{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# eazy-gnuplot 'gnuplot Cookbook' Companion\n", "\n", "This document is a companion for [eazy-gnuplot](https://github.com/guicho271828/eazy-gnuplot) users going through the 'excellent book by Lee Philips ['gnuplot Cookbook'](https://www.packtpub.com/big-data-and-business-intelligence/gnuplot-cookbook) from Packt Publishing. I highly recommend buying this book. \n", "\n", "In this companion we demonstrate implementing the plots in the book using `eazy-gnuplot`. Liberties have been taken plots may not follow exactly what is shown in the book (when they don't they follow the spirit).\n", "\n", "This document is an iPython notebook from [common-lisp-jupyter](https://github.com/yitzchak/common-lisp-jupyter). Clone eazy-gnuplot or download this notebook at https://github.com/guicho271828/eazy-gnuplot/blob/master/docs/eazy-gnuplot-cookbook-companion.ipynb. Go to the downloaded directory and execute 'jupyter notebook' from a shell.\n", "\n", "Edit: Updated the notebook for newer eazy-gnuplot and common-lisp-jupyter (a successor of cl-jupyter that is better maintained). I strongly recommend installation via Roswell (without it, installation is kind of manual). (Masataro Asai)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PNG-FROM-FILE" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ ";png-from-file is used to display png files in cl-jupyter if not using cl-jupyter create a dummy function\n", "(defun png-from-file (f) (jupyter:file f :display t))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"images/\"" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "NIL" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ ";We need a directory called images to store our plots make sure it exists\n", "(ensure-directories-exist \"images/\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "To load \"eazy-gnuplot\":\n", " Load 1 ASDF system:\n", " eazy-gnuplot\n", "; Loading \"eazy-gnuplot\"\n", "[package lisp-namespace-asd]\n", "To load \"clml.statistics\":\n", " Load 1 ASDF system:\n", " clml.statistics\n", "; Loading \"clml.statistics\"\n", "[package clml.statistics.rand-environment]\n", "To load \"clml.utility\":\n", " Load 1 ASDF system:\n", " clml.utility\n", "; Loading \"clml.utility\"\n", "[package drakma-asd]..............................\n", "[package flexi-streams-system]....................\n", "[package chipz-system]..." ] }, { "data": { "text/plain": [ "(:EAZY-GNUPLOT :CLML.STATISTICS :CLML.UTILITY)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "T" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "(quicklisp-client:quickload '(:eazy-gnuplot :clml.statistics :clml.utility))\n", "(use-package :eazy-gnuplot)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# 1 Plotting Curves Boxes Points and More\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "FUNCTION-PLOT" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/function-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun function-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output)\n", " (plot \"(sin(1/x) - cos(x))*erfc(x)\"))\n", " output)\n", "(png-from-file (function-plot \"images/function-plot.png\"))\n", " \n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SEPERATE-Y-AXIS-PLOT" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/seperate-y-axis-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun seperate-y-axis-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output :y2tics '(-100 10) :ytics\n", " :nomirror)\n", " (plot \"sin(1/x) axis x1y1,100*cos(x) axis x1y2\"))\n", " output)\n", "(png-from-file (seperate-y-axis-plot \"images/seperate-y-axis-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SEPERATE-Y-AXIS2-PLOT" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/seperate-y-axis2-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun seperate-y-axis2-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output :x2tics '(-20 2) :xtics\n", " :nomirror :xrange '(-10 10) :x2range '(-20 10) :samples\n", " 100)\n", " (plot \"sin(1/x) axis x1y1\")\n", " (plot \"100*cos(x-1) axis x2y2\"))\n", " output)\n", "(png-from-file (seperate-y-axis2-plot \"images/seperate-y-axis2-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SCATTER-PLOT" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/scatter-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun scatter-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output)\n", " (plot\n", " (lambda ()\n", " (loop for p in (map 'list (lambda (x y) (list x y))\n", " (clml.statistics:rand-n\n", " (clml.statistics:chi-square-distribution 100) 300)\n", " (clml.statistics:rand-n\n", " (clml.statistics:chi-square-distribution 10) 300))\n", " do (format s \"~&~{~a~^ ~}\" p)))\n", " :with '(:points :pt 7)))\n", " output)\n", "(png-from-file (scatter-plot \"images/scatter-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PLOTTING-BOXES-PLOT" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/plotting-boxes-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun plotting-boxes-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output :style '(:fill :pattern))\n", " (plot \"[-6:6] besj0(x) with boxes, sin(x) with boxes\"))\n", " output)\n", "(png-from-file (plotting-boxes-plot \"images/plotting-boxes-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PLOTTING-BOXES-SOLID-PLOT" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/plotting-boxes-solid-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun plotting-boxes-solid-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output :style '(:fill :solid))\n", " (plot \"[-6:6] besj0(x) with boxes, sin(x) with boxes\"))\n", " output)\n", "(png-from-file\n", " (plotting-boxes-solid-plot \"images/plotting-boxes-solid-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PLOTTING-CIRCLES-PLOT" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/plotting-circles-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun plotting-circles-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output)\n", " (plot\n", " (lambda ()\n", " (loop for p in (map 'list (lambda (x y z) \n", " (declare (ignorable z))\n", " (list x