Preliminaries
Make sure to move to the proper working directory and that the file NYC_Sub_borough_Area.dbf is in that directory.
Also, activate the tidyverse and foreign packages using the library
command (the tidyverse package includes ggplot2):
library(tidyverse)
library(foreign)
We will continue with the data for the NYC sub-boroughs. If you did not save the data frame from the previous lab, then read it in from NYC_Sub_borough_Area.dbf and add the manbronx variable if you don’t have it. If you saved the data frame using saveRDS
, then you can load it directly using readRDS
.
Below follow the commands to start from scratch (check the previous lab for explanations):
nyc.data <- read.dbf("NYC_Sub_borough_Area.dbf")
nyc.data <- as_tibble(nyc.data)
nyc.data <- nyc.data %>% mutate(manbronx = if_else((code > 300 & code < 311) | (code > 100 & code < 111),"Select","Rest"))
nyc.data
Spiffing up the Graph
So far, we have used the defaults for the various descriptive aspects of the graph, such as axis labels, title, etc. All these can be specified (in great detail). Only the very basics will be covered here, but the options and combinations are virtually endless.
To illustrate these features, we will continue to use the scatterplot of kids2000 on pubast00, with manbronx as a categorical variable to define subgroups.
Axis labels
The default setting for the axis labels is to use the variable name. Sometimes, this is not very informative. To set the labels explicitly, we use the xlab
and ylab
functions These are added in the same way as actual layers, using the + notation and with the respective options in parentheses (do not use an = sign).
For example, with our default scatter plot, we can set xlab("Percent HH with Children")
and ylab("Percent Public Assistance")
(note, the font and font size can be specified as well, but we don’t go that far).
As in the previous lab, we assign the main ggplot
command to the object g to save us some typing.
g <- ggplot(data=nyc.data,aes(x=kids2000, y=pubast00))
g + geom_point() +
geom_smooth() +
xlab("Percent HH with Children") +
ylab("Percent Public Assistance")
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)
Title
A title is added to the graph by means of the ggtitle
command. Again, enter the desired title in parentheses and enclosed by quotes. For example, we can add ggtitle("Example Scatter Plot")
(we also keep the axis labels):
g + geom_point() +
geom_smooth() +
xlab("Percent HH with Children") +
ylab("Percent Public Assistance") +
ggtitle("Example Scatter Plot")
![](data:image/png;base64,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KiwnM3uuXbLvLyB4Hz7v54amzz7uos5127dsn69eslJydHDj/8cGnXrp3n3LzSIQK8XhkJ+oEAAggggAACCCCAAAIIIIAAAgggkLQC9fX1kpeX57n707y7Dy4ZYcwqTvPrW2ZGvVx6Ruzy7lZVVcnSpUtlzZo1ol4a5N27d6906NBB5s2bJ7/+9a8lKyvLr5+pvoMAb6o/Adw/AggggAACCCCAAAIIIIAAAgggkIACulDZzp07JTMzUwYPHmwGAb18G5qaQYOWXiqaKeIhzbtb5h40PfukrXJAr9jk3S0vL5d7771X1Klp0VnPd911l6xevVqeeeYZz4910/5H+z05eKMtTPsIIIAAAggggAACCCCAAAIIIIAAAhET+PTTT2X27NkyZswYOe2002Tq1KkyYsQI+elPfyq7d++O2HUi2ZAGL0tLSyPZZETaeuOjAbI+QN7do2Ocd/fpp592De46b1TH/pprrnHuYtsQIMDLY4AAAggggAACCCCAAAIIIIAAAgggkBACGgQ844wzzJmczoXKamtrZfHixXLSSSeJBgG9VBoaGmTfvn1e6pLZl81G3t0lHwx07VdO9wqJZd7dHTt2yKZNm1z70nTns88+K9u2bWu6O6XfE+BN6eHn5hFAAAEEEEAAAQQQQAABBBBAAIHEENDA7dVXX91smgNdxOyss87yVEBVU0nU1dV5Crm0IrPZvLvzz1gnWW0bYtbndevWhXStt956K6T6yV6ZAG+yjzD3hwACCCCAAAIIIIAAAggggAACCCSBwM0339xscNe6xcrKSpk5c2ZQda1zovWqi4YVFRVFq/mw2tW8uwtfGS7FAfLunjNF8+5WhNV2uCcVFBSEdKouvkb5XoAA7/cWbCGAAAIIIIAAAggggAACCCCAAAIIeFBAZ8F++OGHQfdMA4B33nln0PWjUVFTSGhqBmcqiWhcJ9Q23/jQyLu7o7vraUeP2ifHjtnreiyaO3WhvFBKu3btQqme9HUJ8Cb9EHODCCCAAAIIIIAAAggggAACCCCAQGILaI7WUMs999wjOps3XqWwsFCqq6vjdXnX627eZeTdXTnQ9VhOj3L58cmbXY9Fe+eBBx4Y0iV0gT3K9wIEeL+3YAsBBBBAAAEEEEAAAQQQQAABBBBAwIMCGRkZIfeqvLxc1qxZE/J5kThBF33TWcdeKiXlgfPuts2ol0tnro9p3l2nzWGHHSbBzuLt0aOHTJkyxXl6ym8T4E35RwAABBBAAAEEEEAAAQQQQAABBBBAwNsCgwcPDjoA6LyT7777zvk2ZtteS83QoHl3XzXy7pZnuRqcPWWL9Itx3l1nRzp16iTTp0937gq4feONN0rHjh0DHk/FAwR4U3HUuWcEEEAAAQQQQAABBBBAAAEEEEAggQSys7Nl2rRpIfdYA4exLiUlJVJREdtFylq6xzdWD5ANAfLuTjh0r5F3d19LTUT9+HHHHSdTp04NeB2dxf2Xv/zFXEAvYKUUPRD6/PYUheK2EUAAAQQQQAABBBBAAAEEEEAAAQTiJ3DNNdfI0qVLRdMfBFuOOOKIYKtGpF59fb3k5uZGpK1INbLJyLv7yqqBrs31NfLunnvyFtdj8dh54oknysiRI2XVqlWybds20TzGGtzX4O8ll1wigwYNike3PH9NAryeHyI6iAACCCCAAAIIIIAAAggggAACCCBw0EEHyS233CK/+c1vgsKYPHmyhLp4V1ANN1NJg7sNDQ3N1IjtoeIyzbs7Uny+NL8La97d+Wesl7aZ3umvdrJv374ye/Zss7+9evWSbt26+fWdHY0FSNHQ2IN3CCCAAAIIIIAAAggggAACCCCAAAIeFTjnnHPkggsuaLF3Xbp0kZtuuqnFepGsoIu6lZaWRrLJVrVVb8RtH3h5pJSUt3VtR2fu9uvprVQSrh1lZ4sCBHhbJKICAggggAACCCCAAAIIIIAAAggggIBXBDRw+7Of/UzS0vxnpWofBwwYIM8//7zojN9YFZ2167XUDItXHCxbdnd1JdC8uxNGxz/vrmvn2BmyACkaQibjBAQQQAABBBBAAAEEEEAAAQQQQACBeAm0adNG/vCHP8isWbPkqaeekrVr14rOntV0DFOmTJE5c+ZIVlZWTLuXn58fUm7gaHdu7eYe8ubH/V0v06+nt/LuunaSnSEJEOANiYvKCCCAAAIIIIAAAggggAACCCCAAAJeEBgxYoTccMMNce9KdXW1FBUVxb0fVgfyCtvJI68Pt942es1qWyeXnrHOc3l3G3WSNyELxDRFg/42paysLOROcgICCCCAAAIIIIAAAggggAACCCCAAAJeE/D5fLJv3z5jETOfJ7pWW5cm9y0eJZXV7nM6L5i+WXJ6VHqir3QicgJRDfDm5eXJVVddJSeccIL069dPsrOzZcGCBWbvv/nmG5k4caKZE8VLqwtGjpaWEEAAAQQQQAABBBBAAAEEEEAAAQSSWaCwsFCqqqo8c4uL3hwqu3OzXftz4pG7ZdzwPNdj7ExsAfdwfivvSX9rcccdd8j1118fcIr6jh07ZOXKlebXueeeK4888ohkZma28sqcjgACCCCAAAIIIIAAAggggAACCCCAQPQFamtrRXPveqWs+jJHVn/V17U7Bx9QLGf+cLvrMXYmvkBUZvD+/e9/l1/96ldmcDcjI0OOOOIIGTJkSCOturo6O6C7aNEiufzyyxsd5w0CCCCAAAIIIIAAAggggAACCCCAAAJeFfBSaoZv93UUnb3rVrLb18j8meslPd0baSTc+si+1glEPMD71Vdfye9//3uzV6eeeqps27ZNPvvsM9FtZ9FVDfWYpmnQojN4N23a5KzCNgIIIIAAAggggAACCCCAAAIIIIAAAp4TKCkpkYqKCk/0q7I6Xe438u7W1fuH+dLEJxfP2CDdOtV4oq90IjoC/iPfyuvcfvvtoqsH6qzd5557TgYMGBCwxf79+8uyZcuke/fuUl9fLw899FDAuhxAAAEEEEAAAQQQQAABBBBAAAEEEEAg3gL6qfTc3Nx4d8O+/iOvDZe8ovb2e+fG6RN3yIiBRc5dbCehQMQDvGvXrjWZdBZv+/buD5fTUetYs3u3bNniPMQ2AggggAACCCCAAAIIIIAAAggggAACnhLYu3evNDQ0eKJPyz7qL2u39HTty6iD8+WUCbtcj7EzuQQiGuDVWbjr1q0zhcaNGxe01LRp08y6u3bx0AWNRkUEEEAAAQQQQAABBBBAAAEEEEAAgZgKFBcXeyY1w+Zvu8ji9we53n/3zlUy77SNkpbmepidSSYQ0QBvenq6ZGdnm0T6wAdb8vLyzKr9+vUL9hTqIYAAAggggAACCCCAAAIIIIAAAgggEDOB2tpasWJYMbtogAsVl2XKAy+PlAaffwQ3vU2DXHrGeunYvi7A2exONoGIBngV57DDDjON3n777aCtNA+vlkMPPTToc6iIAAIIIIAAAggggAACCCCAAAIIIIBArAT27dvnidQMmh3igSUjpaS8reut/+ikrTKwb6nrMXYmp0DEA7xHH320KXXDDTfI1q1bW1R7+OGH5Y033jDrhZLWocWGqYAAAggggAACCCCAAAIIIIAAAggggEAEBIqKijyTmuElIy3Dlm+7ut7VD0bukxOO2ON6jJ3JKxDxAO//+3//T/r37y+lpaVy5JFHyn333Sf6G46mZefOnXLxxRfLvHnzzEPHHXeczJo1q2k13iOAAAIIIIAAAggggAACCCCAAAIIIBA3AU3NsH///rhd33nhtVt6yJtr+jt32dt9e5bLeVM32+/ZSB2BiAd4u3btKo8++qi0adNGNA/v5ZdfLjk5OWagV1mfeuop6dWrlwwcOFAeeugh8fl80qFDB9GZvHoOBQEEEEAAAQQQQAABBBBAAAEEEEAAAa8I7N271xOpGfKK2skjrw03WPzz7ma1rZPLzlgnWW2N/A2UlBOISkR10qRJ8tFHH8n48eNt0OrqanN7z549jX7rceKJJ8onn3wiQ4YMseuygQACCCCAAAIIIIAAAggggAACCCCAQLwFCgsLpbKyMt7dkNq6NLnvpVFSWZ3h2pefTNssOT3i30/XzrEz6gLuT0UELnvUUUfJ6tWr5fnnnzdft2zZIvqlM3aHDRsmQ4cOFQ0Ez5gxIwJXowkEEEAAAQQQQAABBBBAAAEEEEAAAQQiJ+Cl1AyL3hwqu3OzXW9u8rjdcuSIPNdj7EwNgagFeJUvLS1N5syZY36lBid3iQACCCCAAAIIIIAAAggggAACCCCQDAKamkEnKsa7vL+2r6z+qq9rNw7uVyyzJ213PcbO1BGISooGJ19VVZXzrb29Zs0az6w+aHeKDQQQQAABBBBAAAEEEEAAAQQQQACBlBfwSmqGb77rJE+/5Z7WNLt9jcyfuV7S0+MfhE75BybOAFEL8H7wwQdy+umny9ixY11v8bzzzpOePXvKj3/8YykoKHCtw04EEEAAAQQQQAABBBBAAAEEEEAAAQRiKVBTU9No/ahYXtt5rZLyTLlv8Sipb/AP36WJT+advlG6da5xnsJ2igr4PyERgFi4cKHo4mmvvvqqbN68WfQbw1kaGhpk586dZpLqRYsWybhx42TdunXOKmwjgAACCCCAAAIIIIAAAggggAACCCAQUwFNyeCF1AxG6EweXDJCikqzXO9/xvE7ZOSgQtdj7Ew9gYgHeHUhtUsvvVQ0EbWWqVOn+gV4df9LL70k8+fPlzZt2siOHTvkggsuEA38UhBAAAEEEEAAAQQQQAABBBBAAAEEEIiHgKZmCJRuNJb9efG9g2XTrm6ulzxsyH6ZPn6X6zF2pqZAxAO8N954o9TV1UmfPn3k7bffltdee02ysxuv8qdB3VNPPVXuv/9+Wb58uWRkZMinn34qTz75ZGqOAneNAAIIIIAAAggggAACCCCAAAIIIBBXgerqasnPz49rH/Tin27sJW/9q79rP3p3q5C5p22UtDTXw+xMUYGIB3hXr15tUs6dO1cmT57cIuukSZPk4osvNuutWLGixfpUQAABBBBAAAEEEEAAAQQQQAABBBBAIJICXknN8N3+DvLo64e43lpWZr1cPmudtM+qdz3OztQViGiAt76+3ky3oJxnn3120KoTJ040627YsCHoc6iIAAIIIIAAAggggAACCCCAAAIIIIBAJAQKCgpEZ/DGs1RWp8u9L46S6tp0125ccMom6dezwvUYO1NbIKIB3jRjfrimX9CiaRqCLVZuk3bt2gV7CvUQQAABBBBAAAEEEEAAAQQQQAABBBBotYAXUjMYa7vJw68Ol9zCDq73M+UH38q44Xmux9iJQEQDvBrcHTBggKn6/vvvB627atUqs+6YMWOCPoeKCCCAAAIIIIAAAggggAACCCCAAAIItEbASs3QmjYice4bHw2QL7b2dG3qkAGFMuuE7a7H2ImACkQ0wKsNzpw5U19kwYIFsnnzZnO7uT90kbVHHnnErDJu3LjmqnIMAQQQQAABBBBAAAEEEEAAAQQQQACBiAl4ITXD+m+6yZL3B7reU9dO1XLJzA3GJ+ZdD7MTAVMg4o/HZZddJppqobS0VMaPHy833nij5ObmNuLW347s2LFDfvnLX8qMGTOkoaFBjjzyyJDy9jZqkDcIIIAAAggggAACCCCAAAIIIIAAAgiEIFBZWSn5+fkhnBH5qvuLs+SBJSPEJ2l+jae3aZDLzlgnnTrU+h1jBwJOgYgHeIcMGSL33HOPeY3CwkK57rrrpE+fPpKdnS0jRoyQwYMHS/v27WXQoEFyxx13iH4z6fvHH39cMjIynH1jGwEEEEAAAQQQQAABBBBAAAEEEEAAgYgL6GTDvXv3RrzdUBqsrUuT+18aJRVVma6nnT1lqwzqV+p6jJ0IOAUiHuDVxufOnSuLFy+WAw44wL5WeXm5bNy4UbZv395oVcLTTjtN1q5dK8OHD7frsoEAAggggAACCCCAAAIIIIAAAggggEC0BPTT5rW18Z0Z++SyYbJrXyfXWzxm9B45/vA9rsdSaWdamv/M5lS6/2DvNWpTZjUX79SpU0Vz7L722mtmYHffvn3SoUMH0Vm++jVx4kSZNGlSsH2lHgIIIIAAAggggAACCCCAAAIIIIAAAq0S0LSiJSUlrWqjtSev+LyvfPh1jmszA/qUyrknb3E9lko7e/ToIV27dk2lWw77XqMW4NUeaS5enaGrXxQEEEAAAQQQQAABBBBAAAEEEEAAAQTiKaCzdnUCYjzL9n93kmeWD3HtQnb7Wrl81jrJzPC5Hk+FnZrCNScnx5wkmgr3G4l7jGqANxIdpA0EEEAAAQQQQAABBBBAAAEEEEAAAQQiIaB5dzX/brxKSXmm3L94lNQ3+GdNTUvzycUz1kv3ztXx6l7cr6uf/NfgLut0hTYUUQ3waj6TTZs2SUVFhdTV1bXYs2HDhsnQoUNbrEcFBBBAAAEEEEAAAQQQQAABBBBAAAEEQhHIz8+XysrKUE6JaN16I678z5dHSlFZlmu7Zxz/jYwYWOR6LBV2duvWTXr27Cnk3Q19tKMS4NWg7rXXXmsutBZMYNfq9oIFC+RPf/qT9ZZXBBBAAAEEEEAAAQQQQAABBBBAAAEE/AQ03hTKLM+qqirRAG88ywvvDpYt37rnlD1iWJ5MG/9tPLsXt2unp6ebs3Y7duwYtz4k+oUjHuDVRNUzZsyQzZs3J7oN/UcAAQQQQAABBBBAAAEEEEAAAQQQ8IjAp59+Kvfee6+sWrVKiouLpXPnznLMMcfI/PnzZfz48QF7qSkZ9uzZE/B4LA589HVvefuTA10vldO9Qi48ZZPrsWTfqet39e3bVzIzM5P9VqN6fxEP8N5www12cFfTLZxzzjkycOBAMxLf0hTrIUOGRPVmaRwBBBBAAAEEEEAAAQQQQAABBBBAIPEE/vrXv8rtt9/eqOMlJSWydOlS8+uyyy6TP/7xj42OW280hagurhavsnNvtjy+9BDXy2e1rZPL/medtMuqdz2ezDt79eolbdq0ISVDBAY54gHelStXmt064ogjZPny5dK9e/cIdJMmEEAAAQQQQAABBBBAAAEEEEAAAQRSUWDhwoV+wd2mDvfdd59oDtcrrrii0SH9pLkGguNVdFG1e18cJXX1/ouqaZ905m7fnhXx6l5crqtB3QEDBki/fv1EF72jtF7A/ekKs936+nr54osvzLMvuugigrthOnIaAggggAACCCCAAAIIIIAAAggggIBIQUGB/PnPfw6K4m9/+1ujgKHm6d23b19Q50ajUn19mvxz8UgpLG3n2vy08btk7CH7XY8l686srCwzuNupU6dkvcW43FdEA7yaFNlKiKwzeCkIIIAAAggggAACCCCAAAIIIIAAAgiEK/DGG29IeXl5UKfX1NTIkiVL7Lo6O1Tz70aiaM7fDRs2yJdffim7d+8Wn8/XYrPPvm0sqrbbfVG1UQfny8zjv2mxjWSq0KVLF+nfv7+0bds2mW7LE/cS8RQNEyZMkFdeeUV27Nghxx57rCdukk4ggAACCCCAAAIIIIAAAggggAACCCSegAZVQylWfZ35W1HR+tQHOgNY41ybN29u1I2uXbvKtGnTZOzYsY32W29WfZkj731+gPW20WvvbhVy8ekbpE1ao91J+0ZTMvTu3dtcFC9pbzLONxbRGbx6L5MnTzZv6cEHH4zzrXF5BBBAAAEEEEAAAQQQQAABBBBAAIFEFtBZuaEUXUytqqpK9u9vfeqD7du3y1133eUX3NX+FBUVydNPP20Gf5v275vvOsmiN4c23W2+10XVLp+1Tjq0S41F1XS2rubb7dy5s6sHOyMjEPEAryaznjVrlrz33nty5ZVXiiazpiCAAAIIIIAAAggggAACCCCAAAIIIBCqwMEHHxzSKYMGDZI9e/aEdI5bZU0L8dhjj0lLAeYPPvhAPv/8c7uJ4jJjUbWXAi2q5pOLTt0o/VJkUbXs7GwzuEtKBvvxiNpGxFM0rFu3Ti655BL5+OOPzd9y6G8zxo0bJwcddJD06tWr2RvR2b+TJk1qtg4HEUAAAQQQQAABBBBAAAEEEEAAAQRSQ0DTINx4441B59KdOHGi6Cze1paVK1cGneJh2bJlomtR1RmLqt23eJQUl2W5Xv7UY3bK4cPyXY8l0860tDTp0aOHdO/ePZluy9P3EvEA7+9//3t5/fXX7ZvOy8uTpUuX2u+b28jIyCDA2xwQxxBAAAEEEEAAAQQQQAABBBBAAIEUEhg4cKCcd9555mzalm773HPPFc2NG4myfv36oJvRfL86a/jtL46X7f/u4nremMH75fTjdroeS6ad6enp0rdvX+nQoUMy3Zbn7yXiKRo8f8d0EAEEEEAAAQQQQAABBBBAAAEEEEAgYQSuv/56OeGEE5rt7zHHHCMXXXRRs3VCOahB21DKis9z5IMv+rmektO9Qi46faMYE1uTurRr1878BD/B3dgPc8Rn8D7zzDNSV1cX1p3og0BBAAEEEEAAAQQQQAABBBBAAAEEEEDAEsjKypInnnhCHnzwQbnvvvtk37591iEzFYCmCp0xY0aL+XLtk4LYyMzMlOrq6iBqitRljJYVX090rdvOXFTta2mfldyLqunMaU3NqukZKLEXiHiAVxMox7u8++67okmud+/ebeZo0dX6JkyYIFOmTAnYtY0bN8pzzz0nO3fulI4dO8ro0aNFcwKHmsw74AU4gAACCCCAAAIIIIAAAggggAACCCAQloB+9P/SSy+V+fPny9atW2X//v1mjtehQ4dKUVGR+T6shgOcdOCBB4rGiloqDWk9paLTX8TnS3ep6pN5p2+QnB6VLseSY5cGdPv06SOdO3dOjhtK0LuIeIC3NQ4+n69VkX79zcrVV19tr15oPVybNm2St956S5YsWSK33nqrtG/fvlE3n3/+ebnjjjvMfRqg1hUSP/vsM3n22WfllltukbFjxzaqzxsEEEAAAQQQQAABBBBAAAEEEEAAgdgLaEBRg7r6paWqqiriwV1t96ijjmoxwOuTzP8Ed9v00FP8yoyJO2TMkNBSPfg14uEdupbWAQccIDrDmhJfgagGeHfs2CF79+41A6YNDQ32nWogV9M41NfXS3l5uTm1/rXXXhPNl/KHP/zBrhfqxt13320GdwcaCbivvfZaOeSQQ8wm9DcuN9xwg6xdu1buuusu+e1vf2s3/dVXX8mdd94pbdu2lQULFoiutqh9W7x4sbn/qquukkWL/j979wEfVZU2fvxJr5BQAiEFaVIDKqCvuggKKmBjqYqrYGFtoCKv61+2ia6ru26xYHcV7AUQVIqwVMsqi9gooYjUNBIC6T3557m+ExO4k8wkM3cmM7/z+YTMnHvmnnO+kxmSZ859zlsSHx9f9xhuIIAAAggggAACCCCAAAIIIIAAAgh4VkDjSunp6W4ZhF7Z3a9fP0lNTbV7/pKo+6QqJMX0+Fm9s+Wy8w6ZHrO6UuNcOo/9+/cbAXFdENm7d+8WXbWueXZ1MzVdWU3xvIBbArxffvml3H///bJp0yanZqifjjS3FBcXGyt0AwMDjWBu9+7d607Vt29f+fOf/yzTpk2T5cuXy6xZs+p283v11Vdrl9HXGDsyDh8+3HiM5lmZPHmy8Sahq3s12HvbbbfVnY8bCCCAAAIIIIAAAggggAACCCCAAAKeFdBFhc3dB8qRkV977bXy9ttvy86dO09pXhY2SSrCrzqlXiu6dCySGy73jk3V9u3bJ7pflqaxqF/Wr18vukBy6tSp0q5du/qHmrzdoUMHI/dxkw1pYJlAoKt7On78uIwfP97p4G5CQoJoILa5RVfi6ic3ycnJUj+4azuf1mmyZw3m/vjjj0a1BoX/+9//GrdHjx5ta1r33VanQWF3vmHUdcgNBBBAAAEEEEAAAQQQQAABBBBAAIEmBXJzc42rwpts2IIGmnrghhtukOnTp0v//v0lJibGWDDYPuFSKWszx/TMEWGVcseE7RIe+vOV7KYNLajcs2ePvPTSS6cEd21d65X3eqX7ycFf2/GTv+uiSo3faYCX4l0CLl/B+8gjjxhpGXSao0aNMnYx1Jy3mgRbXxi646GmZdDNzDTHrX6SoBuZaRoFXTnb3HLOOecYK3g194pZ0QBtXl6ecUh39tOiy9M14KtBYf0BPblowLlNmzbG4w4dOtSipesnn5v7CCCAAAIIIIAAAggggAACCCCAAALOC5SUlLgl7669kQwYMED0S0tufpg88upg003VAqRGZly1Uzq1M49N2Tu/O+p1n6p33nlH6qdMNeunsLBQ9Or1GTNmmB2uq9OYnqZk0BSnFO8TcHmAd+vWrcYsL730Ulm9enXdjP/6178awVzN8aHBWC2aC3fMmDGyefNm+cc//mGkdah7gJM3NMl2Y0vK16xZY+QC1k9bNAG0lrS0NOO7LeBr3DnpHz1WUFAghw8fthvg3b59u2zYsOGkR/50Nyoqykj3YHqQSo8I6CdOupkexT8E9PnWD494zv3j+db/C2xFE/7zvNs0/OO7/tKpr3mK7wvUz/Wmf2TwWvf951xnaHt96+IR/rj0j+e8/gIg3uP94znXWervcFr0b+mmAlNGQ/5p9QL1X+uOvMfb8u7q+4LVpawiUJ5fOkAKis2DnBNHHpYh/Yprh2X92E622LJli2jw1pGiK311RbQGcM2K5uzVWJrt/2KzNs7W2f4v5/c4Z+XM27s8wLt3716jp7vvvrtBj+edd54R4NVAqC3Aq8HTtWvXyplnnmnkzb366qtN0ys0OFEz7mjC7eeee854pK4ktgUAdCWxlsYCvPpDrMXW1rhz0j8a4H366adPqv3prqaFuOmmm0yPUekZAX1D0pXZFP8R0P84bP95+M+sman+ccBr3b9+DsLDw0W/KP4lwHu8fz3fOlvd1IXifwK8x/vfc64BXor/CTjyHq9pN/XD3vof+Fol9fzS0+RgpvnP5rkDj8uki3Nrh+Idv4/a0pM6aqMbsJmlPNWgb+fOnR09jdPt+JvNaTLTB7h0mUtFRUXdqtjTTz+9QYd9+vQx7n///fcN6jVSP3bsWNHl9UuXLm1wzBV3jh07JnPmzDHyiWhg+aqrfk6ArTl4tTT2w2T7JMFe6gdXjJFzIIAAAggggAACCCCAAAIIIIAAAgg0LpCVlSX5+fmNN3LT0ffXd5Yvt5lvRtY1vkRum3jYTT0377TOOunV6/WLBtA1pao7g7v1++N2ywRcuoJXl9VrouWcnJy6yypsw7MX4NXjI0aMMFbA6kZpriyaN/fee++VjIwMIxn2Qw891OD0tk8Ey8vLG9TXv6M5S7Q0tvT//PPPl3/+85/1H1Z3Wz9p1o3nKJ4X0JXaunpbL+dw9o3O86NnBM0V0FX4+uGTfohE8X0BXaGvqXi06PPu6CVJvi/j+zPUNE36wa3t/23fn7F/z7D+Cn39EJ73eP/4ebC9x+sfoGyA7B/Puf4NZlvNp1dUNvZ3m3+I+McsbenVdA8dUjT4x3Our3NbzKWx93j9XU/jPJ74ufh6d3t5b2286RMSFVEhd0zcIVUVZVJUYdrEI5Wa7sKZoldF2a5e1+cjPj7eiJ+4K6alfegYHd3gzZm5tNa2jaWebWpOLg3wame6Mdlnn30mJy/t7tevnzEW3UxN/2Ouf7m07T/tHTt2NDVeh4/rSuH777/fyJ87dOhQefjhh40cPvVP0LFjR+NuY8E+2ycYtmBw/cfbbnft2lX0y17RADPFewR0Yz1WZHvP8+HukegKfQ3q85y7W9o7zl//Mi2ed+94TqwchQb1ea1bKe65vmx/BOoINNDH8+6558LKnm3v8fq3BIE+K+U911f9XI+81j33PFjds/69pkU/tNXf5yi+L6DxIdv/7fbe4/Vn4eDBgx75gC8tO0r+9UHv2ifi5/0+bM9KYECN3PrLHdIuuqh2bLZa7/iuq29Pvoq+sZF169bN8NX4lwZ33R07sf2/zu9xjT0rjh9zaYoG7VYDvFqef/5547vtH13Bq6st9D/mTz75xFZtfF++fLnxvbFUCQ0e0MSd9evXy+zZs43g7ujRo+Vvf/vbKcFdPYUtwGsL4pqd1hb8bUkU3ey81CGAAAIIIIAAAggggAACCCCAAAIINC2gC+c8cfVGYUmwPLNkgJRVBJkO8ppL9kqfrnmmxzxdOXjw4LqrIJoaS69evSQhIUHat29vbKZmC7429TiOe4+AywO8119/vXEZ/KJFi2TSpEny1VdfGbPVyyx+8YtfGLfvuOMO0Y3P9NOAjz76SBYvXmzU6w9US4ue74EHHjAuzb3xxhvl97///SnpImx9dOrUybh5+PBho72t3vZdLwnRXQT1k+OTcwrb2vAdAQQQQAABBBBAAAEEEEAAAQQQQMA9AhqXse2h5J4ezM9aVS3ywtIBcizPPNXB8DPTZcRZ3nvFtqYMveaaa4wYnfkMf6rVFbtTpkwR3UzNthCysfYc804Blwd4hw8fLnfeeacx2yVLljTY1Ew3O9Oyd+9eSU5ONn54dNOz7Oxso16Dwy0pX375pbFaV/OsanqGm266qdHT6acTuuJYczRu3rz5lLYbNmwwLgnRNrY0Eqc0ogIBBBBAAAEEEEAAAQQQQAABBBBAwOUCGtg9duyYy8/ryAnfXXu67Dkca9r09OQTcs3FP5ge86ZKjWfdfPPNonvTmJWkpCS5++675YwzzhBXXVVv1g917hdweQ5eHfKjjz5qJL1euHCh9OzZs24WV155pcycOVOeeeYZ47jufmgrv/71r2XYsGG2u05/1/w8jz/+uLEqWM91+eWXO3SOqVOnGit+FyxY0OAH+ujRo/L2228b55g8ebJD56IRAggggAACCCCAAAIIIIAAAggggEDLBTTvrqZmsOVlbvkZHT/Dpm+6yKZvEkwf0KFtqdxWm3c3KOinfNGmjbyosnfv3vL//t//E933SvfL0py3GvDVK9U1sKuLH0nJ4EVPWDOH4pYAr652nT9/vvz5z3+Wb7/9tm5ourL26aefliFDhsiyZcvkm2++EU3LcO2118qMGTPq2jXnhqZ50LQPWl555RXjy955dMM1WzB5xIgRohvApaamGmO46KKLjLwua9euNT4l0rQSI0eOtHcq6hFAAAEEEEAAAQQQQAABBBBAAAEEXCygwV1PbLS3+1CMvLvWPIVoWEiVzJy0XaIjvWxHtSbsNW3qmWeeaXzZmsbGxkpcXFyTKRxs7fnu3QJuCfDapqyfCGjKhpOL5sbVL1eW7777ru50Tb0BVFfXJlL5v6KfUmgwWlf/rlmzRt58803jiNZrDuFbb73VyMFra893BBBAAAEEEEAAAQQQQAABBBBAAAH3CWhaBk/k3c05ES4vLhsgVdVmGU1r5KYrUiUxrsh9E7fgzLr4UvekiomJsaA3urBKwOUB3hdffFF27twpt9xyi/Tv39+hefzpT3+SVatWiaZwmDt3rkOPObnRY489dnKVw/fDwsKMnL333nuv7Nu3z1j+rzmCNdE0BQEEEEAAAQQQQAABBBBAAAEEEEDAGgFP5d0tLQ+UZ98fIIUlIaYTvWrYATmzt2fyAZsOqBmVuphRUzJERJhvHNeMU/IQLxFweYD3gw8+kJUrV8oll1zicIB348aN8sUXXzTI1+sJn+DgYOnTp48nuqZPBBBAAAEEEEAAAQQQQAABBBBAwK8FKisrJTMz03KDmtp0uguW95O07GjTvof0yZbLf3HI9FhrqdTFjYmJiaKxL4rvCXj0WdVUCnv37hVbegXN3UtBAAEEEEAAAQQQQAABBBBAAAEEEPA/gbS0NGNfJKtn/uGn3eTbvR1Nu03uVCA3XL7L9FhrqYyOjpb4+HhSkLaWJ6wZ42xRgPfyyy+XdevWNei2oqLCuD9+/Pgmf3C0bf18uEOHDm1wLu4ggAACCCCAAAIIIIAAAggggAACCPi+gG6q5om8u1+lxsnKL04zBW4TWS53TNwhoSE/7+Vk2tCLK9u1a2dspubFQ2RoLhBoUYD3H//4hwwaNEhsQd364zGrq3/85NspKSnyy1/+8uRq7iOAAAIIIIAAAggggAACCCCAAAII+LBAfn6+ZGVlWT7DQ5nR8upK81SdQYHVctv4HdK+bZnl43JVh507d2YzNVdhevl5WhTg7du3rzz33HOyZcuWumnqZmmHDh2SsWPHSteuXevqzW6EhIQYG5l1795dpkyZIvqpAgUBBBBAAAEEEEAAAQQQQAABBBBAwD8EysvL5ciRI5ZPNr8oxNhUrbwyyLTvX43eK72S8k2PeXslm6l5+zPk+vG1KMCrw7n55puNL9vQNG2DBnhnzpwpepuCAAIIIIAAAggggAACCCCAAAIIIIDAyQKatlNjSDW6y5mFpbIqQJ5bOkCOF4Sb9jpyyBH5xSDrN3szHYyTlaGhocZmarqokuI/Ai0O8J5Mdf3118v5558vffqYL3E/uT33EUAAAQQQQAABBBBAAAEEEEAAAQT8T+Do0aOiK3jDwsIsnfwbH/eWH9NiTPvs1y1XJo/cZ3rM2ysjIyMlISGhyT2xvH0ejM95AZcHeK+55hrnR8EjEEAAAQQQQAABBBBAAAEEEEAAAQT8RuD48eOiuXfDw81X0boL4uMvk+WL7fGmp+/Urlh+PS61NkBqetirK2NiYqRTp04SEBDg1eNkcO4RcHmA15FhpqWlyerVq40l+FdeeaXxA+jI42iDAAIIIIAAAggggAACCCCAAAIIINC6BUpKSiQ7O9vySXy7t4Ms29TdtN/w0EqZOXG7RIVXmh735sq4uDj2tfLmJ8iCsbnlM4nKykpZtmyZjBs3TtavX99gGvPmzZOkpCQjb++MGTOkS5cuMm3aNMvzrTQYFHcQQAABBBBAAAEEEEAAAQQQQAABBNwuoDGj9PR0t/dzcgeHs6Lk5Y/6SY2cusI1oLZ2xlWpEt+h5OSHefX9wNqlxpqSoV27dl49TgbnfgG3BHjnzp0r48ePlw8//FB2795dN4vly5fLQw89VHdfb2hC7ddff10efPDBBvXcQQABBBBAAAEEEEAAAQQQQAABBBDwHQHdTC0jI0OqqqosnVReYYg8syRFyiuCTPudVJtzd2DPXNNj3lqpm6glJydLdHS0tw6RcVko4PIA76ZNm+Sf//ynMYXg4GDRBM+28vDDDxsrdYOCguSee+6RrVu3yqxZs4zDGvjV+xQEEEAAAQQQQAABBBBAAAEEEEAAAd8T0LQMmp7BylJRGSDPvZ8ixwvMc/0OG5QhF5+dZuWQWtyX5i3W4K7Vm9O1eOCcwG0CLs/B+/LLLxurclNSUmTJkiXSu3dvY/AHDx6UzZs3G7cnTJhQFwQePHiwpKamyrp16+Szzz6TIUOGuG2ynBgBBBBAAAEEEEAAAQQQQAABBBBAwHoB3VDtxIkTlnf86sq+sj+jrWm/vZNPyLWX7jU95q2Vbdq0kc6dO9duBOfyNZveOmXG5YCAy38adu7caXQ7ffr0uuCuVqxcubJuOBMnTqy7rTcmT55s3P/6668b1HMHAQQQQAABBBBAAAEEEEAAAQQQQKB1C5SVlUlWVpblk1j++WmyJbWTab9xsSVy2/gdEhRUY3rcGys1167uZUVw1xufHc+OyaUreDWXyq5du4wZjR49usHMVq1aZdzX9AyXXnppg2P6w6llx44dDeq5gwACCCCAAAIIIIAAAggggAACCCDQegU0365uqqYxIyvL1l1x8tFnp5l2GRFWKbMmbZOoiErT495WGRAQIHFxcRIbG+ttQ2M8XiLg0gCvbphWXl5uTE2XjNuK1m3YsMG4e/bZZ5+yu9/Ro0eNY/yg2sT4jgACCCCAAAIIIIAAAggggAACCLR+gczMTKmoqLB0IgcyomXBij61fQac0m9gQI3cMm6nxHewNhfwKQNxsEKDu7owks3UHATz02YuTdGgq3NPO+2nT0dsK3nVVTdeKywsNIhPXtmrlZp/V0vXrl2N7/yDAAIIIIAAAggggAACCCCAAAIIINC6BY4dOyZFRUWWTuJ4Qag8W7upWkVlkGm/Uy7+Qfp3P256zNsqNc6mm6kR3PW2Z8b7xuPSAK9O79xzzzVmOW/ePNm3b58UFxfL3Llz62Y+ZcqUutulpaXGZmvvvvuuUTds2LC6Y9xAAAEEEEAAAQQQQAABBBBAAAEEEGidArrQTwO8VpbyikB5dkmK5BWGmXZ74VlpctHgdNNj3lYZGhpqLIQMDw/3tqExHi8UcGmKBp3fPffcI2+88YZs3rxZ+vXrJ2FhYXWrd8eMGSP9+/c3GD7//HPRYK/mYdGin0hcd911xm3+QQABBBBAAAEEEEAAAQQQQAABBBBonQKaqlNTM1hZNMXvK8v7yqGsn1OG1u+/X7dc0dW7raFERERIQkJC7QZw5quQW8McGKO1Ai5fwTt48GBZuHChhISEGDlWbKkZBgwYIO+8807d7PLy8uqCu5ooWo/ppxMUBBBAAAEEEEAAAQQQQAABBBBAAIHWKaD7M2VkZIh+t7J88Gk3+WZPnGmX8e2Ljby7QS6Pgpl216JK3dMqMTGR4G6LFP3vwS5fwauE06dPlyFDhsjKlStl//79cuGFF4qu3o2JiakT7tu3r3Tu3FkmTpwo9913X13u3roG3EAAAQQQQAABBBBAAAEEEEAAAQQQaFUCWVlZUlZWZumYN+/oJKu++GlPqJM7jgyvkJmTtklkeNXJh7zufmxsrHTq1MnrxsWAvF/ALQFenXZKSorxZY+ge/fuxgrewMBW8PGJvUlQjwACCCCAAAIIIIAAAggggAACCCBgCOTm5kpBQYGlGj+mtZHXVvUx7TMosFpuG79DOrUrNT3uTZV6dXu7du28aUiMpRUJuC3A25RBQECA6BcFAQQQQAABBBBAAAEEEEAAAQQQQKB1CxQXF1u+qVpufpg8+36KVFaZLx689tK90qdrnlfDamysS5cuEh0d7dXjZHDeLeCxAK93szA6BBBAAAEEEEAAAQQQQAABBBBAAAFHBCoqKoyrtGt0pzOLSml5oDy9OEUKis33cxo19IgMO8Pajd6cnbpe1Z6UlCTh4eHOPpT2CDQQaHaAd/369bJ27VrjZKNHj5YRI0YYt1999VXZvXt3g04cvTNq1CjRLwoCCCCAAAIIIIAAAggggAACCPifwJEjR2TNmjVy6NAhY9+e8847T3TTKYr3ClRVVYk+b1Zuqqb7t/3rw/6Slm2+6jWlxzGZNHKf96LVjiwkJMQI7up3CgItFWh2gPfTTz+VRx991OhfN0+zBXjfe+89Y3O15gwsLCyMAG9z4HgMAggggAACCCCAAAIIIIAAAq1YQAOEv/3tb+sWktmmEhoaKjfffLOxObvGDCjeJ5CZmSm6gtfK8t66XrJtXwfTLhM6Fsmvr0qVQC/OCqordhMTEyUoKMh0DlQi4KyAeZISZ89CewQQQAABBBBAAAEEEEAAAQQQQKAZAnv37pUxY8acEtzVU5WXl8tzzz0n11xzjZSWev9GWc2Yfqt+SHZ2thQVFVk6hw1bE2TD14mmfUZHlMvMSdskPKzK9Lg3VEZGRhordwnuesOz4TtjaPYK3rlz58qcOXMMifqfoi1evFgqKyubJVT/PM06AQ9CAAEEEEAAAQQQQAABBBBAAIFWI6DxA12hm5ub2+iYN2/eLA8//LDx1WhDDlomUFBQIMePH7esP+1o27728m7t6l2zEhxULbdP2CEdY8rMDntFnaYbiY+PF91YjYKAKwWaHeDVyyT06+QSERFxchX3EUAAAQQQQAABBBBAAAEEEEAAgVMEPvjgA/nhhx9OqTer0D1/7r77bomLizM7TJ2FArqaWlMzWFmOHI2Slz7sJzU15sHR6Zftll5J+VYOyam+YmNjpVOnTk49hsYIOCrgkRQNaWlp8sorr8jLL78sR48edXSstEMAAQQQQAABBBBAAAEEEEAAAR8SWLduncOz0c28Nm7c6HB7GrpHQFdda1ynpqbGPR2YnDWvMFSeXpwiZeXm6xSvHHZAzunvvfGlDh06ENw1eV6pcp2AWwK8+mJftmyZjBs3TtavX99gtPPmzTNyjeglGDNmzJAuXbrItGnTLH1jaDAg7iCAAAIIIIAAAggggAACCCCAgEcENFDoTHG2vTPnpm3TAtXV1ZKeni4abLeqlFcEyjNLUuR4Qbhpl+f0z5IrfnHQ9Jg3VHbu3Fk0wEtBwJ0Cbgnwan7e8ePHy4cffii7d++uG//y5cvloYceqruvN/TN4fXXX5cHH3ywQT13EEAAAQQQQAABBBBAAAEEEEDAtwWioqKcmqBuUEXxnIBehW3lZnfVtYuEX/6orxzMbGM66V5JeTJt7M9xJ9NGHqrUPLu6qDEmJsZDI6BbfxJweYB306ZN8s9//tMwDA4OlvpvvpoQXZfw606B99xzj2zdulVmzZpltNXAr96nIIAAAggggAACCCCAAAIIIICAfwiceeaZTk108ODBTrWnsesEdCO8/Hxrc9y+v7GHfLvXPOdyXGxJ7aZq2yUk2LpUEY5qBgYGSmJiouimahQErBBweYBX8+rqqtyUlBTZsWOHTJ8+3ZjHwYMHRXe91DJhwgQjCKxvzPPnz5dRo0YZgd/PPvvMOM4/CCCAAAIIIIAAAggggAACCCDg+wLXXHON6OIwR0q/fv1kyJAhjjSljYsFCgsLJScnx8Vnbfx0n34bL//+b7Jpo8iwCpk1aZtER1SaHvdkpS5qTEpKarDg0ZPjoW//EHB5gHfnzp2GnAZ2e/fuXae4cuXKutsTJ06su603Jk+ebNz/+uuvG9RzBwEEEEAAAQQQQAABBBBAAAEEfFega9eu8pvf/KbJCYaEhMjf/vY30cveKdYKlJeXS2ZmpqWdph6IlbfW/BxTqt95UGC13DZhh8R3KKlf7RW39ec0OTlZwsPN8wV7xSAZhE8KuDTAq+kXdu3aZUCNHj26AdiqVauM+/pJxqWXXtrgmOYk0aIrfikIIIAAAggggAACCCCAAAIIIOA/Anfeeafcd999ope1m5XY2Fhj7x7SM5jpuLdOr9DWje30u1UlPSdSXlg2QKprzIP5143ZI3265lk1HIf7CQ0NNYK7+p2CgNUCjl0H4eCo9AWvn+xoqZ9nROs2bNhg1J999tnSrl0747btH03SrUXftCkIIIAAAggggAACCCCAAAIIIOBfArNnz5bLL79c3nrrLdGrezUdQHx8vFx44YUybdo0NqrywI+DLuJLT0+XiooKy3rPLwqRpxenSEmZebhq7LkH5fyBWZaNx9GOIiIijJy79j6kcPQ8tEOguQLmr5hmnk1X55522mnyww8/GCt5u3XrZpxJN17TfC1aTl7Zq3Xr1q3Tb6KXZlAQQAABBBBAAAEEEEAAAQQQQMD/BE4//XR55JFHpH379qILwaqqqnwWQRfBLV68WDTNZWVlpXTv3l2uuOIKY88iR3MSuxtHg+zFxcXu7qbu/OUVAfL0on5yLC+irq7+jSF9smXc8AP1q7zidlRUlCQkJJA+xCueDf8dhEsDvMp47rnnGgHeefPmib45a/qFuXPn1glPmTKl7nZpaak8++yz8u677xp1w4YNqzvGDQQQQAABBBBAAAEEEEAAAQQQQMCXBIqKikRTUnz88ccNprVv3z5Zu3atvPjii7JgwQLjUv8GDSy+k5eXJ8ePH7es19rFwvLc4q7yY3pb0z67d8mXG69IrQ2imh72WGXbtm2lc+fOBHc99gzQsU3APMGN7Wgzvt9zzz3GozZv3iy6w6X+oG/dutWoGzNmjPTv39+4/fnnn0vPnj3lf//3f0WX/WsS6uuuu64ZPfIQBBBAAAEEEEAAAQQQQAABBBBAwLsFNK3lr3/961OCu/VHrSt6dSN6K4Or9fvX2yUlJcYK6pPr3Xn/vX/HyxfbGqbztPXXoW2p3DFxu4QE10aBvaho+lFNI8LGf170pPjxUFwe4NWk5wsXLhTdOVDztNhSMwwYMEDeeeedOmr9NEhzuWiJi4szjpGIuo6HGwgggAACCCCAAAIIIIAAAggg4EMC77//vmzcuLHJGR06dEj+8Y9/NNnOHQ00jqOxGl2IZ1X57NuOsnRjvGl3EWGVMmvSNmkbZV0eYNOBnFSpaUQ0lkVBwFsEXB7g1YlNnz7dSIr+17/+VW677TYjeKsrdmNiYurm3bdvX2N17x133CFbtmyR888/v+4YNxBAAAEEEEAAAQQQQAABBBBAAAFfEnjjjTccno6msrRtYu/wghIu3QAAQABJREFUg1rYUHMep6WlWZr7ePehGHnlo+6mIw8MqJFbxu2UhDjr8gCbDuSkyo4dO4p+URDwJgGX5+C1TS4lJUX0y17RBOL6qRA7DNoToh4BBBBAAAEEEEAAAQQQQAABBHxF4Ntvv3V4Kpqrd+/evaJXQ1tRdMVuRkaGpUHljJxIee79FKmqNl97OPWSvdK/u3V5gB1x7tSpk8TGxjrSlDYIWCrgtgBvU7PQHCXkKWlKieMIIIAAAggggAACCCCAAAIIINDaBXQ1rrMrcjXIa1XJysqS4mLrVsrmF4XI/EUDpaTMPCx1ydmHZfhZGVZN36F+NN+ubqpGQcAbBcxfSW4eqS75X716tZHT5corrxT9BISCAAIIIIAAAggggAACCCCAAAII+KKA7jmkOVuzs7Mdnl5iYqLDbVvSMDc3V/Lz81tyCqceW14RKM8sSZFj+eGmjzujV45MuOhH02OequzSpYu0adPGU93TLwJNCpivg2/yYY03qKyslGXLlsm4ceNk/fr1DRrPmzdPkpKS5Oabb5YZM2aIvkimTZtmaQLvBgPiDgIIIIAAAggggAACCCCAAAIIIOBmgUsuucThHvr16ydWBHgLCgokJyfH4XG1tGF17d5tL3/UTw5kmK+EPS2+QGZclSqBAS3tyTWP1yvP9XkguOsaT87iPgG3BHjnzp0r48ePlw8//FB2795dN/rly5fLQw89VHdfb1RXV8vrr78uDz74YIN67iCAAAIIIIAAAggggAACCCCAAAK+IjBr1izRlbyOlHvvvdeRZi1qU1paKpmZmS06h7MPXry+p3y713yDso6x5XLXlJ0SGlLt7Gnd0l73jNLgblRUlFvOz0kRcKWAywO8mzZtkn/+85/GGIODgyUyMrJuvA8//LCxUjcoKEjuuece2bp1q+gbnBYN/Op9CgIIIIAAAggggAACCCCAAAIIIOBrAt26dZMnn3xSNCbSWJk5c6aMHTu2sSYtPlZRUSGaPlM3V7OqbNiaIOu+SjLtLiKsSu6fvk9ioitMj1tdaQvu1o9pWT0G+kPAGQGXB3hffvllY1VuSkqK7NixQ6ZPn26M5+DBg7J582bj9oQJE4wg8ODBg2X+/PkyatQo403ls88+c2bstEUAAQQQQAABBBBAAAEEEEAAAQRajYCmsly0aJFoCoaTi+5P9MQTT8jvfve7kw+59L5eSa3B3aqqKpeet7GTffdDB3l3bS/TJkGB1fK/1+2XpM5lpsetrtTgrqYWjYiIsLpr+kOg2QIu32Rt586dxmA0sNu7d++6ga1cubLu9sSJE+tu643JkyfLunXr5Ouvv25Qzx0EEEAAAQQQQAABBBBAAAEEEEDAlwTOPfdcIwayfft2SU1NFV1N26NHDxk6dKjoldDuLLpiNyMjQ8rLy93ZTYNzH8yMln992E9qxDyx7k1X7peUnoUNHuOpO7q6Ojk52eFUGp4aJ/0icLKAS9859I1i165dRh+jR49u0NeqVauM+/piufTSSxsc043WtOiKXwoCCCCAAAIIIIAAAggggAACCCDg6wJ65bN+WVmOHj0qRUVFlnWZmx8mTy8eKOUV5mkpLj//gAw7Uzd5C7NsTPY6CgkJMXLuOpon2d55qEfAEwIuDfDqMn/bp0D1dxjUug0bNhjzO/vss6Vdu3YN5qpvMFpiY2Mb1HMHAQQQQAABBBBAAAEEEEAAAQQQQKDlAsePH5e8vLyWn8jBM5SUBclTiwZKfpH5xnL/MyBLrrrgYO3Zwh08o/uaaVBX0zK4ewW1+2bAmf1dwKU5eHV17mmnnWaY2lby6h3deK2w8Kfl9iev7NXjmp5BS9euXY3v/IMAAggggAACCCCAAAIIIIAAAggg4BoBjclkZ2e75mQOnKWqKkCeXzpAMnKiTFv3Tj4h08buNj1mdSXBXavF6c8dAi4N8OoANZeMlnnz5sm+ffukuLhY5s6da9TpP1OmTKm7XVpaamy29u677xp1w4YNqzvGDQQQQAABBBBAAAEEEEAAAQQQQACBlglo7CUzM7NlJ3Hy0W+s7i27Dja8ett2ivj2xXLbhB0SHFRjq/LY9/DwcCPnLit3PfYU0LGLBFyaokHHdM8998gbb7whmzdvNnaFDAsLq1u9O2bMGOnfv78x9M8//9wI9qanpxv3NYn1ddddZ9zmHwQQQAABBBBAAAEEEEAAAQQQQACBlglUVlaKxl00paZVZcXnXeU/2+JNu2sTWS53Tt4mUeGVpsetrNTgbmJioujV6BQEWruAy1fwDh48WBYuXCianFp3grSlZhgwYIC88847dV6a98UW3I2LizOOkci6jocbCCCAAAIIIIAAAggggAACCCCAQLMFNKiblpYmGuS1qmze0Uk+/Ky7aXchwVUyc+J26RhbanrcykqCu1Zq05cVAi5fwauDnj59ugwZMkRWrlwp+/fvlwsvvFB09W5MTEzdnPr27SudO3eWiRMnyn333VeXu7euATcQQAABBBBAAAEEEEAAAQQQQAABBJwWqKmpkYyMDCkrK3P6sc19wJ5DMfLqyj6mDw+QGrn5yl3SPaHA9LiVlREREcbK3cBAl695tHIa9IVAAwG3BHi1h5SUFOOrQW/17nTv3t1YwcsLqh4KNxFAAAEEEEAAAQQQQAABBBBAAIEWCuiGakVFRS08i+MPzzwWIc+9P0Cqqs2DppNG7pOzeuc4fkI3tbSt3CUW5SZgTusxAfNXngXDCQgIkPovqK1bt8rGjRst6JkuEEAAAQQQQAABBBBAAAEEEEAAAd8UyM3NlRMnTlg2ufyiEHlq0UApLgsx7fPCwWly8dlppsesrIyMjJSkpKQGsSgr+6cvBNwp4LEAr06qpKREFixYIOecc44MHTqUAK87n2nOjQACCCCAAAIIIICAiwV0X40XXnjB2CxZU7Jde+21Mn/+fDl27JiLe+J0CCCAAAKOCBQUFEhOjnUrZcvKA+XpxQPlWF6E6fAG9cyRqy/+wfSYlZWaliEhIYHgrpXo9GWpgNtSNDQ2i927d8vzzz9vbMZm5adKjY2JYwgggAACCCCAAAIIIOC4wLp162TWrFmiQd76Ra/Ke+qpp+Tvf/+7jBs3rv4hbiOAAAIIuFGguLjYyLvrxi4anLp2Dzd56cP+cjCzTYN6252unQtkxlWpEhhgq/HMd125m5iYKHolOQUBXxWwLMBbUVEhy5Ytk+eee042bNhwimfHjh1l4MCBp9RTgQACCCCAAAIIIIAAAt4l8Nlnn8kNN9wgVVVVpgPTvI+33367hISEyGWXXWbahkoEEEAAAdcJ6GZq6enprjuhA2d6a83psm1fB9OW7duWyqxJ2yQstDYK7MGiwV1duUtw14NPAl1bIuD2AO+hQ4fkpZdekn/961+SmZnZYFKag3f06NFy8803y5VXXimhoaENjnMHAQQQQAABBBBAAAEEvEugvLxc5syZYze4W3+09913nwwfPlyio6PrV3MbAQQQQMCFArqg7siRI1KtS2otKiv+01U+/S7BtLeIsEq5sza4GxNdYXrcqsqoqCiCu1Zh04/HBdwS4NU3ldWrVxurdVesWHHKm0yPHj3kpptukunTpxsJrj2uwAAQQAABBBBAAAEEEEDAIYH169cbgQRHGutGPx999JFMnTrVkea0QQABBBBwUkCvpEhLS3PoQzcnT223+RfbO8uHn3Y3PR4UWC13TNguCXHFpsetqiS4a5U0/XiLgEsDvNnZ2fLyyy/Liy++KPv3728wR12dq5/2a9Hgb69evRoc5w4CCCCAAAIIIIAAAgh4v8BXX33l1CC1PQFep8hojAACCDgkUFNTYwR3bbEWhx7UwkapB2Ll9VW97ZylRm68fJf07towN7udxm6r1qtGunTpQloGtwlzYm8UcEmA99NPPzVW6y5ZsqQuiGub7LBhw+TGG2+Uc845hxy7NhS+I4AAAggggAACCCDQSgV0h3ZnirPtnTk3bRFAAAF/FdDgbkZGhpSWllpGcPholDy/dIBUVQea9jnxwh/l7P7ZpsesqiS4a5U0/XibQLMDvPn5+fLaa6/J888/Lzt27Ggwr+TkZJk2bZqx8YJtpe7BgwcbtOEOAggggAACCCCAAAIItD4BXRXlTHG2vTPnpi0CCCDgrwJ6BXVhYaFl08/ND5P5iwZKabl5GOnCwWly6f8csWw8Zh0R3DVToc5fBMxfmQ7M/vHHH5d58+bVtWzTpo1MnDhRrr/+ernwwgtFN1CzV9i90J4M9QgggAACCCCAAAIIeLfAyJEj5bHHHnN4kBdddJHDbWmIAAIIINC0gOY3P3HiRNMNXdSiuDRInqoN7uYVhpme8czTc+Tqi38wPWZVpcak4uPjSctgFTj9eJ2A/Sisg0PV3Lpz5841Lg1YsGCB6C98jQV3HTwtzRBAAAEEEEAAAQQQQMALBQYNGiSOBm3POussGTFihBfOgiEhgAACrVNAr6bOycmxbPCVVQHy3PspkpETZdpnj4Q8ufnKVAkMMD1sSSXBXUuY6cTLBVoc4NVk3o8++qhoWoYpU6aIBnnz8jybUNvLzRkeAggggAACCCCAAAKtWuCJJ56Qrl27NjqHuLg4Y58Ort5rlImDCCCAgMMCRUVFkpmZ6XD7ljasTfMrC1f0lT2HY01P1aldscyctF1CQ6pNj1tRqWkZWLlrhTR9eLtAswO89913n7z++uvGp/f6S9vx48dl0aJFctNNNxkvLt0pd/Xq1VJVVXWKgSYDpyCAAAIIIIAAAggggEDrFNDg7YoVK+TKK680ncCoUaNk1apVTQaBTR9