO\npw8NDa1duzZKg9bWVhNGmW7xXEBzf1YDny6YKEU74rH7BIAcEba8Tpl655KLvz+sHtturBCR\nsW+n5914XkRGh7z6UL6IFFT8mWowMvS7/CkVVwb2Fd361ykfNGBpCaR1Sn7B7D/9D6e/+Mdp\nxpF7/M9Ef0pgeV1oWhc9qjP3cv3uGcH7UPfrWmnIQSBzHD58WETa29urqq7bD33OnDmbN2/2\ner01NTX333+/Wt8aU0dHR1tbm8vlKikpMQ6WlJS4XC63293R0RH0KuPy8ccfi8hzzz0X2Lny\n+OOPq0WyOcI6gZ3X621qavJ4PMaRffv27du3T0S2b98+a9aseDr59ttvUzU+ABj/jnhhsU0e\ngEyQgW9oTb1ziYgMnz39fbXdtyIiBRU322YVi8iVK4N6/hUR0UZLbHn3TtjAAERy1zPLjbWx\n8QtbW2doP//Vgum3hh7nLXbksui1RyoIe++99zZu3BhPbyp4WblyZdDxlStXut1uj8eTTGDX\n1dUlIvPmzQs9dfvttyfcbTayTmCn0rr6+vp77rmnrKxMRIaGhk6fPu1yuZ599tmXX35ZHYxu\nYGBARNxu9/z581M+4jSJf30KP9KETxcAABkjSnldoMKbZhfeFFLvMywiMnrxYt7UqerAyPn2\ngukLKFIGkuEf7ki+hzgzO6O8jpWwgOlUvtbW1hZPYOfz+Wpra0XkvvvuCzqljtTW1q5Zsya0\nPi5O6hZ75eXloacS7jNLWSSw83g8Kq1bvny5cbCoqGj+/PkvvvjiCy+8cPTo0cceeyxmP198\n8YWIxFkFmo3GezeZHA+h+HQBABBWWt7QKpie+C2TFC3fVxBwrU9UByRpdOR0YuthlfyC2aMj\np22FVTEzu+hpXSiK7IAEtLW1qQeapoWe1XVdPTh58mSUZkab0DgP42WRTSeOHz8uIg8++GDo\nqblz54rIrl274umns7PT4XDY7XZzhwcAAGAZCbyhlfyLpugeoKb3CSAxdz2zPGabSGld2PI6\nau5SJ8ldI5LcswJp984775jSBjFZpMLu6aeffvrpp5PsZGhoSJXpmTKkDJTY5XLOvg2V1Z8u\nFvgAACyGe4AClhepzk6V140rrYsiQy7Xs9rUO5cmuc3r1DuXmjQWmKOvr09E6urq1F+NYrqw\nLd1ut9PpjHJTvOrqarfb/R//438Mu6w1JrVzRV9fX+jTfT5fAh1mL4tU2EVx4sQJubYKOjq1\n48TMmTNPnTr1T//0T9XV1erf2f79+8+dO5fygQImUfUCVA0AAFIh4Te0TB8JAOuJVGcX50rY\nIJGyPP5HQg6qrq7WNC1S4KVuDrZkyZKY/agtXKPf6k6dVS1jUltMBHI4HCLS2dkZ2vjs2bPx\n9GkZVg7sent79+/f73K5HA7HwoULY7ZXO0688MILL7zwgrGE1uPxNDU1/fznPz9y5Ehqh5ti\nyfxYysEfaUcHehJ+bg5+ugAAAABTBGV2340MR0nrYpbXsTA2RWYsfy6xIrvLPe0zlj9n+ngQ\n07p160QkUqzxj//4jyLywx/+MGY/O3fuFJHFixdHaaPOqpYGl8slIh0dwTvV7N69O+jIvffe\nKyLbtoXZaerTTz+NOUIrsciS2CDV1dXG4zVr1qxataqoqCjms1SoLCJut3v27NnGU3p7ez/5\n5JPGxkaJ9e8SSLvAwjoWxgIAzJXk+38sQwMsRu0aEXPfidGR03ljZ0YuTTaO5Nkqojw3cG1s\nYrV1MfE/UvJmLH9uYP+2cd2NjrQujX760586nc7q6urW1tZ7773XWG3a1dW1e/fu5uZml8s1\nZ86c6J10dXW1tbU1NjZG3621pKSksbGxoaGhq6vL6POhhx5yu91btmzZunWr2pRWvXRohFde\nXt7a2lpdXb1p06bnn39e9eDz+X73u9/V1NQkNv0spUVZnJylzp0799577xUXFw8ODra0tIjI\nihUr1q1bF3MrCbfb7fF4tm/fPmvWrNCze/bsaWlpefnll8vKyiL10N/fn+TgUySZejHDAzMs\nu3lukKz+dOkDRwP/qs14IC3DAABYUpI/InPnWgLIHXmj7+ra7RHPjh1TD3Tt5sDjmv6NiGj6\neX9BxDsXff2q54sVN0c6KyKdvngXx80ruSnscf5TStLQkb8XEVvFvHga+3s7RaRo8V+ldkxJ\nKCsrS108smPHjiR7qK2tTbKHvr6+X/ziF8ZWsIF27NgRfZWrsnfv3pqamvb2dpW4RdHR0bFg\nwYLXX3997dq1xsEtW7a43e6glu3t7QsWLJCQG+eFNnY6nVu3bg3b2KosGNgFGhoa+uCDD5qa\nmhwOxy9/+ct46uwi6e7ufvbZZ+vr65cvj7iBkaZ9//ns7+8vzYy7Gpu4QjPwbajMmaC51KfL\n5/NFf9MgHhP/rl3Y+9aFLbKz6pfPYO0JWnt2YvUJWnt2wgSzXPTZmXJFkd6Sllz+8lkAE8xM\nw4NvRqqwG7l0OM9WoR5fvHhx6tSpQQ3G/L15torC4tVhnx7z/5z4l7sumH5r2OMm/o+UpV++\n+EWZYDx1dhleW6dmF/jrvOkyIbBTDh48+P7776sszOl0Op3On/zkJ5WVcYXXmqZF324iUHV1\ndVtbW9Cn9ODBg7/97W+bm5vVSz/66KPl5eWapkm4DO7YsWPvvPOO2+2uq6t74oknli1bNt4x\nZDtrLok1FBUVqXytqanp+PHjySxoVWV3Ho8nSmAHpFGkXSZYGAsASJ5Z7/+xDA2wmMLi1aGZ\n3cilwyJipHVhjfl7C6YsEZHhwTdVP+N63XHdnK79/FdhMzv+RzKFWhurHgcld8Z97jI5rZsY\nZsVtyVu2bNmyZcu2bt2awHPHFWiGzdTUq7/00ktRujXyu/vuu+++++4LHKraNCOezTGsweKB\nnWJsMpL8Heg8Ho8ZI5o45m6AYPkfaXy6AAAAgHEJm9nFmdaJyDvvveb1fSXyfxhn7fZZ0+//\n36I8PYGtJCJldjCFyuMu/v5Q0E4UkysXTL1zaXrGhKxVV1fX3Nx87Nix++67L+iU2jQj5r32\nLCMnAjt197p9+/Y9/fTT6R4LkBKRyuuMsxTZAQASxhtaAGIydpAIXAkb1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NKJxA0AAFjYXc8sj361Q1oHIFRVVVVVVVWObC4RidUCuxMn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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 600,