y))\n", " (clml.statistics:rand-n\n", " (clml.statistics:chi-square-distribution 100) 300)\n", " (clml.statistics:rand-n\n", " (clml.statistics:chi-square-distribution 10) 300)\n", " (clml.statistics:rand-n\n", " (clml.statistics:chi-square-distribution 1) 300))\n", " do (format s \"~&~{~a~^ ~}\" p)))\n", " :with '(:circles)))\n", " output)\n", "(png-from-file (plotting-circles-plot \"images/plotting-circles-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DRAWING-FILLED-CURVES-PLOT" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/drawing-filled-curves-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun drawing-filled-curves-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output :isosamples 1000)\n", " (plot\n", " (lambda ()\n", " (loop for i from 0 upto 50\n", " do (format s \"~&~a ~a\" i (sin i))))\n", " :with '(:filledcurves :above :y1 = 0.07))\n", " (plot\n", " (lambda ()\n", " (loop for i from 0 upto 50\n", " do (format s \"~&~a ~a\" i (sin i))))\n", " :with '(:lines)))\n", " output)\n", "(png-from-file\n", " (drawing-filled-curves-plot \"images/drawing-filled-curves-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DRAWING-BLUE-FILLED-CURVES" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/drawing-blue-filled-curves.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun drawing-blue-filled-curves (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output :style '(fill pattern 5))\n", " (plot\n", " (lambda ()\n", " (loop for i from 0 upto 50\n", " do (format s \"~&~a ~a\" i (sin i))))\n", " :lt '(rgb \"blue\") :with '(:filledcurves :above :y1 = 0.07))\n", " (plot\n", " (lambda ()\n", " (loop for i from 0 upto 50\n", " do (format s \"~&~a ~a\" i (sin i))))\n", " :lt '(rgb \"blue\") :with '(:lines)))\n", " output)\n", "(png-from-file\n", " (drawing-blue-filled-curves \"images/drawing-blue-filled-curves.png\"))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "This exercise requires Gnuplot 5\n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "FILLED-CURVES-PLOT" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/filled-curves-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun filled-curves-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(:pngcairo) :output output :style\n", " '(fill pattern 5))\n", " (plot\n", " (lambda ()\n", " (loop for i from 0 upto 1 by 0.1\n", " do (format s \"~&~a ~a ~a\" i i (sin i))))\n", " :using '(1 2 3) :lw 3 :notitle ())\n", " (plot\n", " (lambda ()\n", " (loop for i from 0 upto 1 by 0.1\n", " do (format s \"~&~a ~a ~a\" i i (sin i))))\n", " :using '(1 2) :lw 3 :notitle ())\n", " (plot\n", " (lambda ()\n", " (loop for i from 0 upto 1 by 0.1\n", " do (format s \"~&~a ~a ~a\" i i (sin i))))\n", " :using '(1 3) :lw 3 :notitle () :with '(:filledcurves :above :y1 = 0.07)))\n", " output)\n", "(png-from-file (filled-curves-plot \"images/filled-curves-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "FINANCE-BARS-PLOT" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ ";; does not work now; this google service is 404.\n", "(defun finance-bars-plot (output)\n", " (let ((s\n", " (clml.utility.data:fetch\n", " \"http://www.google.com/finance/getprices?i=60&p=10d&f=d,o,h,l,c,v&df=cpct&q=ibm\"\n", " :stream t)))\n", " (clml.utility.data:process-finance-header s)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output :bars 2)\n", " (plot\n", " (lambda ()\n", " (loop for row across (subseq\n", " (clml.utility.csv:read-csv-stream s :type-spec\n", " '(float float\n", " float\n", " float\n", " float\n", " float))\n", " 0 100)\n", " do (format s \"~&~{~a~^ ~}\" (coerce row 'list))))\n", " :using '(0 2 3 4 5) :with 'financebars)))\n", " output)\n", ";; (png-from-file (finance-bars-plot \"images/finance-bars-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "HISTOGRAM-LIKE-PLOT" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/histogram-like-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun histogram-like-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output)\n", " (plot\n", " (lambda ()\n", " (loop for i from -2 upto 2 by 0.1\n", " do (format s \"~&~a ~a\" i (- (* i i)))))\n", " :with '(:histeps)))\n", " output)\n", "(png-from-file (histogram-like-plot \"images/histogram-like-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "HISTOGRAM-STACKED-PLOT" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/histogram-stacked-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun histogram-stacked-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output :style\n", " '(fill solid 1.0 border lt -1) :style '(data histograms) :style\n", " '(histogram rowstacked))\n", " (plot\n", " (lambda ()\n", " (loop for i from -2 upto 2 by 0.1\n", " do (format s \"~&~a ~a ~a ~a\" i (- (* i i)) (* i i) i)))\n", " :using (list \"(-$2)\") :using (list \"(20*$2)\") :notitle nil))\n", " output)\n", "(png-from-file (histogram-stacked-plot \"images/histogram-stacked-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MULTIPLE-HISTOGRAMS-PLOT" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kk0/8/f0//vjjGg0LAHhy1PcCtre3b9y48fnz5yuc1bBhw+Tk5NKDly5desxDq5o1a6b8jggAgPLqewGbm5uPGjVqw4YNZ8+eNQwWFhYKISwsLIYMGRIdHZ2enq6M79u379ixYy+88EL55Vy4cKH0ZEJCwsGDB3v16lWb2QEAJqxaXy8H9e4Ud/B0Daapjr4B7geOplThgbdu3erXr19aWlpISIiLi0tKSsq1a9fi4+OFEJcvX+7du7e5uflLL72k1Wqjo6Pbt28fHx/fqFEj8d8HYfXs2TMrK8vPz0+tVl+5ciUuLs7V1TUmJsZILtnLQVgAUAW1+uHJ57IQQuTm5kZFRcXFxRUUFLi6ur700kvPPPOMMuv3339fsWLFyZMnldNRhYeHN27cWJm1fv36jRs37ty5Uwhx+PDhbdu2XbhwIS8vr1WrVj169Bg/fnyDBg2kPaX/RgEDQBVQwKguChgAqoCfIQEA8KShgAEAkIACBgBAAgoYAAAJKGAAACTgcoRVFxcXFx8fb7gg4NWrVxMSEm7cuOHk5BQcHOzi4iI3HgDAmFVrC7hfULDKaPQODK6h1+RxxcXFvf/++8rtsLAwd3f3yZMnf/7555MnT/by8vrwww/rOA8AwIRUaws4Pm7/X37OqKko1bR1mIPEtT/11FM//vjj4MGDrays7t69GxoaOnfu3KCgoO7du0tMBQAwWuyC/sPp06fj4uLu37/funXrQYMGNWvWTBnX6/V79uw5efKklZVVYGBg165dK3y4YVNYCNGkSZNly5Zt3779119/pYABABWigIVOp5s4ceKGDRvc3d1btWqVnJy8dOnSkydPCiFyc3OHDRuWkJDg7++v1Wpff/31qVOnfvHFF3+6TOXMKcopowEAKI8CFosWLdqwYcO6devGjx8vhNDr9YmJicqsBQsWJCQk/PLLL8qpoT/44IN58+b17dv35ZdffvQyP/74Y0tLywqvmwQAgOBnSEKI1atXDx8+XGlfIYRKpfLz8xNC6PX6DRs2jBo1ynBhhjfffNPDw2Pt2rWPXuCmTZuioqIWLlzo7u5em8FhwmQfs2h0ZL8hgAT1fQv4zp07GRkZPXr0KD8rKysrKyurS5cuhhEzM7NOnTodPnz4EQvcsWPHhAkTpkyZ8tZbb9V8XDxB0tfITmA0nCfKTgDIUN+3gP/0Mhfl/2/+iP+t79mzZ9SoUSEhIatXr66BcACAJ1d9L2B7e3tHR8eDBw9WOMve3v748eOGkZKSklOnTnl7e1e4qNjY2OHDhw8dOnTdunVmZvX9hQUAPBo9IcLDw7dt27ZmzR87BPV6/ZkzZ4QQKpUqNDT0+++/37t3rzLrww8/vHz5clhYWPmF/Pbbb8OGDevfv//mzZstLOr7jn0AwJ+qVlX0DQySe/qL0nr1C6raA//+978nJSVNmjRJo9G0atXqypUrjo6OJ06cEEIsWrTo5MmTgwYN8vX11Wq1ly9fnjJlSoWHQE+bNk2r1V68eLFz586GwXHjxhlOVAkAQGnVKuAD+2NrKIZMFhYW0dHRc+bMiYuLKygocHV1HTRokDLLxsYmNjZWORGHpaVlUFBQ6RNxBAYGGnY1T506NTMzs8ySO3XqVDdPAQBgclR/ehQSngAqFW+0cVGpVBwFbeA88c8PhwSkqNUPT74DBgBAAgoYAAAJKGAAACSggAEAkIACBgBAAgq46tavXz9kyBDltlar/f77799+++0hQ4YEBwffvHlTbjYAgJGr1u+AjeoaJu4BHVOOnqrLNaamph44cEC5ffLkyVGjRtna2jZp0uTatWsPHjyoyyQAAJNT7ZMmfj2nJmLUgCuTlktce4cOHc6dO9e2bdt//vOfr732msQkAACTwFmLhRBCq9X+61//iouLu3//fuvWrUNCQgYOHKjM+v3331esWHHy5EkrK6vAwMDw8PDGjRuXX0LTpk2bNm1at6kBACaM74BFZmZm165d//73v6vV6m7duuXk5Lz33nvKrMuXL3fq1Gnt2rXt27d3dHRcsGBBv3797t+/LzcwAOAJwBawmDNnTlpa2vHjx9u3b6+MFBUVKTfeeOONgoKCc+fOOTs7CyFGjx79zDPPLF++fMGCBdLiAgCeCPV9C7i4uPiHH34IDQ01tK8QwtLSUgih0+l27dr117/+VWlfIUT//v0DAgK2bdsmJysA4AlS3ws4KytLq9W2a9euwlkPHjzw9PQsPejl5XX9+vW6SgcAeGLV913Q1tbWQoi7d+8+bFZubm7pwZycHGW8VmVlZR07duzUqVP5+fmzZ89u0qRJ6blXr15NSEi4ceOGk5NTcHCwi4tLbecBANS4+l7Atra2HTp02L59e2RkZJmfNdvZ2Xl4eOzdu/fdd99VRrRa7aFDh/r371+rkQ4dOtSrVy/D5IQJE0oXcFhY2DfffNOwYUNHR8f09HSVSrVw4cI333yzViMBAGpctQrYu3vnJKm/vi1N7edVtQcuWLBgzJgxEydOfPfdd11cXFJSUhISEiZNmiSEmD179v/7f/8vIiJi1qxZ9+/fnzVrVnZ29qxZsypczu3bt4UQWq1WCJGdnW1jY2NlZWVnZ1fZPI6OjqtWrerWrdu+ffveeuutMnOfeuqpH3/8cfDgwVZWVnfv3g0NDZ07d25QUFD37t0r/cwBAPJUq4AvHj5RUzkkGj16dE5Ozrx589atW6eMhISEKAU8ffr0jIyMJUuWKD9Matas2bp16/r06VN+ITqdrkWLFobJLl26CCGee+65n3/+ubJ53NzcXn31VSFEfHx8+bnvv/++4XaTJk2WLVu2ffv2X3/9lQIGANNS33dBK6ZMmTJhwoSzZ88WFBS4uro6Ojoq48oO3rlz5547d87S0tLX19fKysrwqJdffjkoKEi5bW5uHhMTU2ax9vb2tZ1cr9cLIRo1alTbKwIA1CwK+A+WlpadOnWqcJatrW2PHj3Kj7u6urq6uiq3VSpVcHBw7cV7mI8//tjS0vKFF16o+1UDAKqDAjZhmzZtioqKWrJkibu7+5/eucIrZ0RERGg0mppPVpkM9ZO5mXCeKDsEgFI0Gk1kZGRdrpECNlU7duyYMGHClClTyh+oVSFlZ7V06WtkJzAOzhPFX37OkJ3CWGwd5iA7AiA0Gk35DZJa3Wyo7yfiMFF79uwZNWpUSEjI6tWrZWcBAFQFBWx6YmNjhw8fPnTo0HXr1pmZ8Q4CgEni47vqUlNTDxw4UHqkuLj4zJkzx44de/DgQS2t9Lfffhs2bFj//v03b95sYcE3CABgqvgEr7r169cvWbIkLy9PmTx48OCYMWPS0tKEEE2aNFm9evXo0aOrsNji4uKOHTsKIbKysoQQgwYNsrS0DAoK+uyzz4QQ06ZN02q1Fy9e7Ny5s+Eh48aNmz9/fvWfEQCgzlSrgLt59T2WnFBTUarJx6b72dzDstZ+586dYcOGtW/fPiYmxsbG5vXXXw8NDW3btu3Dftr0CCqVKiQkpMygt7e3cmPq1KmZmZll5lZhLQAAuapVwMeSE1aK/9RUlGqakedXnYfrdLrz58/fv3+/devWTk5OpWfl5uaeO3fOysrK19dXuVJheVFRUdnZ2WvXrm3Tpo0yuXPnzmXLlm3YsKGySczMzB7x06Bp06ZVdoEAACPEd8BCCPHVV185OTn5+/v36tXL2dl51KhRyrher3/33XdbtGjRq1evLl26ODo6PqxQ9+7d27ZtW8O1C62trQcMGLBnz546egIAAFNDAYvNmzdPnjx5+PDhqamphYWFFy5cGDZsmDLrs88+W7hw4bx587Kzs9PT04ODg8PCwhISKtjrnpyc7OX1X1eD8PLyyszMzMnJqYvnAAAwNRyEJRYuXNi1a9eoqCjlB9dt27Zt27atMuuTTz7p27evskNYrVavW7fOzc3tk08+KX89htzcXBsbm9Ijtra2yngVLogEAHji1fctYOX73aFDh5Y/3UlOTs7ly5cHDBhgGLGxsenZs+eJExVcA8rCwkKn05UeUSYf9p0xAKCeq+8FnJ+fL4QofcX7MrPKbL/a2dkp42U4OjpmZPzXmQUzMjIsLS2bNWtWk3EBAE+K+l7A9vb2jRs3Pn/+fIWzGjZsmJycXHrw0qVLrVq1Kn/nLl26nD59uvRG8JEjR/z9/TlXBgCgQvW9gM3NzUeNGrVhw4azZ88aBgsLC4UQFhYWQ4YMiY6OTk9PV8b37dt37NixCq/9N3bs2Hv37q1Z88elBg4ePHj48OFx48bV/jMAAJikam2f9ercb8bJav36tgYFeJY9MOoxLVu27PDhw926dQsJCXFxcUlJSbl27Vp8fLwQ4sMPP+zdu3dAQMBLL72k1Wqjo6M7d+78+uuvl1/IwIEDx4wZM23atPj4eBsbmw0bNgQEBPCbXQDAw1RrC/i3E3F6o3H0UnzVnkWLFi2OHj26aNGinJycEydOqNVqwyUhPTw8Tp06NWHChKSkpMzMzEWLFh04cKBRo0bKXFdX1379+hmWEx0dvWrVqpycnKtXr86bN2///v0NGzaszssLAHiCqfTGcZlY1CqVyijeaJVKxfWAFVwPuLStwxyM4e8TKK9WPzzr+3fAAABIQQEDACABBQwAgAQUMAAAElDAAABIQAEDACABBQwAgAQUMAAAElDAAABIQAEDACABF8tD3TE3E84TZYeAUVKpVLIjGAvOyll/UMCoO8UlnAD5D1uHOciOYFw4SbiC/6HWK+yCBgBAAgoYAAAJKGAAACSggAEAkIACBgBAAgoYAAAJKGAAACSggAEAkIACBgBAAgoYAAAJKGAAACSggAEAkIACBgBAAgoYAAAJKGAAACSggAEAkIACBgBAAgoYAAAJKGAAACSwkB0AFdNqtYmJifn5+T179mzYsGGZucXFxWfPni0sLPT19S0/FwBg/NgCNjrnz5/39/dXq9U9e/Z8+umnb968WeYOBw8ebNOmTceOHbt16+bk5LRlyxYpOQEA1UEBG53CwsL27dsvWbJkypQp5efeuXNn2LBhLi4uly9fzsjIeO6550JDQ0+dOlX3OQEA1UEBG52OHTtu2bLljTfe8PHxKT83KioqOzt77dq1bdq0admyZVRUlJ2d3bJly+o+JwCgOihgE7N37962bdt6enoqk9bW1gMGDNizZ4/cVACAyqKATUxycrKXl1fpES8vr8zMzJycHFmRAABVwFHQJiY3N9fGxqb0iK2trTJuZ2f3iAeqVKrygxERERqNpkYDApXm1lI4T5QdAvWeRqOJjIysyzVSwCbGwsJCp9OVHlEmLS0tH/1AvV5fi7GAariaKf7yc4bsFEZh6zAH2RHqL41GU36DpMJNl5rCLmgT4+jomJHxXx9VGRkZlpaWzZo1kxUJAFAFFLCJ6dKly+nTp0tvBB85csTf39/Cgp0ZAGBKKGATM3bs2Hv37q1Zs0aZPHjw4OHDh8eNGyc3FQCgsthsMjolJSUzZ84UQpw+fVoIERERYWtr6+vrGx4eLoQYOHDgmDFjpk2bFh8fb2Njs2HDhoCAgGnTpkkODQCoJArY6Oj1+sTERCGEubl5UFBQamqq+N9DnRXR0dH9+/ffsWPH7du3582bN2vWLE4HDQAmhwI2Oubm5rGxsY+4g5mZ2ZQpUyo8USUAwFTwHTAAABJQwAAASEABAwAgAQUMAIAEFDAAABJQwAAASEABAwAgAQUMAIAEFDAAABJQwAAASEABAwAgAQUMAIAEFDAAABJQwAAASEABAwAgAQUMAIAEFDAAABJQwAAASEABAwAgAQUMAIAEFDAAABJQwAAASEABAwAgAQUMAIAEFDAAABJQwAAASEABAwAgAQUMAIAEFDAAABJQwAAASEABAwAgAQUMAIAEFDAAABJQwAAASEABAwAgAQUMAIAEFDAAABJQwAAASEABAwAgAQUMAIAEFDAAABJYyA6AqsjPz09JSSkoKPDw8FCr1bLjAAAqjS1g07N06VIHBwdfX9+uXbs2b978lVde0el0sujM2TAAABFRSURBVEMBACqHAjYxP/7441tvvTVmzJgbN25kZWUtXrz4yy+/fP/992XnAgBUDgVsYvbs2WNhYbFixQpnZ+dmzZrNnTvX19d33759snMBACqHAjYx9vb2xcXF9+7dUyZ1Ot29e/ccHBzkpgIAVBYFbGKmT5/u6en53HPPrV+/fuvWrSNHjiwuLo6MjJSdCwBQORwFbWJatmz51VdfjRkzZvz48SqVytra+tNPP23Xrt2fPlClUpUfjIiI0Gg0NZ8Sf8bM3GLrMPZbAEZEo9HU8cYMBWxidu7c+cILL7z99ttz5syxsrLaunXr3/72t+vXr/9pj+r1+joJiMdSUqwTX8+RncJoTFouOwEgNBpN+Q/SCjddagq7oE3MokWLfHx83nvvPbVabW1tHRYWNm7cuA8//LCkpER2NABAJVDAJub69euOjo6lRxwdHe/fv5+TkyMrEgCgCihgE9OhQ4eDBw9eu3ZNmbx///5PP/3k4uLSpEkTucEAAJXCd8AmRqPR9O/fv1OnTqNGjWrQoMH27dvT0tKio6Nl5wIAVA5bwCame/fuly5dmjZt2p07d1JTU0eMGJGYmDh69GjZuQAAlcMWsOlxcnJauHCh7BQAgGphCxgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCATdKOHTsCAwNtbGzUanWvXr32798vOxEAoHIsZAdApX3xxRfh4eEDBw5ctGhRo0aNzpw5c/PmTdmhAACVQwGbmKtXr86ePXvWrFmffPKJ7CwAgKpjF7SJ+frrr0tKSjQajRCipKREdhwAQBVRwCYmPj7e398/OjraxcXF3Nzczc3to48+0uv1snMBACqHXdAmJj09PT09XaPRLF682M3NbfPmzXPmzCkoKHj77bcf/UCVSlV+MCIiQtmYrhsNm7TYOsyhzlYHU6F28+EPA9JpNJrIyMi6XKOKjSfT4u3tfenSpR9++GHEiBHKSP/+/U+ePHn79m1zc/OHPUqlMoo3WqVSia/nyE5hHCYt56X4P7waBpOWG8M/VRjU6ocnu6BNjL29vRBiwIABhpGBAwfevXs3NTVVXigAQKVRwCamQ4cOQojS/yNTbpuZ8VYCgCnhU9vEjBw5Ugixc+dOw8iOHTtatmzZunVreaEAAJXGQVgmZujQoU8//fQrr7xy48YNV1fXzZs3JyQkfP7552wBA4BpoYBNjEql+ve//z1//vwPPvggOzvb29t73bp148ePl50LAFA5FLDpsbOzW7ly5cqVK2UHAQBUHfstAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJLCQHQAA8H9UKpXsCMZCr9fLjlC7