MpcsFKisrXX5OTogAAtYK6GZquqmaleX9jT1kS2on0y7bRJbLXVO2SXSE595fyLlr+tRQ6acCzc7BGxERIdddd53x9eOPPxordxcuXChHjhwxdnF85513RL8SExONNo5exuWnzwPTRgABBBBAAAEEEECgVQl06NBBXnjhBfnDH/4gn332meiGP+3bt5fzzjtPevTo0arm4ouD1b/Lnn76afn3v/9tBIXCwsLkzDPPlF/96lcyYcIE0ur54pPOnHxWQK+cTktLk+pq61bKbvg6Qdb8N9nUNDS4SmbVrtyNiy01PW5FZVRUlOgmnlwlYoU2fbQGgYDa1bQuW06rbzZr1qyRV155RT744APRNyGzsmXLFhk6dKjZIZ+ss/pTNp9EdMGkbJdt6AoG/QOE4h8CusKorKxMNFcVxfcFgoKCpFOnn1YZ6CoHvbqE4h8C+gu+pogqLi72jwn7+Sw1UKWBRC26g3hBQYGfi/jH9G3v8ceOHbP7d4Z/SDQ9S109PXPmTGPhjVnr4cOHy7/+9S/R1W/eXCIjIyUmJsYYIu/x3vxMuXZstvf4o0ePml4R7NrevP9selX0oUOHpKKiwrLBfrungzy/dIDUyKmJdQMCauSOCdtlUK9cl40nPDxc9HnXov+vm10JXr8zDe4mJCQQ3K2P0gpv6/Oo+ZOtTDvi7Uz6N01zS7NTNJh1qJurjRkzRt577z1JT08Xzc2lmzCcXM4991yj3ZtvvimaQ4aCAAIIIIAAAggggAACCCDQcoGtW7fKrbfeaje4qz188skncscdd7S8M86AAAJuFdBFdLpy18rg7o9pbeRfH/UzDe7qZK+9ZK9Lg7vOAhLcdVaM9v4i4NIAb300vWTr7rvvlu+++06++uoruf322yU29qfE3PppjObn1RQPuqpy+vTpxqVDVl5uUH+s3EYAAQQQQAABBBBAAAEEfEHg97//vTiSc3ft2rXG1Ze+MGfmgIAvCujF1rpwTq9Ks6pk5UbIM0sGSkVlkGmXY887KMPPsjYPcP2B6Kp+0jLUF+E2Aj8LuC3A+3MXIkOGDJFnn33WyP2kq3ZHjhxZt5Rel9+/9tprcumll8ojjzxS/2HcRgABBBBAAAEEEEAAAQQQcFBg7969xgIbB5sbm2Q72pZ2CCBgrYBetm5l6qn8ohB56r2BUlgSYjrR/xmQJb8cfsD0mBWVGtzVPZ70ynEKAgicKmDpK0Pzqlx77bWybt062bdvn/zxj39ssLOuI580nzoFahBAAAEEEEAAAQQQQAABBHbu3OkUQmpqqlPtaYwAAtYIZGVlWZpfvrQsSOYvGig5eRGmE+x72nGZPna36TErKjW4S85dK6TpozULWBrgrQ/VvXt3efDBB2X//v1Guoarr75aNABMQQABBBBAAAEEEEAAAQQQcF7A2QUz9jbFdr5nHoEAAq4SyMnJMTaOddX5mjpPZVWAPFe7odqhrDamTRPjCuW28TskKKjG9Li7KzVOpMFdVu66W5rzt3aBYE9PQF+kmp5BvygIIIAAAggggAACCCCAAALNE+jWrZtTD+zRo4dT7WmMAALuFcjNzRX9sqrUpvmVBSv6yq6D7Uy7bNemVO6cvE0iwqpMj7u7UoO7SUlJBHfdDc35fULAYyt4fUKPSSCAAAIIIIAAAggggAACXiJw1llnGRsQOTqcyy+/3NGmtEMAATcL5OXlia7etbK8t66nfJXaybTLyLAKuas2uNuuTbnpcXdXEtx1tzDn9zUBAry+9owyHwQQQAABBBBAAAEEEPBLAb068re//a1Dc+/Zs6domjwKAgh4XqCgoEA0766V5eMvk2X91iTTLkOCq2TmpO2SEFdsetzdlWFhYWyo5m5kzu9zAgR4fe4pZUIIIIAAAggggAACCCDgrwITJ06Uu+66q9Hpaz7LV199VUJDQxttx0EEEHC/QFFRkWRkZLi/o3o9fLGtsyzdZJ6iJSCgRmZclSq9kvLrPcK6m7pyNzk5uTbnb5B1ndITAj4gQIDXB55EpoAAAggggAACCCCAAAII2ATuv/9+eeWVV6Rfv362KuN7RESEXHfddcYm1+TfbUDDHQQ8IlBSUiLp6emW9r1tX3t5bVUfu31eN3qPnHn6MbvH3XlA36O6du1Kzl13InNunxXw+CZrPivLxBBAAAEEEEAAAQQQQAABDwmMGTNG9OvIkSPGV2RkpPTu3Vt0dRwFAQQ8L1BWViZpaWlSozudWVT2p7eRF5f1l+qaANMerxq2X4adkWl6zN2V+t6kqWM0F3FVlWc2dXP3HDk/Au4UCKh9M7Hu3cSdM/Hic/Pm5B1PjuYkCwgIMP4Dra6u9o5BMQq3C+jzrm9zvNW5ndprOrBdzqXPOa91r3la3D4Qfd71+ea17nZqr+nA9lrnefeap8SSgejzzu/WllB7RSf6u7v+LqeF17pXPCWWDcLXX+vl5eWyd+9eqaystMw0PTtM5r3YRwpLzNf5XXxOttx01WHLxlO/Iw3u6gdQwcHBvMfXh/Hx2/oer1/8zfbzE237/fbnGsdvmb+yHX98ky1LS0tNPyXevHmzDBw4UPSTZF8vxcWeSUzu667Ozi86Otp4iP7xz3PirF7rbR8VFWX84qSfkFN8X0B/QbC91jUAoJe9UfxDoE2bNqJ/LFVUVPjHhP18lvrLr+13SP3jmPd4//iBsL3H6/NNkNc/nvOQkJC6vyV5j/eP51xnaXuP19/jfPGDW/1dZf/+/Zb+znK8IEQeXdjLbnB3aL9jcu3ofbW/S1n/c6a5wE877TQjuKu98x5v/XPgqR71PV431CM+8/MzoH/TNLe4LcD76aefymOPPSb79u2TnTt3njI+zf2klyOMHz9e5s+fL+3btz+lja9UFBYW+spUWvU8bEEf/XSI56RVP5VODV7zOOkvUTznTrG12sb6B4Htta5BH573VvtUOj1w/WVI/yDgF0Sn6VrlA/SPAVuAV4M+vNZb5dPo9KBt7/Ea9NHnneL7Avo6t6WU4D3e959v2wxt7/H6f7qvfZij8zl06JClwd2SsiD5+5spciwvzEbc4PvpySfkhst2SEW59Rd364rdjh07NhgP7/ENOHz6ji7G0tc7v8f9/DS3JMDrlk3WNKH/qFGjZPny5bJnz55TfgHTANvBgweNlVVvvfWWDBkyRHbs2PHzjLiFAAIIIIAAAggggAACCCCAAAIIOCCgweDdu3cbaQ/0KmJvLBoH0UVuVl5tVFEZIM8sTpG07J+uZj3ZJTGuUGZO3C4hwZ4J7iYlJYmu4qQggEDLBVwe4NU8Mrfeemvdm9bo0aNPCfDqsJcuXSq33HKLkVPpwIEDMn36dPJutPz55AwIIIAAAggggAACCCCAAAII+IWAxh9uvvlm6devn1x00UUyYsQI6d+/v8yaNUsOH/ZMPlkzeA3upqeni5XB5+ramO3LH/WTvUdizYYk7duWyt1TtklEmPUbmukVGYmJiaLpGSgIIOAaAZcHeB9++GEj32Xnzp1l3bp1smLFirrLZW1D1kT5l19+ubzwwguydu1aI9fK1q1b5c0337Q14TsCCCCAAAIIIIAAAggggAACCCBgKqCxBF1QtmrVqroFZtpQg6jvv/++XHzxxfLll1+aPtbKSs0jnJGRYXkaqbfXnC7f7IkznWp0REVtcPd7iYm2Pt2NxoN05a5emk9BAAHXCbg8wPuf//zHGN2NN94oI0eObHKk+inbjBkzjHabNm1qsj0NEEAAAQQQQAABBBBAAAEEEEDAfwV++OEH44rgxlbEFhQUiMYlMjMzPQalwV3tv6ioyNIxLP/8NPnk2wTTPkNDqmTWpG0S38H6zYgJ7po+JVQi4BIBlwZ4NWG4plvQcs011xjfHfnnggsuMJqlpqY60pw2CCCAAAIIIIAAAggggAACCCDgpwK6oXtjwV0bS15enjzxxBO2u5Z/z8rKEg00W1k++baLfPRZN9MuAwNq5NZxO6V7grVj0sEEBAQYaRlsGyeaDpBKBBBotoBLA7z6gtVPZLTo7uWOFtsbMy90R8VohwACCCCAAAIIIIAAAggggID/CWj8YM2aNQ5P/KOPPnK4rSsbanA3Pz/flads8lxbd3WUt1afbqddjUy7bLek9My1c9x91bbgbkREhPs64cwI+LmASwO8Gtzt2rWrQfrJJ584TPv5558bbQcNGuTwY2iIAAIIIIAAAggggAACCCCAAAL+JZCWlma6kbs9hePHj4t+WVmOHj0qunrYyrJzfztjU7UaCTDtdsKI/XJeSpbpMXdXJiQkSGRkpLu74fwI+LWASwO8Kjlu3DgD9IEHHpA9e/Y0iauJ0RcuXGi0GzJkSJPtaYAAAggggAACCCCAAAIIIIAAAv4pEBQU5PTEm/MYpzv5vwdocPfEiRPNfXizHvdjWht5bukAqao2D/GMGnpERp97uFnnbsmDdOWuBnejoqJachoeiwACDgiYv/odeKC9JrfddptoqgXNM3PuuefKww8/LPoGV79oonHN1Tt79my56qqrpLq6WoYOHepU3t765+M2AggggAACCCCAAAIIIIAAAgj4vkBiYqJTAcP4+Hhp27atJTDZ2dmWB3fTsiNl/qKBUl5hHvg+u99RmTxynyXzP7kTtY+Ojj65mvsIIOAGAZcHeHv16iXPPvusMVS9DOIPf/iDdO7c2XhR9+vXT3r27Cmad6V79+7y5JNPSklJiXH/9ddfl+DgYDdMkVMigAACCCCAAAIIIIAAAggggIAvCISEhBgLxRydy8SJEx1t2qJ2OTk5lqeCyD4RLk++O0iKy0JMxz6gxzG58fJdtRucmR52a6XGgdq0aePWPjg5Agj8LODyAK+e+sYbb5Rly5YZOyTauioqKpJdu3bJjz/+KGVlZbZqueKKK+Tbb7+Vvn371tVxAwEEEEAAAQQQQAABBBBAAAEEEDATuPfee6Vdu3ZmhxrUaXqAmTNnNqhzxx0N7ubmWrt5WV5hqDzxziDJKwoznVKvpDy57Zc7JSioxvS4Oyvj4uIkJibGnV1wbgQQOEnAbUtmNRfv6NGjRXPsrlixwgjs6i6SmlhbV/nq1wUXXCAXXXTRSUPiLgIIIIAAAggggAACCCCAAAIIIGAu0KVLF9GrgKdPny7Hjh0zbaTB3TfffFNiY2NNj7uqUvu3OrhbVBosT743UHLyIkynkRRXKLMmbZPQkGrT4+6s7Nixo0PBd3eOgXMj4I8CbgvwKqbm4tUVuvpFQQABBBBAAAEEEEAAAQQQQAABBFwhMHjwYNmwYYPMnz9fPvzwQ9EFZVo0R6+mZbj99tvdvopUA7v2AsyumKPZOcrKA+XpRSmSlm2e27ZTu2K5++rvJSKsyuzhbq1r37696JerSmlpqezZs0eKi4uN5zU5OdlVp+Y8CPicgFsDvD6nxYQQQAABBBBAAAEEEEAAAQQQQMArBHS16IMPPmh8FRYWSmBgoHHVsBWD0+CupmawslRWBcjzSwfIj+nm6Q9io8tkdm1wt21UhZXDMvrSlBn6fLiiqO1jjz0mixYtMvZtsp2zd+/eouk5WERoE+E7Aj8LuCUH78+n5xYCCCCAAAIIIIAAAggggAACCCDgXoHo6GjLgru6obzVwd3q2lS6r3zUT3YeMF8hGxVeYazc7RDz855H7hX/+eyab1fz7rqiHDhwQMaMGSOvvfZag+CunltX895yyy1GQN8VfXEOBHxJoNkreNevX2/k11UMzbU7YsQIw+XVV1+V3bt3N8to1KhRol8UBBBAAAEEEEAAAQQQQAABBBBAwNsETpw4IdnZ2ZYP683VvWXrbvMgalhIldw1ZZskdCy2fFxt27aVzp07u6TfyspKuf766+XIkSONnu+FF14QXc07derURttxEAF/Emh2gPfTTz+VRx991LDST2tsAd733ntPVq5c2SzDsLAwArzNkuNBCCCAAAIIIIAAAggggAACCCDgToG8vDw5evSoO7swPfeSjd3ls++6mB4LDqqWOyZul25dCkyPu7NSV027Krir49SN81JTUx0a8l/+8heZPHmyBAc3O6zlUD80QqC1CJCiobU8U4wTAQQQQAABBBBAAAEEEEAAAQQ8IqDBXdtGblYO4OMvk2XN5q6mXQYE1Mivr9opfU87YXrcnZWRkZHSpUsXCQgIcFk3S5Yscfhcuop6y5YtDrenIQK+LtDsjzrmzp0rc+bMMXx05a2tLF68WHRZfXNK/fM05/E8BgEEEEAAAQQQQAABBBBAAAEEEHClQEFBgUeCu59+Gy9LN/WwM5UamTZ2t5zZ+5id4+6r1uBuYmKiS4O7OtoffvjBqUHv379fzjvvPKceQ2MEfFWg2QHe0NBQ0a+TS0RExMlV3EcAAQQQQAABBBBAAAEEEEAAAQRanYCnVu5u3RUnmnfXXpk8cp+cPzDL3mG31YeHh0tCQoLLg7s6YLMYU2MTCQkJaewwxxDwKwFSNPjV081kEUAAAQQQQAABBBBAAAEEEEDAEQHdUM0TaRl2/NhOXv6or9SIefqDy847KBefnebIFFzaRq+6TkpKksBA94SSBg0a5NR4+/fv71R7GiPgywLNXsH7xRdfyOeff+5Sm/PPP1/0i4IAAggggAACCCCAAAIIIIAAAgh4SuD48eOieV6tLnsOx8jzSwdIVbV5EHXEWWkybvgBq4clulrWncFdndD06dPlzTffdGhuGtwdMGCAQ21phIA/CDQ7wLtmzRqZN2+eS430fAR4XUrKyRBAAAEEEEAAAQQQQAABBBBAwAmB3NxcycnJceIRrmm6P72NPL04Rcorg0xPeE7/LJl6iXN5ak1P5GSlBneTk5MlKMh8XE6ezm7zSy65RK644gpZvny53TZ6QMfx8MMPN9qGgwj4m4D5R0L+psB8EUAAAQQQQAABBBBAAAEEEEDA7wWOHTvmkeDuoaxoefK9QVJWbr4Ob2DPY3LDZbtrc99a+xQFBwcbK3f1uxXlmWeekVGjRtntStNEPPvss3LuuefabcMBBPxRoNmv0NmzZ8sNN9zgUrPY2FiXno+TIYAAAggggAACCCCAAAII+LdAcXGx/Oc//5FDhw6JBocGDhwozub69G9B/5m9rtrV1btWl/TsSHny3UFSUmYeoumVdEJuGbezduVqjaVD05WympbBys3MoqKi5LXXXpNly5bJ66+/Lt98842UlZVJfHy8XHzxxTJr1izp2rWrpQ50hkBrEDB/93Bg5DExMaJfFAQQQAABBBBAAAEEEEAAAQS8TaCmpsZY6ffkk09KYWFhg+Fp7s6//OUvMmTIkAb13PFfgaNHj4puqmZ1ycqNkMffPUMKS0JMu+7WJV9mTdouoSHVpsfdVakbqWlwNzQ01F1d2D1vQO0y5fHjxxtf2qiqqsrt6SHsDoYDCLQSAVI0tJInimEigAACCCCAAAIIIIAAAgg4JqDBXV3p9+c///mU4K6eYceOHUbwaO3atY6dkFY+LeCp4G5OXpg8/s4gyS8yD6ImxRXKXVO2SURYlaX+tuCurnj3huLu3L/eMEfGgEBLBSwN8OoulPrJCwUBBBBAAAEEEEAAAQQQQMBaAb30fO/evaI5Rn29LFiwQJYuXdroNCsrK+X2228XDe5R/FcgMzPTIyt3jxeEyuNvnyHHC8JN8eM7FMnsa76XqPBK0+PuqtTVs4mJiRIebj4ud/XLeRFAoGUCbg3wHjhwQGbOnCnnnHOOtGvXTtq3by8RERHSu3dvGTt2rHG5jP6nSkEAAQQQQAABBBBAAAEEEHCPwJIlS4zclSkpKTJixAgjB61+f/PNN0VXuvpaqa6uFk3L4EgpKiqSl156yZGmtPExAf3Zz8jIkPz8fMtnll8UUrty9wzJyYsw7TsutkTm1AZ320RWmB53V6UGdxMSEoy4jbv64LwIIOAeAbcEeMvLy43ArgZydXfDLVu21H0iVlFRYXxq/PHHHxttNMH96tWr3TM7zooAAggggAACCCCAAAII+KmAXj2pC27uvPNO2blzZwMFXcn7m9/8Rm666SbRv998qWzbtk2ys7MdntK6descbktD3xCwBXcLCgosn1BhSbA8UbuhWlZupGnf7duWypyp30lMtPWvyy5duohuckZBAIHWJ9DsTdYam+qcOXOMwK6tzZlnnindu3eX5ORkKS0tlYMHDxo5j44cOSK7du2SK664QjZs2CDDhg2zPYTvCCCAAAIIIIAAAggggAACLRB47LHHmkxToItt5s2bJ4888kgLevKuh6alpTk1oPT0dKfa07h1C2hwV59zXb1tdSkpC5Ina4O7adnRpl3HRJfVrtz9Ttq3LTM97s5KDe5GR5uPy539cm4EEHCNgMsDvO+//74888wzxuguvPBC0V8qzj777FNGq58mv/HGG/Lb3/7WeHO95ppr5Ntvv5WOHTue0pYKBBBAAAEEEEAAAQQQQAABxwU0gPXcc8859IBXX33VWMnbq1cvh9p7eyNng1TOtvf2+TM++wIa3NUPAIqLi+03ctOR0vJAeWrRQDmU1ca0hzaR5UZwN65dqelxd1Z27txZ2rQxH5c7++XcCCDgOgGXp2h45513jNENGTJEVq5caRrc1Qa6C+L06dNl1apVxiUA+ib79ttvu25mnAkBBBBAAAEEEEAAAQQQ8FMBTYnn6H4nGvRasWKFz0gNGjTI+HvT0QkNHjzY0aa0a8UCmpvZU8Hd8opAeWbxQPkxLcZUMDK8QmZf/b3EdygxPe7Oyk6dOklMjPm43Nkv50YAAdcKuDzA+9///tcY4R//+EeHEnPrf7633nqr8RjbY107Rc6GAAIIIIAAAggggAACCPiXwA8//ODUhDUnr6+U2NhYGTdunMPTmTZtmsNtadg6BfQKYk0R6YmVu5VVAfL80gGy53CsKV54aKXcPeV7SepkfcoIvYJaXy8UBBBo/QIuDfDqm6Ytf9EZZ5zhsM4555xjtN2zZ4/Dj6EhAggggAACCCCAAAIIIICAuUBAQID5ATu1zra3cxqvqf7DH/4gujKxqaKpAtkLpiml1n1cN3o/fPiwsR+Q1TOpqhZ5cVl/2bG/vWnXoSFVcufkbdKtS6HpcXdWdujQQdq3Nx+XO/vl3Agg4B4BlwZ4Ne2CLbCbmprq8Ih3795ttNXN2CgIIIAAAggggAACCCCAAAItE+jTp49TJ3C2vVMn90BjzSm6ZMkSaSyvsK7c/etf/+qB0dGlVQJlZWVGcLe8vNyqLuv6qa4ReWV5P/nuB/N9hoKDqmXmxO3SKym/7jFW3WjXrp1ogJeCAAK+I+DSAK+yjBw50tB54oknRHPcNFX0DVc3ZtNywQUXNNWc4wgggAACCCCAAAIIIIAAAk0IjB07VsLCwppo9dNhXahz5ZVXOtS2NTXq2bOnrFu3Th5//HEZPXq09OvXT3RR0fXXX2/sF/OXv/xFQkJCWtOUGKsTAiUlJUZw19Fc1E6cusmmGtx9bWUf+SrVfBV5UGC13DZ+h/Q97UST53J1A823GxcX5+rTcj4EEPCwQLCr+583b57xn+jq1atlxowZ8ve//93usn/Nf6O5kb777jsZP368TJ061dXD4XwIIIAAAggggAACCCCAgN8JaABn9uzZDq1QveWWW+S0007zSSMN4F599dXGl09OkEmZChQWFkpGRoboBoJWF1tw94vt8aZdBwbUyK/HpcrAnrmmx91Z2bZtW9HV7RQEEPA9gWYHeDdt2iQbN240FdFdSLdu3SoLFiwwLou59tprpXfv3sYvDfrpWU5Ojnz//feyePFiOXbsmJEbSf/T1Y0AfO3SIFMgKhFAAAEEEEAAAQQQQAABNwvcddddRpDrtddes9vTxIkT5be//a3d4xxAoLUJ5OfnS2ZmpkeGrcHdV1f0kS93mAd3A6RGbrxil5zVO8fy8UVHRxPctVydDhGwTqDZAV4N7upq3aaKvrk+//zzjTY7evSoaHJ7Pd8DDzzQaFsOIoAAAggggAACCCCAAAIINC2gG6dpGoJRo0bJs88+K1u2bKlLozdkyBC59dZb5Yorrmj6RLRAoJUI5ObmGgvKPDHcpoK7UhvcvX7sHjmn/1HLhxcVFSVdunQRX9tM0XJIOkTAiwWaHeD14jkxNAQQQAABBBBAAAEEEEAAgf8TuOSSS0S/dP+T48ePS2xsrISHh+ODgE8JZGdnGz/fnpiUBncXrugrm3fYS39QI9deuld+Mcj6lcWRkZEEdz3xQ0GfCFgs0OwA729+8xuZOXOmS4erbzwUBBBAAAEEEEAAAQQQQAAB1wvopmvx8eaXjru+N86IgDUCmmc3KytL9OphTxRHg7sjzsqwfHgRERGSkJAggYGBlvdNhwggYK1AswO8GowlIGvtk0VvCCCAAAIIIIAAAggggAACCCDwk4AGd9PT06WoqMgjJN4c3NVV+gR3PfJjQacIeESg2QFej4yWThFAAAEEEEAAAQQQQAABBBBAwO8FqqurJS0tTUpKSjxiYQR3l9emZdjZeFoGT6zc1dX6iYmJEhQU5BEbOkUAAesFXB7g3bt3r5w4caJZM9E3IP2EiYIAAggggAACCCCAAAIIIIAAAgiYCVRWVsqRI0ekvLzc7LDb67w5uBsaGipJSUkEd93+U0AHCHiXgMsDvLNnz5aVK1c2a5bz5s2TBx54oFmP5UEIIIAAAggggAACCCCAAAIIIODbAhrU1ZW7FRUVHplo7cJhWVC7odp/G1m5+6vaDdWGeyDnbkhICMFdj/xU0CkCnhdweYDX81NiBAgggAACCCCAAAIIIIAAAggg4GsCpaWlRnC3qqrKI1Pz9uBucnKyBAcT5vHIDwedIuBhAZe/8ufMmSNXX3213WnpG7Hubrl//3758MMPje+XXXaZvPTSS9K2bVu7j+MAAggggAACCCCAAAIIIIAAAgj4p0BhYaFkZGSIbqzmieLNwV0N6mpaBoK7nvjJoE8EvEPA5QHeUaNGOTyzhx56SCZMmGCkdPjb3/4mjz/+uMOPpSECCCCAAAIIIIAAAggggAACCPi+QG5uruTk5Hhsog4Fd0fXpmU4M8PyMepGahrc1fQMFAQQ8F+BQE9OXVfsar5e3VjtiSeekPXr13tyOPSNAAIIIIAAAggggAACCCCAAAJeIqCrdbOysjwe3H1leb/Gc+56MLiraRl0YzUKAgj4t4BHA7xKr29El156qfEsbNq0yb+fDWaPAAIIIIAAAggggAACCCCAAAJSXbts9siRI5KXl+cxDV25q8HdLamd7IyhRq4bvcejK3cJ7tp5aqhGwM8EXJ6ioTl+KSkpxsM+/fTT5jycxyCAAAIIIIAAAggggAACCCCAgI8IlJWVycGDB0U3VfNUqaoKkJeX95WtuxoP7l5wZqblQwwMDJTExEQJCwuzvG86RAAB7xTwigDvxo0bDR1yxnjnDwmjQgABBBBAAAEEEEAAAQQQQMAKgeLiYklLSxMN8nqqVFQGyAvLBsi2fR3sDKFGrh+zR4ad4bngbnh4uJ2xUY0AAv4o4PEAr+bgXbt2rWE/dOhQf3wOmDMCCCCAAAIIIIAAAggggAACfi+Qn58vx44dk8jISI9ZlJUHyjNLUmT3oXZ2xuD54G5ERISdsVGNAAL+KuDyAO/7778vP/74Y6OelZWVop/KffPNN7J8+XKjbUBAgIwdO7bRx3EQAQQQQAABBBBAAAEEEEAAAQR8T0ADu/oVHOzyMIXDWMWlQTJ/0UD5MT3GzmM8F9zVmIluUE9w185TQzUCfi7g8nfOl19+WXRVrrPlvvvuk2HDhjn7MNojgAACCCCAAAIIIIAAAggggEArFaipqZHMzEwpKCjw6AwKi4PliXcHyeGjbUzHERBQI9PG7pbzB2aZHndnpS2468mVze6cH+dGAIGWC7g8wOvskM466yy544475IYbbnD2obRHAAEEEEAAAQQQQAABBBBAAIFWKlBVVSXp6elSUlLi0RmcKAiVx2uDu5nHokzHERRYLTddsUuG9ss2Pe7uyi5dukhUlPnY3N0350cAgdYh4PIA74IFCxx6c9YN1WJjYz2aW6d1PEWMEgEEEEAAAQQQQAABBBBAAAHfEigvLzc2U6uoqPDoxHLywuTxt8+QnDzzvLbBQdVy6y93yKBeuZaPU1fuanA3Ojra8r7pEAEEWpeAywO8nTp1al0CjBYBBBBAAAEEEEAAAQQQQAABBCwT0D15dOVudXW1ZX2adZR5LKJ25e4ZcqIgzOywhIZUycyJ26XvaSdMj7uzUoO7nTt3JrjrTmTOjYAPCbg8wOtDNkwFAQQQQAABBBBAAAEEEEAAAQRcKHDixAk5evSoC8/YvFMdORpl5NwtKA41PUFEWKXcOXmb9EzMNz3u7koN7rZt29bd3XB+BBDwEQGXBnjz8vJk27ZtkpiYKN26dRP9xImCAAIIIIAAAggggAACCCCAAAL+LaCrdTWwm5/vmYBpff396W3kqfcGSnFZSP3qutvREeVy99XbpGvnwro6K2/Ex8cT3LUSnL4Q8AGBQFfM4R//+IekpKRI+/bt5YILLpAePXoYb0YzZ84UDfpSEEAAAQQQQAABBBBAAAEEEEDAPwU0z+6RI0e8Iri751CMsaGaveBuTHSZ3Hvtdx4L7rJy1z9fI8wagZYKtCjAW1paKr/61a/k3nvvlR07djTIn1NYWCjPPvus9O3bV3bu3NnScfJ4BBBAAAEEEEAAAQQQQAABBBBoZQKab/fQoUOi8QNPl+372stTiwZKWbn5xcwd2pbKb371rXTpWOyRoerK3ZiYGI/0TacIINC6BVoU4H3sscfkrbfeqhPQT5qmTp0qo0ePrntTyszMlDvvvLOuDTcQQAABBBBAAAEEEEAAAQQQQMD3BXJzcyUtLU2qqqo8Ptmvd3eUZ98fIBWVQaZj6dy+uDa4+43ExXomEM3KXdOnhUoEEHBQoNkB3pqaGlm4cKHRTVBQkHzwwQeSkZFhBHw//vhj2bVrlwwfPtw4vn79elm2bJmDQ6IZAggggAACCCCAAAIIIIAAAgi0VgHNt5ueni45OTmisQNPly+2d5YXP+gvVdXmIZCkuMLatAzfSru25R4ZqgZ3WbnrEXo6RcBnBMzf3RyY3n/+8x/Zv3+/0fL++++Xq666qsGmanppwSuvvCIa/NXy73//2/jOPwgggAACCCCAAAIIIIAAAggg4JsC5eXlRkoGTdvoDWX91gRZuKJPbaDZfBP47l3yZU5tzt22URUeGS7BXY+w0ykCPifQ7ABvampqHcasWbPqbte/0bNnz7pVvAcOHKh/iNsIIIAAAggggAACCCCAAAIIIOBDAhrU1Xy7GuT1hrJ0U3d5d+3ptUMxD+72Tj4hs6/5TqLCKz0yXIK7HmGnUwR8UsA8s7gDU9VcOrYSFxdnu3nK965duxp1Bw8ePOUYFQgggAACCCCAAAIIIIAAAggg0PoFNB1D/TiBJ2dUVS3y+qo+8sX2eLvDGNDjmNz2y50SGlLb2AOF4K4H0OkSAR8WaHaA1/aJnKZgsKVhMHPq0qWLUX348GGzw9QhgAACCCCAAAIIIIAAAggggEArFdB8u7ofT1FRkVfMoKw8UF6ozbe748cOdsdzVu9s+fVVqbWxDM/kB+7UqRM5d+0+OxxAAIHmCDQ7wGvbBTMgwPxSB9tggoN/6qKiwjP5bGzj4DsCCCCAAAIIIIAAAggggAACCLhOoKyszNhMzVv+3i8sDpb5iwfKgYy2did5XkqmTBu7WwKbnbDS7qkdOqDB3djYWIfa0ggBBBBwVKDZAV5HO6AdAggggAACCCCAAAIIIIAAAgj4lkB+fr5kZWXVbl7mmVWwJ2vmnAiXJ98bKEePR558qO7+mHMPyfgRP20WX1dp4Q2CuxZi0xUCfiZAgNfPnnCmiwACCCCAAAIIIIAAAggggEBzBTSgm52dLSdOnGjuKVz+uMNZUfLUokGSXxRqeu4AqZGrL/5BLhqSbnrcikrdu4iVu1ZI0wcC/ilAgNc/n3dmjQACCCCAAAIIIIAAAggggIBTApqSQfPt2vbkcerBbmqceiBWnls6QMrKzcMbwUHVctMVu2RI32w3jaDp07Jyt2kjWiCAQMsEzN8BnTxncXGx3UfYcvHop3yNtdMThISEGF92T8YBBBBAAAEEEEAAAQQQQAABBBCwXEBX7OrKXW9JyaAAW3bGyYIVfaWq2jyhbkRYpdw+Ybv06ZpnuZetQ4K7Ngm+I4CAOwVaHOCtrKyUqKioJsdYWlraZLt58+bJAw880OS5aIAAAggggAACCCCAAAIIIIAAAu4X0A3WNdduYWGh+ztzooe1WxJl0fqetY8w3/g9JrpM7pq8TZI6FTlxVtc2JbjrWk/OhgAC9gVaHOC1f2qOIIAAAggggAACCCCAAAIIIIBAaxXQq3AzMzNFF3Z5S9E93d7f2EPW/DfZ7pDi2xfLXVO+lw4xZXbbuPtA586dJSYmxt3dcH4EEEDAEGh2gLdHjx4yatQolzJ2797dpefjZAgggAACCCCAAAIIIIAAAggg4JyApmE4duyY5ObmOvdAN7euqgqQV1f2kc07O9vtqUdCnsyctF2iIzwXlCa4a/fp4QACCLhJoNkB3uuvv170i4IAAggggAACCCCAAAIIIIAAAr4hoPvo6EZqmmbRm0ppeaC8ULuZ2s4D7e0Oa2DPY3LLuJ0SGlJtt407DwQEBEh8fLy0adPGnd1wbgQQQOAUgWYHeE85ExUIIIAAAggggAACCCCAAAIIINBqBQoKCox8u9XVngmQ2oPLLwqR+YsGyqEs+4HTXwzKkOtG75FA8/3W7J3apfVdunSR6Ohol56TkyGAAAKOCBDgdUSJNggggAACCCCAAAIIIIAAAgj4qIAGdI8ePSr5+fleN8MjR6PkmSUpkpsfbndsl513UMYNP2D3uLsP6MpdgrvuVub8CCDQmAAB3sZ0OIYAAggggAACCCCAAAIIIICADwtoKgZNyaCpGbytfP9De/nXh/2lrCLIdGgBUiNTL90rI87KMD1uRaUGdxMSEiQqKsqK7ugDAQQQMBUgwGvKQiUCCCCAAAIIIIAAAggggAACvi2gm6jpZmq6qZq3lX//N1EWr+9RG8INMB1acFC1zLgqVc7qnWN63IpKDe4mJiZKZGSkFd3RBwIIIGBXgACvXRoOIIAAAggggAACCCCAAAIIIOB7ArpaNzMzU0pKSrxucpVVAfLC+8my4asOdscWEVYpMydul9OT8+y2cfcBgrvuFub8CCDgjAABXme0aIsAAggggAACCCCAAAIIIIBAKxXQlbonTpyQnJwcr1y1W1QSLC8sGyC7D8XYFY6LLZFZk7ZJfAfPBacDa3dy05W7ERERdsfJAQQQQMBKAQK8VmrTFwIIIIAAAggggAACCCCAAAIeECgrK5OsrCzRnLveWDKPRRibqR09bj/dwelJJ+S2CTskOqLSY1PQ4G5SUpKEh9vf9M1jg6NjBBDwWwGfD/CuWLFCXnvtNZk3b57069fP7hO9a9cuWbRokRw8eNBIjj5w4EAZOXKk9OjRw+5jOIAAAggggAACCCCAAAIIIICANwvoql3Ntatf3phrV+1SD8TKi8v6S3FZiF3K8wdmyq9G75HgIM/lCw4KCjJW7hLctfs0cQABBDwk4NMB3m3btsnf//53qaysFP200l5ZvHixPPnkk8bh6OhoKS8vl6+//lree+89+ctf/iKDBw+291DqEUAAAQQQQAABBHxMoKqqSvLy8iQ2NlZ0pRYFAQQQaK0CulpXV+029vewp+f2yTdd5O1/ny7VNeabqQXUbrM2fsR+GX3uYY8OVYO7unI3LCzMo+OgcwQQQMBMwOW/sb744osye/Zs2blzp1l/pnV/+tOf5Pzzz5dHH33U9HhzKr/55hv53e9+ZwR3G3u8BoGfeuopCQ0NlT//+c+ycuVK+fjjj+Wuu+4yEs7fe++9RvL5xs7BMQQQQAABBBBAAIHWL7B69WqZMGGCdOvWTVJSUqR79+4ydepU+eSTT1r/5JgBAgj4lYCu1NU8u4cOHfLa4G51tci7a3vKm2t62w3uhoZUGSkZvCG4m5ycTHDXr15FTBaB1iXg8gDvBx98YKyG3b9/v8MSGzdulC+++MKpoLC9kxcXFxurdjVAe/z48SZXXbz66qvGZSrXXXedDB8+XHQnzJCQEJk8ebJMmjRJdHfRZcuW2euOegQQQAABBBBAAIFWLlBdG2WYM2eO3HjjjfLll1+KruDVor8Hbtq06f+zdx7wVVTp+39Dek+AFDpIaDYsWEDURVBBpa4FwbIKa1ux7c/222JZd3+uu/7Vta4C6ioo6tqwsYuggkpVioI0CS2FhBBCev3Pc8IJN8ktc3Pn9ud8PpNpZ2bO+c7NvTPPvPO8MnXqVGX3FeTdZPNJgATChACidnNzc5UlQ6B2ubomUp759/GyZG1Ph01MT66We6Z/LycNOOCwji9WREVFCcRdBIWxkAAJkECgErBc4HWno7h4hvft+vXr1WYJCY7N1M3ud+bMmQKRGfv64x//qCIvHG0LMXjVqlVq9YUXXtiuml720UcfuYwEbrcxF5AACZAACZAACZAACQQFAVhyvfnmm07birfUnn/+ead1uJIESIAE/EkAD6v279+vonbxgCpQS/GhWPnr6yfLjz93cdjE/j0r5H+v/V56ZVU4rOOLFRB1e/fuTXHXF7B5DBIgAY8IeOTBe/HFF8vnn3/eqgH6h2Ty5Mkuo2dRFz9CugwbNkxPdnhcWloqEGZnzJgh3bp1k3nz5jnc1+bNm1X0Lp7Gde/evV29wYMHS3JysvJgw6stTLjWDhEXkAAJkAAJkAAJkEBQE8A13gsvvGCqD8jtcPnll0uXLo5FCVM7YiUSIAESsJgAgpfgtavvxy3evWW727E3RZ579zgpr3IcDTtsSLHcNnWfVFfVGffrlh3a7R3Baxeeu/DeZSEBEiCBQCfgkcD7+OOPy4knnmj3R8TdHxb4nE2aNMljXi+//LJkZWWZ2s++fftUPSTQcFSw7vDhw7Jnzx6HAu/SpUsFx7VXsP3f/vY3e6u4zE8E8APduXNnPx2dh/U1ASTHQZZbvFrFEl4EYC2QktwAAEAASURBVLfD//XwOueJiYnq/z28eh2evbVNfIbvePy/d7TMnTvX9JtaVVVVsmzZMrn++us7ejhu5wEBWKmhpKSktAoS8WCX3DTACdgKa3hDE//vLK0J4K3YgoICZU+I70JPvg9b79n6uaVrusq/Pukj9Q2OXySedO4+uXR0gXHtHimdIhJUQJb1LXG9RyRf79OnD8Vd16gsqWF7r4YgO3hIs4Q+Af0dz3s2a861R4oHIlzxqtrq1atbWvPpp5+qV0LGjRunXmVoWWFnAj8+uBlDAgtEQ6Snp9up5d4is+Iu9lpR0fy6hzOBFxeQtnXVTJs/eFK6cuXKNkubZzMyMmjEbpeM/xbi5oCZT/3H319H1j8e/jo+j+t7AjjnPO++5+7PI+LmwPYGwZ9t4bF9R8DT8w67MHfKli1beB3hDjAv1A1kAcsL3eUujxDgeW/9UYAAVlRUpKJ2IfIG8u9fbV2EzPmgp3z5neO3H6KjGuWmX+6Ws4aWGh1tjpj1V5+gAfQ1km3aPkxsTZ9z3iRAr2Nv0g3MfVOfsea8eCTwogmwQsCgC2wb8Krbb37zG8F0IBe8xoKCJ0SOCp7cocConoUESIAESIAESIAESCC0COiEamZ75W59s/tlPRIgAdcE4C+LSHpY8YWzCIRk4vn5+VJbW+samp9r7C+Jkf83r6/k5jvOt5OaVCf/c9VOGdC7+f7cn01G0Bk8d/UbA/5sC49NAiRAAu4Q8FjgbXuwq6++WkaMGCGDBg1quyrg5hE9jOLsh7GmpkbVcfZEYeLEiXLeeeepem3/IHoMEb4s/ieQmZmpfqjr6+vlwAH/ZmL1P43waQF8EvE/DqsVltAngO/crl27qo7i+xu+7CzhQQBv8JSVlakb//DocXj3EsKOfvMLb2SVl5d3GEiPHj3c2hbCEq/t3EJmWWX9HV9SUmLXIs6yA3FHAUMAtgwQ2mB5N3v2bMnLy1Ntw3cA7r/uvvtuOe644wKmvd5uCAKUIHLre1RvH8/T/W/ckS5zFg6QymrHNjo9Msrl1kt/lC6pNcbvePMR8b+Oe3V8t9vm7PG0Pa62x5u9sAEBYxbfEkDQHf7fUfgd71v2/jwazjmCKvk/d/QsuONKcHSr5inLBd6pU6e2PUbAzmsRADeEjooWhbQYbK9efHy8YHBU8HSVJbAI+PJCIbB6Hp6twStsPOfhce5toy143sPjnNv2kufclkZoT+Nc6+LpeccbZ0ieZqbgdWEk8+Vvihla1tfR3/GennPrW8Y9eovArl275LLLLpO2Vip4eP/ZZ5/J4sWL1f8v7P5CuUDQLS4ubrEYDPS+Nhpf0R8t7ysff9PbaGqzd7a9Ng/NKZbrx2+WuJhGu8nU8F1r+31vbx9WLUNQCAZ+v1tF1L392J5nfse7xy6Ya+vzzv87a86i5QKvbbOgwsOnDE8aETXpqgwcOFAGDBjgqppl67XAq0VcezvW4q+OErFXh8tIgARIgARIgARIgASCkwDeOps2bZrMnz/fZQduvPFG6d69u8t6rEACJOA5ASTtvvLKK9uJu7Z7xj3mXXfdpV6pP/PMM21XhcS0fvMQ96RaCAn0jpVXRRlRu0Nk007HSa0jpEkmnJMr487cbURo+79H0AWY5Mn/54EtIAES8IyAVwReiLq///3v5f333zcl7OouPPDAA/Lggw/qWa+P8co+yp49e9RrXm2N+w8dOqReD4C5ui+FZ693nAcgARIgARIgARIgARJoIfDII4+oV7+/+OKLlmVtJ8aPHy/33Xdf28WcJwES8BKBN998U3744QeXe0fkF+4hEdEbKgV9gs8uhmCKbMvNT5J/vn+clJTFOTwVSfF1MnPCJhnS1/82WngrAJpAamqqw/ZyBQmQAAkEC4FOVjcU0bATJkyQd955xy1x1+p2mNkfIjAGDx6svH1WrlzZbpOlS5cKEmmgjvaDaVeJC0iABEiABEiABEiABIKaADwXX3vtNYHQi+Q6tiUnJ0cef/xxeeGFFwS+kCwkQAK+IfDee++ZPtCGDRtk586dpusHakVE6SLICH1BzpBgEneXrcuWv8072am427dbmfzuV2sDRtyFpzrF3UD9b2C7SIAE3CVgeQTvww8/LFu3blXtQNQrXqvp27evZGdnu8xEiQtoXxe0D5HDL7/8sgwdOlRg7o0Ce4k33nhDTcP3iYUESIAESIAESIAESCB0CUC8vf7669WARE5I8oLXdnENy0ICJOB7Atu2bXProKjfr18/t7YJpMpIGFlUVOQ0AXggtVe3pa4+Qub/Z6B8s9H5d+U5J+XJFWO2S1TkUQ91vQ9fjxG5i2AvZ3l2fN0mHo8ESIAEPCVgucC7fPly1aaTTz5Zmd4HupfNueeeK0OGDJHNmzfLzJkzZdSoUSryGIb9eGp61llnqQytnoLm9iRAAiRAAiRAAiRAAsFBADf+9NoNjnPFVpJAMBNAxG55ebl6oIREasFWikvj5IX3jpU9+5uDpOy1PzqqQaZfuE2GH19ob7XPl8F+sUePHk6TpPu8UTwgCZAACVhAwFKBF3YG69evV81CBESgi7toKKI1nn76aXniiSfkP//5j8ybN0+1H8svvfRSQTIN/AiwkAAJkAAJkAAJkAAJkAAJkAAJ+IYA3gZFwI3ZEkw5U2C9AGtDvCmAZHLBWDbu6CxzFw6Wyppoh83PSKuSGyf/KL0yKxzW8eWKqKgoJe7Gxsb68rA8FgmQAAn4hIClAi9EUbzmUFVVJYjgDYTyyiuvuGwGvuCRNON//ud/ZMeOHSpDaa9evfjKhktyrEACJEACJEACJEACJEACJEAC1hOYPHmyrFixwtSOTzzxxKCwZ0BAFDx2S0tLAz5fjSPwhjYtH33dVz7+Bn7lEY6qyYn9i+W6S36ShLgGh3V8uSImJkaJu20Tq/uyDTwWCZAACXiTgKUCLxo6fPhwWbhwoeTm5ip7A2823up944neoEGDrN4t90cCJEACJEACJEACYU8ACW3fffddlasB0WvIvTB+/Hj5xS9+EfZsCIAESKA9galTp6rkhz/88EP7lTZL8Lblgw8+aLMk8Cbr6+uVqAthN5gSp7UlWXwo1ojaHSI79qW2XdUyHyFNMuHsXBk3fLeRg6dlsV8nkEgTtgwISGMhARIggVAlYLnAe9555ymBd/bs2TJ9+vRQ5cZ+kQAJkAAJkAAJkAAJmCBQWVkpd911l3z44Yetaq9evVoltIXA+9xzz0laWlqr9ZwhARIIbwKItETSayS8/umnn+zCQIDO448/Lmeeeabd9f5eCPsF2DCUlZWpt0T93R5Pjr/ix0x54z8DpLrWsYSQFF8nMydskiF9Sz05lKXb4g1jeKojsRoLCZAACYQyAcvNZWfNmiVTpkyRL774Qm677TblLRTKANk3EiABEiABEiABEiAB+wTwOjKS2LYVd21r45oRQQHBmGDIth+cJgESsJ4AbPPwMOiPf/xjq8SHeN1+3Lhx8umnnyoB2Poje7bH6upqycvLk507dypLBiRTM1NQD2JwIHnzVtVEyuwPh8jLHw1xKu727VYmv/vV2oASd/HgEJG7FHfNfPpYhwRIINgJOH781sGe/fjjj/LrX/9aVq1apZKXvfnmm3LqqadKnz59JCMjw+leEf07atQop3W4kgRIgARIgARIgARIIDgI4DoQAq6r8v3338uLL74oCBRgIQESIAFbAklJSfLQQw+pNwF2794tEE8zMzMFIm+gFbyxAHEWY3cK+oTvSojZSL6GAjuBwYMHy/nnn99K3HZnv57W3bon1RB2B0tJWZzTXZ1zUp5cMWa7REWaE7Kd7syilV27dg2KpO8WdZe7IQESIAGxXOC9//775ZNPPmlBW1RUJJ999lnLvLMJvGJDgdcZIa4jARIgARIgARIggeAh8Oqrr5puLOpS4DWNK6QqItLbXmkbdYd51IWHqa2PKTxYWcKDAES7QCt4+wCiLCJv4bXrboEg/NJLL8mBAwdabYrPOoKnNm/erKKUETTlq9LQECELl/eRz1b0Nhx1HVsbxMXUy/QLt8npx+73VdNcHgffE1lZWZKSkuKyLiuQAAmQQCgRsFzgDSU47AsJkAAJkAAJkAAJkEDHCCAizVVyJNs943VmDPBKZAk9AhBk4UdaW1urBkxDGMPYVqx11nMINwUFBVJeXq6EXtu6CBSB0IuoRz22nXa0rK2IbLvPYJ/G6/5gC6EQA+a1VUDbafTV2TL44WJA1CwTVYkSciHoQtj1xF4GgvDcuXPbibu2nz2cw7feektFo/br1892lVemC0viZY6RSG1XQbLT/ef0PCTXXbJZuqbWOK3ny5X4P8dvSEJCgi8Py2ORAAmQQEAQsFzgXbBgQYeeXIIGsluykAAJkAAJkAAJkAAJBD8BiHDuFv1qsrvbsX7gEGgr4mpBtyORje70qqP718KvHkO8hOhrTzDWdTDG4AtxWIuuemwr2Grh1tHYrHDuDmfUBRst9kLw1dMY+4KJu+21qj544jsKg7sWDI7asHLlStm/33X0K87/Rx995PW3HJavz5YFn+dIbV2koyZLp4gmueSsXBk3fLfxf+Cwms9X4HMJv93Y2FifH5sHJAESIIFAIGC5wAuPJBYSIAESIAESIAESIIHwJpCenq6i/SDwmS14rZYleAhA8KqqqpKKigo1xrmGEBVMBX3wRAiFoOloAAcIwSi6Dua1WKvH+vgY2y4LVJYQ0zHg3NsW9FGLvbbCLwQ3zcG2fjBM4xzg8w1RFw+trD4n69atM41hz549yt+3c+fOprcxW7G8Kkpe+3SgrNvmPGdORlqVzBi/Wfp1b/YJNrt/b9fDZwziLkReFhIgARIIVwL8BgzXM89+kwAJkAAJkAAJkIAXCSAS8pxzzpHFixebOsopp5wiyHjOEtgEEKELwQsDohitFrwCu/ftW4f+hzsDTQUcdMS2XqbHWviFEAfxF2MsC1ThF+K1jtZFhLTVBZxyc3MlPz/frV0j2tdqgXdzbpq8/PFgOVTuPPJ1xAkFRiK1bRIX0+hWm71dOT4+Xtky0DrE26S5fxIggUAn4FOBFxeC+OFnlG+gfyzYPhIgARIgARIgARLwnMDtt99uWuC94447PD8g92A5AUSV6ihdXMtD4GUhAXcJ4HOjHw7obW0jftsKv1jn7YL7Ut0ujCG6YgxP3Y5afrhqM46BBOTffvttOx9pV9tavb6uPkLe/6qfLF7d09i1Y94JcXVy9ditcsqgYqub4PH+kpOTJTs7O6StQTyGxB2QAAmEDQGvCrxFRUXy17/+VVavXi3btm1TTyjvuusuefzxx2Xnzp1yzTXXCC78p0yZErBPb8Pmk8COkgAJkAAJkAAJkIDFBJD1/fe//7088sgjTvd88803y5gxY5zW4UrfEYDApSN0Ie4yQtV37MPpSLYRv7ae3Vr4heibmJioIsUR6YuIcQikiNTEfNvBniiM6Ft7Ii6WeUvEdXQO8b/0wgsvuB21a7s/q2xsduYly78+HSR5xYm2u283Paj3QSOR2k+SnmzeaqfdTry0ADZAGRnOLSW8dGjulgRIgAQCkoBXBF78WD/11FPy0EMPSWlpqd2O45WU5cuXq2HatGnyyiuvqNd07FbmQhIgARIgARIgARIggaAkcMstt6jXZ3FdWFhY2KoPsGS4//775eqrr261nDO+JYBrd4hnENkg7Ppa+PJtb3m0QCdgK/ziYQOEURSMIfA6KhB4IfrqRHn4HHvDXsHR8V0tf/vttz0Sd3v37i0QNT0p1TWR8p4Rtfvld92lyUnUbmSnRpl0zk45//S9RnSsJ0f0zrYQdj1l4Z2Wca8kQAIk4D8CXhF4n3zySUGkLgqMzk844QTlYbR9+/aWnuIHF75LeHo6f/58gXfO7NmzW9ZzggRIgARIgARIgARIIDQITJo0SS666CL5+uuvZevWrSqpVU5OjowcOVJdA4ZGL4OrF1rUhc8oRN1AEsKCiyRbGygE8JnG5zgQP8v79u2TH374ocOoIFxfcsklHd4eG67b1kXe+O8AKT3s3Gs3u0uFzDQSqfXKqvDoeN7YGCJ+t27daPnoDbjcJwmQQNATsFzg3bhxo4rEAJmLL75YnnvuOcHTRviqIapXl/PPP1927Ngh06dPl2XLlqkI3rvvvlsGDRqkq3BMAiRAAiRAAiRAAiQQIgSQWGnUqFFqCJEuBV03bEVdROvCXzcYCtq5efNmZfmGSGMEifTp00eGDh2qknUFQx/YxvAmsGnTpg4DQETy5ZdfLn379u3QPg6VxxjCbo58v9W1ncG5J++TS0f9LDHRgffdgMCxHj168H++Q58CbkQCJBAOBCwXeJ944gllTH/yyScLXkNBZK6j0qtXL1m0aJH07NlTSkpKZM6cOfLYY485qs7lJEACJEACJEACJEACJEACbhCAOKrtF4JJ1NVdhK3HvHnzpKCgQC9SY+T4+PTTT+Wyyy6TY489ttU6zpBAoBHAva67BYLmkCFDBIFRSCTmbjECmuWrdd3kvS+Pkaoa57f9yQm1cs24LXJijvvtdLddHakfFxenxF2I3SwkQAIkQAL2CTj/pre/jdOl69atU+vhp+ZM3NU7QR1E+r722mvqqbxezjEJkAAJkAAJkAAJkAAJkID7BCDqwnYBgi4GRO4GYykuLlZvA2oP1rZ9QB9fMfJ4IHHz8ccf33Y150kgYAjgDQZ3CoKlELXbUUEzrzhBXv9soOzYl+rysMOPL5BLz9shSfH1Luv6o0JqaqpkZmYaXsABaAbsDyA8JgmQAAk4IGCpwAu/ox9//FEdClmTzZaxY8cqgXf37t1mN2E9EiABEiABEiABEiABEiCBIwS0qKs9dYNV1LU9oXgb0JG427Ze//79TQWX2G7HaRLwFQFYC7hT8HnuiLhbVx8hn37bRz5b0UsaGjs5PWRGWpVMv3CrDOlrPym60419sBKCblZWlqSkpPjgaDwECZAACQQ/AUsFXvwIJSUlKbuFQ4cOmaZTVFSk6nbv3t30NqxIAiRAAiRAAiRAAiRAAuFMQNsvlJWVqYjdUBB19flEUqqdO3fqWadjiMBr165VSfucVuRKEvATASQd/+ijj6S6utplC2BHgPrulq17UlXUbmFJgtNNO0U0yQVn7JFLzsqV6KjAjO5HUrl+/fopXoGYNM8pYK4kARIgAT8RsFTgRR+Q7GDp0qXy+eefC14tMVPgw4vCV6vM0GIdEiABEiABEiABEiCBcCUAERfWBDpSFyJvKBYkY3anoP7IkSPd2YR1ScByAngjdfv27ep/FIFPOTk5grwzsCWcOHGiLFiwwOUxx48f71Y0ekV1lLy79BhZvgE+vc5tDPp1K5Orxm6VnpkVLtvhrwpIooiEcojcNSOI+6udPC4JkAAJBBoBywXeM844Qwm8Dz/8sEyaNEn9qDnr9Msvv6wSJKCOO7YOzvbJdSRAAiRAAiRAAiRAAiQQKgQg6mo/XYi7oSrq2p4vJIZzp7hb3519sy4JuCKAN1Lfeust2bVrV7uqiES94oor1L0uBMsPP/zQri82LAkg7p522mnt9mFvAZ7trPgxS9794hg5XOnc4zc2pl4mnbNTfnFKnnRyrgHbO5TPlkEIx1u9sbGxPjsmD0QCJEACoULAcoH33nvvVZlu9+zZI8OGDZNHH31UJk+e3I4Xfvz+9Kc/ydy5c9U6PHGfMmVKu3pcQAIkQAIkQAIkQAIkQALhRiBcInUdndfk5GRHq+wud7e+3Z1wIQl0gMD+/fvl2WefdegXDauRf/zjHzJr1iwVmYsI1dra2nZHSktLcxkchY0aDVeFVZsy5eOv+8j+g87tGFD/xJximXb+NklPaX9MrA+UwmRqgXIm2A4SIIFgJWC5wIsfpldffVXGjBkj8OG9+eab1aCfwr3xxhvyr3/9S5AVV5eEhARBJC+8dlhIgARIgARIgARIgARIIBwJwGsSkag6WjeUPHXdPZ94td2d4m59d/bNuiTgiAD+R+fPn+9Q3NXb4f/6pZdeUrlq9LK244MHDyqh+LbbbpOMjIy2q5Wwu2ZzhiHs9pUCFz672Dg1sUauGLNdTh189L673U4DZEFmZqZAR2AhARIgARLoOAGvKKqjRo2SFStWyJlnntnSspqaGjWdn5/fStwdPXq0rFmzxtTTypadcYIESIAESIAESIAESIAEQoBAfX29lJaWyt69ewU+srhWhr9uOIu7OK1ZWVkyZMgQU2cY0bunnHKKqbqsRAJWEti6davk5eWZ2mVJSYnLerhnfuedd1rVMzRkgbD78JxhMmfhsSbE3SY5+6Q8eejXqwNe3EWAV8+ePSnutjrjnCEBEiCBjhGwPIJXNwPeQd988436gcJ427ZtasDF6sCBA2XAgAECIXjChAl6E45JgARIgARIgARIoB2BH374QSWm2bBhg4qSQsKasWPHKguoqCivXcq0awcXkIBVBCDiIEoXfrpMIuSY6i9/+Ut5+umn1VuBjmpFRkbK9OnTJSbGuQepo+25nAQ8IQCB1+oCSweIxt26dZfvt3aVhcv7Sl5xoqnDZHepkKuNJGo5PctM1fdnJfzP9ujRQ2BZwUICJEACJOA5Aa/eFWmj+Msuu6xdS1euXCknnHBCu+VcQAIkQAIkQAIkQAIggNfVH3roIZk9e3YrIBB8P/30U3nmmWeUl3///v1brecMCQQaAQQ4VFVVKUEX0bmI2mVxTSAlJUX5li5YsEAFirTdAq+xX3755dKnT5+2qzhPAj4hgP9nq4sRsCtfromWbcWnyr6iJFO7T4itkwvO2CPnn75XoiKxh8AuiYmJkp2dLXhAw0ICJEACJGANAa8JvMuWLZPHHntMvWq2adOmdq296qqrZN++fSr6Bk/mO3fu3K4OF5AACZAACZAACYQvgd/97nfKt98RAbwdhAi/RYsWGZFO3RxV43IS8AuBRiPFPXw3IQAhUhfzLO4TgMj761//WllYIFoSEc+I3IeoC99dCkTuM+UW1hGIj4+3bmfGnuqiR0p1wg3yxeZBpvYbH1svo4ftlTGn7ZX42AZT2/izEgLAcN/fpUsXfzaDxyYBEiCBkCTgFYF37ty5ctNNN0ldXZ266EKWUNvXpnCBu2vXLrUepvSwcPjoo4/kuOOOC0nI7BQJkAAJkAAJkIB7BODlj6SsrgqylyPK97333nNVletJwKsEEKUL8RGiLgZE7LJYRwA+nbBngeALewtE+LOQgL8JHHPMMfLtt9963Iy66LOkJuHX0hBlznc6LgbC7j5D2N0jCXHB8b+AhzF4GIsE6ywkQAIkQALWE7Bc4EU0zY033tjy6tmFF14obQVedAM3Yh9++KF67TI3N1euvfZaWbVqlcBonYUESIAESIAESCC8CZgRdzUhXE8geQ0j+TQRjn1FANe4iM7Vgi6jdH1FnschgcAgcOyxx6oEYUiU6G5pkiipi71AauKmSWPUAFObx0Y3yHmn7lVWDInxwWP1gkhniLv0zTd1mlmJBEiABDpEwHI19ZFHHlHiLjLffv755/Lxxx9LUlJr7yCIuBdffLH885//lMWLF6sv+rVr18q8efM61AluRAIkQAIkQAIkEFoEcF1gtkBUW716tdnqrEcCHSYA79yysjIpKCiQn3/+WRCkUFRURAuGDhPlhiQQ3ASQIOyKK65wGaSEB5A6crUxIkWq438lh9M/kKqkB0yJuzGGsHvhGbvlLzevkEnn5kowibvp6emCCHyKu8H9WWfrSYAEAp+A5RG8sFtAue666+S8885zSWDUqFEyc+ZMeeGFF+TLL7+Uq6++2uU2rEACJEACJEACJBDaBPAKtjsFohsLCVhNADYAsF3QUbqI2GUhARIgAVsCSPSJ+9k33nhDeW7brsN0amqqXHnllXKwPFVefV+kJuYikYi4ttXszsdENci5p+QZ4u4eSU6os1snUBciqAuJ1NoGewVqe9kuEiABEgh2ApYKvLgIRiQDytSpU9XYzJ+zzz5bCbybN282U511SIAESIAESIAEQpwAXuU8ePCg6V4iOoiFBDwhAA9dCLgQdDHAQ5eCridEuS0JhA8BJPy79957Zd26dSrJOB4KQdjE8oTO58qn3/WVDTuMxGKxEaagRBvC7jkn5cvYM3dLSmJwCbvoYGxsrLJksM3DY6rjrEQCJEACJNBhApYKvMiKqT108Qqb2YKLaJS4OHNPMs3ul/VIgARIgARIgASCk8Do0aNl06ZNphqP1z9PO+00FWVpagNWIgGDAK5VtZCrRV2IvCwkQALhTQDibE1NjRJo3REoUff0009XQ0NDhKz5KUMWre4puwuTTQONimw0hN08JeymJgWfsIuOIhFiZmZmiy5guvOsSAIkQAIk4BEBSwVeiLu9e/eW7du3y1dffSWnnnqqqcZ9/fXXqt6JJ55oqj4rkQAJkAAJkAAJhDYBvO46d+5cU6Lt7bffTm+/0P44eNw7+DRDsNFCLqJz3QlG8LgB3AEJkEBAE8CbqLAa/Pbbb6W4uFi1FcFL/fr1kzFjxqhIXDMdqKyOlK/WdZela3tIaXmsmU1UnYS4OjnXEHZHnZonqUnBaQUDXhB2YUnBQgIkQAIk4HsClgq8aP7EiRPl8ccflwceeEAlUhs4cKDTXiHJ2iuvvKLqmBWEne6QK0mABEiABEiABIKeQEZGhjz33HMyY8YMp0LcRRddpLwPg77D7IAlBBCBC+EWYi7sFWzHlhyAOyEBEgg5Anjw8/LLL8vOnTtb9Q3fJ0im+OKLLyqR94ILLmi13nYmNz9Zvv0hS77ZmC21dZG2q5xOZ6ZXypjT9srw4wslJrrRad1AXolkc927d1fWDJ60E376OBdLliyR/Px8iY+Pl5NPPlmuuuoqGTZsmCe75rYkQAIkEPIELBd4b7rpJnn22WeVwfyZZ54pd911l9xwww3qaZ6miR/LXbt2yZNPPql+MBFVgS9sd3x79b44JgESIAESIAESCE0C559/vrz77rvK17CtTz9u+mbNmiW33XYbXwMNzdPvtFe4ltQRuSUlJcqvGYIuBqxjIQF7BPBZQVLnrVu3yqFDh5R41LdvXxkxYoQgURZLeBJ4880324m7bUkgKKlz586tRMZdBUnKhmHt5kw5UOae1eCAXqVyviHsnphzQIzA16Au8BpGMjVt1djRzqxYsUI9sMX/qW3Ztm2bvPXWW/KrX/1K/vSnP0lkpHkB3XY/nCYBEiCBUCcQYVwEW34VjKdu119/fSt2iYmJ0qtXL3XhvW/fPnVRrivgJu27776TwYMH60UhNcbTRxb/E8CFB14dQmRPUVGR/xvEFviEAKIAIQIgIoAl9Angoh+vB6IgIsedJF2hTyd4e4hLlfXr18vGjRtV4itcTyBBq21mbiRlg2BTWVkZvB1ly9sRQBBAXV2dGmwjcrE8ISFB1cf/Or7nWUKfAK7j4O9ZXl4ueKXenbJ27Vp55513HG43fPhw9SaipyKVO21iXdcE4GuLe0UUbyQ+hLUgInTNFNzPXj3z/2T99m6yZnOGFB9qbpeZbVEnslOjnDq4SAm7vbPLzW4W0PVwzZWWluZxG+G5P378eHWOne0MGsMjjzzirArXBSkBfLfjfwzlwIEDTHIapOfR3WbjnCcnJ0tBQYG7m4ZsfdzTdLRYHsGLhlx33XXqCedvfvMbgZiLArP6n376SU3b/rnkkkuUpYMrKwfbbThNAiRAAiRAAiQQPgQg6px00klqCJ9eh09PtYgLAddWzMW8IxEvKsorl7DhAz3Meoo3ABYsWOC01/BehZh48cUXO63HlaFFYN26dS471BA5QOpiRsvh6DHy19d7uazftkJ8bL2cbfjrnnfqPklPDk5/3bZ9wv8KRIjYWPM+w233YTt///33uxR3UR/e/JdddpkMHTrUdnNOkwAJkAAJGAS8dnUML94LL7xQ8DrLxx9/rPyLCgsLVbRFTk6OMqpH9M2oUaN4IkiABEiABEiABEiABEKYgBZxIeC2FXKZ7CyET3wAdA0PCd577z1TLUGSaNjGZWVlmarPSsFPAPen9kpDZH9D1B0jdbFjpDGyt70qLpdlpFXJecP2ylknFEhsTPD667btKCJ2u3bt6rElg94vLBhWr16tZ12O582bR4HXJSVWIAESCEcClgu8eE0OT/TwelNcXJwgQhcDCwmQAAmQAAmQAAmQQOgSgFBrK+BiXou5jiJxQ5cGexYoBHbs2CGlpaWmmgM7GFg5IHkjS3gQaGhKEEToNnbqZgi52ca4h9THnGlM9+0wgJyepUbitH0ydECxdApyf11bCHhzApZ32h7Hdp0n02aiqG33v2HDBttZTpMACZAACRwhYLnA+8ADD8j8+fNVpss//OEPlv8A8MyRAAmQAAmQAAmQAAn4noCOwrUVbrWlAsZeSOvg+07yiCFHQNvFme1YXl6e2aohU6+iOkoOlce0DKXlsUemjXFFjJRVRBv/3xFGAE+TGiIjjoyN+QhjsJ1XdVrWi6ofG91gRLA2SFxMvcTHHp2OwzJjXo2Ndc3jBomJti7aFX07cCjuyBBrM20sMxKjVdWcK+K5haz0yT4swwbvVx67XVJDzxMcHpnw2/VGgjN4K7tT6LXvDi3WJQESCCcClgu8r7/+uuDC6KWXXqIBejh9kthXEiABEiABEiCBoCaAKFsItToSVwu5GGNgFG5Qn96ganxdfYTU1EVKdW2k1NRGHRljPkoiIpPk0OFkqaqOUPMNDTbCoxYgMT4iMm7LO1VqYuMkQpCUzRiamsdqvqlOIpogLlWqMaara+MFx4+OsjwPtU/PQW1dJymvipbDlcZgiLQYQ6wtPdws2pa2CLqxUt/Qyadtc3WwCOPcadHXyJ1qJCfTYbAQfg1RGTsw6hj27Goa9dUiNd+8HH0qKYtVnxG10gt/emdB1C1Som7XtGovHMH/u8RbubAsgcDrrdKzZ0+3du1ufbd2zsokQAIkEMQELBV4ceFfVFSkcIwcOdIrT/iCmDWbTgIkQAIkQAJuE/jxxx9l4cKFyssekTODBw+WCRMmSL9+/dzeFzcIXwKIvrUVanXkLZZpURd1WEjAmwQaDR0Ootv+kgQpKImXQmNcaIwRMVpjiLnNgm6kNDRaKTjmiCSNN92tjYdFbn0cwmGTijrV0aeIKoXoGINo1CMDlkVHNaplmI6Jao4+PTpuvS76SJ3IyCYVEWs4QqjSPDaOaMyrRWpsO4/WGOuMP5VGRGp5pSHYQrw1ImsxVvMQcluGGKk1BPJgLYgWrqqJUkOg9aFnZrmK1IWwm5EemqKuZg4rBlgyeDup5fDhwyUxMVElZdfHdja+4IILnK3mOhIgARIIWwKWCry48TznnHPk888/l1WrVgluFPDUj4UESIAESIAESMA9Anhl8b777pO333671YYffPCB/P3vf5cbbrhB/vd//5cPU1vRCc8ZLdzqsW0krl5G8TZ4Phva7gI5LYK14LX4wgOGgHvQEHD1+IigG2jRoo4YI04UEcMYpMJRLS4PBwKd6rfJkF65csUlqZLV2T07gWDkE2GERmdkZAiSqfmixMfHy6xZs+TRRx91eThE706dOtVlPVYgARIggXAkYKnAC4CPPPKIyoKZn58vM2fOlCeffFJSUlLCkS37TAIkQAIkQAIdIgBR7tprr5Xly5fb3R4C3vPPPy/FxcXy1FNP2a3DhcFNAOdYD7YiLcS/tsuDu6dsPQjggc6XX34p33//vRw8eFBBgbhy0kknybnnnqui2wKRVIMR9L2nMEl27EuVvfsTWyJyy6uCV5wORM5sk+8JdKrfLjG1S6R/9la56PwhkpOTYzQi9MXd2NhY6datm0qa7kvqv/zlLwVWj3v37nV42NTUVJk7d65K5O6wEleQAAmQQBgTsFzgxcXoCy+8IPfcc4+8/PLL8t5778mQIUNkwIAB0rdvX6c/Foj+Pfvss8P4dLDrJEACJEACJCDqBsaRuGvLB9G9Y8eOlXHjxtku5nQAEtCiLMaIprWd1wKuXoZ5lvAhUFBQIHPmzJFDhw616nRpaal88cUXsnbtWrn++uulR48erdb7Y6aqJlJ+3peiBN3te1NkZ16K1NYHrxWAPxgG2zFhSZGaWGu8pt9ofHdFqKHBZgw7Bdt5VUf5TBiGuAFckuLrpEtqtXROqZauxlhNG8nRMB0fXSLSWCFJSf2Me9dBAdwL65qGqN309HTp0qWL4W3s23O3ceNGmTZtmhw4cMBhh6AnQNzt06ePwzpcQQIkQALhTsBygfe3v/2tfPLJJy1ccXH67bffqqFloYOJBx98kAKvAzZcTAIkQAIkED4EZs+ebbqzSGpKgdc0Lo8raoHWVqS1ndYira6n5z0+MHcQkgQqKioE/+9lZWUO+3f48GElAN95551eTXRkrwEHDsW2iLk79qbKvqJEneLKXnUuCyICsTH1SrhNTaqVNGNITao5Mm6ehqiL5XGxSErnfoHfMsReJMHTCfOU5YXxkABey82DYYHRMh+lfJirWryYm5PrqTRqEYbln9pfk7HPZp9i5VdsiMsoOJYY02pk/IG9BuZSjD50NURbiLctgyHoYjo2xpnneKyxQwzhUaKjo1XUblxcnM87jO++a665xqm4i0Zt2bJF8DCMAq/PTxEPSAIkEEQELBd4g6jvbCoJkAAJkAAJBBwBvJ7o7BXFtg1evXq1igaFDz6LawJNhiqgBVnbse20FmWxrO1y10dgDRIwT2DJkiVOxV29p/Lyclm8eLFMnjxZL7J8DOFsb5Fht2BE5m43xNzthu1C6WHvi1wQ4tKSayQhrl4lMYs1EpkhmRkGJDOLM4RIiIzNyxslPdWwfzCiK6Oj6tQ6JDlTQqJNVGlzFKmdyFKjTr2hVxYfKJWKymrDwzxeEhK7Sn1TjBIXa+s6KeERCcq0KKmmDdGxxliHRHBYbm0SOGtOJTiCYbIhaiYb0alJCXWSrAZj/sg0BE8IuhBz45wKnJ63qZOhvXYykslFGQPE1JTEug7tFF7U8GhFgZVJbW1th/bDjewT0FG7/sqb8+KLL0phYaH9xtksxW/xX/7yF0EeAhYSIAESIAH7BCwXeOGdU1NTY/9oLpYmJSW5qMHVJEACJEACJBDaBLT/ptleQoxEBAxu0sKhtBVotQALEQBvDVVWVirB2544i2XYnoUEAoEAPovw3DVb1q1bJxMnTrQ0gXGhkfhsU266/GQMW3anSVWN5bcGLd1LiK1TCaqyOldKVpcqyUqvlGxjnGmMo6PM/V/i1XHk9oDgje8+z0q0sTnsUArc3k1zVGonqTPsKSAKw6ZCjQ3xt7bemLezrM5mWaMRbapiT40/Ku5UjY1ptdCIP22Zb+ai35jvFNEksEyAYAsBN0WNmwVcWA4wt7XbpzJsN4BonpmZKfDc9WdZuHCh6cPjgTaieLOzs01vw4okQAIkEE4ELL+KC5cbzHD6kLCvJEACJEACviOAzNXuFAibSDwSbAXijBZnbSNmbZfr9bZjTNsrEHYZ3WWPDJcFKgHYM0CoNFvw+YZPryfX2mUV0fLTrjTZbAi6GA4etvaV7MhOjZKRXiXZnQ3h1hByMVaCrjGGKBkqJdKISk2IhMDsqcgcKkTYj2AhgLd9unbtGhDXDXjItXPnTrfQoT4FXreQsTIJkEAYEbBc4HXGDhey+CJnpK4zSlxHAiRAAiQQzgRw44Js3du3bzeFYcSIEZZG9Jk6aJtKEF2RGEwLtfbGuo4Wa9vsgrMkEHYEHD2scAbC3Qh0RJJu3ZOqInQRqQsPXeVp6uwgbqzrklolOT3KJKfnIelvDN26VDKK1A1+rEoCviSAh8EQdwPF0gkR+WiLO4lFA6XtvjxvPBYJkAAJmCXgVYG3qKhI/vrXvwpep9i2bZvk5+fLXXfdJY8//rh6WgdD9dtvv12mTJni95tTs8BYjwRIgARIgAS8TeA3v/mNIKGSmYK63igQabVo23ZsK+Binbuikzfay32SQLARQMADkhpVV1ebanpUVJSyJ3BWGQHuuwqSWyJ0d+xLscwvFvYAvbLKpX+PQ0rQzelZpvxcnbWH60iABPxPADYMsGPQXsb+b9HRFgwePFjWr19/dIGTKfgEDxgwwEkNriIBEiCB8CbgFYEXN3pPPfWUPPTQQ8oPzx7i3NxcWb58uRqmTZsmr7zyiiCDJwsJkAAJkAAJhDuBK664Qr788kt5//33naKAuHvWWWc5rdN2JX6jIcraG+rq6lpEXYq2bclxngSsJQCx4vjjj5c1a9aY2jHqQuRtWw6Vx8iPO9Plx587yyZjXFljzfU0kpsdg+hcJeiWSb/uZYb/q32LlLZt4jwJkID/CSBCFhG7aWlphq+zMnj2f6PatODSSy81LfCOGTPGI4uaNofmLAmQAAmEHIH2V4kWdPHJJ59UkbrYFS5ETzjhBDl8+HCr101xYwlBFzeT8+fPV08UZ8+ebcHRuQsSIAESIAESCH4CTz/9tPTu3Vuef/559Vtp26PExES59957ZebMmbaL1TSia/HbajvoZToqt91GXEACJOAXAueff75s2LBBamtrnR4f18yoi9JgaKw79qUqQfcHQ9Tdu98a24WEuDoZ3KdUBvUuVRG63TMqpFNgakJOWXElCZCAKEtERO3aeygUSHyuvvpqeeONN2TTpk1Om5WQkCC/+93vnNbhShIgARIIdwIRRoSOubS1Jklt3LhRTjvtNKmpqZGLL75YnnvuOXWDescdd6ioXm3RgN3t2bNHpk+fLsuWLVP+Oz/++KMMGjTI5JGCpxqsKVj8TwC+lnh6jYcLsA9hCQ8CSFiF76OysrLw6HCY9xLebLihQcFrzwcPHgx6IoWFhbJo0SLZsWOH+q3E7+SoUaMEIq+tiKunO+LrGfSQjA7AW5BJ1kLhTJrrA0QL/A+g4H8d3/PBWrZu3Sr/+te/HIq86OukS2+Smk6nG5G6nZX9QnWt5zEaUZGNym7h2H4HDWH3oPTOLg94QRfXcSkpKSo5HR5YsYQ+ASQS1dYC/I53fb7xMAjXQfr70fUW/q+Rl5cnEHo3b95stzHJyckyZ84cGTlypN31XBgaBPDdrj+3Bw4ccPibGBq9ZS80AZxz/I8XFBToRWE/7tatW4cZeH512ObQTzzxhLrIPvnkk+Xtt99u+UFuU03N9urVS9209uzZU0pKStQX92OPPWavKpeRAAmQAAmQQNgQgEiLiD6IthB3LrjgghYxFw+pSktLHVoghQ0kdpQEQoTAwIEDVU6Kzz77TEWxQbhskihpij1VkjMvkrqY4TLnv6kW9Nbw0M0slyF9S43hoIrSpeWCBVi5CxIIAAJ4+NG5c2dlYQD7l2Aq3bt3l48//lhefvlleeutt2TLli2q+RA5xo0bJ7feeqsgUIeFBEiABEjAOQHLBd5169apI95///1OxV3dLDyRRaTva6+9phKx6eUckwAJkAAJkEAoE4CIq6NuIebqQXvjhnLf2TcSIIHWBPC2ydjxv5Zug1Nk/dYU2VmQJXX1UXK40qiHoYOlS0q1EnMh6CJKNymhvoN74mYkQAKBSgCRj126dAnqfDZIOHnzzTerAddGeCOrR48esn//fmG0fqB+8tguEiCBQCNgqcCLL1/YLKCceuqppvs6duxYJfDu3r3b9DasSAIkQAIkQAKBTgAuSLhR0dG4WsTFMgi5LCRAAuFLoKa2k2zdkybw0UVytP0HEzyGEWskRhtseOged0yJHGuIuhnp1R7vkzsgARIIPAKI0oU1UXp6esD77LpLDzYTsbGx7m7G+iRAAiQQ9gQsFXjxpC0pKUnZLRw6dMg0XO2HitczWEiABEiABEgg2AhArNVCrhZxtagbbH1he0mABLxHYF9RgkqOBi/d7XtTpb7B81epe2SUK0H3eMNLN6fnISPyzdL0Gt6DwT2TAAm4TQD32xB1Ie5imoUESIAESIAENAFLBV7sdOjQobJ06VL5/PPPBT68ZgqSx6Acf/zxZqqzDgmQAAmQAAn4nIC2VGgr4GI+XBOb+fwk8IAkEGQEKqqj5KfcdCNKN92I0u0speWeR6XFx9Yr24Xj+pUoYTc9uTbIqLC5JBD6BPBma3l5uYpEhf2ApwXJ5iDswo4BfrssJEACJEACJNCWgOUC7xlnnKEE3ocfflgmTZokOTk5bY/Zah5m6p9++qla5o6tQ6udcIYESIAESIAELCKAaFxbEVdP01LBIsDcDQmEMIH6hgj5OS9FtuxKU7YLO/NTpKnJUzGmSXpnHYnSNawX+nUvk0jPA39D+Cywa/4mgDdaNm7cKDt37pSqqiolSg4YMEAGDRokwZYAzF2WsBxEoNPWrVtbvGMzMzPlzDPPlOHDh7sddQtxGMnT8JYsCwmQAAmQAAk4I2C5wHvvvffKvHnzZM+ePTJs2DB59NFHZfLkye3asGvXLvnTn/4kc+fOVetGjhwpU6ZMaVePC0iABEiABEjAagK23rhawNVjRuNaTZv7I4HQJWDkSpRdBcmyZXea/GSIujsM24Xaes9fm06Mq5NjDcsFeOkiUjclsS50IbJnIUVg27ZtsmDBAikrK2vVr+XLl0t2drZMnz5dsrKyWq0LlZlly5bJwoUL23UHicI+/PBD2bBhg1x33XWmEpEnJiYqYRcJyVlIgARIgARIwAyBCOMm13KjLlg0jBkzptUrqzBKr6mpkW7duimfwuLi4pb2JSQkyPr1611G+7ZsEGQT+fn5Qdbi0GwuLirxShOi8LTvc2j2lL2yJYDM5PjuaXujYVuH06FDAH50iJRBqa6ulgMHDqhoXHwGtEcupvE94IWfv9ABGYQ9gR8hIsUg1LOEPoGoqCiBAIKC/3X8X/ui4Ko5rzhRibkQdLcZSdKqaiyIl2hqkMj6TRJV962kx/4g//s/EyQ2JtoXXQqqY+A6Dq+o49V3vALPElgEELU6Z84cp7+viEidNWuW4PrMTIE1gRY5A/k7HhHLr732mssuIYp5xowZduvh852cnKyEXfQ7nAu0A0QuQxzn/3p4fBLw3a5/1/X1e3j0PLx7iXOO772CgoLwBmHTe2imHS0WXJG2P/SoUaNkxYoVctttt6kxaugL77Zi5+jRo+Xpp58OWXG3PR0uIQESIAESsJoABFsIuLYi7uHDh8WdhJ9Wt4n7IwESCA0ChSXxynLhJyNKF9YL5VXWCC8RDfsNQXeFRBtDVN0qiWg6rIAZzynku7Xd1evcoUGQvQgHAni49uabbzoVd8EBD2QQ4XvrrbeGDBa8+WMvctdeB7ds2SI//fSTDB48uGU1Hk7jIWVaWprg4RULCZAACZAACXSEgNd+QU477TT55ptv5J133lFjvK6DARFTAwcOFPgwQQieMGFCR9rNbUiABEiABMKQgK2AazutbRV0dBfQYD0LCZAACbhDoK4+QvYUJgm8c+Glu92wXCg97HliNNWGplpDyF2nRF1E6kY2/OywaZs3b6bA65AOVwQige+//15FVptpG3xqMfTu3dtM9YCvk5ubK6WlpabbCVYQeBHNDFEX0Wu4fmEhARIgARIgAU8IeE3gRaPwQ3XZZZepwZNGclsSIAESIIHwIYAHgYjIxZsf2hdXj7WQGz402FMSIAFvEigqjZOdecnG0CzoQtxtaLQug1lmeqXy0o2oWi5rlz8rEWLOSsIdscibfLhvEjBL4OefHT+wsLePHTt2hIzACxsBswXXMbrvEHi9URYvXiwffPCBOg6S2sEWArluzjrrLG8cjvskARIgARIIEAJeFXgDpI9sBgmQAAmQQAASgJBrG4WrRVyM6Y8bgCeMTSKBICdQVRMpuflHxVwIu1bZLWg0ack1Mqh3qQzuc9AYSqVzSrOgu2rVbvnOpLiLfYW7/6bmyXHwEKioqHCrse7Wd2vnPq5s5poF1zYQgjFAcPWGuAvf0ptvvlmQ0M62fPfdd/LGG2/IRRddJE899VSLz6ltHU6TAAmQAAkEPwFLBV54HcJgvkePHtK3b1++ahL8nw/2gARIgAQ8JoAbH1vx1jYy1+OdcwckQAIk0IZAo5EIraQsVgqMZGgFhn/uviLDcsEQcwsOJEiTEUNrZUmKrzUE3UMy6Iigm9XZMNC1U9x9Fd3d+nYOyUUk4FMCSUlJbh3P3fpu7dzHlXVyV3uHRT6AwsJCKSkpaVmdk5PTMm3VBBLQTZ8+XTZs2OBwl5988omgPfPnzxf4/rKQAAmQAAmEFgFLBN7HH39cXn75ZYFfmH59Fj/a11xzjfzlL39RpvGhhY29IQESIAESaEsA3/86IheCrhZyscxMdEvb/XGeBEiABJwRqK2LkPziWNmVlyC7C2IMMTfBEHUTpPBgvNTVe0e8iIupl4G9Sg1BF1G6pdIjo8IIaHDWyuZ12dnZ0qdPH9m1a5frykaN008/3VQ9ViKBQCEA0RKRomaLN0ROs8e2uh4Cm+CjC/EUBddDxcXFStiF8Nq2TJw4se0ij+f/+c9/OhV39QGWLVumonmvuuoqvYhjEiABEiCBECHgkcCLLKgzZsxQTwHb8igvL5fnnntO3n33Xfn888/l2GOPbVuF8yRAAiRAAkFIADcuEHAh3OJ3AGOIuRizkAAJkIDVBA6Vx8h+Q7QtNKJx840oXETiFpQkyoFDscbDIxPqqgcNgqDbr3uZEnNhvdAn+7AYlpYdKpMnT5Znn33W5XclkhBDEGYhgWAiMHToUFm0aJHgjU5XpX///tKzZ09X1YJmPaJhL7nkEnnppZdUpG5RUZE0NDTYbf+IESNk7Nixdtd1dCEeov/rX/8yvTnqUuA1jYsVSYAESCBoCHgk8D722GOtxN2srCw577zz1A/bihUr1A98QUGBzJo1S4m8QUOFDSUBEiABElARKDoSV4u4WtglHhIgARKwikBDQ4QcMCwVigwRt6gUQ1zLdLExXeulaNy27Y+IaJLuXSsMQfewHGOIuv26lUl210rpZJGG3L17d5k5c6a89tprgkAIe+UXv/iFXHjhhfZWcRkJBDSB6OhomTZtmrz44osOxU10AG95Xn755QHdF3cal5CQoPr0y1/+UvLz8wX3x47KiSeeKIi0tbrs27dPcM9ttvzwww/qAb03fIDNtoH1SIAESIAErCfQYYEXTwpfeeUV1SI8tUSk7vjx41t8d/Ejc8UVV8hXX30lS5Yskffff18mTZpkfQ+4RxIgARIgAY8IICJX2ylAwNUDI3I9wsqNSYAEbAjU1HaS/RBvlYhrCLg20yVlcV6PxLVpSstkSmKtEnGP6QEx97D0MQTduJjGlvXemOjXr5/cc889snLlSmVthmjH2NhYgefuGWecofJYeOO43CcJ+IIAPt833XSTvPXWW4Io1rYFVgZTp06V9PT0tquCZr6TEcKfmJioRF2Iu7ZetnfccYcMGzZMnnjiCUGwk7anwsOdq6++Wm688UavJFdz9MDIGVQkuaPA64wQ15EACZBA8BHosMD7zTffyM6dO1WP77vvPpkwYUKr3uPVsrlz56osoXhF5b///S8F3laEOEMCJEACviWA72It3mKsRd36+nrfNoRHIwESCEkCWsTdb1gpQMCFpQIEXdgrHKqI9WufoyIbpXfW4aPRuUaEbpfUGr+0CaLKueeeqwa/NIAHJQEvEoDX9F133SVbt25V94qVlZXKn3bgwIECATgYC0RcRB5jiI+PN2xaHPu0jBw5UjBAdEXAE7bxtuWKu/vHQ6VgFtmD8TPENpMACZCALwh0WOBFQjVdbr31Vj3Zagx/pXPOOUeWLl0qubm5rdZxhgRIgARIwDsEINhqIVd742LsyA/OO63gXkmABEKRQCCLuOANz9yszpXSrUulZKuhypiukIz0Kol0rMmE4qlin0jAbwQgiA4ZMkQNfmuEhweG5YStqGtvd7iu+ve//y0ffPCB7NjS/KmvAABAAElEQVSxQwm/gwYNEvht481WXyWSS0tLk1NOOcV0kjv4fDsTqe31lctIgARIgAQCn0CHBd6SkpKW3mVkZLRMt53AK2coZrMGt92e8yRAAiRAAvYJaBEXVgq2EbmwXGAhARIggY4SaDC+QoqPROAWliRIIaJwjWhcTJeW+zcSV/cpLblGembWSveMaslML5euKWVK1E1LrtVVOCYBEiABpwQg4kKMxjgqKqplHBMTIxiclby8PLn++utlw4YNraohqAnJ5l4xrAyRdK1Lly6t1ntr5s4771Q2EK72HxERIbfddpuralxPAiRAAiQQhAQ6LPBCTEDBjyIGR6Vbt25q1Z49exxV4fIQIaBf/8ZrP3wqHCInld3wOwGItVrAtRVxsUx7u/m9kWwACZBA0BEwUilI6eEYQ7w1BNwj4i2sFDANcbexyaLMYh6QSYqvk4y0KhV9m5EGIRdRuVWSbUToJiVGKB9M7L66ulpZznhwqHabFhYWKp9cBChg/6mpqcp2DD659K1sh4sLSCCgCOA+BPenEG1tBy3k6mUdbTTsF+AlvH37doe7gAcvfHeRh8aVWOxwJ26sGD16tEps/vTTTzvd6oEHHpCTTjrJaR2uJAESIAESCE4CHRZ49au+eArorOAHFIXJepxRCo11+ExAyMdnAhcyuAGCTxXGvriwCQ2K7EW4EoCtgj0hl/644fqJYL9JwBoC1UhuZkTeFmA40ByFi2lE5NbWO35Ab83Rne8lIqJJOhuRuLBPUEKuIeLq6a7GdHxsg5MddPgS1sk+m1ctXrxY5Y6wfYiGhFEQc7744gu56qqrBDZkLCRAAtYQwL0DRFktzOoxRFokMktOTlbr4OeLh91Yb7tN22lrWuV4L88884xTcVdvuW7dOhXJe8MNN+hFXh3ff//90tdIZPfnP/9ZbN+2xUERdPXwww/LxRdf7NU2cOckQAIkQAL+I+C9q2P/9YlH9jMB3BDB7xMDskOj4EJMi70QfDE4i/z2cxd4eBLwCoG20bi2gi5tFbyCnDslgbAg0GhE45aUxUrhAUTjQsyNN8Tc5ml/WypEdmo0kplVG764zSJu5pExInK7GssjI43GB1BZsmSJ/Oc//3HYImSenzNnjtxyyy3Ss2dPh/W4ggTCmQAEVwT5IGJW2yDYirZ62nbsiBcEXkTQo+C+AiKvPwuu1+bPn2+6Ca+//rr4SuBFo6688kqZMmWKICE6HkqB8eDBgwVvH+jAK9ONZ0USIAESIIGgIkCBN6hOV/A2FhdDuCnCoAsu+GxFX1g74IKQhQSCmQAecEC41YNOcoaIE0bjBvOZZdtJwP8EkOAMlgoQb1sGQ8yFtUKdH6Nx7Ym4WYjKNYYuKdWGwOB/dmZaUFxc7FTc1fvAdzkSK91+++16EcckEFYEcL2uxVtbIVdPh7KQCO9dfFeYLRBZIUpDqPZVwT0VEqlhYCEBEiABEggfAhR4w+dcB1xPtQBWVlbW0jZYOeCixHYI5YvElo5zIqgIaBEXoq3+HGOs54OqM2wsCZBAwBEoq4iW/FYibrOgiyhdET89CG1qkE6N+dKpYfeRYY9MvuRkOW5QclCJuM5O9po1a8Ts2xT79u1TtlS9evVytkuuI4GgJmB7XQ5BNxwEXFcnrCMRxL4WeF31getJgARIgARCk4AlAq+zHzqIHigQRJzVQx39JBjTLOFJAAIZhsOHD7cAwKtFsHSwFX1xwclo3xZEnPACAdzk2xNv9TIvHJK7JAESCCMCxleMFBnJzI5G4ia0iLpVNZZcnnWIZkRjcYuIG9ki5hqibuNeQ1pu7Ylbe6jU8M69oEPHCcSNdu/e7VazUJ8Cr1vIWDlACeBaG9fWttfbmMdyltYE4GULLmYfBuFtxc6dO7feCedIgARIgARIwAsEPL6DwGtqiYmJLpuGDMSu6j344IOCzJ4sJGBLABdQeDjQ9gEBBF8dWYCxfkDAi1Fbepx2RACfK3x/acG27TTmWUiABEjAUwJ19RHKF1dH5OoxvHLrG/wjnsTF1BueuJXKFxfeuFnpzdNfLn5VNm5YabrL2mff9AYBXhHXqu4UWPCwkECwEcD1sm3QBKaxjMUcASR8Gz58uHz99demNhg9ejSFclOkWIkESIAESMBTAh4LvJ42gNuTQEcJ6ERuttG+2BdeH9OCL8Z6GlHkjPrtKO3g204LuPh8lJeXS2lpaYuYC1G3oaF1JFrw9ZAtJgESCCQCVTWRKhoXAq4ScYsxTpTi0jgxfn183tQI46gquVmXSsk2RNxsCLpHplOTau22JyHe7mKHCyEMhVJJT0+XvXv3mu5SWlqa6bqsaC0BXOvpAQ/2MeAaz3Ya822X6Xp6OVqF60MMttN6Xkdp6jp6jLpYZ3bQ+1MH8dIfJC/Wg2aj5zHW18dgwOIZgd/+9remBF4wv/POOz07GLcmARIgARIgAZMEOizwHnPMMYInklaWfv36Wbk77itMCSDy0l705cGDB1vEXkQDI1oB4q/tRXCYIgu6butzrMcQayHa6nmM9U1ZUlKSWu5uZFbQQWGDSYAEfEKgvCpK8osTjaFZyM0zpmGzUFruH7EzPra+WbxVAm6zkAsxFwnOoqOaRSuzYPr27SsrV5qP4O3Tp4/ZXQdFPWSa37hxo6m2QiQbOHCgqbqsZJ6AFiJxbWY7ra/V8FABr8iXlJQoSy/ze/ZvTQi8bcVgtMhWMNbTeoz12AbzKHo5Pnuaj2aEMURrFt8QOPPMM9Vbpw899JDDA+I8/e1vf5MhQ4Y4rMMVJEACJEACJGAlgQ4LvFdffbVgYHFNABdd4VAC/eISF8bw962qqpKKiop2p0RfJOubCD2GEIxpjMPlXLaD44MFuImBUAtxFmM9aNHWVsDVNzvOmmV7o4Np23ln23FdcBNoG5nE8x7c59Pd1lv5v36ovDnRmRZz8xCZa4i6hytj3G2WBfWbpHNKjRJyu3U1RFwViVsp3bpWSkpic64D+wdxT/A58cQT5eOPP1ZvPdjf39Glqampcvzxx/vtu9X2fxv/97bzR1vp3tSpp54qS5YskQMHDrjccMSIEYJXtVncI4DzpN+u0m9YaYsAM9eRug7OOa/J3GMfrLVtf9fx+QmU837LLbcIAp5gL5ibm9sKLx4WPfLII3L22We3Ws4Z8wT0eddj81uyZrASsP0d53d8sJ5F99utz3ugfLe734PA2iLCEErcC+8IrPazNQFEABGSP/30UwC1yPqm4AsIQq8etAiMLyRMY2w7jWXhWLQ421a01dYIWrTFWC9DXRYSIAES8DWBkkPRsmd/nOwzhr37Y43BmC6Mk4pq339/R0U2SnbXGumZUSPdM6rV0MOY7mYMcTG++Y5ct26dPP/88y5Pw6xZs5TA67JikFXYt2+f/P3vf2/n+2/bjZycHLnjjjvUtYDtck4fJYDrJAi3OmkXxFxMY6xv5o7W5hQJBC8B3Ep/99136h4IotRxxx0neFjGQgIkQAIkQAK+JkCB1wfEzUSC+KAZXj8EomN37Njh9eN09ABI8oebCgiJbRO2dXSfrrbD8SD46qeQWgDGGOuwHAOmHc3bW47jYnlHCxjggtR20AKr7bjteqyDeGs7tp3GOr1NR9tm9XYJCUYiI0NIxueTJfQJ4P9CJ/TEeac1R+ifc91D2LHgfOO82yslZTGSZ0Tg5hUZA8ZHpqtrfS/kwlahmxGFi2jc7kYULiJyMd01tdr4TbDXet8ug8i7YMECu9+bEOmmTp0qJ5xwgm8b1eZo+B1FdnoUfL9b+R1fXFws7777rmzZsqXVUXFMROSNGzdOPdRttTJMZ+wJuRBxcW3jjYL9wiu5rKxMPSD2xjG4z8AigO8c/buOnApMbhhY58dbrcF3S0pKisBiT9+beOtY3G9gEMD/Of7fUZDE1dH1XGC0lq2wigDOOe7XYb3E0kygS5cuHUbh+7uaDjc1eDe08qYjkCmgnxD4Ar1AgPRlO/314wShC31F0WKwng/0c2Rl+7Tg7MtzbmX7uS/3COjPOrby9f+6ey1lbW8QaGxskv0lRzxyDUsF+OPCVgH2CjV+EHJTEmsNIbeiWcCFrYIxQNB1lOQMX9mB8DMK8RZ5EVatWqUe3MLWCAJ6//795fTTT1dii7+/U23/1/WDRqs+UxAQZ8yYoawadu3apaydYEmB/mtR2d/9t6qvZvcD3ojI1YOOyLUn5HrzugciOwre/gmX62uz5yhU69m+DYf/O573UD3Trfulv+P1m36t13IuFAlocRd9w+8I/9dD8Sy37xMe5qDwfLdn05ElFHg7Qo3bkEAQELAVc22ng6DpbCIJkAAJOCUAIbSkLFYlO2uOxk2U/aXJstewVqip87XvfZN0Mfxxu3WtUFG5KhoXYq4h5CbG2Y8mdtq5AFkJQfe8885TQ4A0yefNQASFJ1EUPm+wRQfEzRYEXC3mYox5FhIgARIgARIgARIggcAlQIE3cM8NW0YCJEACJEACYU0AQu7Bw7GGrULiEVsFIyJXJTtL9LmQGxHRJBlpVUesFQxLBSMyF0nOYLUQE+0bf9yw/jCw814hADEXUVMQcfVYR8l65YDcKQmQAAmQAAmQAAmQgFcIUOD1ClbulARIgARIgARIwB0CiMht9sWFiNss6OYbFgu+jsiN7NQomelVLXYKWsjN6lwp0VHNtjfu9It1SSBQCEC4hYhrO1DMDZSzw3aQAAmQAAmQAAmQgGcEKPB6xo9bkwAJkAAJkAAJuEGg2Vqh2R8Xgi5EXH945ELIzeqMJGfNkbhqbETjQtyNjKSQ68YpZdUAJKDFXB2ZC1HX1ss0AJvMJpEACZAACZAACZAACXhAgAKvB/C4KQmQAAmQAAmQgH0CB8timpOcHUl2phOeVfs42VlUJIRcw0rBsFPQIi7GGRByO9lvO5eSQLARgEcuslAjCRzEXJ20JNj6wfaSAAmQAAmQAAmQAAl0jAAF3o5x41YkQAIkQAIkQAIGgYOHY1qSnaloXETlGhYLVTU+vsRoqpFODbsksmGnMf5ZIut3SrTskgtHHyujz/sFzxUJhAwBZJfXQq4e02ohZE4vO0ICHSKQm5srzz//vHzxxRdSWFgoqampctppp8n1118vI0aM6NA+uREJkAAJkEBwEfDx3VdwwWFrSYAESIAESIAEmgmUGkIuonCVrYKNR66vhVxE5GYbEbndM4wo3NQy+W7lW3L4wPfSqXGfREj7ZGeLPsuVutpqGTt2LE8lCQQlAVgrICpXi7mYhsjLQgIkQAIgsGDBArn77rulvr6+BUhRUZF88sknarj22mvlz3/+s3TqxNdWWgBxggRIgARCkAAF3hA8qewSCZAACZAACXSUwKFyCLnaI/dosjN/CrndDG9c7ZWbkVZl3KQ29+7DDz+UyqLlEumis0uWLJHjjjtOevXq5aImV5OA/wnAXgF2C1rUhf0CCwmQAAnYI/Df//5X7rzzTnurWpa9+uqrkpiYKL///e9blnGCBEiABEgg9AhQ4A29c8oekQAJkAAJkIBLAjoiN/+IR27+EVHXH0IuPHK7Gx653QxvXIyVR66NkGuvM7W1tbJixQp7q+wuW758uVx55ZV213EhCfiTgBZ0EaELYZfJ0Px5NnhsEggeAvgdvP/++001+IUXXpArrrhCBgwYYKo+K5EACZAACQQfAQq8wXfO2GISIAESIAESME2gnUeuIejCK9fXQm5kJ8NawYjEVcnOulS0JD3LNJKd6Yhc050yKu7du7fV66iutt25c6erKlxPAj4hAAEXQq5OisaEaD7BzoOQQMgR+PrrryUvL89UvxobG+Xf//633HfffabqsxIJkAAJkEDwEaDAG3znjC0mARIgARIggVYEmpqQ7Cy22R/XEG8RlYuIXH8kO4OQm9m5SnqoaNyjQm6GIeRGWmj/V1lZ2YqBqxl367vaH9eTgFkCEHB1dC7GFHTNkmM9EiABZwR++OEHZ6vbrdu4cWO7ZVxAAiRAAiQQOgQo8IbOuWRPSIAESIAEQpwAhNwDh+KUgKuSnbWIuYlSU+fKidZaOFrI7a6icmGt0GyvkGnYLVgp5DpqdXJysqNVdpe7W9/uTriQBEwQYISuCUgdqFJXV6cSRq1du1Z2794t6enpMnz4cLnoooskNja2A3vkJiQQ3ARg0eBOqampcac665IACZAACQQZAQq8QXbC2FwSIAESIIHQJ2C8SSnFEHKPCLh5Rc1RuQVGZG5tvR+EXCP61tYjF1658M31hZDr6Gz37NlTJaGqrq52VKXV8pycnFbznCEBqwhoQVdH6TJC1yqyR/ezfv16ufnmmyU3N/foQmPq9ddflx49esgzzzwjZ5xxRqt1nCGBUCfQp08ft7rYt29ft+qzMgmQAAmQQHARoMAbXOeLrSUBEiABEgghAg0NEVJ4ML7FTkFbKxSWJEh9g4V+BiaYqYhcQ8hVHrmGgNvNiMztnmEIubBWiDRChwOsREZGyjnnnCP/+c9/XLask2Hyi7osJGAFAQq6VlA0v48NGzbI5MmTxdHDnH379slll10m77zzjpx++unmd8yaJBDkBEaNGiUxMTFiNpJ33LhxQd5jNp8ESIAESMAZAQq8zuhwHQmQAAmQAAlYQKC2rpMUlhhC7oFE5ZOLSFxE5+43xN3GpggLjmB+F+2tFZD4LHCFXGc9w83t9u3b5eeff3ZWTSZNmiQZGRlO63AlCTgiQEHXERnvL29oaJBZs2Y5FHd1C+rr61W9ZcuWKcFLL+eYBEKZQJcuXeSmm26Sf/zjHy67iQj30aNHu6zHCiRAAiRAAsFLgAJv8J47tpwESIAESCDACFTVRArEW/jjFhhiLiJyMV9cGidN4nshN8tIdgbxVtkrdPGtR64vTg2ieGfMmCELFy6UlStXShNMim1KUlKSTJw4UYYOHWqzlJMk4JhARESE8nOF3UJcXJwaaLngmJe313z55Zeybds2U4fZs2ePLFq0SMaPH2+qPiuRQCgQuPvuu2Xr1q3y2WefOexO//795Z///KfD9VxBAiRAAiQQGgQo8IbGeWQvSIAESIAEfEjgcGX0EVuFZgE3z4jGhZBbWu77RD9RkY2SbfjhwlrBVszNgLWCb10efHgGjh4K4tuUKVNkwoQJsmbNGtm/f7+K4OvevbsMHjyY0XxHUXHKDgF8frSQq8cQeVkCg8C3337rVkNQnwKvW8hYOcgJ4EHn7Nmz1fDss89KUVFRS4/wnTZt2jS55557JCUlpWU5J0iABEiABEKTAAXe0Dyv7BUJkAAJkICHBBAMevBwrBJutTcuLBbyjejciupoD/fu/uYxUQ2Sbfji2nrkQtDtmlYtnahHCV5Vhc+uWS9C988Atwh2AvBihuBhG50LcYQlcAkcPHjQrcaVlJS4VZ+VSSAUCOC77YYbbpCZM2fKpk2bpLCwUAm6xx9/vPq+C4U+sg8kQAIkQAKuCVDgdc2INUiABEiABEKYQEOjGBYKOtGZ4Y1riLiIxsVQU+d78Scupl4lOIOQm33EVgEJz7qkVgsDC0P4g8iuWUYAEbhIPIToXIwxxMbGqsGyg3BHPiHQtWtXt45Dr223cLFyiBGA0AtRFwMLCZAACZBA+BGgwBt+55w9JgESIIGwJHA00dlRf1xE5u43kp81NPreyyAxrk5ZKkC8VfYKGBuCbnpKbVien2DtdF1dnWzcuFF27twplZWVkpycLDk5OXLssccKbrZZvENAi7iIyIXXMs6DFnORFI0lNAicffbZphJI6d6OHDlST3JMAiRAAiRAAiRAAmFFgFfAYXW62VkSIAESCH0C5VWRsm9/rOzOjzaGKJXoDEJuySHfJzoD7dTEmnbWCrBaSEmsC/2TEeI93L59u7z55ptSVlbWqqfffPONZGZmylVXXSXZ2dmt1nHGPQKIwrUdtIgLURe2HCjl5eVy+PBh93bM2kFBYMSIESpJ4vr16122d8CAATJmzBiX9ViBBEiABEiABEiABEKRAAXeUDyr7BMJkAAJhAGBg2UxUlACS4UjEbmGNy6mD1fG+KH3TdIlpaZVRK7yyzUichPiGvzQHh7S2wS2bdumkto0wazZTkGyNyS8ufXWWyUrK8tODS4CAXjgQrSFiIvIW9tpzDtKeOZoOamGFgGc52eeeUYuueQSOXTokMPOJSYmyvPPP68+Tw4rcQUJeIFAQUGBzJ07V7766ivlfZuWliZnnHGGXHfddTJo0CAvHJG7JAESIAESIAH7BCjw2ufCpSRAAiRAAgFAAP64RQfjlZALT1wkOFOCriHs1tT6/iesU0STZKZXKSG3WcBttlfI7lwpMdFGY1nCggASuSFy15G4qyHU1NTIggULZNasWQ6FSl03VMcQ6LRwq8VbHZGrrRRoZRGqZ9+afvXv318+/vhj9X/0/ffft9vpcccdJ08//bQMHjy43TouIAFvEvjwww/lzjvvlKqqqpbDIMHZli1b5LXXXpN77rlHbr/99pZ1nCABEiABEiABbxLw/d2xN3vDfZMACZAACQQlgZraTlJ4JBq3OSK3OcnZfkPc9Yc/bkxUg2QZom1zojN44yLhWaVkGeJuZKT9iM2gBM9Gd4gAXhc3awmwd+9eyc3NlX79+nXoWMGyEURaJDKDeKttFLSg2zbaNj8/X5577jlZtGiR5OXlqe2GDh0q06dPl8mTJ9O7OFhOug/becwxxyiRd9WqVQKRd/fu3ZKamiqwcDjrrLPC9gGKD08BD9WGwNKlS+Xmm292+KAPDwD/+te/CnzCb7zxxjZbc5YESIAESIAErCdAgdd6ptwjCZAACZCAAwKHK6NFReIqWwVtr2D445bFGltEONjKe4sTYusku2uzgKtFXIy7pFYbgoH3jss9BzeBn3/+2a0O7NixIyQEXh2NCyFXi7da1IXVgpny+eefy0033SQVFRUt1RH9tmLFCjW8/fbb8tJLL6lkdS0VOEECRwgMHz5cJk6cKAcOHBBE0rOQgD8I4LN37733OhR3bdv0f//3fzJ+/Hjp3r277WJOkwAJkAAJkIDlBCjwWo6UOyQBEiCB8CbQaAS4IqGZbSSunq6ojvYLnLSk5kRnR20VKlRULhOd+eV0BP1BbcVJM52prKw0Uy2g6sA+QQu5GGsh1xM7hQ0bNsiMGTOcCnPwsURU3Ouvvx5QPNgYEiABEtAEli1bJng7w0yBGPzuu+8qP3Yz9VmHBEiABEiABDpKgAJvR8lxOxIgARIIcwJ19REttgqIym0ZDKuF+oZOPqcTYfjjZqRVS6+sWumRWS3ZnSukc3KpslaIj2WiM5+fkBA+YFJSklu9c7e+Wzv3sLK2VkBErq2gazYi153D/+EPf3Aq7up9LVmyRD777DMZO3asXsQxCZAACQQMAdj0uFPWrVvnTnXWJQESIAESIIEOEaDA2yFs3IgESIAEwodARVXU0WhcQ7zVQm5xaZw0+cFWIRr+uIYXbmtrhQrDM7dKoo1ftZSUFHVy6urqJNgiJ5GcBf6S8CVtaGiQrl27ygknnCA5OTnh84ELgp7ifKxZs8Z0SwPl/CEqF36QEHIx1jYLpjviQcVcw4d49erVpvcAqwYKvKZxsSIJkIAPCbh7bWGbhM2HzeShSIAESIAEwowABd4wO+HsLgmQAAnYI2DkAlE+uNpKQYu4BYage7gyxt4mXl+WEFenbBS0N662V+hs+ON2cuiP63CF19vryQEg5iJL/PLly1vtZtu2bfLtt9/KoEGDZOrUqZKYmNhqPWf8Q+DEE09UCcIOHjzosgFIrta7d2+X9ayugAhciLh6gKgLgddfZdOmTW4d+scff3SrPiuTAAmQgK8I9OrVy61D9ezZ0636uvL27duVNzk8pzMyMmTkyJF++T3R7eGYBEiABEggsAn470o/sLmwdSRAAiQQkgRgq7D/YLwRhZtoDMbYEHDzixOU1UJtvbkkSdaCaZLOKYY/budKZaWgxFwj6Rnmw8kf95133pG1a9c6RLtlyxaZPXu28iZF1CWLfwlAKJ0+fbq88MILUl9f77AxEOSvuOIKh+utWqH9cgNFzLXXL3cTYtmrj6z0RUVFyubBH6K5vX5xmTkCeIj1zTffyHfffacS7CHh1HnnnUexyhw+1gowAqNHjxbY2zQ2Nppq2YUXXmiqnq60b98+ueeee2Tp0qV6Ucv44osvlkcffVS6dOnSsowTJEACJEACJAACFHj5OSABEiCBECQAWwUVhQsB18Yf11+2CpGdGiXDsFVQAi7EXEPE1dOxMeZukELwNKkubd682am4q/uNGz54k/K1dU3Ev2MIjEgGtmDBAtm/f3+7xvTp00euvPJK6dy5c7t1niyIiIhQUbnx8fEt0bn+jMw12xdEMrtT+vbt21L90KFD8swzz8hbb72lBF6sgJg9YcIEefDBB8XdaLqWHXPCJwRWrFghd999t+zYsaPV8fBZvvTSS+Uvf/kL305oRYYzgU4AEbnTpk0zlQxy2LBh6mGG2T7t2rVLxo8fL8XFxXY3wds+SFi5cOFCyczMtFuHC0mABEiABMKTAAXe8Dzv7DUJkEAIENC2ChBylYgLf1wjGteftgpxMfVHI3G7NEflIhoX4m6k7/OuBcVZ/vrrr023E3YNF1xwgYocMr0RK3qNAITFu+66S2ClsXPnThWZmJycLAMGDBB3BU1HjYR4q8VcjGG1AGEs2ApsLXr06CF4UGGmIEoN5eeff1ZCyu7du1ttVl1drQTfDz74QF566SUZM2ZMq/WcCQwCiEC89tpr7Ua6IyIbXss//fSTvPfee5KQkBAYjWYrSMAEgYceekjwdo0zb3EIwXjTw2zB/8RNN93kUNzV+9mzZ4/ccccdMn/+fL2IYxIgARIgARJgBC8/AyRAAiQQ6ASabRWak5sdjcaN96OtgkhqomGrYAi4tpYKmE5Lrg10nAHXPgiDZgsStSBaNDs72+wmrOdlAnhNFx7JGDwtEG51AjSIuRiCITrXTL/Rt9/97ndyyy23uKze14jehQUGPu/XXHONtBV3bXdQU1MjM2bMUNFsEJFZAodAaWmpOt/ObEzQ2o0bN8ojjzyiInkDp/VsCQk4J4DvZ7xV8Pe//13mzJkjeOikC34XpkyZIg888IBbVgpffPGFrF+/Xu/G6VjXHTp0qNN6XEkCJEACJBA+BBjBGz7nmj0lARIIcALaVqElGveItYK/bBU6RTSpyFtE4HY74osLURdDfGxDgNMMjubBl7Kurs6txrqbvdutnbOyTwkgEZoWcmE5AHEXwkColkmTJqlozX/84x8Ou4hXjl999VVlwfD888+rCF6HlY+swP/Qww8/LPCy9mepqKiQf//73ypZIpIiwSNzxIgRyoYgKSnJn03zy7Ffe+01gb2GmfL6668rG4f09HQz1VmHBAKCAL6z8eDqzjvvVJG8eACblpYmp556aofseSDaulMQIU+B1x1irEsCJEACoU2AAm9on1/2jgRIIMAIaFuFlkjcALBViI1uUKKtFm+VoGuIuJmwVYhsCjCCodUcLfAhUtFsSUlJMVuV9QKMgD7feBUdwi7EgXAr9913nxIkHnvsMfV6s+4/kgdOnjxZ7r///hZfyffff1+vdjlGAi+IK/7ypPzyyy9l1qxZ7V6t/uijj1SE39NPPy2jRo1y2Y9QqvDVV1+Z7g6ifHEOtTWH6Q1ZkQQCgAC+088991yPW5Kfn+/WPtyt79bOWZkESIAESCDoCFDgDbpTxgaTAAkEA4FAtlXI7lJlCLoVkt0Z40rpnFITDEhDto14tX/dunWm+oeEXV27djVVl5X8T0D752pBFyImi8i4cePUAB9JDBC78X/Q1oN169atbuHavn27XwReCJNXXXWVICLfXikpKVFWE/PmzZNzzjnHXpWQXFZYWOhWv9yt79bOWZkEgoCAuw9w3a0fBAjYRBIgARIgAQ8IUOD1AB43JQESIIFAtFXomlbV7I1riLfKI9cY01YhcD+rv/jFL0wLvOEWARi4Z81+yyDoajEXoiUFXfuc9FIkqcMQzKW2tlYlO3Ik7uq+YT1e40ZSRdhxhEPBq+rulNTUVHeqsy4JhByBYcOGuZU4DfVZSIAESIAESEAToMCrSXBMAiRAAg4IBLStguGPq60VIObSVsHBSQzgxd27d5dLLrlE8Cq3s3LSSSfJ6aef7qwK1/mYgBZ0tagbHR3t4xaE9uEGDhyoEnCZ7WVOTo7ZqpbVW7x4sezdu9fU/vA69aJFi2TixImm6gd7JXxfrVmzxnQ3zjjjDNN1WZEEQpEArgWQcBBR/64KHo7xoa8rSlxPAiRAAuFFgAJveJ1v9pYESMAJgWZbhXgpOJBoDPGSf2RcaPjk1tZHOtnSe6tSE2taBFwl5Bq2Ct0Me4X0lFrvHZR79jkBvLadnJwsCxculPLy8lbHh4iIm7jRo0dLREREq3Wc8S0BWw9diLqM0PUufyRl27hxo6mDIJmZP/x3V65caap9utKqVavCRuC95ppr5MUXXxT467oqF1xwgfTs2dNVNa4ngZAmgGSMf/vb32TGjBlO+4nfoieeeIK/QU4pcSUJkAAJhB8BCrzhd8690mNEr2zatEkJE/CHzM7O9spxuFMSsIJARXWUIeAm2AzNYm7xoThpavK9gNYpokloq2DFmQ3ufZx88v9v7z7gpKrO/48/21iWXcrSm4iCShGCJLFXrNGYxCgxRI0m0Wj8a2KNJYqdmOhPozE/oyl2UDTG/KxRE9EkYjdWsAsIgkjvuwvzv98DZ5zdndmdGabdmc95vYaZufXc9527uzzz3OfsYCNHjjTVHZ0/f76r56mfp8OGDbPa2tpwH1xIe6+Aus/O1XOp3FpfKKfruOOOM9Wt/fDDD9vskjKnJ06c2OYy2Zq5bNmylDad6vIpbbzAFh40aJBdeOGFdtFFF7XZM/2cmzRpUpvLMBOBUhFQjfKbbrrJzjzzzFZf+Mqgvr7ebrjhBtOXWjQEEEAAAQRiBQjwxmrwOmWBN9980/3hPn36dPcf39GjR7tt9OrVyw4++GAXrEh5o6yAQAYEVFZhyYpq+3B+F/tkQZXNmd/BBXQ/DQK7K1bnZ6Cj6g5NGwc2U1mFnsEjeKasQgZOdhFtQhmh22+/vXsU0WGF6lAUxFVA3Qd0yZrO3+lTHeM77rjDJkyYYLNnz47bkerqavvDH/5g/u+PuAtlcWKqX2j36dMni70pvE2fcMIJLsvwkksusbVr17bqoL7UUpavStXQEEBgo8Chhx7qArh333236f9YKtmg/1vtvvvu9t3vftfd8YMVAggggAACLQXKIkFrOZH3mRVQzbVibP/4xz/s+OOPt3Xr1rnD03+KW/4H66CDDrJx48YVxOFrpFn9R10DnbS8BbogOkgnUhJYvny5rVixwqo71lpjpH9QTiHIyA1KKcz/vFP0dUNj/ssqRAc5C4K5lFVI6RSntbCucT+qdGNjo61evTqt7bBS+AQ0QNOaNWtMg16l0hRU9wFdBRTLy8tTWZ1lcyCgn/fKWJs6dap99tlnbo/6m+Mb3/iGXXzxxW6gNv0+yEdT8OXwww9Petf33HOP7bHHHkkvXywLLliwwP7yl7/Yyy+/bKtWrbIBAwa4sjP6OzGVa063pqsUx6JFi1K+1ovFstSOQ1+2+QH4lAHP7/XS+AToy7vu3bu7n/ntDWJZGiLFf5T6+93fscbP+OI/3/4Idc5Vpk53L9I2CvTr1y9tCjJ406Yr7RXnzZtnJ510UjS4m0jjsccec3/Eb7fddokWYToCSQmsXVfhArjTX/rMXpuxwlas62UbKkbbhvIBZmW5/1Gmsgq96te4LFzVxo0GcoPXNdXrkzomFkIAgdwLxA6MpsCB3tMKW0D/6Tv//PPtvPPOs88//9z97aHb/302bD6/tN1ll13sq1/9qr344ovtIqoMSykGdwWjc3XyySe3a1TICyiwqIeCTqkEpQv5mOgbAggggAACCBSPAP+rKZ5zmdMjUSaNMjCSaRoxmgBvMlIsI4FlK6uCUgq1LgvXZeVuqpW7dGV1c6AcVVmorlq/cZAzyio09+cdAiERUCBGmbnKENCzsoJo4RRQhr5uU1ZT3d1Cab/73e/skEMOsYULFybsUo8ePex///d/E85nRmEK6I6AW2+91e688057//33XSeVPa5BL08//XQbMWJEYXacXiGAAAIIIIBAyQkQ4C25U56ZA1bQNtmmAdh0S5W/vSrZ9ViueAU2BIVhFi3tGBPE3RjQ1cBna9bl58dSl9qGjTVxN9XG3ZiVu4qyCsX7MeTIilRAQUAFcZWdq6CugjGaRkMgWwIDBw60Rx55xM466yx7+umnW+1GdTOvueYa03K08AjoFuHvf//79uqrrzbrtGoJP/zww6a/hX/1q1+5GtHNFuANAggggAACCCCQB4H8RFLycKDsMnMCqmuZal3hJUuWEODN3CkIzZYam8psQVAX12fi+mdNa1qf+zqXZSqr0G1TWYWYQc4UzO3UkbIKoflg0VEEWggom1MZkj6QqzqdNARyKaCaslOmTLEZM2bYf/7zH1dKQp/J3XbbjSzPXJ6IDO1LQ5RogLiWwd3YzTc1NbmgvgL3pVp6I9aD1wgggAACCCCQXwECvPn1D+XeVa9Q/5lWoDfZVki3UibbZ5ZLXmBNUB/3Uz+42abyCsrG/TzI0o1Y7jPnKsoarH+vddYvCOIO6tdkfYLyCj07L7Xe3ddYZQXjSiZ/ZlkSgcIUUADXl11Qpq5+x2hAAgbgKczzVUq9Gj58uOlBC7fAQw89ZM8991y7B6FA8IUXXmjTpk1rd1kWQAABBBBAAAEEsilAgDebukW6bWVIbb/99m1mNcQeugLCvmZe7HReh09g2coOX5RViAZ0O9myVfmpaVm2YYmVr//YKoKHnv3r7Yf1sOOOO9YB19XVmbJsdEslDQEEwimg3zsqtaCSCwro6jUNAQQQyJbA/fffn/Sm3333XXvrrbds5MiRSa/DgggggAACCCCAQKYFCPBmWrREtjdhwoSkA7waNbpDhxyNiFUi/tk8TNXHXbxsU33cTUHcT4Os3HzVxy0LcoBrqpZYw6oZQQB3VhDM/SgazC2PLI9LUVGxcRCeuDOZiAACoRDQ7w0f0FW2LqPWh+K00UkEikJAQdtU2jvvvEOANxUwlkUAAQQQQACBjAsQ4M04aWls8Lvf/a7dd9999sILL7R5wJ07d7YDDzywzWWYmR+B9euD+rhLalzg1tfGnfd5bVAzt8Yam3Jfv7KyYoP1rl9j/YJ6uH17rAoeq93rPkFZhTdef9HuueeepKH69u2b9LIsiAAChSGguz2Unesfek9DAAEE8iGwYcOGlHarUg00BBBAAAEEEEAgnwL87ymf+iHet/7jfcstt9jxxx9v06dPj3sk3bt3D26TP866dOkSdz4TcyPQ0Fhu8zXQmbJxo2UVau2zILi7IZL7+rg11U3WN6iJ6wO4fTcNdqbBz8oTjLs2YsQIq66utnXr1rWLplu5x4wZ0+5yLIAAAvkViFdHN789Yu8IIIDARoGhQ4farFmzkubQ8jQEEEAAAQQQQCCfAgR486kf8n3X19e7LN4HHnjA7r33Xvvwww9d5pXq7Y4aNcp23nlnSjPk8BzHDnTmSyrMCwK6i4JyC5aHgc661DYEGbibMnGDIK4yc/XoWteQsopuzz7ooIPsb3/7W7vr7r777tR8bleJBRDIvYBKLMTW0dWXNjQEEECgEAW++c1v2j/+8Y+kujZ48GAbPXp0UsuyEAIIIIAAAgggkC0BArzZki2R7Spb8rDDDnOPhoYG+/jjj0vkyPN3mCtWV0UzcT8NSiqovIIey1bmPlii+rg9uq61fsrC3RTA3fi8yjp1XJ9RpN12282WL19uTz31VMLtqt7zwQcfnHA+MxBAILcCsQFdvdbvDBoCCCBQ6AL62/aPf/yjvf766+12deLEifxsa1eJBRBAAAEEEEAg2wIEeLMtzPYRSFNg6YoOG4O3QRB3noK4rsRCra1aW5XmFtNfraJ8g6kWrq+P6543lVaoqsxd3bmvfe1rtu2229q0adPs/ffft/Xr17v/VCl7Rpm7yhynIYBA/gQUxFUNXWXdMzBa/s4De0YAgc0TUAkZlSLTmBPvvfdewo1ddNFF7g6jhAswAwEEEEAAAQQQyJEAAd4cQbMbBOIJaEyOxcurg+DtxkxclVTw5RXWrMv95VldtX5TJu6qZlm5bdXHjXdc2Zw2ZMgQ00MDoKxZs4YgUjax2TYC7Qj4QK5/VhkGGgIIIFAMAv369bNHHnnEfvvb39qUKVNs4cKF7rD0c26XXXaxM88805UjK4Zj5RgQQAABBBBAIPwCuY8ghd+MI0AgZYENQSBXtXCVhTtPwdxNgVyVVmhorEh5e5u7Ql1NYxDIDYK4QVkFlVTov6nEQvcu7Q9itrn7ztT6+g9WbW1tpjbHdhBAoB0BlVdQhq6CucrS1WsCuu2gMRsBBEItoL8zzj33XDvnnHNs7ty57otlBX7r6upCfVx0HgEEEEAAAQSKT4AAb/GdU44ojwJBUqktXFrjSitEA7lBMHf+4k7W2JT7QG63unWbArjNBzvr3Kkxj0rsGgEEwiDgA7oK5uqhQdEI6IbhzNFHBBDItIB+Hg4cODDTm2V7CCCAAAIIIIBAxgQI8GaMkg2VksB6BXKX1GzMxg2ycH0wd0EQyG1an9tblDXQWfdgoDNl4foauT4jt6Y6swOdldI55lgRKDWByspKl53rs3QV0GVQtFL7FHC8CCCAAAIIIIAAAgggEEYBArxhPGv0OWcCsYFcH8TV84LFNbZ+Q24DueVlEetVr4HONtbH9UHcvt1XW4eqIOJMQwABBFIQ8IFc/6wALw0BBBBAAAEEEEAAAQQQQCB8AvxvLnznjB5nQUCB3M+C7FvVxM13ILeifIP16R4EcnturJG7MTN3lfUOplVWBMV8aQgggECKAhoRXrVzfTBXz2TnpojI4ggggAACCCCAAAIIIIBAgQoQ4C3QE0O3siOgGrnzFlbb+7M7ukDuPA12lqeM3KrK9abs234qrRA8+geZuRrwrHeQpctA9Nk5/2wVgVIQUJ1cBXBVYkEPve7QoUMpHDrHiAACCCAQQoGVK1faa6+9ZsuWLTMNYjd69GjTF5M0BBBAAAEEEEhegABv8lYsGSKBDUGiq2rkfhoEcJWRu7GsQmeb+3m1rc9xjdwOVetdbVxfWsEFc4Ps3B5B3dzyshCh0lUEECg4gdhgrgK5elRVVRVcP+kQAggggAACLQUWL15sv/zlL23q1KnW2PjFAMD19fV2yimn2IknnthyFd4jgAACCCCAQAIBArwJYJgcDoFIEMj9fOkX2bg+mDs/KLWQ68HOqjs0uUCuL6mwMTM3COR2WRfcCh0OT3qJAAKFK6BsptisXIK5hXuu6BkCCCCAQNsCc+fOtcMPP9xmz57dasElS5bYZZddZs8995xNmTKl1XwmIIAAAggggEBrAQK8rU2YUqACi5dXB+UVlI37RVauMnQbmnJ7C1dNdZMrpdA/yMLVo19QVkHB3O5BIJeGAAIIZEJAWbg+mOufyczNhCzbQAABBBDIt0AkyND48Y9/HDe4G9u3J554wq644gq75pprYifzGgEEEEAAAQTiCBDgjYPCpPwKLFtZFS2rEBvQXduQ24+rArm+rMLGYG4QyA3q5NZ3acgvEHtHAIGiEVCJBR/A1bNq5epZ02kIIIAAAggUo8Bjjz1mr776alKH9rvf/c7OP/9869mzZ1LLsxACCCCAAAKlKpDbiFmpKnPccQVWrancFMjtZHMX1gXZuRszc1etzW39SB/IdaUVXFZu9gK5G4JR3nQr2vz5851Jr169bPDgwQwkEfcTwkQEikegLKjTUllZGR3wzA98RlZu8ZxjjgQBBBBAIDmBv//978ktGCzV0NBgWv6oo45Keh0WRAABBBBAoBQFCPCW4lnP8TGvayi3TxfVBkHcTaUVgjILc4OBz5atrM5pTzp2WG8De6+1Ab3XWK+uy1x5BWXm5ioj9+2337b/+7//Mw0oEds6d+5shxxyiI0dOzZ2Mq8RQCCkAgrk+qxcn5GrQC5ZuSE9oXS7qAXWrVtn77//vq1Zs8YGDhxoffv2Lerj5eAQKASBWbNmpdSNDz/8MKXlWRgBBBBAAIFSFCDAW4pnPUvH3NhkQRB3UyB3UxBXJRY+X9Yx2GPuRhnrULXelVJQRq4vrdC/1yobPLA6GOyszNavX28rV67MkkL8zU6fPt3++te/xp25YsUKu/vuu23RokW2//77x12GiQggUHgCGvTMB3BjA7oEcgvvXNEjBFoK6HfuVVddZffdd5+tXr06Onv06NF29tln27777hudxgsEEMisQE1NTUobTHX5lDbOwggggAACCBSJAAHeIjmR+TwMfQv/+OOP27Q3drV5q/bLWVcqKzZ8EcgNArgDgke/ICO3RzDYWRDHjdNymzHsO6BRgh944AH/NuGzBpLYcsstbdttt024DDMQQCD3Ar5OroK5sQFdBXhpCCAQPgFlA37nO9+xefPmter866+/bsccc4ydddZZdsYZZ7SazwQEENh8gVGjRtm0adOS3hB3uSVNxYIIIIAAAiUsQIC3hE/+5h762rVrbeLEiTZ58mRTbdmeW/3EegzLfIC3onyD9em+ZmM2bhDE9Zm5verXWHncQO7mHllm13/yySdNowUn0xTkLeQAr7KfX3vtNXvnnXdMmceqIzp48GD78pe/bLW1tckcIssgULACCtiqlII+13r2g56p5AINAQSKQ0D1PI899ti4wd3YI7z66qttm222sUMPPTR2Mq8RQCADAkcccYRp8DT9/6G9pr8z99xzz/YWYz4CCCCAAAIlL8D/Wkv+I5AeQGNjox199NH27LPPRjfQsOqt6Ot0XpSVRax3ELTdWFZhUyA3COj26b7aKkI6oLz+cFUwNNmmbGjVASzEW9GUiXzHHXe0qiH85ptvmgLThx12GHWEkz3RLJdXgdiMXB/EVWYugdy8nhZ2jkBOBKZMmWIffPBBUvu6/PLL7etf/7or75TUCiyEAAJJCejLk5NPPtluuOGGNpfX7+trrrmG389tKjETAQQQQACBjQIEePkkpCWgb91jg7vaSOOqt5PcVsS6B2UUVFLBBXOD5wFBaYW+PVZbVWVyma5J7ijvi6muX1NTUJw4hbZs2bKCC/AuWLDAbrzxRjeScbxD0SA1qiOsxm108YSYlg8BZeEqs1zPvrSCnimtkI+zwT4RKAyBhx9+OOmOzJkzx1Sy4Utf+lLS67AgAggkJ3Duuee6pIY//elPcVfQF7DXXnutjRs3Lu58JiKAAAIIIIBAcwECvM09eJeEgAKWN910U6slI+tXWtn6Ty1S0S86r2zDIuvW6XPbYWTtFwHdYPCzjtXro8sU8wv9cZpqS2edVPeR6vJTp05NGNyN3ZYGklOJibq6utjJvEYgqwIK2voArsor9O/f35VZ0K3YS5Ysyeq+2TgCCIRLQPV3U2langBvKmIsi0ByAsrOveyyy1wZlFtvvdVefPFFU5JD3759be+997Yf//jHNnDgwOQ2xlIIIIAAAgggYAR4+RCkLKBb8vUHWLxWvfYuN7mi6QMrXx88IsusS6SbHbnf+fEWL/ppyhzs16+fffrpp0kda+fOna1bt25JLZurhZTBpEcyTZm8L7/8su21117JLM4yCCQtoP8I+kBu7LOusbKYURWVndupU6ekt8uCCCBQWgKplmLRzxgaAghkT2DHHXc0PWgIIIAAAgggsHkCBHg3z68k1164cGHC465ee2+reStXrmw1rZQm7LzzzqbM1mTaTjvt1CxYlcw62V7mo48+SmkXH3/8MQHelMRYOFbAl1PwQVz/PtWgTOw2eY0AAgh4gREjRtjs2bP923afhw8f3u4yLIAAAggggAACCCCAQL4FCPDm+wyEcP/19fUp9brUs+mUlfDf//7X2guU+lvSUsLNwcIa9C2VprrDNATaElA2rgK3foAzH8TVs+bREEAAgWwJHHHEEfbYY48ltfkxY8bYkCFDklqWhRBAAAEEEEAAAQQQyKcAAd586od036NGjXK3QCcbyNt6661DeqSZ6bZuGT/uuONMI3fPnDkz7kYHDx5sxxxzjLsFPe4CeZzYpUuXlPae6vIpbZyFQyOgsgnKuo3NxFVAV0FcsnFDcxrpKAJFJ3DwwQe7u0yefvrpNo9NP6cuv/zyNpdhJgIIIIAAAggggAAChSJAgLdQzkSI+qEgzbHHHms33nhjUr3eY489klqumBeqqamxH/7why7A++qrr9r8+fMtEolYr169TBlC22+/fcGVZvDnY5tttvEvk3rWIGu00hHQFxg+A9cHc/WsabG1cUtHhCNFAIFCF/j973/vfidPnz49blc1WOMNN9xgY8eOjTufiQgggAACCCCAAAIIFJoAAd5COyMh6c+ZZ55pzzzzjL311ltt9njcuHG2xRZbtLlMKc0cNmyY6RGm1rNnT1PW9htvvNFutzVAnALWtOISUKBWAVs9WpZVUICXhgACCIRJoGvXrjZ16lS75557bPLkyfb6669bU1OT9e7d2w444AA79dRT+dslTCeUviKAAAIIIIAAAggYAV4+BGkJqK7uvffea6eddpo9/vjjrbahoM+BBx5oe++9d6t5TAifwLe//W2bN2+eLVq0KGHnFfw7+uijXRAw4ULMKGgB3ZKs86gMXF9OwQd2ycYt6FNH5xBAIEUB/Z3yve99zz10R01jY2NBlklK8bBYHAEEEEAAAQQQQKBEBQjwluiJz8RhK1vz1ltvtZdfftkeffRRmzt3rmmgsP79+7ssTmXI0IpDoLa21k455RS7//7742byDhgwwMaPH+/OfXEccfEehQK1saUUfDkFPTPAWfGed44MAQQSC/ifi4mXYA4CCCCAAAIIIIAAAoUtQIC3sM9PKHr35S9/2fRoaGiwjz/+OBR9ppOpCyjIq4HgFi5caO+++64tX77cVFt4cDBA3JZbbkm91dRJs7qGsnFbBnL1XtNpCCCAAAIIIIAAAggggAACCCBQPAL8T794ziVHgkBOBDQwnB60/Av4rLOWgVyVVSAbN//nhx4ggAACCCCAAAIIIIAAAgggkAsBAry5UGYfCCCAwGYIqFZkyyCu3iuQS0MAAQQQQAABBBBAAAEEEEAAgdIWIMC76fzPnDnTDRo2a9Ys063oo0aNsnHjxtnWW29d2p8Qjh4BBHIm4Ac4axnMVYCXhgACCCCAAAIIIIAAAggggAACCMQTIMAbqNx333123XXXOZ+6ujpXS/aVV16xqVOn2pVXXmljx46NZ8c0BBBAIGUBlVVQHdzq6upoVq5/rXk0BBBAAAEEEEAAAQQQQAABBBBAIBWBkg/wvvHGG3b99de7QMtFF11ke+yxhzU1NdkDDzzgpp911lk2efJk69u3byquLIsAAiUuoGBtbEauD+JSH7fEPxgcPgIIIIAAAggggAACCCCAAAIZFij5AO9tt91mkUjEjj76aNtzzz0drwIw48ePt3nz5rnsXgV7TzrppAzTszkEECgWAR/IVRDXB3JVZoGM3GI5wxwHAggggAACCCCAAAIIIIAAAoUrUF64Xct+z1avXm0vvPCC29GBBx7Yaod+2kMPPeSyelstwAQEECgpgfLycqupqbFu3bpZnz59bIsttrChQ4faVlttZQMGDLCePXta586dXZCX4G5JfTQ4WAQQQAABBBBAAAEEEEAAAQTyJlDSGbwzZsxw2bsK0vTv37/VSRg2bJgL1ixbtsxmz57NgGuthJiAQPEKKAO3Y8eOrnyLz8xV7VwaAggggAACCCCAAAIIIIAAAgggUEgCJR2tmDt3rjsXysZL1DRvTzgf7wAAPDBJREFUxYoVNmfOHAK8iZCYjkCIBZSV6wO4sc9k4Ib4pNJ1BBBAAAEEEEAAAQQQQAABBEpIoKQDvKtWrXKnuq0Ab5cuXdwyftl4n42pU6eaBmiL13r16mVPP/10vFlFN23t2rW2ePHigj8uBfT8eS34ztLBjAgoG1cPZeCqxIJ/dOrUyQV3M7ITNlJwAgrYM0BmwZ2WrHZIP9v5+Z5V4oLceG1trelBKx2B7t27l87BcqRRAX7GRylK5oX+L00rPQF+xpfeOef/bJk55yUd4FUNXjXVzEzU6urq3CwFLxO1DRs2mB7xmqaXSiagjjMMxxqGPsb7LDEtNQENfKYAbmwwV9NopSPAtV4659ofKefcS5TWM+e9tM63jpZzXnrnnPPOOS9NgdI8an7Gl+Z556g3X6CkA7w+26OhoSGh5Lp169w8ZYIlagoQDxo0KO7sHj16lMwAbevXrzc9CrUpc1e/LCKRSMKAfKH2nX61LVBRUeECuQro+ocP5mqeP+dNTU1tb4i5RSHgayW39eVbURwoB9FMQOddv4N0vdOKX0C/z/XzXY1rvfjPd+wRcq3HahT/69hrnZ/xxX++/RH6887f7l6k+J/1f3U91LjWi/98+yP0MZpCjiP5vubq2f9fNp39lXSAVyPeqy1fvjyhnervqvlgcLwFDznkENMjUfv0008TzSqq6QqUr1y5smCPyd+2q/8IFnI/CxawgDqmwc/0pYuyc/1AaL57+hzGfmmjW7v0RU1b17lfl+fwCyjg07t3b3cg+hwsWbIk/AfFESQl0K9fP/ez3d+dk9RKLBRaAf0O8Ldw6pz7v9dCe0B0PCkB/zN+6dKlzX7XJ7UyC4VSQF/cd+3a1fVdf7/zMz6UpzHlTvuf8Sr/R+AnZb5QrqD/q/uYCz/jQ3kK0+q0zrkSJhcuXJjW+sW4kv5Pk24jwBvItfWfAh8Uqq+vT9eY9RBAYDMElImrIK4eCuiqlq7/dnczNsuqCCCAAAIIIIAAAggggAACCCCAQFEIlHSA12d5zZkzxxobG83f0u3P7LJly9ygYQombbPNNn4yzwggkEUBH8j1tXP9LbhZ3CWbRgABBBBAAAEEEEAAAQQQQAABBEIrUNIB3v79+9uwYcNs5syZ9vzzz9vuu+/e7EQ+9dRT7paQESNGuLqezWbyBgEENltAX57EBnT1muzczWZlAwgggAACCCCAAAIIIIAAAgggUEICG6tYl9ABtzzUCRMmuEm33HJLs1INn332mU2ZMsXNGz9+fMvVeI8AAmkIKBu3rq7OVBdXAxMOGTLEBg4caBqMUDXWCO6mgcoqCCCAAAIIIIAAAggggAACCCBQ0gIlncGrM7/XXnvZ8OHDbcaMGXb88cfbPvvsYxqt88knn7RFixbZbrvtZuPGjSvpDwkHj0C6AhoBUoFbX25B9XNpCCCAAAIIIIAAAggggAACCCCAAAKZEyj5AK8yCn/729/atddea48//rjdddddTlfTjzjiCDvxxBPJKszc540tFbmArhsFcxXU1YOAbpGfcA4PAQQQQAABBBBAAAEEEEAAAQTyLlDyAV6dgerqajv33HPtrLPOsg8++MAikYhtscUWVltbm/cTRAcQKGSBsrKyZgFd1dClIYAAAggggAACCCCAAAIIIIAAAgjkToAAb4y1biffbrvtYqbwEgEEYgUU0NUXIvryQxm6CuhqGg0BBBBAAAEEEEAAAQQQQAABBBBAID8CBHjz485eEQiNgL74UEBXg6Op/AIDoYXm1NFRBBBAAAEEEEAAAQQQQAABBBAoAQECvCVwkjlEBFIR8Fm6CugqsKuMXRoCCCCAAAIIIIAAAggggAACCCCAQGEKEOAtzPNCrxDIqYAGR1PJBQV19az3NAQQQAABBBBAAAEEEEAAAQQQQACBwhcgwFv454geIpAVAV9LV1m61NLNCjEbRQABBBBAAAEEEEAAAQQQQAABBLIuQIA368TsAIHCEFDpBZ+lq6CuauvSEEAAAQQQQAABBBBAAAEEEEAAAQTCLUCEJ9znj94j0KaAgroK5nbu3Nk9M0Bam1zMRAABBBBAAAEEEEAAAQQQQAABBEInQIA3dKeMDiPQtoCCuqql6wdJI6jbthdzEUAAAQQQQAABBBBAAAEEEEAAgTALEOAN89mj7whsElAQNzaoqyAvDQEEEEAAAQQQQAABBBBAAAEEEECg+AUI8Bb/OeYIi1TAB3VVfkG1dQnqFumJ5rAQQAABBBBAAAEEEEAAAQQQQACBNgQI8LaBwywECk1AQV0FdJWtS1C30M4O/UEAAQQQQAABBBBAAAEEEEAAAQRyL0CAN/fm7BGBlAU0UFqXLl0YKC1lOVZAAAEEEEAAAQQQQAABBBBAAAEEiluAAG9xn1+OLsQCHTt2dEFdZexWVFSE+EjoOgIIIIAAAggggAACCCCAAAIIIIBAtgQI8GZLlu0ikIZAZWWlC+oqW7dDhw5pbIFVEEAAAQQQQAABBBBAAAEEEEAAAQRKSYAAbymdbY61IAV8XV0/WFpBdpJOIYAAAggggAACCCCAAAIIIIAAAggUpAAB3oI8LXSqFAR8XV0NmFZWVlYKh8wxIoAAAggggAACCCCAAAIIIIAAAghkWIAAb4ZB2RwCbQlUVVVZ165dXRkGlWOgIYAAAggggAACCCCAAAIIIIAAAgggsDkCRJg2R491EUhSQFm6Cuwqa5eGAAIIIIAAAggggAACCCCAAAIIIIBApgQI8GZKku0g0EJA2boaLE2BXbJ1W+DwFgEEEEAAAQQQQAABBBBAAAEEEEAgIwIEeDPCyEYQ2CigWrrK0iVbl08EAggggAACCCCAAAIIIIAAAggggEAuBAjw5kKZfRS9gDJ0FdQlW7foTzUHiAACCCCAAAIIIIAAAggggAACCBSUAAHegjoddCZsAsrW7datm3Xq1MmUvUtDAAEEEEAAAQQQQAABBBBAAAEEEEAglwIEeHOpzb6KQqC8vNxl6iqwqzq7NAQQQAABBBBAAAEEEEAAAQQQQAABBPIlQIA3X/LsN3QCCuYqqKsyDAry0hBAAAEEEEAAAQQQQAABBBBAAAEEEMi3AAHefJ8B9l/wAjU1NVZfX291dXUF31c6iAACCCCAAAIIIIAAAggggAACCCBQWgIEeEvrfHO0KQh07tzZBXY7duyYwlosigACCCCAAAIIIIAAAggggAACCCCAQO4ECPDmzpo9hUCgoqIiWl+3spLLIwSnjC4igAACCCCAAAIIIIAAAggggAACJS1ABKukTz8H7wVUX7d79+7WpUsXKysr85N5RgABBBBAAAEEEEAAAQQQQAABBBBAoKAFCPAW9Omhc9kW6NSpkyvDUFtbm+1dsX0EEEAAAQQQQAABBBBAAAEEEEAAAQQyLkCAN+OkbDAMAgroKmNXA6jREEAAAQQQQAABBBBAAAEEEEAAAQQQCKsAAd6wnjn6nZZAt27drGfPnrZixYq01mclBBBAAAEEEEAAAQQQQAABBBBAAAEECkmAAG8hnQ36kjUB1dYdPny4dezY0ZqamgjwZk2aDSOAAAIIIIAAAggggAACCCCAAAII5FKAAG8utdlXTgU0WJoCuyrFoEHUqqurc7p/doYAAggggAACCCCAAAIIIIAAAggggEC2BQjwZluY7edcoLy83Lp27eoGT6us5COe8xPADhFAAAEEEEAAAQQQQAABBBBAAAEEciZA9Ctn1Owo2wIK7KrGbn19vVVUVGR7d2wfAQQQQAABBBBAAAEEEEAAAQQQQACBvAsQ4M37KaADmyugwK7KMCi4q9c0BBBAAAEEEEAAAQQQQAABBBBAAAEESkWAAG+pnOkiPE4Fc5WtqweB3SI8wRwSAggggAACCCCAAAIIIIAAAggggEC7AgR42yVigUIT0OBpPrBLKYZCOzv0BwEEEEAAAQQQQAABBBBAAAEEEEAglwIEeHOpzb42S0CBXQ2epnIMDJ62WZSsjAACCCCAAAIIIIAAAggggAACCCBQJAIEeIvkRBbzYSiw27lzZ+vRo4dVVVUV86FybAgggAACCCCAAAIIIIAAAggggAACCKQkQIA3JS4WzrWAD+x26NAh17tmfwgggAACCCCAAAIIIIAAAggggAACCBS8AAHegj9FpdnB2tpa69mzp1VXV5cmAEeNAAIIIIAAAggggAACCCCAAAIIIIBAEgIEeJNAYpHcCd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Ts2TOlHq1atcot7wO5LVfu0qWLm+SXazmf9wggUFgCN910k33yySeujrYGcfDNX8Nc616EZwTCJ3D11Ve7L3AaGhpcLV4NhnrQQQc1OxCu9WYcvEEgNAK6827RokUuyKsyaW219q5zrcvf8G0JMg+B/Aj48ml33HGH+z2ubHsFe3VXzj//+U/TWDoaKH3o0KGug1zr+TlP7LU4BCjRUBznkaNIUmDDhg1uICYtrm8N47W6ujo3WRlDNAQQKGyBu+++2/RQrc7zzz8/Wleba72wzxu9QyBZgVdeecX0Ra4GX1LGj+rtqua+b1zrXoJnBMIl8PDDD9vTTz9tX/va19yAae31XnU51RL9/a55/m94DbpKQwCB/AsoWDtv3jzXEdXJ1h13qrn9xz/+0e68804bMWKEG4Bt0qRJ0drZXOv5P2/0ILwCZPCG99zR8zQEFASqqamxNWvWWKIArp/eoUOHNPbAKgggkCuBm2++2ZQNoOv6ggsusNGjR0d3zbUepeAFAqEWuOuuu6ysrMwaGxvt9ttvt1tvvdVl+1x77bU2atQod/3zez3Up5jOl6CAAj7K2Ovbt6/97Gc/S0qgtrbWLads/kTN/w2vsk40BBDIv4B+P0+ePNk+//xzGzNmjPt97nul0muXXnqpHXXUUaYyDhpEcddddzWudS/EMwKpC5DBm7oZa4RcwJd0UI2ueM1P979c4i3DNAQQyJ+AAj2XXXaZC+7qixj9cbj//vu36hDXeisSJiAQOgEFd9WqqqrsRz/6kR1wwAHuC9rbbrsteixc61EKXiBQ8ALKxNfvbWXZquRKsn9v++t8+fLlCY+Rv+ET0jADgbwIKOFCAyPusMMOzYK7vjN9+vRxX9bqvR9IlWvd6/CMQOoCZPCmbsYaIRfQLw0NvuD/CGx5OP4Px9gRulsuw3sEEMiPgK5b/YdQAzSo1t6VV14Z/cOwZY+41luK8B6B8Avss88+9vjjj9s777wTPRiu9SgFLxAoeAHV43zrrbdc9v2FF17Yqr9Lly5100466SS3jJ5VX98HfRL9/a6V+Bu+FScTECh4gd69e7s+qh63Gte6Y+AfBNISIIM3LTZWCrOA/yXivyVseSx++vDhw1vO4j0CCORRQP9xO/XUU11wd+DAga6Gl27RTtS41hPJMB2BwhVQZu7ll19uCxYsiNtJZfKqqSavb1zrXoJnBMIhUFFR4bL5FKxt+fBHoNqdmqe7dtT8da4kDT/NL6vnZcuW2eLFi11QeJtttomdxWsEEMiTgL6M1e/1e++9N2EPPvvsMzdPf9urca07Bv5BIC0BArxpsbFSmAX23Xdf1/0nn3yy1WFosBaN5qmmOkE0BBAoDIFIJGLnnnuuffDBB7bddtu54K5u+Wqrca23pcM8BApTQDX4/v73v7vBl+L1UNn7attuu210Ntd6lIIXCBS8gH6Ha7DERI9u3bq5Y1CNfS3zrW99y71Xvc5hw4bZypUr7fnnn291nE899ZQbiFHLdOrUqdV8JiCAQO4FlixZ4gZU++1vf2uzZs1q1QF9KaOMfrWRI0e6Z651x8A/CKQlQIA3LTZWCrPAzjvvbIMHD3bF3DWSZ2zTYC66PWTLLbe0nXbaKXYWrxFAII8CDz74oL3xxhvutq2rrrrKunbt2m5vuNbbJWIBBApOwAdrlfEzd+7cZv1TcPeee+5x0w477LDoPK71KAUvEChqgQkTJrjju+WWW5qVWlMG4JQpU9y88ePHF7UBB4dAmASUMKUvbZSooUFSm5qaot1XHe5f/epXbvDz3XbbzX2B42dyrXsJnhFITaAsuNgiqa3C0ggUtsAzzzzjanSqmPv1118ft7NaZuLEie6bftXz061cCh5Nnz7dDeTym9/8xkaPHh13XSYigEBuBTQqtoI5vu6ebu1M1IYOHeoyBfx8rnUvwTMC4RDQn6XnnHOO+32swVm+8pWvuMFZVLdTd9ho/pFHHmmnnHJKswPiWm/GwRsEQitw6KGHmurwTp482Q3OFHsgGqDtJz/5ic2YMcOU5ae/4RUw0l15StBQkGjSpEmuTEPserxGAIH8Cbz00kt2xhlnuN/fGuNGg6Xqb3n93v7kk09sq622MiVvaMA137jWvQTPCKQmQIA3NS+WDoGAflloEKa2Arw6DGUC6Y/A+fPnR49Kmb2nn366jR07NjqNFwggkF+BmTNn2gknnJBUJ4YMGeIyBGIX5lqP1eA1AoUv0NDQ4LLxdIu2vuDxTXX5VId777339pOaPXOtN+PgDQKhFGgrwKsD0s+Ea6+91g226GvxKlikL4JPPPFE69ixYyiPm04jUMwCKsNw3XXXuS9n/HHW1NTYnnvu6YK/8cqqcK17KZ4RSF6AAG/yVixZpAL6xl8DNug/jn379uVb/yI9zxwWAlzrfAYQCJeAMvOU3aMafoMGDbIePXokdQBc60kxsRACoRbQzwfV5VdWv2ry19bWhvp46DwCpSCgwRD1/+7OnTu761Z36rTXuNbbE2I+Al8IEOD9woJXCCCAAAIIIIAAAggggAACCCCAAAIIIIBAqATa/8okVIdDZxFAAAEEEEAAAQQQQAABBBBAAAEEEEAAgdIRIMBbOueaI0UAAQQQQAABBBBAAAEEEEAAAQQQQACBIhMgwFtkJ5TDQQABBBBAAAEEEEAAAQQQQAABBBBAAIHSESDAWzrnmiNFAAEEEEAAAQQQQAABBBBAAAEEEEAAgSITIMBbZCeUw0EAAQQQQAABBBBAAAEEEEAAAQQQQACB0hEgwFs655ojRQABBBBAAAEEEEAAAQQQQAABBBBAAIEiEyDAW2QnlMNBAAEEEEAAAQQQQAABBBBAAAEEEEAAgdIRIMBbOueaI0UAAQQQQAABBBBAAAEEEEAAAQQQQACBIhMgwFtkJ5TDQQABBBBAAAEEEEAAAQQQQAABBBBAAIHSESDAWzrnmiNFAAEEEEAAAQQQQAABBBBAAAEEEEAAgSITIMBbZCeUw0EAAQQQQAABBBBAAAEEEEAAAQQQQACB0hGoLJ1D5UgRQAABBBBAAAEEEECgEASWLFliH3/8sc2ePdtqa2ttyJAhNmjQIKuoqCiE7tEHBBBAAAEEEEAgVAJk8IbqdNFZBBBAAAEEENgcgf3228/KysoSPiorK61Tp042YMAA23///e22226zVatWbc4uWXeTwLPPPpuWxbvvvhs9X8cdd1zS27j66quj6/31r39ttl42ttlsBzl6s2LFiugxnn/++XH3unLlSnv99ddbzVu6dGl03YkTJ7aan40Ja9eutdtvv9323HNP6969u40dO9a+9a1vuWtt6623doHek08+2ebMmZNw96eddlq03xs2bEi4XKIZbZn94Ac/cNvu3LlzotXbnK5j8z9fXn311TaXZSYCCCCAAAIIIJBJAQK8mdRkWwgggAACCCAQaoH169fbmjVrbN68efbkk0+aAor9+vWzadOmhfq48tn5BQsW2DHHHGP77rtvTrsRiUQyvr9sbDPjnYzZ4NSpU23YsGH2yCOPxEzNz8uZM2faV77yFTv22GPtX//6V9xOrFu3zm688UYbOnSo3XTTTXGXycXEsJ3nXJiwDwQQQAABBBAobAFKNBT2+aF3CCCAAAIIIJAlgYsuusg6dOjQbOvKCGxoaLDPPvvM/vKXv9jnn39uyvg74ogj7Pnnn3e3kTdbgTftClx88cV25513WnV1dbvLskBqAsoW7dixo1tJ2eexTYH1I488MnZS3l7ry5LDDjvMlE2sNnLkSDvjjDNshx12sMGDB7vpyqq++eab7d5773XX4E9+8hOX0Xv00UdntN9tmWV0R2wMAQQQQAABBBDIoUDzvwRzuGN2hQACCCCAAAII5FPg5z//uSvHkKgPCkwq2/Dxxx+3RYsW2c9+9jN76KGHEi3OdARyLlBXV+cyznO+4xR2uHDhQlOQ1gd3f/3rX9tZZ53lShn4zdTX19sWW2zhsrwnTJjgvlBRNr1KJuy444627bbb+kU3+zkMZpt9kGwAAQQQQAABBEpOgBINJXfKOWAEEEAAAQQQSEagb9++NnnyZCsv3/jn0n/+8x/j1u1k5FgGgS8ElImrbGK1K664ws4+++xmwd0vltz4SjV5L7/8cvemqanJrr322paL8B4BBBBAAAEEEECghQAZvC1AeIsAAggggAACCHiBHj162M4772waIEyDUqmO6PDhw/3sZs/Lli2z1157zT30evTo0TZmzBgbNGhQs+X8m8bGRvMDMY0YMcJlE2s///znP13d329/+9um/bdsyiZ+7LHH7OOPPzZlOQ4ZMsR22mknV7e05bKx7xWcfu+991z/3nrrLevfv7/r36hRo6ympiZ20ehrbf/ll19273XcGnxKQTcN2jV9+nRbvny5Gyjry1/+svXs2TO6nl6ojvEnn3ziyl3ovfb/wgsv6KUpeJ7IxS1QZP/oc6H6ssoe1bmO1/TZkmdFRYXJM16bNWuWC5ZWVVW58gYqKfLSSy+5RXU+Bw4c6F6/+OKLLuvcb0Pnwdtr29pHvKb60/pMan19PnfddVfXl3TLa8ydO9f8AHcqxaDgbjLt1FNPNWX6LlmyxB599FHT4Gy+FEW89eWi43v77bddzWH1WxnB8Vois3jLJpr23HPPOXeVcJHnbrvt5gaNS7R8utd6qj9TNud6TdR3piOAAAIIIIBASASCP7ZpCCCAAAIIIIBASQgEA31p5C33WLVqVVLHHNxeHl0nCOy0WicIGEWuvvrqSBAEiy7n96Hn733ve5EgUNVqvU8//TS6fJAdHPnud78bfa/1unTpEglua4+uF9QCjvzoRz+Ku58gyzjy/e9/PxLUDo4uH/siCOxGgiBws+37Pvbu3Tvy4IMPxi4efa1+++WeeuqpyL///e9IEHSOTvPzguBbJBgUK7qeXgRZmK2W88ufdtppzZZt680777wT3U5QMqOtRZvNCwKE0fXuv//+ZvOysc1mO2jx5tBDD3V9CUoRRIIAeYu5kYg+Q3369In2d/bs2a2W0YTdd9/dLbPffvu5+UFAOLrOeeedF10nqMcbne7N/XPwRYVbLvbcXnjhhZFnnnkmEgwo2Gq9oE515E9/+lN026m80HXh93vllVemsmpE10QQ9G61TlAqJbpNXR/HH3989L3fl56/+tWvRhYvXtxq/URmWjAYVNFtq7a2ttV6mqD+BF/4tNqfrr8g0zhy2223Ree98sor0W2keq2n+zMl9pymer1GO8sLBBBAAAEEEAilACUagr8AaQgggAACCCCAQCIBZV+qaXAmDQ4V25TxGATbXE1RZWgGQTr7xje+Ycccc0w0U1NlHr70pS9ZEFSMXbXZ6z/84Q929913N5umrMAg0OSmKWtXmcRBoM1lggZBWfv6179uup1d2ZXKSrz99tvdvpXtGNuC4KbL1NUgcToG1TRVbVP1OwgiuwzbIABp55xzTuxqrV4//PDDtv/++7vM0KFDh7r1fdau9nniiSfaddddF10vCBbaV77yFevVq5ebpn3rvR6JsiujKxfZi29+85vuiIIAnMuObXl4yoj2ZQw0T1ncLVsQrHRZ05qu895WU1apPnO+DRgwIGofL3tXn5Fx48ZZEIi0bt262YEHHmjK7FbToIMnnHCC3XXXXX5zST8/8sgj0WWV0Z5KUxbudttt1+Yqukb++Mc/us+1jlfHoHq+aspC1nEoKzoTTedI+1P2rpr6dtRRR1kQdDdlVJ9++un2q1/9qt1dtXetZ+pnSqrXa7sdZwEEEEAAAQQQKGyBUIal6TQCCCCAAAIIIJCGQKoZvEHQNJqRt/3227fa4yWXXBKdH9QabZZxq4WnTJkSUTZg8NdgJAiONls/NqtP85U9eeONN0aCW+Qjv/nNbyL/+Mc/ossrO1fL6BEEUiNBECg6TxmZsVmMF1xwQXSeMhh9xm0QVI1MmzYtOk8vglvMXb/8tpWhG9tiMwK1THCbfUSZgb4p0/CWW26J9m2rrbaKBLeJ+9nu+aSTTnLzleGcTovNtg0CbG5/2md7j+985zvRfrWVwZupbbZ1bPPnz48EAW7Xn2DwvlaLXnXVVdG+ylnnu2W788473TLazpw5c9zstrJRtU9/Xn/5y1+23JzLKvfz9azPaRCQbZZhrPdB8NJtp3v37q3ObauNtpgQDI4W7UNQUqTF3PTexmbwqt/jx4+P6Fh90/VwyCGHRPerzNrY1pZZogxefc59Bryyo2+44YbYTUaC0hCR4EuP6D7Vr0QZvJrX1rW+OT9TMnG9Njsw3iCAAAIIIIBAaARUD42GAAIIIIAAAgiUhEBsgDeob+mCWbpl3j+CTNTIRx99FHn66afd7dqxt7r//e9/b2ak2+g7derkgjpf+9rXms2LfXPHHXdEAz8PPPBAdFbLAG/L7fsF33333ej6QYain9zsWUEtH8jdcsst3S3/WuCUU05x6+oWct3yHq8F9UEjQTaiW27s2LHNgngtA0axwd3Ybal0ggJXevz3v/+NnRXJZIDX7yPV57YCvKluyy/fcpvNDjrOG39rf5CZ2mqugv/ars6dnoNauq2WmTBhgpsXZEBH57UVrEwlwKvPR5DxGd1u7At9ceGPOchijZ3V7mv/5YaeFSTNRIsN8O61116RIHO+1WaDmsMRf+0GtaybzW/LLFGA98knn4waBJm6zbbn3+iLCDl6q7YCvImu9c39mZKJ69UfD88IIIAAAgggEC4BSjQEf4XREEAAAQQQQKD0BLp27WpBEKjZQwM5BVmoFgSO7NZbb3UDiklGgz4dcMABzZCCepu2evVqN+3SSy9tNi/2jW7jVukGNa0Tr+l275bb98v97W9/8y/toosuir6OfaFjCbJ/LcjetSuuuMLdVq8Bl3Q7uFoQgHYDZsWu41/L4Kc//al7GwSl7M033/Szmj0HNU1t7733bjbNv4ktB7Bw4UI/mecYAV+mQaUygoB8dI7KW/zrX/9y732ZDA2KpgHxfNPAdhpYT6298gx+nVSet9lmGzv44IPjrqJSCb4FNZ79y3af9fkL6ly75VSmQyU6Mt2CLw8sqBHcarMqSREEy930VPrcakObJviBBnWtnHnmmXEXC7KVLcgmjjsvdmJb13omf6Zwvcaq8xoBBBBAAIHiFyDAW/znmCNEAAEEEEAAgTQFxowZY0E2r11//fWttuADcAoKK5gUZM/FfSiYF5R3cOv7dVpuTAG2RG369OluVpAdaLvsskuixVxw6bLLLnN1QVWXN8gGdPV6tYICsIn6p+kKTvmWqI9bb721X6TVc1C6ITotyAiOvs70CwXQ5s6dm9RDwe5kWja2GW+/qs2spsBnUH4juoiCuwryBhnY9sMf/tD0eVKLrcP77LPPuvOn6dkI8CromKiplrJvQfarf9nus2r9BmUd3HJBSQl3jO2ulOICyfQ7lT4n2r2vw63rXMHjRE11rdtrbV3r/trLxM+UQrhe27NgPgIIIIAAAghkTqAyc5tiSwgggAACCCCAQHgEFAxtmf2nwZI0AJgCOQpa+gHC4h1VUDrBTVZwToOeJdM++OADlcdqlc2oQcsSteBWezerb9++bjCnRMu1nO77p+mTJk1yj5bLxHvvg0wt5w0aNKjlpOj7mpqa6GsN+JatFpTEsP79+ye1eQ0gl0zLxjbj7XfEiBE2ZMgQ02fg8ccft8MPP9wt9sQTT7jnffbZxw2Yp4G8FABWgFcD16k99NBD7lnBwZYD/bkZm/lPbIC/5ab0xYJv+uym0vSZ1eBwCmrPnDnTDfaXyvrtLZtMv1Ptc7x9+gBvUDoj3uzotGQGD2zrWvfXbCZ+phTC9RqF4QUCCCCAAAIIZF2AAG/WidkBAggggAACCBSiwBlnnGEK7qXbdBt9qi0YHM2Cgc1aBY579uyZcFMrVqxw83w2ZMIFW8xIp3/ahLIt4zWfWRpvHtOSE1CZhmuuucaCGqzRFRTsVQvqQ7tnZYEqwBvUO45+GeADvL7Mg1swg//EBugzuFkbNmyYBQOQuU3qWRnxyTZlaiv7XYHxROUdstXvln1UUF6tvWtQAe32WlvXejrXbKKfKVyv7Z0J5iOAAAIIIFBcAl98JV9cx8XRIIAAAggggAACWRXw2XzDhw833Qae7KOtAE+8DvtMPJ/JG2+ZeNN8/zTv9ttvT7p/CkDSsiPgyzTMmjXLlK2p+rDBwGVuZ/72fv+sWsaqh/zhhx/ajBkz3DLZKM+QnSPduNWvf/3r0c2/9dZb0dfJvLjqqqtcaRPVr37kkUeSWSVry6h8htq8efPa3MeiRYvanN/eTH/NZvtnSnv9YD4CCCCAAAIIhE+ADN7wnTN6jAACCCCAAAIFIKDb5Z977jk3GJZKO2QrY87f0q3MX926nWg/ChoqkKvam8oGja31+c4771jnzp0LQK20u7D77ru7LFCVLVAWr0p7qISAgvj+PI8dO9bq6+tdzV1l8voSCQp0tlWDuRBlFeBV/1W245577nGDBLYsixKv3yrpcPfdd7tZ+uJkxx13jLdYzqap9IIyinWNtdXam9/WupqXq58p7fWD+QgggAACCCAQPgEyeMN3zugxAggggAACCBSAgG4/V2tqamozw1DBLdVX3WuvvexnP/tZyj2PrTP66KOPJlz/b3/7m02cONGOPvpod2u7agj7YPDDDz/sgmyJVr733nvdQGwqAfDvf/870WJpTfe312eiFmpaHSiglTTw2CGHHOJ6pADvtGnT3GtfnkFvFBAdN26cm64Ary/PcOihh0aDvW5mO/94dy2WL3vVsD722GNdT1Xm4Oqrr26n1xtnX3jhhbZgwQL3RrWKU816T2onKSx00EEHuaWVRd/W9RFbeiOFzUcXzdXPlOgOeYEAAggggAACRSNAgLdoTiUHggACCCCAAAK5FPjRj35kfiAv1fNdtWpV3N3/+c9/doG8Z555ptWgbnFXaDFxwoQJ5m8R18Bwym5s2VSH8/e//72brCCRHgoU+oDyf//7X7vxxhtbruber1y50gWGVSpA9WB9kCnuwmlM9EHmhoYG075KvfkyDQru+gHWfFkGb+Pfa5mnn37aTU61PIN318qbWzrA9yud5yuvvNK6du3qVr3gggtM79tqN910k/3yl790i6jG7s9//vO2Fs/JPF2D1dXVbl86hngDCer60Rclm9Ny9TNlc/rIuggggAACCCBQmAIEeAvzvNArBBBAAAEEEChwAd0yf8kll7he6tZs3Ub+wgsvRHut2qm//vWv7eSTT3bTunXrZqeeemp0frIvdLv+pZde6hZ/9dVXbf/997fZs2dHV1dd0PHjx0frtPo+aQEFowYMGOCWVbD3F7/4RTQQvW7dOlNG8MEHH2wzZ850y6ivmc6WVP99U9/+9a9/RQfe8tNL6fnAAw90gX59IeAH7/IZu97BB3gVEFdgvK6uzvw0v0x7z7W1tabSIWr333+/ywTWwG3aXi6bylD86U9/cn1RJvF5551nKkOhLz408JpKMOjz95e//MV22203O+mkk1z39AXF5MmTXWZ5Lvsbb1/Kold/1RRwV+kJn2GsY1KgXucnXuA33vYSTcvVz5RE+2c6AggggAACCIRXgABveM8dPUcAAQQQQACBPAuccsopdsIJJ7heKFi10047uRqrCggNGTLEzjnnHGtsbLROnTqZyiT4AdNS7faJJ55oP/jBD9xqCtJtueWWblvaj+qDattqZ599tn3nO99xr/WPAoOqZapllPk7adIkl3WsLF0FchXcVcBV7dvf/rYLSLs3GfxHpSl8uQDdor/nnnu6IF8GdxGqTakWskp2+DZy5Ejr27evf+ueVY9X59g3lQjwGaR+WnvPKgcha7WPPvrIVOJBgeRUBztrbz/JzFeZBQ2U5utA64sKZavq2JXdq0HFjjjiCHv22Wfd5rTczTffbKlmLSfTl3SX+d73vucy3bW+vhjROdP1p+vogAMOMNVV/ulPf5ru5qPr5epnSnSHvEAAAQQQQACBohAgwFsUp5GDQAABBBBAAIF8CFRWVrpAlGpvKlilrMMlS5a4gdfUHwXZVBNXAa1dd9017S5qO8og/Otf/+oGUdOG5syZ4/ajrEEFkx944IG4AVoN7PXmm2+6QLRKSmh5DbrmyyVstdVW9oc//MENgqX9ZLopyHjDDTdY//79o5ueMWNG9HUpvlCtY98SZebGTk830DllyhRX+zl2YLN82et4lLF8+eWX28CBA/3hN3tW1rEyzbWcAsCF1i6++GJXYkK1hdXee+89F9jVZ1tfpPh6w5vT71z9TNmcPrIuAggggAACCBSeQFlwW1Gk8LpFjxBAAAEEEEAAgfAJrF692pVKUNkEZetuvfXW0azFTB7N0qVL7Y033rC1a9e67MdEAbN4+1RgWFmcqtGq/mldBaZz0T799FOTkfaZakZqLvpXrPtQWQYFTRWYzHQJjnTM9N8PlTjQZ/GTTz5xWbzKhlU5EZ/tnc52c7WOypsoY3/u3Lm2/fbbmwY0zFbL1c+UbPWf7SKAAAIIIIBAbgQI8ObGmb0ggAACCCCAAAIIIIAAAggggAACCCCAAAIZF8hNukbGu80GEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBAjw8hlAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQRCKkCAN6Qnjm4jgAACCCCAAAIIIIAAAggggAACCCCAAAIEePkMIIAAAggggAACCCCAAAIIIIAAAggggAACIRUgwBvSE0e3EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABArx8BhBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgZAKEOAN6Ymj2wgggAACCCCAAAIIIIAAAggggAACCCCAAAFePgMIIIAAAggggAACCCCAAAIIIIAAAggggEBIBQjwhvTE0W0EEEAAAQQQQAABBBBAAAEEEEAAAQQQQIAAL58BBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgpAIEeEN64ug2AggggAACCCCAAAIIIIAAAggggAACCCBAgJfPAAIIIIAAAggggAACCCCAAAIIIIAAAgggEFIBArwhPXF0GwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQIMDLZwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAipAAHekJ44uo0AAggggAACCCCAAAIIIIAAAggggAACCBDg5TOAAAIIIIAAAggggAACCCCAAAIIIIAAAgiEVIAAb0hPHN1GAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQI8PIZQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEQipAgDekJ45uI4AAAggggAACCCCAAAIIIIAAAggggAAC/x+kZYSL8MYmmAAAAABJRU5ErkJggg==)
The default is to have the title left-aligned. Often, one may want it centered above the graph. Again, this can be customized. We can override the basic settings in the theme
command. For example, we adjust the plot.title
(of course, you need to know what everything is called). Specifically, we set the element_text
property’s horizontal justification (hjust
) to 0.5. Specifically, we use theme(plot.title = element_text(hjust = 0.5))
. This centers the title. The number of other refinements is near infinite and beyond our scope at this point.
g + geom_point() +
geom_smooth() +
xlab("Percent HH with Children") +
ylab("Percent Public Assistance") +
ggtitle("Example Scatter Plot") +
theme(plot.title = element_text(hjust = 0.5))
![](data:image/png;base64,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)
Legend
The default legend title is the variable name, in our previous examples, that was manbronx. To set the legend title explicitly, we need the labs
command. For example, we set aes(color=manbronx)
for the points and the linear smoother (method="lm"
), and the legend to labs(color="Selection")
.
g + geom_point(aes(color=manbronx)) +
geom_smooth(aes(color=manbronx),method="lm",se=FALSE) +
xlab("Percent HH with Children") +
ylab("Percent Public Assistance") +
ggtitle("Example Scatter Plot") +
theme(plot.title = element_text(hjust = 0.5)) +
labs(color="Selection")
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)
Theme
Every graph has a theme, which sets the main parameters for its appearance. The default theme with the grey grids, separated by white lines is theme_grey( )
. If we want to change this, we can specify one of the other themes. For example, a classic graph a la base R plot, without background shading or grid lines is theme_classic( )
. In order to obtain this specialized look, we set the associated theme
command.
g + geom_point(aes(color=manbronx)) +
geom_smooth(aes(color=manbronx),method="lm",se=FALSE) +
xlab("Percent HH with Children") +
ylab("Percent Public Assistance") +
ggtitle("Example Scatter Plot") +
labs(color="Selection") +
theme_classic()
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)
There are seven built-in themes as well as several contributed ones. Another built-in example is theme_minimal( )
, shown next.
g + geom_point(aes(color=manbronx)) +
geom_smooth(aes(color=manbronx),method="lm",se=FALSE) +
xlab("Percent HH with Children") +
ylab("Percent Public Assistance") +
ggtitle("Example Scatter Plot") +
labs(color="Selection") +
theme_minimal()
![](data:image/png;base64,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)
In addition, the package ggthemes contains several additional themes that look extremely professional.
You will have to install the package first, if you don’t have it. Once installed, invoke it with the library
command.
library(ggthemes)
Then, for example, using theme_tufte( )
:
g + geom_point(aes(color=manbronx)) +
geom_smooth(aes(color=manbronx),method="lm",se=FALSE) +
xlab("Percent HH with Children") +
ylab("Percent Public Assistance") +
ggtitle("Example Scatter Plot") +
labs(color="Selection") +
theme_tufte()
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)
Each of the themes has specific options for further customization, so that the possibilities are nearly limitless.
Conditional Plots
Conditional plots are a major feature of the functionality of ggplot, where they are referred to as facetting, or small multiples. This is implemented in the facet_wrap
and facet_grid
functions. The difference between the two is that facet_wrap
is based on a single conditioning variable (so, essentially one-dimensional), whereas facet_grid
typically has two conditioning variables (as a grid of sub-plots).
In ggplot, the conditioning is based on a categorical variable that needs to be available in the data set. The facetting formula does not evaluate functions, so the conditioning categories need to be computed beforehand. In our case, we already have the manbronx variable.
Facet Wrap
The facet_wrap
function creates multiple graphs for subsets of the data as determined by a conditioning variable. There are several options, such as explicitly setting the number of rows and columns, but we still stick with the bare defaults to illustrate the principle.
For example, to condition on manbronx, we use facet_wrap(~ manbronx)
.
g +
geom_point() +
geom_smooth(method="lm") +
facet_wrap(~manbronx)
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)
Rearranging the facet graphs
The facet_wrap
function has several options to explicitly set the number of rows or columns in which the subgraphs should be displayed. For example, using nrow = 2
arranges the graphs vertically.
g +
geom_point() +
geom_smooth(method="lm") +
facet_wrap(~manbronx,nrow=2)
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)
Facet Grid
The main difference between the two facetting approaches is that facet_grid
is explicitly two-dimensional. This requires two variables to set the conditions, one of the vertical dimension (y) and one for the horizontal dimension (x).
As mentioned earlier, in ggplot, the conditioning is based on a categorical variable that needs to be available in the data set. In our example, we only have one, so we will need to create a second one.
There are three so-called helper functions to make this easy: cut_interval
, cut_width
, and cut_number
. For example, with cut_number
we pass the variable, e.g., hhziz00, and the number of categories, say n = 2
. This creates the new variable as an R factor
, giving the intervals that resulted from the cut. Note that the variable needs to be accessed in the usual way, using [[ ]] or $ and assigned back to the data frame (this is not a mutate
command, although you could create a factor that way as well).
For example, we create a new variable cut.hhsiz using a quantile classification with two categories (the variable will be split on the median value), by setting n=2
. We need to use the $
notation to ensure that the new variable is added to the relevant data set. Since we only have 55 observations, we can easily list the full set of values to verify. Internally, they are stored as factors (hence, the summary of the Levels
at the end of the listing).