"width": 840
}
},
"output_type": "display_data"
}
],
"source": [
"# moisture by location plot that now includes data collection in August 2020\n",
"WissDat.Rain <- rbind(July29, July30, Sept23a, Sept23b, Oct7, May19, Aug5, Aug6, Aug8)\n",
"WissDat.Rain$DistJitter <- ifelse(WissDat.Rain$Date == \"23-Sept (A)\" | WissDat.Rain$Date == \"23-Sep (B)\",\n",
" WissDat.Rain$Distance, jitter(WissDat.Rain$Distance, amount = 5))\n",
"WissDat.Rain$Date <- factor(WissDat.Rain$Date, levels = c(\"29-Jul\", \"30-Jul\", \"23-Sep (A)\", \"23-Sep (B)\",\n",
" \"7-Oct\",\"19-May\",\"5-Aug\", \"6-Aug\", \"8-Aug\"))\n",
"alpha <- ifelse(WissDat.Rain$Date == \"5-Aug\" | WissDat.Rain$Date == \"6-Aug\" | \n",
" WissDat.Rain$Date == \"8-Aug\", .8, .25)\n",
"options (repr.plot.width=14, repr.plot.height=10)\n",
"WissDat.Rain$DistJitter <- jitter(WissDat.Rain$Distance, amount = 3)\n",
"print (ggplot(WissDat.Rain, aes(x=DistJitter, y=Moisture, color=Date, shape=Date)) +\n",
" geom_point(size=6, alpha=alpha) +\n",
" scale_x_reverse (name = \"Distance (in meters) from bottom of hill\", breaks = seq(0,200,25)) +\n",
" scale_y_continuous (breaks = seq(1, 2.2, .2), limits = c(1, 2.2)) +\n",
" scale_color_manual (values = cbp1) +\n",
" scale_shape_manual (values = c(19,17,15,18,19,17,15,18,19)) +\n",
" theme_minimal() +\n",
" ggtitle (\"Soil Moisture by Location\") +\n",
" theme (text = element_text(size=20), \n",
" axis.title.x = element_text(margin = margin(15,0,0,0)),\n",
" axis.title.y = element_text(margin = margin(0,15,0,0)),\n",
" panel.background = element_rect(fill = NA, color = \"black\"),\n",
" aspect.ratio = .6) )\n",
"\n",
"# strength by location plot that now includes data collection in August 2020\n",
"options (repr.plot.width=14, repr.plot.height=10)\n",
"print (ggplot(WissDat.Rain, aes(x=DistJitter, y=Strength, color=Date, shape=Date)) +\n",
" geom_point(size=6, alpha=alpha) +\n",
" scale_x_reverse (name = \"Distance (in meters) from bottom of hill\", breaks = seq(0,200,25)) +\n",
" scale_y_continuous (breaks = seq(0.5, 8.5, .5), limits = c(0.5, 8.5)) +\n",
" scale_color_manual (values = cbp1) +\n",
" scale_shape_manual (values = c(19,17,15,18,19,17,15,18,19)) +\n",
" theme_minimal() +\n",
" ggtitle (\"Soil Strength by Location\") +\n",
" theme (text = element_text(size=20), \n",
" axis.title.x = element_text(margin = margin(15,0,0,0)),\n",
" axis.title.y = element_text(margin = margin(0,15,0,0)),\n",
" panel.background = element_rect(fill = NA, color = \"black\"),\n",
" aspect.ratio = .6) )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data collection along a new hillslope on the opposite side of the Wissahickon creek\n",