KGAAMCLpa2QnMA7OE2UnqH3sggYAQAIKGAAACShgAAAkoIABAJCAAgYAQAIKGAAACShgAAAkoIABAJCAAgYAQAIKGAAACShgAAAkoIABAJCAAgYAQAIKGAAACShgAAAkoIABAJCAAgYAQAIKGAAACShgAAAkoIABAJCAAjZho0aNUqlUEyZMkB0EAFBpFLCp2rZtW2xsrJWVlewgAICqoIBNUl5e3vTp0z/44ANLS0vZWQAAVUEBm6R33nmnVatWf/vb32QHAQBUkYXsAKi0Y8eOrV69+vDhwyqVSnYWAEAVsQVsYoqLi6dOnTpt2rSOHTvKzgIAqDq2gE3Mxx9/nJmZGRkZWdkHVri5HBERodFoaiAWqmDSctkJYIycJ8pOUF9pNJoqfLRWBwVsSn7//XeNRvPpp58WFxffvXtXGSwsLLx7966NjY2FxaPeTb1eXycZ8bhWiv/IjmAsZgg/2RGMyF9+zpAdwShsHeZQx2vUaDTlN0hq9Zs+dkGbktTUVK1WO3ny5Kb/S6vVbtq0qWnTpnv37pWdDgBQCWwBmxIfH5+YmJjSI0OGDAkKCpo3b56/v7+sVACAKqCATYmdnV1wcHDpEXNzc0dHxzKDAADjxy5oAAAkYAvYtOXl5cmOAACoCraAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJKCAAQCQgAIGAEACChgAAAkoYAAAJLCQHQD1ibWVmLRcdggYn6a2/GGgHqKAUYfyC1eK/8gOYRRmCD/ZEYxJdi5/GAr+MOoVdkEDACABBQwAgAQUMAAAElDAAABIQAEDACABBQwAgAQUMAAAElDAAABIQAEDACABBQwAgAQUMAAAElDAAABIQAEDACABBQwAgAQUMAAAElDAAABIQAEDACABBQwAgAQUMAAAElDAAABIQAGbmJiYmIkTJ3p5eTVq1MjDw2P69OmZmZmyQwEAKs1CdgBUTmRkZE5Ozvjx41u3bn3u3LmVK1fu3Lnz9OnTtra2sqMBACqBAjYxX375pbe3t2GyY8eOf/3rX7/99ttJkyZJTAUAqCx2QZuY0u0rhAgODhZC3LhxQ04aAEBVUcCmLSEhQQjh5+cnOwgAoHIoYBN2586dN998s3Pnzs8//7zsLACAyuE7YFOVn5//4osvarXavXv3mpub/+n9VSpV+cGIiAiNRlPz4QBUicrMfOswB9kp6imNRhMZGVmXa6SATVJBQcHIkSNPnToVExPj6en5OA/R6/W1nQpANelLisXXc2SnMA6TltfxCjUaTfkNkgo3XWoKBWx6ioqKQkJCEhISdu/e3blzZ9lxAABVQQGbGJ1ON3r06F9//XXnzp29evWSHQcAUEUUsIkJDw//4Ycfpk6deuvWrf/5n/9RBj09PTt16iQ3GACgUihgE3Po0CEhxJdffvnll18aBqdPn75y5Up5oQAAlUYBm5jExETZEQAANYDfAQMAIAEFDACABBQwAAASUMAAAEhAAQMAIAEFDACABBQwAAASUMAAAEhAAQMAIAEFDACABBQwAAASUMAAAEhAAQMAIAEFDACABBQwAAASUMAAAEhAAQMAIAEFDACABBQwAAASUMAAAEhgITsAAOB/2VqLSctlh0AdoYABwGjk5q8U/5EdwijMEH6yI9Q6dkEDACABBQwAgAQUMAAAElDAAABIQAEDACABBQwAgAQUMAAAElDAAABIQAEDACABBQwAgAQUMAAAElDAAABIQAEDACABBQwAgAQUMAAAElDAAABIQAEDACABBQwAgAQUMAAAElDAAABIYCE7ACqtpKRkzZo127dvLyws7Nu376xZs6ytrWWHAgBUDlvApmf8+PHh4eE2NjatW7f+xz/+8fTTTxcUFMgOBQCoHArYxOzduzc6OnrlypXffPPNqlWrduzYcfjw4c8//1x2LgBA5VDAJmbjxo1qtXrSpEnKZJ8+fbp3775hwwa5qQAAlUUBm5gTJ0507NjR0tLSMNKjR48zZ87odDqJqQAAlUUBm5ibN286ODiUHnFwcCgqKrpz546sSACAKuAoaBOj0+ksLP7rXVMmi4qKHv1AlUpVi7Ee2wzhJzuCseClKI1Xw4CXwsBIPrVqDwVsYmxtbfPy8kqPKJO2traPeJRer6/dWACASmIXtInx9PRMTk4uPXLp0qWWLVva2dnJigQAqAIK2MQ888wzFy5cSElJUSYfPHiwd+/eAQMGyE0FAKgsCtjETJ48uUmTJmFhYVeuXLl169bUqVPv3r07Z84c2bkAAJXDd8Ampnnz5tu2bRs7dmybNm2EEGq1ev369V26dJGdCwBQOSoOzzFFxcXFiYmJhYWFvr6+nAgaAEwRBQwAgAR8BwwAgAQUMAAAElDAAABIQAEDACABP0OqR7RabWJiYn5+fs+ePRs2bCg7jkxarfbcuXONGjXy8fF54s83+2j8VRjcuXMnJSXFzs7O3d299AXH6qEHDx6kpKTk5OQ4OTm1bt26nv8bUVy/fj05OdnR0bFdu3Y1tlA96oFz5875+fmZm5srb/qVK1dkJ5Lpiy++aNy4sfJStG3b9syZM7ITycFfhcEvv/zSrVs3w6di8+bNV69eLTuUNK+//nrp/3+0b99+z549skNJVlRU1LFjRyFEWFhYDS6WXdD1QmFhYfv27ZcsWTJlyhTZWSSLiYkJDw8PCwu7ffv2+fPnGzZs+Nxzz+Xn58vOJQF/FQZHjhxp06bNjz/+eOXKlSNHjgQEBISHh3/77beyc8nRoUOHtWvXnj59+urVqzt27BBCvPDCC+np6bJzyfTRRx8VFRXV/EkXarDMYfw+/vhjUb+3dQYPHuzm5qbT6ZTJw4cPCyGioqLkppKLv4qioqLSk1qt1tbWdsSIEbLyGJVdu3YJIbZs2SI7iDQpKSmNGzfev39/48aN2QIGqqi4uDg2Nnbw4MGG/a7du3d3cHDYs2eP3GCQq8w1ths1atSiRYv79+/LymNU7t27J4Ro1aqV7CDSvPrqqyEhIYGBgTW+ZA7CQj1y/fr1Bw8eeHl5lR709PS8dOmSrEgwQkeOHElJSanPe+b1ev327dt1Ot2FCxeWL18eFhbWu3dv2aHk2Lhx45EjRy5evFgbC6eAUY/k5uYKIWxsbEoP2traZmRkSEoEo5ObmzthwgRPT88ZM2bIziJNSUnJiBEjSkpK9Hp99+7d586dKzuRHNnZ2a+99tqSJUtatGhRG8ungJ802dnZ+/fvN0yOGDFCYhhjo+xp1Ol0pQd1Ol09/80JDB48eDB8+PDMzMy4uLgy/1GrV8zNzXU6nU6nO3/+/GuvvdajR4/jx497e3vLzlXX3nzzTXd399rbF0IBP2mSkpJCQkIMk2XKpp5zdHQUQpTZ3s3IyFDGUc8VFBSMHDny+PHjv/76q4+Pj+w48llYWPj5+W3ZsqVFixZffvnlsmXLZCeqUxcvXvz6668jIiJ+/PFHZaS4uDgtLe3f//537969W7ZsWf1VUMBPmh49elC6D9OkSRN3d/djx44ZRnJzcy9cuDBz5kyJqWAMioqKXnrppQMHDuzevTsgIEB2HCNiZ2dnaWmZlZUlO0hdy87O1uv1Go2m9GBMTExMTMzOnTsHDx5c/VVwFDTql7Fjx+7Zs+fcuXPK5MqVK4uKisaOHSs3FeQqLi4eO3bs3r17t23bVm+PNlKUlJSUOSbx008/LSws7NWrl6xIsvTs2bPMr4YMP0OqkfYVbAHXEyUlJcpG3unTp4UQERERtra2vr6+4eHhsqPVtblz537//feBgYHjxo27devWli1bZsyY0bVrV9m5JOCvwmDx4sXfffddly5dvvvuu++++04ZdHZ2nj9/vtxgda+wsLBt27YBAQEeHh7m5uanT59OTEx89tlnJ06cKDvaE4gCrhf0en1iYqIQwtzcPCgoKDU1VQhha2srO5cEarX60KFDH3300dGjR62trb/55pvQ0FDZoeTgr8JArVYHBQUJIZQXRKHVauUlkqZBgwbfffddTEzM1atX9Xp9UFDQ0qVLhwwZIjuXUejXr19NnghaCJVer6/BxQEAgMfBd8AAAEhAAQMAIAEFDACABBQwAAASUMAAAEhAAQMAIAEFDACABBQwAAASUMAAAEhAAQMAIAEFDACABBQwAAAS/H910i4xFwRiewAAAABJRU5ErkJggg==", "text/plain": [ "images/multiple-histograms-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun multiple-histograms-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title\n", " \"multiple histograms\" :key '(invert reverse left outside) :key\n", " '(autotitle columnheader) :style '(data histogram) :style\n", " '(histogram rowstacked) :style '(fill solid border -1))\n", " (flet ((data ()\n", " (loop for r in '((8.01 1 5 1) (8.02 3 5 1) (8.03 4 4 1) (8.04 3 4 1)\n", " (8.05 1 2 1))\n", " do (format s \"~&~{~^~a ~}\" r))))\n", " (plot #'data :using 2 :title \"col0\")\n", " (plot #'data :using 2 :title \"col1\")\n", " (plot #'data :using 3 :title \"col2\")\n", " (plot #'data :using 4 :title \"col3\")))\n", " output)\n", "(png-from-file\n", " (multiple-histograms-plot \"images/multiple-histograms-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ERROR-BARS-PLOT" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/error-bars-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun error-bars-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title \"error bars\" :bars 3\n", " :pointsize 3 :xrange '(8.0 8.06))\n", " (flet ((data ()\n", " (loop for r in '((8.01 1 0.2) (8.02 3 0.3) (8.03 4 0.4) (8.04 3 0.4) (8.05 1 0.1))\n", " do (format s \"~&~{~^~a ~}\" r))))\n", " (plot #'data :using '(1 |(-$2)| 3) :title \"error\" :with :errorbars)\n", " (plot #'data :using '(1 |(-$2)| 3) :title \"col0\" :pt 7)))\n", " output)\n", "(png-from-file (error-bars-plot \"images/error-bars-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BOXERROR-BARS-PLOT" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/boxerror-bars-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun boxerror-bars-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title \"error bars\" :style\n", " '(fill pattern 2 border) :xrange '(8.0 8.06))\n", " (plot\n", " (lambda ()\n", " (loop for r in '((8.01 1 0.2) (8.02 3 0.3) (8.03 4 0.4) (8.04 3 0.4)\n", " (8.05 1 0.1))\n", " do (format s \"~&~{~^~a ~}\" r)))\n", " :using '(1 |($2)| 3) :with :boxerrorbars :title \"boxers\"))\n", " output)\n", "(png-from-file (boxerror-bars-plot \"images/boxerror-bars-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CANDLESTICK-PLOT" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/candlestick-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun candlestick-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title \"candlestick\"\n", " :xrange '(0 5) :yrange '(0 25) :boxwidth '(0.2 absolute))\n", " (flet ((data ()\n", " (loop for r in '((1 5 7 10 15 24 0.3 \"quick\")\n", " (2 6 8 11 16 23 0.4 \"fox\")\n", " (3 5 7 11 17 22 0.5 \"lazy\")\n", " (4 6 9 10 18 21 0.3 \"dog\"))\n", " do (format s \"~&~{~^~a ~}\" r))))\n", " (plot #'data :using '(1 3 2 6 5 |xticlabels(8)|) :with :candlesticks :title \"quartiles\")\n", " (plot #'data :using '(1 4 4 4 4) :with :candlesticks :lt -1 :notitle ())))\n", " output)\n", "(png-from-file (candlestick-plot \"images/candlestick-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IMPLUSE-PLOT" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/impluse-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun impluse-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title \"candlestick\"\n", " :xrange '(0 5))\n", " (plot\n", " (lambda ()\n", " (loop for r in '((1 5 7 10 15 24 0.3 \"quick\")\n", " (2 6 8 11 16 23 0.4 \"fox\")\n", " (3 5 7 11 17 22 0.5 \"lazy\")\n", " (4 6 9 10 18 21 0.3 \"dog\"))\n", " do (format s \"~&~{~^~a ~}\" r)))\n", " :using '(1 6 |xticlabels(8)|) :with :impulses :notitle ()))\n", " output)\n", "(png-from-file (impluse-plot \"images/impluse-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "STEM-PLOT" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/stem-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun stem-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title \"candlestick\"\n", " :xrange '(0 5) :yrange '(0 25))\n", " (flet ((data ()\n", " (loop for r in '((1 5 7 10 15 24 0.3 \"quick\")\n", " (2 6 8 11 16 23 0.4 \"fox\")\n", " (3 5 7 11 17 22 0.5 \"lazy\")\n", " (4 6 9 10 18 21 0.3 \"dog\"))\n", " do (format s \"~&~{~^~a ~}\" r))))\n", " (plot #'data\n", " :using '(1 6 |xticlabels(8)|) :with :impulses :lw 4 :title \"counts\")\n", " (plot #'data\n", " :using '(1 6) :with :points :pt 9 :notitle ())))\n", " output)\n", "(png-from-file (stem-plot \"images/stem-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PARAMETRIC-PLOT" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/parametric-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun parametric-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title \"parametric\"\n", " :samples 1000 :parametric 'nil :trange '(-7 20))\n", " (plot \"sin(7*t), sin(111*t)\" :notitle 'nil))\n", " output)\n", "(png-from-file (parametric-plot \"images/parametric-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PARAMETRIC2-PLOT" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/parametric2-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun parametric2-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title \"parametric\"\n", " :samples 1000 :parametric 'nil :trange '(-7 20))\n", " (plot \"sin(7*t), sin(111*t)\" :notitle 'nil))\n", " output)\n", "(png-from-file (parametric2-plot \"images/parametric2-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "POLAR-PLOT" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/polar-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun polar-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title \"polar\" :xtics\n", " :axis :xtics :nomirror :ytics :axis :ytics :nomirror :zeroaxis () :samples\n", " 500 :polar () :trange '(0 |12*pi|))\n", " (gp :unset :border)\n", " (gp :unset :raxis)\n", " (plot \"cos(7*t), sin(111*t)\"))\n", " output)\n", "(png-from-file (polar-plot \"images/polar-plot.png\"))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#2 Annotating With Labels and Legends\n", "\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LABELING-THE-AXIS-PLOT" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/labeling-the-axis-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun labeling-the-axis-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title\n", " \"axis labels and lagends\" :parametric 'nil :xlabel \"time (sec.)\"\n", " :ylabel \"amplitude\" :y2label \"error magnitude\")\n", " (flet ((data ()\n", " (loop for x from -5 upto 5 by 0.1\n", " do (format s \"~&~a ~a ~a\" x (sin x) (log x)))))\n", " (plot #'data :using '(1 2 |(sgn($2))|) :with :filledcurves :notitle ())\n", " (plot #'data :using '(1 2) :with :lines :title \"square\")\n", " (plot #'data :using '(1 |(sgn($2))|) :with :lines :title \"fourier\")\n", " (plot #'data :using '(1 |(abs(sgn($2)-$2))|) :with :lines :axis :x1y2 :title \"error\")))\n", " output)\n", "(png-from-file (labeling-the-axis-plot \"images/labeling-the-axis-plot.png\"))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### This plot generates a postscript file\n", "If you have a postscript viewer like *ghostscript* you open the file at the path given by the output of `setting-label-size-plot. Other wise we have included a conversion of it to a png below" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SETTING-LABEL-SIZE-PLOT" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/postscript": "%!PS-Adobe-2.0
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%%CreationDate: Sun Mar  6 20:38:51 2022
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%%EndComments
%%BeginProlog
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/Cshow {currentpoint stroke M dup stringwidth pop -2 div vshift R 
	Blacktext {gsave 0 setgray textshow grestore} {textshow} ifelse} def
/UP {dup vpt_ mul /vpt exch def hpt_ mul /hpt exch def
  /hpt2 hpt 2 mul def /vpt2 vpt 2 mul def} def
/DL {Color {setrgbcolor Solid {pop []} if 0 setdash}
 {pop pop pop 0 setgray Solid {pop []} if 0 setdash} ifelse} def
/BL {stroke userlinewidth 2 mul setlinewidth
	Rounded {1 setlinejoin 1 setlinecap} if} def
/AL {stroke userlinewidth 2 div setlinewidth
	Rounded {1 setlinejoin 1 setlinecap} if} def
/UL {dup gnulinewidth mul /userlinewidth exch def
	dup 1 lt {pop 1} if 10 mul /udl exch def} def
/PL {stroke userlinewidth setlinewidth