nyc.data$cut.hhsiz <- cut_number(nyc.data$hhsiz00,n=2)
nyc.data$cut.hhsiz
[1] (2.72,3.2] [1.57,2.72] (2.72,3.2] [1.57,2.72] [1.57,2.72] (2.72,3.2] (2.72,3.2] [1.57,2.72] [1.57,2.72]
[10] [1.57,2.72] [1.57,2.72] (2.72,3.2] (2.72,3.2] [1.57,2.72] (2.72,3.2] (2.72,3.2] [1.57,2.72] [1.57,2.72]
[19] [1.57,2.72] [1.57,2.72] [1.57,2.72] [1.57,2.72] [1.57,2.72] [1.57,2.72] [1.57,2.72] [1.57,2.72] (2.72,3.2]
[28] (2.72,3.2] (2.72,3.2] (2.72,3.2] (2.72,3.2] (2.72,3.2] [1.57,2.72] (2.72,3.2] [1.57,2.72] [1.57,2.72]
[37] (2.72,3.2] (2.72,3.2] (2.72,3.2] (2.72,3.2] [1.57,2.72] [1.57,2.72] [1.57,2.72] (2.72,3.2] (2.72,3.2]
[46] (2.72,3.2] (2.72,3.2] (2.72,3.2] (2.72,3.2] [1.57,2.72] (2.72,3.2] (2.72,3.2] [1.57,2.72] [1.57,2.72]
[55] [1.57,2.72]
Levels: [1.57,2.72] (2.72,3.2]
We are now ready to create a 2 by 2 grid of sub-plots using the cut.hhsiz variable to condition on the vertical axis (resulting in different rows of graphs) and manbronx to condition on the horizontal axis (resulting in different columns of graphs). We set facet_grid(cut.hhsiz ~ manbronx)
after the commands for the scatter plot and linear smooth.
Note that you need to spell out the full ggplot
command, since the object g does not contain the new variable we created. Alternatively, you can re-define g.
You can change the labels, add a title, etc., but we will skip that from now on to just concentrate on the graphs.
ggplot(data=nyc.data,aes(x=kids2000, y=pubast00)) +
geom_point() +
geom_smooth(method="lm",se=FALSE) +
facet_grid(cut.hhsiz ~ manbronx)
![](data:image/png;base64,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)
Histogram
Default Histogram
We start with the simple histogram command for the kids2009 variable.
The geom
for a histogram is geom_histogram
. In contrast to most plots in ggplot, only one variable needs to be passed. The general setup for ggplot is to think of the graph as a two-dimensional representation, with the x variable for the x axis and the y variable for the y-axis. In a histogram, the vertical axis is by default taken to be the count of the observations in each bin.
The three pieces we need to create the plot are the data set (data
), nyc.data, the aesthetic (aes
), kids2009 (only x by default, with y as the count), and the geom, geom_histogram
. The command is as follows, with all the other settings left to their default:
ggplot(data=nyc.data,aes(kids2009)) +
geom_histogram()
![](data:image/png;base64,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)
Adjusting the number of bins
The graph gives a warning that the default number of 30 bins is inappropriate. The standard way in ggplot is to adjust the number of bins indirectly, by means of the binwidth
option, i.e., the range of values that make up a bin, in the units of the variable under consideration. Instead, I prefer to use the option bins
, which sets the number of bins directly (the bin width is then obtained by dividing the range by the number of bins).
For example, to set the number of bins to 7, we set bins=7
as an option to geom_histogram
.
ggplot(data=nyc.data,aes(kids2009)) +
geom_histogram(bins=7)
![](data:image/png;base64,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)
Frequency on vertical axis
As mentioned, the default is to give the number of observations in each bin (the count) as the value on the vertical axis. In order to obtain the frequency on the vertical axis, the y variable needs to be set to ..density..
, as in aes(x= kids2009, y = ..density..)
. In all other respects, the histogram is the same. Here, we illustrate the use of bindwidth
by passing binwidth=5
as an option to geom_histogram
.
ggplot(data=nyc.data,aes(kids2009,y=..density..)) +
geom_histogram(binwidth=5)
![](data:image/png;base64,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)
By group
As before, we can now create a distinction between the distribution for the two subsets in the data determined by the manbronx variable. First, we set the aesthetic color
equal to this variable as aes(color=manbronx)
in the geom_histogram
command.
ggplot(data=nyc.data,aes(kids2009)) +
geom_histogram(aes(color=manbronx),bins=7)
![](data:image/png;base64,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)
The result is not exactly what we had in mind. The reason is that color determines the outline of the graph, but not the internal color, or fill
. Instead, with geom_histogram(aes(fill=manbronx))
, we get the bars stacked on top of each other with a different color for each subset.
ggplot(data=nyc.data,aes(kids2009)) +
geom_histogram(aes(fill=manbronx),bins=7)
![](data:image/png;base64,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)
Still not that great at showing the distinction between the two subsets. Now, we resort to facet_wrap
to create a separate histogram for each subset. We highlight the distinction even more by setting the fill color to manbronx, as we just did. The facet_wrap( ~ manbronx)
will yield two histograms, in a different color, and with a legend.
ggplot(data=nyc.data,aes(kids2009)) +
geom_histogram(aes(fill=manbronx),bins=7) +
facet_wrap(~ manbronx)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABXgAAANhCAYAAABdAtNeAAAEGWlDQ1BrQ0dDb2xvclNwYWNlR2VuZXJpY1JHQgAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VQNcC+8AAEAASURBVHgB7N0HnFxV/Tfgkwap1ITQeyAoVYqA/ClBRETpVUQBUZqgSFBQFAQVC0iVLkVFEFBRqoBSpfcOoSMiIJCQ3l9+1/eOO5vdTbIzm9l75zmfz7Jz+znPGTYz3zlzbo+ZH5akECBAgAABAgQIECBAgAABAgQIECBAgEDhBHoWrsYqTIAAAQIECBAgQIAAAQIECBAgQIAAAQKZgIDXE4EAAQIECBAgQIAAAQIECBAgQIAAAQIFFRDwFrTjVJsAAQIECBAgQIAAAQIECBAgQIAAAQICXs8BAgQIECBAgAABAgQIECBAgAABAgQIFFRAwFvQjlNtAgQIECBAgAABAgQIECBAgAABAgQICHg9BwgQIECAAAECBAgQIECAAAECBAgQIFBQAQFvQTtOtQkQIECAAAECBAgQIECAAAECBAgQICDg9RwgQIAAAQIECBAgQIAAAQIECBAgQIBAQQUEvAXtONUmQIAAAQIECBAgQIAAAQIECBAgQICAgNdzgAABAgQIECBAgAABAgQIECBAgAABAgUVEPAWtONUmwABAgQIECBAgAABAgQIECBAgAABAgJezwECBAgQIECAAAECBAgQIECAAAECBAgUVEDAW9COU20CBAgQIECAAAECBAgQIECAAAECBAj0RtD1AhMnTuz6i7gCAQIECBAgQKANgX79+rWxds5WTZo0Kc2cOXPOdrYXAQIECBAgQKCOAn369Em9e4ut6kjqVCUW8H/KPOjc559/fh5cxSUIECBAgAABArMKrLXWWrOunMM1zz333BzuaTcCBAgQIECAQH0Fhg4dmhZffPH6ntTZCJRUwBQNJe1YzSJAgAABAgQIECBAgAABAgQIECBAoPwCAt7y97EWEiBAgAABAgQIECBAgAABAgQIECBQUgEBb0k7VrMIECBAgAABAgQIECBAgAABAgQIECi/gIC3/H2shQQIECBAgAABAgQIECBAgAABAgQIlFRAwFvSjtUsAgQIECBAgAABAgQIECBAgAABAgTKLyDgLX8fayEBAgQIECBAgAABAgQIECBAgAABAiUVEPCWtGM1iwABAgQIECBAgAABAgQIECBAgACB8gsIeMvfx1pIgAABAgQIECBAgAABAgQIECBAgEBJBQS8Je1YzSJAgAABAgQIECBAgAABAgQIECBAoPwCAt7y97EWEiBAgAABAgQIECBAgAABAgQIECBQUgEBb0k7VrMIECBAgAABAgQIECBAgAABAgQIECi/gIC3/H2shQQIECBAgAABAgQIECBAgAABAgQIlFRAwFvSjtUsAgQIECBAgAABAgQIECBAgAABAgTKLyDgLX8fayEBAgQIECBAgAABAgQqAjNmzEhTpkypLHtAgAABAgQIFFugd7Grr/YECBDoHgJvvfVWOu6449qtTK9evVL//v3T4MGD09prr5222mqr1KNHj3b378oN06dPT2+//XZaYokluvIyzk2AAAECBAh0I4HXX389XXXVVemFF15Ir7zySpo6dWpaZpll0korrZQ+/vGPpy233LIutb3uuuvStddem0aMGJF23XXXupxzbk7yz3/+My299NJzc4h9CRAgQIBA4QUEvIXvQg0gQKA7CMQomFGjRs1RVW666aZ03333pW9/+9tpvvnmm6Nj6rXTc889l0466aS0xRZbpM9//vP1Oq3zECBAgAABAt1Y4J577kknnnhimjBhQlbLfv36pUGDBqVXX301+/n73/+eHn/88fS1r30t9enTp6aWvPvuu9lrotVXX72m88ztwfEB9kUXXZSuvvrqLGCe2+PtT4AAAQIEiiwg4C1y76k7AQLdUuDSSy9NAwcOrKrbtGnT0jvvvJPuuuuudMUVV6Tbb789xZurkSNHVu3X1QsRLr/88stZwNvV13J+AgQIECBAoPECL730Uvre976XVWSPPfZIO++8c1p44YWz5cmTJ6fbbrstnXvuuSlG3sao3m9961uNr3QnajBu3Lh0+eWXp969vcXtBJ9DCBAgQKDgAubgLXgHqj4BAt1PIKZiGDBgQNXPggsumFZeeeW0zz77pIMOOiir9L333ptmzpzZ/RqgRgQIECBAgEBpBO6+++6sLdtss03af//9K+FurJx//vnT1ltvnY455phsnzvvvNPcvJmE/xAgQIAAgWIJ+HizWP2ltgQIlEBgk002SaeddloaPXp0ilE1MfddyxI3Pon541588cUUXzeMYDjmyIt5fNsr77//fnr22WdTfC1yscUWS8stt1waOnRoZfc4T8y9N3bs2Gxd7B/z70XwnI/iqezsAQECBAgQIFAagZh6IcoKK6zQbps+9rGPpcUXXzz9+9//Tk8++WSK5dYlRsjG/L1vvPFGNo9/vH6J1xFzWzrzOieuMWbMmPTYY4+lSZMmZXPsrrbaapX7GcTrnzfffDOrSnx4Hq9xoiy77LKpZ09jmjIM/yFAgACBUgsIeEvdvRpHgEB3FPjXv/5VqVaMnGlZ4g3Jj3/84yz4bbl++eWXT9/5znfSiiuu2HJ19vicc87J5puLaSBalvXWWy8deeSRadFFF00ffPBBNmon3/6nP/0pxc8uu+ySDjzwwHy13wQIECBAgEDJBIYNG5YefvjhdMMNN6Ttt9++3Q+Mzz///GxEb+tAND4k/t3vfpd+85vfpAhn8xL7xXz+e++9d7vnzPfNf3fmdU584P3Tn/50ltdG8QF4vM6JoPm3v/1tuuaaa7LLRH1jpHKUWBdTYikECBAgQKDsAgLesvew9hEg0K0Exo8fn71BikoNHjw4LbnkkpX6xQjcww8/PJv/7v/+7/9SjPSNN08PPPBAirlzDznkkGzk7yqrrFI55sorr8zuiL3EEkuk3XffPRu9G6Nrbr311vTggw9moXDMqxfTRhx88MHpjjvuyEbmxN2y11133RRv+hQCBAgQIECgvALxmiJeL8Qc/BF8brfddik+BI5vB7Us7QWhJ5xwQnYPgYUWWijtuuuu2ajY+KZRfFAcwWrcqO3YY49teao2H3fmdc5bb72Vjj766PTee++lTTfdNG288cbZjeJuvvnm9Mwzz2Svc84+++y02WabpSFDhqQLL7wwe+2Uf3hd6w3j2myIlQQIECBAoBsKCHi7YaeoEgECxRa45ZZbUt++fasaEdMxxFcHYwRNfP2xR48e6etf/3rla4PxdcJf/vKXWbj7pS99KRsNk59giy22yL5WGUHtmWeemU4//fR8UxbkxsIRRxyR1l577Wz9BhtskD796U+nL37xi9k0DxH4xiiXnXbaKftaZXz18qMf/Wi2XDmRBwQIECBAgEApBYYPH559O+gHP/hBNl1TvN6IElM6xWuH+IngtPUNYmOf+++/Pwt3Yzqn8847r2pap0996lPZh8cxb298qByhcXuls69z8nA3RgnH66O8bLvttukrX/lKeu2119K1116bveaJKSjygDde8ygECBAgQKCZBAS8zdTb2kqAwDwRyN84tXexmGYhwt0IWfMSc8rFSJSYTiG+7ti6xBuZeNPy9NNPZz8f+chHsl3ia4hRYn7dPOCN5UUWWSTF1A1xszdz7IaIQoAAAQIEmlcgwtd8Sqe77rorvfPOO+ntt9/OviEU3xLq3bt3ZbqF+BA6L5dddln2MMLV1q8nYv7dESNGpNjnqquu6jDg7czrnBi9GwFujBzeY4898iplv+O+BPHNpvjGUstvQ1XtZIEAAQIECDSRgIC3iTpbUwkQmDcCO+ywQ5pvvvlSjFaZMGFCNsVCvImKNyg//OEPU4ykaV3i641R4gYnTzzxROvN2XKMTHn++eezMDcPeGMah5ibLm7aduONN6aYeiFG8MY0DksvvXSb57GSAAECBAgQaD6BpZZaKgtFIxiN4PSRRx5Jjz76aDb6duLEienXv/519joj5vyPqZ2i5K9PYsqo2Ld1iQ+mo8T5Oir5eebmdU68vokSr5ta37Mg1sdUU/GjECBAgAABAikJeD0LCBAgUGeBGOUyaNCgylljlO2JJ56YbrvttvTtb387nXLKKbPcLC3msovy1FNPpZEjR1aObetB3L06L1/4wheyEDlGzjz33HPZT7xBi1E1MedebI+5fhUCBAgQIECAQC6w7LLLZnPpxk3XpkyZks2le/nll6d77703xVRTMU/vuHHjspu0xjG/+MUv8kPb/B0jguM88QF3W6Uzr3PygDemklAIECBAgACBjgUEvB372EqAAIGaBeJrhPkcco8//ng65phj0llnnZWN6G198rXWWitttNFGrVdXLcd8unmJr1EecMABaeedd075HHgxwmbMmDHZnHT/+Mc/0s9+9rNsDt/8GL8JECBAgACB5hCIG6vdc8892ZRNEea2VSKU3W+//dKMGTNShLz33XdfFvDGN5HyEjdni2kcai1z8zonn4Zq2rRptV7W8QQIECBAoPQCtf8rXXoiDSRAgEDtAhHyxujduCFITNcQd6Q+6aSTsputxdnz6RTiK5G77LLLXF8wRunuuOOO2U+MoHnooYfSqaeemt599910/fXXZ1/JnOuTOoAAAQIECBAotEDc2DXm8I8QN26K1q9fv3bbk98bII6JEt9GWmCBBbJRvDEVwrBhw9o9dnYbOvM6J6aUiBKjg9sq8XonRhvHHLwt70PQ1r7WESBAgACBsgv0LHsDtY8AAQLdRWDo0KHZ3aajPnGzkWuuuaZSteWXXz57HCN8Y/Rt6zJp0qQspD300EMrc+BFUHz44Ydnd5WOr1HmJd7ExSjg3XbbLVuVf8UxFmIOvSgxSkchQIAAAQIEyi0Qc/bH64IIQ//0pz912NgHH3ww277++utX9ov5/6PEt4TaKvEh8r777pt++tOftrW5sq4zr3OWW2657Pi4wWzL1zn5SeM1U0wdcd5552WrvMbJZfwmQIAAgWYUEPA2Y69rMwECDRP49Kc/ndZZZ53s+hdccEH6z3/+kz2OryzGz/jx47M5eidPnlxVx9g35tiNr1rmI2iGDBmS/vWvf6WYkzfm4G1d7r///mxVfr1YiDd5UeLO1AoBAgQIECBQboGYk3+nnXbKGhkjeX/+859n3yRq2er4EPncc89Nf/7zn7PVMYd/Xvbee+/s4ZVXXpkiUG1Z4rXE2Wefnd38NT7E7qh05nVO3DB2vfXWy14bnX/++VUfTsdN4S666KLskptvvnn2O78RW3yInb++6qhOthEgQIAAgTIJmKKhTL2pLQQIFEIgRt3GXHYTJkxIp59+ejr++OOzesfo3G9+85vprrvuSl/96lezUbgx313MnRd3n475duMGbAMGDMj2z+ff/fGPf5zdHOX2229PG264YYpwOEbhRPgbNybZaqutKi7xNcYoN954YxYYb7zxxmmfffbJ1vkPAQIECBAgUD6BeM0xcODA9Ktf/Sr99a9/zX5i6oUYIRtTOb355psp5tuND4G/9a1vpXyqhpCIqQ8++9nPZvP6H3HEEWnTTTfNbhQ7atSo7LVGhMPDhw9Pu++++2zh5vZ1TpzwoIMOSl//+tfTddddl1544YUUo4sjWI4RxXHt1VdfPbsPQewb9V900UWzNsX9CeI10A9/+MNsXWxXCBAgQIBAmQV6HfdhKXMDu0PbjJTrDr2gDgS6VuCDDz6ojHzZY489Uj6KpK2rxpx2MSfvww8/nI16ia8txpushRZaKJsfL+a+e/bZZ9OTTz6Z/cSUDXFjtQh3P/GJT1SdMr46GfPavfTSSynuUB1fY4yRvvFVzA022CBF+Bvz8+ZlxRVXTK+99lo26jfe1MUNTLbZZpt8s98ECJRQYPHFF+90q7yG6TSdAwl0K4EIQuMbQPGaIj4IHj16dDaSd+zYsdk8u2ussUY66qijshGzrSseHx7HfLjPPPNM9hM3c43XEjElwnbbbZci+M0/fI5jYxqq+FlttdWy1yL5+TrzOieO+eQnP5m9XnriiSey88Zrnhilu8MOO2QfjPft2ze/RFpppZWy11fvv/9+eu+997JAOP9wu7KTBwQIFEYgPpyKH4UAgdkL9Pjw09r/3R519vvboxMC8QJHIUCAwNwIRPAagW3MObfEEkukRRZZpMPD4095BLYRxsSLoGWWWaYy325bB06dOjV74xPn7dOnT1u7WEeAQEkE4qvRnS1ew3RWznEEurdABL2vv/569iHw3HwIFMfF65N4rRGvT/Kpn+a2tXP7OifOHx9exzeaIliO1zkdXTvC3fgwPaaoUAgQKK5ATP8yN3+jittSNSdQu4CAt3bD2Z7Bm6PZEtmBAAECBAgQ6CIBAW8XwTotAQIECBAg0KUCAt4u5XXykgm4yVrJOlRzCBAgQIAAAQIECBAgQIAAAQIECBBoHgEBb/P0tZYSIECAAAECBAgQIECAAAECBAgQIFAyAQFvyTpUcwgQIECAAAECBAgQIECAAAECBAgQaB4BAW/z9LWWEiBAgAABAgQIECBAgAABAgQIECBQMgEBb8k6VHMIECBAgAABAgQIECBAgAABAgQIEGgeAQFv8/S1lhIgQIAAAQIECBAgQIAAAQIECBAgUDIBAW/JOlRzCBAgQIAAAQIECBAgQIAAAQIECBBoHgEBb/P0tZYSIECAAAECBAgQIECAAAECBAgQIFAyAQFvyTpUcwgQIECAAAECBAgQIECAAAECBAgQaB4BAW/z9LWWEiBAgAABAgQIECBAgAABAgQIECBQMgEBb8k6VHMIECBAgAABAgQIECBAgAABAgQIEGgeAQFv8/S1lhIgQIAAAQIECBAgQIAAAQIECBAgUDKBHjM/LCVrU7drztixY7tdnbqqQj169Kic2lOrQlHXB7kx37qyVk6W+8YKxhWWuj7IjfnWlbVystw3VjCusNT1QRgXyXbQoEGdbr/XMJ2mc2AbAvnfpyL9/9NGM7rtqtw3Ksi4a7opN+bbtb6ew13jG2ct2nN4vvnmS/PPP3/XgTgzgRIJ9C5RW7ptU8aNG9dt61bPivXu3TsNGTIkO+XEiRPT6NGj63l65/r/AksssUQaM2ZMmjBhApM6C/Tp0ycNHjw4O2v4hrNSX4F4Ubn44otnfx/i74RSX4F4AbzIIotkJ41/e5rl35/6KnZ8tp49e6ahQ4em9957L02ePLnjnbvJ1loC3mZ5DuX9Gl02ZcqU9O6773aT3itXNRZbbLEUf/ub5Xk1L3uvV69eKXyjTJo0Kb3//vvz8vJNc634+x/P3/HjxzdNm+dVQ72XnDfSRXsvOXDgQAHvvHlquEoJBEzRUIJO1AQCBAgQIECAAAECBAgQIECAAAECBJpTQMDbnP2u1QQIECBAgAABAgQIECBAgAABAgQIlEBAwFuCTtQEAgQIECBAgAABAgQIECBAgAABAgSaU0DA25z9rtUECBAgQIAAAQIECBAgQIAAAQIECJRAQMBbgk7UBAIECBAgQIAAAQIECBAgQIAAAQIEmlNAwNuc/a7VBAgQIECAAAECBAgQIECAAAECBAiUQEDAW4JO1AQCBAgQIECAAAECBAgQIECAAAECBJpTQMDbnP2u1QQIECBAgAABAgQIECBAgAABAgQIlEBAwFuCTtQEAgQIECBAgAABAgQIECBAgAABAgSaU0DA25z9rtUECBAgQIAAAQIECBAgQIAAAQIECJRAQMBbgk7UBAIECBAgQIAAAQIECBAgQIAAAQIEmlNAwNuc/a7VBAgQIECAAAECBAgQIECAAAECBAiUQEDAW4JO1AQCBAgQIECAAAECBAgQIECAAAECBJpTQMDbnP2u1QQIECBAgAABAgQIECBAgAABAgQIlEBAwFuCTtQEAgQIECBAgAABAgQIECBAgAABAgSaU0DA25z9rtUECBAgQIAAAQIECBAgQIAAAQIECJRAQMBbgk7UBAIECBAgQIAAAQIECBAgQIAAAQIEmlNAwNuc/a7VBAgQIECAAAECBAgQIECAAAECBAiUQEDAW4JO1AQCBAgQIECAAAECBAgQIECAAAECBJpTQMDbnP2u1QQIECBAgAABAgQIECBAgAABAgQIlEBAwFuCTtQEAgQIECBAgAABAgQIECBAgAABAgSaU0DA25z9rtUECBAgQIAAAQIECBAgQIAAAQIECJRAQMBbgk7UBAIECBAgQIAAAQIECBAgQIAAAQIEmlNAwNuc/a7VBAgQIECAAAECBAgQIECAAAECBAiUQEDAW4JO1AQCBAgQIECAAAECBAgQIECAAAECBJpTQMDbnP2u1QQIECBAgAABAgQIECBAgAABAgQIlEBAwFuCTtQEAgQIECBAgAABAgQIECBAgAABAgSaU0DA25z9rtUECBAgQIAAAQIECBAgQIAAAQIECJRAQMBbgk7UBAIECBAgQIAAAQIECBAgQIAAAQIEmlNAwNuc/a7VBAgQIECAAAECBAgQIECAAAECBAiUQKB3CdqgCQQIECBAoFsI9Br1fEPr0aNPnzRtgQX+W4eJE1OvCRMaWp+WF58+bJWWix4TIECAAAECBAgQIECAQJ0EBLx1gnQaAgQIECDQ/1fnNRxhUosa9G/xuNEPx/7kpEZXwfUJECBAgAABAgQIECBQSgFTNJSyWzWKAAECBAgQIECAAAECBAgQIECAAIFmEBDwNkMvayMBAgQIECBAgAABAgQIECBAgAABAqUUEPCWsls1igABAgQIECBAgAABAgQIECBAgACBZhAQ8DZDL2sjAQIECBAgQIAAAQIECBAgQIAAAQKlFBDwlrJbNYoAAQIECBAgQIAAAQIECBAgQIAAgWYQEPA2Qy9rIwECBAgQIECAAAECBAgQIECAAAECpRQQ8JayWzWKAAECBAgQIECAAAECBAgQIECAAIFmEBDwNkMvayMBAgQIECBAgAABAgQIECBAgAABAqUUEPCWsls1igABAgQIECBAgAABAgQIECBAgACBZhAQ8DZDL2sjAQIECBAgQIAAAQIECBAgQIAAAQKlFBDwlrJbNYoAAQIECBAgQIAAAQIECBAgQIAAgWYQEPA2Qy9rIwECBAgQIECAAAECBAgQIECAAAECpRQQ8JayWzWKAAECBAgQIECAAAECBAgQIECAAIFmEBDwNkMvayMBAgQIECBAgAABAgQIECBAgAABAqUUEPCWsls1igABAgQIECBAgAABAgQIECBAgACBZhAQ8DZDL2sjAQIECBAgQIAAAQIECBAgQIAAAQKlFBDwlrJbNYoAAQIECBAgQIAAAQIECBAgQIAAgWYQEPA2Qy9rIwECBAgQIECAAAECBAgQIECAAAECpRQQ8JayWzWKAAECBAgQIECAAAECBAgQIECAAIFmEBDwNkMvayMBAgQIECBAgAABAgQIECBAgAABAqUUEPCWsls1igABAgQIECBAgAABAgQIECBAgACBZhAQ8DZDL2sjAQIECBAgQIAAAQIECBAgQIAAAQKlFBDwlrJbNYoAAQIECBAgQIAAAQIECBAgQIAAgWYQEPA2Qy9rIwECBAgQIECAAAECBAgQIECAAAECpRQQ8JayWzWKAAECBAgQIECAAAECBAgQIECAAIFmEBDwNkMvayMBAgQIECBAgAABAgQIECBAgAABAqUUEPCWsls1igABAgQIECBAgAABAgQIECBAgACBZhAQ8DZDL2sjAQIECBAgQIAAAQIECBAgQIAAAQKlFBDwlrJbNYoAAQIECBAgQIAAAQIECBAgQIAAgWYQEPA2Qy9rIwECBAgQIECAAAECBAgQIECAAAECpRQQ8JayWzWKAAECBAgQIECAAAECBAgQIECAAIFmEBDwNkMvayMBAgQIECBAgAABAgQIECBAgAABAqUUEPCWsls1igABAgQIECBAgAABAgQIECBAgACBZhAQ8DZDL2sjAQIECBAgQIAAAQIECBAgQIAAAQKlFBDwlrJbNYoAAQIECBAgQIAAAQIECBAgQIAAgWYQEPA2Qy9rIwECBAgQIECAAAECBAgQIECAAAECpRQQ8JayWzWKAAECBAgQIECAAAECBAgQIECAAIFmEBDwNkMvayMBAgQIECBAgAABAgQIECBAgAABAqUUEPCWsls1igABAgQIECBAgAABAgQIECBAgACBZhAQ8DZDL2sjAQIECBAgQIAAAQIECBAgQIAAAQKlFBDwlrJbNYoAAQIECBAgQIAAAQIECBAgQIAAgWYQEPA2Qy9rIwECBAgQIECAAAECBAgQIECAAAECpRQQ8JayWzWKAAECBAgQIECAAAECBAgQIECAAIFmEBDwNkMvayMBAgQIECBAgAABAgQIECBAgAABAqUUEPCWsls1igABAgQIECBAgAABAgQIECBAgACBZhAQ8DZDL2sjAQIECBAgQIAAAQIECBAgQIAAAQKlFBDwlrJbNYoAAQIECBAgQIAAAQIECBAgQIAAgWYQEPA2Qy9rIwECBAgQIECAAAECBAgQIECAAAECpRQQ8JayWzWKAAECBAgQIECAAAECBAgQIECAAIFmEBDwNkMvayMBAgQIECBAgAABAgQIECBAgAABAqUUEPCWsls1igABAgQIECBAgAABAgQIECBAgACBZhAQ8DZDL2sjAQIECBAgQIAAAQIECBAgQIAAAQKlFBDwlrJbNYoAAQIECBAgQIAAAQIECBAgQIAAgWYQEPA2Qy9rIwECBAgQIECAAAECBAgQIECAAAECpRQQ8JayWzWKAAECBAgQIECAAAECBAgQIECAAIFmEBDwNkMvayMBAgQIECBAgAABAgQIECBAgAABAqUUEPCWsls1igABAgQIECBAgAABAgQIECBAgACBZhAQ8DZDL2sjAQIECBAgQIAAAQIECBAgQIAAAQKlFBDwlrJbNYoAAQIECBAgQIAAAQIECBAgQIAAgWYQEPA2Qy9rIwECBAgQIECAAAECBAgQIECAAAECpRQQ8JayWzWKAAECBAgQIECAAAECBAgQIECAAIFmEBDwNkMvayMBAgQIECBAgAABAgQIECBAgAABAqUUEPCWsls1igABAgQIECBAgAABAgQIECBAgACBZhAQ8DZDL2sjAQIECBAgQIAAAQIECBAgQIAAAQKlFBDwlrJbNYoAAQIECBAgQIAAAQIECBAgQIAAgWYQEPA2Qy9rIwECBAgQIECAAAECBAgQIECAAAECpRQQ8JayWzWKAAECBAgQIECAAAECBAgQIECAAIFmEBDwNkMvayMBAgQIECBAgAABAgQIECBAgAABAqUU6DHzw1LKlnWjRjUTcY8ePTL5ZmrzvH6qhTHfrlP3HO462/zMZX4Oj9/nC3kz/W4lMODi37ZaU9zFoj2H879rnRGfMWNGquX4zlyzUcfk7fRvbKN6wHVrFfAcrlXQ8Y0W8Bzu+h4I4yL9Ozdx4sTUv3//rodxBQIlEOhdgjZ0+yaMHTu229exHhXs2bNnGjhwYHaqadOmpfhjrNRfYIEFFkiTJk1KU6dOrf/Jm/yMvXr1SgMGDMgUwjeclfoLlPk57Gsx7T9fyvJvYbwxGjRoUPZvXPxbV4QS/891towbN66zhxbquLxfo9LTp09PEyZMKFT9i1LZeJ0Y/75Onjy5KFUuTD1bPoe9Du+6bou///H8nTJlStddpEnP7L3kvOn4or0Oj+eFQoDAnAkIeOfMqaa9xo8fX9PxRTm4d+/eVQFvs7R7XvdP/KMcLyq9+ay/fJ8+fSoBb7w58hyuv3G8AY3ncLw5KuOHQIPqT1aaM5bl/6d4oxFv8OMDoKKEVLUEvGXpt9n9j5T3a+wXo5abpd2zc6n39vgQNQJevvWWTSk+pI6/TVHiQwrG9TeOM8aHFPE6nG/9fb2XrL9pW2cs2nvJfABZW22xjgCBagEfh1R7WCJAgAABAgQIECBAgAABAgQIECBAgEBhBAS8hekqFSVAgAABAgQIECBAgAABAgQIECBAgEC1gIC32sMSAQIECBAgQIAAAQIECBAgQIAAAQIECiMg4C1MV6koAQIECBAgQIAAAQIECBAgQIAAAQIEqgUEvNUelggQIECAAAECBAgQIECAAAECBAgQIFAYAQFvYbpKRQkQIECAAAECBAgQIECAAAECBAgQIFAtIOCt9rBEgAABAgQIECBAgAABAgQIECBAgACBwggIeAvTVSpKgAABAgQIECBAgAABAgQIECBAgACBagEBb7WHJQIECBAgQIAAAQIECBAgQIAAAQIECBRGQMBbmK5SUQIECBAgQIAAAQIECBAgQIAAAQIECFQLCHirPSwRIECAAAECBAgQIECAAAECBAgQIECgMAIC3sJ0lYoSIECAAAECBAgQIECAAAECBAgQIECgWkDAW+1hiQABAgQIECBAgAABAgQIECBAgAABAoUREPAWpqtUlAABAgQIECBAgAABAgQIECBAgAABAtUCAt5qD0sECBAgQIAAAQIECBAgQIAAAQIECBAojICAtzBdpaIECBAgQIAAAQIECBAgQIAAAQIECBCoFhDwVntYIkCAAAECBAgQIECAAAECBAgQIECAQGEEBLyF6SoVJUCAAAECBAgQIECAAAECBAgQIECAQLWAgLfawxIBAgQIECBAgAABAgQIECBAgAABAgQKIyDgLUxXqSgBAgQIECBAgAABAgQIECBAgAABAgSqBXpXL1oiQIAAAQIdC/Qa9XzHO3SwtUePHmnau/9JPcaNS70mT+5gT5sIECBAgAABAgQIECBAgACBOREQ8M6Jkn0IECBAoCLQ/1fnVR535sGkDw/q9eFP/84c7BgCBAgQIECAAAECBAgQIECgSsAUDVUcFggQIECAAAECBAgQIECAAAECBAgQIFAcAQFvcfpKTQkQIECAAAECBAgQIECAAAECBAgQIFAlIOCt4rBAgAABAgQIECBAgAABAgQIECBAgACB4ggIeIvTV2pKgAABAgQIECBAgAABAgQIECBAgACBKgEBbxWHBQIECBAgQIAAAQIECBAgQIAAAQIECBRHQMBbnL5SUwIECBAgQIAAAQIECBAgQIAAAQIECFQJCHirOCwQIECAAAECBAgQIECAAAECBAgQIECgOAIC3uL0lZoSIECAAAECBAgQIECAAAECBAgQIECgSkDAW8VhgQABAgQIECBAgAABAgQIECBAgAABAsUREPAWp6/UlAABAgQIECBAgAABAgQIECBAgAABAlUCAt4qDgsECBAgQIAAAQIECBAgQIAAAQIECBAojoCAtzh9paYECBAgQIAAAQIECBAgQIAAAQIECBCoEhDwVnFYIECAAAECBAgQIECAAAECBAgQIECAQHEEBLzF6Ss1JUCAAAECBAgQIECAAAECBAgQIECAQJWAgLeKwwIBAgQIECBAgAABAgQIECBAgAABAgSKIyDgLU5fqSkBAgQIECBAgAABAgQIECBAgAABAgSqBAS8VRwWCBAgQIAAAQIECBAgQIAAAQIECBAgUBwBAW9x+kpNCRAgQIAAAQIECBAgQIAAAQIECBAgUCUg4K3isECAAAECBAgQIECAAAECBAgQIECAAIHiCAh4i9NXakqAAAECBAgQIECAAAECBAgQIECAAIEqAQFvFYcFAgQIECBAgAABAgQIECBAgAABAgQIFEdAwFucvlJTAgQIECBAgAABAgQIECBAgAABAgQIVAkIeKs4LBAgQIAAAQIECBAgQIAAAQIECBAgQKA4AgLe4vSVmhIgQIAAAQIECBAgQIAAAQIECBAgQKBKQMBbxWGBAAECBAgQIECAAAECBAgQIECAAAECxREQ8Banr9SUAAECBAgQIECAAAECBAgQIECAAAECVQIC3ioOCwQIECBAgAABAgQIECBAgAABAgQIECiOgIC3OH2lpgQIECBAgAABAgQIECBAgAABAgQIEKgSEPBWcVggQIAAAQIECBAgQIAAAQIECBAgQIBAcQQEvMXpKzUlQIAAAQIECBAgQIAAAQIECBAgQIBAlYCAt4rDAgECBAgQIECAAAECBAgQIECAAAECBIojIOAtTl+pKQECBAgQIECAAAECBAgQIECAAAECBKoEBLxVHBYIECBAgAABAgQIECBAgAABAgQIECBQHAEBb3H6Sk0JECBAgAABAgQIECBAgAABAgQIECBQJSDgreKwQIAAAQIECBAgQIAAAQIECBAgQIAAgeIICHiL01dqSoAAAQIECBAgQIAAAQIECBAgQIAAgSoBAW8VhwUCBAgQIECAAAECBAgQIECAAAECBAgUR0DAW5y+UlMCBAgQIECAAAECBAgQIECAAAECBAhUCQh4qzgsECBAgAABAgQIECBAgAABAgQIECBAoDgCAt7i9JWaEiBAgAABAgQIECBAgAABAgQIECBAoEpAwFvFYYEAAQIECBAgQIAAAQIECBAgQIAAAQLFERDwFqev1JQAAQIECBAgQIAAAQIECBAgQIAAAQJVAgLeKg4LBAgQIECAAAECBAgQIECAAAECBAgQKI6AgLc4faWmBAgQIECAAAECBAgQIECAAAECBAgQqBIQ8FZxWCBAgAABAgQIECBAgAABAgQIECBAgEBxBAS8xekrNSVAgAABAgQIECBAgAABAgQIECBAgECVgIC3isMCAQIECBAgQIAAAQIECBAgQIAAAQIEiiMg4C1OX6kpAQIECBAgQIAAAQIECBAgQIAAAQIEqgQEvFUcFggQIECAAAECBAgQIECAAAECBAgQIFAcAQFvcfpKTQkQIECAAAECBAgQIECAAAECBAgQIFAlIOCt4rBAgAABAgQIECBAgAABAgQIECBAgACB4ggIeIvTV2pKgAABAgQIECBAgAABAgQIECBAgACBKgEBbxWHBQIECBAgQIAAAQIECBAgQIAAAQIECBRHQMBbnL5SUwIECBAgQIAAAQIECBAgQIAAAQIECFQJCHirOCwQIECAAAECBAgQIECAAAECBAgQIECgOAIC3uL0lZoSIECAAAECBAgQIECAAAECBAgQIECgSkDAW8VhgQABAgQIECBAgAABAgQIECBAgAABAsUREPAWp6/UlAABAgQIECBAgAABAgQIECBAgAABAlUCAt4qDgsECBAgQIAAAQIECBAgQIAAAQIECBAojoCAtzh9paYECBAgQIAAAQIECBAgQIAAAQIECBCoEhDwVnFYIECAAAECBAgQIECAAAECBAgQIECAQHEEBLzF6Ss1JUCAAAECBAgQIECAAAECBAgQIECAQJWAgLeKwwIBAgQIECBAgAABAgQIECBAgAABAgSKIyDgLU5fqSkBAgQIECBAgAABAgQIECBAgAABAgSqBAS8VRwWCBAgQIAAAQIECBAgQIAAAQIECBAgUBwBAW9x+kpNCRAgQIAAAQIECBAgQIAAAQIECBAgUCUg4K3isECAAAECBAgQIECAAAECBAgQIECAAIHiCAh4i9NXakqAAAECBAgQIECAAAECBAgQIECAAIEqAQFvFYcFAgQIECBAgAABAgQIECBAgAABAgQIFEdAwFucvlJTAgQIECBAgAABAgQIECBAgAABAgQIVAkIeKs4LBAgQIAAAQIECBAgQIAAAQIECBAgQKA4AgLe4vSVmhIgQIAAAQIECBAgQIAAAQIECBAgQKBKQMBbxWGBAAECBAgQIECAAAECBAgQIECAAAECxREQ8Banr9SUAAECBAgQIECAAAECBAgQIECAAAECVQIC3ioOCwQIECBAgAABAgQIECBAgAABAgQIECiOgIC3OH2lpgQIECBAgAABAgQIECBAgAABAgQIEKgSEPBWcVggQIAAAQIECBAgQIAAAQIECBAgQIBAcQQEvMXpKzUlQIAAAQIECBAgQIAAAQIECBAgQIBAlYCAt4rDAgECBAgQIECAAAECBAgQIECAAAECBIojIOAtTl+pKQECBAgQIECAAAECBAgQIECAAAECBKoEBLxVHBYIECBAgAABAgQIECBAgAABAgQIECBQHAEBb3H6Sk0JECBAgAABAgQIECBAgAABAgQIECBQJSDgreKwQIAAAQIECBAgQIAAAQIECBAgQIAAgeIICHiL01dqSoAAAQIECBAgQIAAAQIECBAgQIAAgSqB3lVLJVy47rrr0q9//et03HHHpdVWW63dFj777LPpyiuvTK+++moaMGBAWmONNdKIESPSiiuu2O4xNhAgQIAAAQIECBAgQIAAAQIECBAgQKCRAqUOeJ944ol00kknpWnTpqXJkye363zVVVel0047Lds+cODANGXKlPTwww+nK664Iv3kJz9JH/vYx9o91gYCBAgQIECAAAECBAgQIECAAAECBAg0SqC0UzQ88sgj6bvf/W4W7naEGyHw6aefnuabb770ox/9KF1//fXpxhtvTIcddliaOHFiGjlyZPr3v//d0SlsI0CAAAECBAgQIECAAAECBAgQIECAQEMEShfwTpgwIRu1GwHt+++/n3r27LiJl1xySZo5c2b6whe+kDbddNPUo0eP1KdPn7TrrrumXXbZJU2dOjVdffXVDekcFyVAgAABAgQIECBAgAABAgQIECBAgEBHAh2nnx0d2U237b///unPf/5z6t+/f/r+97+fVlhhhXZrGmHw/fffn23feuutZ9kvX3fttdfOdiTwLAdbQYAAAQIECBAgQIAAAQIECBAgQIAAgS4WKF3AO3r06BTB7MUXX5y22mqrDvmeeeaZbPTuMsssk5ZccslZ9h0+fHgaNGhQGjNmTHrttddm2W4FAQIECBAgQIAAAQIECBAgQIAAAQIEGilQupusXXTRRWno0KFzZPrGG29k+y200ELt7h/bxo4dm15//fW04oortrnfu+++m/75z3+2uS2me1hsscXa3Fa2lb169ao0KabGiLYrXSMQ1nzrb9u79//+JHoO19/XGZtboCx/s2IqpyjN8ne4LP02u//78n6N/fLpumZ3jO2dE/Dva+fcZndUy2npGM9Oq7btzfL3vzaluT/ae8m5N+vsEZ7DnZVzHIHuLfC/NKN713OOazen4W6ccPz48dl5Owp4F1hggWyffN9sodV/br755nTssce2WvvfxSFDhqS77rqrzW1lXjn//POn+FG6RmDgwIEpfpSuE+jbt2+KH2VWgXGzrrKGwGwFBg8ePNt9irTDggsuWKTqdrquiy66aBZ4dvoEBTwwQu2yPV+7UzfENGrxo3SdQNw82nO463wHDBiQ4kfpOgHvJbvONs5cpPeSMa2mQoDAnAmUboqGOWv2f/fK/1jENAztlTxEmzRpUnu7WE+AAAECBAgQIECAAAECBAgQIECAAIGGCJRuBO/cKOafvE6ZMqXdwyZPnpxt62g06vLLL5+23377Ns8RI4DzILnNHUq0Mr7S2K9fv6xF06ZNSx25lqjZ87wpMeolbMNYqa9AfKUxH7XrOVxfW2cjUJZ/C/N/6+L1wfTp0wvRsbWMlpw4cWIh2liPSuZO0a/56796nNc5/icQ/8aG79SpU/+30qO6COR/m+JknsN1IW3zJPFeJ56/Xoe3yVPTypbPYa/Da6Ls8OCivZecMWNGh+2xkQCB/wk0dcCbf3Xpgw8++J9Iq0cx/26UPAxutTlb3HDDDVP8tFfefPPN9jaVan3MX5oHvPHCJ25Op9RfIP5RjjfcZQlL6i/U+TPG13LzgDdCdM/hti3b/85D2/tbSyAEyvL/U3wQFP/WxdRNRQkB8+CyM8/EsvTb7Noe/Zo7RTjWLO2enUu9t8eAifj/Jn99Xe/zN/P5Yk5Nr8O7/hkQrxPjm50dTd/X9bUo5xW8l5w3/Vq095L5N6rnjY6rECi2QFNP0ZAHvB29yMzD34UXXrjYPa32BAgQIECAAAECBAgQIECAAAECBAiUTqCpA97FFlss69DXX3+9za+KxeiN9957L8WojmHDhpWu8zWIAAECBAgQIECAAAECBAgQIECAAIFiCzR1wLvkkkum4cOHp3HjxqX77rtvlp689dZbszmsYp/8a3uz7GQFAQIECBAgQIAAAQIECBAgQIAAAQIEGiTQ1AFvmO+5554Z/UUXXVQ1H9jbb7+dLrvssmzbrrvumv32HwIECBAgQIAAAQIECBAgQIAAAQIECHQngaa+yVp0xGabbZZWW2219Mwzz6T9998/bbHFFtldUW+55Zb07rvvpk984hNpxIgR3anP1IUAAQIECBAgQIAAAQIECBAgQIAAAQKZQNMHvHHH2TPOOCOdcsop6aabbkqXXnppBhPrd9lll3TAAQdkc/B6vhAgQIAAAQIECBAgQIAAAQIECBAgQKC7CZQ+4L344otnaz7//POno446Ko0cOTK9+OKLaebMmWmZZZZJAwYMmO2xdiBAgAABAgQIECBAgAABAgQIECBAgECjBEof8M4NbO/evdOqq646N4fYlwABAgQIECBAgAABAgQIECBAgAABAg0TaPqbrDVM3oUJECBAgAABAgQIECBAgAABAgQIECBQo4CAt0ZAhxMgQIAAAQIECBAgQIAAAQIECBAgQKBRAgLeRsm7LgECBAgQIECAAAECBAgQIECAAAECBGoUEPDWCOhwAgQIECBAgAABAgQIECBAgAABAgQINEpAwNsoedclQIAAAQIECBAgQIAAAQIECBAgQIBAjQIC3hoBHU6AAAECBAgQIECAAAECBAgQIECAAIFGCQh4GyXvugQIECBAgAABAgQIECBAgAABAgQIEKhRQMBbI6DDCRAgQIAAAQIECBAgQIAAAQIECBAg0CgBAW+j5F2XAAECBAgQIECAAAECBAgQIECAAAECNQoIeGsEdDgBAgQIECBAgAABAgQIECBAgAABAgQaJSDgbZS86xIgQIAAAQIECBAgQIAAAQIECBAgQKBGAQFvjYAOJ0CAAAECBAgQIECAAAECBAgQIECAQKMEBLyNknddAgQIECBAgAABAgQIECBAgAABAgQI1Cgg4K0R0OEECBAgQIAAAQIECBAgQIAAAQIECBBolICAt1HyrkuAAAECBAgQIECAAAECBAgQIECAAIEaBQS8NQI6nAABAgQIECBAgAABAgQIECBAgAABAo0SEPA2St51CRAgQIAAAQIECBAgQIAAAQIECBAgUKOAgLdGQIcTIECAAAECBAgQIECAAAECBAgQIECgUQIC3kbJuy4BAgQIECBAgAABAgQIECBAgAABAgRqFBDw1gjocAIECBAgQIAAAQIECBAgQIAAAQIECDRKQMDbKHnXJUCAAAECBAgQIECAAAECBAgQIECAQI0CAt4aAR1OgAABAgQIECBAgAABAgQIECBAgACBRgkIeBsl77oECBAgQIAAAQIECBAgQIAAAQIECBCoUUDAWyOgwwkQIECAAAECBAgQIECAAAECBAgQINAoAQFvo+RdlwABAgQIECBAgAABAgQIECBAgAABAjUKCHhrBHQ4AQIECBAgQIAAAQIECBAgQIAAAQIEGiUg4G2UvOsSIECAAAECBAgQIECAAAECBAgQIECgRgEBb42ADidAgAABAgQIECBAgAABAgQIECBAgECjBAS8jZJ3XQIECBAgQIAAAQIECBAgQIAAAQIECNQoIOCtEdDhBAgQIECAAAECBAgQIECAAAECBAgQaJSAgLdR8q5LgAABAgQIECBAgAABAgQIECBAgACBGgUEvDUCOpwAAQIECBAgQIAAAQIECBAgQIAAAQKNEhDwNkredQkQIECAAAECBAgQIECAAAECBAgQIFCjgIC3RkCHEyBAgAABAgQIECBAgAABAgQIECBAoFECAt5GybsuAQIECBAgQIAAAQIECBAgQIAAAQIEahQQ8NYI6HACBAgQIECAAAECBAgQIECAAAECBAg0SkDA2yh51yVAgAABAgQIECBAgAABAgQIECBAgECNAgLeGgEdToAAAQIECBAgQIAAAQIECBAgQIAAgUYJCHgbJe+6BAgQIECAAAECBAgQIECAAAECBAgQqFFAwFsjoMMJECBAgAABAgQIECBAgAABAgQIECDQKAEBb6PkXZcAAQIECBAgQIAAAQIECBAgQIAAAQI1Cgh4awR0OAECBAgQIECAAAECBAgQIECAAAECBBolIOBtlLzrEiBAgAABAgQIECBAgAABAgQIECBAoEYBAW+NgA4nQIAAAQIECBAgQIAAAQIECBAgQIBAowQEvI2Sd10CBAgQIECAAAECBAgQIECAAAECBAjUKCDgrRHQ4QQIECBAgAABAgQIECBAgAABAgQIEGiUgIC3UfKuS4AAAQIECBAgQIAAAQIECBAgQIAAgRoFBLw1AjqcAAECBAgQIECAAAECBAgQIECAAAECjRIQ8DZK3nUJECBAgAABAgQIECBAgAABAgQIECBQo4CAt0ZAhxMgQIAAAQIECBAgQIAAAQIECBAgQKBRAgLeRsm7LgECBAgQIECAAAECBAgQIECAAAECBGoUEPDWCOhwAgQIECBAgAABAgQIECBAgAABAgQINEpAwNsoedclQIAAAQIECBAgQIAAAQIECBAgQIBAjQIC3hoBHU6AAAECBAgQIECAAAECBAgQIECAAIFGCQh4GyXvugQIECBAgAABAgQIECBAgAABAgQIEKhRQMBbI6DDCRAgQIAAAQIECBAgQIAAAQIECBAg0CgBAW+j5F2XAAECBAgQIECAAAECBAgQIECAAAECNQoIeGsEdDgBAgQIECBAgAABAgQIECBAgAABAgQaJSDgbZS86xIgQIAAAQIECBAgQIAAAQIECBAgQKBGAQFvjYAOJ0CAAAECBAgQIECAAAECBAgQIECAQKMEBLyNknddAgQIECBAgAABAgQIECBAgAABAgQI1Cgg4K0R0OEECBAgQIAAAQIECBAgQIAAAQIECBBolICAt1HyrkuAAAECBAgQIECAAAECBAgQIECAAIEaBQS8NQI6nAABAgQIECBAgAABAgQIECBAgAABAo0SEPA2St51CRAgQIAAAQIECBAgQIAAAQIECBAgUKOAgLdGQIcTIECAAAECBAgQIECAAAECBAgQIECgUQIC3kbJuy4BAgQIECBAgAABAgQIECBAgACBAgn85z//ST169Mh+jj/++ALVvNxVFfCWu3+1jgABAgQIECBAgAABAgQIECBAgEDdBWbOnFn3czph5wQEvJ1zcxQBAgQIECBAgAABAgQIECBAgAABAgQaLiDgbXgXqAABAgQIECBAgAABAgQIECBAgAABAgQ6JyDg7ZybowgQIECAAAECBAgQIECAAAECBAgQINBwgd4Nr4EKECBAgAABAgQIECBAgAABAgQIECi4wPTp09NDDz2UteIjH/lIGjhwYJo2bVp6+OGH0+23354WWWSRtPnmm6eVVlqpqqX5cbfddlvq1atXWm211dKnPvWp1Lt3x7HdxIkT0/PPP5+effbZ9Nxzz6W+ffumYcOGZT9x/Z49Zx3XmV8rKhDXGTRoUFbHxx9/PN1zzz3pgw8+SB/72MfSuuuumwYPHlxVz/YW3n333XTvvfdmbV922WXTBhtskIYPH97m9eMcr7zySnr77bfTggsumFZdddXs8V/+8pfs98Ybb5wZtb7Wm2++mTk+88wzafLkyWnNNdfMfpZbbrnWu1aWX3vttfTvf/87LbDAAll9YkNcN9r56KOPpjg22rr66qvPUtcxY8ZkpnFMnz590jrrrBMPZylTp05NjzzySLY+vNdbb71Z9pkXKzp+psyLGrgGAQIECBAgQIAAAQIECBAgQIAAgYILjB07Nn384x/PWnHHHXekcePGpT333DNFWNiyrL322im2R7h61113pe233z699957LXdJsc9ll11WCSarNn64cO6556aRI0dm12i9LZajHhdccEEWXrbc3rKOt956axZexvUjpG1ZIiw+7bTT0le/+tWWq2d5fMUVV6R99tknRdjcsqy11lrpqquuSiuvvHLL1dnjn/zkJ1n9I8Q+4YQT0ic/+ckU9crL8ccfn773ve/bg3M3AABAAElEQVRlixE4x/Lpp5+eIkxtXXbeeed09tlnpyFDhrTelH7xi19kbdhss83SzTffnPbbb7/029/+dpb9Ntlkk3T55ZenpZZaqrJt/vnnT/vuu296+umns3V//OMf04477ljZnj845phj0s9+9rNs8aijjmpYwDtrlJ/X0G8CBAgQIECAAAECBAgQIECAAAECBOZa4Morr8yC2wh3l1xyybTllltWQsgYPRrh4d/+9rf06U9/Ohs1u8Yaa6RNN900RbAYJfaJ4HTmzJlV147lz3zmM+nAAw/Mwt0490477ZT233//bH0+6va+++5LG220UXr//ferjm+5cN1116WtttoqC3cjiI2gNT9+0qRJ6YADDsgC0pbHtHwcYenuu++epkyZkgXKUd98pOtjjz2WhZ0xKrm9EqHw5z//+apwN/bdeuuts0Mi9I3znXzyyVm4u9hii6Vtt9027bbbbmn55ZfP9vnDH/6Qhdj3339/ttzWf8aPH5/1RdQ3