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Created October 30, 2014 14:27
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R_in_Action-ch06.ipynb
{
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"signature": "sha256:c5925f304d9fae0739c4fd25041a6a8e31dba71bcfa4849370f0aa0f61d5c59c"
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"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Sage/text/R_in_Action (\u7af9\u672c\u6c0f\u306eblog ) <br> http://www.pwv.co.jp/~take/TakeWiki/index.php"
]
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"R in Action Rob Kabacoff, 2014, Manning Publications"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"posted by Y.Sato on 30 Oct, 2014"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%load_ext sage"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import os\n",
"DATA = os.getcwd() + '/' ; DATA"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": [
"'/home/satouy/Dropbox/work-Sage/sage-ipython/Take/R_in_Action/'"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Chrome\u3067\u306fPDF\u3092img\u30bf\u30b0\u3067\u8868\u793a\u3067\u304d\u306a\u3044\u306e\u3067\u3001png\u306b\u5909\u63db\u3059\u308b\u3088\u3046\u306b\u5909\u66f4 2012/06/27\n",
"#\n",
"# R\u306e\u30b0\u30e9\u30d5\u3092sage\u3067\u8868\u793a\u3059\u308b\u305f\u3081\u306e\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3\u95a2\u6570\n",
"import time\n",
"def preGraph(pdfFile):\n",
" filename = DATA+pdfFile\n",
" r.pdf(file='\"%s\"' %filename)\n",
" return pdfFile\n",
"\n",
"def offGraph():\n",
" r.dev_off()\n",
" \n",
"def postGraph(pdfFile, fac=0.75):\n",
" r.dev_off()\n",
" width = int(640*fac)\n",
" # html('<img src=\"%s?%s\" width=\"%spx\">'%(pdfFile, time.time(), width))\n",
" pngFile = convertPdf2Png(pdfFile)\n",
" html('<img src=\"%s?%s\" width=\"%spx\">'%(pngFile, time.time(), width))\n",
"\n",
"def getGraph(pdfFile, fac=0.75):\n",
" width = int(640*fac)\n",
" # return '<img src=\"%s?%s\" width=\"%spx\">'%(pdfFile, time.time(), width)\n",
" pngFile = convertPdf2Png(pdfFile)\n",
" return '<img src=\"%s?%s\" width=\"%spx\">'%(pngFile, time.time(), width)\n",
" \n",
"def convertPdf2Png(pdfFile):\n",
" pngFile = pdfFile.replace(\".pdf\", \".png\")\n",
" result = os.popen(\"cd %s; convert -density 600 -geometry 1000 %s %s\"%(DATA, pdfFile, pngFile)).read()\n",
" # print result\n",
" return pngFile "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import Image, display"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import display, Math\n",
"def my_show(obj):\n",
" return display(Math(latex(obj)))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Display List as Table in IPython Notebook <br>\n",
"http://calebmadrigal.com/display-list-as-table-in-ipython-notebook/"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class ListTable(list):\n",
" \"\"\" Overridden list class which takes a 2-dimensional list of \n",
" the form [[1,2,3],[4,5,6]], and renders an HTML Table in \n",
" IPython Notebook. \"\"\"\n",
" \n",
" def _repr_html_(self):\n",
" html = [\"<table>\"]\n",
" for row in self:\n",
" html.append(\"<tr>\")\n",
" \n",
" for col in row:\n",
" html.append(\"<td>{0}</td>\".format(col))\n",
" \n",
" html.append(\"</tr>\")\n",
" html.append(\"</table>\")\n",
" return ''.join(html)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# table = ListTable()\n",
"# table.append([getGraph(fig_3_7a, fac=0.5), getGraph(fig_3_7b, fac=0.5)])\n",
"# table"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"IPython's Rich Display System <br>\n",
"http://nbviewer.ipython.org/github/ipython/ipython/blob/1.x/examples/notebooks/Part%205%20-%20Rich%20Display%20System.ipynb"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import HTML"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Begin of program"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Chapter 6 Basic graphics"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Sec 6.1.1 Simple bar plots\n",
"# vcd\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u3001\uff11\u56de\u306e\u307f\u5b9f\u884c\n",
"#r('install.packages(\"vcd\")') \n",
"r(\"library(vcd)\") "
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
" \u30a8\u30e9\u30fc: \u30aa\u30d6\u30b8\u30a7\u30af\u30c8 'sage0' \u304c\u3042\u308a\u307e\u305b\u3093 "
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"counts = r(\"table(Arthritis$Improved)\").name('counts'); counts "
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
" \u30a8\u30e9\u30fc: \u30aa\u30d6\u30b8\u30a7\u30af\u30c8 'counts' \u304c\u3042\u308a\u307e\u305b\u3093 "
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 6.1a\n",
"fig6_1a = preGraph(\"fig6.1a.pdf\")\n",
"r('barplot(counts, main=\"Simple Bar Plot\", xlab=\"Improvement\", ylab=\"Frequency\")')\n",
"offGraph() "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 6.1b\n",
"fig6_1b = preGraph(\"fig6.1b.pdf\")\n",
"r('barplot(counts, main=\"Horizontal Bar Plot\", xlab=\"Frequency\", ylab=\"Improvement\", horiz=TRUE)')\n",
"offGraph() "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# html.table([[getGraph(fig6_1a, fac=0.5), getGraph(fig6_1b, fac=0.5)]]) "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"table = ListTable()\n",
"table.append([getGraph(fig6_1a, fac=0.5), getGraph(fig6_1b, fac=0.5)])\n",
"table"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<table><tr><td><img src=\"fig6.1a.png?1414660607.55\" width=\"320px\"></td><td><img src=\"fig6.1b.png?1414660607.68\" width=\"320px\"></td></tr></table>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"[['<img src=\"fig6.1a.png?1414660607.55\" width=\"320px\">',\n",
" '<img src=\"fig6.1b.png?1414660607.68\" width=\"320px\">']]"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Sec. 6.2\n",
"counts = r(\"table(Arthritis$Improved, Arthritis$Treatment)\").name('counts'); counts "
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 15,
"text": [
"[1] \"/home/satouy/Dropbox/work-Sage/sage-ipython/Take/R_in_Action/fig6.1b.pdf\""
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 6.2\n",
"fig6_2a = preGraph(\"fig6.2a.pdf\")\n",
"r('barplot(counts, main=\"Stacked Bar Plot\", xlab=\"Treatment\", ylab=\"Frequency\", col=c(\"red\", \"yellow\",\"green\"), legend=rownames(counts))')\n",
"offGraph()\n",
"fig6_2b = preGraph(\"fig6.2b.pdf\")\n",
"r('barplot(counts, main=\"Grouped Bar Plot\", xlab=\"Treatment\", ylab=\"Frequency\", col=c(\"red\", \"yellow\", \"green\"), legend=rownames(counts), beside=TRUE)')\n",
"offGraph()\n",
"# html.table([[getGraph(fig6_2a, fac=0.5), getGraph(fig6_2b, fac=0.5)]]) "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"table = ListTable()\n",
"table.append([getGraph(fig6_2a, fac=0.5), getGraph(fig6_2b, fac=0.5)])\n",
"table"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<table><tr><td><img src=\"fig6.2a.png?1414660608.31\" width=\"320px\"></td><td><img src=\"fig6.2b.png?1414660608.45\" width=\"320px\"></td></tr></table>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 17,
"text": [
"[['<img src=\"fig6.2a.png?1414660608.31\" width=\"320px\">',\n",
" '<img src=\"fig6.2b.png?1414660608.45\" width=\"320px\">']]"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 6.5\n",
"fig6_5 = preGraph(\"fig6.5.pdf\")\n",
"r('attach(Arthritis)')\n",
"r('counts <- table(Treatment, Improved)')\n",
"r('spine(counts, main=\"Spinogram Example\")')\n",
"r('detach(Arthritis)')\n",
"postGraph(fig6_5, fac=0.6) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig6.5.png?1414660608.62\" width=\"384px\"></font></html>\n"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig6.5.png fig6.5b.png\")\n",
"display(Image('fig6.5b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "ZmlnNi41Yi5wbmc=\n",
"text": [
"<IPython.core.display.Image at 0x7f9de93fe990>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# plotrix\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u3001\uff11\u56de\u306e\u307f\u5b9f\u884c\n",
"r('install.packages(\"plotrix\")') "
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"NULL"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 6.6\n",
"fig6_6 = preGraph(\"fig6.6.pdf\")\n",
"r('par(mfrow=c(2, 2))')\n",
"r('slices <- c(10, 12,4, 16, 8)')\n",
"r('lbls <- c(\"US\", \"UK\", \"Australia\", \"Germany\", \"France\")')\n",
"r('pie(slices, labels = lbls, main=\"Simple Pie Chart\")')\n",
"r('pct <- round(slices/sum(slices)*100)')\n",
"r('lbls2 <- paste(lbls, \" \", pct, \"%\", sep=\"\")')\n",
"r('pie(slices, labels=lbls2, col=rainbow(length(lbls2)), main=\"Pie Chart with Percentages\")')\n",
"r('library(plotrix)')\n",
"r('pie3D(slices, labels=lbls,explode=0.1, main=\"3D Pie Chart \")')\n",
"r('mytable <- table(state.region)')\n",
"r('lbls3 <- paste(names(mytable), \"\\n\", mytable, sep=\"\")')\n",
"r('pie(mytable, labels = lbls3, main=\"Pie Chart from a Table\\n (with sample sizes)\")')\n",
"postGraph(fig6_6, fac=0.6) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig6.6.png?1414660614.05\" width=\"384px\"></font></html>\n"
]
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig6.6.png fig6.6b.png\")\n",
"display(Image('fig6.6b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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e4liskQx3Wq7SC5FKQ75VGiaZ8S5+Sj+QkqujUrIUIg5NK8mk75JSslYyZ3B/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\nBxwNWneuycdNPm75QYaOXWk09wVVJr73ZPoIuPHq4Vej28KNSocmmU/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IZCtHIj3bJCW9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\no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aQWSFWRS3IeK8vKVZCszIVLkqcl7z8pMcCDxOM0V5L19siK1GXJudkq9dadNSiKoiiK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\nPH4ij72vvyrn50Gjn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xKS9Xk9o6m7jOb90miiGAQBsmCfIknlmbI9WzwhluTa+ornwS0L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\nWHRwZGY6VmVyc2lvbgBQREYtMS40IBxHOngAAAAASUVORK5CYII=\n",
"text": [
"<IPython.core.display.Image at 0x7f9de93fe6d0>"
]
}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 6.7\n",
"fig6_7 = preGraph(\"fig6.7.pdf\")\n",
"r('fan.plot(slices, labels = lbls, main=\"Fan Plot\")')\n",
"postGraph(fig6_7, fac=0.6) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig6.7.png?1414660616.15\" width=\"384px\"></font></html>\n"
]
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig6.7.png fig6.7b.png\")\n",
"display(Image('fig6.7b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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TUStzqasBQHpE6lWAtEevzgbYk21zKYDlK+eW5F6o6m5U3GcjnN18JjpwPZyu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\nRK5CYII=\n",
"text": [
"<IPython.core.display.Image at 0x7f9e2e54bd50>"
]
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 6.8\n",
"fig6_8 = preGraph(\"fig6.8.pdf\")\n",
"r('par(mfrow=c(2,2))')\n",
"r('hist(mtcars$mpg)')\n",
"r('hist(mtcars$mpg, breaks=12, col=\"red\", xlab=\"Miles Per Gallon\", main=\"Colored histogram with 12 bins\")')\n",
"r('hist(mtcars$mpg, freq=FALSE, breaks=12, col=\"red\", xlab=\"Miles Per Gallon\", main=\"Histogram, rug plot, density curve\")')\n",
"r('rug(jitter(mtcars$mpg))')\n",
"r('lines(density(mtcars$mpg), col=\"blue\", lwd=2)')\n",
"r('x <- mtcars$mpg')\n",
"r('h<-hist(x, breaks=12, col=\"red\", xlab=\"Miles Per Gallon\", main=\"Histogram with normal curve and box\")')\n",
"r('xfit<-seq(min(x), max(x), length=40)')\n",
"r('yfit<-dnorm(xfit, mean=mean(x), sd=sd(x))')\n",
"r('yfit <- yfit*diff(h$mids[1:2])*length(x)')\n",
"r('lines(xfit, yfit, col=\"blue\", lwd=2)')\n",
"r('box()')\n",
"postGraph(fig6_8, fac=0.7) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig6.8.png?1414660618.55\" width=\"448px\"></font></html>\n"
]
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig6.8.png fig6.8b.png\")\n",