	Rounded {1 setlinejoin 1 setlinecap} if} def
3.8 setmiterlimit
% Classic Line colors (version 5.0)
/LCw {1 1 1} def
/LCb {0 0 0} def
/LCa {0 0 0} def
/LC0 {1 0 0} def
/LC1 {0 1 0} def
/LC2 {0 0 1} def
/LC3 {1 0 1} def
/LC4 {0 1 1} def
/LC5 {1 1 0} def
/LC6 {0 0 0} def
/LC7 {1 0.3 0} def
/LC8 {0.5 0.5 0.5} def
% Default dash patterns (version 5.0)
/LTB {BL [] LCb DL} def
/LTw {PL [] 1 setgray} def
/LTb {PL [] LCb DL} def
/LTa {AL [1 udl mul 2 udl mul] 0 setdash LCa setrgbcolor} def
/LT0 {PL [] LC0 DL} def
/LT1 {PL [2 dl1 3 dl2] LC1 DL} def
/LT2 {PL [1 dl1 1.5 dl2] LC2 DL} def
/LT3 {PL [6 dl1 2 dl2 1 dl1 2 dl2] LC3 DL} def
/LT4 {PL [1 dl1 2 dl2 6 dl1 2 dl2 1 dl1 2 dl2] LC4 DL} def
/LT5 {PL [4 dl1 2 dl2] LC5 DL} def
/LT6 {PL [1.5 dl1 1.5 dl2 1.5 dl1 1.5 dl2 1.5 dl1 6 dl2] LC6 DL} def
/LT7 {PL [3 dl1 3 dl2 1 dl1 3 dl2] LC7 DL} def
/LT8 {PL [2 dl1 2 dl2 2 dl1 6 dl2] LC8 DL} def
/SL {[] 0 setdash} def
/Pnt {stroke [] 0 setdash gsave 1 setlinecap M 0 0 V stroke grestore} def
/Dia {stroke [] 0 setdash 2 copy vpt add M
  hpt neg vpt neg V hpt vpt neg V
  hpt vpt V hpt neg vpt V closepath stroke
  Pnt} def
/Pls {stroke [] 0 setdash vpt sub M 0 vpt2 V
  currentpoint stroke M
  hpt neg vpt neg R hpt2 0 V stroke
 } def
/Box {stroke [] 0 setdash 2 copy exch hpt sub exch vpt add M
  0 vpt2 neg V hpt2 0 V 0 vpt2 V
  hpt2 neg 0 V closepath stroke
  Pnt} def
/Crs {stroke [] 0 setdash exch hpt sub exch vpt add M
  hpt2 vpt2 neg V currentpoint stroke M
  hpt2 neg 0 R hpt2 vpt2 V stroke} def
/TriU {stroke [] 0 setdash 2 copy vpt 1.12 mul add M
  hpt neg vpt -1.62 mul V
  hpt 2 mul 0 V
  hpt neg vpt 1.62 mul V closepath stroke
  Pnt} def
/Star {2 copy Pls Crs} def
/BoxF {stroke [] 0 setdash exch hpt sub exch vpt add M
  0 vpt2 neg V hpt2 0 V 0 vpt2 V
  hpt2 neg 0 V closepath fill} def
/TriUF {stroke [] 0 setdash vpt 1.12 mul add M
  hpt neg vpt -1.62 mul V
  hpt 2 mul 0 V
  hpt neg vpt 1.62 mul V closepath fill} def
/TriD {stroke [] 0 setdash 2 copy vpt 1.12 mul sub M
  hpt neg vpt 1.62 mul V
  hpt 2 mul 0 V
  hpt neg vpt -1.62 mul V closepath stroke
  Pnt} def
/TriDF {stroke [] 0 setdash vpt 1.12 mul sub M
  hpt neg vpt 1.62 mul V
  hpt 2 mul 0 V
  hpt neg vpt -1.62 mul V closepath fill} def
/DiaF {stroke [] 0 setdash vpt add M
  hpt neg vpt neg V hpt vpt neg V
  hpt vpt V hpt neg vpt V closepath fill} def
/Pent {stroke [] 0 setdash 2 copy gsave
  translate 0 hpt M 4 {72 rotate 0 hpt L} repeat
  closepath stroke grestore Pnt} def
/PentF {stroke [] 0 setdash gsave
  translate 0 hpt M 4 {72 rotate 0 hpt L} repeat
  closepath fill grestore} def
/Circle {stroke [] 0 setdash 2 copy
  hpt 0 360 arc stroke Pnt} def
/CircleF {stroke [] 0 setdash hpt 0 360 arc fill} def
/C0 {BL [] 0 setdash 2 copy moveto vpt 90 450 arc} bind def
/C1 {BL [] 0 setdash 2 copy moveto
	2 copy vpt 0 90 arc closepath fill
	vpt 0 360 arc closepath} bind def
/C2 {BL [] 0 setdash 2 copy moveto
	2 copy vpt 90 180 arc closepath fill
	vpt 0 360 arc closepath} bind def
/C3 {BL [] 0 setdash 2 copy moveto
	2 copy vpt 0 180 arc closepath fill
	vpt 0 360 arc closepath} bind def
/C4 {BL [] 0 setdash 2 copy moveto
	2 copy vpt 180 270 arc closepath fill
	vpt 0 360 arc closepath} bind def
/C5 {BL [] 0 setdash 2 copy moveto
	2 copy vpt 0 90 arc
	2 copy moveto
	2 copy vpt 180 270 arc closepath fill
	vpt 0 360 arc} bind def
/C6 {BL [] 0 setdash 2 copy moveto
	2 copy vpt 90 270 arc closepath fill
	vpt 0 360 arc closepath} bind def
/C7 {BL [] 0 setdash 2 copy moveto
	2 copy vpt 0 270 arc closepath fill
	vpt 0 360 arc closepath} bind def
/C8 {BL [] 0 setdash 2 copy moveto
	2 copy vpt 270 360 arc closepath fill
	vpt 0 360 arc closepath} bind def
/C9 {BL [] 0 setdash 2 copy moveto
	2 copy vpt 270 450 arc closepath fill
	vpt 0 360 arc closepath} bind def
/C10 {BL [] 0 setdash 2 copy 2 copy moveto vpt 270 360 arc closepath fill
	2 copy moveto
	2 copy vpt 90 180 arc closepath fill
	vpt 0 360 arc closepath} bind def
/C11 {BL [] 0 setdash 2 copy moveto
	2 copy vpt 0 180 arc closepath fill
	2 copy moveto
	2 copy vpt 270 360 arc closepath fill
	vpt 0 360 arc closepath} bind def
/C12 {BL [] 0 setdash 2 copy moveto
	2 copy vpt 180 360 arc closepath fill
	vpt 0 360 arc closepath} bind def
/C13 {BL [] 0 setdash 2 copy moveto
	2 copy vpt 0 90 arc closepath fill
	2 copy moveto
	2 copy vpt 180 360 arc closepath fill
	vpt 0 360 arc closepath} bind def
/C14 {BL [] 0 setdash 2 copy moveto
	2 copy vpt 90 360 arc closepath fill
	vpt 0 360 arc} bind def
/C15 {BL [] 0 setdash 2 copy vpt 0 360 arc closepath fill
	vpt 0 360 arc closepath} bind def
/Rec {newpath 4 2 roll moveto 1 index 0 rlineto 0 exch rlineto
	neg 0 rlineto closepath} bind def
/Square {dup Rec} bind def
/Bsquare {vpt sub exch vpt sub exch vpt2 Square} bind def
/S0 {BL [] 0 setdash 2 copy moveto 0 vpt rlineto BL Bsquare} bind def
/S1 {BL [] 0 setdash 2 copy vpt Square fill Bsquare} bind def
/S2 {BL [] 0 setdash 2 copy exch vpt sub exch vpt Square fill Bsquare} bind def
/S3 {BL [] 0 setdash 2 copy exch vpt sub exch vpt2 vpt Rec fill Bsquare} bind def
/S4 {BL [] 0 setdash 2 copy exch vpt sub exch vpt sub vpt Square fill Bsquare} bind def
/S5 {BL [] 0 setdash 2 copy 2 copy vpt Square fill
	exch vpt sub exch vpt sub vpt Square fill Bsquare} bind def
/S6 {BL [] 0 setdash 2 copy exch vpt sub exch vpt sub vpt vpt2 Rec fill Bsquare} bind def
/S7 {BL [] 0 setdash 2 copy exch vpt sub exch vpt sub vpt vpt2 Rec fill
	2 copy vpt Square fill Bsquare} bind def
/S8 {BL [] 0 setdash 2 copy vpt sub vpt Square fill Bsquare} bind def
/S9 {BL [] 0 setdash 2 copy vpt sub vpt vpt2 Rec fill Bsquare} bind def
/S10 {BL [] 0 setdash 2 copy vpt sub vpt Square fill 2 copy exch vpt sub exch vpt Square fill
	Bsquare} bind def
/S11 {BL [] 0 setdash 2 copy vpt sub vpt Square fill 2 copy exch vpt sub exch vpt2 vpt Rec fill
	Bsquare} bind def
/S12 {BL [] 0 setdash 2 copy exch vpt sub exch vpt sub vpt2 vpt Rec fill Bsquare} bind def
/S13 {BL [] 0 setdash 2 copy exch vpt sub exch vpt sub vpt2 vpt Rec fill
	2 copy vpt Square fill Bsquare} bind def
/S14 {BL [] 0 setdash 2 copy exch vpt sub exch vpt sub vpt2 vpt Rec fill
	2 copy exch vpt sub exch vpt Square fill Bsquare} bind def
/S15 {BL [] 0 setdash 2 copy Bsquare fill Bsquare} bind def