"#### *In May 2022 we moved to a new hillslope located across the creek and to the SE of the original hillslope. Along this new hillslope elevation monotonically increased from SW valley to NE ridge.*\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### *Data was initially collected at three locations along a transect chosen by an expert human field scientist, approximating the top, middle, and bottom of the hillslope (see red pins). After seeing the data from these locations the scientist chose between 1 of 3 objectives: (i) improve spatial coverage, (ii) explore potential discrepancy between data and hypothesis, (iii) further verify data is supporting hypothesis. Based on the selected objective, a corresponding algorithm was run to provide suggested locations to maximize the objective. The field scientist chose three new locations from these suggestions (see purple pins).*\n",
"\n",
""
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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KUyCKTiQF5D2ayL3903v9AkhTRMrpr2ed+tw6XWhymkQ0GOpNLVSP8boI/e9Eax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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 600,
"width": 840
}
},
"output_type": "display_data"
},
{
"data": {
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uFAQCocCEhFhWQ5Hm3K3EBAKhwISIUD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\nrkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 600,
"width": 840
}
},
"output_type": "display_data"
}
],
"source": [
"# moisture by location plot for data collection in May 2022\n",
"WissDat.TransectNew<- rbind(May20)\n",
"options (repr.plot.width=14, repr.plot.height=10)\n",
"WissDat.TransectNew$DistJitter <- jitter(WissDat.TransectNew$Distance, amount = 0.01)\n",
"print (ggplot(WissDat.TransectNew, aes(x=DistJitter, y=Moisture, color=Date, shape=Date)) +\n",
" geom_point(size=6, alpha=.8) +\n",
" scale_x_continuous (name = \"Distance from top of hill (as proportion, 1=bottom)\", breaks = seq(0,1,0.1)) +\n",
" scale_y_continuous (breaks = seq(0.8, 2.2, .2), limits = c(0.8, 2.2)) +\n",
" scale_color_manual (values = cbp1) +\n",
" theme_minimal() +\n",
" ggtitle (\"Soil Moisture by Location\") +\n",
" theme (text = element_text(size=20), \n",
" axis.title.x = element_text(margin = margin(15,0,0,0)),\n",
" axis.title.y = element_text(margin = margin(0,15,0,0)),\n",
" panel.background = element_rect(fill = NA, color = \"black\"),\n",
" aspect.ratio = .6) )\n",
"\n",
"# strength by location plot for data collection in May 2022\n",
"options (repr.plot.width=14, repr.plot.height=10)\n",
"print (ggplot(WissDat.TransectNew, aes(x=DistJitter, y=Strength, color=Date, shape=Date)) +\n",
" geom_point(size=6, alpha=.8) +\n",
" scale_x_continuous (name = \"Distance from top of hill (as proportion, 1=bottom)\", breaks = seq(0,1,0.1)) +\n",
" scale_y_continuous (breaks = seq(1, 8.5, .5), limits = c(1, 8.5)) +\n",
" scale_color_manual (values = cbp1) +\n",
" theme_minimal() +\n",
" ggtitle (\"Soil Strength by Location\") +\n",
" theme (text = element_text(size=20), \n",
" axis.title.x = element_text(margin = margin(15,0,0,0)),\n",
" axis.title.y = element_text(margin = margin(0,15,0,0)),\n",
" panel.background = element_rect(fill = NA, color = \"black\"),\n",
" aspect.ratio = .6) )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
}
],
"metadata": {
"celltoolbar": "Raw Cell Format",
"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": "4.0.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}