QvVwiZG2+QjnCNnXX3/9FG3OSwTcl156aZpvvvmyVQcffPAslhGQn3TSSdn2OGeE1Y0qAt5GybsuAQIECBAgQIAAAQIECBAgQIBAKQXOOOOMbIqGmA7gjTfeSLfcckt66aWXUowmjRLBZIxgjaAypnCIKRJiGod33nknmzYg9omQNkb6tiw33HBDip8ohxxySDbdQZzr/PPPTxHYvvzyy1kwHNtjBPE555wTD9ssEU4OHTo0RVA5atSobJRrTGFw0UUXVfaPUbwzZsyoLLd88MILL2SBcATVMUVDHBdt+f3vf5/69++fjVyOOrZ3/J133plefPHFtNdee2Vtj/rHiNiY4iHKN7/5zcwsHh966KHp9ddfT9dee212/mhn1C0C2Kjzl7/85Wyqidi3dXnwwQczszhH9MXdd9+dHnjggey4mKIhSkwBESOmW5YYRZ2HtjHVw+GHH17ZHCOu995776xtCy20UHbs7KbUqBzcBQ8EvF2A6pQECBAgQIAAAQIECBAgQIAAAQLNKxCjQyMw3HDDDSsIMSfv97///cpyPIhRpTF6Ny8xwvSss87KFyvzwOYrItSMsvTSS2cBZ8wP27LENc4888zK/L0REndUIpTdfPPNK7v06NEjC4i/9KUvZesiSH3iiScq21s/iFGueWidb4sRtjGtQpSY4qB1cJrvF79jeoRf//rX2ejlGJmcB6oxpUJMMRElprmIKRry0bTZyg//c9hhh6Uf/ehH2eKTTz6ZTj311HzTLL+jjXGO8M3LoosumgXt+XLMA9y6xDQYuc8ll1ySbrrppmyXGN0cYXGUqGdHcwFnO3XxfwS8XQzs9AQIECBAgAABAgQIECBAgAABAs0lECND86kGWrb8ox/9aGUxwt8YJdq6xI3H8vLqq6/mD7PfMX9tzHt74YUXZjdkq9r4/xcGDBiQBcCxGKN42ysxLUEeXrbeJ+bQzUuMKm6rRDgbo5DbKjGFRNxULkqEwO2VGOGbT5XQcp8YzRslbjqXh8Utt+ePv/a1r1Xmzm1rft18vyOPPDJ/WPU7RlDHTdiitNXOqFsE0DFKN8pBBx2UzjvvvGx+4ViOdsY8wI0uAt5G94DrEyBAgAABAgQIECBAgAABAgQIlEqgreA2GpgHhfF4pZVWil+zlAho8xLz27YsMSftrrvums2d23J9PI75fmPagxgFm980bdq0aa13qyyvuOKKlcetH0TwmZe2bm4W20aMGJHvMsvvaENu8Nxzz82yPV8xbNiw/GHV72eeeSZbjnq0daO2fOeYKzeC5igxzUTrOYvz/eakre21c5lllqmMqo5pNmL0bpQYeX3KKafkl2jo794NvbqLEyBAgAABAgQIECBAgAABAgQIECiZQMsgt72mxU3D2ioxTcLsSgS4MZI3pk946qmnsqkc3nrrrdkdVrV92WWXrVpuudCvX7/KYntz6LYMgSs7t3gQwWiUGIUcQXXrKRZiW3vhbcuAN/brqKywwgrZ5gkTJmTz9LbVrrbW5efM29peO2O/mCYi5v/93e9+lx0Wx1x++eUpAubuUAS83aEX1IEAAQIECBAgQIAAAQIECBAgQKA0Al0Z/H3nO9/J5t+NQLN1iRGx2267bRZExs3HOiq11jHmsO2o5FM0TJ8+PU2cOHGWgDduSrbgggvOcooYhRs3PYsyZMiQWba3XpFfJ9ZH8N1WmFtrW+PcLQPtGBkdbeouRcDbXXpCPQgQIECAAAECBAgQIECAAAECBEohMCejcDvT0KOPPjrFPLxRItjcfvvt03rrrZfWXHPNbMqAPDC9+uqrO3P6uTrmvffe63D/f/3rX9n2CILzenV4wP/fGHYR0sZ0CPmNzDo67p///Gdl8+DBgyuP6/ng7rvvTj/96U8rp4zpHPbaa6/08MMPp/79+1fWN+qBOXgbJe+6BAgQIECAAAECBAgQIECAAAECBOZQIEan5iHjaqutlh5//PHsZmsHH3xwNg9tyxA1D19j9GxXlXyUbXvnf+WVV7JN7U3D0N5xsT6fmzc/R0f75vtEMDwnI347Oldb28aOHZu+8IUvpLCM859xxhnZbjG38MiRI9s6ZJ6vE/DOc3IXJECAAAECBAgQIECAAAECBAgQIDB3AnfccUflJmJxo6+lllqqzRPE/LUffPBBtq2jm6y1efBcrIw5adsrL774YnrooYeyzR/96Efb263d9auuumq27fXXX0//+Mc/2t0vpqH429/+lm3fcMMNu2RO3MMOOyy9/PLL2TV++ctfpq997Wtphx12yJbPPvvsdP3117dbv3m1QcA7r6RdhwABAgQIECBAgAABAgQIECBAgEAnBeJGZXmJALWtEsHuF7/4xcqmmEqgq8o999yTrrnmmjZP//3vfz9FuBzz7B555JFt7tPRykMPPbQyZ+9RRx2Vnaut/X/wgx+k8ePHZ5t23333tnapad0f/vCHdPHFF2fn2HXXXVP8RIlgd+GFF84e77fffumdd97JHjfqPwLeRsm7LgECBAgQIECAAAECBAgQIECAAIE5FFh//fVTPrfvhRdemG6//fZs2oA4fMaMGdl8sJ/5zGfSgw8+WDnj+++/X3lc7wdxM7QIPC+//PI0efLk7PSjR4/OAubf/e532fKBBx6Yhg8fPteXjmkdjjjiiOy4u+66K40YMSK1DLVjCop99tknnXXWWdk+a6+9dopr1bPEHMIxUjpKTM0Qo3fzsvjii2c3uovlt956K+2///75pob8FvA2hN1FCRAgQIAAAQIECBAgQIAAAQIECMy5wIorrliZ8zVGrW6++eZp6NChWfgZN1xbd911s+kMYiTrvvvum504bkAWoWtXlAg/e/bsmfbcc89sNGvMCxw3VPvNb36TXW6bbbZJP/zhDzt96e9+97tpl112yY6/8847U4S+Sy65ZPY7rnPJJZdk22IKiBhpO//883f6Wq0PjPA6DGPe4yhnnnnmLPP77r333mnbbbfNtv/lL39J559/fva4Ef8R8DZC3TUJECBAgAABAgQIECBAgAABAgQIzKXAj3/843TSSSelhRZaKDsyAshbb701m3N39dVXTzfccEM2onavvfbKtse0DhF+dkWJAPfmm29OK620Upo4cWJ69tlns5HEEb6eeOKJ6brrrkstb/w2t3UYMGBAuvLKK9Nll12WVlhhhezwuLFbPpI3RtEec8wx6f77708RfteznH766emmm27KThkh82677dbm6c8999xKGw8//PA0atSoNvfr6pU9PkykZ3b1RZr9/LO7q2BZfGJelfxuhfE/dld9QlQWr862Y4kllkhjxoxJEyZM6OwpHNeOQJ8+fdLgwYOzreEbzsqsAoOO6h53CZ21ZtZ0Z4GxPzmpO1dvjusWIxRilER8JSz/GtocH9ygHePfjc6WZnkNk/drOMWboHykRmfdHNe2wGKLLZa9+Ys7USv1FejVq1cK3yiTJk1KXfl13PrWvFhni7//48aNq8z1WKzad+/aei85b/qnaO8lBw4cmAYNGjRvcAp4lfh7H0Fn3Pwr/g2IUawRiDaqxOvGRx99NK2yyipZ4NsV9Yj36E888UT2Xn255ZbLpn6Ivx9KShQ8CwgQIECAAAECBAgQIECAAAECBAgUSKBv375ZqBvBbnco8QFCLQML5qQNMRp4k002mZNdm24fUzQ0XZdrMAECBAgQIECAAAECBAgQIECAAAECZREQ8JalJ7WDAAECBAgQIECAAAECBAgQIECAAIGmExDwNl2XazABAgQIECBAgAABAgQIECBAgAABAmUREPCWpSe1gwABAgQIECBAgAABAgQIECBAgACBphMQ8DZdl2swAQIECBAgQIAAAQIECBAgQIAAAQJlEah7wHveeeelb3zjG+npp5+eY6MTTjghbbzxxunEE0+c42PsSIAAAQIECBAgQIAAAQIECBAgQIAAgWYXqHvA++c//zmddtpp6eWXX55j29tuuy3dc889cxUKz/HJ7UiAAAECBAgQIECAAAECBAgQIECAAIGSCvRuZLumT5+eRo0alR577LGsGv37929kdVybAAECBAgQIECAAAECBAgQIECAAAEChRKoKeDddttt09/+9reqBk+dOjVb3nHHHVPPnh0PEI59Z8yYUTl+vfXWqzz2gAABAgQIECBAgAABAgQIECBAgAABAgQ6Fqgp4D355JPTmmuumfJQt+Wl2lrXcnvrx6uvvnraYYcdWq+2TIAAAQIECBAgQIAAAQIECBAgQIAAAQLtCNQU8A4fPjydffbZ6YEHHqic/oYbbkivvfZa2mabbdKyyy5bWd/Wgz59+qQBAwakFVZYIe22225p4YUXbms36wgQIECAAAECBAgQIECAAAECBAgQIECgDYGaAt4435e//OXsJz93TNsQAe8hhxyS4rFCgAABAgQIECBAgAABAgQIECBAgAABAl0jUHPA27pae++9d9p4443Tqquu2nqTZQIECBAgQIAAAQIECBAgQIAAAQIECBCoo0DdA9499tijjtVzKgIECBAgQIAAAQIECBAgQIAAAQIECBBoT6DuAW/LC7399tvpueeeSxMmTEjTpk1ruanNx6usskoaNmxYm9usJECAAAECBAgQIECAAAECBAgQIECAAIFqgS4JeCPUPeaYY9LVV189R8FuXqVjjz02HXfccfmi3wQIECBAgAABAgQIECBAgAABAgQIECDQgUDdA96xY8em7bbbLj3//PMdXLa5Ni2xxBLN1eAPW9uvX7/sp+kaPo8avOCCC6b4UbpOoH///il+lFkFxs26yhoCsxUo27+FiyyyyGzbXIYdFl988dSjR48yNGWO2zDffPOlsj1f57jx82DHgQMHpvhRuk6gb9++nsNdx5sWWGCB7KcLL9H0p/ZesmufAkV6LxnfBi9amT59epr82KOFqXb/j61bmLqqaMcCdQ94jz/++Eq4G9Mt7Lnnnmn55ZdPc/IGYeWVV+64tgXdOnr06ILWfO6q3atXrzRo0KDsoClTpmRTc8zdGew9JwILLbRQZhvGSn0FWj6HJ0+enCZOnFjfC5TkbHX/h6MkLprRsUBZ/i2MsDPeGI0fPz5NnTq140Z3k63x70Zny5gxYzp7aKGOy/s1Kh3Tio0b56OsrujACMbi9cukSZO64vRNfc6ePXtWQsf42xR/o5T6C8Tf/3j+xutEpb4CLZ/D3kvW17bl2Yr2XrJ37+K985g5c2aacdovWrJ378eXXNq966d2cyxQ9/9b7rrrruzi66yzTrrllltSs4xw6Ui8WUKi+OObB7zxqVWztLujvu+KbfGPcrxw51t/3T59+ngOzwHrfz/GmYMd7UKghUBZ/mbFG9B4gx9v7ovyBr+WgLcs/dbiqdjmw7xfY+OMGTP8G9umUu0r43ViBOjN8ryqXWzOzxAfUkeAHsXr8Dl3m9s9w9jr8LlVm7P9WwZ5nsNzZtaZvYr2XtI3PjrTy45pVoGe9Wx4/CF+7LHHslPut99+wt164joXAQIECBAgQIAAAQIECBAgQIAAAQIEWgnUNeCNT44HDBiQXSJG8CoECBAgQIAAAQIECBAgQIAAAQIECBAg0HUCdQ14o5obbbRRVttXXnkl++0/BAgQIECAAAECBAgQIECAAAECBAgQINA1AnUPeEeMGJHV9IILLuiaGjsrAQIECBAgQIAAAQIECBAgQIAAAQIECGQCdQ94Dz300LTTTjul2267LR122GFp7NixqAkQIECAAAECBAgQIECAAAECBAgQIECgCwR61/ucTz31VPrKV76S7r///nTGGWekyy+/PK277rppueWWS0OGDOnwcjH6d4sttuhwHxsJECBAgAABAgQIECBAgAABAgQIECBA4L8CdQ94jz766HT99ddXfN9555104403VpY7etC7d28Bb0dAthEgQIAAAQIECBAgQIAAAQIECBAgQKCFQN2naGhxbg8JECBAgAABAgQIECBAgAABAgQIECBAoAsF6j6C9/e//32aNm1ap6rct2/fTh3nIAIECBAgQIAAAQIECBAgQIAAAQIECDSjQN0D3oEDBzajozYTIECAAAECBAgQIECAAAECBAgQIEBgnguYomGek7sgAQIECBAgQIAAAQIECBAgQIAAAQIE6iNQ9xG8o0aNSqNHj+5U7ZZaaqm05JJLdupYBxEgQIAAAQIECBAgQIAAAQIECBAgMO8EXn311bTzzju3e8HevXunBRZYIEXmt8UWW6S999479ejRo939u3LD9OnT02uvvZZWWGGFrrxMQ85d94D3G9/4Rrr++us71ZjjjjsuHXvssZ061kEECBAgQIAAAQIECBAgQIAAAQIECMw7gUmTJqWHHnpoji548cUXp+uuuy5dcsklaV7fh+vBBx9MX/7yl9Mee+yRjj766Dmqb5F2MkVDkXpLXQkQIECAAAECBAgQIECAAAECBAh0Q4FXXnkljRkzpurnnXfeSY888kj6/ve/n/r165euuOKKdMghh8zz2keo/Pjjj8/z686rC9Z9BO83v/nNtPvuu7db/xgO/cEHH6SXX345/eUvf8l+f+Yzn0nnn39+NmS73QNtIECAAAECBAgQIECAAAECBAgQIECgWwrEVAzx07oMHjw4rb322mmJJZZIBx10ULr22mvTzJkzGzZVQ+v6lWG57gHvlltuOccuxx9/fNppp52yKR1+/vOfp1NOOWWOj7UjAQIECBAgQIAAAQIECBAgQIAAAQLFEIgMMALet99+OxtNu9Zaa1VVfMaMGen5559Pjz32WJo2bVoWCg8fPjz16tWrar+WC2+99VZ64IEH0htvvJGWXXbZ9JGPfCQtt9xylV1ioOmzzz6b3nvvvWxd7P/UU0+lCJ2HDh1a2a/oD+oe8M4NSKT6MV9vTG586qmnps997nNpxIgRc3MK+xIgQIAAAQIECBAgQIAAAQIECBAg0M0FXnjhhUoN+/fvX3kcDyJ03WuvvbJwt+WG1VdfPV166aVpzTXXbLk6ezxy5Mh0xhlnpClTplRt23rrrdNFF12UjRh+9913U5wjL6eddlqKnyOOOCKddNJJ+erC/274HLzzzTdf+tSnPpVB3n777YUH1QACBAgQIECAAAECBAgQIECAAAECBP4nENO1xjf5oyy99NJppZVWqmyMEbjrrbdeFu7uvPPOWaB72WWXpS996UvpySefTBtssMEsN3I7+eSTU/wss8wy6ZxzzskGkP7oRz/KguC//vWvKaaDjTJo0KBsUOn//d//Zcvbbrtttrz99ttny2X5T0NH8OaIeZJ+55135qv8JkCAAAECBAgQIECAAAECBAgQIECgIAK//e1v04ABA6pqG9MxvPTSS+mWW27J7sPVs2fPdPbZZ6f4HSXm4j3ssMPSpEmT0g9+8IPsZmz5CfbYY4+0xhprpBipG/v84x//yDelyy+/PHt8wQUXpM033zx7vM0226T99tsvrbzyyunRRx/NfmLu369//espRg9H7viJT3wiW66cqCQPukXAe9ttt2Wcffr0KQmrZhAgQIAAAQIECBAgQIAAAQIECBBoHoEIYTsqMefuWWedlTbeeOPKbpEJ3nvvvWmppZZK3/3udyvr8wdf/epX0zHHHJPuvvvubL8NN9ww2xRz9EaJ+XXzgDeWF1988fTII4+kBRdcMC222GKxqilKwwPemIM3UvwoMRxbIUCAAAECBAgQIECAAAECBAgQIECgWAKHHnpo6tu3bzYqN6ZkiKkSXn311exmZtdcc01af/31Z2nQ008/na1bfvnlsxG2s+zw4Yr45v+DDz6Yhbl5wLvjjjtmI3Tjpm0x325MyRAjeCNbHDZsWFunKfW6uge8f/zjH7Oh1x2pRco+YcKELFG/9tprs1179OiRdURHx9lGgAABAgQIECBAgAABAgQIECBAgED3E4gpFhZeeOFKxSL/23vvvbPpFLbaaqt0xx13zHKztFGjRmX7x/QLW2yxReXYth60vEnb9773vTR27Nj0i1/8It1///3Zz3HHHZeGDBmSYh7f2L7kkku2dZpSrqt7wPurX/0qm9h4brW+9a1vpU022WRuD7M/AQIECBAgQIAAAQIECBAgQIAAAQLdTKB3794p5uV988030+2335622267FDdUixA2LzEHb5QIdz/3uc/lq9v8vc4661TWx0DRn//85+kb3/hGisGmMVr41ltvTe+8805207Wrr7463Xzzzdno38pBJX5Q94B3bq2icw4++OC0zz77zO2h9idAgAABAgQIECBAgAABAgQIECBAoJsK9OrVK11yySXZyN2YrmG33XZLf//731MEtFFWWWWV7PegQYPS4Ycfnj2em//E3L0xNUT8TJ48OQt1DzzwwPTGG2+k888/P5122mlzc7rC7vvfW9bVsfox78Urr7wy25+AHj9+fHr44YfT/vvvnyLVVwgQIECAAAECBAgQIECAAAECBAgQKI/Acsstl0499dSsQXFTtXPOOafSuJhfN0pM3/Cf//ynsj5/EFO8fvzjH08bbbRRNkI31r/++utps802y8LhMWPG5Lum+eefP332s59NI0eOzNY99thjlW09e/43Ap0+fXplXZke1D3gjTvURcfN7ifmwejfv3+ZLLWFAAECBAgQIECAAAECBAgQIECAAIFWAvvuu2/acssts7VHHXVUNsI2FiKo3XzzzdPo0aPTAQcckCZOnFh1ZOwbc+w++eSTad111822Lb300unFF19MMX/vySefXLV/LNxwww3ZuhEjRlS29evXL3sco4jLWOoe8JYRSZsIECBAgAABAgQIECBAgAABAgQIEOi8wLnnnpsiaP3ggw/SIYccUjnRmWeemRZddNFsLt211lorG4F79NFHZ/PnnnHGGSlG38Y9vxZYYIHsmHz+3Vg44YQT0mqrrZaOPPLI7JzDhg1LN910Uzbw9Itf/GLlGiuttFL2+MILL0xr/z/27gXOqqpeHPhvYHiD4BNF8YEPUMJ8a5qiqJfMtCwpvVq+tcdVM/2rZYbvzEqzzNK8pqXmK9Pr23xrhiaimECS7zdXUF7yhr9r15k7wJmZA5yZOfuc7/p8hjln77XX/q3v2szs+c2atbfYIn7wgx807KuGF22W4J0xY0akqdETJkyIKVOmRGER5WpA1AcCBAgQIECAAAECBAgQIECAAAECBJoWSEnWkSNHZhVuu+22uPnmm7PXgwcPjhdeeCG+9KUvRZphm2blnn/++dm29OyuO+64I1u7t3HLBx54YFx33XWRErop1/iTn/wkLr300nj77bezh7k9/fTTsf766zcckp79NWLEiGyJ2JSfTOsAV1Np1YVv0+CcdtppMXr06HjzzTcXc0uZ+f322y/SwseFKdaLVfCGAAECBAgQIECAAAECBAgQIECAAIGKFRg4cOAyTeI85ZRTIn0sWfr27ZslfOfPn58tvZCWbNhggw1izTXXXLJqw/uU5D3ggAOypO7rr78effr0iRRPYb3dhoofv+jUqVPceOONMXfu3HjnnXdirbXWarw7969bJcGbBiMldi+66KKYN29eUaTJkyfHFVdcEVdddVWce+65cfLJJxetZyMBAgQIECBAgAABAgQIECBAgAABAtUvUF9fny25UGpP03INa6+9dvZRyjGdO3fOlm8opW6e6rRKgjclbC+44ILMIUGnxZJTBj09eC09/S5Nt3722Wdj7NixkZLBKXOfMvKN18bIE6JYCRAgQIAAAQIECBAgQIAAAQIECBAg0B4CZU/wjhkzJpuRmzqz4447RlooOa2XUazcfvvtcfzxx8crr7ySLYS87777ZtOpi9W1jQABAgQIECBAgAABAgQIECBAgAABAgQWFyj7Q9Z+/vOfZ8sypHUy7rzzziaTuymMffbZJ1KSt3v37pEewnbttdcuHp13BAgQIECAAAECBAgQIECAAAECBAgQINCkQNkTvGnZhVTSU/HS4sYtlfSkvCOOOCKr9tBDD7VU3X4CBAgQIECAAAECBAgQIECAAAECBAgQ+LdAWRO8CxYsiHHjxmVNb7fddiUjF+qmtXkVAgQIECBAgAABAgQIECBAgAABAgQIEChNoKwJ3g4dOkR62l0qM2fOLC2Cj2ulB6+l0rt37+yzfwgQIECAAAECBAgQIECAAAECBAgQIECgZYGyJnjr6upi0KBB2Vkff/zxls/+7xqPPfZY9mrIkCElH6MiAQIECBAgQIAAAQIECBAgQIAAAQIEal2grAnehLn99ttnpmeccUa8/PLLLfree++9DQ9X23LLLVusrwIBAgQIECBAgAABAgQIECBAgAABAgQI/Eug7Ane0047LXr27BlTp06NoUOHxpVXXhlpbd4ly/Tp0+Oss86K/fffPxYtWhRp9u4BBxywZDXvCRAgQIAAAQIECBAgQIAAAQIECBAgQKAJgX8tmNvEzuXZvNZaa8UPf/jDOPbYY+PNN9+MI444Ik466aQYMGBArL/++jF37tx49dVX46WXXmpYe7dTp05x9dVXR+fOnZfnlI4hQIAAAQIECBAgQIAAAQIECBAgQIBATQqUPcGbFP/rv/4rBg4cGIcffniW5P3ggw9i9OjR2ceSyltssUVccsklYXmGJWW8J0CAAAECBAgQIECAAAECBAgQyItAejZVx732zku44qwigVZJ8CafPffcM/7+97/Hr371q+zz+PHjY8KECZFm62688cbZx7Bhw+Kwww6Ljh07VhGprhAgQIAAAQIECBAgQIAAAQIECNSaQMpvdTvgP2ut2/pbAQKtluBNfevdu3d8+9vfjq5du2ZdTWvtpt9mpPLkk09m6+5K7mYc/iFAgAABAgQIECBAgAABAgQIECBAgMAyC7Ragvexxx6LCy64IFtrd9y4cVlgheRuenPwwQfHW2+9Ffvtt1/84he/iFVWWWWZg3cAAQIECBAgQIAAAQIECBAgQIAAgUoQWLhwYTz4zruVEEpJMeyxdr+S6qlU+QKtkuC98sor4+tf/3rMmzcvW34hPVit8QPU0gX/2muvZfuvu+66eOKJJ+KOO+6IwYMHV76YCAkQIECAAAECBAgQIECAAAECBAgsIZDyXQePGbvE1sp9+64Eb+UOzjJG1mEZ67dYfeLEiXHMMcdkydtUefjw4ZESvEuWP/3pT3H00UdHhw4d4tVXX41DDjkk0n8EhQABAgQIECBAgAABAgQIECBAgAABAgRKEyh7gvecc86J+fPnR9++feOBBx6IO++8M3r27LlYNCmpu/fee8dll10W999/f9TX18fo0aPj2muvXayeNwQIECBAgAABAgQIECBAgAABAgQIECDQtEDZE7xpuYVUDjvssBg2bFjTZ/73nt122y2OPPLI7N0jjzzSYn0VCBAgQIAAAQIECBAgQIAAAQIECBAgQOBfAmVN8C5YsCBbbiE1fcABB5RsvPPOO2d1x48fX/IxKhIgQIAAAQIECBAgQIAAAQIECBAgQKDWBcqa4K2rq8vW1E2oaZmGUsvs2bOzql27di31EPUIECBAgAABAgQIECBAgAABAgQIECBQ8wJlTfCmtXXXXXfdDPXRRx8tGfcvf/lLVnfzzTcv+RgVCRAgQIAAAQIECBAgQIAAAQIECBAgUOsCZU3wJszPf/7zmenIkSPjxRdfbNE3PWTtqquuyuptvfXWLdZXgQABAgQIECBAgAABAgQIECBAgAABAgT+JVD2BO/Xv/71SEstTJ8+PXbYYYc455xzYtKkSYt5L1q0KFur99vf/nbsu+++sXDhwthmm22Wad3exRr0hgABAgQIECBAgAABAgQIECBAgAABAjUoUPYE70YbbRSXXnppRvnBBx/E6aefHn379o2ePXvGpptuGhtuuGF069YtNthgg7j44otj1qxZ2fvf//73UV9fX4NDoMsECBAgQIAAAQIECBAgQIAAAQIECBBYPoGyJ3hTGIcddljceuutsfbaazdENXPmzJgwYUK8/PLLMWfOnIbtn/vc5+LZZ5+NQYMGNWzzggABAgQIECBAgAABAgQIECBAgAABAgRaFmi1KbNpLd7hw4dHWmP3zjvvzBK77733XnTv3j3SLN/0sfPOO8duu+3WcpRqECBAgAABAgQIECBAgAABAgQIECBAgMBSAq2W4E1nSmvxphm66UMhQIAAAQIECBAgQIAAAQIECBAgQKD6BQpLslZ/Tyujh62yRENldE0UBAgQIECAAAECBAgQIECAAAECBAi0tsCiRYvikksuifQX/euvv372F/yrr7567L777nHiiSfG22+/XbYQttlmm0gfM2bMKFubpTa0YMGCeOWVV0qt3mb1JHjbjNqJCBAgQIAAAQIECBAgQIAAAQIECFSXwLRp02K//faLY489Nv7nf/4n3nzzzejbt2+WgH3wwQfjwgsvzBKyo0aNKkvHR48eHelj/vz5ZWmv1Eaefvrp2GqrreL6668v9ZA2qyfB22bUTkSAAAECBAgQIECAAAECBAgQIECgugSOOOKIuO2222Lw4MFx3333xZw5c+Ldd9+NtEzD+PHjY//994933nknhg4dGi+++GJuO3/11VfH2LFjKzJ+Cd6KHBZBESBAgAABAgQIECBAgAABAgQIEKhsgdmzZ8fdd98dHTp0iLvuuiv23HPP6NixY0PQgwYNihtuuCFL7s6dOzf++Mc/NuzzonwCrfqQtfKFqSUCBAgQIECAAAECBAgQIECAAAECBCpJ4JlnnomZM2fGqquuGmuvvXbR0FLy9/DDD49HHnkk7rnnnvjud7+7VL2FCxdms3ufe+65bOmFLbbYIlJyuHGyeKmDimxY3nYmT54cDz/8cNaXTTbZJLbffvuoq6vLzpDW3Z0wYUJMmTIle//ee+/FCy+8EKuttlq2FEWRMNp8kwRvm5M7IQECBAgQIECAAAECBAgQIECAAIH8C3ziE5+ITp06RUqQ3nLLLTFixIiinfrP//zPbKmG7t27L7U/JUsPOuigSMndxiW1fe2118bmm2/eeHOTr5ennXTOQw45JFt6IT0orlDSWrtXXnllfPKTn8z6lmIplIsvvjjSR3p43E9+8pPC5nb9LMHbrvxOToAAAQIECBAgQIAAAQIECBAgQCCfAiuttFLstdde2cPVUpI2zdBNa+6m9XYbJ3Pr6+sjfSxZ/va3v8Uuu+wSaamHL33pS/HFL34xW+4htZPWvN1uu+3iL3/5S2y99dZLHrrY++Vp57XXXstiT+sDp8T0vvvuG9OnT4/f/e53kR4I99nPfjZ7mFvv3r3jZz/7Wba8xGOPPRZ77713thRFSgJXSrEGb6WMhDgIECBAgAABAgQIECBAgAABAgQI5Ezg+uuvjy984Qsxb968bNZrSoyussoqseuuu8YZZ5wRTz31VNEepRmzxx13XJbcPfPMM+Pmm2+ONNP3gAMOiKuuuiqbHZse2JbqNFeWt50UZ0rujhw5Mm688cY4+OCD4xvf+EY8/vjjsemmm8bbb78dl112WXTr1i2OP/74bDZvimOnnXbK3u+8887NhdWm+yR425TbyQgQIECAAAECBAgQIECAAAECBAhUj0BKgKaHp6WZr8OGDYvOnTtHSsymNXdT4jatZ5uWWUjr2DYuac3bNFM2rd172mmnNd6VvT766KOja9eu8cQTT2T1lqrw7w3L087rr78e48aNy9bQPeWUUxZrOq37m5ZgOOKII2KjjTZabF+lvll6bnSlRiouAgQIECBAgAABAgQIECBAgAABAgQqTiA9SO2rX/1q9pEeupaSuw899FDcd9992fq2zz//fLbcwjXXXJMthZA6kBKsqay//vqRlj4oVtLat08//XSWHN5hhx2KVVmudp599tmsrW233Tabobtkw3vuuWe2DMOS2yv1vQRvpY6MuAgQaFeBRePHRcePvykpBAgQIECAAAEC1SEwatr0FerIyh3rY9asWdmfEq9QQxV48A4r9arAqIREgEBeBXr06JGtX5uWQPjxj38caX3cNBs2JXnTrNx99tkn6urqYuLEiVkX0xq7u+22W7Pd/ec//9nk/uVpp5DgXXfddZtsN087JHjzNFpiJUCgzQQW/fyiWPrZnm12eiciQIAAAQIECBAos8A3Jr5c5harp7kxW3+yejqjJwQItKnA5ZdfHulhZYcddliTyxmkWbJphm7fvn3jvffeyx5cts0220RaOzeVlNxNSd/mypZbbtnk7uVpZ8GCBVl7ad3gaigSvNUwivpAgAABAgQIECBAgAABAgQIECBAoI0F0kPInnnmmUhLNJx99tlNnr13796RllsYPXp0vPrqq5ESvJtssklWv1evXnHCCSc0eWxLO5anncLaum+++WbR5mfPnh1pOYkNN9ywxdnFRRto440estbG4E5HgAABAgQIECBAgAABAgQIECBAoBoE0kPVUknJ0HfeeafJLk2aNCnSsgj19fWxxx57ZPVSwjeVRx99NN5///3sdeN/Pvroo+wBbZ/61Key9Xwb72v8enna2WyzzbIm0gPcPvzww8bNZa9TTEcddVScfPLJDftSEjuVwuzfhh0V8EKCtwIGQQgECBAgQIAAAQIECBAgQIAAAQIE8ibw7W9/O1ZdddVsVu5WW20Vd95551JrlY8aNSo+/elPZ4nRlBDu06dP1s2hQ4fGrrvumiVYjznmmGyd88b9P/XUU+Opp56Kv//977H11ls33rXY6+VpJ7U3fPjwmDp1aqTzLFy4sKHN9JC473//+9n7r3zlKw3bu3Xrlr1OS1JUWrFEQ6WNiHgIECBAgAABAgQIECBAgAABAgQI5EBg7bXXzpKw++67b7zwwgvxuc99Ljp27BibbrpppKUXxo0blyVRU1fSzN3rr79+sV5dcsklkRK0t9xyS3zyk5+M1E6nTp3i9ttvz9pLs2b/+7//O1ZaaaXFjlvyzfK0c9FFF8VOO+0UaZmJMWPGZAnflLxNscyYMSN23nnnSAnsQknLNaRy5ZVXZg+OS7GeddZZhd3t+lmCt135nZwAAQIECBAgQIAAAQIECBAgQIBAfgUGDBgQf/3rX+OUU06JtOTBhAkTslm3qUcp2TtkyJDsIWpnnnlmtkRD454OHjw4S+R+61vfypK6P/3pTxt2pwernXvuubHXXns1bGvqxfK0k5LQaXbw0UcfHffee2+WqE7tp2Ukjj/++Fgy3kMPPTT+/Oc/x2233RbPPfdc9OzZU4K3qQGxnQABAgQIECBAgAABAgQIECBAgACB/Aik2bqXXnppFvD8+fNj4sSJ2czdzTffPLp3795sR/r27Rs333xzFI5La+JusMEGseaaaxY9btGiRUW3L2s7qZF+/frFHXfcEXPmzMlmG6cZwwMHDoyuXbsudY40s/jGG2+MuXPnZusNr7XWWkvVaa8NZvC2l7zzEiBAgAABAgQIECBAgAABAgQIEKgygTQDNs2OXdayvMcteZ7laadLly6RZgyXUjp37hzrrbdeKVXbrI6HrLUZtRMRIECAAAECBAgQIECAAAECBAgQIECgvAISvOX11BoBAgQIECBAgAABAgQIECBAgAABAgTaTECCt82onYgAAQIECBAgQIAAAQIECBAgQIAAAQLlFZDgLa+n1ggQIECAAAECBAgQIECAAAECBAgQINBmAhK8bUbtRAQIECBAgAABAgQIECBAgAABAgQIECivgARveT21RoAAAQIECBAgQIAAAQIECBAgQIAAgTYTkOBtM2onIkCAAAECBAgQIECAAAECBAgQIECAQHkFJHjL66k1AgQIECBAgAABAgQIECBAgAABAgQItJmABG+bUTsRAQIECBAgQIAAAQIECBAgQIAAAQIEyisgwVteT60RIECAAAECBAgQIECAAAECBAgQIECgzQTq2+xMTkSAAAECBAgQIECAAAECBAgQIECgigV27NO7inuna5UqIMFbqSMjLgIECBAgQIAAAQIECBAgQIAAgdwI1NfXxy2f/lRu4hVo9QhYoqF6xlJPCBAgQIAAAQIECBAgQIAAAQIECBCoMQEJ3hobcN0lQIAAAQIECBAgQIAAAQIECBAgQKB6BCR4q2cs9YQAAQIECBAgQIAAAQIECBAgQIAAgRoTkOCtsQHXXQIECBAgQIAAAQIECBAgQIAAAQIEqkdAgrd6xlJPCBAgQIAAAQIECBAgQIAAAQIECBCoMQEJ3hobcN0lQIAAAQIECBAgQIAAAQIECBAgQKB6BCR4q2cs9YQAAQIECBAgQIAAAQIECBAgQIAAgRoTkOCtsQHXXQIECBAgQIAAAQIECBAgQIAAAQIEqkdAgrd6xlJPCBAgQIAAAQIECBAgQIAAAQIECBCoMQEJ3hobcN0lQIAAAQIECBAgQIAAAQIECBAgQKB6BCR4q2cs9YQAAQIECBAgQIAAAQIECBAgQIAAgRoTkOCtsQHXXQIECBAgQIAAAQIECBAgQIAAAQIEqkdAgrd6xlJPCBAgQIAAAQIECBAgQIAAAQIECBCoMQEJ3hobcN0lQIAAAQIECBAgQIAAAQIECBAgQKB6BCR4q2cs9YQAAQIECBAgQIAAAQIECBAgQIAAgRoTkOCtsQHXXQIECBAgQIAAAQIECBAgQIAAAQIEqkdAgrd6xlJPCBAgQIAAAQIECBAgQIAAAQIECBCoMQEJ3hobcN0lQIAAAQIECBAgQIAAAQIECBAgQKB6BOqrpyvL35OHHnooxo4d22QDq622Whx00EFN7reDAAECBAgQIECAAAECBAgQIECAAAEC7SEgwfux+m233RajR49u0n/AgAESvE3q2EGAAAECBAgQIECAAAECBAgQIECAQHsJSPB+LD9x4sTM/7jjjosuXbosNRa9evVaapsNBAgQIECAAAECBAgQIECAAAECBAgQaG+Bmk/wTpo0KaZNmxarrrpqjBgxor3Hw/kJECBAgAABAgQIECBAgAABAgQIECBQskDNP2StMHt34MCBJaOpSIAAAQIECBAgQIAAAQIECBAgQIAAgUoQkOD99/IMhQTv/PnzY8qUKZUwNmIgQIAAAQIECBAgQIAAAQIECBAgQIBAswI1v0RDYQZvSuyecMIJMWbMmFiwYEGkdXe33XbbSOvypuUbmivvvPNOvPjii0WrdO7cOQrJ46IVqmhjx44dG3rToUOHousZN1TwYoUE6uvr+a6QYPGDk6tCgEDrCBRb4751ztS6rdbV1WUn6NSpU+ueqEJar5Zxa4mzMK6pXnpdK/1uyaU19qf7Rb7ll0333oXiPrwg4fOyCLT3/0s/Sy7LaK1YXT9LrpifowlUqkDdoo9LpQbXFnF95Stfibfffjs7VfqmMmjQoEjJ3pdffjnmzZsXK620Ulx88cWx0UYbNRnO9ddfHyNHjiy6f/XVV4/HH3+86D4bCRCoXIEZhxxUucGJjEAOBXpefW0OoxZyuk1snPwkQoAAgTwLrHnHPXkOv1Vjf/dzn2nV9jVOYHkEPvroo+jevfvyHOoYAjUnUNPT1WbOnNmQ3B0+fHiceOKJ0a1bt+wiSEnfM888M8aNGxfnnXdeXH755WF2X839/9BhAgQIECBAgAABAgQIECBAgAABAhUtUNMJ3pTMve666+L999+PLbbYYrEZKv369YuzzjorDjrooEjLODz11FOx4447Fh3MtATDoYceWnRfz549Y8aMGUX3VdvG9Odghd+updnPc+bMqbYuVkR/0jWVbJOxUl6BxtdweVvWGgEC1fK9MM1m7dGjR8yePTv7i588jGz6vrG8Jf0yvBZKYVxTX9NSXbNmzaqFbrd5H9N9YvpLublz57b5uav9hI2v4WScvkYpBJZFoL2/Tze+D/ez5LKM3LLV9bPksnmpTSBPAjWd4E3fRPr37599FBu0vn37xpAhQ+Lpp5/OlmxoKsG75ZZbRvpoqqQ1emuhpBnOhQRvurGcPn16LXS7zfuYvimnm/b05ypKeQXSmpqFa7i8LWuNAIFq+Z6Q7h1Sgjd9Dc7LLzJXJMFbLePW0v/AwrimeinBWyv9bsml3PvT5IqU3OVbbtmItNRc+tqUivvw8vvWQovt/f/Sz5Jtc5Xl7WfJFbmHaRtRZyFQOQL/txp/5cRUUZGsscYaWTyTJ0+uqLgEQ4AAAQIECBAgQIAAAQIECBAgQIAAgZqewfuPf/wjRo0alc3YGzFiRNGrYdKkSdn2ddZZp+h+GwkQIECAAAECBAgQIECAAAECBAgQINBeAjWd4P3ggw/iiiuuyNbe3W677WK99dZbbBymTJkSL7zwQrZt8ODBi+3zhgABAgQIECBAgAABAgQIECBAgAABAu0tUNNLNKQHq/Xp0ycWLVoUV1111WIPS0lrnP7oRz/KHrKx0047xaBBg9p7rJyfAAECBAgQIECAAAECBAgQIECAAAECiwnU9Azerl27xsiRI+M73/lO3H///TF69Oj4j//4j+whBY8++mi8+eabscEGG8QJJ5ywGJo3BAgQIECAAAECBAgQIECAAAECBAgQqASBmk7wpgHYZptt4le/+lVcfPHFMX78+LjhhhuycUlP+R0+fHiW/O3evXsljJUYCBAgQIAAAQIECBAgQIAAAQIECBAgsJhAzSd4k0ZaX/fyyy+PqVOnxhtvvBG9evWK/v37R4cONb2CxWIXijcECBAgQIAAAQIECBAgQIAAAQIECFSegARvozHp3bt3pA+FAAECBAgQIECAAAECBAgQIECAAAECeRAwRTUPoyRGAgQIECBAgAABAgQIECBAgAABAgQIFBGQ4C2CYhMBAgQIECBAgAABAgQIECBAgAABAgTyICDBm4dREiMBAgQIECBAgAABAgQIECBAgAABAgSKCEjwFkGxiQABAgQIECBAgAABAgQIECBAgAABAnkQkODNwyiJkQABAgQIECBAgAABAgQIECBAgAABAkUEJHiLoNhEgAABAgQIECBAgAABAgQIECBAgACBPAhI8OZhlMRIgAABAgQIECBAgAABAgQIECBAgACBIgISvEVQbCJAgAABAgQIECBAgAABAgQIECBAgEAeBCR48zBKYiRAgAABAgQIECBAgAABAgQIECBAgEARAQneIig2ESBAgAABAgQIECBAgAABAgQIECBAIA8CErx5GCUxEiBAgAABAgQIECBAgAABAgQIECBAoIiABG8RFJsIECBAgAABAgQIECBAgAABAgQIECCQBwEJ3jyMkhgJECBAgAABAgQIECBAgAABAgQIECBQRECCtwiKTQQIECBAgAABAgQIECBAgAABAgQIEMiDgARvHkZJjAQIECBAgAABAgQIECBAgAABAgQIECgiIMFbBMUmAgQIECBAgAABAgQIECBAgAABAgQI5EFAgjcPoyRGAgQIECBAgAABAgQIECBAgAABAgQIFBGQ4C2CYhMBAgQIECBAgAABAgQIECBAgAABAgTyICDBm4dREiMBAgQIECBAgAABAgQIECBAgAABAgSKCEjwFkGxiQABAgQIECBAgAABAgQIECBAgAABAnkQkODNwyiJkQABAgQIECBAgAABAgQIECBAgAABAkUEJHiLoNhEgAABAgQIECBAgAABAgQIECBAgACBPAhI8OZhlMRIgAABAgQIECBAgAABAgQIECBAgACBIgISvEVQbCJAgAABAgQIECBAgAABAgQIECBAgEAeBCR48zBKYiRAgAABAgQIECBAgAABAgQIECBAgEARAQneIig2ESBAgAABAgQIECBAgAABAgQIECBAIA8CErx5GCUxEiBAgAABAgQIECBAgAABAgQIECBAoIiABG8RFJsIECBAgAABAgQIECBAgAABAgQIECCQBwEJ3jyMkhgJECBAgAABAgQIECBAgAABAgQIECBQRECCtwiKTQQIECBAgAABAgQIECBAgAABAgQIEMiDgARvHkZJjAQIECBAgAABAgQIECBAgAABAgQIECgiIMFbBMUmAgQIECBAgAABAgQIECBAgAABAgQI5EFAgjcPoyRGAgQIECBAgAABAgQIECBAgAABAgQIFBGQ4C2CYhMBAgQIECBAgAABAgQIECBAgAABAgTyICDBm4dREiMBAgQIECBAgAABAgQIECBAgAABAgSKCEjwFkGxiQABAgQIECBAgAABAgQIECBAgAABAnkQkODNwyiJkQABAgQIECBAgAABAgQIECBAgAABAkUEJHiLoNhEgAABAgQIECBAgAABAgQIECBAgACBPAhI8OZhlMRIgAABAgQIECBAgAABAgQIECBAgACBIgISvEVQbCJAgAABAgQIECBAgAABAgQIECBAgEAeBCR48zBKYiRAgAABAgQIECBAgAABAgQIECBAgEARAQneIig2ESBAgAABAgQIECBAgAABAgQIECBAIA8CErx5GCUxEiBAgAABAgQIECBAgAABAgQIECBAoIiABG8RFJsIECBAgAABAgQIECBAgAABAgQIECCQBwEJ3jyMkhgJECBAgAABAgQIECBAgAABAgQIECBQRECCtwiKTQQIECBAgAABAgQIECBAgAABAgQIEMiDgARvHkZJjAQIECBAgAABAgQIECBAgAABAgQIECgiIMFbBMUmAgQIECBAgAABAgQIECBAgAABAgQI5EFAgjcPoyRGAgQIECBAgAABAgQIECBAgAABAgQIFBGQ4C2CYhMBAgQIECBAgAABAgQIECBAgAABAgTyICDBm4dREiMBAgQIECBAgAABAgQIECBAgAABAgSKCEjwFkGxiQABAgQIECBAgAABAgQIECBAgAABAnkQkODNwyiJkQABAgQIECBAgAABAgQIECBAgAABAkUEJHiLoNhEgAABAgQIECBAgAABAgQIECBAgACBPAhI8OZhlMRIgAABAgQIECBAgAABAgQIECBAgACBIgISvEVQbCJAgAABAgQIECBAgAABAgQIECBAgEAeBCR48zBKYiRAgAABAgQIECBAgAABAgQIECBAgEARAQneIig2ESBAgAABAgQIECBAgAABAgQIECBAIA8CErx5GCUxEiBAgAABAgQIECBAgAABAgQIECBAoIiABG8RFJsIECBAgAABAgQIECBAgAABAgQIECCQBwEJ3jyMkhgJECBAgAABAgQIECBAgAABAgQIECBQRECCtwiKTQQIECBAgAABAgQIECBAgAABAgQIEMiDgARvHkZJjAQIECBAgAABAgQIECBAgAABAgQIECgiIMFbBMUmAgQIECBAgAABAgQIECBAgAABAgQI5EFAgjcPoyRGAgQIECBAgAABAgQIECBAgAABAgQIFBGQ4C2CYhMBAgQIECBAgAABAgQIECBAgAABAgTyICDBm4dREiMBAgQIECBAgAABAgQIECBAgAABAgSKCEjwFkGxiQABAgQIECBAgAABAgQIECBAgAABAnkQkODNwyiJkQABAgQIQtVbcQAAPkRJREFUECBAgAABAgQIECBAgAABAkUEJHiLoNhEgAABAgQIECBAgAABAgQIECBAgACBPAhI8OZhlMRIgAABAgQIECBAgAABAgQIECBAgACBIgISvEVQbCJAgAABAgQIECBAgAABAgQIECBAgEAeBCR48zBKYiRAgAABAgQIECBAgAABAgQIECBAgEARAQneIig2ESBAgAABAgQIECBAgAABAgQIECBAIA8CErx5GCUxEiBAgAABAgQIECBAgAABAgQIECBAoIiABG8RFJsIECBAgAABAgQIECBAgAABAgQIECCQBwEJ3jyMkhgJECBAgAABAgQIECBAgAABAgQIECBQRECCtwiKTQQIECBAgAABAgQIECBAgAABAgQIEMiDgARvHkZJjAQIECBAgAABAgQIECBAgAABAgQIECgiIMFbBMUmAgQIECBAgAABAgQIECBAgAABAgQI5EFAgjcPoyRGAgQIECBAgAABAgQIECBAgAABAgQIFBGQ4C2CYhMBAgQIECBAgAABAgQIECBAgAABAgTyIFCfhyDFSIAAAQIECBAgQIAAgYLAqGnTCy99/ligY4cO0afuX3N3tuvVkwmBZRZo7/9THTt2jD5Rl8U9Z+7cmDFjxjL3wQEtC6xa3ylmzpwZs+fMablyCTV2WKlXCbVUIUCgLQQkeNtC2TkIECBAgAABAgQIECibwDcmvly2tqqtoVf32LXauqQ/bSDg/1QbIFfEKcr7tXPM1p+siF4JggCBCEs0uAoIECBAgAABAgQIECBAgAABAgQIECCQUwEJ3pwOnLAJECBAgAABAgQIECBAgAABAgQIECAgwesaIECAAAECBAgQIECAAAECBAgQIECAQE4FJHhzOnDCJkCAAAECBAgQIECAAAECBAgQIECAgASva4AAAQIECBAgQIAAAQIECBAgQIAAAQI5FZDgzenACZsAAQIECBAgQIAAAQIECBAgQIAAAQISvK4BAgQIECBAgAABAgQIECBAgAABAgQI5FRAgjenAydsAgQIECBAgAABAgQIECBAgAABAgQISPC6BggQIECAAAECBAgQIECAAAECBAgQIJBTAQnenA6csAkQIECAAAECBAgQIECAAAECBAgQICDB6xogQIAAAQIECBAgQIAAAQIECBAgQIBATgUkeHM6cMImQIAAAQIECBAgQIAAAQIECBAgQICABK9rgAABAgQIECBAgAABAgQIECBAgAABAjkVkODN6cAJmwABAgQIECBAgAABAgQIECBAgAABAhK8rgECBAgQIECAAAECBAgQIECAAAECBAjkVECCN6cDJ2wCBAgQIECAAAECBAgQIECAAAECBAhI8LoGCBAgQIAAAQIECBAgQIAAAQIECBAgkFMBCd6cDpywCRAgQIAAAQIECBAgQIAAAQIECBAgIMHrGiBAgAABAgQIECBAgAABAgQIECBAgEBOBSR4czpwwiZAgAABAgQIECBAgAABAgQIECBAgEA9gtYX6NChNvLoS/ZzyfetL107Z6irqwu+5R9vpuU31SKBgkC1/P8q9CN9Lrwu9LEaP9dCH9O4pe+rjUut9Ltxn9vyNd/W1Xaf2Lq+WidA4P8EfD3/PwuvCLS3gARvG4xA37592+AslXWKbt26RfpQWkdgpZVWivShECBAIC8C1fa9sE+fPnmhX6E411hjjaWSnyvUYA4O7ty5c1Tb9VpJ7D179oz0obSeQJcuXVzDrcerZQIEGgm09vfLjz76qNHZvCRAoDkBCd7mdMq0b8qUKWVqqbKb6dixY/Tu3TsLcs6cOTFz5szKDjin0a2yyiqZbTJWyitQX18vcV5eUq0RaBColu+FaWbcyiuvHNOnT4958+Y19K+SX6TvG8tbPvjgg+U9NFfHFcY1BZ3GNY2vUn6B9IuRdP8ya9as8jeuxQaBuXPnxowZMxree0GAAIHWEmjt+7tOnTq1VujaJVB1AhK8bTCktZKIS8mxQlm4cGF2A19473N5BebPn8+3vKRZa+m6VQgQaB2BavleWPhTxJQErJY+NTfitdDH1P/CuKbXixYtqomxTX1t65JsFyxYwLeV4d2HtzKw5gkQaBBo7fsECd4Gai8ItChQG4vDtsigAgECBAgQIECAAAECBAgQIECAAAECBPInIMGbvzETMQECBAgQIECAAAECBAgQIECAAAECBDIBCV4XAgECBAgQIECAAAECBAgQIECAAAECBHIqIMGb04ETNgECBAgQIECAAAECBAgQIECAAAECBCR4XQMECBAgQIAAAQIECBAgQIAAAQIECBDIqYAEb04HTtgECBAgQIAAAQIECBAgQIAAAQIECBCQ4HUNECBAgAABAgQIECBAgAABAgQIECBAIKcCErw5HThhEyBAgAABAgQIECBAgAABAgQIECBAQILXNUCAAAECBAgQIECAAAECBAgQIECAAIGcCkjw5nTghE2AAAECBAgQIECAAAECBAgQIECAAAEJXtcAAQIECBAgQIAAAQIECBAgQIAAAQIEciogwZvTgRM2AQIECBAgQIAAAQIECBAgQIAAAQIEJHhdAwQIECBAgAABAgQIECBAgAABAgQIEMipgARvTgdO2AQIECBAgAABAgQIECBAgAABAgQIEJDgdQ0QIECAAAECBAgQIECAAAECBAgQIEAgpwISvDkdOGETIECAAAECBAgQIECAAAECBAgQIEBAgtc1QIAAAQIECBAgQIAAAQIECBAgQIAAgZwKSPDmdOCETYAAAQIECBAgQIAAAQIECBAgQIAAAQle1wABAgQIECBAgAABAgQIECBAgAABAgRyKiDBm9OBEzYBAgQIECBAgAABAgQIECBAgAABAgTqERAgQIAAAQIEWlug48QXW/sUbdJ+XYcOMf/9/426adOi47x5ZTnngo03KUs7Gqk+gVHTpldVp/p06Bhz58yNj2Z9VFX9qrTOPD55SkyfMaPSwhIPAQIECBAg0IoCErytiKtpAgQIECBA4F8C3f/78qqhmP1xTzr9+6McnZp+/k/K0Yw2qlDgGxNfrsJe6VJrCxw8Zmxrn0L7BAgQIECAQIUJWKKhwgZEOAQIECBAgAABAgQIECBAgAABAgQIEChVQIK3VCn1CBAgQIAAAQIECBAgQIAAAQIECBAgUGECErwVNiDCIUCAAAECBAgQIECAAAECBAgQIECAQKkCErylSqlHgAABAgQIECBAgAABAgQIECBAgACBChOQ4K2wAREOAQIECBAgQIAAAQIECBAgQIAAAQIEShWQ4C1VSj0CBAgQIECAAAECBAgQIECAAAECBAhUmIAEb4UNiHAIECBAgAABAgQIECBAgAABAgQIECBQqoAEb6lS6hEgQIAAAQIECBAgQIAAAQIECBAgQKDCBCR4K2xAhEOAAAECBAgQIECAAAECBAgQIECAAIFSBSR4S5VSjwABAgQIECBAgAABAgQIECBAgAABAhUmIMFbYQMiHAIECBAgQIAAAQIECBAgQIAAAQIECJQqIMFbqpR6BAgQIECAAAECBAgQIECAAAECBAgQqDABCd4KGxDhECBAgAABAgQIECBAgAABAgQIECBAoFQBCd5SpdQjQIAAAQIECBAgQIAAAQIECBAgQIBAhQlI8FbYgAiHAAECBAgQIECAAAECBAgQIECAAAECpQpI8JYqpR4BAgQIECBAgAABAgQIECBAgAABAgQqTECCt8IGRDgECBAgQIAAAQIECBAgQIAAAQIECBAoVUCCt1Qp9QgQIECAAAECBAgQIECAAAECBAgQIFBhAhK8FTYgwiFAgAABAgQIECBAgAABAgQIECBAgECpAhK8pUqpR4AAAQIECBAgQIAAAQIECBAgQIAAgQoTkOCtsAERDgECBAgQIECAAAECBAgQIECAAAECBEoVkOAtVUo9AgQIECBAgAABAgQIECBAgAABAgQIVJiABG+FDYhwCBAgQIAAAQIECBAgQIAAAQIECBAgUKqABG+pUuoRIECAAAECBAgQIECAAAECBAgQIECgwgQkeCtsQIRDgAABAgQIECBAgAABAgQIECBAgACBUgUkeEuVUo8AAQIECBAgQIAAAQIECBAgQIAAAQIVJiDBW2EDIhwCBAgQIECAAAECBAgQIECAAAECBAiUKiDBW6qUegQIECBAgAABAgQIECBAgAABAgQIEKgwAQneChsQ4RAgQIAAAQIECBAgQIAAAQIECBAgQKBUAQneUqXUI0CAAAECBAgQIECAAAECBAgQIECAQIUJSPBW2IAIhwABAgQIECBAgAABAgQIECBAgAABAqUKSPCWKqUeAQIECBAgQIAAAQIECBAgQIAAAQIEKkxAgrfCBkQ4BAgQIECAAAECBAgQIECAAAECBAgQKFVAgrdUKfUIECBAgAABAgQIECBAgAABAgQIECBQYQISvBU2IMIhQIAAAQIECBAgQIAAAQIECBAgQIBAqQISvKVKqUeAAAECBAgQIECAAAECBAgQIECAAIEKE5DgrbABEQ4BAgQIECBAgAABAgQIECBAgAABAgRKFZDgLVVKPQIECBAgQIAAAQIECBAgQIAAAQIECFSYgARvhQ2IcAgQIECAAAECBAgQIECAAAECBAgQIFCqgARvqVLqESBAgAABAgQIECBAgAABAgQIECBAoMIEJHgrbECEQ4AAAQIECBAgQIAAAQIECBAgQIAAgVIFJHhLlVKPAAECBAgQIECAAAECBAgQIECAAAECFSYgwVthAyIcAgQIECBAgAABAgQIECBAgAABAgQIlCogwVuqlHoECBAgQIAAAQIECBAgQIAAAQIECBCoMAEJ3gobEOEQIECAAAECBAgQIECAAAECBAgQIECgVIH6UiuqR4BA9Ql0nPhi9XVqBXrUob4+5r/37gq04FACBAgQWFaBUdOmL+shZa/foa4uVu7QMWt33vz5Ma0CYip7JzVIgAABAgQIECBQtQISvFU7tDpGoGWB7v99ecuVaqzG7Brrr+4SIECgvQW+MfHl9g7B+QkQIECAAAECBAjkWsASDbkePsETIECAAAECBAgQIECAAAECBAgQIFDLAhK8tTz6+k6AAAECBAgQIECAAAECBAgQIECAQK4FJHhzPXyCJ0CAAAECBAgQIECAAAECBAgQIECglgUkeGt59PWdAAECBAgQIECAAAECBAgQIECAAIFcC0jw5nr4BE+AAAECBAgQIECAAAECBAgQIECAQC0LSPDW8ujrOwECBAgQIECAAAECBAgQIECAAAECuRaQ4M318AmeAAECBAgQIECAAAECBAgQIECAAIFaFpDgreXR13cCBAgQIECAAAECBAgQIECAAAECBHItIMGb6+ETPAECBAgQIECAAAECBAgQIECAAAECtSwgwVvLo6/vBAgQIECAAAECBAgQIECAAAECBAjkWkCCN9fDJ3gCBAgQIECAAAECBAgQIECAAAECBGpZQIK3lkdf3wkQIECAAAECBAgQIECAAAECBAgQyLWABG+uh0/wBAgQIECAAAECBAgQIECAAAECBAjUsoAEby2Pvr4TIECAAAECBAgQIECAAAECBAgQIJBrAQneXA+f4AkQIECAAAECBAgQIECAAAECBAgQqGUBCd5aHn19J0CAAAECBAgQIECAAAECBAgQIEAg1wISvLkePsETIECAAAECBAgQIECAAAECBAgQIFDLAhK8tTz6+k6AAAECBAgQIECAAAECBAgQIECAQK4FJHhzPXyCJ0CAAAECBAgQIECAAAECBAgQIECglgUkeGt59PWdAAECBAgQIECAAAECBAgQIECAAIFcC0jw5nr4BE+AAAECBAgQIECAAAECBAgQIECAQC0LSPDW8ujrOwECBAgQIECAAAECBAgQIECAAAECuRaQ4M318AmeAAECBAgQIECAAAECBAgQIECAAIFaFpDgreXR13cCBAgQIECAAAECBAgQIECAAAECBHItIMGb6+ETPAECBAgQIECAAAECBAgQIECAAAECtSwgwVvLo6/vBAgQIECAAAECBAgQIECAAAECBAjkWkCCN9fDJ3gCBAgQIECAAAECBAgQIECAAAECBGpZQIK3lkdf3wkQIECAAAECBAgQIECAAAECBAgQyLWABG+uh0/wBAgQIECAAAECBAgQIECAAAECBAjUsoAEby2Pvr4TIECAAAECBAgQIECAAAECBAgQIJBrAQneXA+f4AkQIECAAAECBAgQIECAAAECBAgQqGUBCd5aHn19J0CAAAECBAgQIECAAAECBAgQIEAg1wISvLkePsETIECAAAECBAgQIECAAAECBAgQIFDLAhK8tTz6+k6AAAECBAgQIECAAAECBAgQIECAQK4FJHhzPXyCJ0CAAAECBAgQIECAAAECBAgQIECglgUkeGt59PWdAAECBAgQIECAAAECBAgQIECAAIFcC0jw5nr4BE+AAAECBAgQIECAAAECBAgQIECAQC0L1Ndy5xv3fcKECXHTTTfFa6+9Fj169IghQ4bEsGHDYsCAAY2reU2AAAECBAgQIECAAAECBAgQIECAAIGKEZDg/Xgobr755rj44ouzQenZs2fMnTs3nnnmmbjxxhvj/PPPj6222qpiBkwgBAgQIECAAAECBAgQIECAAAECBAgQKAjU/BINzz//fPz85z+Pzp07x7nnnht33XVX3HPPPXHcccfFrFmz4qSTTop333234OUzAQIECBAgQIAAAQIECBAgQIAAAQIEKkag5hO8V199dSxatCgOPvjg2GWXXaKuri46deoUI0aMiP333z/mzZsXt956a8UMmEAIECBAgAABAgQIECBAgAABAgQIECBQEKjpBO9HH30UTz31VGYxfPjwgknD58K2O+64I+bPn9+w3QsCBAgQIECAAAECBAgQIECAAAECBAhUgkBNJ3jHjx+fzd7t379/9OvXb6nxGDRoUPTq1SumTp0ar7/++lL7bSBAgAABAgQIECBAgAABAgQIECBAgEB7CtT0Q9beeuutzL5Pnz5NjkHaN3369HjjjTdiwIABReu9+uqr8eyzzxbd161bt9h+++2L7qu2jR07dmzoUnqd+q60jkBaRoRv69hqlQABAm0tUMlfz7t27ZotX9XWJs5HgAABAgQIVL5Aa9/DpCU0FQIEShOo6QTvzJkzM6XmErwrrbRSVqdQtxjrqFGjYuTIkcV2xeqrrx6PP/540X3VvDE9tC59KK0j0L1790gfK1pmbfaJFW3C8QQIECCwggI9m/lF8wo2vcKHp3uk1v7haufVVl3hODVAgAABAgQItL1Ac7mUckSTltVUCBAoTaCmE7yFLxZpGYamSs+ePbNds2fPbqqK7QRyK9DtlO/mNnaBEyBAgEB1CNy0w7bV0RG9IECAAAECBAgQINBOAjWd4O3Ro0fGPnfu3Cb558yZk+3r0qVLk3U233zzOOGEE4ruT7Msp02bVnRftW3s0KFDFBLi8+bNi1mzZlVbFyuiP2lWefqFQ3PXbUUEmsMg0tIijb8u+MVO+QcxzQRMv1RLXx/S1wmlvAL19fUNs/vT96/C97DynqW2Wyt8r0u/JM7LA1gLf420PCOXlqmqhVL42pT6msa1MAmgFvreln1M94npa7+vTeVXb3wNuw8vv2+hxXQNp3tw9+EFkfJ9Lnx/TS26hsvnumRLeftZMl0XCgECpQnUdIJ3tdVWy5SaS8AWfrApJH2KsW622WaRPpoq77zzTlO7qmp7SiwUErzph6PmlrWoqo63cWfSN+X0g5EfPssPn9Y2Lvxfdw2X3ze1WPgBNF3DfglUfuP0y8jC8i3phyNfh8tvXPgBNP0CKC9JqhVJ8NbKNZTGtfAXXQsXLvR/p/z/dbIW0/dYX5taBzf9krpwDS9YsMA13DrM2c86KblbK18bW4mxaLN+lizKUvaNeftZspBfKDuEBglUoUBN/zqkkOAtJHGLjW8h+bvyyisX220bAQIECBAgQIAAAQIECBAgQIAAAQIE2k2gphO8a6yxRgb/xhtvFP1T4alTp8aUKVMizerYeOON222QnJgAAQIECBAgQIAAAQIECBAgQIAAAQLFBGo6wduvX78YNGhQzJgxI5588smlfB566KFIf+KU6hT+5HWpSjYQIECAAAECBAgQIECAAAECBAgQIECgnQRqOsGbzA888MCM/re//W00Xqph0qRJ8Yc//CHbN2LEiOyzfwgQIECAAAECBAgQIECAAAECBAgQIFBJAjX9kLU0EEOHDo1NN900xo8fH0ceeWTstttu2dOT77///pg8eXLstNNOMWzYsEoaM7EQIECAAAECBAgQIECAAAECBAgQIEAgE6j5BG964uwvfvGLuOiii+K+++6La6+9NoNJ2/fff/845phjsjV4XS8ECBAgQIAAAQIECBAgQIAAAQIECBCoNIGaT/CmAenSpUuceuqpcdJJJ8VLL70UixYtiv79+0ePHj0qbbzEQ4AAAQIECBAgQIAAAQIECBAgQIAAgQYBCd4Gioj6+voYOHBgoy1eEiBAgAABAgQIECBAgAABAgQIECBAoHIFav4ha5U7NCIjQIAAAQIECBAgQIAAAQIECBAgQIBA8wISvM372EuAAAECBAgQIECAAAECBAgQIECAAIGKFZDgrdihERgBAgQIECBAgAABAgQIECBAgAABAgSaF5Dgbd7HXgIECBAgQIAAAQIECBAgQIAAAQIECFSsgARvxQ6NwAgQIECAAAECBAgQIECAAAECBAgQINC8gARv8z72EiBAgAABAgQIECBAgAABAgQIECBAoGIFJHgrdmgERoAAAQIECBAgQIAAAQIECBAgQIAAgeYFJHib97GXAAECBAgQIECAAAECBAgQIECAAAECFSsgwVuxQyMwAgQIECBAgAABAgQIECBAgAABAgQINC8gwdu8j70ECBAgQIAAAQIECBAgQIAAAQIECBCoWAEJ3oodGoERIECAAAECBAgQIECAAAECBAgQIECgeQEJ3uZ97CVAgAABAgQIECBAgAABAgQIECBAgEDFCkjwVuzQCIwAAQIECBAgQIAAAQIECBAgQIAAAQLNC0jwNu9jLwECBAgQIECAAAECBAgQIECAAAECBCpWQIK3YodGYAQIECBAgAABAgQIECBAgAABAgQIEGheQIK3eR97CRAgQIAAAQIECBAgQIAAAQIECBAgULECErwVOzQCI0CAAAECBAgQIECAAAECBAgQIECAQPMCErzN+9hLgAABAgQIECBAgAABAgQIECBAgACBihWQ4K3YoREYAQIECBAgQIAAAQIECBAgQIAAAQIEmheQ4G3ex14CBAgQIECAAAECBAgQIECAAAECBAhUrIAEb8UOjcAIECBAgAABAgQIECBAgAABAgQIECDQvEDdoo9L81XsXVGB6dOnr2gTuTh+xowZ8be//S2LtW/fvrHZZpvlIu68BdmpU6dYsGBBLFy4MG+hV3y8H374YYwZMyaLs1+/fjFw4MCKjzmPAbqGW2/UJk+eHGPHjs1O0L9//9hoo41a72Q13HK6hufPnx95uYXq1avXco9WrdzDzJ07N/7yl79kTn369Iktt9xyuc0c2LSAr/9N26zonlmzZsWoUaOyZlZbbbUYMmTIijbp+CICruEiKGXa1PhnyTXWWCMGDx5cppY101ggb9dwly5donPnzo274DUBAk0ISPA2AWPzsguMGzcu9ttvv+zAvffeOy688MJlb8QRBNpR4Omnn46DDjooi2DEiBFxzjnntGM0Tk1g2QUeeeSROProo7MDDzvssDj11FOXvRFHEKhBgfTLkR133DHr+dZbbx3XXXddDSrocp4F3njjjdhjjz2yLuyyyy7xm9/8Js/dEXsNCkyYMCE+//nPZz3/7Gc/GxdddFENKugyAQIEll/AEg3Lb+dIAgQIECBAgAABAgQIECBAgAABAgQItKuABG+78js5AQIECBAgQIAAAQIECBAgQIAAAQIEll9Agnf57RxJgAABAgQIECBAgAABAgQIECBAgACBdhWQ4G1XficnQIAAAQIECBAgQIAAAQIECBAgQIDA8gtI8C6/nSMJECBAgAABAgQIECBAgAABAgQIECDQrgL17Xp2J68qgQ4dOkSnTp2yPtXXu7SqanBrpDN1dXWu4RoZ62rtZuNruGPHjtXaTf0iUHaBxv93CvcyZT+JBgm0skDh2i18buXTaZ5AWQUafx12D1NWWo0RIFAjAnWLPi410lfdJECAAAECBAgQIECAAAECBAgQIECAQFUJWKKhqoZTZwgQIECAAAECBAgQIECAAAECBAgQqCUBCd5aGm19JUCAAAECBAgQIECAAAECBAgQIECgqgQkeKtqOHWGAAECBAgQIECAAAECBAgQIECAAIFaEpDgraXR1lcCBAgQIECAAAECBAgQIECAAAECBKpKQIK3qoZTZwgQIECAAAECBAgQIECAAAECBAgQqCWB+lrqrL62nsCECRPipptuitdeey169OgRQ4YMiWHDhsWAAQNa76RaJrCMApMnT44bb7wxXnrppXjvvfdijTXWiA022CC+8pWvxOqrr160tTlz5sTNN98cTz/9dHzwwQex8cYbxxZbbBGf+cxnomPHjkWPsZFAWwmMGTMmfvnLX8b2228fRx11VNHTuoaLsthIoEHAPUwDhRcVLOAepoIHR2jLJeAeZrnYHESAAIEmBeoWfVya3GsHgRIEUvLr4osvzmr27Nkz5s6dm31069Ytzj///Nhqq61KaEUVAq0r8PDDD8d5550Xs2bNyhKzq666aqQflhYsWBDpWj3llFNi9913XyyIDz/8ML75zW/GG2+8kW1fZZVVYsqUKdnrXXbZJUaOHBmdO3de7BhvCLSVwPTp0+PQQw+NSZMmxR577JFdj0ue2zW8pIj3BBYXcA+zuId3lSngHqYyx0VUyy/gHmb57RxJgACBpgQs0dCUjO0lCTz//PPx85//PEtynXvuuXHXXXfFPffcE8cdd1yWSDvppJPi3XffLaktlQi0lsBbb73VkNw97LDD4t57740//vGP2eevfe1r2bWafhlRSOQW4jj77LOzbWl25B133BG33XZbXH/99bHhhhvGo48+ml37hbo+E2hrgZ/+9KdZcre587qGm9Oxr9YF3MPU+hWQj/67h8nHOIly2QTcwyybl9oECBAoRUCCtxQldZoUuPrqqyNNAj/44IMjzWisq6uLTp06xYgRI2L//fePefPmxa233trk8XYQaAuB22+/PUviplmOhx9+eHTp0iU7bfqc/qx91113jdmzZ0eqVyjjxo2Lp556Kpvde84550Tv3r2zXWuvvXZceOGF2Szgu+++O9IMBIVAWwvcd9998cADD0SfPn2aPLVruEkaOwhkAu5hXAh5EHAPk4dREuOyCLiHWRYtdQkQIFC6gARv6VZqLiHw0UcfZQmwtHn48OFL7P2/bWnm4/z585fabwOBthJIa3ylsvPOOxc9ZZqhm8o///nPhv3pzyFTGTp0aHTt2jV7XfgnLdWw3XbbZUuRpCSvQqAtBdJfRaRfMqRfNhx44IFNnto13CSNHQTCPYyLIC8C7mHyMlLiLEXAPUwpSuoQIEBg+QQkeJfPzVEfC4wfPz6bvdu/f//o16/fUiaDBg2KXr16xdSpU+P1119far8NBNpKIC0jcsMNN8QOO+xQ9JSFdXUbz4Z84YUXsrqF5O+SB6YEbypjx45dcpf3BFpNYOHChZFmlKe1pE8//fSlfvnQ+MSu4cYaXhNYXMA9zOIe3lWugHuYyh0bkS2bgHuYZfNSmwABAssqIMG7rGLqNwikNcFSaZwUa9j57xeFfUuubbpkPe8JtKZAWooh/RKie/fuS50mzS4vzMIdPHhww/6Wrm/XdgOVF20ocN1118Vzzz0XX/3qV6Px9VosBNdwMRXbCPxLoKX/H6mWr/OulkoQcA9TCaMghnIIuIcph6I2CBAg0LSABG/TNva0IDBz5sysRuEHoGLVV1pppWxzoW6xOrYRaE+Byy67LN58883sz9333nvvhlAK12xT17dru4HKizYS+Mc//hFXXHFFDBw4MA499NAWz+oabpFIhRoWaOn/R6Lxdb6GL5CcdN09TE4GSpjhHsZFQIAAgdYXkOBtfeOqPUNavy6VtAxDU6Vnz57ZrvQAK4VApQlcf/31kT46dOgQ3/ve9xr+3D39CVnhmm3q+i5c23PmzKm0bomnCgXSdXbWWWdlD/dLSzPU19c320vXcLM8dhLI1uBNDE19jU/7Cl/nC98P0jaFQKUIuIeplJEQR0sC7mFaErKfAAEC5RGQ4C2PY0220qNHj6zfc+fObbL/heRX+vMyhUAlCVx++eXxy1/+Mkvufv/734/NN9+8IbyU8O3WrVv2vnANN+z894vC9s6dOy+5y3sCZRdI12pay/wb3/hGrLfeei227xpukUiFGhdwD1PjF0DOu+8eJucDWGPhu4epsQHXXQIE2k1Agrfd6PN/4tVWWy3rxLRp05rszPTp07N9hR+kmqxoB4E2Epg3b16cffbZ8fvf/z5ScjbNitxzzz2XOnvh+i5cw0tWKGx3bS8p4325Bf7617/Gn/70p9hmm23iS1/6UsnNu4ZLplKxBgUK/z/cw9Tg4Oe4y+5hcjx4NRq6e5gaHXjdJkCgXQSa/xvPdgnJSfMiUPjhqJDoKhZ34QenlVdeudhu2wi0qUC6Vk877bQYM2ZMtrbi+eefH0OGDCkaQ7q+08MBm7q+XdtF2WxsBYFbb701a3XcuHGx7777LnaGwkzyRx55JPbZZ5/o3bt3XHPNNVkd1/BiVN4QWEzAPcxiHN7kQMA9TA4GSYhLCbiHWYrEBgIECLSagBm8rUZb/Q2vscYaWSdTEizNKFiyTJ06NaZMmZL9CfzGG2+85G7vCbSpQErIHnvssVlyd5111olf//rXTSZ3U2CF6/vll18uGmdh+6abblp0v40EyiXQsWPHbO3dlMxNP+A3/igkeOfPn59tnzFjRsNpXcMNFF4QWEqg8P/DPcxSNDZUoIB7mAocFCGVJOAepiQmlQgQIFAWAQnesjDWZiP9+vWLQYMGRUooPPnkk0shPPTQQ7FgwYKsTvfu3ZfabwOBthJYtGhRnHrqqfHSSy/FwIEDs+Ru//79mz397rvvnu2///77l6qXHmD14IMPZtu32GKLpfbbQKCcAuedd148/PDDRT+OP/747FTpek11CjNl0kbXcDlHQVvVJuAeptpGtHr74x6mese2FnrmHqYWRlkfCRCoFAEJ3koZiZzGceCBB2aR//a3v13sT9knTZoUf/jDH7J9I0aMyGnvhF0tArfffns8//zzkf4k98c//nH2Z+wt9W2HHXaI9ddfPyZOnBh33333YtWvvfbamDx5cvawq+23336xfd4QqBQB13CljIQ4KlXAPUyljoy4Ggu4h2ms4XWtCLiHqZWR1k8CBMopYA3ecmrWYFtDhw6N9Cfq48ePjyOPPDJ22223SH8qnGY9pgTYTjvtFMOGDatBGV2uFIH0J+xpOYZU3n///dhvv/2aDG2jjTaKK664IttfV1cXRx11VPzgBz+INPsgPSQiLTWSEsXpdadOneLkk0+OVE8hUIkCruFKHBUxVZKAe5hKGg2xFBNwD1NMxbZaEHAPUwujrI8ECJRboO7jP/tZVO5GtVdbAunm86KLLor77ruvYS3etN5SSqQdc8wx0bVr19oC0duKEpgwYUKWqC0lqA033DCuuuqqxaqmB7KlBO+7777bsD3N7D3hhBNiq622atjmBYH2ELjllluyr7977LFHjBw5smgIruGiLDYSyATcw7gQKlnAPUwlj47YVlTAPcyKCjqeAAECiwtI8C7u4d0KCKSZu2mN0/Q7g7S+aY8ePVagNYcSqCyBNCM9PYwnPZhnzTXXzB4eWFkRioZA8wKu4eZ97K1tAfcwtT3+1d57X/+rfYSrv3+u4eofYz0kQGDFBSR4V9xQCwQIECBAgAABAgQIECBAgAABAgQIEGgXAQ9Zaxd2JyVAgAABAgQIECBAgAABAgQIECBAgMCKC0jwrrihFggQIECAAAECBAgQIECAAAECBAgQINAuAhK87cLupAQIECBAgAABAgQIECBAgAABAgQIEFhxAQneFTfUAgECBAgQIECAAAECBAgQIECAAAECBNpFQIK3XdidlAABAgQIECBAgAABAgQIECBAgAABAisuIMG74oZaIECAAAECBAgQIECAAAECBAgQIECAQLsISPC2C7uTEiBAgAABAgQIECBAgAABAgQIECBAYMUFJHhX3FALBAgQIECAAAECBAgQIECAAAECBAgQaBcBCd52YXdSAgQIECBAgAABAgQIECBAgAABAgQIrLiABO+KG2qBAAECBAgQIECAAAECBAgQIECAAAEC7SIgwdsu7E5KgAABAgQIECBAgAABAgQIECBAgACBFReQ4F1xQy0QIECAAAECBHIrsHDhwpg1a9Zyxz9//vyYN2/ech+fDlyR86fj58yZEwsWLEgvFQIECBAgQIAAAQI1JyDBW3NDrsMECBAgQIBAKQInnXRS1NXVZR9z584t5ZCGOitybGrkd7/7XcO5x4wZ09BuuV68+OKLcfDBB8dmm20W3bt3jx49esR6660Xw4cPj9tvv73F00ybNi1OO+202GSTTaJbt27Ru3fv2HXXXeN73/tevPPOOy0enyo8/PDDsccee8Sqq66axTBgwID46le/GjfddFNJx//zn/+Mr33tazF48OAs/tSP1J8f/vCH8eGHH5bUhkoECBAgQIAAAQIEqkFAgrcaRlEfCBAgQIAAgbILLFq0aLnbXJFjl/ukJR54xhlnZEnRa6+9NsaPH5/Nfk3xvv7663HffffFvvvum33MmDGjaIsvvfRSDBw4MM4777yYOHFipBm8aQbuI488kiVXP/3pT8fLL79c9NjCxpNPPjl22223eOCBB2LKlCnZ5ldeeSWuueaa+PKXvxxnnnlmoWrRz5dddllsscUW8fvf/z7GjRuXzd5NSfjUn5RkHjRoUDzzzDNFj7WRAAECBAgQIECAQLUJSPBW24jqDwECBAgQINDuAp06dYquXbtmH+0eTKMA0uzYlDxNSdm11147rrrqqiwpmpK7d955Z2y33XZZ7TSL9/jjj2905L9eppm7n/nMZ+Ldd9+N+vr6OPfcc2Ps2LHx97//PS644ILo0qVLltxNSd633nprqePThl/96lfx4x//ONu3/fbbxx133BFvvPFGNnM4zQJOJSWhR44cmb1e8p9U/+tf/3rMnDkzOnfuHOecc06kWc4pqXz11VfHmmuuGe+99142ozglfBUCBAgQIECAAAEC1S5Q9/GMjeWfnlLtOvpHgAABAgQI1KzAiSeeGBdeeGHW/7TGa0omtlVJSzQccsgh2enSTNQtt9xyhU89e/bsLPk5derULLn7/PPPx8orr7xYu2k93r322iubyZt2pGUUhg4d2lDn/PPPj+9+97vZ+1tuuSX222+/hn3pxf333x+f+9znslnBqV6a5du4pKTsuuuum83a/dSnPhV//vOfs+UVCnWS8xe/+MW46667smUb3nzzzcViTMenJRlee+21LJmcZg2nJHHjkpK7W2+9dZZgTrOEH3zwwca7vSZAgAABAgQIECBQdQJm8FbdkOoQAQIECBAgQGBpgb/+9a+RkruppJm3SyZ30/YOHTrEz372s/QyKynBWyhp1u9FF12Uvd19992XSu6mHWlN3SOOOCKrc8UVV2SJ3uzNv/+58sorG5ZkSDN+09q/jUuaAXz55ZdnyfSPPvoom2HceP8f//jHLLmbtqUE/JLJ3bS9b9++kRLRqTz00EPxxBNPZK/9Q4AAAQIECBAgQKBaBeqrtWP6RYAAAQIECBBobYHRo0dn67+m82y44YbZA8PS67TkQOFhY9tuu232wLS0fckyatSoePrpp+P999/PZp3utNNOscoqqyxZrej7tP7tU089FWlN3LQcRHrAWPrYYIMNip4vzXYtlDR7tqmS1q9ND05L6+qm5RcK5bnnnotJkyZlb/fff//C5qU+jxgxIi699NL43//930izfA888MCGOmmN31TSMgppGYdiJS0dkeJL8f7617+OE044oaHaCy+80PD6mGOOaXi95IsvfOELDZvSLOEdd9yx4b0XBAgQIECAAAECBKpNQIK32kZUfwgQIECAAIE2ETjuuOPiF7/4RXautCzBzTff3HDeNAu2ueUd/vGPf8Shhx4aKcHbuKQZtD/96U+bTfJOnjw5Dj/88GzN2mIrbaXZtWlt3XXWWadx03H66afH0UcfnS1dsNFGGy22r/Gb9NCzlNxNZa211mrY1TjWlIhuqqRZtXV1dZFiS7OGGyd4C220lHAtJHhffPHFbMZvIemdHqiWSpr5279//6ZCiJ49e0a/fv3i7bffzmbxNrWeb5MN2EGAAAECBAgQIEAgRwISvDkaLKESIECAAAEClSHwne98pyG5m9aMvf766yM9WK2UkmbFDhs2LFKiNpWBAwfGNttsky098Le//S2bsZpm4hYraR3dffbZJ0ucpv0pmZpm3E6fPj0eeOCBbAmG9HnzzTePtHbv+uuv39BMx44ds6RnSnw2V/70pz817E6zjwslrdlbKGmWcFMlzf5NyySkB7E1fshZep9mKqcyYMCApg7PtjeOO7WxZEI5WackcnOlkKRu6mFvzR1rHwECBAgQIECAAIE8CViDN0+jJVYCBAgQIECg3QX+3//7fw1r0R5wwAFxww03lJzcTbNa0yzalNytr6+PSy65JCZMmBDXXHNNPPbYYzFmzJhIs2sLM1WX7Oxtt93WkNxNyyCkGbFptm5amzYlT3/0ox9lh3zwwQfx29/+dsnDW3w/bdq0bKZvqtinT5/4zGc+03BMajOVlVZaKZsh27CjyIu0BEMqhSUd0uvC8el1S0nmwvGpbuM2Nt1007QpPvzww2x2bvamyD/JonC+wuci1WwiQIAAAQIECBAgUBUCErxVMYw6QYAAAQIECLSFwKmnnho/+clPslMdcsghWWI2JWpLLQ8++GA8+eSTWfVjjz02vvWtby12aEpg3nnnndnDzhbb8e83KQmcSlqyICWKG5cUR5pZnGYEr7HGGpGWN1iWMnfu3EizkdNM21QuvvjibCZuoY2U/E0lzdBtqRTqzJw5s6Fq4fi0obC/YecSLxrvb9zGJz7xiYaajR8G17Dx3y9S4rxQCg+WK7z3mQABAgQIECBAgEC1CUjwVtuI6g8BAgQIECDQKgLf//73G2bIHnXUUXHllVdGWvZgWUp6KFsqKRl74oknFj10k002ifSgsmKlsCZuWie38Zq/hbqp3fQgsvfeey/+8Ic/FDa3+Hn+/Plx8MEHZ8s8pMr77rtvfO1rX1vsuLQMRCrpgW4tlS5dumRVCsskpDeF49PrltooHJ/qNm7jy1/+csPyDhdddFFce+21qcpi5a677ooLLrigYdvChQuz9YAbNnhBgAABAgQIECBAoMoEJHirbEB1hwABAgQIECi/QHpI17nnnps1nBKwl112WZOzbJs7+3PPPZftXm+99WLttddusuoee+xRdN9ee+3VsD0tD5HWpv3hD3+YrbdbeODasiadZ8yYkSV0b7rppqztXXbZJa677rqG8xRedO7cOXs5b968wqYmPxfqNJ6JWzg+HVTY31QDjfc3biMlhn/5y19mhxWS0umhcmeccUacd955WT/23nvvWHXVVSM9+C6VXr16tbheb1bRPwQIECBAgAABAgRyKiDBm9OBEzYBAgQIECDQdgLnn39+w8nS0gdpzdzlKYUE7zrrrNPs4f379y+6f6uttorf/OY32QzgVOGJJ56I733ve7H11ltn69oedthhcc8990RKfpZS0nIMQ4cOjbvvvjurnhLLaQZsjx49ljq8Z8+e2bb0oLeWSqFOWq+3UArHp/eF/YV9S35uvL9xG6leWhc4JaPTMhWppGUvzjzzzDjttNPi9ttvjw033DAef/zxbK3gtD+tJawQIECAAAECBAgQqGYBCd5qHl19I0CAAAECBMom8M1vfrNhTdrjjz8+3nnnnWVu+6WXXsqOKSQnm2qg8UPGlqxz5JFHxsMPP5wt49B4qYOUrE0PXEuzfHfeeedmH0KW2kwPctthhx2y2b/pfVqSoankbtpfiDmtabtgwYK0qcmSHiKXSu/evRvqFI5PG9ISE82VwvGpTuM2Csfsv//+MXbs2Egzq/fZZ58YMmRItibxjTfeGGkZjDRD+rXXXsuqr7zyyoXDfCZAgAABAgQIECBQlQKlPxWkKruvUwQIECBAgACBlgXS+rtnn3127Lbbblli9YMPPsgSimnG6LKUtHTAW2+91WLytXGCs1j7aWmG9JHWp3300Ufj3nvvzWbujh8/Pqs+atSo2HbbbePVV1+NTp06LdVEShDvt99+8eGHH2b7Cv1bqmKjDYMGDcrepeTu22+/HU3NMk5r3qY+prLRRhtln9M/6667bvZwtRTz66+/3rC92IvG+xu30bhuWuIiLc3QVHnllVeyXWnWs0KAAAECBAgQIECgmgXM4K3m0dU3AgQIECBAoCwCp59+etZOmjmaEqOp3HHHHf+/vbsJtWkN4wD+HomSyMDnyEeII2VCSY4USmREDERJCKWMTCQDpSSZnJJ0ZWIiJjKQhE4d34rkcyIGJspnKXWv56212mfbZ52tuK12v7ecs/Z+1zrrXb81uv+e+7zp7Nmz+bjdH0UoWlSXDnbdUPPFddGfdtWqVen48eO5Ijc2WJs7d26ejhA2Wjg0j2vXruUq3wh3I/z952fVb4TXQ42oki3Gw4cPi8Nffj958qTssbto0aJyftiwYam7uzt/rro+TijmI8Rt1as4WjgUPYfLGzQc3Lt3rwzRlyxZ0jDjkAABAgQIECBAgEDnCQh4O++deiICBAgQIEDgLwrEJl9FX9d9+/aVQWI7t4z+sTGinUL0iR1sREVu84jK2eixu3DhwtxOoXk+Pke4e/To0XLq9u3b5XEcPH78OG9EFgFp9Nm9fPly2rJly4BzBvuwbNmyXIEb89HKYbDRONccrq5evTpfFr2II4BuNaLCNyqMY0SricZx69atbB/B9vXr1xunBhyfPn06f44N55YvXz5gzgcCBAgQIECAAAECnSYg4O20N+p5CBAgQIAAgb8qMHny5HTs2LF8j6iC3b59e9v327RpUxo5cmQ+P9oiRDuD5hG9ZWMTseYRYWW0XLh7927e5O3Ro0fNp+TPjZWtixcvLs+J73ft2pW+ffuWopr2woULacWKFeX8UAcRCK9bty6fFpXLRTuIxuuiL/GJEyfyV7FhW9HWoThn48aNqaurKz93bIrWasSGdtECI8aePXsGnBKbyRUbsEXlcatx586dchO8zZs35368rc7zHQECBAgQIECAAIFOERDwdsqb9BwECBAgQIDA/yawbdu2sjI0KlYHCxubFzRr1qx05syZ/PWNGzfSmjVr0vv37/PnCGCvXr2aIhhtFfzGSVu3bi3P3blz5y8ha1QF7969O58zfvz41Bjwxhr7+vry3Jw5c/JmZEeOHElV/86dO5fPL35EK4cIqCNk7enpGVCFHO0hli5dmp8nAuSDBw8Wl5W/475RhRwj1hPP8OnTp/w5KncPHz6c/8UX4RB9hhvHqFGjUoTkMWJtEZIXvXbj+kuXLqWVK1emr1+/5s3ZYhM2gwABAgQIECBAgECnC3T9/I+Jfzv9IT0fAQIECBAgQOB3Bfbv359728Z1379/TyNGjBjwJ16/fp3mz5+fK2LHjh2bIuAs+sUOdW0EjxFmFmPmzJkpNlb78OFDikrdCGlPnjyZpx88eJAWLFhQnJoD0iJQjmrYKVOmpAkTJuSWB0VYHFXGFy9eTI09cGfPnp1evHhR/p12DiJgbW4lEdXFETRHJXCMSZMm5dC3sW9wrH3v3r0tbxFVzxs2bMhhdpwwfPjwFGt79epVdo7vIgiP/sGxKV3z+PLlS95A7tmzZ+VUVApH0BvvKcaYMWPy3492FgYBAgQIECBAgACBThdQwdvpb9jzESBAgAABAn9FYMaMGWVI+/Hjx99q1XDo0KEUrQiiyjbGy5cvc7gbYe358+cr++KeOnUq9fb2pqlTp+aNxt69e5c3JYtwN3oDr127NsUmY43hblS3RoD6J8b69etTf39/Dp0jYI5+wkW4G8FstH4YLNyN+8car1y5kg4cOJCrbH/8+JHD8QhnI+zdsWNHunnzZstwN64fPXp0rkSO9g1xfowIe+P6CMejLcP9+/dzr+I86QcBAgQIECBAgACBDhdQwdvhL9jjESBAgAABAvUViFDy6dOnKULaefPm5dC23dVGG4e3b9+mN2/epKiK7e7uTtOmTWv38j9y3ufPn3O4HL8j3J0+fXoOWdv94/E/kkUldFQ/T5w4MVfyjhs3rt3LU9z3+fPn2SCqp2MNv3N92zdyIgECBAgQIECAAIEaCwh4a/xyLI0AAQIECBAgQIAAAQIECBAgQIAAAQJVAlo0VOmYI0CAAAECBAgQIECAAAECBAgQIECAQI0FBLw1fjmWRoAAAQIECBAgQIAAAQIECBAgQIAAgSoBAW+VjjkCBAgQIECAAAECBAgQIECAAAECBAjUWEDAW+OXY2kECBAgQIAAAQIECBAgQIAAAQIECBCoEhDwVumYI0CAAAECBAgQIECAAAECBAgQIECAQI0FBLw1fjmWRoAAAQIECBAgQIAAAQIECBAgQIAAgSoBAW+VjjkCBAgQIECAAAECBAgQIECAAAECBAjUWEDAW+OXY2kECBAgQIAAAQIECBAgQIAAAQIECBCoEhDwVumYI0CAAAECBAgQIECAAAECBAgQIECAQI0FBLw1fjmWRoAAAQIECBAgQIAAAQIECBAgQIAAgSoBAW+VjjkCBAgQIECAAAECBAgQIECAAAECBAjUWEDAW+OXY2kECBAgQIAAAQIECBAgQIAAAQIECBCoEhDwVumYI0CAAAECBAgQIECAAAECBAgQIECAQI0FBLw1fjmWRoAAAQIECBAgQIAAAQIECBAgQIAAgSoBAW+VjjkCBAgQIECAAAECBAgQIECAAAECBAjUWEDAW+OXY2kECBAgQIAAAQIECBAgQIAAAQIECBCoEhDwVumYI0CAAAECBAgQIECAAAECBAgQIECAQI0FBLw1fjmWRoAAAQIECBAgQIAAAQIECBAgQIAAgSoBAW+VjjkCBAgQIECAAAECBAgQIECAAAECBAjUWOA/20JzEsO1xeQAAAAASUVORK5CYII=)
You can now spiff up these graphs with axis labels, a title, a label for the legend, and even a custom theme.
Frequency Polygon
Another common plot to depict a univariate distribution is the frequency polygon, obtained with geom_freqpoly
. It is essentically the same as a histogram, but uses a set of connected points instead of the bars for the histogram. Again, we have to specify a binwidth
. A bare bones example is given below, using the same commands as for the histogram, but with geom_freqpoly
.
ggplot(data=nyc.data,aes(kids2009)) +
geom_freqpoly(binwidth=5)
![](data:image/png;base64,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)
With the frequency polygon it is very easy to show the distribution for different subgroups in the data, for example, by setting aes(color=manbronx)
(instead of using facet_wrap
). We use bins=7
instead of binwidth
to highlight the contrast with a histogram with the same options.
ggplot(data=nyc.data,aes(kids2009)) +
geom_freqpoly(aes(color=manbronx),bins=7)
![](data:image/png;base64,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)
Box Plot
The box plot, also referred to as Tukey’s box and whisker plot, is an alternative way to visualize the distribution of a single variable, with a focus on descriptive statistics such as quartiles and the median. The corresponding geom is geom_boxplot
. We continue our example using the kids2009 variable. We first consider the default option, then move on to illustrate a few optional settings.
Default Settings
The minimal arguments to create a boxplot are the data
set and the x and y variables passed to aes
. As mentioned above, the logic behind the graphs in ggplot is two-dimensional, so both x and y need to be specified. The x variable is used to create separate box plots for different subsets of the data. In our simple example, we don’t need this feature, so we set the x variable to empty, i.e., " “. The y variable is the actual variable of interest, kids2009. The resulting graph is shown below.
ggplot(data=nyc.data,aes(x="",y=kids2009)) +
geom_boxplot()
![](data:image/png;base64,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)
Note the outlier shown as a dot (point) at the bottom of the graph. The box shows the first quartile, the median, and the third quartile. The lines connect the upper and lower fences, and any outliers are shown as distinct points.
By group
The design of the box plot in ggplot is really geared to show the distribution for different subgroups. Each subgroup gets a box plot, arranged side by side for easy comparison.
For example, we now set `aes(x=manbronx,y=kids2009) to obtain two box plots.
ggplot(data=nyc.data,aes(x=manbronx,y=kids2009)) +
geom_boxplot()
![](data:image/png;base64,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)
Note how the two categories are listed as labels on the x-axis. Compare this to using facet_wrap( ~ manbronx)
with x=" "
in the main ggplot
command.
ggplot(data=nyc.data,aes(x="",y=kids2009)) +
geom_boxplot() +
facet_wrap( ~ manbronx)
![](data:image/png;base64,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)
It is the same graph, but now the x-axis label is x (as in the generic box plot), and the categories are listed at the top of each graph.
Bells and whistles
As is, the default box plot is pretty rudimentary. We will illustrate the power of ggplot by adding a number of features to the plot in order provide further information. First, add a title using ggtitle
. As we did for the histogram, we will center the title over the graph. We keep the x-variable set to manbronx to obtain two box plots and set the label for the y-axis to “Percent HH with Children”.
ggplot(data=nyc.data,aes(x=manbronx,y=kids2009)) +
geom_boxplot() +
ylab("Percent HH with Children") +
ggtitle("Example Box Plot") +
theme(plot.title = element_text(hjust=0.5))
![](data:image/png;base64,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)
Next, we want to give the box plot a color, following the variable manbronx. This is accomplished with the color
(for the outlines) and fill
(for the inside of the box) options to aes
for geom_boxplot
. We add the legend label as Selection as we did before. However, because we now have two features by subset, we need to specify the legend for both, as labs(color="Selection",fill="Selection")
.
Also, the box plots do not show the fences as separate lines, the way they do in many other software packages, e.g., as in GeoDa. This can be remedied, but not quite in the same way as in GeoDa. In ggplot, the fences are drawn at the location of the extreme values, the ymin and ymax, and not at the location of the fence cut-off values, as in GeoDa. The fences are obtained from the stat_boxplot
function, by passing the geom
as errorbar
.
One final refinement. In GeoDa, the box plot also shows the locations of the actual observations as points on the central axis. We obtain the same effect by adding geom_point
with color
blue. We draw the points first, and the box plot on top of it, using the layers logic. However, we want to make sure that the central box doesn’t mask the points, which it does when the transparency is kept as the default. To accomplish this, we set the alpha
level for both points and box plot at 0.5.
The result is now a quite fancy graph that provides a lot of information on the relative distribution of the percentage households with children in the two subsets of the data. This level of refinement comes at the expense of having to specify eight lines of code.
ggplot(data=nyc.data,aes(x=manbronx,y=kids2009)) +
geom_point(color="blue",alpha=0.5) +
geom_boxplot(aes(color=manbronx,fill=manbronx),alpha=0.5) +
stat_boxplot(geom="errorbar") +
ylab("Percent HH with Children") +
labs(color="Selection",fill="Selection") +
ggtitle("Example Box Plot") +
theme(plot.title = element_text(hjust=0.5))
![](data:image/png;base64,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)
Violin Plot
A violin plot is a hybrid of a box plot and a density plot, showing regions of the data where more observations are found. The basic setup is the same as for a box plot (i.e., setting x = ""
for a single plot), but now using the geom geom_violin
.
ggplot(data=nyc.data,aes(x="",y=kids2009)) +
geom_violin()
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)
Now, again, with some bells and whistles. We show the violin plot separately for each subset by specifying aes(x=manbronx,y=kids2009)
in the main ggplot
command. Then we plot the individual points using geom_point
with color="blue"
and alpha=0.5
. We set the color
and fill
for the geom_violin
to manbronx, just as we did for the box plot. Finally, we finish with setting the y-axis label, the legend label and the title.
ggplot(data=nyc.data,aes(x=manbronx,y=kids2009)) +
geom_point(color="blue",alpha=0.5) +
geom_violin(aes(color=manbronx,fill=manbronx),alpha=0.5) +
ylab("Percent HH with Children") +
labs(color="Selection",fill="Selection") +
ggtitle("Example Violin Plot") +
theme(plot.title = element_text(hjust=0.5))
![](data:image/png;base64,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)
Tidy Data and Graphs
Often, the data are not in a format that allows for us to create the graphs that we want. For example, what if we wanted to show, for each neighborhood, how the stability of the neighborhood (the years households resided in the neighborhood) changed over the years. We have this information in three variables, i.e., yrhom02, yrhom05, yrhom08. But how could we show these for each neighborhood, when the aesthetics want us to define one x and one y variable. The reason this doesn’t work is that the data set is not in a tidy format, where each row pertains to a single data point. In our case, that means we need both the neighborhood and the year for the variable yrhom, something that is called a panel data format (both space and time).
I will briefly illustrate some of the features of the tidyverse, specifically the operation to gather observations such as different columns are turned into rows.
To keep things simple, we first create a new data frame stable, which is a subset of the variables: code, name, yrhom02, yrhom05, yrhom08, and manbronx. We use the pipe and the select
command. To check the result, we print the contents of the new data frame.
stable <- nyc.data %>% select(code,name,yrhom02,yrhom05,yrhom08,manbronx)
stable
The new data frame only contains information on yrhom, the median number of years households lived in the neighborhood. So, really, the different yrhomxx variables pertain to different years of the same thing. To simplify matters, and to illustrate how to deal with non-standard variables in the tidyverse, we will use rename
to turn the three variable names into the respective years. Because the years are non-standard variable names, we need to put them in quotes, as `2002`, etc. We use the pipe to rename the three variables, and print the data frame to check the result.
stable <- stable %>% rename(`2002`=yrhom02,`2005`=yrhom05,`2008`=yrhom08)
stable
Now, we illustrate the very powerful (but not always easy to understand) gather
function. What we want to do is to create a new variable to designate the observations for different years. Those years are 2002
, 2005
, and 2008
. Right now, these are separate columns with the information on neighborhood stability for each neighborhood in the respective year. What we want is a data frame where each observation has both a neighborhood and a year, and a value for the stability (i.e., the median year households lived there). To do this by hand, we would have to copy the neighborhood code, name and manbronx classification, and then manually enter the year and the corresponding value for yrhom. For each neighborhood, we would have three rows, one for each year. In addition to the neighborhood code, name and manbronx classification, we would have two extra columns: one with the year, and one with the value for the stability (years lived in neighborhood).
In a tidy data frame, the name for the column with the years (i.e., the observations we are gathering) is called a key
. We have to give this a name that makes sense, e.g., key=year
. The values for the observations on year
will be the column headings of the variables we want to gather, i.e., the three years 2002
, 2005
and 2008
. The values that we are interested in are the number of years resided in the neighborhood, but these don’t currently have a variable name. They are contained under the 2002
, 2005
and 2008
variable headings. The name for this new variable is called a value
. Again, we have to specify a name for it, e.g., value=stable
. So now, we have two pieces: we have the name for the new variable that will label the extra observations by year (the key
), and we have a name for the variable that will contain the relevant values (the value
). Now, we still need to specify where those values will come from. These are the three columns 2002
, 2005
, and 2008
.
The command is gather(key=year,value=stable,
2002,
2005,
2008)
. What this does is create a new column for year
, a new column for stable
, it assigns the values of 2002
, 2005
and 2008
to year
, and takes the matching values and assigns them to the corresponding row for the column stable
.
Let’s again use the pipe and assign the result to a new data frame stneigh.
stneigh <- stable %>% gather(key=year,value=stable,`2002`,`2005`,`2008`)
stneigh
We can now create a plot of the value of stable for each of the three years in each of the neighborhoods. One way (but not a very pretty one) is to do this as a scatter plot using geom_point
with x=stable
and y=name
. For example, using theme_classic()
and giving the points a different color for each year.
ggplot(data=stneigh,aes(x=stable,y=name)) +
geom_point(aes(color=year)) +
theme_classic()
![](data:image/png;base64,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)
This can be much improved upon, but I leave that as a so-called exercise.
Alternatively, it is now very easy to create box plot for each year next to each other, by setting x=year
and y=stable
for the box plot command.
ggplot(data=stneigh,aes(x=year,y=stable)) +
geom_boxplot()
![](data:image/png;base64,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)
This is just a simple example of how gather
can be used to turn a so-called wide data set into a narrow form. Similarly, the command spread
can be used to do the reverse. That is beyond our current scope, but check the documentation for details.
---
title: "Statistical Graphs (2)"
author: "Luc Anselin"
date: "11/04/2018"
output: html_notebook
---