"display(Image('fig6.8b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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FIEsZEh/AIvOfrNvT+5/ygYtLfGHvqGvsOI7jJANFTPBZtn7FOH8TlFDHcZxS\nUsUCkJDJ7H419WpeGL/ORTmO4ziO4ziOU2lU0QBEZ5jEo66H4ziO4ziO4zhloIo9B8RxHMdxHMdx\nnKqMByCO4ziO4ziO41QaHoA4juM4juM4jlNpeADiOI7jOI7jOE6l4QGI4ziO4ziO4ziVhgcgjuM4\njuM4juNUGlV1G17HcRzHWQeC7ugJpolNTXPeMi1ob7rsTL6wopwrkIi6BRzHcaKmigYg+e+Y7tjX\ntP52poV5pqMvMx30uemSQ6OuseM4jhMlqSebHjDSdPrmpnXTTHc523TZRNNnF5mOSC/nityInhd1\niziO40RFFZuCVW+h6WmTqH4X0yHTTUetMt30XdPD+HywVdQ1dxzHcaIkn0Biy7GmC78x7fmd6X0N\nTT9uY7rvctPU3UpXfl6B6f59TA+j3MNIkB3ylWmXjU2De6JuEcdxnKioYgFI3X6m8bmmr2Sbfvy+\n6fv3m35wl+lGv5umLSvnivyCroy6RRzHcZzSsOJ508Kppg3nmQZLTTNIWGX8ZJrYGn2gdOUnsDsr\n+f4Kyl9RiP5pWsAIvZZG3SKO4zhRUcWmYP35iOnUc02vJfBYeLtpCu/XvNz0LTJeq+4sZXMEprlX\nmMb24g0yZvEhptkdeX2jqFvEcRzHKQ1THjZ9nzUeezAFqvl9puenmI4jMffSt6ZFeaUrf+Elph+E\nL+xd4gOU13B700Q/Xv8o6pZxHMepbKpYALKCkYxHGdloTsdd/wfTAgzMlNNMZ/5QtvLrEWgcfbBp\ndk3TBFO4Ei1MNzvLdPhepS/bcRzHiZDDTL7m38FMmcoKF5mTqFoyxrSgVgXV4w40O+oGcRzHiYoq\nFoCk9jDN2dN0QTgC8igfIFAI/jCtScBS2pHuWeebPjSHcobyxqcmRW+bnnCIaeIY3r8p6pZxHMdx\nysJKRkD+NZO2ogIPx3EcB6pYAFLrVtMLCDTa7286oR0fiJsEBBCfMNT+finLj79p+lfA8lKJD9Qw\nWRkWuCjqFnEcx3Ecx3GcqkQVC0DmM3f2jSNNe00wffpA08SOpkET0+Vsw6tty7ki9dCUqFvEcRzH\ncRzHcaoSVSwACRnKtoZjmpkuYNtd3VLig+UdeDiO4ziO4ziOsx5U0QCkgEXmC6KuiOM4juM4juM4\nZaCKPQfEcRzHcRzHcZyqjAcgjuM4juM4juNUGh6AOI7jOI7jOI5TaXgA4jiO4ziO4zhOpeEBiOM4\njlMd6I2OKP5yao5p/adMs3tGXVHHcZwNnSq6C5bjOI7jlIVmBBadnzD99ArT40ebdrzKdNFnps93\nNh2+rJwr8j/08KhbxHEcJyo8AHEcx3GqAfV2Mt3iQ9NpY0wb9ze9bohphz6me+eajuxkWvjDf5df\nlwBmj2zTrCmmiePQL023ftF0/J9Rt0g1pUdGpiRtP7fOqZLUtVvqyZKUGCELPYtKXVKeSWK56eJ+\npjVvM01pxOdGlbGGDU3ijSUpeGD+25I0vu6y2yXp3Sx7t7BN1A3pOOuDByCO4zhONaCovulG7Uy7\nncwb55nM+9S0oKZpSm3evwA99L/LX7m76cSmphl9TBO10AdM2x3JF16JukWqJ0Hv1l9I0hF7XfaJ\nJJ3aqdkwSdIniYvKWNSFJis4oy8xtrZXZ9MGm5iGAUqp4UpZnC5J2uGuwZL02SODJEmfEXgsjrAN\nHWf98QDEcRzHqQb82cv0451Nm/c1XfK7aYPTTbtsZ/rRfNPCQ0tVvJZsY/pNyTfaF/+3DWtQEo/y\nwnZRt0w1o3nuAkkK6vVobi+0sQBiFx25bgUuD0wH72/ak8l9TeavX0UXvGD6bHdJChIaJElB78pv\nMscpf6roIvQYQ+OZW5gG9Ph1ue3r/szruRVUgXjULeCUK4Ul1HGcDY6FTIl65WnTOzc3vZWpWNMm\nmD460fTHORVUEeyU6kfdItWUuPaUJC1MdCifAhN4IImJvHB3OdX0LMq1qVxLeLWgohvIcSqDtY2A\n3GPSmiHlVWRypo40jZcyM1Ru1R1kevgxppu/ajrhFupJRin9XdMXmYH5zcJyrghzhdW1co/fKWfS\nUK6bxE/8v2nUFXOcDYAksx//4j2TRKi8vPKbdSrNcRzHKTVrC0DONWl5l+muv5nO3MF0cDfTX8kk\nzQ/n1G5VMdXNJwPQsa7pq8+bnoYDed9KDgvdnV1Pfsw3LZj43+XX28h0zz6mWd+aJo5HPzLdGsM6\nfseKOU6ncogzt7vlXNOT+X9leB1Xle04mQwcY27w3CtN3+L1lWOirqBTLUky++E4juMkC6VcA/LJ\nCaZ/nGnam0zW9V+ZTtzVdBADmq+vMF2UWb7VLbzYNAXHvwGZqzRGQmp/z//P8Xk+Fw+XljX77/JX\n0B5j2B4x/UTeYGlZ/BzTVuHqrzPL9/icyiXob7psmunoHqbLx/KBelHXsHQkjjbNZsrIHpeYfv6j\n6co7o66hU51JFvvhOI7jJAulDEB2YARglwNMl21teheZq7FMXdmbEYnNmph+Xc7VncT2hp8dYtp1\nP9M32P5wR7ZLTCPj+0wf06JmpSpeSyaZfr/ZGj5wk8nGLDVLPMbrvoiwShKwv//ck0y/5IJdHu5+\nc3PUNSwl1LMWgVT3jhzfyqgr5jjJYz8cx3GcZKGUAciiBqY/MoT+JY5NMzJZk843ffga08Ssiqlu\nnIzuB0ehg3hjqsm7TJnSRJMVXSqmHmKKi7IrqHynUkgsNQ0IIIPXo67R+hFsXfx4tHXUNXKc5LEf\njuM4TrJQygBkU6YiZZOSKsgw7XWK6TZMXXmYBzUl9q7gehNwqG3xl1f4tsKO4zhJRdLZD8dxHCdi\n1rINbyrP72zB3PKvyfwvPdb04/+ZbsSUjwyfa+44juPI7YfjOI6zJtYyYlDIosCfWER49CrTKewG\n1aQP779sumL7qA/IcRzHSQbcfjiO4zirp5RTlgblmwbM2W3JXN7BDJV/c3vUB+I4juMkI24/HMdx\nnOKs7UnobGN7MNt87koGK28v044sCt+MoXS1ifqAHMdxnKSgitmPOluYZlf083+Koj1Ox3Gc6FnL\nCEjqHaaNPjF9fA/TUQypxyaa/vVE23FRH5DjOI6TDCSb/aj1lGmv6abp7MaVqGG6/dWms3kO0ECe\n+/THwAqqUEHFHq/jOE7ysrY1IGSE5rU27cMiwWFkcIJvTEe+bfpzC77o2yg6juNUa5LNfsQOMt19\nT9P23U0/2dS04cem6YzQ5KSVrfz6lL9fH9OaBGCJg9Hhpt13Mx1/cMUcp+M4TvJTyjUgP+5iWsAT\nxWM8gG9VimnhJnxwRdQH5DiO4yQTyWI/FuaYXvWZ6T6sRanHiMx4RmoGfWc6uFbZyl9KIDOEbeLT\nw4CKkZQ4z+VpFH7htYo9XsdxnOSllAHIchYPtik0Xfqp6XieYBsfzQfLmDFyHMdxNmySzX4s2cn0\n5ZdMuzMCczAPsp3/wLqVu+xa01/W9AHK3+wI08RZvN6rco7bcRwneVhLABJ70rR3M9Oxu5o24gng\nC6aZ7v+l6e/sZhJmuhzHcZzqSbLbj/hhpt9TryGvmxaeU8E/zJPflV05x+k4jpN8rCUACZjDGs7V\nXdaK/2ebJp4wje3L669EfUCO4zhOMlBl7AdrP1aWccqV4ziOs66sZRveopGm75CZ6kpmqssBprsw\ndP7eCNNVP0Z0HARSwX38PyWiejiO4ziSqpD9cBzHcSqZta0BqWmyOMv0Q4aqc3Y2XbKR6bRwLutV\nFVvdoL5pt96my2eapm9suvdXpgtYZPgKmbfp5T3H9mn06Io93qTjVJPE+/y/d9QVchwnaUky++E4\njuMkC2sLQHD4O5DBYtdCxZeZtmHf9u8PNH2sgqvbZLzpofuYvra7aW92U/nyPdNGw0wPo173Mgc5\nPvm/y8983DT/NJqHwCbBEH2CXU0aLzEdv+Naypth2oL95dO+oJxBFdxQ5UycbTHb9uU4FnAc4ZSJ\nin5wl+M4VY8ksx+O4zhOsrC2AGSiCf63Pr6y+NstTzQ9iAc5ZbQ0XTmhYqqb8bLpcgKKJbmmKy41\n/Y4pWC0bmu7T1zTlONP4gf9dfk7CdKfjTWveyBtk7hJs49iBxZPf9OH9h1ZfXpfGpn0YORjDosyA\nDKBSKqadypv4NabNWLS5iHbQsVHXzHGcpGWiSbLYD8dxHCdZWFsAwhB5T/ZH33ypaZwnyja413QV\nc3gLb+F7h1VMdSfyxNyRl5mewJzhtheY3sHUoLnsMvJWXdOCA0tX/iwCmIcoL2DD9gRPrE0QMJx8\ne/H/1xSA1KB+P6OPUq+A7Riryi4oCa6Trjw5eDceMCaui783tnccx4Eksx+O4zhOsrC2AIR92Zfg\n+M+ay+uMlc/AER/Jvua1zjBderdpwXnlW90idil5iUzaFzzgqm6maTCUerHP/Kxry/gDPKk2wYhJ\nIny9xEhFYjF/1FlLeQRK8Zv4/0y+n1e+7VJZJC5Ev+cFf/Ck4zhrIsnsh+M4jpMsrC0A+dNkEzJY\ne3UwZQaSGjIysA9PdJ3JriYv7m/6awVVO34D9Qh1TR/8tIIqkIEGpfx8bgXVo7JhUelfDwzzAMRx\nnDWRpPbDcRzHiZq1bMMbY/eSjVaZvsZuJbdjKJ5fZDqdIfMH2GZx9GVRH5jjOI4TJW4/HMdxnNWz\nlgAkYIQkYw/TQqYQFbD9ahFTccIHS8191XSVb8/qOI5TrUlW+5HWxbQ2U3rTm5s2Zypvs46msYra\nZGM5mlivUqoDNvmZAFYzy6nUBOUuX89yHMdZD9YyBauIDNXA/5ke1c90J9ZWJHjexsssql61KOoD\nchzHcZKBZLMfmUwdPZmpYe3YlXDe5qa5bBucupfpm6z1+7h0xUunm8Ty+f8UlKlm8fDJ7/fz+jUV\ne7wbAJYiZTODYHAq25/YbijB2qaQlyAxinIGJSZKUnC8bIP5oVEfpuNUR0p5A8/cFm1tWuND098K\nTSePiPpAHMdxnGQkWexHPr/XEIe2P7v3nU0A8tQLpnEWyR9wuemguGnBWmYMNCSQOjjPtOY7pok9\nUUZ2unYzHfta5Rx31WXlV5KUPa31dZJ00fX1hkvSzK72KNxgu1IXlCdJWlD4gCQFyxJ3SFLPBwMP\nAR0nMtYWgPxscli4SwkddBrb3dY6yPRIhtb7sytU0byoD8xxHMeJlCSzH8vYVavGN6Z5jLj0r206\n73PTnVmjsuoZ0/j9pSt/wdemH/U2TaW8xMEoD2zNCAOPm0pXbvUlY4QkZX528/OSdKg6MyZVVMoz\nEhK0lyTlFfwkSTpnAE/iSizgA09GfaSOU/1YSwCSyvMr6uSbfsPnN+P933cy7fCwadrbpkVRH5fj\nOI4TKclmPybjdr6z0LTldaZDWQPScLBpC9aGvMH7RXeWrvyVfG9MyTdqFP93JnO6El/wwlYVdMBV\nnhTGzPLfMG27/ToWxMZrhY+Y5vLIy8SpUR+h41Rf1hKAFDKn9Wu2UTz4NtON6JBbtTD97HrTFQVR\nH5DjOI6TDCSb/QinQH0ebicePieKqVbTcXfvxd2N/1ZBFQkftFhFHkQbIT+YhGNH6w2PwkwQ6uqn\nqA/QcaovawlAYuzbvmJf0yeuMs1gkd4cUlUT2kV9II7jOE4ykbT2AzdUFxZ/OVyk7JtTOY7jVDRr\nWVQXP9J0C/IE2zCHd9mDptkNTBuH29nlRX1AjuM4TjLg9sNxHMdZPWsJQETGaixzY5sMMO19jun+\n4007pvD5WlEfkOM4jpMUuP1wHMdxVssapmC1Yoi6CXNmP3nadOyzpjPY131FuL0gi/g0JeoDchzH\ncaLE7YfjOI7z36xhBKQpc3O7jDRN4Ym1h/1iWo9tCuNDTBMsIox68mwT9nmv80gF/1C4TWQ82uN1\nHMdJNqqq/XAcx3EqizUtQmff8iL2NU+gGTygKfZWNNWtvYPp/p2pz1GmhctMe80xnccTZ1/oYvrz\nkNKVH7QxTWPRZBDOTWbbxvjrNFuz8AvRtIPjVCdiPEcilQx6cAJvrIq6ZmWknkmYtyjgQXi6IuqK\nlTNJaj8cx3GcZGENAUgRm9RtfbVppj3GR91ONg3OMp3fxHQIQ+pf4CBoasVUt4BMWjN28d6CerxN\nBm3Z86aLHzVdGhq6UgYgDQlkjhhqmk0Ak9gFPcB081dNRy+qmON0HEfS+SYH72O62dGmK8LA47Ay\nlxgtPIcio5PpAPrVcVHXq5xJVvvhOI7jJAtrCEB+H2b6CgYkHYf7KVJ3wQXogaYLeeKrVlZsdZes\nML2FRYs7MlKxKQ96WrGf6ZdfcRxXl638eZ1NX+WJuSmb8wZP9I3z+4W3myZm8f4dFXvcjlMdiW1n\n2vYp0y/STf84jveryhRIphbFef7E0XuYNqGf2tACkGS1H47jOE6ysIYAZG530zfX9v0R0VS74HHT\nj441ndTYtDdTr2aMWrdyV71nOvm9//7cXB6opZHRHL/jVAu2MVlV33QyiYZJXaOu2PoxN8c0cS8v\n9Im6RuV8fEluPxzHcZyoWds2vMkOQ/e/n216a4bpqFMq+Hd3RLOibgDH2YBhMbPaoh2irlA5cRpa\n1fvfKkqDK013uNW0+QHF38/jiejN+1RQBcIHIfqie+e/Ca+QNEl/XzeFUVfLccqD1PUvIilg7UYi\n3P2qonfBchzHcaoUuUytPWeoaczcOmUwcv7A76aNWIPSfYZp/1KWH5CYSuvJ/xN5Y7FJEQmzVNYy\n4lauGaaupR7O/w+gy7VuhL/H2siij00TVWUqY/WDsV89JElBU/snlc0rUlgjF6SUsdQQEraiXPFc\nnvUOjPEri86guGRPtPCg1NRD+P9idF2nhIbttxEaBozhlP113byIhHeCKchF4Zq5EyutpcqZDSUA\ncRzHcZz/oCnPGSnYyfRGdjXckd0TD3jJdNidpunhVL8PSld+Q9YoHbGtaTaL7kVAksg33ewh09H/\nSpSlvGZadJwkbfxIhxRJumivpj0kqWbHxDmSlOhZahcxXHWzVJKCbrOGSVLh/b81laQHNk15WpK+\nu3Pl4Ipsd2edmW6y6ldJ2uTzXidK0qPHZw2XpILGiSclSYeXtrjgOklSYnmOJAWNpllIelT+zZKk\ne2IrJClRpDllq2bwqCQFGUvnSlIw/LcmkvTO0QtflqRnWvGx8WUrteJIOdU0niFJnT7Z5H1JuuCZ\njY6TpMwXEptJUuK+so5RB2MkSYXT8iUpODjNHsW6qP6NkpT4KGGhYpn9bjtvwVuTvpOkJXv/kSJJ\nt9waGyBJYxXvE3WLrhsegDiO4zjVgFkdTXO2N93/GdMP2Wa9w2+mh7HZyIRD+eK5pSt/LtvCvzTb\nNCV063uZxCeYHtnHNBHuovjXJiaZrG60uTaNHzt6hCQdsmufbSSpVq/4D3ywtGMgBCApNkfgp3cu\nlqT4lhe2k6QPb6xxgCR9d+dMD0CSkkJy5u2nSVKDZ2+6UpIOUu5N9nrii7KVF5ssSQom2fY9s16+\nyF4/ay9J0t3p9/DBspZrkxZXjXnH/u97qCTNeXmoJOnZbGobYUsWJ4OQbdWzktRs8PEdJemwTY68\nXpIy7y86KzywUhaIJ51i+6+mvWz6Zu4t9vruTCYuKmO7hmMlMVvlvP8T30nSogttd48BtdIfkqSx\nWhF1g64jHoA4juM41YDZ/Uwf7WPaBseo4FrTp8803ZcHJU4/rbQlUw6bokxby+fms/bk34vwyVBL\nx0iSHqjTSZISIzZaUD4tUM9WR46KmS94b4p7AMkNAWnmJNMmrE7K/XAdy2P7nAKezJNb17Rpnmn6\nnnxuz7IU+jeLX6ac5yUpUagXJUlLKrfR1k6MMc5gvCQlOtSpI0k6sLF58gXrXDCBYV16jtqMYDUO\n9+PYb/3qXXuJJCVY86zjgnCM9od1Ky9qvPtxHMdxqhF/5KMlXl9J/jacWl3a50eVGaaAqea/3mHs\nhBgmkTi/fH84cRd6jomOqqAjdMqHcHXHp2jGuhZUghtQ9vFMfFI+xSbC/Uc/lKRE8SX0yUQ4xYxU\nQ2JtOYOytkNvtLw97LuL/4wWlHP5lUyyLw5yHMdxHMdxHGcDwgMQx3Ecx3Ecx3EqDQ9AHMdxHMdx\nHMepNDwAcRzHcRzHcRyn0vAAxHEcx3Ecx3GcSsMDEMdxHMdxHMdxKo0qGoAEPFk2g30UY01LvM/m\ncikXRl1Tx3Ecx3Ecx3H+pooFIDF2bz7gUtNb7Pmd6kPAkdHOtMMlpvtuXkEV4fmhmhF1izjOP0g3\nSXBfJE6IukLryWMcx59RV8RxHMdxnPKjij2IML+5aQ8Ckf/x2JvdCTj2IKCaz/M9Nx5XtvJzBpt2\nDwOatrxxu0n8XNNNeB7peH+Mk5NEJPYxrfOA6e4fmc5/yDRY1+fnVja/m8R6mLbM4fXdoq6Y4ziO\n4zjrTxULQFJONi0KTKcONX12kemp9/H6eaaJiWUs/33TWtNNM/fjDQKaeBde/4zXG0XdIo7zNwEj\nIOk46rXeMi06hPfrRF3DUlLLJOVM05pbU/+OvP9V1BV0nPVgArpxpf+y9RArlCVJ+lGr1q+4REP+\nqCdJiTd5knsBr1Yx/8IpN2xSPP7UX88ZbxB1tZzkoop1EBNxsMYxInHcCNP7rzB97yTTU2uY/rJR\n2cqff7XpG+ELD5X4wOMmtQ43TeAg6eWoW8ZxpIBAY+5tpq8yojcniLpm60YKUy3zl3N8V/LGw1HX\nzKmKpOeaNtrGNIVAN3iq+OcCpi7OH2067+fSlR973jSrDf+fxRszTYq+Mc38ltdzK70JxkuSOiW+\nlqSModN+l6QaNWmP7fhUopSlLX93D0kqymvSSJIy9jOXM0yErG9441Q1gnzT+BBJSuf6r0XiKxFe\n7z3KWGzopzKjZcWrpoWbRn28zvpRxQKQAgKPp64xrVnfdAUjFN8db/rHtaaJWhVUkfPRiirfcdaF\npej1JsG1UVdoPdmf4wjXXC2PukJOVSbrTtMznjDt+LXpb0y5VbZJjATWp/xf2pmLDY8zPWqQaa3F\npokd0JtMO7E2ceQjld0CRZdIUiy13SaSdO71LWZK0iH7Jt6RpCCmFKvoWguyyc652kqSEo2mHCxJ\nzf8ncznf1teVfWROMpAglM/aU5L2PHv/yZLUckXKb5KkL1k1W+rAO7CRuoZz7c56fvAySXr8/Vbd\nJelljRgc9RE760MVC0BCinCsFoUvPFj8/XnhH5+VrrwyU0Uzyk41ISihVZWw/lVsswwnOVnACPmz\nTIHqwZq+5842TTDVTzubFNbm/y9KV/4sRkyeYqQuxpRgjTGJDzc9hqmEiXCK702V1QIJO9KfTn1D\nkjbVIT1Miwi1Sn2nZfFxxoqexgInOpby+84GSRGTf3fcTpKa9T3zHUlqphS7gy5VGQOGFFy5b0k9\nnfGDJH253Uk72P/negBSpamiAYjjOI7jrAujvjed8KXp8nBu+p3rV25RS9O54QvPrf5zS3rxR44q\nmWBP02wmxeTOLJ9ya4ZrQZ6v7CNykgruqMx807pvmsZeWb9icwaYptSRpMTz2e65bhB4ZtFxHMep\nRhQdYbp0AS+MruQKtEfTKvvIEyvRUq5qKXW5H/BHUWUfkZNUhGPWH6PTy6lc9jvVWElSInH+uhfl\nJA8egDiO4ziO4ziOU2l4AOI4juM4juM4TqXhAYjjOI7jOI7jOJWGByCO4ziO4ziO41QaHoA4juM4\njuM4jlNpeADiOI7jOI7jOE6l4QGI4ziO4ziO4ziVhgcgjuM4juM4juNUGh6AOI7jOI7jOI5TaVTR\nAKReXdM9HzTts7fpUT+ZbrWzafpFFVSBP9CCtXwujr5R+W1UIXyNvoWuirpC6wnnJXEj/w+OukLr\nySL0BfTXqCu0nkwzSQzg/9lRV6iceA1NRF2R6kkS249aaJ4kKdBh5fvDwe7oruVc7gn80X69ivl3\nuZejJ5dTgSkl2mGPciqXK0rHom3LqdxN0aPRnHIqlyteV9MOPcqp3PpoeL6alFO5XdDtJEkfxNfX\nstVAm0qS3gx6SVJi0boWV5LgTPTK8ioRjij+M8oq5/IrmdSoK1A2cj81PZvTu5zTO7W3afrdpvt/\nZpp/uOlL4W28lss2ldsnl9sy1o43xpvEfzDNecQ0eOa/ywtm8fmnTOvisMfu4QM1o23P0hK/yrQO\n7ZGDWWywBe9fxgebRV3T0pHob1qvtmmtSab1CRiXhdfLGVHXtJTH09w0j+u9Fo5tvSN5/3+mwZKo\na1pKPjFJ2dc0h262Lma47kmmsa5RV7SUcD7iLUxr0Q8Fn0ddsepF8tuPxBj+mC9JumbJlpIUdJtr\nPe7w+Om8v6yUh8yVl1JkumiUaVFH03kD+T+Pz5c2JckdGRthuhjXbeHTlHsp5X5fyvJCcmmZ6ymX\nFppPTzzvNMo9sozlcryFbUyXFprOJaVWZ5BpvIwp2eBe02W7US6ByFwc78wMyv24jOX+STmEyEuf\nM50zzrTgcdNEu7KVGyPlNvcgyuX8zeYKz0ij3E/LWC6ewHx66KXbUy7tHFvOB8uY4kuZbrqAdl7V\nQZKyXz9lR0mq+yKlz+PjuaVt3iWfS1LR0JSvJSlvr0UnSlLswXlmWS4oOib8ZClLpN1SuF4XcV6C\n/rRLI9PCl8t2/OHvx/AkF+8tSUGYwPoi0VCSlF7GUpOGKhaANM4sXu17tzZd9mTxz3XkhByEwUgn\nHl917n+XX2+o6dHcJrXOM01syQdGm+QOMf34zf8ubybaBEfp7FuKl1PqyztiElzwNbmt8nBkT9+J\nD3yBTom6pqVkokkaZiOH7uNEHIM4DoO+i7qipeR+k5SbTbNfNz2qr2nh/nxu66grWkpwlwLyfbW5\nv/dZYbrTdrx/Q9QVLSNzTLJPNZ3VOOoKVS+S336sDH9hsSTNKni2oSR9eORXD0tSrWydJEmJjUs9\ndkZKJbBMb8FUSyUdlTCHKPbuN5KkZxI21phW6gAEyxWYY10wcZAk6bQsCxCmPGsW4t3EjGINvnbo\nibWLJKlw/B2SpGs//FmS9Gkd67G/TDxexnLpSRI4iGM6SJKu+dFSZi/U2kqS9HviQGuXUpdr31OR\njaykjbtWknTdkO6SpP6ZFuDM0H3/bLVSwAjFqp5W+wkHS5Ku+u0ra480cy0W6/EylmuOfHyZObTN\nJmdLks4YadfJNTG7/gopt9QEFiDHF9n52WTGrZKkw4ba9dEvuIR6LihjuZyJuR9Jkh6duZX0d2Lt\nrCf41EN8vIxXb6JL0XeSVPvOJx+SpE/P+OwVSYrtnXhMkjSzzPeDBeIFky2APDHtREnSwpdNX+W6\nTStlqX9j18+XE9tI0mIS2XM6rSI1rJvKXGJSUEUc4JDsQ0zPJs6uyYU3k4HfVDJXTYhfvyKj9eb0\n0pUfI2+TRZ4kxgUeTgURcWzRB6bLGaqP/7L68gK+l0XcmxJGrpOibskyguFO9EV3oH124f0qFsiG\n9U28g07meBiYF5nqKjNFhokFieHol6ZBZ3QbPlcUdUVLSdgvLTWJv8vLE9Cw210ZdUXLCCNVRQQe\ny3Y0TZy+bsU5ZaPK2Q8yWJn8fszcUSXmrGMDhOFImDcPHbFwSti6TskOyw1HikhQJSaWU7nd+X8q\n5U5dz3LDw+/GH4w7JeYXb5cyE07wCus7jHJLO161JgiIAwLZRDiOsLYp4GsCuxaEE/44b4kf+T9e\n1gJLlFuH/9uUqO+6El4HDVHsWyyckLSudoBxvERnfoZxpwT35zr7NWF9N+F/AobEWP5fx+s2qEfx\nr5iuwJ4n9lvHejrrRi0GOLfe07Q3HdLeln/QxjiUKQOirqnjOI6TTLj9cBzHiZoqNgJS5Rhqkkbm\nNpyBqfnrUliEMJM1cSv/20C1gnCJWUrUFSwjYWaDtQYJlqQF+bxOprLKjICEGRUyLEx8UMB5U5iR\nq2ojIEy5+ivjyczkcIlfldsEIc8kzpLPgnCkbZ+oK+YkJUNNqrz9CAlHnpkiGq4Z/KvfDTPnVaXf\nDQn7X0aqEmTSg8W8Ho6sF0Zd0XUkHGEPRxrO5/ge5f8VUVdwHcnmuBhZKAgn6t24bsU5ZaWqTZ2p\nYnRgSd4x7OGwnMyaRqJVJABM3G6ayRqPbJuRq7lkEP9aWlZFApEEgUcaS+dqMxVmzu+8Hzq4eVHX\ntJTHw9LEFDYHqMvSwnmsDSlkqDroFHVNS0m4ZPFsk3pMEVnM1KUVTJ0LToy6omWEIfkarDV6ihn/\nY9atNGcDZ0OxHyEJplKGa2rydjCdgz35awpQnbKUGj2JcIoc93U9W3Gj+RNNC8I9t7aNuqZlPTCE\nKUl12eNrBedvKWvZgnvKVmzkhFMP2WMtmxUvHzBFc1DU9as2eABSoWzE3hULfjN9jt2i/toFq0aZ\ni4yEOB1ORzJWO9DBPs0uFIkDwgOOuqalPB5GbhpvbHokjvkLA02X4wAHh0Rd09KRYBFtLeaun8oa\niYGMHMzBYflrLUiyw3aoMQLc09hD5tO5pqP78H5VOZ5wFyyWrB5Dpq3xAFMPQJzVsaHYj5A4c+Nb\nkOg5iG21n2O745VslhFUsTVRCfb6yiJzfvpC03dIlExns4Ngh6hrWkYYwUnYEmj1YYriyHzT71nT\nmlJV+uEQRqyKWEuyC2uWWrIr5qCo61dt8ACkQkng4M7DUEzdLeoarR91WAQ3jykkU9jtPF5u+2dX\nEq9Sb7bLnL/AdDIGcEUVyyyGx5PD/TyfqUpTbQ8ZzX476gquG+HmjfM4rulMbZj61rqVFzkY7Pls\nvx0adn0VdcWcZGRDsx9hP5XWz3Q+u/ZNYTOAlSdFXcH1O64sRmjntzad9rzp1DnFP1dVmcsmyDPZ\nzW3aBjJVaRa7UjUs495fzvpSRR9EWGUI5+DfEXVFygmmxAS38X8Vy8CVJGBb5ICMXHBU1DVaTxjZ\nCcJtRfdc55KSg3DK2EC0Q9QVKifOQsu+HaNTndjQ7EdIuCaNER6V8WkWSUtLlKlz2j7qCpUvQeig\nV5GZAaUmDKSqyAyODQcfAalQ/tourpyfDxvZ8fRDj+eFp9e1pCQhnJvL9pn6Fv0z6oqtI4xIheep\nyi4ODCHAjR3HcZXXc3UjJpwKFwyIuiZOMrOh2Y+/jou1BLEwwOoddY3KCaYmxy7m/yo+4lGSgOd+\nBa9EXZNyPi7WUIbb/DrOBkE7HMBeB0ddk/JhIzK3u4aO7qbrXlYykMs+4HvxQLC0qrZIsAQZ7LKy\nN2tzsh9a97KSgfABU7vyHIWGpXweQ7KzLddZ61FR18RJZjY0+xFSlydW78lIemp21DUqH9KGmu6F\nQ5tbVXcrWwPbsZaw1R/rV06ysQnPa9lqRNQ1cZzy5HD0rqgrUk6ED256br1KSR7CIfPwwUNV3RCG\nU+LCbS4brWtBSUZ4PF2irkg58SB6UNQVcZKaDc1+hIRTrsJthavamrs1EY7ohGvUNrQpPeGatZ2j\nrkg5E+6meOl6leI4juM4juM4juM4juM4juM4juM4juM4juM4juM4juM4juM4juM4jvPfpLCoLnPo\n6t+v+a5pgy34fJIveg63SczK5wW2FwxYFFz/CdPmLCrciCelps6OuuYl4MnTuXVMGxZQzxLPwUkb\nzPtXmmYsj7ri/00WD4BszPNMMko8LyCX89LsGZRth7OSdLePmiwyb3w7x3Na8fcDFnfWu9M0h20v\nk3U78XR27Wp8PcdXYhvhzDNNm8wybc7zEWqHD/bsHPUROJXJhmY/QgJ2fcsK+1u2OQ/2Nq1Hv9W8\nmWkTHsCYluQPhvtX/9u/+Psxnohef5VpzW+irnHpSGdzlsbYy+zXi79fg/PVlP65eSvTvI/5QGbU\nR7B6UhuYNmS7/VyeVK9jin8um00f6rNLW2wDeeBi8pGkhruqkYnDvXtt/t/a9CXeb3KJ6cnDTUNH\n5Ke9TF8+zzRRJ+ojMdJ4IF83nrzb+QvTh3mya93LTfuxy9JKHng3l/3qH+cBcjOjPhDowna7h7N7\nV2Ke6Vgcw5fpcI7Gsc3n/1kvmD66iemikVEfidGsr+kptHsqBmM+AeDjeaYnjTdtkUL9edLwKxz/\nL1EfCGw00fTU+qbpBIzzCAAfZlvLbXub7oABKWDXrwFdTcf0iPpIjGweBHkaTz6vS6BewHaPD9Ex\ndG1ueuA9HO8Y0x/oB16dQIHNoj4ipyLZ0OxHSOpQ0y7cv1tzfz70FMdBf3XlStP4OaYLuF8ex0Gc\nFvWBlGCN/e9Npo+xTe0um5t240G3y0kEPUYiZcp+UR9JcWpONj2VRFB96hnnunucbfe7Ljbdk+e5\nzOP6/PpW07daUGCSbNeb8qPpMZ+Ztv/NNBhr+lzcdMGOpieReK3xlel3A01f70eB/eSUCylRV2DD\noAsZ9dO+Nl18tOl3OLAHk1lf9rbpczj4h31nOpzMweJvlRS05IE8p+HA1uPBae+yDW9LDEYnIozn\neY7GlxeYzgwf6DM+6iMxDqDjHErm/3U61kPJJKbSAW2MQbhzV9NeP5gWEXBNeEtJwY51TQvoIB+a\nZLo7maqi+007EDC+x777n/xkOprtPeO3KSnomm6aIEB6aivTfQ40XYTB2KOP6RMcr/jcFo1Nv787\n6iMx8nEQW001fQCDvQUGPka/m48BnNjf9E3ul5+XmBYcEfWROJXBhmY/QpqRuDoFe9EszfQd7usm\nj5huiSP7AgHJlzzHaPo1FJRkD7xdU/+7GwmGWtz/Wx1qeh8BVX3u/1ZzTYcMjvpIirMxjncnEm13\nHGnaHDvfivcbdDAdSYLoXWZG/EKCr/D8qI+kOHUYKe+FHXkUfyaX+60ddr7lFaazvzd97VTTwzje\nXxjRWlpFRrKSn9j6F+FIgweaPo8hWFmz+PsbkfH5Y1/TyY+aLr3OtEGSPQ9gHJnYJ3CA5mPwAgxC\nzlKOiwdk7X2z6VlksBu+tPbfqBSY4vIijulXBCCbk2Ff+olpLQz5NDqa2ctMJ7A/eNMkGyn8/BCO\niykKbdlHP4PM6UIeSFh/H9NtcGjO4sFmW1y89t+oTL4jQ/g219Fh95pmDTRdxchUgkzbxFNMRzN0\n3oCAK6Uw6iMxxpNxezLfdBfu+/YEHJPnmNblftkUB+YERhR748AEZ0R9JE5lsKHZj5A/uZ4fJ6Ez\nhwx0wEhHDoF5Yxy6PRmSPbu1aZOtoj6C1fOv/hc/Kp3zVMhIwDISI5P2Nx3NSFXj8LkuE5RUjE2Y\n3kfiKo8nuTdnRsNUEip1cdQ709+euL3pPjjs+ijqIynOfOz3A9xX7TnOHZmxMYEApBH2/w/szyQC\nrJVDOO6zoz6SDY0kc6yqLBNNCsIngw8t/nYChzYIO5xwiJKOSedFfQAlYI5uQVivjiYx1hSMPtn0\nUjqiqWTUL2Lu7tZkst9QxDxgEjDScQJDwlk4sA8zYtCJofKcj4t/PQgP4M+oD6Q4q8jkHErGrRX1\ne5aM4kjOw6wFphMZ6djtMdM9CCR/zDdNTIz2eNLIcK4iMPx+gGlLAqj87UzjvB4czxfDB2KGD2w7\nKdrjCEllCpbIdA7DQG9CYN+O+/9/zJWet6VpXQL7i5iS9SFPSp8T9QE5FctEkw3GfoR8brKKRE9i\nkGmMRNA4EkOXkUCZwgjgOUyF2Y7E1/NRH0cJ/tX/TjR9lgRKnICqC454wNS6gBEFkYgI7WqysIIp\nfdsQAO7ACM03nJ9PO5v+zvU46zjTjeinzmZK7Ecc98KoDwhSeCJ9ylWm40hMDmbkrT3+TAr9c8B5\nFO0hRqR1s5xyxUdAypWARYGxh4u//icXeodwChNzYTNZ7DwjWRc7M7UqRmYqgbY/wHSLPNMcnpCa\niiO4NFkyctTvOObeNmBq2Acs+hUO7nQyWY1xFBvTsebT0U58UEnFXv1Ne7AI8H2Gkhe+b9qMkavt\nmOqQd5Zp9tWmi0ebJpJkcvXODO0fSAAxnoBkOYs3VzLSlsBhaX2RaQcywtNYDFrUTknBplz/J+9k\nOou5+bM4Dw16mW7H1LMmLMbNZa3ScjKOBTlRH4lTmWxw9iM8LjL+Mfqd+EDTNkzV6Y49qcVU1/Qp\npouTdPHvmvrfxSQUFpMgyWQqT0tGEtqx5nBSuEh726iPpDibUt+jSaB8ycjAOALj+oxUb88akUYk\nTnIZ4Vq+g2lhCyUVDS8zPfcG6sf/E0n4ZDNFawr9dGhXWj1rmvqh6ewkv8+qHr4GpFypQUe0nAt3\nPHMnZ3LD9uAG6PGr6dd0TL+EjuDiqI+gOOkMVcaYyzqKTECcG3IXRkC2Z6rSDIbW32VqzKoXoq1/\nCiMDm+HA1meO8caMeLRkStI3GMJcFpvvgYM4A0PxPiMGBauiPZ6Q9gSGTZla1RLHfRNGdH5/xbQZ\nGcU9F5jWYlOBVz41XTA86iMxlpEI2ZER2e0wgLNZLP8619My7pN9GcGqxX31am/ThUky9W8JGd6u\nDOXvyvWVyhzwl8nEZZK53o/AqgNTr96jfxj9WNRH4lQmG5r9CEnrb5rO2o6R9EOF3Oc74pjvSH82\nn//f2tl0ZSLqIyjOGvvfItPhO5guYghgv/dMA9YevB6uJXhOSUVT7EJbAr+NcMw745jPIUApIAG0\nP8fVloTeWyTsxj8S9ZEUZ3k903wSPHth1xuzNvJ17qOhBPjbtDHtRv/9GVMHRyRLYtVxVgsOX7Dj\n6t/OGGCay40d/BR1hdcC2wsGGASVmJucTmYrj4x1yvSoK1yCcOoYAUQqIx1pDCmnhkOsrIlIeZnj\nYW5+apJNvQpHLAOm9qTimKdi+FIH8v5GfJwAKw8HJmNo1Afw32RwHdUONwco2eGTgcphZKBGko8Q\npLJtam3OU3rJ+yNcg0Tgm80aF90Zdc2dSNjQ7EcIm5ME4SYRjYq/nYbjmsci+tTLo67wGiht/4vd\nCRihyqEfzvh4rb8QKWGAlMKIcioJx1QC2xi78QXYz1pMRasZbpe8RdRH8N/EmBqWx3b0NRhpU93i\nn8tkRC4H/ybYdK1FO47jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7j\nOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7j\nOI7jOGUk6wDTLQ4zrX1Z1DVyHMepGsTONm1a37Tmg6v/XN1+pvWvMc35BH3JNG8b0xo1K6aeqdub\nttzPdJPzTdu/Sj02q6D2aWDafL5p9xOpx9u8P7Ns5eV+bZr1rWmdc0zTfq2Y+jsbKrGoK+A45UhP\ndBOUjlcHFf9YQzrKnReZBmNKlLMPmrWG3zkebbKG98P7Kq9EOUcV/1idR0zPeMv0YgKRC2qZNp9d\notzw93Yq8Xp4fGsynD3Qjdbw/uZoWzmO41Qpat5gegcByEFbFH8/5WDTyyaanp5quvF1pu2bmfZu\nZ7ppWokf2BntuIYKdEF3/+96NjjB9NojTQ+vYXrcw6ZXPs/n8kp8kc8rbQ0FYy+UU+L1L032/cn0\n/KWmO55uei4fO+Qh02DLEt/fF21R4uXXTbudSfWeM212XInvh3ap0VrqfTJaQ061IjXqCjjOupPx\ng+n2T5k2oAPNqGs6o4NpqyNMvyAQaN3K9BheH3+vaePLTbekQxxDxurzS023puPe7FTKf9r0PQzE\nxnT0LV8znXChae2RppvQoQ8n4IhPMa1FOR8SgMyhI85jRKQBAUfLgab1rzSdSLnNKW8iBmbo1qbd\nRnBcS0yXPGD61jjTuleZ7sGIy5Ii0ykvm36NYS3qV55nzXEcp/xIwfFOyzfdMsX0pbtNG9Avt+tv\nOjzddDn9fjzTNHeYacYy01Z9TXf/wHRZH9N3GClJwfHem/drfGf60XTTsS2L1zN9kumiS0zv4PdX\n7mp6O/ap88eU35t6Y09+HmU6dG/THtiLeoxIfN7VdCbl5hMQ7Y49vPNz03HYyeZ3me7R1LTmeNMO\nX1H+ENPFjNi8iV2o9STHewbthv1Lp77dCDx6fmQ6FTv27sambS82bXmLadNrTUfcbvoVkVGiSM4G\njY+AOFWYrMCUOEILyOB3+tS08/em88j8H0DGZTGfn7nStAmBygE49L8ScHT90LTLjZT7Iu/fb9qT\nDrzL+6b7M+LShhGY7GNMD8bwjI2btiWjNnc301p3mu66wrQAA/jHN6b7/GLaCEMXb256KEPq4whI\n9uZ3uzCk3gdDO3GCaevtqM8q02Oepd12NM3ZyvToF0xT/yjvM+Y4jlO+xE4znbyD6Uoc3Vb0f5vu\naTqOBMyihOlmOOabMRJSiINeCwNxwkDT2SScajNifhS/s18f0+b073MYAdhk0urrGSex1ZgA5OhX\nTE/ZwzRzFvVmalbP5aaj+Pyh2K8t7zPtw3GLEYklbxX/vdaM1M/M5vixj2343jaMvMzje9m5lE+7\njT7JtC312oHPFzEikqCecX6nOfb2SAKYX/l8x7Gmuw2nnMdNt+DzYxihOphEXM4zcqoFHoA4VZgY\njvMsDMrXZMJGMcf3FwKHHxkhSQwynUsGZzIZmvp0vH8yJ/gz5gQ/QEc5gQBhHgHCxp1N69GR12QK\n13JGPD6kvCGMZPzJUHj3o02XdDKdRibqAQKZybuY7ktHvA+ZraU/m37HVINfCKh+Y2TkKwzbAjJ5\nmRjQ4T+afsTIyMe0y5Zkruq0N/2AqWsf/W46H8MYNCvvM+Y4jlPOHG6yEof9NxI4PUkMbUzCZjj9\ne0AGXjj+4dSpBAmnhny+LVOiNiIxVYNyazxq+gdrIGqSwGp9rOkcpiapXvFqBt1NC0mcLSYwmkx/\ne9u2ptm9TOtiX/KxC4WM7OSRYJtKf/5BgenSicV/r5CAJQO7GDASlKCesQGm++5v2iDDdAZTdlu/\nY9qI469Fe2py8d+JE8C1ZC3ODKYwf8qU4y+wY+0YoSnC7nxLO37HSMty2iV9DQGcs6HhAYhTlTnQ\nJCBDozdMYuHc0z95n4x+7BT+J7BI5/VFrU3rM0WqNiMdu+GY74bh2aKN6ec4+tMYoUjlcwmGkgvp\nyLMZCh9Jpuhdfm87DMHhZIZ6MaT+K0PSP51n2pA5ybHOHA8GKPYm/zOCEYSLCTF4iXBOLmtIGvK7\nrchIzQ4zVwRITWjH5hxfaGgS4VoYx3GcJCUggEglYBhG/9aL/rP2Z6YT6edSvuB7LMYOsBeh3VhG\noDKDBNV3JKx++p/pSDL3qazJe3dTyqf/PITAIr3EiETYT88hITWQwGIgCaixBBKzcdjHs3bicwKO\n4QQq0xgRT2APEjeuvl1GkbCqnW+6w0UcF/UYRfvUxA41Yy3gLox8f8PI+bj3aDfsZ4zjjjXk9QGm\nCziO2tjButjBfBJkC5lKlmAkKRzJF1POYgSQKjF1zdlQSYm6Ao6z7qQw1FubjMxvjFRkExDMpMOe\nx1B7DTIyYxiS7kGG6BcyMbUpd48rTDMYafiSxYet+5m2YC5uJoHMCtZYTGMR5Hjm0q5gytR+zBFr\nh0EIA5ePqG93RlZ2IEMUZ0TnDUYuAl7/EwO7go49wECNGWhalzUfC5lath0GLR8D04jA5hlGbJay\nW8xeV5u2YWQmld//cIZp0bByPGmO4zjlSMq7pnWHmv5Axr4uU2JHEGhMPITP9zWdztqFBYwALCUw\nGcOauIWslduFqVvNf6N81u6lMTVqX6YM1b7V9HsCkt9YKyK+n4ZjnotdGJZnWvhj8eOZyYjAlqxV\n7IY9Ws73f2KKbRZ27jf6/YLhxctZer3pLEZ89mdkflsCh4bYld8JqIayJrARax/bkBCrwVTfcBH+\nn4NMp3YzjbM25CdGMPJov30wqLWwUy9j51KxRzNJxM0ezfni/9/yTVd+JcdxnCSFjEsKIxSi40th\nc4UYHV9AxiaFkYOAIelc1mJkkNlJwxDVY3F7RkHxn8smkKlDh5vJCEEtOuLUcKj7lOLfq0HH3oAh\n9oz7ir9fc4HpfmR+Ghxe/P0UMlcBQ+7BE7we7sZFBjDIN92StSdXktGqy5SumoyEpBAoHcuuLMfx\n/rkMzZ8e7upy+3qdHcdxnIqHfio13PWQxE4Ki7RjrH0L7uB1AoUYI90xElApTKUKmLIbw6GuQ4Im\nJ9zliox+wIhzHlNX65CYih26hnouoJ6MeOvU/z6sGqzpq8+Iexp24C87R4JK55eumbIIbBrsZZqZ\nR31JbAUEJjUYmaiHPcsgIZVDwi6Vxf0BaxpTWBMpZiKkEjjVo15ZFxSvRwqL3mNhAhx7mVLI/0+V\n7ngcx3Gc9YVFfQGZNR2+ziVJkhoMNO3G2hG9ufrPtSJDdwS/dwCBWh3PPDmO4ziO4ziO4ziO4ziO\n4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO\n4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO\n4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO\n4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4zhOEpHV\nyLTda6a1ahV/P30b07a7mNa+1zRnkGmbuXwuNeojcZKRtCNMWw8yzR0adY2KE+tvmj/GtP6cqGtE\nvbgfW95EvfpFXSNnQyRtX9M2/Uzrlrj+Y7ebtqxr2uhX0xonmLal/6+5U9RHUr0pa3+Rfqppm+NN\nc7aJ+giSmzrHmba6zjRlQdQ1qh4E3U2bNzFtfAZvtF395xs+aNqC8xTLivoInP+k+2Gmv4wy3XVa\n8fdbXmT63Zmmx87kc9+bvsGF0fTVsv3uxpebnv8/0wbXRN0STkXQ9AfTz88yPXjZupXTdT/Tc08z\nzTuwfOpX6x7TgXuaXrS88ttodWR/ZfrkH6YnrTCtvb/pea1MO7WKuqZOVabp9aZfEYCf2br4+7Xe\nMn3zVtMbDzfddLjpO7ubdnupbL+bG97POBhb3Bt1S1RtSttfdKxvmk/g8dW5pvtcGvURJDcnfG36\nIXas/h5R16h6kN7DdMBQ01tq8sZvq//81Xeavnizadb8qI9gTXjGXpKUUWTaeLRp5mbF309dYNpo\nomkOhugXAo6vCEiW0aHV2tW0J4ap3jemvxLojOSC2q2v6UU/mo4nkzYQB7DxQNMe46jH/aY/HmL6\n532mAZm3jkS+HbjwxvU0zaXcIa+YNn2TesZMEyNMp29quupo0613ME0n8zHkUNPRBEyduX6y6JBq\nDTaN4RiPxABs/r7pCgz71zVMl35ZuvOTSjts9aLp8tf53aOodwvTfM7HEI5jyckcR9x0Eo72hHdM\n23G+NifAnEDGoBbH/ysOweyPitcnHYO2FRnRFTjujXfkd1eZfnObacompg3bmdZ8uHh5LbnuunH+\nVvK97xabzicztz8dz/EXmo7gOviM86KXS9eejXemXZ7h94aaNnnCNHdA8c+3v8q062zTmYwEftfS\nNOC8bvWe6UIMU/5zpgtwsL7tw+8lTDdZQPt343OPUu5402UzTH94yHQc11UX6n1BmmmNK6jHz6Z1\nnqUc6p/C9dmjgekYdPKNq2+f+itNe3I9p1L/7znvs7h+tt7YdBoZ9LHUuwsBZqy56ejJplvWNp2L\nI5TD9bAqvE7oN34gwKzDfdaFEdqfeT9ex3Sb6aaZV1M/2mPK63LKQOqTpo24L7K/4I2mJsFepvXp\nz2uTeFpIv/0F/dxcHII0+ruttjDNH2s6gQtycKZppxzTCwho6n9g+ttA0wyuj57UK4+Rl+G8PhJH\nO1GP36Ge3SaaTppnWoPrfPQbpulLTVvwO4u53ld+ajr1KX43w7QO9RzF/TDkbtNmj5u2wq4UDKAd\naY+h2JkmF5vWa2P67Ymm0z8rfh5SGHnaiut8IffxONpza+zUFK7/GfRD3TnO8SQOv8cujqNf/Ku/\noN0zSDS+Szs05P9WnU17005zGEn5gf6sIHT8QgggO/U2zaW/SuW+rU+m+nuul8nP8/v0Z92wA/md\nqO92pj8/QnsQEG91jun8cIYG/sr0vTmP1Gv5DqZNsfvDF3D+8jhf9JM/0C//OYt6bkv7nmeaTX83\ngvMwgvapxUh+Q+xMyn76T5pjH7vzO6vwe76hv1pyimmPAaaTGGmcwHWyJddPIf31eNp5y2zOD+2R\nw/sFXfhhEgE/cv814PrYjPt3MP5d5iDTntjtQuzbt10pv80aDgx/oxWJxW6dTYs4jh+5rqdiB7ph\n3xLY7do/mWZQ369IbM8jEVIP/6XXL7QbflbTXNMV4XW4yeqrl3uQ6Ua0045cb+n0L9/hT87gd1O5\nb7riN7aj/pO5/3/g+qg7lXY80vTnYzmOY0w3/Z325f6bs6nWggcgkqQEHUwqBvwQAoaNPzZtyIWU\nS0daxAXfDgfkKDrEty8wPbq96f5bmk7iguvLDXA9DvHmBCS5m5t2x2H59QDTuzGADXGgCnFgVtIR\nnMIQXA4X2GMYoBW3mMYnmDbi9UNxrI/CYT5gN9OpdJwP47jsHWaILjMtwODFMHjH40CewQW+0wOm\nE06n3bY3nUh7FHL8bbcyvQKHa0ApA5AsOohrMWwNMWCT6Khf4fWLuSFOIiAcQ/m3k6l88lvTTzkv\nT+EYpGFgl9ExtaJ9+nA+PisRkOZ8YnoLgVRtAofpG5m2pLz+3JhvE8Ak6HDjdGwdcGQfxfEOMDSZ\nOLITMZDX0nF34joIHezudGBf4BAUrSUAqfeC6b0f8vt00HMIINrjKL+Dg9yF+tzDVJMFjNiFgfEb\nXD+vkxm7n3ovSjFdhePTaorpeR04L/1NH8cQzeY6qcN99CMO941cvweONB2EIVxJR127oekWtO/i\nAtMz+f5hOOg1qPc9Q01P47xNLtE+dblu76GjbUvgXVRIPblfL+d4biLAHTjA9E4CyTOpRwbtcjPt\ndC/1XInjOpL+5o++pvsTQPcm0N4Zx/Q8AufjKe+UjqadyGytoL/oQ6LhTAzon1fKKQWJMFLFUdgp\nNOzc/zVwjJvhQPyM49eQ6+U47rsfSExtQzmX4LCP4fznc73eS79ZA/tSm/65K++3op84i/5tG74/\nF8cxr7fpedifMdxXjzICUJ9+YR7X78b5pmcTKNfleroaB3cyDutLOKCNsU+7Y/dm0o81wRE5mf5z\nY663m7kuR+AYtSJRsIQExSwClfYc93v0j+c8ZlrAfRRQ7vG0X8YQ07u5jp/EoX+d33mPduqPg38e\nDuwBBGRfluwvGnOaCbC+xb7FOI9HkdAqwF41WWR6Gvcl3ebfDDQ5AQf7QOzAb9jLjfuY/tDP9FT6\npeO570/jOKaQYGpKf9ufdngfu3U3v5/AvowmEP2U/qQf53EUCZKmBFBF2IUp2OU29Pc/0h+ew+/f\nwPe70l8vpNw82v84rq8ifj9BP53g/TBQD8lnJOkRNJv2qIFDOpTzcjN6W+gPYN8e5njP62y6mIz+\ngwRoDzFTZBFT5UfgmE9eaLoLdrU390HvYZwnAr4zCSAuvsO0NjNY0vFvDsbxPhe7M7+Eo9+chNyj\n3Jcp+Fs1sHszsGfncP9eQWKzNX7lJPyVTgSST+L4304/c0s/014kBKYT4Hfm+v+D9tRSrZY4fuFm\n1O9C7tuGN5gOp/6n0//sm2d6aS/TqQSqTbhfnx5q+ia/24/z8CXnvTb9XHOu72NLPRMoVtoPbuAQ\nucVwXNvSsFsRcGzGEG06HWkijBx5PQuHpQYdWLeDTVcRwQ/kxn6VC3wKEec7dNAzLjF9kQttGy6Q\nDn1NzyRwOYEOrh4O0QF5pofQwa4kk3IEF/pzONyZ/G4svNHIHCyjvhcRiH6Bo/1jb9OHMERfEvC0\no4NrgUOagcEdk2568rWmo8g0zebCPJ4M1ng6mE7xsp2e4C7amczkOEaIzsZRnsRc3iwCwxjtENDB\nZdC+KWSg9qPDqnW+6bG030M4hunUN2XWGipE+2bRDkNwBA/70/QNzs+RlFdvqGmCDiXgxj4EhyAb\nh/hYDN+5OD5b0K4dyDS9Swc+hQzHqzieRbmla8deOMbdyPScQyBzIY7EAjrOFK6Pg+nI62IABgww\n/ZmO9hg6sHyug3Q6sDcwUEczIjEVQ75FM9O2GLxWb5sO5TwM4Psj6EBT+N0sArQUOup3tzadxvX4\nBoHtQO7jVQSe23Jd9OL6n01m7LfdV98+3ZkruzX1uwgDcgLtMhZHtQ7nJxw5TaXDVphhJVGQQcAS\ncBw1yWh9QWb2Ys7fe3TYORxHdxypbTBcI5aY5mFg9yUw+wBH7SUcji5cd7sdJ6csMAKQIDPYlOuk\nGw5IVxzx7H58jgAvBce7JvdTGuerM/dVDQLgT+hHniFAnYaD+QH32VTupzdwmGoTaOxDf3Ud18+h\nnU1nE/AczYj43vR3+dxvJ3Ff3koiLMb9l0r/kkpCJ4XE1y1E4i/wvT/opx+hvHe4XutjLzbhuk3l\n+yt5/TLs07MEAFkksi6YaPoK/clm4X39dPHTUMjnBlN+OxI9W3N+gqGmbWjnnmTY5+HAjsdRrImD\n9K/+gv72de6jadiHGP+/zP8nYudXEBhtvoYpqQH9RSb9zAzOx2kETA+HMwBoh470b8dxXl6lnQ/A\nbrxLYHE8/X4D+rMajNR/T7ucj71ZyPcTBJDXE2Dc39s0l/a+huvwUQK+jgRseSRShuD3PESA/RH9\nWXP6sdb4ifFSThHcjeuzRX/TUzgPZ5M4nIefk0t5YaCZGtrbPJN0EnXp3A8B9a6ZTz053ksZcXof\nB7ge91c3Avpe3He/cD21wT/r2c/0NfrPd8jc745977Hv6o8vzsyDjwlgH8aeD93HdDP8lfqMXGbQ\n7sM+Nz0Wv+GjMCDGPvXkPtuFhO4VJBjO4DqaSb8fu+6/2z8ggTqb/uVcrueL8De3pl/ZjYCkDwHX\nIKaaHsh99Az93LGMEC8nMXY/5+sY2nFX7GkYOM/op1LiIyAGN1wYMNxBR/w6mYNN6LDf5YTEwg6J\nG0tccMu4Qe7C0TqBlMk5DBXHuUD/wFEvJIKN0zEV8HsNMAjzqdc4ylnJBT+LjqcpmZu6BEKT6AAn\nkyEYQQCyLMywh1NVCIj+pMMbQqYij460C4YwmyHoJXQUcW7UGDeIyIzNoYOdydDtUi7g6UTgM/id\npRx/8H4Zzw+Oc4Ib5lemqIynI2sSrgEI10TgoCfCetJ+MRzEJjiCM+mg/+TGSyEwXESmJ+i9hvoQ\nQCWYcvQHHescOpRRlLsnjktNHEphoGOc74ZkoqYxEjAZB2EF7y/h+mpA+y6hQ4ozFaGgTtmasQGZ\n83CkZwyO9hIyQjMxcCmMiDRgxKwm1/teGLpUpvx9w5CuMARFBOx/EqDP5jpcQuCbxvX7FefvXjJT\nO5F5PRAD9DXt9CmOWQJDn2AkqBCDlOjL/2EGDEfsawK9PcPADAfjUxz9BWtot7pcB6sIBCZzPY3n\nd2/h/GbQT8QISBKcrwTHk1iAhgkeHKgCptT9RAAzg5HEBfQ3v5KhOxAD2IYpEPdyH2fhuNRgxLIr\nDuI8HIdvaLcFk+SUBRIXwdmmL4QjnAT8dXCo32KkIoZDGyauEvQncRIZA/hcFtfhcQTYWf1MH6cf\nGz2R73NdFRC41MURjpMRHU2/PZuAeDz1bEq/3Zx6ziNRMQ5HbCYjnnO4TgMy6gGB6+x3TX+kH1tE\nINUex35z7ts/OX6RqY9x/wQkHpbSn0yjf1/ISGg4ZWgKx7GA+ijsl/m8vi5+On4kY3smDtw+OHwf\nkdFvQfvvjuP3A1Nh5jH1NWCEJcHUq5L9RQGOWJzXi7jf/8SRnUVAsJT+6C97f1rxeooEhJiBMIfj\nmY4/MBuHMj7UNIeRj1rYo9+xt0voF0Zx3vaiv8umnYo43l+4rqZxnEWMkC7Hzkzj/2bYv0W092QC\nkPnhcdOfpeGXbEpmvflEjh8/4i97Hy56ph9TyaloJQgX/88ncTmNdh+NIz4Wu1CD8xmEDjXtn8B+\nipEXhQkj7GABdmgw/eOswHQZDvFo9GASVO12ML2Z32lIOZn0w9uEU6m5ngbh7yzn+tXexY8vi/bd\nGj9tM/y4TPrnBH5POBVdOOZTsY+z6N/ncX6bEEDX474poH8YRWA4gfM3hcAzWEv7B/hv04eajsff\nXMr9v4KZIs25Dmtzf//O9b6Y63Qk9rMGM2Oyac8hBKZFfG8RgdWv4VTwUuMjIJKkIIyw+5kWhI4P\nQ7yruAAS4RgsF1wQTnlh6DuXC2QrMjthJuFqhvqyyGxsx4UVDjmnkSmvy/tjuKEa8voeZEB2IgDK\n7286HEdwNB30pr35HB3RPgRCtahfgs/H8vh9HKkEgUM7AoNdMRgfUu4vrJFICYdccZgCAoBwxEF0\nXLEws0TEHPC9GDdCYpBpSy7wK7kxN1nTnEs6nLAjDEoM+a7EYU7l/S3IGOzE8TYkICrie2M5nlZ0\n6LtwH+xDu9fBICamrqE+jBiIDno7pnL1zKf9cABDP3B+GNAw9B/nOhpFR9SejnQn2mt3EgM5XIdh\nx52gA82g3nkM/fbEsFxC+9fbdvXVHsdIUE2ui70xeHuQqW9Nxic0bOPpcGbTUT7OkPcnGNrfadc5\nZI7DDFUsvC+YUhAsQDH0m+PgpWF4r8Fx+5B67USH1pCRjASG7K/AFYc8wJDVLbF49F066C0wXB0I\nuD9O0X8yiePO4Hreifv4QPqBJ3EEWnL/r+C67IijuR39yCY4TkEYcBMgBASUQePiv7uC8/8B99U+\nZMRqEDB/y/FMJ2CZR0bqIwKRpzGIY2j3MXlyykDAdRL2Z0U4AoX0jytxVBKc/4BAMcCBD/u/DDKb\nPXHM/+B+vZQEw0xGDHbFQcggISASRHUZuZpK/1KEg7sXDkFP7sfuOEajsEujSBRtRD+6B5nSffhe\nE0Yo4vQP4n4LuG4T2KkG6AFkTIfSr3xCpjx0uAMcvIDMcsAIS9i/BfSbYT8d4MDHSAAEJNDUdfXn\nI3SYZtFfbcN9/ykJjxW0YxeO72vapZCp1AEj5WvsLwig0vmdgPYJSJCEa+nCwCOYvvp6ikAnHNEO\n20UcX4yAMUbGeQ6JkKmUtzv2pjP9xO7YvymsJZpH4ipGQBTsUPznA85ngD8hAtiAfiHAEQ7o9wLO\nuzg/LXC89+W6/pqR56/xN2JhOzICG+DfxMLfPWgN54/rsDHX+fYkso7HXjwYTt0h0FjF9b4p9nAH\nHPd2A0wTJKiCAcWPIxhT/HeXcH19hB05iEAjxvX7Pe0xmRGyBTj+YZzxMud7NMcZJtJKsiX3a3fa\n4XUCwNEkgFLCwHQQynUWKzHlPAhHKAm0/gz9JuzpfiRGdscObIK/kcA+BHVXX78E9qI9Ae4etNe+\nnN90jnMIdmQiI3a7EFB0wT7txfmYTT+wvK/pWSS+ZjKDISBwPJn+MvValRIfAZEkLQozDPw/P734\n+yu4sMMOeWZf04VMMRqOIzKfTHghIyan4zitZGrEFDqm1xi5WMQJnskNfijfvxED8AIn+AIyzKJD\n+5DPvUGGow430pYYsFsIOBaEU8HC3bUYkhzPDbiCCzxBxmY8v/MD3zsZh/IPMiZDwkwYDtY4Mm8x\n3o/jCP5OfeZwnGEGZxQd8UQ0h4x7uLj6V+ozcmzx9i8i4/crcxAnhRkZMihj6HA+JbA4lcXUv9OB\nDmfEYiaO/Hc4DNvRQV1LRz+b8lYRGIrzoI2K10e0QxEGsDY34G04MOk4JtdQ3kwyAyMG8TsYzA8I\nnDqTkbypL+eDjMP/CAy+wvHfAkO/JFwbQcf9Bx3xQTj0A2mPOV8Vr/YPZC5ewHCeyXmZjgM8hKlG\nkwg4Pub8bMbIyx0cRyGZkqfI1M2hQx6O4Z7DdRinIx6FIZpIu87hPtoCw7lDb9MUrqvndzAdx333\nOx3bVBy6eYy8/cr9sTflv3ESxxl+PsxMkoEeuaYpdfAT5T1N+aeRCUtwPX6MIRxCAPg6HfXJOGIN\nuc9mkDn+nYzxMgzAMAzvnHCb7zeL//4gzsv3+aY/45BMoz2nM0LzOFOD+mBYi7gPwyH+vzbxu1lO\nKVjJSMZQApGp3F+i/ysi0P+N8zURA74YxzFM0MzhPqxNAHJsuCaBQDY20PQxAoZpXJfDuN727Gz6\nzlDT/mRYj+V3D+Zz40kMPUpgPRdHdkccz0upzwwSMCtxTGPczzNwcEZw3xaScFnMdfYxjsteXKf5\nOOzD8BdWEajQHf113a0iczs9n/bCDhQQ0E2h3/uVxFPRGhy8RbT7uziiqyhvMP1TE/rd2CDaPxyh\nJ8M7MnT019RfECgNw27/QkAzl/uqkMBoBPYw7EdKkiDAmUC/tYzMcjjyMovjHIEdCUe6b8OOXUpg\n8RiO5xKmpt2AYzoTz3g4jsmsElPB5pLYGNbHdAXfn0M/NIzzsZLfn4kfMoIZCeOxY4O4zg6nvUfh\n4A4lcIsT2M3Ejg7HEV4V2sc9i9frQ9p9G/yNq+j3wpH75+kXfycxOxD/4Rh+tzn1m0KAPo7rcym/\n/wsB0rzLtFo+oX77Evh8wXmZxYjP1wRkr5N4vIgRwCLs6SAClXAKUzjCHzKMKZp/cN7Ow8+YyHH+\nit8Xrpn9PRxJzC5ezp8cVzqJr+FcR4/TPkfTPjO5/0dx3YynX0mEi7x3K1Eu98MIEr+n4l81IgB5\nAnv2Ja+vxK73w34/Sn+1kilpN2Pn69Cuzeh3rmEGRx36ld4EpC25LkvEh86aSCVjnMcFkHZF8fdj\nRIq5XHgZBADpOAzhIvJwaD7ctakFHf2mRKoNcJCEgxnjAmhOBJqfZxpm2NIxjG0wMO24YWqUiHx3\nwkG8DQf+QAKIy3BYfu3P9+kwMsnUZYeZ6seLl1eHEZB21LMWHVQu5dagY62Joa1J5l50yNm9TbNw\nwMPFetkYhkyGkHPDRdY42j2eWP35CSP9WowI1ei2+s/l0sFszFS2cC5oDvVJJ+PfHQ/tNgz1YSy6\nOxtHfDQdQ7cOq/+d+jiev3A+ryYAacVUpqZhRm2AaQyHO5dMRvrzxcvLwlFsT6DTisxQeolAOAVD\n2JKMfBM6zjaM+NxGYLnRGnZ3CgnnLLfl/DQmMMsJp/i0K/75HDryDnS0TZgqFuN6jLFmKZeOPj3M\nbJIRqsX9VaPEiFJtOthNCCjbcP4yOA5x/YbnPXN48e83YGi8LR1tJoFAFwzG9wTA5zdQmUjnOFrT\nD7TBEGccUfxzGTiC4XOAmtIO2Tg6NTFgKThyuXw+fQ3Piwi4HnO472rsufrPpRJotiLR0Q5HKnOa\nnHUgFu4WyPnJPKr4+0GeaS2GNLMIHFJwMHL7m6aSgAn79Y24rjdlLUFTDH3sueLl16PfaxeuWcMh\nSeF3wqkxHXDUco4v/v1N+d6tOCTHcJ8cjyM/JlwbxFTBVPr9nHAk+9vi5WXjKLZn5KcOjkW4XXdN\nEmEZZDpzuP7DXegymDIbPlcjQDMZ+Q1H5NeUwQ3JoNxc1sgF7M6TGe5+hF0OwjVPjBCutb8gcM8k\nAMghEZLG/RM+dyGHgCmz5NSrEBI6WfTL2eE2zKF/QCCbi70IM91hPRsSiG4S7kYVJiRICMawB7nY\n24y04j+fRv1zKSc2gN/FMczhvIcjFxlMlcsJZ3xwfeViL9ozQp1LfXIIYLJ4PYPzl4O/EoR2fw3U\nIJHVjoCsJQ54eP2FZPblvBCoNuG6yOb4auJnpXAd5uJ3pJXYTTIkCP0L7Fnmbav/XAaOeFuu/1bc\nL2nf6r/BXjdk6l8bAsSaJMzy8McyCBSyCZzCqbN/tQ/2sFY4xYzzlk5g2JrrvCn2qBa/lxVOYcxb\nQ7tz/4YzKJpwHbWhH0r/osQX8Cfq8f4mfL8R5ynAzmdyP9amXVOY+p6K/1Ab/y+jhpzqROfOps9x\n4b8WPp+EC+VEItjUJ8pUbIXTCIO/I5mOjLPWvayy0JbA7kkChtfJLL1BB3IuhiKz3eq/XxsH8mUc\nxJNyKqfea6ID57kbHUc41aC6kT3Q9H4M7ksEli1Ludua41RFmhKoP0C/P7C36RsE+Jczwp49tUzF\nOo7jOE7pqMFUlPBJvXlkyoL9o67ZGggzOhGtRcog09Qo37QOgVAs/7+/F+4mFu5ulb21osXXckn6\ne5FtPc7jX+eljCMgjlMVSWOEOVzzVpf7ISWIumaO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO\n4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO\n4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4zjVkSDqCjiO4zhO9WHTUaa9OpgWvccb9aOumeM4\nGwqxH02/+tx01KtR16gkqVFXwHEcx3GqDz1bmNY81/Tnz0xjJ/GBRNQ1dBynqhI/w7RHd9Nur5iO\n8gEHx3Ecx6l8Uk4xzerEC3dEU4+TXjbdYVjULeI4zobKHiQ2jtkm6pqsiVjUFXAcx3Gciqfl9aa3\nZpru3Mw0s2YlV2SASTAj6hZxHGdDJTiMP+pFXZM14VOwqjnByaaJnSWpyZyU1pLU6dXYPpIUSHMl\nSVPKXHCaJOn8oq8laeUZ8S0k6ceb1FGSlrTSb1EfueM41Yvs8aaxq0zzW5p22dL0x0NNf3vDdD4B\nSvyp0pWfw9SqLQks0pfxxt2Uc4xphwdMx6+IukXWF7cfjuOsKx6AVHM6YTKn3CVJe999/AWSdPcu\nneZLUuyGommSpC9KXWCGSXCDJAWffTBNkmbtZHMO9ns89QVJGqrCzaI+csdxqhfBSNO5DU2fqW26\ncYHpzk+a7s/UqI+2MP2wlOWnUm69nU1rzOQNFoHGDzLN2d40ZYuoW2R9cfvhOM664gFINacFV8D8\nhZKU/sMe10hS1gO7rLSX17ng2yi3uyTVOMMMSEqQMsdeL4z6wB3HqWYse9p0Kr1T4Zemw781/XWR\nacMX+MJK9IfSlT+PXWdeRvVkiQ+8a1LjBNPg+qhbZH1x++E4zrriAUg1J9EIfV2S9EmiSJISZATX\nf9OEhBkMpj6ocD1MkuM4znow9mPTyTeZxr8p/n48x3R6RVeExfC6NuoWWV/cfjiOs654AFLdCUqo\n4zjOBkkRE3yWrV8xzt+4/XAcZx3xXbAcx3Ecx3Ecx6k0PABxHMdxHMdxHKfS8ADEcRzHcRzHcZxK\nwwMQx3Ecx3Ecx3EqDV+EXozcG023ft40g80AFW6XuK1J4XWm3/Mgqbm1o6654ziO4ziO41QFfASk\nGEG+acYE08wGaLpp+hmmu29tuulnUdfYcRzHcRzHcaoSPgJSjAVHmb4ZvtCtxAdamuQ+YBrbPeoa\nO47jOI7jOE5VwkdA1o0wMJkcdUUcx3Ecx3EcpyrhIyDrhj92yXEcp0oSdEdPME1saprzlmlBe9Nl\nZ/KFFeVcgUTULeA4jhM1HoA4juM41YDUk00PGGk6fXPTummmu5xtumyi6bOLTEekl3NFbkbnRd0i\njuM4UeFTsBzHcZxqQD6BxJZjTRd+Y9rzO9P7Gpp+3MZ03+WmqbuVrvy8AtP9+5geRrmHbWd6yHOm\nXficNo26RRzHcaLCAxDHcRynGrCC7dULp5o2ZAQiWGqasRD9yTTBboeJB0pXfuIu05V8fwXlryhE\n/zQtuIovxKNuEcdxnKjwKViO4zhONWDKw6bvs8Zjj/NMm99nen6K6TgScy99a1qUV7ryF15i+kH4\nwt4lPkB5jRkR0fKoW8RxHCcqPABxHMdxqgOHmXzNv4OZCpUVLjK/02TJGNOCWhVUj/ABt9dG3SCO\n4zhR4QGI4ziOUw1ZyQjIypJvVFTg4TiO44CvAXEcx3Ecx3Ecp9KoogFIrdtNW2fzP/u3d3/EtEcL\n04ycqGvqOI7jOI7jOM7fVLEpWNkdTM/ew7Txz6Zx9ndf+qRpxqWmzeubvnxw1DV3HMdxHMdxHKfK\njYA0n2ia/rTpza+bps41fWyc6UOzTTvsx+e/j7rmjuM4juM4juNUuRGQ2TxAKusi0+M+Ms19xXS3\nzqYZA0znsutJQSLqmjuO4ziO4ziOU/UCkCamj7B9YpdNTD8nAOl+hOnyi01fP8o0kR51zR3HcRzH\ncRzHqXIBSMA+7c14oNPmw0y3ZopVnCdAzdzHNPs707lRV9xxHMdxHMdxHFW9NSCjTcMHzL55luld\nB5nee6zpBD53SDPTlE/LuSI3orOjbhHHcRzHcRzHqUpUtRGQXvzBCMeqfHRT09jh/L8x/xfxvUtK\nV36thqZdeDJV+u+8ca9JnECnHbtxje8cdYs4juM4paI3ej3aySSV7dpr32O6/DHTJd9GXWHHcZwN\nlSoWgEzqa/ppXdNjfjVNu8U0gSGZM9j0RQKQwmGlKz+dtSUbnWNag21+9axJnDUmtTfndQIfjY66\nZRzHcZz/ollP085PmH56henx9N8drzJd9Jnp851Nhy8r54pgT7Qo6hZxHMeJiioWgMTnmX7Q2vQL\nplhlfWhaxIhF+h0c3rVlK38u5b943Ro+QMYs7VTTxDG8/kbULVPN6JGRKUnbz61zqiR17ZZ6siQl\nRshch6JSl5Rnklhuurifac3bTFMa8blRZawhY2nxxpIUPDD/bUkaX3fZ7ZL0bpa9W9gm6oZ0nOpD\nvZ1Mt8BeTBtj2ri/6XVDTDv0Md0713Qk/X7hD/9dfl0CmD14QG7WFNPEcSiBx9YPmk48lC9+E3XL\nVDPcfjhOElDFApC/YISDu/4vDel6pWmjpqbT/ijn3z8JzY66IaonQe/WX0jSEXtd9okkndqpmY1x\nfZK4qIxFXWiy4kjTl8iN7tXZtAH7rCWWl6lU6QGTxbb/2g53DZakzx4ZJEn6DMOxOMI2dJzqRhEP\npt2onWk3HmCr80zmsVawoKZpSm3evwA99L/LX7m76UTsTkYf00Qt9H7TjZkqrMKoW6R64vbDcZKB\nKhqApLc3bVHDtC43ZOF40+nTTIcxEqLuUdfYKVea5y6QpKBej+b2QhszALvoyHUrcHlgOnh/055M\nzmgyf/0quuAF02e7S1KQ0CBJCnpXfpM5TnXnT9YQfryzafO+pksYOW9wummX7Uw/4u4vPLRUxWvJ\nNqb/GtBoX/zfdqHnODPqFqmmuP1wnCSgiu2Clbm16SkZpqeTJ9iD23w/MkwX7Gi6bXnvfuUkB3Ht\nKUlamOhQPgUm8BkSE3nh7nKqKfu0JWwofgmvFlR0AzmOU5KFTIl65WnTO1nLdytTsaZNMH10oumP\ncyqoIpehtderFGddcfvhOElAFRsBacH+uxsx9alf3HRRGGignblt9/3F9FsyUKvKeyqW4ziOs3rY\nVao1U5JW0Q9PHWkaL+XIQoXxnkkiVF5e6WsyHMdxKpgqFoDM7Wwa7GF6CNvjTmZNRipzajfb1XTa\nLNOChRTgAYjjOE7lcK5Jy7tMd/3NdOYOpoO7mf7KSMT8cE3GVlFX3HEcx6lYqtgUrDk8/+MRdhMp\nYq1HZ9aAtGfx+a8vmb7EosDER1HX3HEcp3ryyQmm95MAKphuev1Xpnfzeh8mxOSsiLrGjuM4TsVS\nxUZAQib2MR0QvhAGUpejTM3S81HX1HEcp3qzw/Gmuxxguoy1fHcx8jH2J9O96a83a2L6ddQVdxzH\ncSqIKjYCskbiJdTZsFmiRyRJLwe3RV0Vx3H+m0UNTH9kCtaDPIdjAmtCJp1v+jBr/IZuFHWNHcdx\nnIplbQHIZiYpZKT0cNQVdjZcEom/1B4LlchoYVqniWnTDyRpWYfWFyxJkbb8LWeb6S2lZrdJ8+ZK\ndRdIy3OlGgulxLFS8L+oj8hxHGnTE02b8ni1AnYx7HWK6TE3my4ZhnaNusaO4zhOxbK2KVg7mOzO\nUHljnvj97UDTcbeYrvo+6gNxqgSBfpQyeI7riqUabX/VZ9f0rteY9uxi2vFi00aDTGueKEk1rk5J\n+aOu9PppTe4+7WlpbmPtlNtdWr65VOcIad4EqWWuNGGh1Ok9acReUpeYNCQutXtWGn20lJsvLZwo\n6QZJV0bdLI6zIZLK859bsL3tm9xpS5eZfswuWH0IUDI6mvoSEKdqEeyF3sQLvaOukeMkP2sLQNhl\nashk06wjTI9szf/M2f0Bi/H1q6bTevL9E6M+QCdi9pWkxH26V0oZnZi+8lZpRdvm99mbR/bmQzge\ntVuY/vm46a88humTFNOZX0lS4aJlPzW9R7p223POPvMcD2TNAABV8klEQVQTac6CvVSju1TvZ2lS\nW6npXtLo3aV2H0pPjpZOaCctrCXlLpYaXyNNv1ba5Vnpk6OlffaX3t1ParG1NLKHFORJBZfLd+h3\nnPWmkEXlP7EI/ehVplPYFKRJH95/2XTF9lHX2HH+i1VZUvoyadYIqUEnaW6WVPd4adoJUt19pN8O\nlurWkd6/WIoPlFpOkBbmSbXaSotWSQ3qSbPmSI12lWZ8LGXmSysmSmotaVzUR+c4lUspF6GvDLdJ\nDEc8+pm2ambamd1MerAb1ePHmo70AKSaU3SOlLtd2k+6V3p22Qk8MLJ7uP8/DwZ7ne0632eO+Nhd\nTJfm8rnekhQEamX/BvfamMiBPXejhDZL//Gjl0sFRVJaijT/Aan2mdIfL0rtD5c+/1PasYX0fn1p\nz9nSs7WlY76WeqRKg3aVEv+TntpO0g7Sz2dwDIdH3YqOU5UZlG8asOajJff5YNZ8fHN71DV0nH+y\nYmcp81Ppj7Ol9vdJ3z4t9TxO+jIhbRdIf3wltd9WWrlUykiRdKYUv0+av7m0KlX67TZJ10hBXEr7\nWio6U0o5UEprJxWMlloPkcZ1kbb6Vvqhp9TzFenbQ6TOm0tDh0nZjaUl0yXlUaH6UbeI45Q/awtA\nGptsf7ZpPtuSfMK2iffsbLocN7A7TyAPbo36wJxoGV1bavet9ElHqd8deVdK0m5P72Vzv+96jN1w\nnllpOmU8XztVkoJgrcXXYbnITYl6q/9AWooFIQ3OkWbd+7due6301TXSGSdIDz4pDbpG2mGRNOBZ\nqU8LaXBN6ZlCqf610mvXSWcvkx7aRWqWJU3+JOpWdZwqBfbg4KNNuz5jOocJK/UGmC7+3HR6d743\nNprq1tnCdBVrVJZ8W0E/xPOq/nryoVPZWCo1Hiyyf5e3kWouk75sJG3zi/R0F+m4IdKQe6Qu50o5\n10iLrpW22FP6+X3pwlXSHelSy4nSxHulzDnSvM2lZ0+WFteRDm8nBRdIeZ2lrAXS4oul7O2lcadK\nrR+Rvmshbf2n9P4f0p7tpSc6SycOlTb+Uvp9O+mo4dLzy6WuzaRPHpc0VZp7gF6XJH2bCO1lkzId\ns+MkGWsKQOaYtE9DcQl/fcK0sJ/pVkea5m9p+jRD7Kt8Vn11Y7ykVtI3B0i93pQuPk26/SFpxAGS\naiy+XN9IH/a66BedL+2r17iutFKSgkCVF7BeI+laqZ7sIj94nvRqirTdOOmjmdJZGdJ+hdJbX0nn\nXCp931badnvpit+kG36SdimyCWEpdaWiuVE3uuMkM6l3mDYidH+cB8iOYkpWbKLpX09Er+BJKLWe\nMu3Fc0jSSYAkaphuf7XpbAKggeeY/jGwnCsSbv7iAUg0LFjZXcqapts+bChtm6sBn28pnfq9NHw/\nadPHpG47SIO/kO64TbrwYmnLd6Sf9pHqvyDNPkKKTZXi/3D/l82SNF3KJbTeiDkhTcJHas6U1FDq\nKukXSQcfJL36mrRwtJTbThq2jbT519KLCenwQOp3kHRNCyn3I+mUn6UZk6R3n8/M1qVSjZdqvCNJ\ncz9ZLEl6iAmNpUjcOU5SsYYAJDjNtG2RaScGADPPM13AgwBTC0xHsXtJwT5RH5BTyUyV1ET66B5p\nt3OlCzOkO2LSljHp5y5St3uka/Zf0fue56VJDSaclJElBQ314MplUmJm1JX/m1pdpUUNpU2nS89K\nOrul9M0I6cXzpYvSpLMek+4/WTrzIemB06VTbpQevcJWRS17IeraO04yUsiIwjzWDPa503QYdiX4\nxnTk26Y/swZMsyqmPrGDTHff07Q9Iy6fbGra8GPTdNzInLTSly1J9Sl/vz6mNQnAEgej75huVcd0\nom83XAkk/g7zakrSkumtdhwxRRr6XJu9bnlCatBW2jVH+vZG6fGXpJOutLkcPw6SMvtLK/r+o7A7\nJF24mh8Jx+yYtqtN/rtOwWtS4iCbYbVA0vY/Sl90l3pdZBMSR/WXNrlEGtBEOmYb6Yk7pb6fd95T\nkprue9ciSQouvpMHLQ99344zEZM8EHGqDmvYhjeXB0f9cZTpfXSYP7A94jBus1+u4nNM1UrsEfUB\nVRJ3odU+B/7509KOx0nnL5buqiVt+5r0VW/prsXS+R2lFi9LkxoEXEfBzno9uQKPkMR7/LGTSatW\n0oRO0p2p0gUrpPM/ke7aRXrgHunMc6Wrm0nXTZYWNJHypkZde8dJZn5kTdeIi0xjjHgUMLW3MHTX\nKnj7q4U5plddb/o/1pStYkRmfKbpG9+ZDh5StvKXEsgMoUf4kYBqMCMpP44wndSUL8yr2OOt3vwd\neKQTCB6WKUnZjZ8/v9btUo0Xtt7mprulS76UHrpeOu0xabs3pS/3lzIbSyumV36dU2+XCi+SOs2Q\nhselK16XLsuWuo+UTtt1xouStHRFoz/t0+SBdRYJ4prPFT9ux0lu1hCA1Gxk2pjtE9NwGdvONt2M\n/dy7NjfdiDUgSo/6gNaPLDJyXSea9mCKWQ9yCt3Z3SufTFlwRNQ1joqft5S2+Em6oJl052Sp1yPS\nN6dKN6ZLV8SlvHul+T2leNMSX1y6Tj9X8YRZo9AF6muSea60vLN06ovSI4dLd78gnXeE9EFc2iMm\nXXS+dPtd0pzdpXofRn0QjpOMLGfxeZvtTBt/alrEE9DjbMetRZVTnyWkGV7mAYk/MQJTkzUf889c\nt3KXXWv6CzMIvudJRN/jEv44zfTPcHOW2ZVzvNWDfzxHCuqQILwGP+bGTyUpPmxQx/w60tE3fNSx\n57nSwLukjIbSys5RH8G/iS2WCt+Tah8tvffZhH0l6ZFHT+D6fZSA92xmotw9wLT5nqtvD8dJLtYQ\ngExl6PxLMlbzeCDhMPYDGkYmqR4dbGGYyVkV9QGtHzXZVrgLa2C6E1h1Yzvi7mwX2zxst0OirnFl\nM6mD1HyUdHFT6bYpUqs9pfHvS9f/LF21hZTXUFrwz5ncG8hwcKy2FJ8v7fOQ9M7p0v2NpbOmS4O/\nl7r1kC77VLp5Z2ner1KdTaOureMkA7EnTXt3Mh3b1zTBiMMCRj72/9I0rZJ3w4ofZvr9jaZXnGQ6\nIqWCf5ipzMpdr1IcSatzsNsONX2IMYz92MXzskGS9P1JV12RUUv6fa+ZP8cvjrr2a4ExuMRmkhSk\nS9KFD88nrXcvx3k6I22h4Xn6d9Otf+CFR1ffTo4TLWt5EnoKjvf+7LqQTWCy80DTX2fwP4+WSx+v\nKs3sB0yfYFH9vRjG+5gqcP9jpl++aZo4LuoaVxaL+0u1+krXFknXpEgr95My3pJuuUe69FypQQ9p\nVnV4HGWupIXSDm2lQWOkexdI5+RJP+whbfWBdM270rV7S0telGq1kPRV1BV2nKgImPoS0J8uYwQk\nYPv2BJuaxBbz+isRVZQR7ZW1TIueiqgeThn4t0O9DR7408zYCEdATuA6fOUqSer1U8FTstU436gg\n6qMo7cFK+stfC7aVpLR4gpHET5nad8zlplNZG/IYK1N6DzCNNVh9uzlONKwlAEn0MV1FRN2RTEKc\nkY7pp5imh4vZX4z6gCqJMK9fxaecrZ3EOVJwr/TEBOnEltLXF0nb3C7dcLh05YtSm+ulsVdFXcvo\n2O5j6ctdpdv3kS56R/p4C2nXn6U7N5POHyqtfFdKHygFlTS5xHGSh6KRpu8wstGVEfUubMO9C1Ov\n3sOBWvVj1DV2kpx7pZy/5x18YbI7AceDPOB2zNOmx7NJ++DRktSijQh01SjqwygPChmn+3vR+Ti2\nvT6LB0e/y/HfzlqnY7cxTf1e8kDEiZ61PAckzlSrgT1M92So+uNjTJuhb5P7XrWWgGaDoaKH6KOj\nxL4vX/0qbbup9NB46fRW0jlx6d6YtMOF0qA7JC2UTySQtPtU6cMmUr/bpH4XS1c2k258XMqO2VNO\n4lOlJz+x/f8Tu/j2m061oKbJYkbIP9zVNIfnRy1hF6hpZ/H5apzKcErB513flha9In2XI0mHDLeX\nryfw+HCh6bWs5Zn3/D+/PGkDf9J4GIgkEgvepR1YYzWvl+lVTP2r84jpAy/b51ce+s/vO05lUcqA\nIcbah5U8uXYrpl41swfjKJUHTbkrWtWJsb/ZnKFSw0ekG26Srrxc2uoZ6YdjpOO+kp7eVh54lOR6\nSVdJhyyTXsmSTj1VevhA6d450gUnS9/+Kh2xsxhJTMyXpNxHo66041Qo7M7TgRGQbdimYVOmsB79\nluneNaKuqJOkHCJJiXMlKScvWPldjpRIHM0aiJuZKvfK46ZXhg73Uulvh7q6OdZ/H+8yRobuqm16\nK3s9nrGx6XmsMMnMkXxExKl81jICknKN6cEEIDO4RMftx/sMhs5iFxHVjvqAnDKSbxKw2qXgXSk2\nR3r4UOn0ztLsJlL9K6V7xknntpayh0pLOkdd6eQlZYZU1Eg6o5704AJp/LVSq9bSI9dL9+ZtNFSS\n7ura9EVJWn7AKElS/sn23epmKJ0NnokmLLHQxyUeUNuS3aAOIgDJaGm6ckLUFXeShCVS7NnYy5L0\nyBdHEXDszZqiJ3Cw72Ylx4r5kvejIX+PiBSw1upxnli17H3Ta1jTG/BIxbv62+dXnvDP7ztORbG2\nNSCMcMwlwBjP9oJDlpn+/LDpFLYX1JKoD8gpG4l3Jb0tpe5r/3+zl7TNAun5X6Qjd5fOPUa65xmp\nw8fSqF2jrm3VoeYcaWmedNFE6cYJ0ia7SENntP9ekhr+fFm6JOXXyzlxfX7DcZIcplj1ZC3I6YNN\nT2Wc9WimgqTkmxbeEnWFneQgPlkKRkjTLpCOeK7Oy5K0+wvH4EA/xWY3dzHzYkV9yR3mNfF3u8R5\nbMDzbAJxLbvRncBz387jPs3MknxExKl41hKAxFkcuOB002N5TsZlLGq67HzTXW7jC62jPiCnbAy5\nTjruMml2jrRpjcRmj24sXfyMFnb7WfrheumQK6RXboi6llWXeodKU1pKTbaWbjh/5t6StHT+dr/Y\nuyezCWQsV/IO39ngYEXZEh48OIuR8zk8aXw4U7NeZ+S8FoFJ2t1RV9yJhsTzUnCk9HK2dNgl0guv\nSTc8VZQtSTWm3k+a7G4c6ZVnSh54lJZ/BCKs5X2+j+m1v5mexFqts0kMpF0uuV1yKo7U0n3sgzGm\nC3nwYBpzCKfxYL6JLDbUPVEfkFN6xn4pTcuUWm9r///+R/0XGzaR4v2Cuue9LF11hVRzrrTUN6Vc\nZ+KXmubmS4OOHvmmJM0d8P6ZklTzvFNYNDn0CtNPL5b+7vDdsDpVHJ7YvMknpnt1MA0HzBsydWaf\n10xnsivWi/ub/hp1/Z3KYpakBtK7T0p7nyZd+7jUr4eU8ZH0WuMF01ImSgM+e+dcLZRqHLjisqLn\npMEb+KLyiuLvqVlx7rvnnzHNmGR6+Z6mi3kg52ON7PNFM/75fcdZX0q5CH3nDNN9eALnNszl7Xa9\n6d4f8cGLoj4gp/SEgYe0SY2UvaTWLx06+KTu0lNjpc43S0M6R13DDYCh6LWSeibGSdLtY55hO8gv\nzzG9+mbTpp5rcjYgYmRUN2Lb9tfY7ep2Ao3n2Zx6Og8EfAD7MfqyqGvuVC6f15d2nC1d8o506wHS\nvodIb18gHVcg9TtL2xQ9KP26eeKd1KM98Cgv/jEiwm6mTzO1/l4Cj4t2Mz28P984RfIREaf8WEsA\nksbIxiYsQn+RObyTvzP9ikWDbSgnc7OoD8hZO393IOlMmTvt+xq/S98ub3dc12ek/92pvjpF0rnl\n8GO2YTEOiGaW1yFQ7vLKabFy4FVJCj6SpPsfWkI73Py5aeY+pudNNU0/VfKO3qnqBIywZ+xhWohj\nU8BuikVs3x7MNp37qumqvSu2XmldTGvz4MF0RvabZ5o2w97Fjq2gCoT9VrW/w3/aW9ryXemCb6Q7\ne0m9WkrfjJeuOFi68VUp5xJpybUKd0mrVU49ftWzHxXI34FIIVOzHhpgOqCb6TXsXrfPdXyQEZGo\na+5UddYSgBQsNR3PA/f2YopV5zdMD2AbxWnsqrAy4gdJ1WFXh+ye0dYjOfl3h7Hjy6a7ZqYOl179\n4JMjUz6QZm1f1LncftSuMBajBhNTt/jnm6GDUloVUwGDFYmJkhQcX2WeyGJtH24M+aEk3XXreAzr\nzSwK3H+Y6X6PFPuqd/ROlaSIEY6B/zPd+iTTa6413Wui6ds8t2FVBT+uM5M1KacxNey6J02vYIrY\n+dNNL+H5VzsvLn3ZkiTWSsZuReejs3ifB/fG7uf/antnj+ondegn9R0t9W8ntVssja4l3TBGurK9\nlFtfWjBdSpjr+7f96PrPUqqR/agE/g5EVmGX7uI6HsiarJvnmW734D+/5/bJWVdKuQbkbXadWEXH\n3YI5g6O5UAd9bZqo4BGQWqxG6IWhSF/J71KP7a82nT3WdCBTXP4YWLH1qmrk3Wl6zh+mX4+oWVt6\nftnvUxI7StJun+ogSVKf9f2llV9JUva01tdJ0kXX1xsuSTO7Jt6XpGC70ldZkrSg8AFJCpYl7pCk\nng8G10TclOtEUE+SBrG4//xL3m1vf/UiI3sRjssQHqQ17syoa+w4685MJnvOZMS1BhnV3wpNJ4+o\nnHrk83sNcWj780Tsszc3fYpdluKPmR5wuemguGnBWhJ2DQmkDs4zrfmOaYI59QnWtmzJyM941oDp\nw8o5/uiZupXU5AfpwhekO46Qsq+Wllwn3TZYurib1CBbmjXj78+7/ah8/l4jspSA4ybzBlSPJ6zf\nQYLspBamw/+0zxf/vuOsjbUEIFs+ZLofqwFr7WJayG4mk3mgVMG7lVPdGDfC7nTo7bubfrKpaUM2\nnE9nl5WctNKXveHy7wzFIXVM8w83vfzO2PnSvNE9r0jYxoblNgUiY4QkZX528/OSdKg6k1Msur9s\n5QTmoucV2KOmzhnAs5QTC/jAkxXciBXA239tWl1wnOk9fU27E1hfxP3Xd6AkJRIrekvewTtVhp9N\nDmPXolo4+GmMmNeiPz+SALs//VLRvIqpzjKeBF2D3RzzGHHpzy5c85gSuTNrVFaRaIuXsrdaQCLu\no96mqZSXOJhytuL3w+N7vWKOM/mYX0OqvVy6fDvppi+leQukOnnS4+Olk1pJzbeSJv3w7++5/UgG\nFnxqegW71D3EVOG78k1PZgrxhAckD0Sc0rOGAKTpTabH9TF97wHT33n2dS0yO4dnmxYyp72i+9OF\nDI1fRce+z1emdduYjh9uOggDM9if1V2MfNrllKdNX77oua+lIBg255K2krRNJqs0Srk5wdpJIeeZ\nz6S9ttuvY0FsnFNI7iWX1UeJUyun5SqHKf1NbybQv5+M04E86dcGRLyDd6oGqUzJrZNv+g32Jhwo\n/51NTTrwPKk0njdVVEH1mYzb+Q4jDy2Z0z6UNSANWePYgpHIN3i/6M7Slb+S740p+UaJJ73PZPt6\nzamgA00all8h1bhRuvF66YqrpJ/3l7Z4U3okVTq1UOrYUvrtPx476fYjOkral0RiOlOvLnrR9PEG\nprcykngmAfvsY6Kuu1M1WIOjmf+c6UT+f/9C0wksSx7OTMy32K2kLVOfgi6VU+0lO5q+zCLBoQeY\nZpPHmPd45dQjufl75CPG+TqRqWnhA7+efO/OTtIhQyXNlaRgr3KvBFmtRKtyKo9VSYm3y72mkfHv\nQOLjrU1fJNC+gAdFtX8l6ro6TukpZE3E16x9OIjnRW3PWpA+/P8zuymuKKjY+iQY2f0cB+rVQ0yL\neC7PdKY+3ou7+0cpA48yw3NRlF2xx1v5BGebJiZIqbdJ998gnXWl9GYDaf9Z0k0x6fI4i81L87x7\ntx9JyBhG8M7n/m77nuk1nP3sSyVfG+KsnTUEICmjTLMZcWhBhJvP4sHm7BJSlwAgjecYqKIdf3Yp\n6djO9Gymfu3KCM0KApPNMTR12lZwfaoIW9DVH8KM10dPkqSC1pO7N95femNw1PVzpH8GIkV1TR/g\nflvAZK2LmB2dtbPkHbyT7MR47scKHiD3RBPT20h03HeH6TstK7liuKEisRbu0pfA7sV/q+T6VFkC\nLH8wwDSxRNIf0ov/kw4/Rnp4kHTaDtKln0u37Cjt21d6u3/UtXbWhX8nyn4mIX0pT1TflUD+HBLT\naZtJbqecNbOGAGQOc3IbEVD0Za+Ic5ir3ndX032vMp1OZj3xfMVWtxEZqT4EIlOY8/XuBaZvs6g6\nh4HWwxnrj2WWc0VeQit415Z14+8bPpO/zuR8je5s+vq9kg1HB8dLhSdHXWNn9UxnjdVNbIe9PWuc\nDs3756e8g3eSk/iRplvYzHttwxqQZUzlyGYKR+NwO9S8qGvslI0V3e1hgbH/SVLijY+3lXb7Ustv\neF+66hjp+CzpqaXSsa2l/42TgrelxL5R19pZH/4diHyIX3Yjj909kRH7o7nPg6Mkt1POv1nDGpBR\nzLy8kMxQrA9v3I7yYMIwk7RyB/6vqCFrqMWuC0Usiv+KRdRzGNIPMGQJRmx26WWawoMS44f8d/nh\nNo3N2K0klTn4iUFofdOGzNEfv03FHm/Z+PcNvhv17EUgdgZrYhY2laSdv4i6xs7q+HsXkvCVQQx1\nP8Oi3vMY6v6JbRJ/vSTqOjvOaiBBNZZtpnccYNqb3QmDuabfs4nIVNZQaEHUFXfWzgknSz9tKXXv\nIi25XxqdnX76I79KR08Pzjx2P+mT8bqy75FS/4+ltHFSQeuoa+yUJ/+wU/iRz080bcxm+5f1MZ2J\nH/Lec3y+2Ped6ssaApB4X9OlpS3n3sqp7kRGHH4n0r6is+kKJhHFwucnMMT/CnPmC54qXfk5BFy7\nMWJQE0OZCGeO8gDGjhNNvzuNL95XOcdfWuoOND2btTGfEKB98cQ/P/XdDVHX0/kv/u7gi3hQ20ME\n/j3YHetyAuvTrrDPLbrxn99znGhoRX/ZhKmwn7DpxdhnTWfwXJAV4fa0LALXlKhr7pSeJzKk+ZdL\nqtdyuC6Xio7sfdR+20qvX6Err3pfuvZxKXuctMQDjw2av+1UYb79dR+7vjVmBOTmeqazJ5kObm6f\nL/59p/pRyueAJAsFDOn/D0P1IWsaaj9qWjjUdDH7vS/BAVcpA5BZfUwfYhHwX9vREpjE2f3rlCGm\nCRbfRxuA/Hvk4wgMfuOLTc/HBKz6JMp6OuvL7IamNwwwfZL/+zDyeO9cSUokVFfyjt2JiqZsY9V5\npOn3bJ56GHPEn2MkdhL9qIaUumgncv62N/V4TspNe2e9JQ3+pfuhfRZJl83TwQ1qSrMm6dWo6+pE\nwTLO+w2MaDbkgcd3fGl6Emtzx4yRPBCpzpTbdquVS7yp6XQy+iNZozKaOfJNDzTdqay7e+O4x9mV\nJZ6HMldZLK6Kn8X/kbbfvwOPdozQnEiG8Rn26x6R989P+Y1etfj3+fqO/dgfZIrhGQTY2zT956d8\nzq0TEWRAi8IH1LJJSAYP+IuV/gFyTtLwd39SkwDyKqYgt/28RhvpjoEv9KjxrjSuftyfL14NCe3U\n3/ZqDomHy/CbCrBPt7J2t+HZUdfZiZYqGoAEzDHMY61G8/6mTej4xuCQfXRFmYotPeG+7kniyqcO\nMz2dB10tYnfzp8O1Ae0kDzyqOn+fv8Qy0wE8YfontvW8Boeg8dio6+pUZ4rY5HRrEkRslqNubHdx\nPFMH+7Lb1PZhP9Uk6po7/+bvwCNtB9OzTzTdo6fp5cdmXSW91vSnG+K3S1JwR9R1dpKJiUNNL7rR\ntAWPAejHb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6ae7td1i8xqbkehOiJd1eFtrbkkw+WgiD0XJZTskpSN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\nTkSuQmCC\n",
"text": [
"<IPython.core.display.Image at 0x7f9de9424910>"
]
}
],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 6.9\n",
"fig6_9 = preGraph(\"fig6.9.pdf\")\n",
"r('par(mfrow=c(2,1))')\n",
"r('d <- density(mtcars$mpg)')\n",
"r('plot(d)')\n",
"r('plot(d, main=\"Kernel Density of Miles Per Gallon\")')\n",
"r('polygon(d, col=\"red\", border=\"blue\")')\n",
"r('rug(mtcars$mpg, col=\"brown\")')\n",
"postGraph(fig6_9, fac=0.6) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig6.9.png?1414660620.75\" width=\"384px\"></font></html>\n"
]
}
],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig6.9.png fig6.9b.png\")\n",
"display(Image('fig6.9b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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hZkjSg7MABSuwwVmPgrBLl8u+3wEGQs1YgfiAFZj+R8yXskIBVtxWclBuGgMVcLBysGU/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\n",
"text": [
"<IPython.core.display.Image at 0x7f9de9424ad0>"
]
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# sm\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u3001\uff11\u56de\u306e\u307f\u5b9f\u884c\n",
"r('install.packages(\"sm\")') "
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 29,
"text": [
"NULL"
]
}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 6.10\n",
"# \u51e1\u4f8b\u304c\u8868\u793a\u3055\u308c\u306a\u3044\n",
"fig6_10 = preGraph(\"fig6.10.pdf\")\n",
"r('par(lwd=2)')\n",
"r('library(sm)')\n",
"r('attach(mtcars)')\n",
"r('cyl.f <- factor(cyl, levels= c(4,6,8), labels = c(\"4 cylinder\", \"6 cylinder\", \"8 cylinder\"))')\n",
"r('sm.density.compare(mpg, cyl, xlab=\"Miles Per Gallon\")')\n",
"r('title(main=\"MPG Distribution by Car Cylinders\")')\n",
"r('colfill<-c(2:(1+length(levels(cyl.f))))')\n",
"r('legend(locator(1), levels(cyl.f), fill=colfill)')\n",
"r('detach(mtcars)')\n",
"postGraph(fig6_10, fac=0.6) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig6.10.png?1414660625.5\" width=\"384px\"></font></html>\n"
]
}
],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig6.10.png fig6.10b.png\")\n",
"display(Image('fig6.10b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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EEBL0eCcAKZ+rEwerNyUHtuGfgBKsi5F4vDlGfcDg9SGEEBJKcA4IIYQELf7m\nfnRPV/foZiamA33V+7AzesX9ZuIghBASqjABIYSQkCLh/9Qbe5t5/vyJ6i8T1FvPNH1FCCGEhBZM\nQAghJGjxV1o1Djuez51qKI581cG/1HkDcHtVbkxICCGkODABIYSQoMWnQZ+sSn1XnbPC7KTvuOnq\ns1arE1ubi4UQQkgowQSEEEJCglo11X2uxw3jzY44FPRTt0cJVj23uVgIIYSEElwFixBCgg5/iUVL\nlDo17KKeEsBleP2Rhw1Bpo7D387O6JPMxkUIISTY4QgIIYSEBGnYf2NuXXMx+Cv5+meRetVCc3ER\nQggJJSIsAbEaqJOwikySc/7ppiMjhJBC/DX0Z2PH87k/Hv1xAae7KvkVtfs9TkYnhBByNMKtBOsi\nVb+N6i2YHLnqFvVlldRnnKvOn6Ge9Ij62/vUeS+YPhFCSCTj3YB3VVXHXaXObGA6Ol9cP6kvwOpc\nUzASssp0YIQQQoKUcBsBuUTVDyUKzSqo27ZQ9x+qfneI+s1W6t7L1SfXMn0ChBDiS82G6ovw/RRV\nyXREvnheVWc9oW64p/A+joQQQgg5nHAbAfHAA1Wuy9RV96oXf6v+5z88Du66U91gjXqa6fMghBBQ\ne6U6EQ38/D0lP1Zp4ZR+eScYE85SR1UxHR0hhJDgJtwSkJdVB3PUF6Kn8MAF6hoj1NWmqKuOUp+M\nhOXN/aZPgBBCfNn8lHrfXYW3BcXcjyJx7PrSdDSEEEJCg3BLQP5RvYcSrAaz1dW/UFfAMpaeKbgd\ncz1++kw99zXTJ0AIIb4N+623mI7myHiPgES/r25aXb2qiTqvRfAkTIQQQoKBcEtAwJ5NsHPDEWqm\nuVw9ISSY8G7QR6HR7qy6uwmTvPMvCM4GfczH6nMaqz/aot5mOjBCCCFBRrglIPGqFPS8JZ6P222V\ndTL+dpbdxfl78EO5c5A6t34Zx2kbvUqEkBCg8mD1RVhcY2SyOt90YEcge4V6xxx1rLMvSGvTkRFC\nCAkuwi0ByVJ136G+ByVWOVilZXdttTUV/k6d/pX6BWyotbas4vtDZQ/H37GGrxchJGhJHqPejx3H\nszNMR3R0Cg6ov8YIdE4/0xERQggJTsItAQHjNqtbPKPO7q/+Gj2JboyUSCOVBz+YBy4s2fMl11f3\nTFbHPoQ7RqpsxBHTW10DtWH2RNNXihASrGx4W/3Np2rPe6YjOhx/q2Gl43tOMBItK01HSQghJLgI\n0wSkACMLX+epo0er9/xzhP/wsemICSHEd25HdjfYdFDHSd0CdQOMME+tWJigBOPcFUIIIYEmTBMQ\nhy3Rx3hArqocdkDH6r1SMPL4nufABvVvzg0XFHlAH1V8efUlw9TWK6avECEkGPAeQXDPUPeuoZ73\nf+qDn4RGAz4Bc+l6Yvb5tCvU+Z+ZjowQQkhwEG47oR8nCU+q7/ifusmSMn7CvioL+48cyngIIQRU\n2Ko+vbs66mvTER0fO7AM7zKUYrnKm46IEEJIcBHhCUg2RiJ+6aredlGAntgyfeaEkGAl6i31wo3q\n1BDbWXz/GPWYW9W5HPkghBDiQ5iWYLk+V3fADuc931FXQU+iB8vzbumj/mODOjXFdOSEkKNjH1rE\n2pqurttDjcXvJMcWEbFCNs3fvV39E+asFWw2HdFxMl8Vi+V38zEXJH+A6cAIIYQEB2E6AtIHddL3\nYOMuN34Il2GEYxUW0q88Wf0wVsVqus905IQQ/xQmHq4u6pQ6amd/H/tb0zGWDjFYLlweKbwtFOZ+\nFOUMzGHp2LLwNu+5LoQQQiKVMB0B6dlOPfoH9fdDj/DAp1V3vK7ujMmfq0yfACHkiLj7qKuhtGdV\nLXWlG9W5U0REbHt/H5FgHwnxbpC7zlKfh+XAp41VbzAdZAmJSlTXv14923RAhBBCgoQwHQFZ01Z9\n6gK4lbrVSHWbU9QD71G3Rq3yhjTTkRNCfPEa+bhJHXOxehkWdcj/CY+sBzcwHXPJKIe5H00/Uudc\nazqi4uNvhGYWEsIFt5mOjhBCSHARpiMgP6MYPLqn+qKl6gQkJnZD9f7r1KNR6jB7lunICSFHIhZz\nIhpijsFSLO/qwf27cHsiRhBqXyAiYttbvvM+SvCOiOR/oR67WL1nkemIjh/vRGRrVdPREEIIISY4\nTRWLVWQqYN+P8kg0onYFNpz4c9S/utUPbDN7eQgJXpyRD9t2tVLHXqq2NuH+qr6Pc5xwmbrmaf7u\nJ2WJU1I2d66I+3p13V3qqD84B4QQQk6IdNU7Hl87t4cOYToCcghMMne228iJMR0QIeR4ScDkgfot\n1EuwqISkihw+omHbGRhJyHb+H0pNt3yk9+e/4+//BRZ/DfFqSYj7G/XBs0Jz8rlDDPYxuXihehRW\nGWS/CyGERDphOgeEEBKqeC2ze7k66z318gQ8Ir6Yh/pSVeD0EL1n+tyOwKmqYYPVTfqaDqh0yNmr\nzpioTrrDdESEEEKCAyYghJAgpSLc9EF1Pjbmk50iRx7BKLy94DX1ZizTW+0+dfn7RIKpJCsaq1/F\nz1PvbmY6otLBg0U+vsUyvJvuNB0RIYSQ4CDcS7AIISGCV0KAEYHUqeqMP3F7zxN7hgKsr+15GDe8\nYPqclXyc11eYm7Z3hemISo6/krHdV5mOihBCSHDBBIQQEmRUwTLZFQ6o1/QUOf45G4fPDdmB5Xqr\njsItrfX2jCUlOf6J4d1Qt7uqdwYygDLGe45L1efVde7FfV4j76E8x4UQQkhJYQJCCAkyDl6gznRq\nsOafyNEOL7VKGK7O+RA3dA38OXo30Bu/pI7DZO0lo8KrYV4Rc28GfKBeiFckP2gXRCaEEFK2cA4I\nIcQohQlCNfSU10AJUkapTFo+fGRjA+aG5GIfIHnWN46yxN/qV12i1U2+DEQEgWc3Rj62YFn0qIWm\nIyKEEGIWJiCEkCAhfZD64B9l+zzlsFFp8/5qV+uSH6s0ONBKvXq92TjKin291V9jpCk7nGrNCCGE\nlACWYBFCjOC13O4AdTksr7t/v/fjSn9uRgZ26F6cpvakBe6sndIq75GQif9TF1wQuDgCChKsfGzI\nZOWrg2YZMkIIIQGGIyCEEMNY+9SV31JHXVzGT1hPVQerT9V6KHDn6lOClamy/1N7pgUuDhP0QfLV\nocMRrgchhJAIgQkIIcQw1gb16m7q7MEigViVald79b6KJ3SYElMFk+vPe0QdFa4jIKDCNermOaYj\nIYQQYhYmIIQQw1TFDueN65flsxye0GQ3VVe5Te2eKBLIDQpr9lHXO1/t+StQz1z2+FvFa+FT6lXp\npqMjhBBiFs4BIYQYZuc49Z5+gX1ea7o62tmYMMCrM+3DiMBfWKbW82lgnz8QeCci6/bCpoMihBBi\nGCYghJCAUjjC4MLys83eV288W533dlk+vzMSYtv52HF985nqmBrqrDJ8du8G+eZ34bI8XcN4z/Gw\nMNclBaucHUAJWsG34bXvCSGEkGPBEixCiCE849V7FqjzepiJoyomg9f8oeyew2mIz50rIn3UKU+r\nY+MiYzJ2zFb1ZV+oq71lOiJCCCFmYAJCCDFEuRbqgsfVeZeaiWOrR73hHdxwiUhZzgVxf4Knmamu\nOczMeQeavPPUFkrdKv5rOiJCCCFmYAJCCDFEPMpukn80G4dVTt1mnjqhjDdCjEOJWYXZ6ozhZs8/\nUHjy1KMbqbeE6c7vhBBCjgXngBBCAoLXiAJ2xE47Wb3PZyfysl9+tyiey9VrV6uzxuCOtmXzfDnY\nh+Qb5/zDuPzK39yOjRvwjw3HcSBCCCFhBBMQQkiAsQaqW6ao12EVqNTARnFoMrqg9MvCHJBa2Cl9\ns3O/z+NLhndDPP9W9Vrnhl8DeuJG8J7jUgGlVzX2qFd8jjt+4mR0QgiJDFiCRQgJMPaH6qVPqtMu\nNx0R4sKcFE+v0j+29yT0miPUDS6OjMnnRanymXoY9mGJvsZ0RIQQQgILExBCSICpWFdd7xW1fYfJ\naApHNtJaqVMfUkeXwipN/hKMnij1an+/yfM2x/5f1KnYhyXmC9MREUIICSxMQAghASaronrff6Yj\nEfGZm1JFVSdbndChjJ4RDfDNBabP3Qz7XlCPwv4vmS+YjogQQkhgYQJCCClTvBr4Q1RJS9UZPsuw\nBn7y+WHPu1u1PFadho0RpXyR8zgO/M1p+B2rbi0cb+aMTeB9Hewr1Kkx+Ptk09ERQggJLExACCGB\nooGqIkqdYm4yHZB/kr5Xt75TbQ0p+bF8SrCwqlbGGHXek6bPNHD4K0U7CaV4rWYe/XGEEELCDa6C\nRQgJEC7sOL6+ljrvatMR+SdjonrVFrW9uHSOW7GPulu+emJzdf4C02dshlrY/yUxSb3UdECEEEIC\nBEdACCEBIvkSdXNYLjAdkX8KMDej0mi4c+kctxaWnW3/hNr2mD7TwOGvFG35T+qtEbIRIyGEEAeO\ngBBCAsSBPuq0y3DDWNMRHZ2cRHXeutI5XhY2XJyFUqyCQabP0Cwrk9WrJhbexn1ACCEkEuAICCGk\nTPCatI3J3I0vVJfDXBDJEDE3+bwoh8exr5k6Cqt1WZ8UOa/jZO0G9Z+nFt4WyQ1uq4c6HssxW09x\nDgghhEQGHAEhhJQ1E1R78WdOVdMBFY+ol9U1K6kP4vbirJ7r05CuoSq3BufvKf5xwpnYUepL2qnH\nYMRpzyOmIyOEEFK2cASEEFLGxGKVIxdGFLK3mI6oeORcq17+sdo+r2THceF8L0ICUnu76TMLDvL7\nq6tiLlDKdaYjIoQQEhiYgBBCypgYrHaV/BluCOrlZw8vxap3s7p2RsmOGPeluk5XdW5QbMBonnws\nwzw2S73nWtMREUIICQwswSKElCqHz5HIQQNzbTpueFQkeOZ+HJvNI3Bmk0r2//M/Vf/ypnrvGtNn\nZA6fOS9Yhneh8/fFpqMjhBASGJiAEELKmKaN1Tvy1HtMB3ScWFgmtiH2A1nzqIiIbRc8KXKkRMq7\noZ07WT2/pekzCR6858iUx47w8SjF2pka2ZPzCSEk/GEJFiGkVDm8Qb6ir3rfQ6ZjKxme5erUbmr7\nmWP/H6eBPXeuSMrl6mp/cZUnfzSbox78VOFtvE6EEBLOMAEhhJQqhSVYibHqJm/gnkTTsZWM/HPV\n6UitYrOP7//3nqXuln58/y9SSMUqaXGL1K6gniNECCHkxGECQggpI3JS1LswCdu+xnREJ0aVDery\nLx35Mf567hMw8rO7qekzCE42YATke5TqeW40HREhhJCyhXNACCGlwuGTz5NWqLNeww2PiYTO5HMn\nzsLzWne/2u2MgHyJ+5cc/bzGn4HrcIbpcwoevOd45OSodzyAGx447sMRQggJKZiAEELKiArYP8Oq\nr840HdAJkvi6uskY9ULsrOjxeoy/ydN7a5iOPPjwHimykHB0fk69po16/2JORieEkPCECQghpLRB\ni3zLDHXeKNMBlQ6ZE9XLt+I0T8cdEwof492wTuqsbttCPbO5uuBhNqx9wDq8vbFamAfL8XIeOiGE\nhCucA0IIKWXisGN4O8z9iN5oOqITobC0ylkNq3oXdXLc0f9nrdnqU07BDdzp2y/2OPXqXLWnlumI\nCCGElC1MQAghpUw25kosSlXnhfSk4sPntmTGqHNvOPr/tPD9uvwrdUFV0+cS3Iy/U724o+lICCGE\nlC1MQAghpUw1bLhXrSduGCISOpPPi3J43PvvUsc6q3qdIuIvUVm5Sv3ri6bPIfjwV4KWO1btObXw\nNu4HQggh4QgTEEJIKZOxUp020HQkZUM8UpLqzmpNXUSSHj7Q49ADcL+FZYgLvij8v5z7cWRq36we\nhBEQa6zpiAghhJQNTEAIISeEV8//MlUcNpLL6FGCw4UAqbeqV09TWyki1/3+xETnfhca0MOWqGv1\nMx1xaBDVRN2xnTrmVtMREUIIKRuYgBBCSgmnx7oKJp/H3GQ6ojLiYVUrJFzJV4jMPOuMs5y7Ywep\nW/fGDT+aDjg02LNYPeN/avsq0xERQggpG7gMLyGktEBP/2qs/pT/lOmAyohnVCvWqPPuETk/4+1z\ncO9UD3rupw5W711uOuDgxbskLX2qesJU01ERQgghYUQ8mii/utUPbDMdESEnilOCZdsV71K3/Q23\nf+19f7hQeL4VvlE3OMf3dtMRhhLOJHNvJ2aoYx7jJHRCCPEhXfWOx9fO7aEDS7AIIaXEAexzscLp\nwX6gxIcKCfLOV2dUFHk78YzLRETmlbeshMu04VyhGRvQJeGsD9XtmMoRQkiYwgSEEFIiDu/pr4vV\nnpIq4IaNIqG7/O6xyUQCkveNyM3pE79wnSUij4r02qW3937SdIShiQv7yFS/xXQkhBBCygbOASGE\nlBLp2PcjJ9l0JIHBQgJSqyHO+w0R6xuRKhki9mki2xJNRxj8OHNAvEeKpm5Wu983HR0hhJCyoZgJ\niPWHut0kdRpWudmAEosCLpdISMTi+lltX6DOmG46orLEGdGxbfti/dfS9bjHI2LXEpnym/6dhkno\n8p3pmIMf78no26qYjoYQQkjZUtwRkKGqVner+/2g3vqP+p8z1HOeU+/Dj4nx6Zi3q+IuV8efhLgQ\nXybW688dhcdnGY6XkBAkCglHrbXqtLPVeaYDCxDVsJhEsoh0/MW2VwwVkV/Ct/SsLPAeAYnFpMo6\nmEu0DiMinsu5kSMhhIQHxZwDYmN2/Vc/qe9LU/+H9dovu0f9A3Y+fuhpdYcteJppgT2tBNQOXzVC\n/TqWwRyJfQleK69+ZbJ60BB1VEpg4yQkHMh7TL10PP6eLRLOcz+KsqevyO2NH0je1l5k3iTLan2+\nyNzpIu73ROb+Zzq60KM8OrQuwj4gCbVMR0QIIaR0Oc5J6DXeVvdE12ZnrIef10s9+3R1+rfq+y9T\nd3shsKc1bIP6pOrqUehRe3aT+rnn1b9uVw/BkP/JfwU2TkLCgVr4/DfaYjoSM+QPEzm4rOIHJz8o\nkr62fMIFnUUq3CniHiki5U1HF3pkoKQ3vY86Js10RIQQQkqXYiYgFkqpBqE3rxP+3zQ0OB7EzsAP\nYCThtYXqz/qr878N7Gk1uEv9FzZC++cK9QrUZi9HKdaEDPUSLB9a/43AxklIOLAjSb2xq+lIAo9t\nW5Z8JVLr4Q3zCrqIuFI8X2/5SqT+LJG8uiLWaaYjDD2yblSP+kV9cKjpiAghhJQux5gD4opRJ+Wo\n09HA+Ki5eoczyRI1up3aqCugJGPcB7jfIwHln97q689T10d98Y6zcF7V1M6yofVRLPJ8m8DGSUjo\nUTizy4pT18XnfQfmWuWaDjEgaInZ0Kc+qiYikjco5oV5o0R21an55PIVIsP+uCbK7iTyxi8DUkVE\npOPicqYjDma853bYO9R7TQdFCCGkjDhGAlIZIwZ311H3f0S9vJ36YBc8EKthVUIi8ouzfOI6+OHA\nntbfr6tT8aPWEwlJ035qD+a0bEZp2Fd91WvvCGychIQyNkoZs1Ei44k2HVHg+eXyK18SEbGulOcS\nO4h4XrHui3pYxHpdVoiIXPTronh9ZMRMiSkR/jZsbP2eOn+iesWPhfdxMjohhIQyx0hA9mMo/AOU\nWq3GiMjia9X7qqqtJuoC9PFte9DsaXkwOX6e+FrGHOE/jBJCyHES/Y06vZk6O8F0RIHDaTB3rOse\nLhVF/rvDNbdpC5FdO2vX3jRCZOAvm3aKiFiW/bnpWEOVhiilLb9Y7Z2AEEIICWWONAdEiwakPzrt\nUuqr96LkagDmTFw0Wn0h5k5cgNqL+qb2AUBfYxUsD9wkVt0YCVTTljDOp+lF6kZj1HEDDcVNSAhS\nbqa6zg244WfTEQWeLfNF3G1EciqXe/aUR0W+jbl1TLfeIpZl21HspS82/kY01o1Q79lgOjpCCCGl\ny5FGQJBY7MCqUQeQkORfivvrwVh2042GSMHX6oPdcf/kAJ8P9vE4yVmFaxhu3q3efpva2gpjQ8X0\nc9Qvo8Rs3e9lFN8MlX0f/o4J8PUhpMQcvqtPGkZIl2O/HZljOsbAs3euiPWcSOw9Wbcs3C/S+ubZ\n1856V8S2raX58ZqImI4xVFmK7+/lf5iOhBBCSOlypAQEq0YdWsIeIwuNPlKnDVcvwxKT1/2rzsZ6\n7X87//EpM6c1HufVFHHmIEH6srHajTksgnXmbcSfVrVkz5fSTd0PDbC4WbjjURz/ZXUMRmScDbbs\nF81cH0JKg8b4/KS9pt4eIxJJ+3+IiHie1o6ZzgcLTh1TQaTrwK+3VJ8rcp/1fa1qGBneeZvpKEMT\nG9+nrnx1ARYNkctMR0YIIeTEKOZO6NHZ6pvQtFiCBnb9RuoK2Ecj7nH1WSiBMjW1wjNS/d2HOE2s\nzpN6U9k8X/4y9e571TF1cUcfuD1uR914DvYnkQ7w84YuFCEnwEZ87j37TUdiDvtHEfcykY2Xi0St\nFikYF1UrB4tbeFabji60icf76zzsNP/rFPUB04ERQgg5QYq5D0gcltksh1Km/9Az1QojI6MvxO14\nfI0Jpk9M2YbVrja9fYTTRwJWBTXssRVL9jypB9WTn1WPxw/neJRajccyxpN6qnd9r7Zqm75ChBw/\nUehoqIWNO+0I3+ui9fkiez8TGXSP/r2vqdrC5GkrS8RfCRs5Oh6sgtUAqymmROhGl4QQEn4UMwFJ\nx74fqzD5/FEss5uwR52NkqKhq9TLFpk+seJRDonCLUg8Gl1Rxk+Ihpr1Gf6OjA0TSJhh91EXYITR\nnmQ6IrPU7S5iPSQShzlxUVera2Pugnuf6QhDk1wkuJN2qVPrmI6IEEKIERIxstEbDY6G6MGviZ3P\ne6NhHdfadKRFQAJlYdKsU6Xuwr4gNdHDFj+obMOIx2T3X93qB7aZvjCEFBenB9+2Y69Wx6/xvj2y\ncJbhnTtXpFGOyNx5IvW/F/l7QtJM5zq5voErR+51IoQQUoqgsucdj6+d20OHYs4BcWiDydT9UVLk\n/kptfarObajet1S9xNBpuceou2Kfgl5ILCqiVMy+X739GfVETKbdNtVQwISEECn4PCXsVK8xHZAB\nvJeNXRsr4i/BaIDJ07kY+dz8nemoQwfvjQkTsMFtNEZCDnTiRoSEEBLaFDMBib9bPRw7ny/CnIfl\nWGXKQq2uBxuS7cBch0OTrANMX8zpuBw7M0/DJPEVWCbY1VZdH6v33Iu5LS+hobBsrZm4CQk+Dm9Y\n78Qy1/bppmMLPN4NYxdWZar1l4gkWNaO/SIffv/IlLyfRN559MlTNu/Q++1xpqMObVo7qxpeqR4l\nha8DExFCCAlFijsCkqfahabIn1gFa/VG3D/A9In40uV19U/nqX9EyZM4c1PGwpg0fvur6vYL1MuS\nTJ8BIcGHU7rY6v/UG1FCmGo6MEOUf1h9WZSIZIi8s1qkbovVjxzQuXX/SAO9v/7/1GsvFRGxbU9j\nkUhbrvhEyMTcvGSU/lro6LIPmo6MEEJIyShmApK1XX0Ay8w+g+Ul52AkIR8jCQUJ6rEfq9ecZOa0\nViBh6o+h+8xE9Q4kJi6s4lXvfHX7Ier3fjUTLyHBi9NQtm1nLGQddjzPedp0bGaJx4atediIMStV\nZMtHjYY499sXqDOx7LZtaEQ41FmLOYVpmHNoO/sscfSDEEJClGL2wVnYQK/Lu+qmd+J2bOjnQSlW\n3inqaZgjsrmNmdOKw1yOIZgc3+tvdQJGOuya6n1oOIxDw2oKVvUpKKPVqZxJ6N+hATcNCdJzNc1c\nJ0KOTWEJVjx68itXUm9uiTuGiERKj753CVYMVrlKwQatO5z9fOqKdOpUeN2SkHjkY1WnrGSRSLle\nhBBCShFnEno535tvysQ/Ek0HWFyKOQJiI6FYgbkSLfura2GW+QQMkcdhA8Lt882eVjYSoW+xvO5P\nndWx2KjExkhNNnZyL3jWbLyEhATogXY5s87PNB1Q4PGec5DbV73DueFr//+nSld1JjYozDJ9EiGA\nd6JnYR+nVpNExBbZgNUL028W6dTZdKSEEEKOn2ImINYG9fX4IaiG2tvEf9VVflEPGqyOW6meaPr8\nsENz3iRfE0KOxeGTz+0m6m0dcUN7kUjpyfduEDu0mKLOQkfHhnb+J0WvxwisGyVZcrqIiG3LnyKR\ncv2OG/TmeX4XsVaKuJuIDLhOxN1KZFxDETtZZKnpGAkhhJSQYm5EmIhlahucrH4fO3mvRo+oMxf9\nT+yY3jbY9gEhhJwwdTCCWPUM05EEB32QiNWbcvTHxTvfi9hvyM0N9Y5JQi0RkYdvetkt4nmtxoy9\nfUX2jvrQfry7yLlX23b7ZiLtL9MkOTa2cI8a03ETQggpDsVMQLI2qHdjsvmAWuoa6KVq+Za6O1Z9\n2TjT9IkRQkoNrAq3Nk69rY/pgMxiXarej9LTLdlHf3xWH/WyCuqCTCFHJW11px4iIv1GrfxARGT2\nzMueE8lre+FfE/aLVMA+TgN7qO/FSP5pe9TlxzAhIYSQ4KaYCUj+evUHSDAqYBJ1Q0yqHHy5ek1v\n9bhepk+MEFJaxNyqboPSy6hzTEdkFhvlWKOXq9ePPcbjq6mrwpVNn0DQk9g4Y7uIyClp83eKtHi2\ndvedf4u03F7u3pxBIi9iOfUXMddv7EvqthiRuhdz+87DiF31ykhEGjMhIYSQ4KCYCYgbq0fJT6pJ\nmHz5GlaLehTL2r57tTq9m+kTI4SUFnn4nlh/szp/SMmPFRagYZuPCdCef4u3IV4W5qDlDDZ9AsGK\nb4KQiMUOzpvyy8t9yossbOieu/hjkea3WNac0SJ5SRNv67pAZP5N+rjXH1d/jFk1iTvVd2PVmHYP\nmz4/QgghyjESkCQMdd89VP3qAvWtH6hvwIZkT2M53rNuUVv3mT4xQkhpkYL9LmKGqrVHP3InT9e6\nRz14vNoV42+S+uHXZ9/76iiUYslKEZYJHfkaDMYy6jt7XVlhRLrIwtdFcq4S6XWjiKucSHSD/m++\nVSDiXGvPNfr49aeqPz1L/ROWQT4Hy0gnxfKaE0KIWY6RgAzFcrVNBqofxOOvR+3zjWnqj7Ah2XD8\nYDQfZfrECCGlhXuoOupW05EEB7XR0VIPq/15sov3/2Kxz1Ctu9SuFqbPJDhp96a61QPqH1ft/6Du\nfpFt/4rYI0UWtxCtY1tR9H/6T4pn43E7H1Gf8Z1zDxMRQggxwxESEAvL6rYsUI9BqcHqhuoMTPo7\nuFj9J35QV2L/j2ZDTZ8YIaRkFDbKLCwvm45V7Xb+ZDq24GDvo+rpDQpvO3IJVmGj2NkHZDkW8bDX\nmT4T0/gmAMlu9TkYufi5n2egq63I3s9FDmwQSb1Xb//lRXVe/yMd1zcR8WA59p+nqTtj48h6Z5k+\nf0IIiVSOlIA0V7vHqDO/OMZxkIBkoRQreq3pEyOEnCjup9TN6qtj40xHZA4nwejUSWTNz+rZqcWb\n+1GUpueqq0ZsEZtv4mGhJG0YEouNJ6nnLHX97sGEc3uBiHyp/44ZpnavPL5n3fqDejomqQ9FSZb7\nYY6EEEJIYDnSRoTnq2Iw2fLqj9V9sMW7yxnCxiR0G/d3naFegZ4qqW76BAkhJSUfqwotwvKmBXVN\nRxR4fOZ2XKiqgA1ZM9EDn/ff8SUi6z5R57c3fXbBQefz1A0wUvEKRtrs3pblbwPIgVjkZG2eeuER\nj+yMhPgmGH/uVbfHcmQnN1LPOPS4yJ3fRAghgeEIIyCe29Xf36b+5yv1lnnqTWiIbGqs3oyh7a+R\noMydYvrECCEnSo2X1Q3uwA0vmY7ILNFfqy/DIhzV95bsOO4D6oYYCbFuF4mM+Qi+51ghRz14ifqn\nquoDvY+eAMRjQ9x6DUsWReY49a9YNevMZHX5T01fH0IIiRSONAKC1USQVxyyTD3C498wfSKEkNJm\n3zPq1Hq4IdZ0RGaJf16dgg6arOtwR6XjO04BvnfTYduZi/C66TMsK/wnV+2wiMmeKeqFNQ9/jDOy\n5D0SMg37r0QhYZHtx3p+/yMhC3HsLnhdzxyk/pYjIYQQUsZEnfghCCHhgNfk8wHqqmerd37q/bjI\nbZRlv6P+fqb6wJaSHSdntTqzjTruTxzf9AkGmNbouFqEOYT2/iM/1rvEbcMVJX1G30TExr4gPyep\nb8cGu3OQ0Kx72/QVIoSQcIUJCCGkKC1V0d+oXdtMB2QO74Zv7ib1ik2lc+yqn6n3YY5N9gumzzYw\nlMfk7+qz1GOece45cnLrPQISjf2pqmMflq3YGNPzRMkWBdiBkZh/sFP90DPUr9fQRCX/0chNugkh\npGwo5k7ohJDIAauhyrbr1dktRSJ15MNp+M6dK1JtmLrOJb63F4/Dr98aTLY+OAc31BWJhLkgDa5W\nZ/yu3nnR8f3/ROwPcilGLJL+Pd4I/L+X/8JGkfEoNe7Sw+x1IoSQ8IUJCCGkCBVfUze4z/vW8G8Y\ne+MvseiBkaDOxznn40gkYRGP1k+ore6mz7q08f+eaYPSp1UedUHH40tuszar8w+q4yuXND7f582+\nQf17P3VfLL4S/3lkvfcJIaTsYQJCCCnCHqwStHKS6UiCi6it6p0fls7x0rFs+XKMCNj/mT7DsiX2\nXXUDLLu7tEvJjpPTXv3FTvW+KqUb5yLsE5KBUruuh/a1YiJCCCGlA+eAEBLheDWqXlW1vEW9BasM\naUdzZJZgeTM+WZ3j7Ah/csnmHDh43lPX3KDed7r64Hmmz7RsqIUOLxdKnDZ7iv9/va+zjf+344yy\nibOgp3oiSryGdVDPulWdWcoJDyGERB5MQAiJcLxWBsJqRJt7qbOa4yHTjvugIY+/xCIV+1XIyaX7\nXBlI/HLDZhK6/5GCll3VG7GBY1a94h7Pf0lcgz/UMZi7sfK7wvuOLzH0v0zv0mfVfRFvt4rqP8vy\n0hFCSETAEixCIpzCRld8hjoRk3rzNpiOzRzek8yTeqn7/a6Oue54Jp8X5fCRpP3oWY/D/hYyTCSc\nyn1cmKPRfKJ6af8jX4vjoSFK1nq/VlqR+sZTgOWWJ2KZ3t611QkZ4fPaEEKIGZiAEEKAG5NvYy/A\nDe1MRxQcVMN+H9024oazS/f48ZiEXv0f3DDE9BmXLpVnq8vfrV7T9fiP4W9EY8vf6oPYQLCsNnJc\nhh3v9+9T99jr3MNEhBBCSgYTEEIilMMbT/kvqzfdjBteEuHcD5E87FQ+H6VoubtL9/ipo9Sr0Mh2\nPW/6jEuXpij1dRY32J9ZOsddfa36Z+eGEWUTvwelWBN/Ufe8UZ3Us2yejxBCwh8mIIQQ0OgqdcrT\npiMJLjZh0vnYCrjhmhObfH4kml2ortLW9BmXFP8jAq1XqpehIS/flU5S68GO6PkHnOOW1nn4j2/F\nfPWeweoe/Y5+3oQQQo4EExBCSDPVimvUexqYDii4iB6gtjae2HGOxZpT1Hv2mz7j0iHpMXWN9url\nD5bu8d3YCX3IZHW1tNI+A99ExINlmCdgkYbumLtT/s7Sfl5CCAl3mIAQEvEkYkO3ls4+FHeYjsgc\n/iaXD0GC1qhUS24O72V3na9ugknaroYiody73iBenYX9OnYMLN3je95RN8ZqWjVOCcx5rUKivgtz\nWXod+ryE7mtFCCGBhQkIIRFP1l/qzVhf1N5gOqLgIDpL3Wy62n6/bJ+v4Hv1/pvwfAmmr0BxOULp\n1TPqNShXKyjl2UT2F+p/MWn/wIyyOj/fZNF2Vsdqre52ubrCv2X1/IQQEm5wHxBCIp5K2HAw22lm\nDRTh5HMRGztg/4HSnm35ZfEshXtQ5KFBnbNanbheXeqVRWVMDFYJa9hE/cNw3NHhxN9T/ubeTHdm\nof98XIc6YVYjcd+GnexP+Vb9y6GEjJ8hQgjxDxMQQiKeWJQWFZTy6k6hiHcDNx893DMDHEMFlIFl\nY+QlrZQ3PixramKn8Kgd6k3fl/5zeJfKRW9Tx/+gTr298L7SXSzAd8NC+4D+Ne5O9XWYlD4TG3ru\nerX0z5sQQsIDJiCERBiF5TLWCvWeKeqsHNzBOSAiIpKEZVfjPlTv/qXwvrJYBcth4+/qGIxMyXoR\nEduWBiKh0KveEquobUIiklnGvzN166hPx2plH25Se+oG5nzX43mWYa7QQKz29emrHAkhhBD/cA4I\nIRFL3FB1i+5qdzfTEZnD3+TzrovVfR4KbCwxseo2t+HvS8xdl6PjO/fD+kPdApPpl6w/dE+ZNsCz\nsTpZVYy4xDUq6/P2fz7jsCpWk/vVTReXdRyEEBKqMAEhJGLJGq1eOEZdcLfpiIKLlF/VBz4L7PPm\n5qoXoQQs90rTV6J4VMZO7snL1GuWBeZ5d6Ph/yPmZOS+Z+b89yJhnILP1WDsAB/1G1fHIoQQX1iC\nRUiEcHgjqF6GuuBN9ZZdIiwXKeSvR9TZ7xTeVnalV17zCzCXoIozMvWwevMNuN/n8Sbw36BufLN6\n7wT1vvJlF4H365A7Rr3cueGbQF0H3zkhDv9gJPFkjMx0OVU9LSheO0IICQaYgBASIRzeWNqDnc/t\n63BDBO+A7i+x2DXIbEypjdXWSO9bg7fx2gRxrnF2PD+17J7LX8lcPexQno45NHvzy3auzpHIxmpY\nv2ES+rm4DovGqNOGBj4mQggJLliCRUiEUJh4uNupk+eoc7qajs08ToN27lyRhNrqkz9TRz3iv8Fb\n1mScq064Qh21UyQYN7tzY5Wrmqer17d17glsstQLy5V18lp9KjCvm//zXHSGGlNTpN8k557gew0J\nISSwMAEhJOKwUBpSDnaNMB1RcFHzdXU/jBBbTc3E4bpSXWGD2v2xyatyZJIx8lDuUvW2OWbi2IFS\ntZj/TF2JIhsWtlL/8pj6JGxUWGudqfgIISRYYAJCSMQRvUG9ATs4580VCebSnkDjxvLEq1PVeZcH\n8tkLX4eC/eo1MWr7QtNXxj+1XlSnj1EfPKnsn9NfadU0lMxNnWj6iviy5Rr13IvUZ+Nvqz1HQggh\nkQrngBAScdTDakX7Bqp3zTIdUXCxGjtbr+9TeJuJuQQOVTCnIBnLAa8wF4pfGqLhv/VKtWdB4J7b\n+3XJKvPld4uL/8npE3Gd/netus0A9SLT4RJCSMBhAkJImOPVCEpXrcb+DJ6bTccWnNjPqXPG4Ibm\nZuPZ9ad6zyjcECMiYtuSKxLYkasiPfYpqnqXqWe9i9t7Bi4m7zke5Tqou2PuxT+nqXP6m0ogfROR\n1Db616Ry6rMxWX71v3p/1iMchSSERAoswSIkYqiGEp4mn6vtzaYjMo93A9aFScKDz1TXWGk6OsWu\nqG6GDe6SDCdEDonY6bwiVr3a/L7ZeNxIMnpjLkjFdLPxHIkZWH0u7Xb1oDznHpZkEUIiBSYghEQM\n+7D61aaRpiMJTuJ7qztiB2tXkCxLbKNUZysme2fVNh2RUrW6uqCuek9ls/Fk/aJeXA83XGA2nkJ8\nRzby31J/e1DdAYlv2wBveEkIIeZgAkJImFLYmxp9p7p+DXVuQ+/HsezDwcZyxP/uVe+tYzIar9fl\nAVXuE+qqq3F7e5HA9Jr7f476WPZ2N+Y25LwS8IvkU1qVv0v9ExKinQWBj+d42IlV6MZgnd7zscpZ\nSheOhBBCwh3OASEk7PFgFaesn9R2iumIggfvBmzmfPXE+aaj8o8bcyxinZ79jWbjqZ+lXr8NNwTJ\nyIyFWd1RKF3L2286okOR+Z2cPvs7dTPsn3I+9n354EN9nKcNOwkIIeEGR0AICTMO7z2tgLkfu+9S\nF8wQ4ciH4r0BYbl7sBHhs763m6XwdUpLVO+oqY7qbiai6PPUNR5Ubzi0THFwvKfaYSSr33OFt5l/\nHb0pcp06q0YjUao2Tt17uPMAjoicGM7183X8yeoO16t7j1Wn/IfHXcfrTkjZwQSEkLCncq66XA3T\nkQQP/hqkpy1Vd1tiOjpvDm8ENRqvrnCvmYhS0HyOGaLe/puZOI6E61N106Df8M83EUmvpv6mo7r/\nFHWdW0zHGWr4JhpWH/2r+hr1kKrq+1A6eCZKLTvh+/Hum9RX3KZujMTEvYEJCSGlB0uwCAlb3E6J\nDHqq80aajii4qYWGyNLvTEdydJY9iX+08r7VaRyV/ShEbSS0qX+o00abviK+rHUmoWNndutltZ1v\nOrLisWqy+l80kC9Ggvf6On2Ns8cFx0hT8OCbGMRgDlArlAZ2x6pxNXE91+Nz811r9RokHvnfq2tg\nkYBumAs2vLw6HcuXz+yvzzfvB/07I4mvByHHDxMQQsKW6tPUCSjBWjXSdERByqmqPzGysHsEbr/L\n7AaEyuHzBrCNhDTEPxZPwSM6BCaihtjAcjN6lO0XzTfAvF+nfXGw6aCKzRE2LsSGmE086rMwQvdj\nAJPN4Mb3eiX8n/qKBHVljCTNzFB/g4RjLzpm5Jyi10+Ptw3LSv+IW8djRLQtlkvugRGpU7upP8Q+\nLtt6OseJ9NeFEBJ0xJ+j/tWtfmBbyY9FiC+H1zm7ctRRjf3dT0KLwtcvqpG6/Bm4fYD3/WXznCIi\n1jnqu/eoO40PnveSz5ydaepqj6ljZgXbHJBj4Xvdq5dXP/MCrntspH+Wi8zlwHW5rb76hi/VcXtL\n6/r4Pp/rf+pBK9SP98bckZxIfT1IQMH+Ru94fC1Buu/RkeEcEELCjnjsz9DqPbXtM1mZvXMivg3W\nxM7qph611Si4G6z5a9Vx16krrQ/M8yZhpKjCVPWW3qavhH9cd6vPw47oDYNmFaySsSNV/d1Y9fm1\n1PXLlex4oYtvAz8OJVBXoSOvAK/3Z1isIbtSaX3X+R7H85L6d7z/V+LzeC1uT/yJiQghx4YJCCFh\nRy42rNv6t9oTZzqi4KbRl+qBsB0kO6AfCysb/wjQaljVUQufiw309r1t+gr4xzNLnYO5ExUzTEd0\nvPhvOC9A4vfHKeor31SnfB7uDd4iczz2qK+YrnZfov4kU509pKw6WYokIth35kd4H+aSXHmNOvbM\ncH9dCDkRmIAQEuJ4/chdpKrxpzrrNTzifRGOfByZ+Gj1VvQsB+fcuMNfv12vq/OwAaDrXZHSKcs5\nwsaDTdQ7MKk373+mr8nR+Q07o6943HQkJcX/Z/ZP7BOyEnMOrsRIWNy54dbgLZJ4YC7b8FvV8f3U\nHy9XZ30RqO843+fJw9yQLw+oo65SX4QNX91hnyASUhKYgBASPuxURaFh6JpuOqDQYCEacL9/X3ib\n+cnnx8aN/SMaoAQr+oayfb4G2IF9fXnTZ344zuvl7R3L1PuXhMbreWR8G7x2H/VPJ6nzvlJfOEbt\n+i3UG7y+8UdjxOeS59XJ2OH+w6/VGVeY6lzxfd4slP593EddC2cxBLX5Vt9Qf10IKU3CLQFxvg6e\ngAf73u0+TV0NtZtVsTyjTtYlJLSJQynCTqxOlHG+CEc+jgKuTNZmdcaHpgM6PvI/UC9+UZ33i/e9\npdfYiW2krorvyQ2NnHuC773lPbenwnfqds0xt6ddcM/tOTa+1zsHpXCfY9neuh+p++c5jwi1Bq9v\nvO5v1BdiNb+qGNn9ACNx6Z8H3/tPRCQV7Y4P/1W3f199+hv+z5OQyCTcEpDrVUOwQVY7LLcX/Zf6\nFnyRvYkelZHvqG98QB3X6thPQUiwUgWlCdV9GtL8sfPGuwEajXU2+8eqK1QzHV1x8Gp0YV+LSlhV\nr/ljZfOMlZDQutGw2nWH6WtQPJKxX8lgxB8d0snHkTmIfSs+wZyQXliOufMs5xHB/h3gG5+FVX2G\nYa5H3afV78OpzwRb4uHE4xvXrkXqj7CIQN8+6ua/+z9vQiKLcEtAsNFQjyrqBrvVHfDD0xnr1z+B\nWvkRqCFthdKLbneZPgFCiovXjxd6BrctU29IMB1baJB0uroXGjquOaYjKhn7kTitu9L71tJrpNXB\n9+h+rC6UvtX0GRePg5gbs2u+OvrJkh8ruPD/2m75T/0V5jKdh7KzZjWdRwRbg7dIPGiYn4k/W7+r\nfn+4+kDQ72zvn42Ie8L56qEojY2tajoyQkwSbgkIeryss9Sx56orIfFYjh7PxRjpWIURkFXYObXW\nJNMnQMjxk4getjZYDtLyqdEPtt7CIGKGat6r6vQmpgMqGfkoJa2BEpwKC0RK1tj0/38afarehMm1\nMjY03lMHm6q/wMhQZlbJjxWc+H8dlmBRhV8GqK9CB1ubi5xHmE5E/D//aSgp7I5438fv956a/kcY\nghf/cf6LxNAzTt3rkaNfD0LCm3BLQFBKtRPr1Z+H2uiLeql7ofSqJibtnYwRj5OxXOOSB02fACHH\nwuvHColG1gj1qmFqz0DTMYYG+9LUY3Ad8xJNR3RiZF6M8yilfS9c6LCpjZK+dctMn+Gx8Z5sbmMO\nQYazGtwg09GVFf4bvNP/UH+PZbgvq6A+ebHziEA3fP0/XzeU9vVDKeRH16q3/V9goyt9iqyWhfbF\nz5hzdhrmqlb+z3SchJgg3BIQrNLyHladePAe9QeYrPees2oIfkhj0BPxAUoMFt1p+gQIKT5J6Ols\nskCduR13vCISOr2FgcHf5OMYJCBuzJ2RHaG0WtLhr+8ejPyWm4JHXC9yIo3MCtjoLQH7omztZ/qc\nS0ZXbMjZ4STTkZQ1/j/zc/Ge/gzv93Pw96m34wHryzoR8X/8DlhOeCgqDz7FCNv6tKOfT6izEvuG\nLMeqWYOec+7hSAiJJMItAQFZ2Bm1NmrjT/1Y3aed+mH0FHZHgrLvBbXnUtORE1J8slCysA0blMm1\npiMKLc5EA7ttqulISofoO9XVPlFbl53Y8WpiBCQbc2UOjDR9hiWjIjqcOtUtvC20V8M6Fv4b7ssw\n8v8e9kU5HSVqg/D76HqstBvA/o/XAiVxF6ED8Gs0xFf2P3r8oYv/8/kdq5c1QWlgi4jb2Z5ENmGa\ngPRHonENJt9tGa+e8JN64kh1Or6Q70JtZpudZRyY83VcYPoKkdCj8Mc8eba6DibZpvYREbEs+Q4m\nR8X6R92kvbogRCef42wOvd7ZU9Qr0OB2Fbtk6ggbD+5Tb1uozjd9qiVkKVZPWpd9YscJPfx/F6x/\nWP3WBepO6IE/Hw3g6GdKmog4/8/3/ydjruVg/A5fhcnlP2HZ8AVPHz3ecGUvSuT+wFydIRgBivmZ\nIyEkEgjKHX9PnE6YAzIGNaU/HmN5ytvwhdi2i3qxlBFbVDa+eMRt6AKRkCYHP9wH47xvdX60IutH\nvESgoTX5UfW6v0wHVLrUxmo7UZhUv7aEx6mPfT8WYY6cdDN9ZiVj0y3wr7ihTyiV2pUGRb8T9Lti\nO1ZhehPL11+NUuR7MDIxp4s+bilGwnZhpNDT0jme/4Zy8ir1KfjdPam6ettQ9buY87Hu0DLBkfKd\n5f+6TZupPglzrXohIfyT3+kkrAnTBGQJfjAHocvOxojITvwguzASUvdZdce26jedntC2x/d8lZao\nB2Iyazn0aNj34gFYnz0aGxHVw8jTtLtNXykS/BT+WFXCkH00frh3+CyawB+po+EzORn/nmc6qDJi\nCya3WiVcjCAe76/KaIhufMC5J0TfY2g4J9VQZydqCVZeeqQlIg6+DeG92CjvLfzutcNyxR2wSlMf\nJHAHa6uXttf/txhzgnIWqHti34tOE9RbGqs/RiXCepQ627eH6PuojMj9Uv0zKiMuR/thAUps915n\nOkJCyoIwTUDGYnnNAvQs9BqpTsb5evAFuwuTNj/EwuPzSlgLnjNUvQY1tdGf4w70HNkT1XGXq9Nv\nw/34gpEvTV8xEgrkYxUbiTcdSejhXfOfgMStPDootr9YeF84NEg92KejBUZ0N4wREbHtzCiR4iQR\nh7YnQGnMbmfjwXuP9T+DFJzQMMz5W4DVEBeNNR2YaXzfC5mLNLGYgeVvZ2A1tWSMqDXF5Ol2+J3s\nht+1mOXqdd+qP0KisgEbQNpdmHD44n8kZCU6QFdh0ZxBD6k/a4zHreF1JOFEmCYgOejB+xkf118x\nFByNH2Qbq2QVYASiMpbFi8Xfx1sqnI4v2hmw/F7kARhpiU9R78UXtNXZ9JUiwUvhj1Plr9X569V7\n7xQJ2d7oIKAdSi6bI6H72HRApYzdQL3zQnXu68f3/+v/ot69Q50VqomHA0ZyCrBMdS0sPrDIXZiY\nhkPieeIU+U6pqDqA7yJMPZPZ+J1MwrLGcSgt3ovExePhd1PxKJKIoFbyV7Rf7mmhbop2wqo1x3Fo\nQoKeMJ2EXhQPShJyMOKRi+UY43H7TfgCbdihjAPpo7JQ6+lsnEjI0XDj/ek6x3Qk4UFFrLazb2Th\nbaHfAPVq9KHkNAOro1XG+0euEfHtdfVfw98QyxKvT/Jz7BDmL+y3sHi36UhCjSIbAb6iTjtNvfty\nNROP0mFfZfU0fG77oZ0if3ByOgknwnQE5DCeUbkxqdK+SZ3ZXv0WeghTsTqOvGc6YBJ5HP7jUul/\n6jSUOGS6RMKlMWiSGWPUBb+f0GGCnmjs35HofK89eYzHY3GMmq3U01GqJJtMn8nx4y+h3IaRbqlu\nOjpCvPFfkjW9ubp7JXVDVFCsMx0uIaVCmCYgUSgh6P09jMnnKc4igUhItmHIeDzmZuyuW7zjExII\nElH64mmtzjQdUAjj3SDd59RYhuWyrIWNmTQkHrk4z+gh6rwj/M8UTBKOQenW9va4Y7Tpcyo53nN/\nouqoG2eo12FxkNxLwmEEjIQbB1ByOw8jtqdh49l1E7k6FgkHwrQEqz9qKK/CL+1G/ID+jsneE7Dx\nTxpqLu9EjWWbWqYjJ5GHV6/XalUlLBO7dYV6/24R/tiUDKcBOneuSNx6dffd6pgHwn1DOqX+z+rK\nx1h1r87z6oNYhSctzJYndn+jPgcjQTW/MB0RId74/47/+0Z1gzbq2qebjpOQ0iBMR0COex+Q19Rl\nvg8IIUfBwjKMlbEBXCY6CEJ1A7hgoxZ6ufteqZ470nREgWE15rxZGAmWij+3Ehm8RPaLiPzS2nlc\nQ6xitAmTX+1vTEdeuuTge347PlAJzr4mYV6KR0KbPe3Vy7AqXR+MjHzBfUJISBOmIyDOPiBnYdnA\nczAps8d56l4470vR4+fsA7Lib9ORk8ihcOQjFuvlV8KqQyuxWEJWjAh/XEqPGDTEl6AhntPQdESB\nwY2i8TbDcR0uGXmryJ1vOvdb2DG9bpp63cmH7gn5955PadV3qh8wwrMm2XR0hPjD/+duCj6fLbDP\nSpWPTMdJyIkQpgmIsw/Iz9j4r/uV6qswqXI4hjha/Kn+6F/1fG74QwwQjdWtku/EDSG643SwswrL\n7v7q7NMTIcta5mPS9TrsO5R3/0fjRK4507m//AEYO4VvCfMSjzTsw5TzGW4I+TSLRAJbsUP6Omz4\n2Huqcw9XxyKhSJgmIEX3AbkPGyrdgh7PW7Ej7qMXqf9Fz6hnlunISfji/EgU/likYL8G62H1mgUi\nIpYlT8GkxPjM7bhK5cIGhPnzC+8K38nHhe8f2ymywgZntZ61WojYy537a45SZw9W71tvOvayJRk9\nyWdgTkzUJ5ExF4iEGv5/AyajI6EDPq/JWabjJKQkhOkckKIc2gfEdCCEeBGHDQZdWLUtzXRAYUoi\nOlqGYTL26O3q9IqmIwsw2NHaUzn6MZE8Z3cBaYjrsy1RnR9rOtCyxY1VEHvPVP83Tb3PdGCEFIP1\nGCHf1lfdHYvt/M45ISSkCNMREEKCh8IRD9cN6looAdm1Vb1nuAh/NMqOaj3UDf9PnTfBdESBpPB9\nlYpVrdKeq50gsiUjFiO+9c9Wr915+P8JRw4+op7nbAQ7tcSHIiQAFPk8Pq6ajJGPLiglTexrOk5C\njgcmIIQEDAs157FV8HfYlv8EF+mY8zXuIXXObaYjMku1vcN+FRl9dg18/1dqqt4YIb8H+SjBHXOF\net9a0xERcvyswk7pBzGWedJPpiMihAQt8Zhs/Ktb/cA20xGRsqNwzkfCH+oa7/jebjpCEknYduF7\nbtU7Ik1uanK1p5eI9c/ju/T2uDHh/5703hcmai72h0nyvZ2Q4Mb3N6T9NepHJ+NzfFr4f44jmnTV\nOx5fO7eHDhHS40WISSxsYe6KtDkHBvBuSFrfqmu41dGPR2oD03pGxH5YSzls24r5pbfI4JkD++wb\nJpLyc+qbT10j8sjo7KGm4wwsTVHYMvR93HCe6YgIOX6WYv+ePIzotf/DuYeJCAlmmIAQUkocPrJR\nCQ2c6CHqrReJFNbzhnedfTBQ/kv15a3USRG7yt3EmiJnbNP3pmXZuVeNE/mkb87OCvkiB10rGt4/\nXeT5lqajDDQ52BG9EVZBjH7ZdESEHD956Pn++wx1r0lq9zWmIyPkaDABIaTMcGP5Z/cDpiOJTCpi\nn5+Cjur0BaYjMkXfK0T++NT5K6pR5liRcoMbTHo2X+TBhKi20ctF8po5IySmow0UW5GgjstQ29eb\njoiQ4uC/82qhMxn9UXXD+03HScjRiJBleAkpOw5vsFVpq067WZ31lQhHPALPTuz1/eWP6tzTcMdX\npiMzS8qi8n1FUidK1/2PiaQ8veSAPGg6pkDhve9Ldjn1PNNBEVIKZGA1twUXqHt9rF7N5XlJUMIE\nhJBSJ6GyOgc9q9wnKnB4NzCzsAEhr78vdeaVf0gk9cmdp38yVOTKlmkrXrVE7lxaAQ3yg5mmIyx7\nvOcCVcX+KAWV1HvfDecNKkn44CQUvp1gM+5S35qgrnyhek8H0/ES4g0TEEJKSOGXvtVCXQnLe25Z\nqs7fKcJep8Dg3aB0oZb/ZLxCy7DqXOpdbFiKiDRGqdGm+gdaiSQvjUbiYTk7oFczHWFg6Yyd4pOe\nVn8rhe8nvl9IqLEDGxVuwUh8F3yux3IkhAQVnANCyAlj1VFXwmTzKG5pbpTyO9RnvaOO/dp0RKbw\n7Rm1NqjrYLWcdWt1Uvp27Ayeea3a9c7h/zec2fGFOjHPdCSElAT/CcW/ddWd2qnjbjIdJyHeMAEh\n5DgpbJi5sbpS+XvVq55TZ2eKsJfJHLHY6XrV1eoDv5iOKDiogH2IyuN6bF6EZXnP0r+b/q2O/8J0\npIFlKd4nP8fihtamIyLkxFmJ0sL8OHWrhaYjIsQblmARUmKisYNyzenq1LFqu6PpyCKb3Q3V33ZR\n5z1rOqLgoMb36mysyrb/JSzLO1YTkUXD9Xbb2a9mloiIbUu+SLgl1N6lVTmYgp/j3LDEdHSElATf\nOSHOviCzGql7blfPu1Lvtz8Nr880CTWYgBBSTApHPqJQqhGFHtNls3HHk6ZjJCIi7trqPGzQJUmR\nVsvvv3yq4Uj11s/V+fFJo0TShjv3l3tY3QBzmBZj9r79genzKX18NqREzXwXrBq0KVW9vUukvW9I\nOPIfPs99Jqvr4ntxo+nASITDEixCjpvETeranXEDRj7Csac42PFuSLrRhX3ueHUN7r/iQ/3L1evr\nOLek7xJJrOr8lblAve5Wtb3fdMQBYoaqLeYOtbm88C6fRIWQEOQgSrBWYPGJ7ofafZEzz4sEI0xA\nCDkGXiMfI9RZ8IpppmMj3pTHsrutMIfh0L4fEU4iluOs2ku97rdDd/1PxDq0/3fBReqES9XVN5uO\nPLAswSISWVeYjoSQE8F/J9i09uqW9dUVbjEdJ4lsmIAQUmwqv6iucwduiPa+lyMfpslDCc0ELCO7\nv4/piIKDuphcnovSwZ3HmOOQdyceH8YbNvorrZq1Sj29ztEfR0gosvFG9V6MEHd0m46IRDacA0LI\nESgc+XAlqfeg1GrX2JIcj5QF3g3EdJQa/Gs6KGP4L6lojdXa1mBxhLxrj36UfW+pK/2sjrH02Lm2\nSDgn2h7UxsfE4O9oLcGy85iIkFDEd1K6PUj/+vc7dT9MAvm3OyatTw/fzzYJRjgCQsgxqdZbXf8P\ntedxkcIvd35pm8CpzZ87V0SS1VUfVJeLZ+2+iEg05nI0nqlecmh1tqO/Zy2MfFRDgyW2kukzCQwx\nJ6svTFFXnmo6IkJKn6UotYy5T910k+mISGTCBISQInj1IjdQ7X5dvWm56diIP6JQCncJlo+tOcp0\nRMFB9ZHqWHjDE0d7dGFSYqNndDlWy8p9CXfMFAnniav596trYM5MzWtMR0RI6ZPlUc/FXK+ehZ/8\nsP1sk2CECQghR6RGvLr2Gerc701HRPxRboI6DjvQ7zvDdESBxn/DoQUaGFvPVWdUO76jRmPZzub1\n1FFVTJ9n2eLBXJmJHdR7OAJCwgL/I56zcGtdLDZRo6fpOElkwTkghByR/Xer3deZjoQcjaxT1KMw\nQnXgRdMRGQaJcgskYv91L9lhcqeol+5VF/hsHOAkPaFdguhvbseCWqajIqTs2Y2R4tUoPeyBjoof\n/g2PzzYJdpiAEAIKe5Gr3q6OwgZl28J88m0o4t1wzMPIx9bapqMKDlLQk18ZJUWrRuKOwcV5D3tN\nXL1Z/xV/kroO7ll2EA+tYPpMSw/vOUPWCHVtVAjs7KLO7c/J6CSU8Z2U7vA35jheiWXMJ2IOWOoc\n0/GS8IYJCCGHkYUhaXfnEzsOKX38TS7vsEu9faV6R6/Ibig2xiptB55U7+lyYsfL2qnehMnsUsIR\nlVDBGqc+B5Nz/1qnXiSF779Ifn+R8GJ9C/W+29SdU9WTw2SUkwQrnANCIp7C3qCUB9Ux2JrtQJbp\n2MjRiG6oHogGd3JF0xEFmiMsu4tJpisK8KhqJWlAFP6ffDTEo39S1+p37BhCGc8s9QYsQ1x7vumI\nCCk7bCy28A++R7uOUcckmo6MhDdMQAg5hIVaWNdjpiMhxSEaJQJb9qi3rzAdkVnKYR+UOthQb9nr\npXv8/NnqnBjTZ1r6+BvR+AOJ3PSWpqMjpDTx3yGxpKvahY6cFn+bjpOEN0xASMRS2HObhIZsbg31\n7i9EuM9H8JPVVP31LeqD201HZJY6GLnzYLWrraUyGb/w/Z/mLMs7TJ14iekzLn28E5EMNMgOYAd5\naWQ6OkJKE9/ftpzf1bOeUvdGaZZ1SviNcpJggAkIIZJYHY41HQk5Ej5zP4aoYt5X5zn7s9wWKbX5\n/hsErZCArcN+H7mnls2zJ2FuVMJE09chMHTGcsat5pmOhJCyZ8676qob1PVam46IhCdMQEjE4DTa\nChtv8e+o9z+s3t5BhCMewU/C2+rL0NCu8JfpiMzixvu3CVaxWfqpc0/ZvJe3IlE/+Cqe/weRcJwL\n4lAhXd3nqcLb/C2GQEg4cCBfvfQKdc+Rzj3h+xknJmACQiKYqijdSXnXdCTkeGiwQ13lDnXGZ6Yj\nMku1f9UJI9TrhpfxE2Lyf8MX1OU7mr4CZcviDPVGTL5332M6IkJKE/8dFf8OUjfHPkApe03HScIL\nJiAkAonept6K0p1tbFCEFHtmqH/EYgF5iyOl9Mo/zd5T78AiCql3lvETrlGtwNypVCTycqFIOPaS\n7vpQPRaLHRR8bjoiQsqeLf+ot36i7nqCy3kT4gsTEBKB1ButrjIeN7wjwtKr4MZJMDp1Etlxq3r1\nlkhLPI4w9wOTR5cucG4pi/fy4ce0MEm7JXpK46cavjyliM/76j9VDDouyv9SeBdLsUj4UOQzPkn1\n9+Pqk85Xx18Qfp0MxARMQEjYcvicD9fH6o3YIXrnv6ZjJMfCaeDNnStS7W51w099b49UKmC/iqpV\n1Sv7BPb5C15Sr01S52SbviJlSx3UxF86Ru3+yHREhJQ9KzHSnH2euu3tzj1MRMiJwASERBCNv1JX\nxKRlz/ciHPkITvwlFv2xLGSr5cd3rHClEd7P6SiV2NUhEM/q9Xnpqyr4n7pxL7XLFgnHxskerDJW\nebq6YlPTERFS9uQ/op62W92ru9rd13RkJLSJMh0AIQEANfIbl6kL7jAdEDke3KhBduN1W+zVcRIZ\nJVhHKL26Tb0KG+V53jMTXcFg9UGkJvYcM3GUNQfRcfEl5oRkzDQdESFlgdPJ4Pu9M6+8uu8AdWv8\nni40HS4JUZiAkLDj8MZaU+wIvftP9f7qIhz5CB0K4G8w2Tm7G24YbDoyM8RuVjf4Tf31k7jj/kC+\npwsbKflokB9IVVf7Qb1jhN4vI7wfH1p4J7g2EuB1poMiJCD4JiKZGPmY/KB6AEY+l/2l9+c9G5qf\ncWIKlmCRsOPwL8Ftz6rTK5qOjRwLn9IrdJBET1Nno6ffHhwpIx/+aYa5FjYa/puCZHlMN0rj4pbg\nhoamIyo9vOccxYxTdxmojp0T2XORSGQxK1rtRsll58ece8Kv7JKUJUxASNjgNen8cv1XI3xBWlid\nJy9WJFR7YiORcvDFL6uT25qOKND4/qC72qtPwz4fM9zqnBdMvqcLnzsTy3RuwZBVpSp4RIPDzyWk\n2ajq95a6vqHSN0JMkIMNYCegsqAfFnMpx4oaclwwASHhyFLVwR7q3KtMB0RKQj3st1AXPekZ+0xH\nZJbGA9UpWM1t1u0lP1ZZEv2rugpGaKww26gw90b1glbqxG9MR0RIWeK/g2MBOoTS8TvbPc25J4w6\nG0gZwgSEhDxeX3ZjVHWwL0IGNkzLaS3CkY/Q4yB62n7EKk+5p5qOKFD4/wE/bYt6Too67TLTcXpT\n+PnKwiSJVT+qEzBp1TrvyOcW7Pgr+Rv/gHrhQNPRERIIfH9DC85U/47VsU7B/jgVppiOk4QGTEBI\nOJGp8lRS2zeaDogcL94bDm5boV7e0vf2SKMuGvJ1UOowLce5J7iT6iiMDNR/Xu2ubTqiE8f7/ZeP\n2ncXSrBcv3IuCIk8VmB56m0Xq0/71rknNDsbSKBgAkJCFq8NBg+oa2OuwM5YdXZfkWBvpBHFe5Jv\npUfU9XZGWoPuCCMf76sXYtWrffVMx1k8ckeol2AEKwpzV6ynjnyuwY6/9+NZ96rb3G86OkICQZHf\n1K6q31erT9qprmo6TBLkMAEhYYCFHsjo73FDRDVaQxt/DbozsO9Hhwh/Hav/p25yt3qqx7knmJNq\nr9hWqFw/q5th0nbsItMxli552I+lg9ecnMhKnAkR2dhIvQI+43PnntDsbCBlDRMQEnIUfpmVQ018\nVfQ8rsdO2fntRYK7kUb84e6njn9XvXir6YgChf8f6FNeUK/C5PudrU3HWTIKvlYvOQV/J6itHkc+\n92DFXwngdCRac8/GDdeZjpKQQOD/N3Y83v8tMWJb92/TcZLghAkICWFcB9VRz+AGphwhTcGr6m/R\n4F7/pemIzJByjbrNCPWU5517Qimp9ooVy2B7MAekBfYtSTjFdIwlxzsR2XeherEzxwVzdSSGIyEk\n8tjVVD33O/WZmCMir4ZWZwMpa5iAkJCh8MurSm+1G+vxb35IRMSyJBsmQY93w8x9mjoBk6sz5qk9\nU8J90rn/H+QeWDxhM+YybUwwHWcpne3/qVegVDIrF3c8c+RrEVLgDLoNUjf82HRAhAQC/7+5fzZR\n18Hnvv0y554w+KyTUoAJCAlB3Jj06X7RdCTkePHXI9z9U/XglbhhtukozZD0hfokTNqe7PxMTwvl\npNordpRi5GKEp+np6uT1pmMsXeLRQXLureqoyRwJIZHHAUxKH/2D+gLsC1QjREtJSWnDBIQELYU7\nm1vY76A2djjfNwn+S4QjHqFLAl657s+pFzobus0wHVlZ478HsCtKFvZiFZk1/5mOs4zA53fTFeqM\nh9XWb0e+NsGKvxG6GZ+pF+K+2E9NR0lIIPD/Wzy3pXomdk6/wtkfqEFofdZJacMEhIQC+CGPwk6r\n1jrTAZHSIBdD9J89q17ev/C+8C698iU+T939FvVkzCmwLzIdWWniNE4sS5BgZexSV8HnusFk0zGW\nHO/3axZ6fCdOx3l+bTo6QgKJ/0Tk9yXq/SgtvfANtWs1E5HIhAkICToKv4xi0VCp2UO9AT0oOb+J\ncOQjtPAuQSmHVYPsPuodFbQBZ98S7olHkR9aTM4+EyMfaReolx9aRSky3uN7uqm34X0R10xExLat\nTWrT8R0PPu/fLFWNGHWrU3z3uyEkvPH9/srHcvlfvamuOUvdv6PziND6rJMThQkICRoO//KxsKN5\n1Gv4u47pGMnx4t3QSrlEfR1GOlJOMx1doDjCBoOYI9ABy0l/uUOdPzcSEo/Cc8xNh29WN71JHf+6\n6RhLhxjsmH4x3vdVI+DVJeRIpL2k/gyLjfRGCW67/3MewUQkMgjzBMSF86uAZRFrpqprLFAnYm6B\nfGg60kjG68sGO5k3wyTcaOwHsfFLERHL0gdGQuMs9PHXw9sNy+we+FS9e47pKMsa/z+kJ1+v7jdG\n/fG36p3xpuM1i+cR9RJs6Oc5T11+rYj3nDDTcR4vG/eop6MkKyXHdESEBBL/v9mbx6q/H62+8FJ1\nrW7OI0Lvs06OhyjTAZQNyXeqr8JqC+2b43RRcyybVdnIwCcjQfkeP3y5YdLzFtx4lVqdiluqqHei\nRyT7YtMxktJkNlYty8xU22+Ha8mV/x/OVl+pz31f/VlN9fp5ziMiMbn2OucFIiK27UHHUUJ1dTLe\nI6mmQz0OnPf13Lkigvf9OIxwSabp6AgxgfNZ9/1+nPeHukY99ZVon72+QZ1W33TcpGwI0xGQc09S\n16qqfhkN2/tR8vAA1qN+D5M+e/SEvzIdeWRSo4MaL5ccGCsiYll5l6lNx0eKj/fIR/R4dTnsa7Eb\nQ+8ZYZt4+KcBNhK8bIj6h0/Vyw6NePA97o+92Gh07RnqmljWM/4+kVDpHfV+n9tIqKIw+bZVrH5e\nyg3nnBASSRxhB3VMUt/yhPp2JCb1Xw3d0U9yNMI0AaneTj3vNvUivG23oEG0+X717M/Va7GqUrXH\nTUcezhR+iSSgB7AWRj42YhLaVrfpGElJ8W5Alf9NfSUmGXZrazq6ssb/D2R1fJ9cjdKCiRhxnlPf\neQQTj8PxuiaYxC37VFGfqF0o3XDfISJi2/IGHCpghLcrVjm7cZU6KYuJCIkkfL//CtAR+WV39X/o\noLmxj7p/RXX02yH0WSdHIUxLsP7EG/i2Z9StkGjt+kXtwg9ara3qpK7qHx82HXk4UfglYSGxcCPh\nszAZWQrwyMu8/x8bZaFO69/VeajtndPPdERlhf8fwir3qK/7H84fk+3/OtTBwff4sfG6Rv8nImLb\nm/BnNBoibdChtAz7CujG6rYt0XhgXpHjGMS7JCsvQ//9RV91R4zAR1czHSUhJvAtzcpHyfwE3Lvy\nFfXFaMe1wMjoN4v08TvaFj0OCQ3C9eXCD1IjTGLsdkBdCxudFaDnfd1b6mnZ6p3vlW1Y8eeov/sZ\nz4tax+dqGr1apYRXwoF/uUeqo6eom6IhugQtiYIXRPilERr465mthNXJkvA+3rBNHTVF7cHjPNvC\npeSqSMKBhm4KSj57fqzuhs/53ET16EXqgmy+10uO17VfqYotry7ApNWmSEjWxqlz6ouEyveL9+er\nAjZua4+S4f8GqTPqFj4mPD5PhBwN3+/bOCzeMPB79UnoSB6bop6BRKVgXmh85ksMVg18p5zvzTc5\nc8sSTQdYXMK0BCsa+0Y0OV/dDBlz7Q3qupj70QIN4npIta2nTUceShSWnbixY3NUgjoZ76umi9XZ\nKDFYjoZBQXh/PYQ9zTFZ567Z6sZX4w7MocpHwhH6iUeR0qob9K9qeP9ecIr6nrPUNdaqP2qg/hEb\n0DHxKA28NjJspv/KqaEuwEj+ti/xN0Za62MfkdhtatNnUFycDTqb47NzNTqs4raYjoyQQOL7vZmN\nDQx/Gqf+HO2K07CB6Z1YtKbPRP2sV2uidn0eOp/9yCJMfxaHoEd2GH6YxiPR2IGhPRcazPUwQtJ7\nkvo1NBgWtCybuOKHqb/9ST19uzq4RkC8PqyYvC+ovRb0xCXig57zAB52sjpumno9JttGocY572Xv\n47MxFkws+FTtvl5EHhXJe1Yk6aCIPCVSY7aInCKy7zcRe6DInsoi1t0ije8SkboisbNE3H+JLBso\n4tkuYj8i0qG96TM6Hor8MKG0x41EuRxKB6vMV/dAw7AF5nSs/kA9Gd8Xm7DPg/083+OBx2sEFrXk\nNfA9vwdzzOrsV+9DaW4aRryj8D2cvcb7eGZeQ++RkJiZImKJNHhPRNwiG0aLSK6I3VBEEkVaPSAi\nHpGDC0QkU2TLjyLiEsldGeqJPyFHw/d7O/FKdQd0CLVDx1g1JCYHKqsXozJmKTrKdk5U5/+FA+WE\nyPd22IyAhMblPm4ew+TXpVhN4cexR3/8behh2oea7S9Xl01c8egp/RY9ddMxyfK5GqVxdK8P5Rg4\nH8bIhFMak4+RiVj0FOb3tV4TEYn9wZ4tIhK/V5aIiKT+JpVERFq0lgwRkeU3yRwRkYYZWl2z/yXr\nCRGR3d/L3yIirgp2dxGRgl/lCSYaJcPnq7WaiKeTiNVAxNomIneIWNtF7PEi9kQR+UxEVopYtUQy\nZopEzRbxLBZxzRIp11Ek916RtV+J2GtF4p4RqbBeJO95kaqdRPJGieTEiMi3IptWiuSdKhLfRsQz\nUuSyJ0QkW6TKqSLSSeTnV0U800WWjhSJxVqorfeU2VmLYIRS7lJZ+KGwsHiEkxBbmDtk4fFuxOZG\nohyFfReisK9MFBplcWhoOolFdSzDXeMhdSXU5Md3QXTocVuFHcun3Kfejs+VnM/3evBxeK9nJfwu\nZGDuX3JvdQWsSrUOyyPXxYj5euxDlDRUnY33Yz4S1agK6hyU3rkxabYA3/MWRtZt7HgvrWAs9y7O\nnENnLmauE7pI0e/PuShvlMUicbVErD0ig/uIyKMizdaI2J+I/FJRxBoosnC8iFwtUuF+Ede3IrXn\ninjuEkmvKGIPEdkaLRJ9nUj+VyL2nyLRE0Vi7xdxvySS9YtI3nMiBf+JFAwU+e8kEUkVGTZRxLpO\nRM4WkbtENr8rYv8o4npKRO4R6TjJ9OtNIpcin/X1ItZjIsl19Hey2ZsiMlOkHUZOa0WJiCWSc6GI\nDBDZnyQi/4jsry4i6SL7LtTH7RsgIk1E9j0gYl0scvBpEfs5kfyZIpIr4sEntOBqEddQkYLvRNxu\nEc8VInk/ihSg9NbjzP37ppR+J8ImAQnTSegLUIN9Lib5xaFHbPtAtStPXR8vZCf06I98Ewe4+phP\n4UMV1MIPe0ddrpHaxvKjzkaH0bXVDfGDN+330jrj6Nubxc95RsTd1H6q4Mwm4wtmXH/d00mD1yUM\nbTZh2kRXyg3pt14+7MXyDZ/6dWPW13F7779nZpf7+ras1eeNV+97ZFWb1H9OSl25Ou/OmIv+r9yT\nFWo+U37kqeVyn53RdcPLFz9wx+91P00eM/qMi37YfEPa9Tdf/UM5z6CCU9/65IUOdj/7xh2PVnrK\nnmS/flb66/NFXEsWz2zcWsTKezf5mVoinpOu3v/z9SJ2k+kXtGsnYj0ytMXLH4q49rl62j1EJPuX\nW+6qJeJJPnnVkvUi9qvvvXhuNxFr+63t7q8q4prS8Y8VHhH7vN823FFPxNO+Suv9WSKy/sYfHv5d\nxHX1e4vPfUDEGnp1y59fEbH//CDnyVYintcPjEh8SETqDv5l5FIR17RZE9o8IGL98eqNLw0X8Zx1\n6/Pfvi5iJ8xf1+wNEevGQW++/oaIdTDnm5j1IlaN0Zfd/aKIp2KvF+bfKWI/Muqds84UsRZeV/nR\nXBHX3OZt1v8iYt/++7u33yriaVlz5O5PRGTB3c3vaSJi9X419dKTRVz3XlRvQoqIPXNUtUfOFfG8\nnHl+3EwRSRja+5UfRFxfTH2o07Ui1p7nvnnjNxHPKffmWZaInbw4tfFpIta2IbtfXSoStzF9drl2\nIq7zP3/00UUi2WsGrJneX6SgzTdpZ8wTib3w4RdufUmk2uf187c9LhI96/37nhorsumbRhW35Ink\nXfJ2pQvOFmm9Y/5Pza4VafNpi1/Wvyuyc8LNl37XUWRqTvT4/LYidt1t06rMEUlskbwo/SyR7LOT\nVmaMEelbTcpJukjfX47w9jvRr1Xn5wMjDq6ROOwo/O0kIG3wOHx+Lax2514BY26XC/v/uJzP8Z14\nGpRIeQaoM9Dg3I2Ohw3oQZuBRRJ2YxJLKkY+snG/XMmEI/g5/DXa20XEu7Gyc6l6FxIJJ4HIw++G\njRLeakhsnY0z3RilqDpcvdLZyfkL9RKMsNRGSW825gqlYrGT+lgGfhkS5RY4/kaMvCVep3HGna1/\nb6sr0qmmSDPMVVy2UMQa7dk51xbpXe23+6fNEMmeGP9h3kkiszL6RTWOEpk8rup5rv4iS2/q/ONt\ntkib+Jl3Ln9O5MX7Xr//r0UiY6ddVn33JyI/P9/0ppaniqzZ1eqcfnkiPbPHLZz/osjATps6LR0k\n0uyfeZO3dxax6r9UvU8Lkdz7Yh5tcpdI6wvmZM48U+TUnbuzd7tERp3RZc3ONJGNTzY97ewbRBpM\nXnZHwo0i+1tWuW76TSK3DhlfPu0skantKm7May8y6aLzlw1qJ9J75q/bMpJF3v35iZfnTBP5Sa5b\nduB+kTGXNEmt/qHI/N96n9f7bZEzW37p2TBf5JydK4auailSYebeV3bsEbnrpP+9evJIkdSqKcOb\nNxXpOmrCT/OfFOnZIr3vrtYir7qGttxxqkj2urhBAyuI1Oy68ZyKz4pYLnvi9K9ELt8287G0LSJ/\n3Vj5g8xFIpM/P+fBs6NFui2f0Ch3pMgPT9w4dVaMyMcfPRh3cLXI2EoNXk5ZIDLz6r4tT/1A5Mz3\nv07ekixyed9ZZy5rK3IwquK2Xc+KPL/kQk+HGJHdcTXPaPOeSK+bxl678DORHi+n/7vjfJGHVt+c\ntm2XSIXX9kwe8KhISuLO+CqnilRYun/ZjPdEzn9hUfnUZJE/etTslTpI5O8nB3Yf3FOk85S/HvRU\nFpl07UW9Z1YReaPu04sOHhAZ37XuB0mNRP7tO2Bw3/dFBrz+ddyORJEba03utuQWkQ1Nmz68612R\nt388o1ur9iKblzRu0bGfyOnn/vj20g0iPXemv79lm8jVDz99wbbxIs1Xz/+ibxeRco3Tbqm5RKRm\n/IbXZ1YTGXzX2kUHbxaZkFez4f5OItOtAfmDbZF2D0xv7X5RZH5sr+zpZ4s8+fQHk1NHifz5fJW9\nsckifz17zoD+Y0X62d99sfcakQcf/Xrygi0iMzr1v2XPRyJfPdFxapMUkTXJbeadfLPIGS2/+78V\nvUVOb7HzmY2JIqdGjYnb9pxI35bfr+4jIu6TPaPqLRFpdvuC/bO/sKx+L2xL219H5Ptb2g3ac4PI\niiEdtg8aJ9IqbUH5mC2uTzdsbHHNjLf7z757+629XOP6dLs45Ywtta9aPCdrUtePh7evXrVa2qya\n7vY9uo1u1vLh9TXq99i1Kf8Jz5plA3rds+7SlAsm/lr5lTa7qsY0qpny5MwHdy1ql/O5p9/2Awdb\n7HEvXfhzVou3fjp7XPm1cT9Mfan+09Xesy4bvCBj8tRJW6b8n/vt/SJf/Jj1eewzIntEJOch09+L\nwUSYJiDjsO5+Dno8T0HDqRcmL3pQIrR9hPoN/CAsKOH1SMcP0UyUdEVjvwPBm81Gj1ccSpEGY8TD\n2lWswxeDxLqtN069WsT9t+dpuW3XL/mjkvttbjt1cvL7BSenxbvmd10dlTF1oeeGqB/FlbPf/qr+\nw7X+nizWI0mjK56T+427Tvk2FX/Iq+i5oFv9qMrrpODbqC25t4lY7pQ7knPXi/V2wrd5p8uvrs+i\n2nhWidiV5SMRmeSpJL9JtIh8F5uee7KI+4fEu7M+E5Gt1jX2IBHPdTj/d6W1rBSRX8s9nt1WxL3I\n1dHuJCLpcos9UqSgtYh0EZFLreZ2gog1LPHazC9FXN/F1sz9U8SOlj7ymYjnUrGlkogscLcrGCDi\nqpFwdWZVEdevUfflTxHxtJCT5RIRzwOyX5JEpFXMtrw9Iq63Eq7LfETEusH1recuEc8T8ry8LmJ/\nKLGyT0Q+j5+cPVLE/YxrfEFtEXlNGslZIgVOg/dUa7bdU8Rqn1A56wsR15dxz+eOFpFW8n8yQ6Tg\nXDxuortzQVcRa37Cx5luEfcv0R/nnSPi6SrZslDE86D1tTwiIslx43IOiLiuTZTMZ0Ssi6L+Lz9F\neylFROxxsX/mviIi9WrG7GokIjdnL44dLyITKqxMqywiKC2R3LqDd/5PRNJ6y7xzRKyp7eetPF9E\nNlT9bv+zIvbTok3ucsNdY3uK/NPqwrUTzhGR85IuznhGRCrHdMyvLGJ1Fy1S2VdHdoqIjQaUoETF\nugp/l/Uqcfj8efC58KBkxuMkDih5cia324jH8ywuBxL/3FrqPJQQ5iFBybtGnf8pHof77W/RWMWO\n5IdGYEgYUpiY2BiRcDIS5321aZ2IiG0LEuBVKK0TvI8sjKjtx38s6KVeiZGxPHzvb8fvkMeZC4TV\nejajh9WDhGcbjpeN3w/Pq+pMdKTlY3Rh+824f4OIPcw3HEhdAAAZUUlEQVRVbe80kaky+NPsyiIy\nA6OiIpKXIHJBwWL3gRtEcvfEVHl0i8il419742AHkcmjh+2LmykiNeUzzwiR9ZNbjZjjElkxucOk\nzV+KdKs5qUfaoyLZP8V/kPugSNaIxEoZn4qk3loxZs4wkfw27hdWi0jBEPek3R4ReV8kt0DE85Qr\nNbO/iIywNs+5QkROl04xg0Xs8q7qW7Q0NzPvPhFpJts8r4vIAzJp+iMicq30yHtGxH5Dntnxpojc\nJpKzUURqiTv/YxH52H7rnx9E5Hu55MAEEXuqtN8/XUS+k3MylopIM4lasUJEuopr940ikieVd2KE\nM7OpiL1KWmc+K2KdI2vn3SYijaV27NMi9vty7tYRItJSJK+ciLSUOXk7ReRee9yM9SJSUx4tmC9i\nP2+9sP1PEflIHsutICLVJTW7k4jcI1P/SRKR36Vf2hci8qtcvHeniDSyOmS8KyLd5ZtV40VkkP3L\n/jYikiNf71oqIgekUsaFIvZe8WROFbEq2KPnPyIi++1u5T4TkVFWm61aIbEi9ycRGWB/nfueiHWn\nDJoZJyLXWy/YE0XkI3lruzMXaqqI1JDMjO56Xf99S0S+kf7pj4jYf8tpezqKSHfpkPmriNVa0tZO\nFLHa2T+l1xWRRNm0Z52IvUqS0i4TkT5ySeYmEXnavn3RqyJSS/5v3WwReUHab0vC8+0VsTra87Oz\nRayeduqsoSLSUJ6yhovImzJgG+bK5f4uIuWlnPsOEXnInvpvfRH5QDKyeojI73LhrgwRqS+PZo0X\nkQaSt769iDwun2d3EZGfJW3vKSKyQZqkpovIPqmVOUfEelQ+W/KbiFxtL9jURES2S8/tWNQme4CI\n/ZI9JmuaiJzkyfzvIpH88p54d0XPlfmDPU9vTxkn8l6Py3Kbj3v7nt/Lr1ubJTJhQKt+m5aJDOi9\n5NSc81+SdRc9+sKu9ZXfn/TCKVtzX/fcd92cbh0rdEx9b31Oo/k12zR8tnX2nJj0Ketjv3nnzPez\nXo5aHv3JnkTPjf8cbLIk+rEKi5d+VvnCpKFxL7XbmrlLJqXPkrrymEjq3wWW6zoR6SaH2oQkgrCw\nmkg0JvFFoTTJXUldGxtExU8s2zji0TD65VH1A6VaxkIIIYQQQsIWpwTL42vn9tAhTFfBKoqN0qo8\nlEDlo6fVqQW/GiMW9ct6Mjhqyi2nhzm3xEcihBBCCCEkBImQBMRCghGNVbCiMAcjC5MFX8cqWWt7\nmo6UEEIIIYSQcCZM54DEYL3ovleqe2GORwVM+rNnqnctUY97UT3H2ejpgOkzIIQQQgghJBwJ0wTk\nTJRWHdoH5Ez1DqzX78JqJvWwStVNWC4xFzull9U+IIQQQgghhEQ2YZqAtMOa6b86+4AswB0Lijzw\nBVUi9gFpNcT/wwghhBBCCCGlQZgmIIHeB4QQQgghhBBSHMI0ATnmPiCYC7L9R/VbmKS+8L/iHf9E\nsZ0dyl82epkIIYQQQkiokAMvhk82HVBJCdMEJO8yNaZ2yETsAxKFkiw5HY97Cn+fH6DAsPGZhR1y\nE7GRVQo2nnKjFOyEd5Y+Es6qZ9jYTZyNELFD76Educjx4bxe2DjPxk7JlrNzdph+zgIGEnZ7qtpC\nx4JUhPm+LRnO+3Y67CxD3gD2HN/hCHC+Z5fDGXBnmNe1ZDjv152wc317F7mflIxslf2v2uqO28uZ\nDixMwHUVbJh76Pu2uL9f61UWNrKOn6XOxgaRh75nQgZ+YANK7Cr156vVXaupt2IndXm7jAPAxoeu\n/1Nb+CEseA73Jx33EYnIoQ++NV7t6qMucH4YnZ6KCFn2utRwGmrYkd79N26eorYH4P4E04GGKJkq\nN0aMbawW6HkX91cyHWCIgo4d12z8/YDKgwSa17WEpKosdEi4FqoLzsb9aTDbNccHStKtC9WuUWrP\nvWr7NTwu2nSgIQoSDPdnas99uBkVOYc60o6Fs29cfVUDdMR9dZL6HuwzJ88V83jG4Qc1oFjoCe8Y\nr27mfGFiROTQF2ipP7HKg8n5Le9X1x6tnvQKHnat7+NJ8bCx6lrloepT0LPx60PqvAp4YAfTkYYY\n81XRB9VnYwPPqXgf7xmjthqbDjTEQIPDRkLcf6h6A0aOVwxTu7CcOUeYjg/P5+qO16iTeqinoiPC\ntRsPZIfEceFBxUIdjNB1RA/wWIw0e9rigU1MRxpa2NerE65TnzlRPeE3dRp+t6yy7iANN5z2HNpX\nA9GhtnSBev129aGOiuKCDgwPRqYWXKRewY4NEgr07Ka+/gHTkYQXtdurH+6ojnnYdEThgXMdnevq\nXGdSOtzkVnfJMh1JeDEA+0td+u+JHYf40vxj9f+Q4LmeNB1ReFABi+88ioZzyuOmIwoPLJT83/mO\nut0dpiMKFtgDE5FY2P/EKjAdSXjh9MS7tuLvRaYjCg+c63jounLEo1SxUFvsut10JOGFhWXeXS+a\njiTMwKqVFkZE5XrTAYUJKOVxIRGxvjcdUJhQVWWhJNvaYTqgYIEJSGTiKmJSurhNBxCmONeVJYKl\ni/M9wOtaujjXk9+zZQOva+lS9P3K74PSxSriiIcf4IjEwuohFkuwShdnZMkpuahhOqAwAXNqDl3X\na0wHFF64HlVb801HEl5YqNG2zj6x4xBfrDfUrrG4gYtQlA5YDdOFxSikn+mAwoQYletrtfWD6YCC\nBSYgEclOrCa0Ks90JOFFBpaHXITVxgrqm44oPChAacCiLeqM301HFF6swAatu5ed2HGIL1vx+7ru\nqRM7DvHlIBpySzEJ3T7eSbzEL7nV1QsxqT/nK9MRhQc2toFYhrkge/8yHREhBrF6qV2nm44kzMAk\nM9ef+Luh6YDCBGduDVZnkddNBxReuPqrra4ndhziizUS5r4fpQsSZRe+b7k8bClxlso1E39faDqg\nMAElVy5nUn+66YAIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEII\nISQi6PG5+u7pMDZ0u+pkdflGpiMMLZrepW7Wx//91WLVl7ZQX3xAXaWF6ciDmyqp6pMuww0zfO9v\ns1Z9VwP13eXVN45WV5tn+gyCiypYdvvCXerrq6rbfosHTFW5sTFpz+vUN2ADyJNXqF3c8M2HcgPU\nZ85V39RB3QfLl0bh/VjOrb4M6//f/RuM9/lpw3DAG0yfUXAQ/Yz61MXqmyqqB2Cj1/g+vo+vgf0q\nht+tvvBddcorps8kuLBwHdvjd+n6K9QXrFFXWur7+I5oH9yFZY/vxrLy17+Fx79l+oyCm05YHrrd\ntb63x3ZU96+lvu5VdSvndytiNtrlRoQRgauTehh+MGthXeqsUeo8NODs20xHGtxEb1N3O6B+Ml99\nciffx8WnqO8ZqW6G69oa//8ufO5i25o+o+DAqqNuMUL94FD1eS/gAdt8Hz8AG2W1+EidOVidhwa0\nzX0XREQk7gL1vdg/pUOuOvpj9YOd1S0fU/daor7+RXXUavUduM6dTzV9RsHF8Cj1uU3VudjY9bpp\n6jPRoVPtQ/V5n6ntreocNJQLsHGps19ApNP/R/U1L6tzsA/QxfidGjZBXQ7719z/trrBfeqO56hv\nQ4IXlWH6jIKD5mj43l9O7b5e3WW/+vYNuP179VnYz6rJSnUmvnfzvlTb7UyfUXBSF+2CF5F49M72\nvX8YOtTOn6Quh/bA/cnqRmebPoNAEWU6ABII4tDQSEpT/44PxNr56nXN1Zlu05EGN7H4YmmOHstK\n+OKwhvk+rtEP6ppPqm/HDulufGGPhOs/p15Z1/SZmcXCjsaNblbXxIjc1p54QJLKdaW6SqJ6Ono+\n552v3viw+iBHmEREJBkbi3neVL/6q3rn3+p6eB92nKJuXls9Hv//K4x4eHar+52hjvSNp6O/UVft\npn43Tv0fErgCuOsG9Z6n1bvQYP4HI3v70IO8ATvRy4Omzyw4SMSI3acYmfsDv1M23p/NMULSaru6\nIkaeHq2nLp+jfgk9yXXQgF5v+sQMk4zEbsJC9ac91Cchcb4N7+fy76kr4nvjX4w0L8btG7Gzd2pP\nIV6Uwxfj8H7qXPy+F6CDLAYdk6ehQ+0LtMem3KF+Au2I3uiQWGv6hMocJiARQQK+gGvhi/xM9BRb\n69TpldRPIWPf/6HpiIOTdCQKn+Dv2q3VVpGRxOrooUvDkHYqWnRu9CBl4HNXFT3MK02fmGE8KPVB\nZYpEY4fjrs51xQ9mbEt1jTnq6hjp6IQEJuYL9dMY2t601fSZmWX3cvVTSOyyqqu7oce+1nnqMX3V\nPdFw3lTkd2Fjd3VzNKSdUq2CdabP0Az5V6lHNlFntlE3xAhHt0vVf+D7IQUjz83Q43kBEuraFdRj\n0aD7Ej3S8r7pMzQEPu8/oGMh7nL19fh8D0bC8UYzdZWL1Ht3qNM3q/OR6GVh5KQKvocjPQGZPUj9\nH75vz8YI/OW47tNPUuffpK6F37vkPuoeGEGx0NHz5FD19jGmz8wwSICHfqBOxef5D2ckAyNw5Sar\n4/E+3VqkJ2dTNXXNyaZPKFCwBCsiSMMXzWOfqu/DD+F9+KCkoOa7xyLTkYYYj8NFPkcWSjBsJByC\nHlMbDWsbPaAWOwD8Yr2Ef+AL2amNz0XD7CWUCNzTVf0/lFykoZTozDTTZxAcFKAHLg7vwzvRw3kV\neoo/xed+Pq6X2+lpLjLXw4NafMuZizPY9JmZxc5S552pvgiJ7sPIoGe0Uv8yVj3vdPUtaCg/eLv6\nzSfUQ9ARUXmX6TMzDBrAHvTM56IneQlKgZZgTk0bdDREY8TIxoiH05NjI1G2kXhbuaZPLDiwM9UF\naACvR8na9A3qxrjOcUiwn8HchHufVf/vDXU+Rj76DhQiIm0wR27IneoV7dXVkHjUuUdd9Tv8B4zM\n2X19j2Njro0VMaWYbABFBEno8SzXR50Ro/bgC3svejbi95uONMRwSq+W+968C5P8EvBFXw6TUt2o\nCY9HLfMelLYUnWQd8XQpYgxRl8MXfTIS6FXoKcrZqN7xtTr+b9MnEBzEI9G4CyVC+1G7/TC8G+9P\nCw3nffh/Ne7zPU4tzNHZjRGPgiTTZxYcXIa5NC0wcvQMJvmuxftR0JNf7X51Jhp2BSPV2/G4gnh1\n9E2mz8gsLoysDR+nXoAG8XRnLhgSkOtQYjkXJbHJeF/GD1cnYnGFOIxE7d1u+syCg75IQGLQ7vsN\nHWG7UZL9BjrK6qH0Kq6KOg3fD7no6d+J79/4L0yfUXAQjQ6HXfg890XHbif8vhegg+IPlLBmYk5e\nVdyPNQCkBv7egZFp+dL0mZU1TEAigij0AF2L1VraoZYzF05ZpZ6NHtJI7+EsLgX4gi4osurSmgPq\nfVgl6yp8YbvRoN6Jhsj6NUL8UIDrlv9kkTswZH0eGs7dkDhvQY9yG8wNeY1zmUREpD5KKfvgh3EW\nvu9vww+iZ5P6O7wPJ6PhcR4SZMH17/mp+sOI6Zk7OkkYyRiEEpX96NAZjrkJURiJm4LHxWMRivP2\nqn/rre6I74FFWL1pF3qY5UbTZ2gGDzp0YpBg3IKe4vEoGToFRfGLkHDMQw/zOfheuBIJSRJGlNZj\n8YRNGHmWuabP0CzZmHtwNVbBS8SqmA3RDtiOBG4nStYeQqlVF3zf7sGIR1O8T8dgbohEeIfPPMxV\nWogRehsl7bcjgc5HqeCfeL/Wrq++AB07dbEYUGO8r3+YZPqMAgV/qCOCdMxJWIGe0Eb/qqPxRv8C\nX+xrHjMdaWixG18sa2qoD6JHKA89bssx6ayh01OPH8RRGAnZt/TYzxGJpNnqtVi2dBfmfuSiIb2k\nj7oWeuorYuj6ezSc5zmlLKtMn4lZPCgN3IREZAcaZrvQ0NuJkbt1WN1qMUbicvG90BhzEiagFn/a\nvWqnVCBSsZDA7UCDYgu+X3dj8uguLP+6AQnyTHQ8pGHOSLNH1GuwOMXXSFycVQkjnZXoQbaQoDVG\nz/tiNHy/P6BOxSpiK9AD3QTXMQ3v7y8xN+fgRNNnFBxswe/QHrw/m+P3aC8mx3yG36stGIladkBd\nF6WCSSiJ/WaMejES6kOT9yIVvO9sfA/YSPT2YBneVRgp3Y9EeDUSj1h8L9f6Wf0jErpFuN7yvOkT\nI4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE\nEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhAQp\n0fvVsWfhhsb+H+furI7bqbbeUsdMVLvuw/H+wt95AT6PSerEfnCButzZiPe/wMZjVVYn1VZXqq+O\nWXiCx52L4zyAv3/G36PxgI2BPU9CCAkdokwHQAghRERk+B/qNmi4P/qyOr257+MG/akeiAb1iH9w\n+xL1FCQy3cqrF3dTzw/QeVy8Vd0fcR08oHa/oV6JQD5qiPvXlU0c8ZsQz/e4Hhm4Awlexg71F9nq\n/+KO7/h1zlUP9qjHrFGfiwTwk6Xq1LI5PUIICWFcpgMghBAiItJ4mnrIj+oWFXzvj0WDfWhHdTc0\nrGNfVM+/Un3gC3VzNOwrp/kepxxGJGrfpU54xn88CdvVdWqoE+3inUeTRuqV1dSvIvH4sK+6K87j\nzK99/18lnFcNJFBR//reH/O3Ou4cPB7HsTb5j+OSz9W93lG/ixGiJ75Tz8Pj7n5OXf2+IueP56/z\njTo53ff+xOfVbTrg7xXqdniemFg8ECNRVXBdamAkKKqK7/Gi96hj3YjnIXWK8/otLt71J4SQ4Icj\nIIQQEhRkn6JeOkDdFQ3jObi/wSvqWDTk16EH352kPskZMblU7VkAo4Fe9zP17Reqk8aoM39Vv3Gz\nOh/Hu6OiOmEIbv9E/TKef/0f/s/Dfky9DfGtHqG2pqs33a2uFq/uO0x9HhIhF36XVuxVv19ffdFv\n6uYb1HtwYV5ros7C81d8SX06Sq9ew0jEXCchQGLxdYp6AxKJ3AbqhnXVdyLhiUJCED1K/c7luG5X\n4vqWw3k/hb/vxPkicTkH1+0sdPjZOO9FB9TvIkEZ8ou6LRLRmKG4TtvUb7VTO+8HQggJXTgCQggh\nQYGFEYPZaEk3Qo97eTTEO6OhugKlQgcttesGdYuq6gqY22Cjh901Qj0cIwHbMTdhBBrMO9Ggvuxb\ndU88f3Iz9TNPqv/5Sp10jJEQq756MHr8H8HciJdrqRsgwVoxFs97kfr7M9Qv5KvboVSqBxKUlqer\ncxH3h2PU2ft9nz/lTpw3RjrW/+N7f/9r1PfjebpjDkeVd9WVZ6hnDcR1QkK0BYlGH8y5sQ/ggEVG\nmDz3qusgYToPJXDvYm7Mkzhe5+Ew4m3cR51wnvopZBqLcZ692wkhhIQJTEAIISQocKGHfRPmEqRd\npT4ZDfSWaGj/9zr+wwR4l8pGoiAYgRA0eGMvU7e4Wt38S/V1mEtSGyMC0WvV89FAzmqrfjBTXQNz\nU/ZMP/p52CgJW7dAPXuZevxI9V0t1DuRCDRCj//pLdWXojYqqqk6ASMz2SgdmzYeceD/20USotzZ\nOB8cNyHB9/5dSNBWYJJ/B4zUtB2j3orStSooHbsR59sB5xH9rNrC6yKeIuePRLHWSeo0JFqLOqk3\nIpFbg5GnhkgMc1ep5+F4aXXU2wbjerwshBASJjABIYSQ4GCEKhsJw1yMiFz8kzoWJVor0SB1Ow1S\nNNTlTbgHjB52T331PkwOn4oSrffeU/+IhvhkNIhdGDH4DCMlr6Mh3PAK9UXVj3EeGCFYjP8/8UH4\nVfWmQepMjHBs363+DnMePsYcljEb1Es+VluIu+DKoz/9zg9xXMxxOdMZCfqfej5W4fr7VnU8VhWz\ncB2HI5FLROnTR1htbCquowcjQ+KMSLwPY7EAC4lbOl6PcjiPRBzXjQSn4rXqVIwUCUa6PHt9z8dC\n4iO9hBBCwgTOASGEkKAga4s6D6VQc+5Q3z5O/Q0mXx/Yp06fovb0UWdiNaf8/upsJCLpKAEaX1N9\n3qPqZIxUdECp0jeYA1EXJVnDsXzv3+jxL4fEYHN3BLz+COeBBnTurKOf7wbEswQjFJdi8vYujMg0\nRmnULIzoZKI0Ka/20Y+bi4TlfcwFeeBUdX2MjGxHaVPNRxAv5rRkYdL/AYyctMEIVD8kaCcjkUrD\n65SISePpGLEpQFyZeJ1WOQkX5rY8gPM9iJGnxKdxfpijUw8JUQ7mjMgl+NuJsw1uf0AIIYQQQgg5\ncWrXU1fCnA4X5iA0R0O44uPqKKyi1AgN3LhW6nooVUo4gOMhUSmPkQ339equmEMyHMfpgpIkN1al\nisGqTqegwX05RjJ6YdnZmJnHOA/EW2V38c67AhKtQRipuAiJQgNnVSpMgq+zGY/fdXzXtRZKpc5F\nInYpGvatkAhUW47rjrkl5ZFIDMbrMRST11shURuI/18diV49JCBxKI1rgGWG3SiBq/gpTgOT4i9E\nIlGnlm+cNTDSVeke39srYeSmxjFK3wghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC\nCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggh\nhBBCCCGEEEIIIYQQQgghhBBCCClL/h/K9Q1QIbtl5AAAACV0RVh0ZGF0ZTpjcmVhdGUAMjAxNC0x\nMC0zMFQxODoxNzowNSswOTowMNtLOoIAAAAldEVYdGRhdGU6bW9kaWZ5ADIwMTQtMTAtMzBUMTg6\nMTc6MDUrMDk6MDCqFoI+AAAAIHRFWHRwZGY6SGlSZXNCb3VuZGluZ0JveAA1MDR4NTA0KzArMKV3\nvKMAAAAUdEVYdHBkZjpWZXJzaW9uAFBERi0xLjQgHEc6eAAAAABJRU5ErkJggg==\n",
"text": [
"<IPython.core.display.Image at 0x7f9de93fe6d0>"
]
}
],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 6.14\n",
"fig6_14 = preGraph(\"fig6.14.pdf\")\n",
"r('mtcars$cyl.f <- factor(mtcars$cyl, levels=c(4,6,8), labels=c(\"4\",\"6\",\"8\"))')\n",
"r('mtcars$am.f <- factor(mtcars$am, levels=c(0,1), labels=c(\"auto\", \"standard\"))')\n",
"r('boxplot(mpg ~ am.f *cyl.f, data=mtcars, varwidth=TRUE, col=c(\"gold\",\"darkgreen\"), main=\"MPG Distribution by Auto Type\", xlab=\"Auto Type\")')\n",
"postGraph(fig6_14, fac=0.6) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig6.14.png?1414660627.63\" width=\"384px\"></font></html>\n"
]
}
],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig6.14.png fig6.14b.png\")\n",
"display(Image('fig6.14b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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ARUMBAgAAAKBoKEAAAAAAFA0FCAAAAICioQABAAAAUDQUIAAAAACKhgIEAAAA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\nZed/qXZ2zXsDAPXgo15qrLNsCT/ef5wP5P3ESxX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"text": [
"<IPython.core.display.Image at 0x7f9de93fead0>"
]
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 6.16\n",
"fig6_16 = preGraph(\"fig6.16.pdf\")\n",
"r('dotchart(mtcars$mpg, labels=row.names(mtcars), cex=.7, main=\"Gas Mileage for Car Models\", xlab=\"Miles Per Gallon\")')\n",
"postGraph(fig6_16, fac=0.6) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig6.16.png?1414660629.9\" width=\"384px\"></font></html>\n"
]
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig6.16.png fig6.16b.png\")\n",
"display(Image('fig6.16b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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rpOlF8ueRqCLyIFlJmr+mcCuabgzU16lOgT987j40DaDgJ1p/IrYb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io4Rnw9cguhImLcM2Fvg/X/ZHIxSuRMEk4Rnwf2NdYt2E56Rz5MiRI8cfwDJYQApa2Xop5YdR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\nQsUgWhXR/zOiUQYOJPk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"text": [
"<IPython.core.display.Image at 0x7f9de93fe990>"
]
}
],
"prompt_number": 35
}
],
"metadata": {}
}
]
}
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