library(aqp)
library(soilDB)
library(raster)
library(rgeos)
library(sharpshootR)
library(cluster)
library(reshape2)
# define a bounding box: xmin, xmax, ymin, ymax
#
# +-------------------(ymax, xmax)
# | |
# | |
# (ymin, xmin) ----------------+
b <- c(-123.14851, -123.13538, 46.79967, 46.80866)
# convert bounding box to WKT
bbox.wkt <- writeWKT(as(extent(b), 'SpatialPolygons'))
# compose query, using WKT BBOX as filtering criteria
q <- sprintf("SELECT mukey, co.cokey, compname, comppct_r AS comppct,
chkey, hzname, hzdept_r, hzdepb_r, sandtotal_r AS sand, silttotal_r AS silt, claytotal_r AS clay
FROM component AS co
JOIN chorizon AS hz ON co.cokey = hz.cokey
WHERE mukey IN (SELECT DISTINCT mukey FROM SDA_Get_Mukey_from_intersection_with_WktWgs84('%s') )
ORDER BY mukey, co.cokey, comppct_r DESC", bbox.wkt)
# send query, results are tabular data only
res <- SDA_query(q)
# check
head(res)
## mukey cokey compname comppct chkey hzname hzdept_r hzdepb_r sand silt clay
## 1 2454689 20115516 Melbourne 100 59024749 H1 0 15 20.0 49.0 31
## 2 2454689 20115516 Melbourne 100 59024750 H2 15 28 20.0 49.0 31
## 3 2454689 20115516 Melbourne 100 59024751 H3 28 137 16.9 48.1 35
## 4 2454689 20115516 Melbourne 100 59024752 H4 137 152 33.3 31.7 35
## 5 2454690 20115529 Melbourne 100 59024764 H1 0 15 20.0 49.0 31
## 6 2454690 20115529 Melbourne 100 59024765 H2 15 28 20.0 49.0 31
# promote to SoilProfileCollection for sketches and other goodness
depths(res) <- cokey ~ hzdept_r + hzdepb_r
# move site-level attr up
site(res) <- ~ mukey + compname + comppct
# rescale sand, silt, clay values for mixing into sRGB colors
sand <- res$sand / max(res$sand, na.rm = TRUE)
silt <- res$silt / max(res$silt, na.rm = TRUE)
clay <- res$clay / max(res$clay, na.rm = TRUE)
# replace NA with a value that will approximate "light grey" when mixed
sand <- ifelse(is.na(sand), 0.9, sand)
silt <- ifelse(is.na(silt), 0.9, silt)
clay <- ifelse(is.na(clay), 0.9, clay)
# mix proportions into sRGB colors
res$texture_color <- rgb(red=sand, green = silt, blue = clay, maxColorValue = 1)
## kind of a hack...
# build a very rough legend for expected texture classes
# based on mixing of sRGB colors and rough estimates of sand, silt, clay percentages
sand.leg <- c(80, 65, 25, 22) / max(res$sand, na.rm = TRUE)
silt.leg <- c(15, 20, 55, 40) / max(res$silt, na.rm = TRUE)
clay.leg <- c(5, 15, 20, 38) / max(res$clay, na.rm = TRUE)
col.legend <- rgb(red=sand.leg, green = silt.leg, blue = clay.leg, maxColorValue = 1)
texture.legend <- c('loamy sand', 'sandy loam', 'silt loam', 'clay loam')
# tighten margins and plot all three fractions
par(mar=c(0,0,3,1), mfrow=c(3, 1))
plotSPC(res, color='sand', label='compname', name='hzname', col.label = 'Percent Sand')
plotSPC(res, color='silt', label='compname', name='hzname', col.label = 'Percent Silt')
plotSPC(res, color='clay', label='compname', name='hzname', col.label = 'Percent Clay')
![](data:image/png;base64,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6iWSPYAZGUMJlf/Jto8OerX5tw+wosXzXJ7lK5apwIO25BYDWp0emQXWs6eivxdMlnZJdpnXjRNqOMlkeaTkSkEvmBqpHX7faMR7/6+ENbt9+l1onon//DOXvXBsSCmo4/9FP5Cip661h16rUt1ZVoZ5qyt8wCY/L5BBcxsCf12Z/ywiqVn7mUwlCIEsui9bW3bpc/+7HaPeXyTSQxAVn9nqYHJ17lz/hSeI+doreO1WHSYrmzxfw2QURsWoYmNM3MZV1gSKUypRdEIzEiuyTZ+uRnLGWoNKlKsbCFYd/LQL4U7kDHJsm5d/xajoLCcWOxrHmhpDMSgiduZ4tqB/OzRsSbyjPHNFHAqS348J0mIHL8JCNzgU69Ro29uuqW/FK3SUTnKp8QEMumzJtkLKxQjk9T8+oWVcnTDMO2bU0j9+Q365Xn3/r+hn90Sd1ov+V//EJc6j/8D2+PfhSLTar+29+LfKX7T386oQVswcCq19xqp3PaUjbE25mi7lqkwJjwept8PsHiBzaF9Nn/IK7SBH0SEWPmUipDIUJCFi39Fu1LX760V71F1aVqUXH6PWWs9uhV/nR/KLrHjp8H2mm6pW1q7+7bDYmawFybxjShaWYu7wKZuznFIzHCPZjiHsHOWMqoIZqq9nuKmpcgTxZRSCU8SV56/Bfj30pwjgUEk11q0bixeP47nuC9T+1cMAx1btaIaDMth8zqtktzw7hm18WI53alKRUTmARWpebuyezq61Mm3+vtVBvkHRIRffVtt8e/86YnHgt/oOiNvW5tv0fbe7KZLdkVj0ksvk03WzoR6TR8e6nrFNSC/iFkzldsUBMRKWajExBRINVOfqn5aOTf7PTDE3LcGcGDO7An9SkXosiauXmrJZ5Fi+6ofPBPLvzc9V5zf9bKbuz08/udsjVNYv5QdI8de1sOs+gs36axTGiamcusqsssoSD8ZBjuQb4++VOJWQOcnVeb24MgZ4oP4eAun/AFBePGYvnveILfoB9ghCuFVxf676GmfTXyglXnbWhgo2jlsqaqaqks44LpjarX9PYaqt/s7jVoSyIwrnWsOlZzS93d3BRPi+HUK1ttOvD33NoWp+KxbHwbEXfdZZzYcVT/NmdBTju5+iTuDpjYetuMr8ZmhETrwu2UH9iUYgmTMXNTGQqhMyRm+3pnne68RbW/TBJvuhew88lpHraJNnv7UpV3og+iD/7EzwgJMovOcm0a04SmmbncCwzv5hTV50T3zRzY8Xay9Mm3MFq3NlapTDt5fnCKHgQ5U3wIBylGdU+rSsdAcwUF48YS8t9ZDkfw0p1XP6TeL/+aJrK6MP1yoi9YiTgbGviMK72RK2E9lMGKLbVaUvVs+kny9xqnpy1yrA3BzVZOt7ft+1RT97ePfJndnIrZKDlkkl3vulWDpB5ImKUrnWatS2Xq9Xrl8rbE6diCjHay9Un8HTD8GcFz2JgDO80SJmfmFqaWiSxaY80Q0eN/Re94vYB88TufAo+2j45NnYg2NsRsjFOv7PcGP/cG3sldX/rt+BfjXmBAyqDgUmOg2E9uCm57YNk0nglNMXOZFxhWKQnrc7L75GDqkzuV7r1nUqVb0yvaxNFbHTUguXfTaWwvyJniQzi470l5ghJPmRkJ8l7ThFcXROpNjMsUKQqn/haXUKU3hXI/o6IR7e5utXdp5+i0JfG+zLVtop1tjfwgEHcd2P1OElm0wlIelauNhuo3m9QyZfK9sAVZ7eTpkyZXymXEhNfbEmaEROPG8Ac2P5ZGvnJeGkMR+45g+MSkZtrttpD3TNx+T8nufuVwn6gs+n29dayTU694jWNTMvwmXpM17ikmL76ybRoP3sxlX2BYpaJPMn2G3bcnF0PF0iffwpyfVKlEO9lp7Ni2F+RM0Q50QFQuV/vvSdXZ35zMbkHWPR33WgHBiJTVfebaktBTZhzBx9MozNc0odWFGSS8YOVFDvBIk9aXeUZWfRm1VCbXpTK53a5bktoBw+z3iJ8hkaXVbJTqtVpPOkkFV5DTzhT65EY4iK63JRXukifFwJ7Up+RJGTM3haGI8TcvfCrySUJeLXa+av7mPC6KRjt7nYZKpMyodB0iCBzf93rk2o6jyWwfVUzTcOqHh73y9l5DctQxa2axYM9c9gWGVSrR1InuK0SfXAujWm5zrFKJZsbS2AmRxvaCnCnWgR4EmLrNJhGVZkf8h7JbfO3555575uu9R5rN87MFQ1JkmK1Xu+9+hPbukw69Zcfs8pLCyjNR0YwXOcAiVXpX3hlZZSNk9vIPH7osy9YMk93v7BrgTvOwfXJCJ1vNqlTeQ54gr518feoKv8CYHJPFFqVhD+yk4uHCJy1i5qZSC0U1I5Gvuqh+HzMONRGfgHa361KZ5Z3E0hcKCxZYCifdzGVdYEilEk2d6D525v5c9TlREnL84ex3R2OVdtynnqPz4TR2QqTpQVE5wKRYBzpcnWRe705kt7j1fTd+aWO7U7tuvuCElEKO9WLjdx9ViKRDb9kxu2yryob3Rl7i8JG9/N98vvfpt1SuukF2xVT0dHXbKw0K/AVWvekS0ZVnnrn2Yk7r68MNIqphmr5lkcnrd9/tERGV9qoakSoXicFbjuIJstspSkSfgWn4zAiH/AmNbcUoXXnH61//ips+9dij4ocI61P29LnO3MxQjBLV5PNVcyNbhImYpuBrJ998zY3btZuvEw+JSZU1L5q+UFRq+MQlHGgiR8iEjj+cm5IlPnNtzgXK+JehZk/GUImfLn99pmBCpfe9cPj6r+791aOqValRNR/XNtaD3BdyQJCFrED3mfsQNs5u4dxRe+iFCxeC5y6enys4IVVvetUqcfcUMeFZ1TSI1t/iEauqQNdfXb75za/ZrslvAxXB90qD2U9kdw/b7b/7Ef366y/e9Auy70nFGG0QMVuqY3kGe5OG3tjzmvuSpWSJUiyf8ATZ7RQjSZ8Ks3ZS7kQ31z9FP/P442/odPrJCcVIo898Z26G+C5tdzpGP1+1KOyaWaKEu69MjzwYfP3rX3niicepfFM+ZwyjaES7W2qbBqG3Yvhuu93b3NnermqGbMZxwTNMmlCPSDMMsm1PM2aO6qSZy7pAHilqv+etTzYhldY/f+2njnUiMo/36nVHwsSwTpfmXgaEeVmhZ1PMVqtR6rXbVJq7nKj3n55001RIf/T4+OiB274+XzAk1WqZevr0sHIEitnoNFTZJLupcOq1LpHXrNUzP3RgdV0it+v4pOmmQX6gEFGvFzx32Gxasy8x6KcImTiWZTkCWnFtx/Fct+ZpZmvv4ODw8Jdu+d7Lj75drTtprmQKNlVbptmqepVK09M0VgXoPoputo4bGpFssUy/u79fc0vykZQ8QW47xUjS53h85tGDbKJj+/KzN53/iw/VHgqes2UGtqIbpe3XvPAskarKPqrnOHOzZJBPo9lsWnO+GNKMU9/e73a79+TT79Hu+67x6H0/cIEudo7v25uf2DeTFni0fXRwcOQfyLwc01unp8edKrn7+2o+Ni1kQk2NPFJ009DmyCTMXN4F8lDMVqNULldbrcYeuTL77wvQJ5OQSm8s/8kjVhAEQT/IM+/TpbqXAVGKz8LBrg+3CsV4knYu539SofpbPBKqKjSbpfff9sLpDXfeIvZCcLx0LfVeqVQmz6l/erf9ysOd2k/ecccX7vzYrRld1CSjDSLHUx7Xz58/n/yHBIQqCUfhR1Kyg4VY7RQjQZ/CBcYKJjq2rzG1K591b7vtxsrsARof2K9yn/g8PffdL/dkMwvlOHOzZKJG48w38tEl4StvvPRoa+PdlcfzaFSSaXr+Yvny7W/p3Xx/h9rt5DKcGcJ7BeTUN7Z6mzvb23t7fr4rpqUyeY7luiRUED3JEhYYq00Ur/0u1IPF6VOaiEqNa6xmrdYrb+91WnksDs+9l4HMWUAhFWZNnZUoxqNo7uEo57nrF9NQdj1SAZKqKlS7lW5178LsfIJJBYFJ5L3SsMCf7lgW3fimzWeuLpP7/F/TYdO6bt4DSbxGY/q9FFeuXIl/mOxV8/whdswPX7BYvy3n0tNsYmPbqe9frL73Qvdj9WtulRnY6l89QxcfaL3PrkvmPcxz5maK0BNXTDN03033vOn1T/3wpx7P1V2YME0tfVBSSGkT3br77+JSXzz4xxmdP7Dqtd02bRKVDxqzZ2Boa5dR2tkhItftui55sxdZeAYtZEK1UokUIlJ02U7gXmAKexup/S7Ug2ru+swKRTdbyKGxXhQdA11vukTlcpnItQMyaVr97awEC2YBOc9HZYpoblWkNGZuoqqC0IJiwvpQvS4Vkq6bJpGpXxJvY8o179QoRpWa0v4QuxA0X5DVTiah8enMXClf1BbywdhmD+zmX1y88MLtb6ndfL/UE0JBMzcDxJ64wpqhww+3T769uffBN31mXr9TZqYpVBo9X5zmYalzeqoQBVZldn24yNYuoyX6ZjKtQetrhnkb4l8g197y0iRLbANd9A0CrB3FOtBJ8f7faSa8pnlF4/cYglGphVBwzvOwyz6zKlJGZk5sQTF5fYhzPlHYa97Z4Xep1Ok05PZasdPl8vPsstrJQ+KRctFbyPkD+73duvfYA0aaAmNFzFw2YivlIc2Qe3i371NNPbxNYCkhK9MkXxo9FX5/uVubmf2BvbVrGQxarhcYJefa70ugT7BuFOtA663TUwocq7m/v3vSlQjcZAvGYK9bCwkuJOe5WFWkbMxcEDj9XWjCV5Y2Da0w6de808KqzMxPl1tsBWk+Yo+UC95CnmZgs2tWFzlz2YQ1I/LEpZsmOXXxpYTMLjD/gT1eKT+ha5/rDnNKlWZEGY/tUqW7vSdhjhZs0NRSuZvvBVI0uCXf2u+Lv0GAtaNYB5od75/dRoGHN94W//DS6RPZCKbJKsoj7LLP+GIaMzfGb+57DZWattFatrdexa95R1FU6rXb5YMDKSl2ulx+BWlWO3kIP1JmMz7ZpBnYPH0WPHNlGBRy7acTfuGpwwv3SWtGZikhswtUyO212ydEtMOSn8tkWl+NLFVkpZy9tWvBBk34XpZi71rkzcOzo+6r5nAbXfwNQpjFxmoDcYp1oGXi/bMRXHuEs9ZntkXXtW3quSRZ+TbGm554LF07/v/27i9UlqQ+4PjvuIj64K4acEMgMQ89jZ5cECSQsBtRWEHbDnoMZiVZ3QsmekQwdVHvg3jxIVwJeFW2EhSOf0LuribkJuDRpC0FN380VyIJgrAZpafzICEEJfFP8pCILDcPM2fuOTM9M93V3dVVNd8P4j3b9/aZ6l9V1/ymprpqI2dj3qvOLRSz/d9pXcjZPgdPfvU/LlltBN1hB2mbcjbYiKGOi7fhnlg37KYLBF2M5yy9ei4jdXHnNrVIa9L5csLHt/733+9GpunvaDOU0NsFnttaaDLADI6xvgrY1KEN14W6sRrPXKbiYofz0d4gmmKudjBc70RoOUDrfmTXA287fPPYRVjT3xyVL7/oNesHX/3dL3Uo3NjOLRQjsvEN3OgiVyqpqqqS6qu/8YFP/98vfOMb94q0++Ky0w7S7cs50zs3YhjasLdDl4bdbIGg4eLZb2TuThU9nBbGyH/f/7P3NhopH1+SHorkcnp5mHKO/CXJmtC70NV4iiyrz8WqeWs8ecNlrnZAnC9jh8Y+8q3PrBx5z0vHvsP38pNMI0YfS35ycjuTSh8Xu/99Mn/z/dBbZfaKtzYZ8LwwfimSH11VWdJkYPjiiWflnJg//pPTxuVMVC4j71GwfjtIj3eEdcO+WO9GdmXeA8Sz347iblpzKg+nIve+4l0nd9+6nTycZ286LfOrV2/myWSAco7/JUlc1uJpTs+qb5QPJsP2MI0xVzsgJNDYF/e87PqAvz3Lj44vP3hd5Oty6Ys3ZfP7d5aK1iaVUnKVzW587Bu/8ov/c7xzgun58UuZaX166zH5/U/JBz72wmsf2r62xcqJ5X/Klx9+2bt/+MPvPPtXv/hXTctZV7Zh4xmKi/W+JX3eGU9PrKY1rdcPHo/jp2OD5emda/0w7tj6jWeTudqe1uD+IYHGvvjpZ9+ycuSZjzwxQjmyeQ+ZiYjM5DnyP09NG0+9TZJEKl2k6ui+x67/7VOX5Fnf/6e/NxNpfqJ67vEtec4Lfk7kBy3KWbcRgy/xDMWueKKrJFPzrVQSN8vYrfrUKx9x/6IWrO/cYS/wXPV5/AGzxno8pY/OcMtcbfpeT5BAY8F6Bthz7/f6W11HTHF6dPP2SSINp3DMNZ56e378MpXCfP3Hz5Z/ncol+bd//Mrpfa9ofuLxra9euvHtk4eqhlM4wjdsw75Y72YPdhpzf783qsFKP3h5eu2avPb6Uw/Iw8MXqoaPk+56NeAFXqy+lgvbA+MggcaCdef4vR9/fOXI/fe9s58yBSRbbtWVqBN1peEAWPOpt+fGL42IPPDwOx5QjZ4qWTnx6OF3yEMikmRvvZ7JB/2e0toL66mNjRr2xXq3KF5w1sMiA9/yjbqm2fTStZNsoh+7djU9vfFaB3vUo0cXq2/QVTiAvpBAA4Gx3qG309a+gM8mh09d1uZmnktx+SnmQIfmYvWNsgoH0NYzxi4AAADdJOrmNTm9fPnyqWzdix1eulh9Yc2Bxt5iBBqws7Ku3PJYyoKdgHtJpk72YA56rKg+BIcEOjY//9x3jF2EYXnyzOJieTgxWlcqLXQp6bkto8Yundeib6J2og+LJxdYzbco92lrZE/6tFDsrEHiCTdIoGPzg//6o/WDL/iZd7kvyUCe/ua19YPu18UsJc1ERCYis2qSSnl6WlQnarFl1BU68M3Wm2hM7dOa+zvX8cO+nnRNs/kW5fpYy9VcZrNsIhc3I3K/Gt16nxbTQr+9x3NnDcYdT/iDBBqwodLyWMuRlGmeF0WRpjItxRzfmG8ZBfjv2z/8xMqRlzz/7aOUxK1pYYxMD6dSiNyS8trKpuov+4OvrJ/zzfe9ylXxYjNAPHfUIOAGCTS22fRlWYMdpGOXqZOz5eEWq1tkIrK6ZRS8tb1tj1UqNNS9+o7S6ancPLx+Q3hoIUzUIMZFAo1tar8sm0hRlHzmR9ho20Gzrr6zT77Lj78NV2KHL6hBeIIEGtvVfFmWJCoXM3bBgI5o20Gj+gCMiXWg0chROp2mN+XWqez1vA1EiLYdNM+rrzLHWmttVh+MqMzaoTBFf4EImDlrm5XRAyyPxQg0ttn0ZVnCJFEEjrYdtFCqL/qZQtFfIPx0cHCwcuTOnTsrR6pSJM0niRgtSqVaV0olUhldlKlSE6OLUiQVEctFLUmgA8OTT1ssguDHOq+hPLYfSjk38fCO8CGkPP7rDfupJl51aJsFM5fGLp7D9TCsV93FerpcI89VMtN6JiKZTNJURCpdiFJKREwpeS7FTKWlrjKb/S9JoAMT/cf9mt7qbHu/Xe3bFGUpkqWLEFneEn159PWPrx98/POPui/JdqGUcxMP74j1kLqPp3VYPPxAEof2S0ZYdmgdutBOvF8TwzKew/UwrFc9tFlRzFKRVOWl1qYUUZlIKoUxZSkq7fz7SaCDY/lxv/Z90cPhqNmydxMpSpE0zyeLA2prd1fp06kcyqlJD+chEhE/Z0WiRof2GcwAmB3byFiGxf0HklC6JjvWU02sOzTrLtROKHNpOrxBRN7DRGyxwuzyp7WDIqKSxQ8WSKBD1fbjfk2vevFN8T0vffOAxW1h3ltNr8vRbSVaS5IttvfbflohRycqE6MfPJWHu3+0hFs72+dOm+4Ibxq2pY6RaT8u6DpdCKdrcqpDh2bZhcat+xuE90PscI0EOjAdPu6v9arqwpvig3/4pZUTbv/ea6zLuemL4MYOL0lp9HQqV5fb+yVbf5Oad2qZuj2PhGfjH82dvukNjk/0w472ucnOO2K9YUuHtt25YVuwiUz3ccG26UKHyDjtmkLRuUNr3YXGzTqeoQyxwz0S6H1zt1cd9GVqvwhu8pXssrcyWkt6eCjJ4sjesJ5B68PU284ctU9r1g27M0eRsU4XOkfG96oPBV0o4AYJ9L5Y71Vl2M/QNV8Etzr/7kQl7AHn7dNa14bdVvSRCecCA0MXCgyKBHrvOO5VPZ83tvMBpnvvvXessoWo+wNhobzru2/Y0UcmlAuMUtyPco7CcUipQfdIoLFN/bzGBosibfoiuLt+F/rZ+QDT07ffW1OGBz/cYxli0v1ZQGe2t+1NZw3XsEPnODJ21ecnHxYvC+jO3cmHeIptSK1XcI+pBkNBAo1t6te0GnJRpJ3W186UTj2m5bNr2CCYeG5v22OXDju4r77hnh/1Yz1g13du7PEUu5B2WEcymL43GiTQ2K52TasqukWReICpX0HEc1vbvrIHe4S95PlvH7sIXeyovicfe12/r7c+wufr1oBduLtzd8az9xocSduQdlxHMoi+NxIk0Gjk/LzGmBZF4gGmfoUYz9q2vQ++9+OPrxy5/753jlKSLjZV36+/7S/X//Fff/KNHV5qdYRvZb520OtVN7lz+77AHfEcoAad6tgZtn2WIMS+N3Qk0Nimfl7jiY+LInX8QpAHmPrlfzwDattYN171bRzhe/fXP7Ny5KMP2GecY6w4LrL1zu33As84GjEdK57SsjPsvuy0/31vNEigY/OCn3nX2EUYx3gL9KKdvW2i20UfltAvsHaEbzjRd2jEE6EjgY7NHq8a4XqBXthZb6L70T53iP7OjeYCXY3w7UuHRjwRKBJoLESzO67nK0/DsWga9t7a8xqkQ+sX8URfSKCxEPpG0CzQi1rrDVtCa9t7LvSuyQ4dWr+IJ3pHAu2voJ/pHo4ni+TDMW6HTYhM6OjT+mUXT/f3EfUeOhJofx39+edWjpy+6Q2jlMQrP/3sW9YPPvORJ9yXBC6t3w7CHSEidBThW+/T6NC6sIun+x7m6e98cOXIPS9+/3Avh949Y+wCAAAQp8oca621ubi0eLV+KFTRXyCwCQk0AACDmK+elpY3tKkqY4xUxlSV5EpJEcWO8dFfILAJUzjQVYi7lwE70bBrEZaWtm05PnbZerFjT3UgViTQ6MpuWd9Xf/dLwxQH6AfrVdeKZjlnx2q3HE867OPhWxe6aU91IFYk0BjHE896aP3gW37ypPuSAMBAhtty3JMudLw91YGRMQcaAAAAaIEEGgAAAGiBKRwLlTGSZcn8D9G6SHOVNZmfZn0iAMA333zfq8YuQlSIJ2JFAr0wK0uZTGRWlpNsIrlSM60rpXZnwtYnAgB889CVL6wffPKx17kvSRyIJ2JFAr00LWeplFOZSJJImzWGrE8EAETiow9Evqd69BcItOJvAr02NULyBuO6dmeJiMhhnmWJlKVIyzWGrE8EAETiN3/7z1aO/MWf/tYoJRlI9BcItOJvAr06NSIvtJGdY7t2Z4lIptTdP9oswWN9IsJWLea7izkuykNh6jsAAHvD3wT64tSIpKpEpBLZmaPYnYX4PfORJ3r8bdXZfPdUDhc/iRSl7E8m3W88AbjBndsv9/GkBj3hcwJ9bmqE1pJKszzY7izE70fHqw+DP+/kK9a/bTnffabnO9lOr8vRbSVaz7cTiF+/8QTgBnduv9bjKQOHlBr0hL8J9IWpEUpJs7TE7qx9UK3PNKj8XHSv0rpYH8hdTGv3xtpetYeXpDR6OpWrI5YqXOG0T9eij0z0F+hcGF0oEDp/E2j0a1auzjTIJz4uumd0kSuVVFVVicy0nhdViqJMc586/2w53/1sJ1ujtaSHh3zjYSWU9ule9JFxfIHn8nWpTTRDF0oXai36GkQo2Ilwf0wLY8rp9HKZKpVKuZyE4GXPkyRJUullUTOVp2MXaZdMqSxTrGFoK6j26VT0kXF6gfN8PS0LrYtcKZVPzn2PFJEAu9CG9qUG4T0S6H0zn2lwOp1PQkjTmWddT5ZKoY3R2lRJelZU7A3f2+d4oo+Mswuc5+uy6FiSJLJVR/egC428BhEKpnDsi2xtpsHiiG8Wg7iZiBiR5aSIhNl7UQumfToXfWTGusCjVAptUiklshkAe9OFRluDCAQJ9N7Jwnm20kFReYCpX93jGVD7dCz6yLi5wGW+vvy/gV9wTM1DGlBPGEoNOg5pQDUYDaZwYK8tp9NVRmuttakqyZWSQsf2BbkbxBMIEXdu7xyHlBp0jwQakajM8bzXuHjQ7Oo8on9CyzHiCfTAtkOzFvmd6zye4jykkdegh0igEYmaz99GF2XDs6N/Qssx4gl00q1DsxbtnTtSPMV5SKOtQQ8xBxrRWN0RMFEqF7P9nOif0HKMeAI9senQrO3Bnes0nmIb0pqpzNJoNvMe1KB3SKADs/3uGq9c/rDcETD6J7QccxZP7oha1m/D8IzrLU5j7wlbx7N7D9MqpGf7Ch1ruZrLbJZNxMikzdZCsdegR0igA7P97hq7dGNa//wtMa7chBXcEbWs34b5QOIJOrR+WcfTeQ8zHyk/nEohckvKa2meJUlldMkN6BvmQAdn/qDA4bQsivJ6qWcySXhW4Dx2BNwz3BG1LMNyNlX0hjZVZYyRyvA4/6jo0PrVPp7j9DBH6XSa3pRbp5Iwm9ne4jnRyuj5x53lD31gBDpUR+n0VG4eXr8hKjPHN8qjo7C2M33LT550/IrPO/mK41esd/dr9ErrQuZjfR6O8O0qpy/xPOP7HTFSvdeGZevObdsGwK5cGa6kaMe6C/Xtzg3Fph6m33heWOVaRLITEZGTC7OZqUEROTg4WDly586dlSOV0UVWQNS2AAANEklEQVSZ5pmYQpRKta5SWfygVLL4a6Um88dJU5GWW/KQQAemyd0VhH/4pdeuH/y1f/nicK/45Re9ZuXIq7/7peFebpNKFt/9pVLkSiVVVVV3D7ovzyY7y+lJPEO5IxzXe/ew+P6BZO9Zd6Ge3Lmh2HkrrcdTBg4pNSh16fK6JJs/J1qVIplM0nRWlvMfRKTShSilRMSUkudSzFRa6ipr8bUCUzgAp1a/+0uSJGmwYGe1XMK00jXLmWrLE3svJzYIJZ6ZOlHZ/P9OTrJE3T7JRLKTE5VlPHsIIEBJLqU2RSnZ2Q+JSJJKaYzWHRZiYQQacGo5mJelorVJpZRcyY0dI3y145cy07oUSfN8kovUf7m+/cTey4lNiCcAOLZ4TnQ+1Cxna5Sc+zETkUyJiEoWPzRHAg04lS2/+0vmD7JkIru/Wz8bqsxmevHfiVS6SNV8QdPNJ28/sfdyYhPiCQAxYQoHEIDlU9hZKoU2RmtTJem5HafsTgQAABYYgcYgaleTrYwRJlJaqR2/NCLLHafkE5+wOHHwckeHhr0JkQGwV0igsVXt2lsNzjtbfF5XIsV8nq4U8wVl0BfrHaeWJ+71omRWbZuGvYnryNh2TQDQC6ZwYJvlBgpGF7lSKp80fuBpvvj89HKZKpVKKUmm8nTQwgIt2LZtGvYmTiPToWsCgB4wAh2bex78cI+/re4RtFYOL0lp9HQqV3sslUv9xhPiTUi7te3+G7YnYelsY2Q865oAoBMS6Nj88/c/vX7wl1/4O3a/rXbtrSZflC4XnzdaL6fbLhaUCcqPjl+1fpCNoLpYb6LW7bMLu7Y9XMPu9851b2dkPOmaAKAXJNDYpn7trVa/wXaeLjCojm2bhr2Jm8h075oAoAvmQAMAAAAtkEADALBLpbU21dlPZz/DFvFE4JjCAQCIzV9/8o39/sJKFsv0pVLkSiVVVVUiM61LkTTffFrsy+3ZXuDOePZeg0C/SKD3Rc02B5XWheRKRdWbI0y0z02ij8xAF/jo6x9fP/j45x+1/oV1635UukiVEq03nlWfJsZRcyLS4QJ3xrP3GgT6xRSOfTHf5iAti8osvi6rJFe5FGbskgG0z82ij0woF2iOb5RpOqskS6XQxmhtqiSV0ujT6eazztLEZPnfka23Z32BdvEE/MEI9P6YFsbIdHpdjm4r0VqSLKkqEYlrPAShon1uEn1kwrjA2nU/jMhyzb5a0S+3Z7/UqVU8AX+QQO+bu9scGK0lFa/eopp45iNPjF0EDCf49jmY6CMT5AUu1+y7sukfNFhuL+g+rd/1BHfGs4mg44mAkEDvi/VtDrIsyIVsv/fjj68fvP++d7ovCXoUTfvsXfSRif4Cd1rv0+jQuiCecIMEeu+wAQR8RvvcJPrIRH+BAGJCAg0AAODUPS9+