## Preliminaries

Make sure to move to the proper working directory and that the file 
**NYC_Sub_borough_Area.dbf** is in that directory.

Also, activate the **tidyverse** and **foreign** packages using the `library` command
(the **tidyverse** package includes **ggplot2**):

```{r}
library(tidyverse)
library(foreign)
```

We will continue with the data for the NYC sub-boroughs. If you did not save the data frame from the previous
lab, then read it in from **NYC_Sub_borough_Area.dbf**  and  add the **manbronx** variable if you don't have it.
If you saved the data frame using `saveRDS`, then you can load it directly using `readRDS`.

Below follow the commands to start from scratch (check the previous lab for explanations):

```{r}
nyc.data <- read.dbf("NYC_Sub_borough_Area.dbf")
nyc.data <- as_tibble(nyc.data)
nyc.data <- nyc.data %>% mutate(manbronx = if_else((code > 300 & code < 311) | (code > 100 & code < 111),"Select","Rest"))
nyc.data
```

## Spiffing up the Graph

So far, we have used the defaults for the various descriptive aspects of the graph,
such as axis labels, title, etc. All these can be specified (in great detail). Only
the very basics will be covered here, but the options and combinations are virtually
endless.

To illustrate these features, we will continue to use the scatterplot of **kids2000** on
**pubast00**, with **manbronx** as a categorical variable to define subgroups.

### Axis labels
The default setting for the axis labels is to use the variable name. Sometimes, this is
not very informative. To set the labels explicitly, we use the `xlab` and `ylab` functions
These are added in the same way as actual layers, using the + notation and with
the respective options in parentheses (do not use an = sign).

For example, with our default scatter plot, we can set `xlab("Percent HH with Children")`
and `ylab("Percent Public Assistance")` (note, the font and font size can be specified
as well, but we don't go that far).

As in the previous lab, we assign the main `ggplot` command to the object **g** to save
us some typing.

```{r}
g <- ggplot(data=nyc.data,aes(x=kids2000, y=pubast00))
```

```{r}
g + geom_point() +
  geom_smooth() +
  xlab("Percent HH with Children") +
  ylab("Percent Public Assistance")
```

### Title

A title is added to the graph by means of the `ggtitle` command. Again, enter the desired
title in parentheses and enclosed by quotes. For example, we can add `ggtitle("Example Scatter Plot")`
(we also keep the axis labels):

```{r}
g + geom_point() +
  geom_smooth() +
  xlab("Percent HH with Children") +
  ylab("Percent Public Assistance") +
  ggtitle("Example Scatter Plot")
```

The default is to have the title left-aligned. Often, one may want it centered above the graph.
Again, this can be customized. We can 
override the basic settings in the `theme` command. 
For example, we adjust the `plot.title` (of course, you need to know
what everything is called). Specifically, we set the `element_text` property's
horizontal justification (`hjust`) to 0.5. Specifically, we
use `theme(plot.title = element_text(hjust = 0.5))`. This centers the title. The number
of other refinements is near infinite and beyond our scope at this point.

```{r}
g + geom_point() +
  geom_smooth() +
  xlab("Percent HH with Children") +
  ylab("Percent Public Assistance") +
  ggtitle("Example Scatter Plot") +
  theme(plot.title = element_text(hjust = 0.5))
```


### Legend

The default legend title is the variable name, in our previous examples, that was **manbronx**. To
set the legend title explicitly, we  need the `labs` command. For example, we set `aes(color=manbronx)`
for the points and the linear smoother (`method="lm"`), and the legend to `labs(color="Selection")`.

```{r}
g + geom_point(aes(color=manbronx)) +
  geom_smooth(aes(color=manbronx),method="lm",se=FALSE) +
  xlab("Percent HH with Children") +
  ylab("Percent Public Assistance") +
  ggtitle("Example Scatter Plot") +
  theme(plot.title = element_text(hjust = 0.5)) +
  labs(color="Selection")
```

### Theme

Every graph has a theme, which sets the main parameters for its appearance.
The default theme with the grey grids, separated by white lines is
`theme_grey( )`. If we want to change this, we can specify one of the other
themes. For example, a classic graph a la base R plot, without background
shading or grid lines is `theme_classic( )`. In order to obtain this specialized *look*, we set the associated `theme` command.

```{r}
g + geom_point(aes(color=manbronx)) +
  geom_smooth(aes(color=manbronx),method="lm",se=FALSE) +
  xlab("Percent HH with Children") +
  ylab("Percent Public Assistance") +
  ggtitle("Example Scatter Plot") +
  labs(color="Selection") +
  theme_classic()
```

There are seven built-in themes as well as several contributed
ones. Another built-in example is `theme_minimal( )`, shown next.

```{r}
g + geom_point(aes(color=manbronx)) +
  geom_smooth(aes(color=manbronx),method="lm",se=FALSE) +
  xlab("Percent HH with Children") +
  ylab("Percent Public Assistance") +
  ggtitle("Example Scatter Plot") +
  labs(color="Selection") +
  theme_minimal()
```

In addition, the package **ggthemes** contains several additional themes that look
extremely professional. 

You will have to install the package first, if you don't have it. Once installed, invoke
it with the `library` command.

```{r}
library(ggthemes)
```

Then, for example, using `theme_tufte( )`:

```{r}
g + geom_point(aes(color=manbronx)) +
  geom_smooth(aes(color=manbronx),method="lm",se=FALSE) +
  xlab("Percent HH with Children") +
  ylab("Percent Public Assistance") +
  ggtitle("Example Scatter Plot") +
  labs(color="Selection") +
  theme_tufte()
```

Each of the themes has specific options for further customization, so that the possibilities
are nearly limitless.

## Conditional Plots

Conditional plots are a major feature of the functionality of **ggplot**, where they are referred to as *facetting*, or *small multiples*. This is implemented in the `facet_wrap` and `facet_grid` functions. The difference between the two is that `facet_wrap` is based on a single conditioning variable (so, essentially one-dimensional), whereas
`facet_grid` typically has two conditioning variables (as a grid of sub-plots).

In **ggplot**, the conditioning is based on a categorical variable that needs to be available in the data set. The facetting formula does not evaluate functions, so the conditioning categories need to be computed beforehand.
In our case, we already have the **manbronx** variable.

### Facet Wrap

The `facet_wrap` function creates multiple graphs for subsets of the data as determined by
a conditioning variable. There are several options, such as explicitly setting the number of
rows and columns, but we still stick with the bare defaults to illustrate the principle.

For example, to condition on **manbronx**, we use `facet_wrap(~ manbronx)`.

```{r}
g +
  geom_point() +
  geom_smooth(method="lm") +
  facet_wrap(~manbronx)
```

#### Sidebar -- R formulas

An important feature of R is the so-called *formula*, which is a way to express a relationship
among variables. For example, for a linear relationship such as y = a + bx (the linear smoother),
the formula would be `y ~ x`. The `~` takes the place of the equal sign, the constant is assumed
by default, and the parameters are
not listed for a linear function (in other situations they may be). The way the conditioning variables are 
specified for the facet graphs is similar: the vertical conditioning variable comes first, the horizontal
conditioning variable next. If there is only one, as in `facet_wrap`, 
it goes on the right hand side of the `~` sign.

So, in our example, where we condition on **manbronx**, the *formula* is ` ~ manbronx ` (nothing on the 
left side of `~`).


#### Rearranging the facet graphs

The `facet_wrap` function has several options to explicitly set the number of rows or columns
in which the subgraphs should be displayed. For example, using `nrow = 2` arranges the graphs
vertically.

```{r}
g +
  geom_point() +
  geom_smooth(method="lm") +
  facet_wrap(~manbronx,nrow=2)
```

### Facet Grid
The main difference between the two facetting approaches is that `facet_grid` is explicitly two-dimensional. This
requires two variables to set the conditions, one of the vertical dimension (y) and one for the horizontal
dimension (x).

As mentioned earlier, in **ggplot**, the conditioning is based on a categorical variable that needs to be available in the data set. In our example, we only have one, so we will need to create a second one.

There are three so-called helper functions to make this easy: `cut_interval`,
`cut_width`, and `cut_number`. For example, with `cut_number` we pass the variable, e.g., **hhziz00**, and the number of categories, say `n = 2`. This creates the new variable as an R `factor`, giving the intervals that resulted from the cut. Note that the variable needs to be accessed in the usual way, using [[ ]] or $ and assigned back
to the data frame (this is not a `mutate` command, although you could create a factor that way as well).

For example, we create a new variable **cut.hhsiz** using a quantile classification with two categories (the variable will be split on the median
value), by setting `n=2`. We need to use the `$` notation to ensure that the new variable is added to the relevant data set. Since we only have 55 observations, we can easily list the
full set of values to verify. Internally, they are stored as *factors* (hence,
the summary of the `Levels` at the end of the listing).

```{r}
nyc.data$cut.hhsiz <- cut_number(nyc.data$hhsiz00,n=2)
nyc.data$cut.hhsiz
```

We are now ready to create a 2 by 2 grid of sub-plots using the **cut.hhsiz** variable to condition
on the vertical axis (resulting in different rows of graphs) and **manbronx** to condition on the
horizontal axis (resulting in different columns of graphs). We set `facet_grid(cut.hhsiz ~ manbronx)` after
the commands for the scatter plot and linear smooth.

Note that you need to spell out the full `ggplot` command, since the object **g** does not contain
the new variable we created. Alternatively, you can re-define **g**.

You can change the labels, add a title, etc., but we will skip that from now on to just
concentrate on the graphs.

```{r}
ggplot(data=nyc.data,aes(x=kids2000, y=pubast00)) +
  geom_point() +
  geom_smooth(method="lm",se=FALSE) +
  facet_grid(cut.hhsiz ~ manbronx)
```



## Histogram

### Default Histogram

We start with the simple histogram command for the **kids2009** variable.

The `geom` for a histogram is `geom_histogram`. In contrast to most plots in
**ggplot**, only one variable needs to be passed. The general setup for **ggplot** is to think of the graph as a two-dimensional representation, with the x variable for the x axis and the y variable for the y-axis. In a histogram, the vertical axis is by default taken to be the **count** of the observations in each bin.

The three pieces we need to create the plot are the data set (`data`), **nyc.data**, the
aesthetic (`aes`), **kids2009** (only x by default, with y as the count), and the geom, `geom_histogram`. The command is as follows,
with all the other settings left to their default:

```{r}
ggplot(data=nyc.data,aes(kids2009)) +
  geom_histogram()
```

### Adjusting the number of bins

The graph gives a warning that the default number of 30 bins is inappropriate.
The standard way in **ggplot** is to adjust the number of bins indirectly, by
means of the `binwidth` option, i.e., the range of values that make up a bin,
in the units of the variable under consideration. Instead, I prefer to use the option `bins`, 
which sets the number of bins directly (the bin width is then obtained by dividing the range
by the number of bins).

For example, to set the number of bins to 7, we set `bins=7` as an option to `geom_histogram`.

```{r}
ggplot(data=nyc.data,aes(kids2009)) +
  geom_histogram(bins=7)
```

### Frequency on vertical axis

As mentioned, the default is to give the number of observations in each bin (the **count**) as
the value on the vertical axis. In order to obtain
the frequency on the vertical axis, the y variable needs to be set to `..density..`,
as in `aes(x= kids2009, y = ..density..)`. In all other respects, the histogram is the same.
Here, we illustrate the  use of `bindwidth` by passing `binwidth=5` as an option to `geom_histogram`.


```{r}
ggplot(data=nyc.data,aes(kids2009,y=..density..)) +
  geom_histogram(binwidth=5)
```



### By group

As before, we can now create a distinction between the distribution for the two subsets
in the data determined by the **manbronx** variable. First, we set the aesthetic `color` equal
to this variable as `aes(color=manbronx)` in the `geom_histogram` command.

```{r}
ggplot(data=nyc.data,aes(kids2009)) +
  geom_histogram(aes(color=manbronx),bins=7)
```

The result is not exactly what we had in mind. The reason is that color determines the outline
of the graph, but not the internal color, or `fill`. Instead, with `geom_histogram(aes(fill=manbronx))`,
we get the bars stacked on top of each other with a different color for each subset.

```{r}
ggplot(data=nyc.data,aes(kids2009)) +
  geom_histogram(aes(fill=manbronx),bins=7)
```

Still not that great at showing the distinction between the two subsets. Now, we resort to `facet_wrap`
to create a separate histogram for each subset. We highlight the distinction even more by setting
the fill color to **manbronx**, as we just did. The `facet_wrap( ~ manbronx)` will yield two 
histograms, in a different color, and with a legend.


```{r}
ggplot(data=nyc.data,aes(kids2009)) +
  geom_histogram(aes(fill=manbronx),bins=7) +
  facet_wrap(~ manbronx)
```

You can now spiff up these graphs with axis labels, a title, a label for the legend, and
even a custom theme.

## Frequency Polygon

Another common plot to depict a univariate distribution is the *frequency polygon*,
obtained with `geom_freqpoly`. It is
essentically the same as a histogram, but uses a set of connected points instead of
the bars for the histogram. Again, we have to specify a `binwidth`. A bare bones
example is given below, using the same commands as for the histogram, but with
`geom_freqpoly`.

```{r}
ggplot(data=nyc.data,aes(kids2009)) +
  geom_freqpoly(binwidth=5)
```

With the frequency polygon it is very easy to show the distribution for different 
subgroups  in the data, for example, by  setting `aes(color=manbronx)` (instead of using `facet_wrap`).
We use `bins=7` instead of `binwidth` to highlight the contrast with a histogram with
the same options.

```{r}
ggplot(data=nyc.data,aes(kids2009)) +
  geom_freqpoly(aes(color=manbronx),bins=7)
```

## Box Plot

The box plot, also referred to as Tukey's box and whisker plot, is an alternative way to visualize the distribution of a single variable, with a focus on descriptive statistics such as quartiles and the median. The 
corresponding geom is `geom_boxplot`. We continue our example using the **kids2009** variable. We first consider the default option, then move on to illustrate a few optional settings.

### Default Settings
The minimal arguments to create a boxplot are the `data` set and the x and y
variables passed to `aes`. As mentioned above, the logic behind the graphs in **ggplot** is two-dimensional, so both x and y need to be specified. The x variable is used to create separate box plots for different subsets of the data. In our simple example, we don't need this feature, so we set the x variable to empty, i.e., " ".
The y variable is the actual variable of interest, **kids2009**. The resulting graph is shown below.


```{r}
ggplot(data=nyc.data,aes(x="",y=kids2009)) +
  geom_boxplot()
```

Note the outlier shown as a dot (point) at the bottom of the graph. The box shows the first quartile,
the median, and the third quartile. The lines connect the upper and lower fences, and any outliers
are shown as distinct points.

### By group

The design of the box plot in **ggplot** is really geared to show the distribution for
different subgroups. Each subgroup gets a box plot, arranged side by side for easy comparison.

For example, we now set `aes(x=manbronx,y=kids2009) to obtain two box plots.

```{r}
ggplot(data=nyc.data,aes(x=manbronx,y=kids2009)) +
  geom_boxplot()
```

Note how the two categories are listed as labels on the x-axis. Compare this to
using `facet_wrap( ~ manbronx)` with `x=" "` in the main `ggplot` command.



```{r}
ggplot(data=nyc.data,aes(x="",y=kids2009)) +
  geom_boxplot() +
  facet_wrap( ~ manbronx)
```

It is the same graph, but now the x-axis label is **x** (as in the generic box plot), and the
categories are listed at the top of each graph.

### Bells and whistles

As is, the default box plot is pretty rudimentary. We will illustrate the power of **ggplot** by adding a number of features to the plot in order provide further information. First, add a title using `ggtitle`. As we did for the histogram, we will center the title over the graph. We keep the x-variable set to **manbronx** to obtain two
box plots and set the label for the  y-axis to "Percent HH with Children".

```{r}
ggplot(data=nyc.data,aes(x=manbronx,y=kids2009)) +
  geom_boxplot() +
  ylab("Percent HH with Children") +
  ggtitle("Example Box Plot") +
  theme(plot.title = element_text(hjust=0.5))
```

Next, we want to give the box plot a color, following the variable **manbronx**. This is accomplished with the 
`color` (for the outlines) and `fill` (for the inside of the box) options to `aes` for `geom_boxplot`.
We add the legend label as **Selection** as we did before. However, because we now have two features
by subset, we need to specify the legend for both, as `labs(color="Selection",fill="Selection")`.

Also, the box plots do not show the fences as separate lines, the way they do in many
other software packages, e.g., as in GeoDa. This can
be remedied, but not quite in the same way as in GeoDa. In **ggplot**, the fences are
drawn at the location of the extreme values, the **ymin** and **ymax**,
and not at the location of the fence cut-off values, as in GeoDa. The fences are
obtained from the `stat_boxplot` function, by passing the `geom` as `errorbar`.

One final refinement. In GeoDa, the box plot also shows the locations of the actual observations as points on the central axis. We obtain the same effect by adding
`geom_point` with `color` **blue**. We draw the points first, and the box plot on
top of it, using the layers logic. However, we want to make sure that the central box
doesn't mask the points, which it does when the *transparency* is kept as the default.
To accomplish this, we set the `alpha` level for both points and box plot at **0.5**.

The result is now a quite fancy graph that provides a lot of information on the relative
distribution of the percentage households with children in the two subsets of the data.
This level of refinement comes at the expense of having to specify eight lines of code.

```{r}
ggplot(data=nyc.data,aes(x=manbronx,y=kids2009)) +
  geom_point(color="blue",alpha=0.5) +
  geom_boxplot(aes(color=manbronx,fill=manbronx),alpha=0.5) +
  stat_boxplot(geom="errorbar") +
  ylab("Percent HH with Children") +
  labs(color="Selection",fill="Selection") +
  ggtitle("Example Box Plot") +
  theme(plot.title = element_text(hjust=0.5))
```

## Violin Plot

A violin plot is a hybrid of a box plot and a density plot, showing regions of the
data where more observations are found. The basic setup is the same as for a box plot
(i.e., setting `x = ""` for a single plot), but now using the geom `geom_violin`.

```{r}
ggplot(data=nyc.data,aes(x="",y=kids2009)) +
  geom_violin()
```

Now, again, with some bells and whistles. We show the violin plot separately for each subset
by specifying `aes(x=manbronx,y=kids2009)` in the main `ggplot` command. Then we plot the
individual points using `geom_point` with `color="blue"` and `alpha=0.5`. We set the
`color` and `fill` for the `geom_violin` to **manbronx**, just as we did for the box plot.
Finally, we finish with setting the y-axis label, the legend label and the title.


```{r}
ggplot(data=nyc.data,aes(x=manbronx,y=kids2009)) +
  geom_point(color="blue",alpha=0.5) +
  geom_violin(aes(color=manbronx,fill=manbronx),alpha=0.5) +
  ylab("Percent HH with Children") +
  labs(color="Selection",fill="Selection") +
  ggtitle("Example Violin Plot") +
  theme(plot.title = element_text(hjust=0.5))
```

## Tidy Data and Graphs

Often, the data are not in a format that allows for us to create the graphs that we want.
For example, what if we wanted to show, for each neighborhood, how the stability of the
neighborhood (the years households resided in the neighborhood) changed over the years.
We have this information in three variables, i.e., **yrhom02**, **yrhom05**, **yrhom08**.
But how could we show these for each neighborhood, when the aesthetics want us to 
define one x and one y variable. The reason this doesn't work is that the data set is
not in a *tidy* format, where each row pertains to a single data point. In our case,
that means we need both the neighborhood and the year for the variable yrhom, something
that is called a panel data format (both space and time).

I will briefly illustrate some of the features of the tidyverse, specifically the operation
to *gather* observations such as different columns are turned into rows.

To keep things simple, we first create a new data frame **stable**, which is a subset
of the variables: **code**, **name**, **yrhom02**, **yrhom05**, **yrhom08**, and **manbronx**.
We use the pipe and the `select` command. 
To check the result, we print the contents of the new data frame.

```{r}
stable <- nyc.data %>% select(code,name,yrhom02,yrhom05,yrhom08,manbronx)
stable
```

The new data frame only contains information on **yrhom**, the median number of years households lived in the
neighborhood. So, really, the different **yrhomxx** variables pertain to different years of the same thing.
To simplify matters, and to illustrate how to deal with non-standard variables in the *tidyverse*, we will
use `rename` to turn the three variable names into the respective years. Because the years are non-standard
variable names, we need to put them in quotes, as \`2002\`, etc. We use the pipe to rename the three variables,
and print the data frame to check the result.

```{r}
stable <- stable %>% rename(`2002`=yrhom02,`2005`=yrhom05,`2008`=yrhom08)
stable
```

Now, we illustrate the very powerful (but not always easy to understand) `gather` function. What we want to
do is to create a new variable to designate the observations for different years. Those years are `2002`, `2005`, and
`2008`. Right now, these are separate columns with the information on neighborhood stability for each neighborhood
in the respective year. What we want is a data frame where each *observation* has both a neighborhood and a year, and 
a value for the stability (i.e., the median year households lived there). To do this by hand, we would have to copy
the neighborhood code, name and manbronx classification, and then manually enter the year and the corresponding value
for **yrhom**. For each neighborhood, we would have three rows, one for each year. In addition to the neighborhood
code, name and manbronx classification, we would have two extra columns: one with the year, and one with the 
value for the *stability* (years lived in neighborhood). 

In a *tidy* data frame, the name for the column with the years (i.e., the observations we are *gathering*) is called a `key`.
We have to give this a name that makes sense, e.g., `key=year`. The values for the observations on `year` will be
the column headings of the variables we want to *gather*, i.e., the three years `2002`, `2005` and `2008`.
The values that we are interested in are the number of years resided in the neighborhood, but these don't
currently have a variable name. They are contained under the `2002`, `2005` and `2008` variable headings.
The name for this new variable is called a `value`. Again, we have to specify a name for it, e.g.,
`value=stable`. So now, we have two pieces: we have the name for the new variable that will label the extra
observations by year (the `key`), and we have a name for the variable that will contain the relevant
values (the `value`). Now, we still need to specify where those values will come from. These are the 
three columns `2002`, `2005`, and `2008`.

The command is `gather(key=year,value=stable,`2002`,`2005`,`2008`)`. What this does is create a new column
for `year`, a new column for `stable`, it assigns the values of `2002`, `2005` and `2008` to `year`, and
takes the matching values and assigns them to the corresponding row for the column `stable`.

Let's again use the pipe and assign the result to a new data frame **stneigh**.

```{r}
stneigh <- stable %>% gather(key=year,value=stable,`2002`,`2005`,`2008`)
stneigh
```

We can now create a plot of the value of **stable** for each of the three years in each of the neighborhoods.
One way (but not a very pretty one) is to do this as a scatter plot using `geom_point` with `x=stable` and
`y=name`. For example, using `theme_classic()` and giving the points a different color for each year.

```{r}
ggplot(data=stneigh,aes(x=stable,y=name)) +
  geom_point(aes(color=year)) +
  theme_classic()
```

This can be much improved upon, but I leave that as a so-called *exercise*.

Alternatively, it is now very easy to create box plot for each year next to each other,
by setting `x=year` and `y=stable` for the box plot command.

```{r}
ggplot(data=stneigh,aes(x=year,y=stable)) +
  geom_boxplot()
```

This is just a simple example of how `gather` can be used to turn a so-called *wide* data set into a
*narrow* form. Similarly, the command `spread` can be used to do the reverse. That is beyond our current
scope, but check the documentation for details.