/D0 {gsave translate 45 rotate 0 0 S0 stroke grestore} bind def
/D1 {gsave translate 45 rotate 0 0 S1 stroke grestore} bind def
/D2 {gsave translate 45 rotate 0 0 S2 stroke grestore} bind def
/D3 {gsave translate 45 rotate 0 0 S3 stroke grestore} bind def
/D4 {gsave translate 45 rotate 0 0 S4 stroke grestore} bind def
/D5 {gsave translate 45 rotate 0 0 S5 stroke grestore} bind def
/D6 {gsave translate 45 rotate 0 0 S6 stroke grestore} bind def
/D7 {gsave translate 45 rotate 0 0 S7 stroke grestore} bind def
/D8 {gsave translate 45 rotate 0 0 S8 stroke grestore} bind def
/D9 {gsave translate 45 rotate 0 0 S9 stroke grestore} bind def
/D10 {gsave translate 45 rotate 0 0 S10 stroke grestore} bind def
/D11 {gsave translate 45 rotate 0 0 S11 stroke grestore} bind def
/D12 {gsave translate 45 rotate 0 0 S12 stroke grestore} bind def
/D13 {gsave translate 45 rotate 0 0 S13 stroke grestore} bind def
/D14 {gsave translate 45 rotate 0 0 S14 stroke grestore} bind def
/D15 {gsave translate 45 rotate 0 0 S15 stroke grestore} bind def
/DiaE {stroke [] 0 setdash vpt add M
  hpt neg vpt neg V hpt vpt neg V
  hpt vpt V hpt neg vpt V closepath stroke} def
/BoxE {stroke [] 0 setdash exch hpt sub exch vpt add M
  0 vpt2 neg V hpt2 0 V 0 vpt2 V
  hpt2 neg 0 V closepath stroke} def
/TriUE {stroke [] 0 setdash vpt 1.12 mul add M
  hpt neg vpt -1.62 mul V
  hpt 2 mul 0 V
  hpt neg vpt 1.62 mul V closepath stroke} def
/TriDE {stroke [] 0 setdash vpt 1.12 mul sub M
  hpt neg vpt 1.62 mul V
  hpt 2 mul 0 V
  hpt neg vpt -1.62 mul V closepath stroke} def
/PentE {stroke [] 0 setdash gsave
  translate 0 hpt M 4 {72 rotate 0 hpt L} repeat
  closepath stroke grestore} def
/CircE {stroke [] 0 setdash 
  hpt 0 360 arc stroke} def
/Opaque {gsave closepath 1 setgray fill grestore 0 setgray closepath} def
/DiaW {stroke [] 0 setdash vpt add M
  hpt neg vpt neg V hpt vpt neg V
  hpt vpt V hpt neg vpt V Opaque stroke} def
/BoxW {stroke [] 0 setdash exch hpt sub exch vpt add M
  0 vpt2 neg V hpt2 0 V 0 vpt2 V
  hpt2 neg 0 V Opaque stroke} def
/TriUW {stroke [] 0 setdash vpt 1.12 mul add M
  hpt neg vpt -1.62 mul V
  hpt 2 mul 0 V
  hpt neg vpt 1.62 mul V Opaque stroke} def
/TriDW {stroke [] 0 setdash vpt 1.12 mul sub M
  hpt neg vpt 1.62 mul V
  hpt 2 mul 0 V
  hpt neg vpt -1.62 mul V Opaque stroke} def
/PentW {stroke [] 0 setdash gsave
  translate 0 hpt M 4 {72 rotate 0 hpt L} repeat
  Opaque stroke grestore} def
/CircW {stroke [] 0 setdash 
  hpt 0 360 arc Opaque stroke} def
/BoxFill {gsave Rec 1 setgray fill grestore} def
/Density {
  /Fillden exch def
  currentrgbcolor
  /ColB exch def /ColG exch def /ColR exch def
  /ColR ColR Fillden mul Fillden sub 1 add def
  /ColG ColG Fillden mul Fillden sub 1 add def
  /ColB ColB Fillden mul Fillden sub 1 add def
  ColR ColG ColB setrgbcolor} def
/BoxColFill {gsave Rec PolyFill} def
/PolyFill {gsave Density fill grestore grestore} def
/h {rlineto rlineto rlineto closepath gsave fill grestore stroke} bind def
%
% PostScript Level 1 Pattern Fill routine for rectangles
% Usage: x y w h s a XX PatternFill
%	x,y = lower left corner of box to be filled
%	w,h = width and height of box
%	  a = angle in degrees between lines and x-axis
%	 XX = 0/1 for no/yes cross-hatch
%
/PatternFill {gsave /PFa [ 9 2 roll ] def
  PFa 0 get PFa 2 get 2 div add PFa 1 get PFa 3 get 2 div add translate
  PFa 2 get -2 div PFa 3 get -2 div PFa 2 get PFa 3 get Rec
  TransparentPatterns {} {gsave 1 setgray fill grestore} ifelse
  clip
  currentlinewidth 0.5 mul setlinewidth
  /PFs PFa 2 get dup mul PFa 3 get dup mul add sqrt def
  0 0 M PFa 5 get rotate PFs -2 div dup translate
  0 1 PFs PFa 4 get div 1 add floor cvi
	{PFa 4 get mul 0 M 0 PFs V} for
  0 PFa 6 get ne {
	0 1 PFs PFa 4 get div 1 add floor cvi
	{PFa 4 get mul 0 2 1 roll M PFs 0 V} for
 } if
  stroke grestore} def
%
/languagelevel where
 {pop languagelevel} {1} ifelse
dup 2 lt
	{/InterpretLevel1 true def
	 /InterpretLevel3 false def}
	{/InterpretLevel1 Level1 def
	 2 gt
	    {/InterpretLevel3 Level3 def}
	    {/InterpretLevel3 false def}
	 ifelse }
 ifelse
%
% PostScript level 2 pattern fill definitions
%
/Level2PatternFill {
/Tile8x8 {/PaintType 2 /PatternType 1 /TilingType 1 /BBox [0 0 8 8] /XStep 8 /YStep 8}
	bind def
/KeepColor {currentrgbcolor [/Pattern /DeviceRGB] setcolorspace} bind def
<< Tile8x8
 /PaintProc {0.5 setlinewidth pop 0 0 M 8 8 L 0 8 M 8 0 L stroke} 
>> matrix makepattern
/Pat1 exch def
<< Tile8x8
 /PaintProc {0.5 setlinewidth pop 0 0 M 8 8 L 0 8 M 8 0 L stroke
	0 4 M 4 8 L 8 4 L 4 0 L 0 4 L stroke}
>> matrix makepattern
/Pat2 exch def
<< Tile8x8
 /PaintProc {0.5 setlinewidth pop 0 0 M 0 8 L
	8 8 L 8 0 L 0 0 L fill}
>> matrix makepattern
/Pat3 exch def
<< Tile8x8
 /PaintProc {0.5 setlinewidth pop -4 8 M 8 -4 L
	0 12 M 12 0 L stroke}
>> matrix makepattern
/Pat4 exch def
<< Tile8x8
 /PaintProc {0.5 setlinewidth pop -4 0 M 8 12 L
	0 -4 M 12 8 L stroke}
>> matrix makepattern
/Pat5 exch def
<< Tile8x8
 /PaintProc {0.5 setlinewidth pop -2 8 M 4 -4 L
	0 12 M 8 -4 L 4 12 M 10 0 L stroke}
>> matrix makepattern
/Pat6 exch def
<< Tile8x8
 /PaintProc {0.5 setlinewidth pop -2 0 M 4 12 L
	0 -4 M 8 12 L 4 -4 M 10 8 L stroke}
>> matrix makepattern
/Pat7 exch def
<< Tile8x8
 /PaintProc {0.5 setlinewidth pop 8 -2 M -4 4 L
	12 0 M -4 8 L 12 4 M 0 10 L stroke}
>> matrix makepattern
/Pat8 exch def
<< Tile8x8
 /PaintProc {0.5 setlinewidth pop 0 -2 M 12 4 L
	-4 0 M 12 8 L -4 4 M 8 10 L stroke}
>> matrix makepattern
/Pat9 exch def
/Pattern1 {PatternBgnd KeepColor Pat1 setpattern} bind def
/Pattern2 {PatternBgnd KeepColor Pat2 setpattern} bind def
/Pattern3 {PatternBgnd KeepColor Pat3 setpattern} bind def
/Pattern4 {PatternBgnd KeepColor Landscape {Pat5} {Pat4} ifelse setpattern} bind def
/Pattern5 {PatternBgnd KeepColor Landscape {Pat4} {Pat5} ifelse setpattern} bind def
/Pattern6 {PatternBgnd KeepColor Landscape {Pat9} {Pat6} ifelse setpattern} bind def
/Pattern7 {PatternBgnd KeepColor Landscape {Pat8} {Pat7} ifelse setpattern} bind def
} def
%
%
%End of PostScript Level 2 code
%
/PatternBgnd {
  TransparentPatterns {} {gsave 1 setgray fill grestore} ifelse
} def
%
% Substitute for Level 2 pattern fill codes with
% grayscale if Level 2 support is not selected.