/9hFQCck0AAAAE595FufWTnynpe+eZSSwA4JtL9O3/QGi7N++YW/03tJ3Kpbjf9srf7+Xyz2RXYdaxJPuyZqdzsExPrODSUy4XdNobDpQukJe7+PHIeUGnSPBNpfD135wsqRJx973c6zfvfvPrt+8FOvfKSfMg3P6JpdqfLJYq3+3l9uvgbt/FcXy9fKC21kgHQ9fk3iud5Em7TP9dtBmt0RobC+c+06CvdC75pCYdeF0hP23sM4Dik16B4bqcBLSZIklS5TpVIp19bq79O0MKacTi/ffa2kEhHpP1nfD8QT8EDrLpQ7t3eOQ0oNukYCDb/U7kq13LNqMPM1aE+nIkbr2UyCWIPWY8QTGEe3LpQ7t3eOQ0oNusMUDngmq9mVarFS7CCvZrsG7dmcwqR2xuG+Yk1fYGRWXSh3bu8ch5QadG/vEui33vkbxyfCmst1Ydu+ViWL+Wap1Mw4HK6coWBNX2B0Frchd27vHIeUGnRm7xLop15e80zApa/VPD3Q14mI0tmcwmymF/+dSKWLVCnReuSyAQCAQTEHen9UWmutzcosuMqsHkETyzmFtTMO0R7tc5PoIxP9BQKI0N6NQO+t+rWNpCjKNOfLnvayk7M5hUnNjMMRCxYo2ucm0Ucm+gsEECVGoPfMytpGmcrTsYvUk8ocrw5jVTXDWoPKlMoWT/DASrzts6sBInP/fe9c+V8fBbXlrurrB7x940OH5iubGiSe6B0j0PsiS0Vrk0opuUqlMHo6latjF6pP9cvIq5nWFTsx+S/69mltuMg8ffu9K0fuefDDvfzmVhxX/YUBb487Bjq0TexqMJR41mwoKOwp6KnxE+hnX/2c4xMDZ7toWt3aRiKSZNGMl04LY2Q6vS5Ht5VoLUm2eM5v7IKhAfv2GfsygpaRCScso3RNSeJ7WOjQtmtdg9bxdHornSX6x1qu5jKbZRMxMmFPQS+Nn0D/342aDeibJMfrJ+5DSt3L8EnUy9zMl5GfTuWqOb5RHh1JJf6/VeK8Vu0zlAHFXjSPTKBhcdA1nR/w9v6zhdChretWg63j6fxWmif6h1MpRG5JeS3NsySRqhKRoG7mPTB+Ag0bAQyfuFazjPxg26/AO9wRtQjLunMD3j6jQ9vIqga7xtP5rXSUTk/l5uH1G6LmZRayZ9+QQAdm54fvT73yEcdFGmXe5BZRj6/HoN8mOtyAouOGHX1Y3HdNcaBD61fbeDr+ymKZ6Mu8kNmJiAhtwEsk0AuVMZJlyfwPaTFh3/pES7s+fD90pWZvlycfq9kFpi9Pf/PaypF7XnZ9uJdD6NabaKf2OdiAouOG3fOd6zAs0iwy7rsmoAeBfGUB91jGbmFWlrOqqmZlOd+lOZfCDHsiAAAAQkQCvTQtZ7NZORWRJEkqEZGGC0RanwgAAIDw+JtAL/ZxXW7n2mxbV7uzRETkMM+yLD0UEaP1bCaNJ+xbnxgzVq1HlGjYmxAZAHvF3znQs7KUyURmZTnJMjHmVCTbnZnanSVnDxYs/mgzYd/6xLiFsmo90AoNexMiA2Cv+DsCfW5qRGV0OTka9Cz0bloYU06nl5d78ybzVet5K0XQaNibEBkAe8TnBHo5NSLJ8nzgszCQ+ar1p1MRc3yjTNMZX+giBtE27JqZGDKfjKGbXWK0kQGA8/ydwnFhaoQkSbNlzO3OQu/YBQBRir5hb99JeIvoIwMA5x3cuXNnzJc/ONi0lff2gtWe2OSsp15es+zopa99YbgTa4/vDLvdiQcHB5sWW71zZ6Z1IZJeWAy+0rpIc5VNnJdz0185PjGOclqfOEo5a9eBtmuf1uW0PjGmO/fp2+9dOXjPgx/+4mNvL9MjOS2nh3Iot0SupXmWJVJVupjlV1472fQLvbrAg4ODR1//+Prxxz//aDQNZtNfRVPOfmtwz7v6yNQGoTYCi506jNalpLnKxOii7GuzDn9HoONg3aZ7vxmMLnKlkqqqKpGZ1hef8nFcTvdhibuc1ifSPv05cZOBIrNT7U7CQ7zcWBdYK5QGE305rcUdzy4nRqZJHCqjizLNM6lKkTSfJGK0KJUunmye/7VSE6OLUiQVabnb5PgJ9LOvfs7liZe+VjMKMuiJfkmSRCpdpEqJ1pJk86d8+KIVfqB9buIqMqPtJEzVA+hVkqlcjIhInqtkpvVMRDKZpKmIVLoQpZSImFLyXIqZSktdZS0Gp0d+iPDOZnYnOn65gD4LZqkU2hitTZWkPOUDz9A+N4k+MtFfIIBxzYrCmFLSLJdSm6KURCRJpTRGb3+0Y7vxR6DhSKbU2aCSEeEpH/iF9rlJ9JGJ/gIBjCTJMhFJlt+hLVaYkOWP84MiopLFD82RQO+jjA1f4DHa5ybRR6bHC3z884/28WswGmoQniOBBgBEJaDJdahFDcJ/Pm+kAgAAAHiHBBoAAABogQQaAAAAaGHknQjRL+tdkQA32Earlvs713FF0DUB6MvBgRe5qxeFAAAAAHbyJIFmCgcAAADQAgk0AAAA0AIJNAAAANACCTQAAADQAgk0AAAA0AIJNAAAANACCTQAAADQAgk0AAAA0AIJNAAAANACCTQAAADQAgk0AAAA0AIJNAAAANACCTQAAADQAgk0AAAA0AIJNAAAANACCTQAAADQAgk0AAAA0AIJNAAAANACCTQAAADQAgk0AAAA0AIJNAAAANACCTQAAADQAgk0AAAA0AIJNAAAANACCTQAAADQAgk0AAAA0AIJNAAAANACCTQAAADQAgk0AAAA0AIJNAAAANACCTQAAADQAgk0AAAA0AIJNAAAANACCTQAAADQAgk0AAAA0AIJNAAAAIJxsKbmH1Vaa1OJSGW01hd+6KUMd+7c6elXAQAAAOOrqipJZlpPUpllSs7/oFQildFFmSo1MbooRVIRyVWWNP/9jEADAAAgKkkiRpe5klJEZJKms7MfRKTShSilMpFZKXkuIioti1aD0yTQAAAAiIo5vlGm6axKcim1KUrJzn5IRJJUSmO0Nva/nykcAAAAQAuMQAMAAAAtkEADAAAALZBAAwAAAC2QQAMAAAAt/D+nXm7Hk1KrmAAAAABJRU5ErkJggg==)
# plot mixed colors with legend
par(mar=c(0,0,1,1), mfrow=c(1, 1))
plotSPC(res, color='texture_color', label='compname', name='hzname')
legend('bottom', legend = texture.legend, pch=22, pt.bg = col.legend, pt.cex = 2, bty='n', horiz = TRUE)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA8AAAAJACAIAAADNc5igAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdfdAj1X0n+t+Tuus1m3jGyWJwxhfGqXQrY6XXlcUMcSQWO4HEaam26IQtge0qdANEfcsxtGwj17UReMmIcMty2U/D2uXuAFlRZTOoltBUVur1G7G5tNYGG6eyHYWo22VelnEINjGDE7u8t+5z/2jpefTotc9pqVsv30+5zDya50yf/vU5p4+6z8vO3t4eAQAAAABAOD+TdAYAAAAAANYJOtAAAAAAAAzQgQYAAAAAYIAONAAAAAAAA3SgAQAAAAAYoAMNAAAAAMAAHWgAAAAAAAboQAMAAAAAMEAHGgAAAACAATrQAAAAAAAM0IEGAAAAAGCADjQAAAAAAAN0oAEAAAAAGKADDQAAAADAAB1oAAAAAAAG6EADAAAAADBABxoAAAAAgAE60AAAAAAADNCBBgAAAABggA40AAAAAAADdKABAAAAABigAw0AAAAAwAAdaAAAAAAABuhAAwAAAAAwQAcaAAAAAIABOtAAAAAAAAzQgQYAAAAAYIAONAAAAAAAA3SgAQAAAAAYoAMNAAAAAMAAHWgAAAAAAAboQAMAAAAAMEAHGgAAAACAATrQAAAAAAAM0IEGAAAAAGCADjQAAAAAAAN0oAEAAAAAGKADDQAAAADAAB1oAAAAAAAG6EADAAAAADBABxoAAAAAgAE60AAAAAAADNCBBgAAAABggA40AAAAAAADdKABAAAAABigAw0AAAAAwAAdaAAAAAAABuhAAwAAAAAwQAcaAAAAAIABOtAAAAAAAAzQgQYAAAAAYIAONAAAAAAAA3SgAQAAAAAYoAMNAAAAAMAAHWgAAAAAAAboQAMAAAAAMEAHGgAAAACAATrQAAAAAAAM0IEGAAAAAGCADjQAAAAAAAN0oAEAAAAAGKADDQAAAADAAB1oAAAAAAAG6EADAAAAADBABxoAAAAAgAE60AAAAAAADNCBBgAAAABggA40AAAAAAADdKABAAAAABigAw0AAAAAwAAdaAAAAAAABuhAAwAAAAAwQAcaAAAAAIABOtAAAAAAsMp8W1ezWdX2k87IwP+W7OF3dnYmfr63t8eRakJC3x+EWhCE0IcLl2osoW/b3uDPoigLYqjD2eqOpXiGLBx8tPSwhEu4iMPxnp3v296hYAqrmU/OwzEkXKnDcSfEVeA93ISYzEvo62q9O/o36YqhTWuRFpFPhlTRDrcCZ+f7vhC6RRprysLlM9G64Pu+EPL+xXo45ss3fncOGU++YE444mGrVBfW0oxQBKadmq/XrZThOL6u6qKhDS7moDYO/3DosyWKtwNtq9mc2aFSe0/p6aKmCUR0yX/7/MhvPfG77+FINZbQ17NiubP/Y6m9Z4Q4XNhUIROeOXNmJNWxY8cOfyCmM26PfJkOXe6P3FUYSXjnTc1DP08Ky/WNPxrP573FTw//6OtqsekGf+50pCCfv/ff3zuS6uHf+Nzcw1171yfGD3f/TTfPPbs39xojqZ5JFQ/lsTgazCD9m/dGT/CZnUNnNzGfr//JZ8bz+cPXvm9uPudePl/XPU0jdSdnUmbXczSBiK568vfGD/fQyYfnJvzMnb86kup9H/kbjlQhE47ncySTE4NJk+J5OJjchZOzLoQs0sRbqg8Xaf6LHjIsYWJCs8LidV3XJaJO56AOUUkxiIh+5//58Hg+v/jvPj43n3PDEleLNOvs7KsuGT+c/NATcw93y33vHEl1x3VfPXxuvYqjCeTbajFnSvstUuMPf2ckYfFPv3joaGNNGU1qx2i0KeNrObkbwAknGOLswgaTDuLJdvlGrl34eIYJ5ngNonD32bkN4MQm4s0/umX8cM/83B3RD7d2+Hr/XtdN54lISFHXIxKIyFazVrqqdOt1pZKuFbuFarpbbFKhqnSLdcUx5AVnfFScQzh8vWZK7d0SERF1y3V7iamIyOt2MrvevpCh5EsVJCy19/YxJeyURXGnT11yWOx62SRJog6RRJmSEi6fUa4Cx9lxBzPmfNr1cpfItsxMabdEbFeBI2HMh+MOZvxXgaNIc+eT+yrwHY4jJrLhOI7TKGQyu97e3t7enrebyaTF5eYzthYp4tnxlRYxTWUxm83uiDlXam/gfYHvBDmCGfHy8cWTL5i0Jk3E9pBShx8j2BZVDU2WDcOQiaRCRZM1RZIUTZYrBeotf6RHnE+gvW6npMgpi8Ze4Cw+FRHJSqnWI9bn+FypfN8nMV1yLdsX+y1B+H9BrLTbytCP4ZoS7rAQUalqVHpukSrVrmjZoZog7sPxnZ2slGqW7csy28WLPZ9ERGRbJkltTaGyxXZMvoTxHY47mPFfBY4iHSWffFeB73DcMfG6HUrv/9TpejN+dzRhnA018bZIfGfHdzhBc7yUKuY6pXZjdDjNTNxNWcz3Be4T5K56fJePL55RKtHqNxHbQkxTyydZ8HtEqUN/4/sJfdWIswMtK6VcbsckIjdrdkptY4mp+sriTrn/x/67niWkslUxZwZ/NEWT+XCCIHMM1uEOi5jOEJGQL5BYrBFJytwUkQ7Hd3a2ZXbMw8EM1zDHnE8xnTFzOaJSWyayGJ6j8CWM+XDcwYz/KhB7kebOJ/dV4DscX0wGhxN3mplMp9MJcrvMfCbRIvGcHevhbHVn0LwTEZk50WRpkSY0ZeHyGdt9YeoJhjhctKrHc/n44hmtEq16E7EthLzSLaq65HbTDY2IiORKWs2qPcntphuVJLIU6xho2fDa6brVJUorDS1sleFLFXwBLB187wz5pZMjlWx43tjFY6muU0aazj0qV1gErVHxiQStutu1qBr2iQHv4fjOjv95MHc+Jw7mm0fQnL18f7qCrRTyoS86X8KYD8cfzHhLC2eR5s0n91XgDQtX+xAczlNadatbqDbyTE9NY22o+VskrrNjPdxIW9T/MPx31wivtuK5L0Q5wUhVj+vy8cYzQiWK1kT4lQbD6fG3nNtAkA3ncEwEzXD2fzA0IiLZMPp/oy0/R/FOIvSJUoqSIiLybJ9Cliu+VMFgDJH11RlXqkjzPfvDnqRcl4JhT1rYRxSyxjVGXhAE3/dJzFdYvrMFCfL9P4/NaJqajOvsvHqtRoVqJc/+3IAzn3a9bFKpRKZLJcpIIQbz+b5PXl20FK9Cvk/Us8oWhTk7voQxH66fli+YxFs4eesCX5Em9hOMEkwirrBMiEm4wklEdHB6TJeP87rH3SJ5/RuD59kU6r6wHxaGw3E/vAxwN2W8dYH52vGeIE8wh5OzXz4i3nhy32R564Lv0/BqXgw55W5yIQFxdqAnz59dTioavOthHcLBlyrI6ISJtyHwDnvi/Eo9ebWQWYfZsZQ9xRKHX/OFDwvnuE+lINWaObFMlMmUCtWKNrd9jZhPYh3M57f65fLgdWJmN8w9hC9hvIebGsyw3SPOwslXWliLNHGXFu6rsH9Y9rBwxGRoUNmBMGG5N7vzCcn7JPFVophapEEq5vsCd1j6qbnObkJTFi4h63WP3ACynWC0YPLf1vniyVWJeOLJfRWi378gAXFPImS4B0dKRbzverjfuNn1clfRgom3ksvwHZdv2BP3V+pgmZFGvv/j3K/xsrEnE5F8aJhK+C//nOM+Zc2QtYqt12tl0+xYyvwOdMR8Mg/mEzRnL2+rRUtpVMTgWAzjMJgTxnu4iMHkLpx8pYW1SBP3CXJfBSLiDQtHTHgHldlPSKXL3JboDJI/++yzx49fLlCYB2mxtUj7qVjvC1HG2nG9ByCa2JSFzC3jdY+5zkYcuMh9W+eLJ1cl4okn91WIePkgGTFPIuSYP8s9izkJXCskDA17SldTIXvsMS9OYqvihN0cQh2PZ1DXYF5LprS7227M7z0f4nlDU7rDnifXYD5BNhqi3T+e53miGDKnfAljPhz1f3vo32Ho3PDNJeeqC3xFmjhLNX8wOcPCExOuQWW2RYpRSWfr7y7TFVX3vn8oVBUq1t2GkZ+fOInlkpjvC8EWC7bnHf4wRErus+NvyriHw3I1gOwnyB9MinBb54wnV8PSxxZPnnEbEQ4HiYqzA803f5Z7FrNXz3G8DeFLRZwTb4eGVFbyRNSqi3UKdcQ4Fyfx9ez9L/3b5ybu5jA/rVqnimFoRGSrWVVxQuU0nSHqEJHbpXTKDz/cjfvN4H6fg2kYJ/fhYh7OtLDDhbsOXIWTvy4Q8RTpOjUq0/YomZOW8yqwh2VKTOYV0OB1sCGTrWYtxTHkwSezU1kupW2PpG8+9/Jrv0sXFoKBU1a25YeZjRNzi3RTs9PpxHdf4D87/qaMp+WMsXASRbhdct/W2eMZqWFhjWdSI1sgGXF2oGMeUyEbe4PS5+vZeirkOmhcqYhv4m2UIZXxLU5i17vSKx2z87AoDm5y17T3Hgh3OK9rmqZpNnc9RwsavjBkzdnTyPftejFXNsvd0C/7ON4MBn0pI++pxRxV95S7d3Lf3fX+NvT4VK4XkTEPZ4rtcP1gaoPC+bxL94b7ByLUBb4iTW7ra1KnYx6U6lJ7L8wBua8Cc52NOuSawtc48vUaVRt5kahy8Z2m2al1qHa6TER04vaQ69jF2iId/Yl0T1vpbwt65sxrlnxf4D67CU1ZuIR8LWesdTbC7ZL/ts4az2iViDWesuF9+byr76GPnyoe73/02K2tsKmjXL7B/cpWdTKwfkdMYh0DXc9xDAPgSzXGDL/GO3+qwWtI7vGpRF7Ip2G2umMpnsG+UgvzMiO2RYrxofMev+DNn1DIuvmTz1969dvPq6p66COWSiXXLIs7zUwm7EKhfjDErUNEmdJutcKyhC3jm8F+X+rebtmV2n/cU2975aIMMYxP5XsRGfNwprgOdxDMJxSvku4WXZJ+MVzSCHWBr0hX0tmG1G5f0i/S9ODXz3tN6MPxvn1mq7MRYsKs1ZUULWi3Kn8iP/5fiJ599vilx+nxC/7De4g+Nv8fiLlFuuG8X22eUQ5apKtVl/XAREwtPOfCMrxNGXG1nNx11tc0QdYqPZWhzo7iu8myYY5ntErEHk+v+Q8XH3FdOnW50F8c9TmpurzDDV2+wVqs4Q8HUcW5lXd/P/pYUhGRrQ427twRy52wi5nzpSIi8nU1OxB2s9BgvNTB04VWPRdy907+sFhmp7y/p+n8fNqWSz37p+e+9Ztf/p745vPe+vsfqrznPadq1Ax/SMVwvHYp0+mEfhzmWU0qtD1vb2/PMVjGDdqW2TFzDFu2Bn2pQvOJsyQp8vG84VQvPvpLSztctISrfrhBMJ95Q8bt0bN5w6lKYbMYoS7wFWmPpEebB0W68qGjj7p+mJLGfRXY6yx/TIj8wWBMP9SoTM3Y7/sI1931yIfe9tbfv+uuyl13PVK5Llz1i7lFch7tmjfkcjeY3a5tfuxj/3Bl2BaJt4W31Ww/e7auhz9N7qaMiKfl5K6zLd9Wszti2ZTeJT1vhT1B7tulV88Nq4ffJpM5nlEqEW88f0svXpTNZrOFhkudzmNPLvlwhWYruGBsTS5EFvMqHCMvTEMNSuZKRYdeEoli6KFnfKmIZyHhSG+XFhEWornvznz95sc6b71EPPPl00+dPi2eJqLa6RqVbi9J814r9oeZVtoVClZA9xS93gu5B57hiLZeL9ZcKdQadsOHY3ozuD/u033laCe3Y2YGO2O1Q+WT+0VkzMOZ4jncfjD//CGz+7R4Rb9wmhSmcEaoC6xFukbV676eu/8KT3pEFE0KijQRnbh9/rgkX8/ef9497faxsIcbwlxnI8Qk2E+OhtKWQjzCPLyWVj8sLIOS42iR+kNN8t7RYj3VSFstKd1spk4ShRvoMNzCk+iJS16FI0pTxtFyctfZ+4sffGr/BJ8P+wqOL5gUYewHczz9VkEsf5s4h3DwxfPzj363c+ZE6Zdt95wSnXj5l07OP1DE+1ezbmuGLAhELHvaQ1QbPAb68Prwvu+H6g3zpQqwLSRMkVbFGg5Lr2eFm1ccfBcXh2M4+4B+q3vpJ/cMmeh67x2/fevVXyLq9VK5FH0hrRCNTZYYZte7F579ZuPZfPF4cNxnn31NvqKFWxKLbFXMuZmSJLnNnBhmCHT/TRZpeTGYxXzmzJljx0SaebihcZ+FZv16r/1q3epKRy/89dBvdXk3WeBLGPvhxMNTwmcaCubv3//81e0bTxLRk3fXXrhACVM4OesCc5EOxipcL+9dT0THrvnm/YMi3RauvW3uWAW73pWOuD8STw1u3L4f6qk1EXHUWd72gXuJMd61tEYHJfec+39uaS3S/lATrUrZepfc+90zT7188+4n57RINJhPlrMUL4hnq56bO7cywL+wDE9Txt9yctfZi+80z68ynSB/MMewjP1gjaeQOlm65o2PfP3on33pVFCJiMLXWb54fu3rlPnhBb9eyLhUqX7B/OD8J9ALuH/ZJGPkc9zi7EDHzFazvYqjCeTbajFnhtycmS8VcSwk3De+O+Vcoy1XzzKt1PwGiGOCsKAZg78VhOse+NZluto6ZWgCnSLanzY/+WDW88+ftp+i02Jt+OPMPXuNefkkItsy9+dSKOqOZRtz2ob9Ua3VZu2Og+dQcw7Xvxn7vk/5689e3XjNg5VK/rFbb2XYAop5e4XBnA+PK+F11LwhtsPd+rUfn3742/ufzFmFYyiYmfPtP7A+9HjlOH3vKH3dtLzQa+Yy1gWeOe8HRZpIfuBb4lCRnn+8oJj9avGicufbdH66dOWldJ5L585L5+tvu/X7H7/2H5jrLFf7QBH3RmVObt9/9tdPXeGK952pNN7cuPrD/vHzT7/48JEfzU0XoUUaLGcWyOx6mizObJEo0hN97lU4JjRl8xJEaTnZlnEY+jZivO/ETm7HJqITj9DTIV7BRZucN3r5wu+3wB5PUh64K51tiYJAerbYDRZnDHk4pngefLt7e+aJt9C93/9NqhVrRPT2eYfhun+NfpnUfTn0DuWwGDFPImRZ8sZWVTIMeTTV7aV0iFREJNJ3cuJFzcy3O51M6fZrZqY6IKYpJ2abmU6nkym1w975iXMhYSIajPwP/tzpzO+y87ZcYvqia6qHZgc36NSpkPkMMvnjl8/8uJEtf3tuJm3LveBd9977ti992v/tB2/47q1ffeep4nF67Nbiq/O//Pt69m6XXkkHu7b7PZdo3reR4cEDpXt26Ud5QxPIVrO9mYfTDOPQXXz/nnX6yC+GXOiNdfOI/pOGr1CTI+HZL9VO/3Z8h3ulY17T3nsgZAkJejb7hZOuGJTOTOGu+akHa6G0+nXh5e+cefrF35lXzCLu5kC+rhY++8UfN7LNc8JUvaCYPfa1H3R+fPvuNR/77JGKQqL1rtKjc4YO2PWvv/YvT19xmpjrrK9n69//TXr0L/fbB7p9z7ltfsKpvvjvPh7iqEwtkn3/N/4yGN7V6T9Kfooyu/dS8/o5x4nSIvUf55950nohW7nt8lDXPMp8Mu5VmYncHltTFqXlvKnJsozD8JfJ2/7WO6n3T/AvQpxgtMl53EMliT2elLa979Odl76leewn3/nHn2/mTOn2khtuWDnTshj73+4ErVHxBUEg+1zVoqqhzXm1xXf/Eg49Cxh8z5YNrpcAwCXODjT/unJK8FiYqr/07x/+QtjJ1oJy5UV0tmN++5rShe4XnqMQ45CISNAcL6WKuU6p3WBa+sNWizUqVCt51rnazIOnOV/s2vXu+OzgsCfYz+Q5Jp1ToszJOZk8eLV02avFunc8feTc44IgkHdE+sW5R7TrXemCn5z/98Hs806nk9n1wh6uUjIf++yXu7/29v7OD1Jq/glG6YQxv9jd36vi653StcwJr3B3nrtETj0R0+Huokd++37G5Sb4C2d/+Q6TStecMVs/OP9fnSiFmEgQ6VGrXS+b55RK54SregfvZ1/M/MwLrwz9zZz5ALZF1zqPv/1t9a+/lq5lDsvzj9xh/3KpROaTZ074rzv/0nDt2FRXWR8e//AhZbhXzdYi+XrtyKcf917ztVsr9/31r1x/l/Clr77zgVOXk6125wxKjtQiCYJMnl6/7wuudNTzLw9XDCbMJ+uGG3XAv8ZIZbcmcjRlvC3nD+nJeJaIiRBM2r98taYrFaqixrC1LVc8v3Zr58V/PnERPUP0dsqcVEKPmOddckcgz7Y9opSiEPn+zG8W0e5fkKTkhnCEGPbk9uxgFmpv0Gn++acvfVeJZs9Jdnt/nMt9bGj66mnzNBG9PG8c0uGXSv1ZOAxTYZSCVGvmxDJRJlMqVCsMTymYBk/7ulrvEpFEVn3/RVS6Mq/ls63nnzePSpmWr6Xq2fsvcZyqmrt7Rw29pDxDJodfLV3vvvHSR/75n299ZPdf0TMvXjT33eegz9f6eLvYtLqFanXuNmhDh0sdf/rp008/fdoMlrCVQ71q5e+Esb7YHZ2zyJjwmHSic8NOLq7Dfd598ZlOTjzd/zDMkxjuwjno6FOpahQc97mXLjz6/Pwmgm/HkGHhS/X+C1Ph2tINObPTJXrdRblXT8iZ9I0zR9/alnv2pdxNL/7zUy+ff+UR5rBc5ZqvXGdUfuQWXmo8+JT4wSeJlj/UkSksF1K3Xic6clI6/thH3/9X9I9/+pZHf/4XfvJ/VmcPSo7YIjGPLeZ/dze6kxTTUruC5ngpvc7clPG1nJe4O+bBBFK2jcDYNhWKEMw6NYxUvX/5HrszZ4Zf6J8tnvt11jtCpZsv++YX/vGff9g7Sk99MNSIeSLeDV98Pcs3kIbr/gXJibMDzTzsSUqJovi1W8UbThNRsFVVZvf9856iSals4Z57riJ64aFPvnDVJ4JpLU/eff//PudoI7MV+x+Gn7Moa4asVYJVKs2OpYRtYFkHT3td13WJ6NDaRiVlTk2zLZdeoVcukJp1u0qdI8dm/3q0TA69WrK/0XnxWObEP3Z+4di76RjdOHcGjfXNs+fd9/lHO5/5wvcev6uSJ2rVxaCTFOZw4l3t9tesu5+45EblGLFcPuaBNAGmF7sjcxbbu99gTZj/i+rjxW9dKl0Qy+Gele4p3fTQmz5xY/DQM0ww+QvnYA+8i4ku/z8Kt4l3PkV0wY3zjzgQeqGvIUyl+uCFaXDR728+9txvfrJRk4WZ8wGCRT/+5S2f/vE557xgm8Oj0cKFZef887/zkC3cVThHDDeeMjLWsFyrZmuHL/qLL75Yamtybtag5IgtEvNYWIr0emRkJ6kTt8/vQA8Gvl9hKV6lUsk/duuHbzr9hhvDDtBnbzldSts7vyWnj759UGWXuUSMoDV277+puXdBtdkPplfX58+2G7xrksxSe6/SU4vuL8tyyEmEw3sKDt0aZuWxH08xnaGU8a3sS2+84plXvkuXzSuc+/jWMGDbD2Uh9y9IREKrcIQd9iQIAp1qt99y980vXPUJ5R2iLAi2qs5Ldfnl7/B9ose+/Jn/9WZRPE5E9L2jR+YtDi8IE0pr+GeTg68HmdLubrvBsOAn6+DpYLCTr2eLhYYTrJ6eLVKYpbsuzH35ksq77qs/yb5SJP8Ib6LSH1XPe+KWR9MhHl37eu3sxT82rz9NRHT9oPlgmJsiCLJA1DvGsi8DEfGtQkhEvs+wvcLQk4b89c9faV3yCUUhIvLsYEzf1IMMEvq+nbn66J+/cMmNyrG5qQ4/zTqb7eWdcO9nDx61CsLln3gi2xNvCz03hbtwBh39a5tnXycSCVq19NkP0p8te1cGzlIdXHQxpXvi/FLWX/RDvp7IV9940UufO/vnl7OFJf+5P7y6aQtGdbdrdY+GHIoWRaQWKe/p3muodtuyWyRiHAs7IIiVquL1F1bwPE+cew2Hd5I6RmfO0LEX5j+OmTrwPcR8gH1sLWe/Et316qN1km9jrTrsPUW73r346E/oEvI8j85Yd1/5+LNv/RCFf9fk9nzKG07q3dkPdi4Ik8UI0xb7RZr+8MrS/ZS+g2FqE/P6Rb7vk5guuZbtD4IY/hUn9/0LkhFnB5pv2JMgyES1H3zx0zX6UVUMdSefNC1s/iKvEXexp3QmeAzmdimd8lmqXb9+MQ2e9rodOpgX2enO/urf6kqKdsyiI8cof/3ZK++lSxXf/97Zg194+Dc+N/MfsFXRUjxDYN6NS0xn6Jh8qtJ7NMTTLL/Vla41jAcqtlq03nThN//XDQ8Wj7OuCKAWc2aHuqGXm9jHvAohkV0Xc2amtBtugdehJw3eN+yuaefCvRncf44ymFDbTxh+uQn7G6c75nMqhcrn0NwUW62ZnY6pptiCyVE4B3PJj2Rb/nWaICuXWWFHKuzvE3J4w5B5RZp4S/XQRQ8Rj+GLTi/+m3cMJszNC8vQFHvhVK2Z1X1HM+QQjw+i4wtL/6ILsib4em3pLRLbWNjhfLLNZe8/2f3puZe6T/Snp5NtWXMPc3jge+E1dPzZW+u/+ED49oi55eyXFrv7slneMcOvtxNg7ikOZmXcMBTN/+9/zk00GFRGEpVFMbh8J3YbYS5fhFVfB78rG8xfytnWWRrqRTAP/Oj/A7z3L0hArGOg2UatyfvrFYkfo0zp5H4qg8zpo5eCVFOmhc2cCRtxRr+sOXsa+b5dL+bKZrkbvs74tlrMUXVPsXZy7q7nhKozslLK5Qb3Dyq1ZzcLwXIT1sH2Ct3BH0rBW/Lfe7IwkuThk8M7ezGPkBtgepo16LrxLd1FxLMsRh/fKoTBy/xg6Hu/Hx3ucPwTajl3H+DJJ//mEeyFs09UpJqopvYUyzTddCXEskxTdwwZL9K0mFLNf9FZwnLwNca31ZopVQ1bDdoHlrxy4QxLvC3S8FhYlhd+jJVo/8nus5fQrbmcsnejtZN7LHPNJ+ccZdBTvNg9ojhB7uwjofNIxNlykq/XzMvau5cxN4Cst6H+rIxCKSMpjiET+fpb/v0XZr8eOTyoLOW1e8G6+0r4biLvrYHrJkvsN5SIvQju+xckI9Yx0Byj1jhT8U0LizSj3w9GP3eIgrtq6Fpu13Ou1G7IJMjeblYMW2dkw/OUVnD/yMGeWfAAACAASURBVIe6f0RcboJv48NBVH0xb8xaRfgwW93JuZlStVFhfCwyeVmMH772fXNzyTlGRZA1Q8yn68WyaZbDD3w/jGUfAc5UPPmcusbI3HiyF84Aa12IeLviLdW8F50rLBNisuSRLZxhibdFIiISxHylkqdgmQO+tntOJdp/smvXRbpUfrHny4a3+xbxs7Oncg71FKU7xZ2gKWPOG0/Lyd0AslW9yVt4PP3d2TP1R9Ytbr2mEay7/73w6+5z3ho4b7I88YzUi+C+fJCMmFfh4Bq1xpmKc1oYXyoiz2pSoe01eLZ8k5TgfiOkJIaNoMijlKKkiDzPptnDYfv46zbXXApbzeaoumdQ8BKMKBP6+XrFa7fqtZwoEmVYWsvJy2K84fv3jP/qS+fecOhnloWHBnxdLZbNDlGmxDbwnW8fAe7dB/jyOXWNkfF4jgaTo3D2MdaFSLcrvhlC3BedOyxc7QM/3s1fY22R2BY6GMJUiYaX2pVubAd97dRldNnsR63DG5T8yTWP/1dyc6JIdP4JUsQwj1YitJz8DSBDMTv4XqHulDtEO0FAz8/MHho+FEy/53bK5uBLWth192nirSFcQr5KFDaeo8Fk3mAr2uEgIXF2oPlGrXGPdeObFsY5mYyIqEMpkeN+0K8zmcGrz3ANCduOU5EJgkz9PS6kQrgFsn29ZlKpLfp60exkdr1Gql7Mhf3qH4y/zCvBmiY50aRMae7eWET8+x3w3Y89ciWuL018+whw7z7AmU/+YHIWTr66wI2jVFOEi84XlphjQrxhiblF8rqdzK7XGCxkFv5i8FUitqswPCrpugf+5joi/9qDpmyeSC0nb51lOsGD1S3Ggzlv95wA9+WbcGsIgb8SccWTfyRGhP16IAGxPoHmG7XGO9aNuKaFcafiHiXM92KXbaGcyHw9K5YpU5Ik1y2LWfKcuQs6eN1OqerIgm11qNTWBIEUieZPvgkOZ6vFmtk5eMpHelacm9a39bpFSqW/J56tZlXFYXhVxx5PMV9VPM+zgzn9NH9G/76WZe0/Btk/sX8gOm8JqbjyOTmY4eLDXzh5x37w4SjVFOGic4Yl3pgQb1hibpFkpVTrsT7BDqaZigfP1MOP/eC9ChOash2x/GOic6Ym4W45ozSA7CcYIZicl4+IK55EnJePO57MG2xFOxwkJuYhHH7LarouudTKM2zbzpeKb1oYXyqKNEo4+FIt+j5De8K7QxKn4bujou5Y89f7HHobldn15ODNadhVhzzLlQrthnNwdvnqbipXnvG0IXiEnMmQKXbbXromljuU2Q11+fgXHmKd0X+QsGuaJlEmE+wKlMlkiIhemtMV5kvFkc8IwSSKVjg56gI3jlJNES46d1jijAnxhiXmFomIqCzusLS3EddZYl+CiGhiU0ZUnnnf5Ws5I9ZZYjzBqItWEfPlC3DEM8BaiaLEk3WDrYiHg8T8TIzH8vWsWHZJkiRyy2JW9+cn4U5FwbSwYE3ZXUnabYfezp4nFQUvs4ZUwo4S3lHt4L+iKO7shD4/2zI7Zk7c6VPt+UmikJWSa9k+Efm25YbZY5lINva8drvtBaP3xPRuO/TkZ9lwjMNvGwR5zvus4K7vOHvtkpkTy53MbttzwrwDs1VRFEWxbHbMnDgQMp6ysTfg7WbChYWIiMR0JrPr7TnO3p63m8kUGo5DRL+6lFQc+eQOZoCrcPLXBW48pTrCRWcPSwIxId6wxNwi2ZZJJbb2Vja8QLtEpXb/z6EX/9Z1m8hWd3bYrsKEpoyI/sWcNBwtZ8Q6y3qCkYLJdfkGx2WNJ2clihRP2fDau6VSqSQV2uGiEvXyQSLifALN+byHKxUR8c1i5k3FseJ6pLFuvBN9OI3saGoGs0ZeIHrTzGTCwfMogWlJy/GpnExNCcu7ZM6lAHxbr9cGw0SDU2NYFoNtpeRoqcYwLvrB/mKeo3BGGvfJi7NUH8IQTNawTI3Jkm+rfGGJuUWSlVKtx7bfhK8X69QwNMEjYp2/aNfLXUWzLTNT2pVchiUdOWelc7ecAfY6O+EE52UxCCBHMInz8mXr1DDyLaZ4LqZh4RmcFMynnb9P1oIOB0mIdRLh/ju+4MFGuCLMlYpvFjP/3Of95EwTb6OMEo7ZhH3Oc7ncV266eTmHmzqV85mdT89K199Ko6SIwZ/CtevDv+WHe8fn60Ur1XCq9Z2c2RHN4E1k5pbX+CEfTbEtmhstFXEu38EXTE6J1AW+Us29Fgqr+GMS9FEqY2E5k8vdsLTKzifo5bOMAbDr3QvPfrPxlXyRiPaLN0upti2TpLamUDn8VZjclM1px7hFrLNMJzi8bxFzMLkun0Ru694uWzyjVSLOeE6ekv7Mz92xnMNBYuLpQA/dcg4ebNC8Jzd8qYj3S2fEr6ocE28jjRLmHYjJytfV+thUiHTF0Ijo3ff9yXiCB6776CKOOzqVM7jqb/rR6BFf+Ln9w03YUyNUWNi/OPmtZqHiCORX2m2Fnrz75heu+tDZ+76R/anXCnl6fHOSeGcycaw8MDmYIScRshfOKHWBA1upPlyk+ddCYQxLzDEhsm9tvvxX3yme7Ur9PT/Onj175MjbC+kmzQ9LbC1SgPmBt209//xp+6nB5rRsTQSJ6YyZy1HwrdXKpFm+NU2YlT7ejtGhpowPbwNIxH6Ch8ZAcxyO/fLt7wEeKp6DYEapRNzxnDyh9sIfTrjoz70+8v0LkhNPB3rCk54QdYYvFfF+6Yz4vIdn4q1s7HmK7Q1uw+ndthd6jV7eTelYeV3XdYmo0zn4Rk1hXx/w4pjKyb0pA88XJ69LJO1PQv/e0df+rzdfVvhj+ulPe+GvPt+cJPZUPJPlo+7KyVE4I9QFDrylOtrKA6xhiTcmZFuvHP2Fc875H19/svPMtw8+fu6SPYfKOyEyG0+LNOXLjzx7qRDbci941733vu1Ln/Z/+8FTl+1/HvLqCZqzl++/nfIrjfBXgXtWOquIdZb1BCO0t5yXL9gD/JvPvXwxUzx5KxHvCXJOSY+6qRAkIp4OtCBM6PbOLRx8qYj3S2fE5z0cE2+JIo916+Pbyi6UYOtUX88WCw1HE4I/0pIHOHLtC8j5vovni5OsHP2DK/ZXXCGi4LnWNffsnaKy+dDJh+cedeLIyPd95G8WnWrWZPlZ+Vzgy8PQhXMxdSEUvlLNG8yJwoUlxpjYlnvBu6o3vsuqNh87dst/kN5QNDTS33Kp/gzHxMUltkg8X34Ods677NVi3ROuY8+b79PhYQvh8G5xyiFinWU9Qe72Nsrlq1zbPPs6kTGenJWI5wSHmoiD1+bhHiRjvMYaimsIB8+SN/wL5fB86bRVS+mnonpd9ytBKk/VZ6dSyRhU4mtKtxyhl4jSyvXdnj1rq9foYhuIGVjQ9LX5Jj2fsHSfYflCVlxfnOS73nfi0gd/7aLjz9GzF77trlNFatx6D137I7VORP/9XanxFL/xhd7QT5NHRtpXXTJ6nIee4Eg1lFBUSiWlolCLKL//3LTfUo/n83AmucVcOLmxlmq2YNLYRV/lsAz1US6+03zsN/f/4sV/+S+EMCtqxHZ2PF9+RjaRZmlQbHXHUvYUSxwdoDKvfZ/alIU8cFymnuByDsdx+YKND6ml1rtER//qkeK7v9EfZLRy8cSD5O0STwd6Vql64nffs9BUg9/j+tIZpLLJJRI0jXQ123SlkGm/d/a5dMXRBF9Xi/e6UjVkMk6TB2LeW1zO3BT+6WuTPZMqTvkbr2uaZiZTksKGPTqud3zeC0//8qWffJeba5aqmZ96HmWuvZZEUTbKZqitseLa5cezTJeUtFtuFlJDRXK5TXrMhZMba6mOGMyVDsvw7tPvO7HzsdrTr9MfKb/6ImVuP6nWQvwDMZ8d25ef4a0Bgx5caLKxJxORfOhmFOaSL6Upm95ycuM+wSiYLl+w8aFtBfG87MoLlpu3aATydE/s30FsXaf8cl8cQZLiWoVj+uuJS/7b50c+Oegcs6SiEL3q2dyeHTxp6fVfklPecFKqmutMT3OQ6sl7T3c6f6fSHYUgVZSchCAIMnl6vdZ0pUJV7N/56L2f+/D4r37uvR+PfrzFboeWvfPZkU+cjxwnomCpY+p0zE6HMplSoark49iZgf3rlpjOdMq5DhF1crnBh0xTdiiWXX4i5pNP3IWTG2OpjhjMsGFJJCbDXczb/tbLqsXbzkqFayt5WRDoNjLnjoGO+aIv+Cv9XD7zK/alNGXTW86o2E8wCo7Ll8ytgZWtijmz1N5/BNPMiV0sSrex4txIJVjKPFhj39bDr0XPl4qdlOrvopHqPzII1Z4MUr2nek36937FbeauEHeyd7vPf295GSVfz6rqu8Vc05UkyW3mwu77wc9Wd+qeqBmGoTEvd81E0Bxnb29vz/PaBclt5nJiDJsycBA0Z29vr13KlNr722owNJOx7fITMZ+cbDW2wunrWZW3VWAt1VGDGVdYosSEgrA88+uF6im2yh7jRScKvvy0dyVJ2m2z7ODBya6LOztZVbfDh3VdmrIAxwlGwn75Yo4nXyWyLTOze3A+stbYzZjWql50iCrenQhrptTeLRFRsNDbElPxEQKcqY68/h2nGo3dUoY6due7/3MpOSSiYEXM5x85fU3bcQzDcJz2Neb9S66iYjrj9iimtpV8227Va00zmGaSYVs0Kk6y4VRIV7NZ5jvPYPEGWTOM8PtN8aWKkk8utmWW9gtnaan3D7velajZGluRNhS+Us0dzLjCEikmFITlR5exvmeK8aIHfPIopShKijzPZp7cx0g2vPau5DZzjN3MNWrK+E6QG9/liy2e/JVISg1XHCEV32BEiF2cHej+Qm+xpIqfbz32P8qiKJZdabd9b+myk0s7km2RYlz1y/R1xydfz2bf/ad/Rc/dPHuyY1Ret9MpizHs02urOzs7Yq7WpEKh7Xl7e3t7DsNmNnHjferG97yH/ylRzE8HidxekEd/fzzUUgSrwxaaLZ/I17NZVfe8VjZsXeAs1RGCGUdYpsUkdKHhruwxXfTgGHpRzB2oL21a84Aga0b/+YhZDrMh7po1ZewnGAXH5Ys1nryVSExnzNrQb/l6zVzdb00QVVxjoIl4F3rjXB6OPXcHYwCHZ5nIhkEzpoUdpPLSv/DutlcZvPNc3ivFYEXMY7+V+UFN3Gm/+fxvP9PJ7HrVbjE3Py23mPfpDYa6meX+QnEru7OpbZmH9pkPPRdQNrx2ul5r5sQyZUq71Uqo58l8qaLkk49c2a2JgwGOmV1vaQfbXx22Wbe1CkmFiiYLRFY2XF3gK9X8Fz2WsEyNScsPuV4BX1hiu+iByXtVcLvjuq/O/HtfV4tls0OUKe22GyyrcY83ZRGyuTz8JzhuXjApyuWLJZ7clUjQGrtNUdwpZzKZYKm+zK63wt+aIJo4O9D9+7/VJUorjdBvoPlSxU7WGqJ/8KJnWRMyDlabapxq39RNvfLYm6uP//n1gq1KRDNnO0ZyaIZQRVveMGju3XOS4vZ8koX+UzeGXRIEWTPEfLpeLJtm2VJCFmy+VFHyyUXQHC+lB5Pzlrf1x9DKa4Vm3R6a1R+yLnCXas5gxhCWGTFJhT0gZ1jiuegDslKqWba/qHlkxs3vHPlE/cRXh37yyJXaXoNlTPh6NWUcJzjVeDBpNJ4cly++eEaqRILm7OVtvWV1u+lYagIkKJ4O9NiKmF2rrvaCjXMXnSp+ca6j2V8R09PrFil/dEHzGxf8gvuZm7K3fPeHH/kkUcgF1HjYqphzM6XgtfUSpxULwnInKS4W91M3vuc93E+J4nw66Nt63SKlommGTOTbarauOMurCweL+9a75DZVkqiZVkLWBa5SzRfMmMIyIyZO6H+EPSyxXfSDPFpmx2Tdq4KfrE1Z+674p1+ckmTNmrKJJzj97CLiuHzxxTNyJRJkbXUf9cECxdOB5lsRM4ElgbnEuY6moBkVPSuWO5kMmWap/eWX/sB86kXK7LY1OVeen55XzGMA1gbvUze+5z38T4niejro7xdOsdv20jWx3KHM7nIeeAsji/uKutqqGJpAGtFOqLrAWarZgxlfWGbEJDTWsMR50ffFPahsfBPQICj/qfrOkd98f+2rS87LUkzc5XRpZxf35WOyiEoEWyGeDjTfCo7rse4jEQ09gJEFIvJttbi8BzD7o8dsdSd3BdGJW9p/UYshMLGOAVgTtrpjKZ5hMF9qMV9VPM+zvWDyjCiGuoB8qaLkk9WhwikSZSKPp2SQSrPPNeYo1RzBTC4sPDEhxrAkcnYxP9+dvAnoBon5BNfq8TxnJYLNF08HWtAcRyMi37db9VozZ5YpxFsbvlTxS+QBTF9c0+tiniG0LvrroMnEei/w6jmOAT98qShCPiOJee6nwLzfO1+pjhrMOMPCHhOKWNljO7uJT0yXaXQT0I1rA/n2RuUU++Xjx1WJYCvEuIwd3wqOa7COZvAAxnH22iUzJ5Y7md225yx5CJQfTFYsKaLv+4zLvHIRNGd/3ftVXospXtwLfsnG/kYc3m6mFPJ5D1+qKPnkEnvh5MZVqnmDudlhifvs7HrZJEmiDpFELHWBz8EmoOVibYlzTRIT8wnGfPkAliKeJ9C2upMziTKZUqHQboQdw8mXKmGxPIAxc4PZF4NpGMt7MO/raitvaEKwAgTauUMWNJLP5Hrew5AqzhGHcRZOblFKNV8wVyUsDykzttHmDksiZxfnE1NBa1T8YBPQrkXVzWsI4z/BWB94AyxDrMvY8a3guB7raPafuQQPYGh5y9gFe6BWRj9c3pcLr2t2UwYJ/cVG0M4N4x7J1/9y2JfZDbkCMVcqinHEYcyFk1uUUs0RzBUKy7s/d8v4hw+89w4i4g1LImd38MRULNaIpKUOmfNtvV4LBhxIhfDLr6+P2E8w1ssHsCQxTSLkWcHRvv/s7e32SSKiJ++++4WrblSOnbHu/kxVVWemUlUygobfVtVexdAEX1eLTZIKyvJ63vE+gFle5xxY2Wo2Z3ao1N5TerqohR0GMFQjRDF0f4wvVZR8stuGwskRzM0OSwJnF98TU1/PimUarAblNnNic3ejhrElcYIb/0QftkJMkwi5HoAdOXJS7s/UsGpH3yGLrWz6rm8Zgr8zY2vAQ1wi8vUiVRxH8PXszJ43vxV6vLQs+2Ma+3/Y7O5AeL5eM6X2rpTrElG3XLe1EN+aghiKB18gfT9EceFLFSWfG4+zVG96MNejstuqaCmeISx9YJldL9Oh/mRFz4p1e3OGs009waUeNK7LB7BEsQ7hYOX27GCCTs8lIhI0RyMi8vhSdYc2FFqw1bzFLMyqDN9cPV63U1LklEXd+b/bZ6uHNtwJzI0nX6p9HPnceNylerODuS6VPc6FZQ7vPyekpE279PGfYDLrAgEs1kp3oKXU4IGbRL3+Z76erfGlSjccEpe418iG2vjn676erVPD0ATqr61EUkExwo0ClJVSLrdjEpGbNTuldoiOBl88I14FjnzyiRLMOEWJZ2zBjN8aVXav2+mY4n6DvuRe/kovmhLRGZceo6/44nEierZx64fbdP5r6YIlD0qO9/LFanIbGPPhVq/J3Uwr3YHef7Q7eOZsq1lLaTgk7nCkkgVC95nHZj9ft+tdidyWr2nC8GgfWw7V5MmG107XrS5RWmmEarR8vd5f6IAFX6oD7PnkEi2YsYpQqmMKZiLWprIns7DMQGlzJr3ZD71MT5tXjJzhiSeXe9SV3okwkiltYMyHs2WMjInDinegD7HVmitJVGcri/uprOUN4dhww99xl8xWs7X+XPCYDmiRYlTS2ZavacOjffLzEg6GIB8M4vNt35+//xrfQgf8q0bw5pMHdzBjN61Iz3nOGGcwYbrB5aP+g+FldvvX5Kk8b8tpWxd80vty5+qvvvPB4vH+Z4/devWr7yH62DLy2ScIsiD4MVy+uE1rA2M+3Oo1uZspxo1UWMnGfjdBNhxNINlwHMOYs4Xu9FSGga3sudj1rkTN1kHfYqnvM6Wq4ziOU6Fif4eK/YMt46C25VLP9khq1vv7YQSjfebegey6mFXt/Sz5tpoVc/U5w/MTEGc+uYMZuylF2teLc5Ktx0XfdPcVP/udx8zWvarYd1H1K0s8nDBuiUfjNr3lnMG2XOp5Pz334kebXv/UWsV73/7gMuusr6tZ1SZ7//Jl9Y0ZIDO1DYz5cCtZQjfQCnegYTUE33ELzZZP5OvZrKp7Xiur6ks6nNuzbdu2W11JkclWVdXzdDW7nM3zfL1G1UpeFPOVgmvZRLaaracaYVZwEpUSmTlxJ6vbtp7dEXMmldqVsA+G97dq81m2beNJFS2fLCIEM25Ti7TmzEwXXzBhOl/9aOfpK2/+/eYTZ6l0T/Wi9An69kOfftvSWqR1Ma3lnJEkiTrr68WyKSkiEVGp7XntEnWGv8uus5jjuUZN7qZapyEckATbcind/46rVUgqVDRZILKyuSUf2LVsm0gxZJnEXrNOS5iv3epKihY8TtKqlM1miQajfSpz3lcIsuF4ilrMlXM5okyp7YQfVsG30AFfqij5ZBMhmDGbWqRb/vIuOizK5x978URJOXYuPf5fOpdece7Fpb+odUXrTZc1n0o6ZytipOXsdKb+ZhJ11ut2Sm1HFsgmIhIE2WiXdqyNeI3jz4hnzIerxDIAEtCBhll8vUbVRl4kqhSadXuoHZCIpjfMEUgpWZaJZLGntnpEqWUcY0AbGg4kGw5TZ8i39WLO7FAmk6FOx8xl0+2GFmI0bNyrcPDmk1mUYMZpRpFOCXPec8QWTJjG1x8k+rVLRPEdlVKTUu8gq9X/m2W1SOuCo+VMtM7Kxt7KNhJ8hBnxNM2FL2Ew63AQD3SgYYbR77j1LrlNlSRqphWi2dvZcM7TcmuqahG5LhUaRp7UrGpJrtuRqlHOY/Hseq5Mpd12RZOFoF9VzondUIsx8Q2h5Bx4GSGfG2pGka6qs5fItOu58pnzM6XPOcblCOaw2OYZ+63uWy/LnL6vdep6Lbh8P3lcf6R74qJM+sZ5LdKGm9ZyJp2vEWI6Y9b0itwvK76t18xSFVUI1hE60DDD6HdcUVdbFUMTSCPamf2Nemh5neAD3/cFQZgzT+vw92jfJqVhyIKvU2vF1jkSlbZnDJ49CrLm7OVttTU7TRLWJZ/xmVGkiWQyZyyRKSq3X0MvHHFdny4XgmDe++7/vOwMr4EplX0JRxI04wHy354VxZ1y8B7gKaLMrtfWhHkt0mab3nJ2VutrhaA1dpsHl69DlNn18PAU1hImEQKLVDrkmAreeVqHCHK+V1dVtZWqrNqILkEefXMvyKu4ev265DM5oYs0kUAvHDlcqlvHrn1Dbeunr8U8z5gEzdnz2rsFSZJuub10r4dZU6OGW86k8zJm6PLtttveHi4frCs8gQYGghyyreOepzV6QG32qoVLduzYsQSPDjEIXaQpwQm1qy2RsAiyNuF7oPzQE0s85jpJuOWcB5cPNgE60LB4UeZprZQzZ86MfIIu9daKf0LtWlipsPzdyTeNf/grT74QczaAz/jlw7WDVYYONCxehHlaAKspyoTaDYawTDM8sdLX1WKTpIKyScOnJp9g0rkCiA/GQMPiaQfbQZJsOJW0VGgYmmE4miwbDGOgWfh6Vp20odVmrNAPiRNmlOok85UwhGWKod0ufb1IFccxKlQLsyHUmjRlU04w6WyNmxZPgKiSfwL9xO++J7ZUkAyGeVq8+Bb9AOAWQ6leRwgLEQ0mVqazLV/TBM3RiIi8LqXz81OuR1M27QSTzteY+JaIga2T/BPof/NfvzzyP75UIRNuseEv4r6uZrOqqscyIFmQl77ZxEIW/YDkJFY4ucVQqjc9LOt3dqHZlku9/sTK4BNfz9bSjfkzVtekKZt6gslma1zcS8TANkm+Aw0x4X+luPpGWnOpUNFkWav2TxdW3iYXzgg2Oyybe3a+XqNqJS+K+UrBtWwiW83WU40w67WtR1MW4QRjNjWeSWcMNkHyQzggHvyvFFfexiz6sbU2uHBGsdlh2eCzG5lYmc0SSRLVVYvSFWPWM9o1acpGZ44On2DSeTtkpZaIgc2DDvSWOLRWqyHT4I2bs3KPDNhh0Y81t8mFM4LNDssmn93IbpfhZ1OuSVM2ukPt8Ama5upsCIklYmC5tq4DvZ1zFke/iMukZi2l4Sx/EGccImzODMnb7MLJbbPDslZnF9+CdFvQlMW5ut9oR384nlu98TssyNZ1oI9aeyOfvKLMb5XGU4VMuCK4XymuJawDsFa2q3CGNest+QaEZZ3ObmgZh/5YbcHXs6otL3/N481ryhIMJm1iPCFRW9eB3k7crxTXEcvmzJC8rSqcoc16S74B1ujsEhyrvXlNWbID3zcvnpAsrMIBAAAwEf+CdDAGwYSNgg40AADQoYWZbTUb2O5N3NZnvbY1gGBOtybbT8JhGMIBCXA+cjzpLCTDt/V6rekSSdWGMZgwZas6rdi4z3XJ51pYm2Ae3rNNqjqGHNzZV2cBtZit3Ej0tW45Vy2YK2RNtp+EEehAQwLe+qmzI5/89QeOJJKTWPl60Uo5jkNEtprVRUcTfF0tNl2pmnTWDlmXfK6F9QnmofGpRG7Ptomo15UUrbOlS36t3Ej0tW45Vy2Yq2O46pGeLXYLVYWKdWoYDpXXZq2CLYQO9Iq68yZslbRp/Fa3UOk/aNm/f+QNJ6WqCeZq3Krlc63rwvKCueiwHF6YeegvXGtrn0DDJluZhuVQ1asE2yUKRFa25W/3g/mVhw70irrtU7838skff+DhRHICyyQIRF7SmQghyXxuXF1YTDAXG5bRhZkVklKyLBPJYk9tYdM22DzjNYiSaFvWZPtJmACTCAFiIqSo2epPClnlkaXrks+1sC7BbHUlRRYEQRAErUo1vUduTVVVVc0Wu5uwuzbAihqpevWu2yyquqrW0gqt0PaTMAGeQAPERTaqN9QKrwAAIABJREFUVjarShK5LlWdlX07ty75XAtrEszx8anaUFZXaHtmgM2yBdtPbix0oAHiM3HqjGzM34Vr4koOS0oVJZ8wDsEEgLCwXeL6QAcaNt9L596QdBaimbCSAxH5Ps3sE09PFXHd1bWPJ8A2QYVdrKXGc3y7RFy+lYUONGy+1734yPiHr55/Zfw54TNhJQdbVS1FSdf5UhWjvZEfj+caBRNg26x7A7hqYm4A0d6uLEwiBFg/tkWKIctahS9VIbOkfAEAAGwFdKABVh3fSg7rsv4DAADA2sEQDoCVN76Sg5hWs6oluXyp3I4UV9YBAAA2EDrQAGtgZCUH3yOlYciCb5oiRyqdWtu6OTPAIr2/9tWks7BEm312ABGhAw2wfgQ531JVa2jTKqZUSkXD0r4A0X3kM6O72d35vrXeJvOQzT47gIjQgQYioodPNjlSPXDdRxeeEwhHCJbfN9n6wYK2NcsP8xVpQqmeIuawcF8+AIB4oAMNRER/9ODok4ZPXz3/ScMfmLeMf/hnpTsWkyeACMaLNPGWahRpij0sfC0SAEBssAoHAAAAAAADdKABAAAAABigAw0AAAAAwAAdaAAAAAAABuhAAwAAAAAwQAcaAAAAAIABOtAAAAAAAAzQgQYAAAAAYIAONAAP39bVbDabzaq6n3ReAAAAIFboQAOw8/Wilao4juM4FSpm+31o3/fRmQYAANh82Mp7o3zuvR9POgvL9cLPfTTpLBAR+a1moeIIREQkaFUp2/JT3aKlVJVewjlbYRtfOPlsdlg2++y4rUg7tjEQT0gEOtAb5Vrz9vEP7y99LP6cLMkbvn/PyCcvnXtD/NnwukT5wx/JlQZ5Xq8bf2bWxcYXTj7jYdmkmKzKRbfVbM0lIpIKDUMT4j78qPF2jBJqytbDvMu3IvcF2DYYwgHATFakZmswWsPvuVLKU4stEkWtkmi+AGAyqToYcaXag88w4Gpt4PLBCsITaAB2slG1sllVkohcSjcMmXTL6nlkWUnnDGCWB957R9JZSIbbs20i6nUlJa+rasowSBVrac/Jt4hI/cRXE87fBllGMGdfPoBEoAMNwEM2HHn4Z80wiIjksmkmkyGAEC5/8gPjH37l5Kfiz0lSXMurpKnl+5QuSV3Ppy4RPfiB1MivXf0pzGfgNB5MWlw8J14+gESgAw0AABtOSsmyTCSLPbVF+XS3Xqd0RaF6vZtOOmswHy4frCB0oAEAYMO5NVW1iFyXCg1NoLTbpIogkutShaicdO5gDlw+WEHoQMNMKzZ7HSAqFOm1xnf5RkdckeY4+//ZQQdsxeHywUrCKhwwB6Y/w4ZBkV5ruHwAsArwBBrmmDb9Oel8AXDCjP61hhYJAFYBnkBDWK7l5dPU8/1euiR1cbuCtTdSpP0WZvSvE7RIAJAgPIGGOaZNf8ZqbbCmMKN/raFFAoBVgA40zDFt+nPS+QLghBn9aw0tEgCsAnSgYabp05+pvJNIjgAiwYz+tYYWCQBWA8ZAAwAAAAAwQAcaAAAAAIABOtAAAACLY6vZgKpv5grVG3+CsIp8XVVVVVV12yff1tVsVrUTLX/oQAMAACzSxu/2svEnCMuzM9PUZH6rm64YhmFoMul1K2U4TqVXH/4K5/vjPxz6bMHQgQYAAFgkt2fbtm23upIi6qpqE9mqmNV98vWks7YYU08QYJ69maYm87pusx48dva6blokIiFFgxXgbTWrtjxPVVXb17NZVfda9WxW1T2vnj34krdY6ECvG7w7m8zX9yOCEG0JXOhxiMmKYd+sZ82aspXfzmZyPGelWIewbyNRaTiG4TiKVbdISgmH/tK2qGposmwYhkwkFSqarCmSpGiyXClQbzkXEsvYrR+p6hhy0CzYjhEs6eQTCXOSbTa73pXIbfmaJtDhEMWfl9/4Qi/+g3JYl3zOsDp1YXWCuTox2Wb8m/WsUlM2w9psZzMlnjszM7qMSvTc6z8aJTn4rZ6XlwWBiFwiqeeTLPg9otTh3/JjrCjoQK8ft2fbRNTrSkpeV9WUYZAq1tIr+NU/PrZFilFJZ/vN5FCItE7sLfrZC392/MMjz/1T3PmYZzyfK5jJ2VanLqzORZ8WEyffij8zW4t7s56VaspmWJftbKbFc3aqZVSif/3De8Y//MHrb+D+B7eNkKdiUe1JbjNddfKkFlVdcrvphkZERHIlrWbVnuR2041KXFlCB3qNuZZXSVPL9yldkrpeJ+n8JMe2XErbHknNuq0ZQ3/hWqv12AaWBHVh3EhMfJo7eAAWhH+znjVpytZmO5up8QwJlWiFCINSRkREo0VQ0Axn/wdDIyKSDaP/N9pycoQO9PpZm3dncfH1GlUbeZGoUmjWbVIOhQh9qQ2GujCOc/CArWZrLhGRVGgYGgZ8JAJN2WLNiCeVZzUS/CNwYJugA71+1uXdGY9Zd/GpswBaXUnRBIGISKtSVu9JbvMgRLNfmMJa2+S6wIt78AAGTyeOvynD958J/FnxnIm7EsFWQQd63fC9O1uf5nXsLu77JAhEvl6clkQzDl7NBeHRhl7YmGjuVhx34Vyb98hc+MLCP3gg3sHT69MixSlKUzat5dxiwox4mjPWG45QiWCrYBm7bTG27v3+6uKrtVDP0PKiMtmqqnqermZ3VE9z5ieG9bQuhTNmSYWFfeU1HrjoizWt5Uw6XwAbC0+gt8XwbG6yVdVSlHS9WKbqXmwzVtm4lm0TKYYsk9hr1pPODizR2hXOeMQclpjHfeKiL8lIy9nB0GmA5UAHeuuMdUxX6y3f8F388BKPqzQJHZZjxQtnUuIJS1LjPnHRF2J6ywkAS4EO9LaY3bx++uqHk8nWmOG7uJEnNatakut2JEmtJZ01WJZl3PtXp0hzi7VLFPu4z3VpkdbFtJYz6XwBbCx0oLfFtOa1SkRE/6n+qyO///7K3/AfbEHTwnyblIYhC75OrbxhmOb6zwyDSWYXTj7jRZqSKtW8lhGWxeMNS6wt0sab3nKu1PYrAJsEHejtML15FZdzwIUsiSXI+ZaqWpRWKpinv7liL5zcYl3obbPDsj5nt46GW06sQwSwJOhAb6MYOqYLWhLr0DpEG09+6InYUq2sVf7WlODO4ZsdllU+u/W0XS0nQCLQgd5O8TWv2Ao1vLMX/uzIJ0ee+yeOVCETrqo1uPcnsXP4ZodlDc4OAGAYOtCwFNgKFTYPdg6fCGEBgC2EDjQsBbZChc2DncMnQlgAYAuhAw1LgK1QYfNs9s7h3BAWANhK2MobAAAAAIABOtAAAAAAAAwwhANgqmPHjiWdBQAAAFg56EDDFpu3idqbnm2MfPLC8WIcGVtHsW/UBwCRoM4uVszxnHc4W9XJ0OSxz2FR0IGGdfLSuTcs9h8c20TN90kQiIj8xR5oGyCYAGEsvB3jthl1dh3iOV2EbveMy6erxaYrVXlPBMJABxpmWrFHFP/6h/eMfPKD10dqOoc2UdPIVlVLUdL1Ypmqe5Uo/+x2Wo9grliRBjYbcfnG2zGK3JTxWY86O8/C7wvcpsVztrF+MBH5RPNL94zLlzeclKpGPiGYBR1omIO7bq8X17JtIsWQZRJ7zfrmnWCcVjyYW1KkN1Wsl28j+uthxFFntyaYNBbPzsxtOYf6wXldVVOGQapYS3tOvsV3OCJBIPKinwbMhA40zDGtbiedr8UY3kStR5RKOj9rbV2CGf12BQmKuUXieSm/PmKus5sdTIocT9fyKmlq+T6lS1LX86m71MNBROhAQ1gjdXvmN+q1MbyJmpEnNatakut2MHSMx9oFk/V2BSslnhZp+ltyYzkHjFXMdXazg0nT4zk71XA/mPLpbr1O6YpC9Xo3zXe4lW1yNww60DDHtLptJp2xBTi8iZpvk9IwZMHXqSUml6l1tT7B5L5dbYCvnPxU0lmIakaL9CtPvrC84469JV9/ydXZicFc6uWLw/R4dmbeL4f7wZpAabdJFUEk16UK0fQB1PMun2xsyNeSlYUONMwxrW4nna/FE+R8S1UtSiuVDR+fF4NVDibn7WojFB68ZfzD5tV3xJ8TbjNapO/+2zeM//4vffulKIfbnrfkMdTZ2cEcv3wRr12yhuNJZth+MBFpjrP/n53QDdIqN7mbCh1omGl63abyTiI5WiZBw1f2hVnVYC7odgXJiL1Fmv2W/M73PbyMgyZktM4u/Oy2bMhBzG3gqja5mwsdaAAAgEnmvSX/k/rvjKT4aOWL8WVvyRZ8duszygsgDHSgAQAA5sNb8gVCMGHdoQMNAAAQBt6SLxCCCevtZ5LOAEBktpoNqPo67T8LADAMTdliIZ6wTHgCvVHuL30s6SwkA3vLrb6tLZyzbXZYNvvslgFN2WIhnrA86EBvlN/5XGP8wy++txh/TmKGveVW39YWztnGw7JJMcFFZ4WmbLE2eyddSBaGcMBGcS0vn6ae7/eCveVa2FsOANYPmrLFGoln0tmBTYAn0LAJtnlvOQDYGGjKFmuTd9KFpKEDDZtgm/eWA4CNgaZssbZnJ12IHzrQQET0/srfJJ2FCLC3HIxZ7yK99bb08qEpW6zt2kkX4oYONBAR7f3sz458svNP/5RITgAWYrxIE0r1+kCLBAArDpMIAQAAAAAYoAMNAAAAAMAAHWgAAAAAAAboQAMAAAAAMEAHGgAAAACAAVbhWFF//IGHk87CKvrB629IOgsQN9SFiRCW9YV2bLH44hlzDcJF3zzoQK8o+6pLRj6RH3oikZyslDf2Hhn55O9TVyaSE4gN6sJECMv6Gm/HCE1ZBHz3hfEaRMusRG/8/mfGP/z7c9+3pMNBDDCEAwAAAACAATrQAAAAi2Or2YCq+0nnZSk2/gQBQkAHGgAAYJGkquM4jlOhomoPPtuorubGnyDAXBgDDQAAsEhuz7aJqNeVlLyuqinDIFWspT0n30o6a4sx7QSTzhdAfPAEGgAAYClcy8unqef7vXRJ6np+q5t0jhZs5ASTzg5AfPAEGgAAYJGklCzLRLLYU1uUT3frdUpXFKrXu+mks7YY007QTDpjALFBBxoAAGCR3JqqWkSuS4WGJlDabVJFEMl1qUJUTjp3CzDtBJPOF0B80IEGAABYHNlw5EMfaI6z/5+dDeg/Tz9BKu8kkiOA+KEDDfz+rHRH0lkAWDCU6okQFgCAYehAA7/S/9UY/9D8v4vx5wRgUcZLNYo0ISwAAIehAw0J+OsPHEk6CwAAawYtJ8DqQAcaEvC2//j/jnzyrf+IoggAMAtaToDVgXWgAQAAAAAYoAMNAAAAAMAAHWgAAAAAAAboQAMAAAAAMEAHGgAAAACAATrQAAAAAAAM0IEGAAAAAGCADjQAAAAAAAOswQ4AAFvt6k/1ks7C5kAwYUugAz1gqyoZhtz/Y69iaIKvq8UmSXypCooRR7YBACCavzv5ppFPfuXJFxLJyQYYDyYhnrCJ0IGeyCUiXy9SxXEEf8c0OVLpWXWZOQQAAACAZKADfcDt2TYREfVcIiJBczQiIo8vVZfSy8ooAAAAACQHHegDUkoUxeBPNBjD5evZGl+qdMMhsbycnAIAAABAYtCBHiYIAtHBM2dbzVpKwyFxhyOVLBC6zwAAG+yjlS8mnYUl2uyzA4gIHeipbLXmShLV2YYy76eyMIQDAGCjnT32+pFPjpz5YSI5WYbNPjuAiFa4Az15gYt6c3bHdHqqakWblVA2jIM/OjIRBf9PZM6YRDg9FRGZJp5BAwAAAGyaddlIJVjgok4VwzFSfKmsor607AEAAADAtljhJ9ATFrgwNPJt3eJMVahQB4+EAQAAACCSle5AT1rgQhDzCpVnLcw8NVW9tbScAgAAAMC2WPEhHEIg+MG3dZtIEOTZaaalUqi5zKzCVvF1NZtVVd0mstVsQNX9pLMFAAAAMVjpJ9AjBJHqWbUnuXypmukqUW5JeYOtMrzfpF0lqeoYMpGvZ1U76awBAADA0q1wB3p8gQvSDIeIqGxOX5h5eiqNaAdDoGERhvebzFO3P+y+15UUrRNy33cAAABYWyvcgQZYkFfPv3IJ/2p/v0nBO1gp3LW24gn0cuIJAEuBCrtYMccTl29loQMNm+913W+Of/hq+uII/+TBfpPkkZSSZZlIFntqqxPhH10X4/GMFkwAWKIlNIBbLeYGEO3tykIHGoDZ8H6TFYXcmqpaRK5LhQZhB3cAAIBNhw40ADN5aL9JIhr+AbtPAgAAbLwVX8YOAAAAAGC1oAO9HWatVbxaixf7th7kVbVXK2OwLOtTOGO12WHZ7LNLAlpOgJihA70tpKrjOI5ToWJ/rWI/aGV9vZhktkb4etFKGY7jOI5iFQe3Vh83hM22HoUzdpsdls0+u7ih5QSIHcZAb4vhtYrJVlVLUdL1Ypmqew6Vp6+rHS+/1S1UtODP/XHGQ1mFTbUWhTN+mx2WWM/OVrM1l4hIKjQMTSDybb1ea7pEUrWx4GMlYUbLmWi+FmTTLx+sKXSgt45r2TaRYsgyib3mqjevtnWQ1c42LBG33darcMZms8MSz9kNbxfqVHpFK+U4DhHZanYj9z7abzmpvAnnt22XD9YChnBsCykly7Isa5UC9XqH/maF9v4QUtRsDd4+YmPsrbEWhTN+mx2WmM/O7dm2bdutrqTIfqtbqPSXzpGDjWrX3Ma3nJt9+WBN4Qn0thheq9jIk5pVLcl1O5Kk1pLO2hDZqFrZrCpJ5LpUdTQiMb2f1aQzB8uyHoUzdpsdlqTOzrVsSi/1CEmY3nImnbMF28zLB+sJHejtcHjhYt8mpWHIgq9TK28YprlC4ylHllj2vYOsdvCubiOtT+GM1WaHJfazG94ulFLUbPmaJhCRr2cXfqxETGs5TVNMLE+Ls/GXD9YROtDbSJDzLVW1KK1UNCHpzMw2nFVsUrIN1qhwxmmzwxLD2Q0/8NZkbfh5LVFuOcdM0n5Ik87IYmzb5YO1gA70dhI0w0g6DyGtUVZhIXDFJ9rssCz57EYezx7+YGczX231Q2puwHOHbbx8sAYwiRAAAAAAgAE60AAAAAAADNCBBgAAAABggA40bDFbzQZUfWzPW2yCywjBBPj/27ufUOe99LDjj6G7wKwSCMyQtiAbKkQgZRbNFZRCZwp6HYjTgIcwENOmvAcyC91ATRb1ogsHOjiQV4sp6NImeKAMuZBGG7+CZArZyCkl7UAqXLC1KMP8YGC66ZRZuwvfP/4n33tk/bGk72dzbfken6NHR/Jj+eioXthn83UpniVXl3jKtpXyGjcj+E0hgUarWZMoiqJoLKOnew8kuyNR4o2qbFY9EUygXthn85UWz5KrS7yRjKPIH8u0eTfVuSHMwoFWi9dhKCLrlTVwJVQqGAzM2eheJttI7ms+1W7pCCZQL+yz+UqLZ8nVTbaRKyKyWYnZL6pykEADIiISB2EoMvAdR7rrx1nVzak3ggnUC/tsvo7iuVyWWp2IiCSePTXnUfOmjb8dJNBotf0bXK1Feq+v8MOXNoIJ1Av7bL7S41lydaGyg8E8ckifi0QCjVbbv8GV3xdlq8CK46VlqWnVTasfggnUC/tsvtLiWXJ1lprGliUzFYg59ht479IbQQKN+guVPY1FRKzhXOtgcXiDqySUwdx3jMSTRd/3Hx4YAqiDYAJXynwoy6bx++zNxHNZxO0SL24+kuYSMAsHmiD92meNa6ANp7+eKaUWvTFf2a9FMIEMcjmUZdPIfbbkaTH27cez5Ooas/luHGeg0QTpFyOPdd7GcH2/oBa2D8EEtOV0KMumgftsydNiHCo5ng3cfDeOBBqNcnIxMl/FAdQPh7J8lTwthoaSx5kgPyTQaIKSr30GgCJwKMtXLeJpTSLfEUk8W4WRvxvXnPCV6faRQKMJ0i5GnlTdMAB4Pw5l+Sp5Woxs9saZ9D2ler4vqjs1N1F/UXXTcAkJdN3wc8+p9IuRu9U1CoVjXzhFTGqNQ1m+sk2LUd1OFAebsSmLJBHzo7XaJLIqsXJoYxaO+jm5rFhKuEC7RrgYuT3YF04Rk8bgUJav90+LUfJOZPUcx3EcdzyUtfTN1Wy2kvFAgtnKLK5SXI8z0PWT9nNP1e26HVyM3BbsC6cy/hzMqetbxKEsX++NZ8ljKvbHmbiGmPGjjI2uxLGMRUqaMQQZkEDX2NHPPbdzVTFQMvaFU7o/B3MlE3CkjDEVh+NMRMSNopc/HfLnG0YCXT/7lxXvfu4RczyQWRG3OgJuGfvCqbSYvPlzMFcyATuZdyK0Cgl0/aT93FN1u4CysS+cuv7nYK5kQssxpgLvQQJdN+k/98h9p5IWAdVgXzh1xc/BnHUDRBhTcdNC5YnvOpKE3mz6KJO57xj7j0ttDAk0KvDf/22pHe//mV8ts7p0iadGj2INB68HgFjEKn+/f8Mb7byZeNZCXTY6Z91qINuRkx02XyXHs3mbr9O5dIJju92mvJJ4avQYWxORxJsFPT+KEk95Yq5eHndfL4BOksQwjp4cLMsBCTQq8M9+7/8cLfmLP/r54qr7xT/76enCH//ml4qr8azEG8k4iozEs1XYNadBL4oiEQmV7XWjkhtzwZvtPI1n+cGsi7psdM661UK2I+eNHAAbo+QDYPOOt+kp8hv6ftRTSkQ2q9jsi4jRk1Ww93izu+o5VHZgTgar2WwwNqej1XBirkaPMpwMVqPZ4PkS6esxDzRQEsONXENENisxZbEajp/2YsePbmrasLq0sxYIJgDkYf/ksdUzzj4WEQkDmfiu4/i+74hYw7HruAPLGriOMx7KOr8ZvUmggTIlnj015+7N31esLu2sBYIJALnpmrs8OFmLmHuPDyVJWOw9pEiggdKEyp715pFriNGTx8XTvp149uvtrm5CXdpZCwQTAPJk9AerkfLUaGWO3b3Hux/4nLEZ2MpTo9lJTp0vxkADJQnVNLYsmalAzLHvTwLbVpYlcSyTyJXbmbq4Lu2sBYIJAHlxdveSNPYv2jCOL+AwXP/1AhPf3S/n+m/cxl0HCTRQkqPLtE52+gtSZ3LIVury/A9XtBPHCCYANBIJNHDrLszkcOEU5h9nmv8hFCHDAwDgMsZAA7fuwkwOF0r940zzP3ChGwAAbyKBBmpBeyYHI3spAABwCQk0cPtSZ3LIVor5HwAAuAZjoIFbd2EmB5EPaaX+Y6b5HxJOQgMA8BYSaODWXZjJoZN+FeHv+NHvpJS6gOwZAIA3MYQDAAAA0EACDQAAAGgggUYBQmXvKK/YW9EDpaFXn0VYALQSCTQKYU2iKIqisYyeZnxInj9c+ZBFXaX36lYjLABaiIsIUYh4HYYisl5ZA1dCpYLBwJyN7mWyHVfdNCCjtF7dcoQFQAuRQKNYcRCGIgPfcaS7fpwxzQMa4KhXL5dVN+g2EBYA7cEQDlyWeMq2lfJCEZEk9HYDHlX4xo+0Vs9xHMdxx0NZr8toJ/BOGbu00KtTlBuW7JsPAHLEGWhckngjGUeRkXi2CrvmNOhFUSQiobLTJyAWEYmnSgUicSzDud8XZavAiuOlNSmn3UCKC13a60aXy6b16lIafrvKDEvmIxIA5IsEGpcYbuSKiGxWYvYWq+HY3S13/EgeOqnFDu/8kYQymPuOkXiy6BbaXOAtF7q0I3Jp4G56r162OXcrNywZj0gAkDeGcOBNiWdPzbmbOfc1nP56ppRa9MYuI6BxA67t0nLYq3NrV/2VEpYcNh8AXIkz0LgsVHYwmEeOIdKTx0XiuoaIJJ6t8yaG6/sFtQ/QlNqlZ703hnAcolefVXRYcjkiAcC1SKAb5S++Ocr3DUM1jS1LZioQc+z7k8C2lWVJHMtE5EO+dd2gL/5uzvFss9w7ZzYXunTkSvljMW4kLAXhiASgqUigG+Vf/KdvnS78k29+J/MbHo5vFGPvaacF4z7/3vf/5mjJ//7aVytpSQPk3jmzudClK3EalvJjUhyOSACaijHQAAAAgAYSaAAAAEADCTQAAACggQQaAAAA0EACDQAAAGgggQYAAAA0kEADAAAAGkigAQA4K/GUbSvlhSIiSegp27ZtW4VJ1Q2rI4KJRuFGKgAAnJF4IxlHkZF4tgq75jToRVEkIqGyva7Wjd9BMNE0nIEGAOAMw41cQ0Q2KzFlsRqOn+576Pi75dBAMNEwnIEGADTB3//BTwp418Szp+Y86i7U+v1F1OhRrOHAdx1JQm82fYxFrMncd5qRKqau4NsF04NZzOYDikICDQBogp/+0s+dLvzSD392xVuGyg4G88gxRHryuEhc1xCRxLNnvdRRB40fq3BhBR8ulXsjmKeb77ptBxSLBBoAgDNCNY0tS2YqEHPs+5PAtpVlSRzLJHIlLVk03MgV2Y1V6C1Ww7G7W+74kSNyX1LbC3RhBeWhk1YqWzCBm0UCDQDAGbuU94Vx+PSiDAM/6kV7Ba8IJnCLuIgQAIAchcqe9eaRa4jRk8fF0zRtiWersNqG5SV1BattFlAmzkC3Q6jsaSwiYg3n/tEVz8zBiUrROc9qdlgavXaNH6twYQVFPlTdOqAkJNBtYU0i33k6B7J7lIhhiCTerOqmoe3onGc1OywNXrvGj1W4sIKdBnw/AN6HIRxtEa/DMAzDxcoaOBIqpTYbT9kdtXH9qpuGtqNzntXssDR77QA0HmegWycOwlBk4DuOdNePtT/Zgyahc57V7LA0e+0ANBUJdFtYPcdxRJzuWi3WIr3n5evQq7JZAJ0zRbPD0uy1A9B4JNBtEU+VCkTiWIZzvy/KVoEVx0tr0q26ZWg9OudZzQ5Ls9cOQOORQLfD4UUfSSiDue8YiSeLruE2Ymp/1Bad86xmh6XZawegBUig28hw+gulAjEH46MJpG7dj3u/XnUTUKz6ds5CNTsszV67UxzH8kU8UQkS6HYyXL+Wl7r/9h//m6Ml3/2Xf1BJS1CYunbOgjU7LM1eu2OnxzHhUHYFPhdQCaaxAwAAADSQQAMAAAAaSKABAAAADSTQAAAAgAbdMZ3QAAAV+klEQVQSaAAAAEADs3AAAAAU6Mc//7tVNwE5I4EGAAAo0O/Nf+N04R+N/rz8liAvDOEAAAAANJBAAwAAABpIoHFbktBTtm3btgqTwisLd1XZtvJOKiu+9oYhmEB1shw52WfzdSmeJVeXeErZyivhU7TNGAN9o5w/+28ZSv3JN7+Te0tKlXijoBdFkYiEyva6kWuISJKIYRRToTWJfEck8WwV7h7t6kq8WTEVNtnlYGbunNn2hbpodlhqf0Sqi/Qj5+VybT4AFrEHpcWzIJc239iPjL2+gAKQQN+oH/W+fLTkK+sv3iz1p7/9T04XfuO7f5VHi8qQLFbDsbt77PiRIyKhUsFgYM5G94XUGK/DUETWK2vg7tc12fpy/1BIlc11OZiZO2e2faEuTsPyzh22FmGp+xGpLi4cOS8XbPMB8HQPkqt3orR4FuTC5nMlCb1AhmOy5+KQQOOmhYEMfMeR7vpxtlwWWFEchKG81lVgTS1AMIFqvRw535kHs8/m6yiehX54nVYnIiJGtz+Q2SIRzkAXhTHQuCFGTx4XT4O2Es9WYeE1Wj3HcRzHHQ9lvd5bvg69wutuHIIJVCLzkZN9Nl9p8Sy5unXohSKG4Qxe+wXyxxlo3BLHnwS2rSxL4lgmkSvSNZWtAiuOl1YRFcZTpQKROJbh3O/LS12TbhG1NRzBBKqRfuS8XI59Nl9p8Sy5uklXAlutrfjRnEScfy4MCTRuy9MAvmfJRgZz3zESTxbL3IfkHVaWhK91dQ1XpLCRa41EMIHqpB05Hx7Sc2H22XylxzP/D6+L1XUN149ERNwCqsULEmjcNMPpL5QKxByMXXko9oC+Xxdf2q9EMIEKveyAGYqwz+aizA8vYfNVgQQaN85wfb+JdTUewQQq9LQDPmikbuyz+So5nmy+snERIQAAAKCBBBoAAADQQAINAAAAaCCBBjJIPGXbSnmhiEgSesq2bdtWIVNuAgDQfK27iPD/DjqllUJTJd5IxlFkJJ6twq45DXpRFIlIqOyG3/0WAAC0MIH+hb/80dGSn3z9KxlKvbMgGslwI1dEZLMSs7dYDcdPs206fiQPfNcCAKDhGMIBZJN49tScu9yxCwCAtiGBBjIIlT3rzSPXEKMnj4unoc+JZ1fbLAAAUILWDeEArheqaWxZMlOBmGPfnwS2rSxL4lgmIh+qbh0AACgWCXRbJKE3mz7GItZk7jvc6fMqjh85e0+NvacdriLUR+c8q9lhafbaAWg8hnC0Q+KNgp4fRVEUDYKR9zzigEnXUD0651nNDkuz1w5AC5BAt0KyWA3HTydJHT9yDZFQKbXZeMruqGrbhpajc57V7LA0e+0AtAEJdEuFgQx8x3HHw7uqmwIconOe1eywNHvtADQPCXQrHM0UocJqmwO8onOe1eywNHvtALQBFxG2g3MwU0TkinRNZavAiuOlVXXj0G50zrOaHZZmrx2AFiCBboujiSOSjQzmvmMkniyWdZ84IlT2NBYRsYZz3z28np+rkmqgyZ3zCs0OS8lrV49JPziUpci4+S7FE7gWCXRLGU5/oVQg5mDsysN91c25ljWJfOfpx+Ddo0QMQyTxRlU3Ddoa1jnzkktYHr/xB/m2Ki/FbvTEGwW9KIpEJFS2141uNpniUHbGFZsvLZ7A9UigW8twfb/qNuQmXoehiKxX1sCVUKlgMDBno3uZbCO571TdOuhqVOfMTw5h+eW/np8u/NtfvYXkrMCNnixWw7G7e3x05vvWcCg7dc3mS4sncD0SaDRKHIShyMB3HOmuH2dVNwcAsuBQlq+jeC6XVTfoBeNMaotZONAEVs9xHMdxx0NZrw9e4fJ+oO1qNOkHh7JT12y+9HjeEGsSRVEUjWX0um6tHvJeF5yBRhPEU6UCkTiW4dzvy8vl/JaaVt00AFU7nfTjVnEoO+OKzZcWz8LamsXeOJO+p1TP90V1p+Ym6i+qbhouqT6B/p+/9rXSSjVDPS4nL9PhsLgkfL2cv+/7Dw8tHTjYBuwLp4jJWTc+9PkJh7IUGTdfejwvz/RS1U4UB5uxKYskEfOjtdoksiqtamRQfQL9W7///aMl3/v228nxaal3Fqy9+lxOXpX9y/mJTZOxL5wiJg3CoSxf753ppfSdyOo5jiPidNdqIX1zNZuJOR7IbLYyi60Y16k+gYaWGl1OXh3mcGgF9oVTxKRZOJTl613xLH8n2h9n4hpixo8yNroSxzIWYcaQ20UCDQAAUIWTJN2Nopc/HfLnG8YsHDVTo8vJgUKxL5wiJsCV2InwTpyBrpv6XE4OFIt94RQxAa7EToT3IYGuH4Y2AjvsC6eICXAldiK8Bwl0o3zju39VZnUP/+4W7gCMeii5c2ZWcq9udljqsnYAoIsE+lmolPi+8/RwPfZdI/HU7FEuziOTXmoyruCHn+RXvny60PjBFwVV961//R9OF37nD/9VQdWh1krunJmd9upCu/RpWG4wJpI1LHXZ6ACgi4sIz4pFJPFmMvYjv5etVDDyCmseAAAAKsMZ6FdPt9MUWcciIobru5KEXpCx1HAsS2agAQAAaBoS6FdWr9vt7h7J+mmZ0e0P5P7STT9TS824iz0AAEADMYRjn7Gze5KEXihiGG9ejHu+1EAei2wqAAAAqsEZ6FRGV2a2WltxtlKP5kTkQ0FtAwAAQFVIoJ85vv/6cDcHpOtHIiL3D50MpVxuwgkAANBEDOEAAAAANNxwAh2ql3vQh0p5T7eml8Szs5XijvYAAAC43g0n0AeeByIn3kzj2rxspXC1UNk7r19hXpwsAGrhUq9uMcICoJVuOoGO1+HO+ikTTryZjCdWEaWQL2sSRVEUjWX0dOY/2X24Jh53/0ZdpfXqliMsAFropi8iPJpieXeTP2OjiiiFfD3dX2a9sgauhEoFg4E5G93LZBvJffpFmcANS+vVLUdYALTQTSfQIk/TK29ERJKNyGqmVPzmvHLnS8XCvbUrEAdhKDLwHUe668dZ1c0BcnDUq5fLqht0GwgLgPa48QR6n+G4viMioXr48P4D82spJe7yA2dFSmL1HMcRcbprtViL9F5f4VpO1FV6r241wgKghW44gT4zxfLTE5H0e2unl7pYDDmLp0oFInEsw7nfF2WrwIrjpWWpadVNAzJK69VVt6tihAVAC91wAo36OvjuIkkog7nvGIkni77vP1y4MQ1ws9J79bIBX81DZU9jERFrOPdd4/0Fmx0WAEhx07NwoBkMp7+eKaUWvbHOBzNww/Z7ddVtycfJZBqSYdLJ5oUFAM7iDDRKYLivI2uAZmhar96bTKPvKdXzfVHdqbmJ+gudt2laWADgLBJoAMCrONiMTVkkiZgfrdUmkVXVLQKAm0MCDQA4mExD+uZqNhNzPJDZbGVW3TQAuDkk0ACAg8k0XEPM+FHGRlfiWMYiTAAKAAe4iLAtktBTtm3btgq5zy5uC53zrFLD4vhR5Pu+70eR7xoihhtFrvH8pwBsdAC6QuWFIiKJp5RSSnlh8nQsqeBAQgLdDok3Cnp+FEVRNAhG3lM/S/jgQvXonGc1OyzNXjsA+Us8ZU/jlYhIsliZY9/3fdcRbxb0/Cgar2fe3gEkSU6fJDkfYTrb7TbXN9SsvtP5rd///tHC7337a5dbdbbUOwv+wl/+6GjhT77+lQyl3lnw7PI3Y56tYKfTSX7ly6fLjR98sfn0cdE/nNw1VCoYDMxgei/LlDvMZFu7zAWLC0vaS0W0s9nVZS7Y7M55TXWnYTF+8MV2u008VURYfvmv56fL//ZXRwWFpeSN/tNf+rnT5V/64c9ubV9Ie+nWOmfJ1Z1uvje33YUaGxOWDKVu2YVQ7KSvWpKIsVFKfN8JlT0VS2KZzAfBaD2OXEPC3UsiEio7MCeDVRAMxuZ0tBpOzNX0UYaTwWoaDCLfSalAF2egC7RNUVzB9wsDGfiO446Hd/J5u91uN5/u7j5tNKpLa2Tmgm+2Od/qCmpns6u7puD71a5zZq5Oy/VhyYy1y7Fg5t7S7Ooya3ZYSg5mOS5E4+KqGa/fuLuDeeT7UTQIZoFYvcNRZmEgE991HN/3HRFrOHYdd2BZA9dxxkNZ53cWmgS6FYyePC6efyX17Nf7JDwJlT3rzQsa6whcQuc8q9lhafbaAShUslhvno4fscguJ07WJ/+VFDwsmlk42sHxJ4FtK8uSOJZJ5Ip0TWWrwIrjpWWpaWxZMlOBmGOtu/gC16NzntXssDR77QAUyejLaKTWVvxoTqK+qJHyrHhlzne3P3XGprLV2opX5nxcZDNIoNvC8aP9cT/JRgZz3zESTxZ93+cjChWic57V7LA0e+0AFMHZ3ejUcKNIRGSXMR8eS0QM149envjuQbnd03xUn0B/79tfK62UiPzk618prdQtM5z+QqlAzMGYEzy4LXTOs5odlmavHYDmqTiBzjYWPvMI+pKru22Gu/tGBtwcOudZzQ5Ls9cOQNNwESEAAACggQQaAAAA0EACDQAAAGgggQYAAAA0kEADAAAAGqqfxg4AgOt96Yc/q7oJyI7Nh3ohgQYA1F5D5xttCzYfaochHAAAAIAGEmgAAABAAwk0AAAAoIEEGgAAANBAAg0AAABoIIEGAAAANJBAAwAAABpIoAEAAAANJNAAAACABhJoAAAAQEOH+2c2RqfTSXuJrYxq0TnPSgtLQTEpeSuw0QEc6XSak3Y2Z00AAABws5qUQDOEAwAAANBAAg0AAABoIIEGAAAANJBAAwAAABpIoAEAAAANJNAAAACABhJoAAAAQAMJNAAAAKCBBBoAAADQQAINAAAAaCCBBgAAADSQQAMAAAAaSKABAAAADSTQAAAAgAYSaAAAAEADCTQAAACggQQaAAAA0EACDQAAAGgggQYAAAA0kEADAAAAGkigAQAAAA0k0AAAAIAGEmgAAABAAwk0AAAAoIEEGgAAANBAAg0AAABoIIEGAAAANJBAAwAAABpIoAEAAAANJNAAAACABhJoAAAAQAMJNAAAAKCBBBoAAADQQAINAAAAaCCBBgAAADSQQAMAAAAaSKABAAAADSTQAAAAgAYSaAAAAEADCTQAAACggQQaAAAA0EACDQAAAGgggQYAAAA0kEADAAAAGkigAQAAAA0k0AAAAIAGEmgAAABAAwk0AAAAoIEEGgAAANBAAg0AAABoIIEGAAAANJBAAwAAABpIoAEAAAANJNAAAACABhJoAAAAQAMJNAAAAKCBBBoAAADQQAINAAAAaCCBBgAAADSQQAMAAAAaSKABAAAADSTQAAAAgAYSaAAAAEADCTQAAACggQQaAAAA0EACDQAAAGgggQYAAAA0kEADAAAAGkigAQAAAA0k0AAAAIAGEmgAAABAAwk0AAAAoIEEGgAAANBAAg0AAABoIIEGAAAANJBAAwAAABpIoAEAAAANJNAAAACABhJoAAAAQAMJNAAAAKCBBBoAAADQQAINAAAAaCCBBgAAADSQQAMAAAAaSKABAAAADSTQAAAAgAYSaAAAAEADCTQAAACggQQaAAAA0PB3qm4AcBM6nc57/m273Rbdkvoihld6ZwCFGKYjhgDKQQINPPlf/+jLl//hH/zXL8ppSX395/5vXP6Hf77483JaUlP/9H98683/+S//8DsltKS+7H//N2/+T/S7Xy2hJQAajCEcwPVC1emosOpWFCpUnY7tJVU3IxuNxjdyU+6v1N7jUJ1b00ZG4Hq5hIXYAs1BAg0Azeb4263vHC0M1YeHSloDAPoST9m2Ul4oIknoKdtWYXL0uFQM4QAAAMDtSryRjKPISDxbeWtZ9fwoSjzlibkKnh93fdd4/vckMYyjJwfLcsAZaCBvoeo8Oxo3sPfK3i+5iWd3Oip8fdH2kt3C/f88+vU38ewzPwbvleoc/lh8vuqnd319cb/I3pvZ3jqPyFxWfOPfFcN9xWzKAp2P4cnIgbVndz48iDx8eGtsS+0ikIeDKKYNczl5vfm9C8hD56K0UoYbuYaIbFZiyio2uyJi9GQV7D3e7P41VLZabDZKqTDxbFt5m8XMtpW32czsPPcSEmggV6HqfHj4+Hm73W6328/WfXc/i/kgTy9sPt09fDj40Hz4MDU3Ty8t77ud7mry+p8qFHEGH+UheN75k8Xj8uPg8Ff5xLO799ZTDdvt548PH16T73dW/fJSqDqvb/bZur8v+Of+Uhr/dgz3FbYpi5Iew2M9N9p+/ijy8fN2G7mpp2RqF4E8JJ7dvZdPm9cgnma3Z9e94b0LyMP2LRdLJ549NeduT6ze62Fr/7GISBjIxHcdx/d9R8Qajl3HHVjWwHWc8VDW+Y30IIEGcpR404e7T5vn8aaO//mjPEy9RETC4OHu0/jpBaM/vJPl8/dlEZG7T/NdImP0h3ciL/9q9Id3u4/l/c/nZPG4vDO7h5VvVkvZ+8h2/O3TyFetqperzW495OPng/UoVjmNfzOGr4rclAVJjWE2NYxADsLZ/fKl/bsgHn7FSF/3ZvcuoGKhsme9eeQa0jV3eXCyFjH3Hh9KkoKHRZNAA/lJFo/Lw6/DXfP588/xXz6IQ9Xp3i8Pix59iT7+Ti2y//mcLB6Xd8O+ceb1c+cc31210bN2D45Ssd17F6qkxr8VwxfFbspipMYwkzpG4HrJOn6jwRfWvdG9C6hUqKaxJcFMKeVJf7AaKU+NVubY3Xu8O+o7YzOwladGs4JHHpJAA0V6yer2B1Z+kM+bT3f6b/by+bxZnf10dvzdD7knYyJ1q07WsX7rrlRS49+KYbpcN2UxUmOYjxpEIBcXzhyLXFz3RvcuoEqOH0X+jmsYjh/5rh/5riH7j3cM92WJ4e4WO77v7F5JH7KmjQQaKNJLNpd4o/vl85DHrL+rO4OPEq+TMHhI+3Q23OhlBKw8jZ7Ur3rv07xMpTT+7RimyHdTFuVcDPNSjwhc72DIxLHL697w3gXgFQk0kB+jP7yTeP8ihc1quTuhdTSuYLNannuDt3TNu+XjaPqeT2fH//xxlwpkqLprHo2nLPmcdJGNf18MC9+UhXuNYTb1j0AWRs+Sw7U+8sa6t6V3ASCBBnJkuJOPy/vu6/X0Hx7k48Q1jrK6p3tYXPqcTnn//vBuuUz5dfjofnth8LD7SM5QteHO9y//D9XJUMy8ldf4izHcf5diN2UB0mKY7mKzaxiBHDjjT3fL+9FzGJ+mjnt9/Y11b27vAnDkzSlFgDa4bn95nhHs9dmTu+fZsLbb7d5oxrtPm91/3X3aPL3wWvztp/vvetqQM5WnVn3U8sOnB6U+fZQL9eYQwxIbfymGJW7KrAHUj+H+Sr0+fvrf40hUGYHr5RDDg7V7ae5rWNI75EvhW+xdAPLV2eoccQBULPHskcwvzN2LNxFDFIfeBbQDQziAOkkWj6J3dRKOEUMUh94FtAQJNFATiWd3Ot3H4ZxzW5kRQxSH3gW0CUM4AAAAAA2cgQYAAAA0kEADAAAAGkigAQAAAA0k0AAAAIAGEmgAAABAAwk0AAAAoIEEGgAAANBAAg0AAABo+P91ndWOfieXYQAAAABJRU5ErkJggg==)
# there are likely many versions of the same component
# generate an index to unique components as defined by the following horizon level attributes
idx <- unique(res, vars=c('hzdept_r', 'hzdepb_r', 'sand', 'silt', 'clay'))
res.unique <- res[idx, ]
# ah, much more useful
plotSPC(res.unique, color='texture_color', label='compname', name='hzname')
legend('bottom', legend = texture.legend, pch=22, pt.bg = col.legend, pt.cex = 2, bty='n', horiz = TRUE)
![](data:image/png;base64,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)
# quick comparison of profiles based on variation in:
# sand and clay
# to a depth of 150cm
# no depth-weighting
d <- profile_compare(res.unique, vars=c('sand', 'clay'), max_d=150, k=0)
# hand the profiles from a dendrogam, built from divisive hierarchical clustering
par(mar=c(0,0,3,3))
plotProfileDendrogram(res.unique, diana(d), scaling.factor = 1.1, color='texture_color', width=0.25, y.offset = 5, axis.line.offset = -1, label='compname', name='hzname')
# rough legend
legend('bottom', legend = texture.legend, pch=22, pt.bg = col.legend, pt.cex = 2, bty='n', horiz = TRUE)
![](data:image/png;base64,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)
# eval texture via 0-25cm weighted mean sand, silt, clay
a <- slab(res, cokey ~ sand + silt + clay, slab.structure = c(0, 25), slab.fun = mean, na.rm=TRUE)
ssc <- dcast(a, cokey ~ variable, value.var = 'value')
ssc <- na.omit(ssc)
names(ssc) <- toupper(names(ssc))
textureTriangleSummary(ssc, cex=0.5, p = c(0.10, 0.5, 0.9), main = '0-25cm Weighted Mean')
![](data:image/png;base64,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)