%
/Level1PatternFill {
/Pattern1 {0.250 Density} bind def
/Pattern2 {0.500 Density} bind def
/Pattern3 {0.750 Density} bind def
/Pattern4 {0.125 Density} bind def
/Pattern5 {0.375 Density} bind def
/Pattern6 {0.625 Density} bind def
/Pattern7 {0.875 Density} bind def
} def
%
% Now test for support of Level 2 code
%
Level1 {Level1PatternFill} {Level2PatternFill} ifelse
%
/Symbol-Oblique /Symbol findfont [1 0 .167 1 0 0] makefont
dup length dict begin {1 index /FID eq {pop pop} {def} ifelse} forall
currentdict end definefont pop
%
%
% Base ISO8859-1 character encoding plus support macros for UTF-8 encoding
% via the glyphshow operator
%
/reencodeISO {
dup dup findfont dup length dict begin
{ 1 index /FID ne { def }{ pop pop } ifelse } forall
currentdict /CharStrings known {
	CharStrings /Idieresis known {
		/Encoding ISOLatin1Encoding def } if
} if
currentdict end definefont
} def
/ISOLatin1Encoding [
/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef
/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef
/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef
/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef
/space/exclam/quotedbl/numbersign/dollar/percent/ampersand/quoteright
/parenleft/parenright/asterisk/plus/comma/minus/period/slash
/zero/one/two/three/four/five/six/seven/eight/nine/colon/semicolon
/less/equal/greater/question/at/A/B/C/D/E/F/G/H/I/J/K/L/M/N
/O/P/Q/R/S/T/U/V/W/X/Y/Z/bracketleft/backslash/bracketright
/asciicircum/underscore/quoteleft/a/b/c/d/e/f/g/h/i/j/k/l/m
/n/o/p/q/r/s/t/u/v/w/x/y/z/braceleft/bar/braceright/asciitilde
/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef
/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef
/.notdef/dotlessi/grave/acute/circumflex/tilde/macron/breve
/dotaccent/dieresis/.notdef/ring/cedilla/.notdef/hungarumlaut
/ogonek/caron/space/exclamdown/cent/sterling/currency/yen/brokenbar
/section/dieresis/copyright/ordfeminine/guillemotleft/logicalnot
/hyphen/registered/macron/degree/plusminus/twosuperior/threesuperior
/acute/mu/paragraph/periodcentered/cedilla/onesuperior/ordmasculine
/guillemotright/onequarter/onehalf/threequarters/questiondown
/Agrave/Aacute/Acircumflex/Atilde/Adieresis/Aring/AE/Ccedilla
/Egrave/Eacute/Ecircumflex/Edieresis/Igrave/Iacute/Icircumflex
/Idieresis/Eth/Ntilde/Ograve/Oacute/Ocircumflex/Otilde/Odieresis
/multiply/Oslash/Ugrave/Uacute/Ucircumflex/Udieresis/Yacute
/Thorn/germandbls/agrave/aacute/acircumflex/atilde/adieresis
/aring/ae/ccedilla/egrave/eacute/ecircumflex/edieresis/igrave
/iacute/icircumflex/idieresis/eth/ntilde/ograve/oacute/ocircumflex
/otilde/odieresis/divide/oslash/ugrave/uacute/ucircumflex/udieresis
/yacute/thorn/ydieresis
] def

/Gshow { dup type /stringtype eq { show } { glyphshow } ifelse } def

/Gsall { {Gshow} forall } def
/Gwidth {
	dup currentpoint pop exch
	gsave 6 array currentmatrix nulldevice setmatrix Gsall currentpoint pop grestore sub
	} def
/GLshow {currentpoint stroke M 0 vshift R 
	Blacktext {gsave 0 setgray Gsall grestore} {Gsall} ifelse} def
/GRshow {currentpoint stroke M dup Gwidth vshift R
	Blacktext {gsave 0 setgray Gsall grestore} {Gsall} ifelse} def
/GCshow {currentpoint stroke M dup Gwidth 2 div vshift R 
	Blacktext {gsave 0 setgray Gsall grestore} {Gsall} ifelse} def
/Metrics {ExtendTextBox Gswidth} def
/Lwidth {currentpoint stroke M 0 vshift R Metrics} def
/Rwidth {currentpoint stroke M dup stringwidth pop neg vshift R Metrics} def
/Cwidth {currentpoint stroke M dup stringwidth pop -2 div vshift R Metrics} def
/GLwidth {currentpoint stroke M 0 vshift R {ExtendTextBox} forall} def
/GRwidth {currentpoint stroke M dup Gwidth vshift R {ExtendTextBox} forall} def
/GCwidth {currentpoint stroke M dup Gwidth 2 div vshift R {ExtendTextBox} forall} def
/GLwidth2 {0 Gwidth AddGlyphWidth} def
/GRwidth2 {Gwidth -1 mul 0 AddGlyphWidth} def
/GCwidth2 {Gwidth 2 div dup -1 mul AddGlyphWidth} def
/AddGlyphWidth { dup TBx2 gt {userdict /TBx2 3 -1 roll put} {pop} ifelse
                 dup TBx1 lt {userdict /TBx1 3 -1 roll put} {pop} ifelse } def
/MFshow {
   { dup 5 get 3 ge
     { 5 get 3 eq {gsave} {grestore} ifelse }
     {dup dup 0 get findfont exch 1 get scalefont setfont
     [ currentpoint ] exch dup 2 get 0 exch R dup 5 get 2 ne {dup dup 6
     get exch 4 get {textshow} {Metrics pop 0 R} ifelse }if dup 5 get 0 eq
     {dup 3 get {2 get neg 0 exch R pop} {pop aload pop M} ifelse} {dup 5
     get 1 eq {dup 2 get exch dup 3 get exch 6 get Gswidth pop -2 div
     dup 0 R} {dup 6 get Gswidth pop -2 div 0 R 6 get
     textshow 2 index {aload pop M neg 3 -1 roll neg R pop pop} {pop pop pop
     pop aload pop M} ifelse }ifelse }ifelse }
     ifelse }
   forall} def
/Gswidth {dup type /stringtype eq {stringwidth} {pop (n) stringwidth} ifelse} def
/MFwidth {0 exch { dup 5 get 3 ge { 5 get 3 eq { 0 } { pop } ifelse }
 {dup 3 get{dup dup 0 get findfont exch 1 get scalefont setfont
     6 get Gswidth pop add} {pop} ifelse} ifelse} forall} def
/MLshow { currentpoint stroke M
  0 exch R
  Blacktext {gsave 0 setgray MFshow grestore} {MFshow} ifelse } bind def
/MRshow { currentpoint stroke M
  exch dup MFwidth neg 3 -1 roll R
  Blacktext {gsave 0 setgray MFshow grestore} {MFshow} ifelse } bind def
/MCshow { currentpoint stroke M
  exch dup MFwidth -2 div 3 -1 roll R
  Blacktext {gsave 0 setgray MFshow grestore} {MFshow} ifelse } bind def
/XYsave    { [( ) 1 2 true false 3 ()] } bind def
/XYrestore { [( ) 1 2 true false 4 ()] } bind def
/courier reencodeISO def
Level1 SuppressPDFMark or 
{} {
/SDict 10 dict def
systemdict /pdfmark known not {
  userdict /pdfmark systemdict /cleartomark get put
} if
SDict begin [
  /Title (images/setting-label-size-plot.ps)
  /Subject (gnuplot plot)
  /Creator (gnuplot 5.4 patchlevel 2)
%  /Producer (gnuplot)
%  /Keywords ()
  /CreationDate (Sun Mar  6 20:38:51 2022)
  /DOCINFO pdfmark
end
} ifelse
%
% Support for boxed text - Ethan A Merritt Sep 2016
%
/InitTextBox { userdict /TBy2 3 -1 roll put userdict /TBx2 3 -1 roll put
           userdict /TBy1 3 -1 roll put userdict /TBx1 3 -1 roll put
	   /Boxing true def } def
/ExtendTextBox { dup type /stringtype eq
    { Boxing { gsave dup false charpath pathbbox
      dup TBy2 gt {userdict /TBy2 3 -1 roll put} {pop} ifelse
      dup TBx2 gt {userdict /TBx2 3 -1 roll put} {pop} ifelse
      dup TBy1 lt {userdict /TBy1 3 -1 roll put} {pop} ifelse
      dup TBx1 lt {userdict /TBx1 3 -1 roll put} {pop} ifelse
      grestore } if }
    {} ifelse} def
/PopTextBox { newpath TBx1 TBxmargin sub TBy1 TBymargin sub M
               TBx1 TBxmargin sub TBy2 TBymargin add L
	       TBx2 TBxmargin add TBy2 TBymargin add L
	       TBx2 TBxmargin add TBy1 TBymargin sub L closepath } def
/DrawTextBox { PL PopTextBox stroke /Boxing false def} def
/FillTextBox { gsave PopTextBox fill grestore /Boxing false def} def
0 0 0 0 InitTextBox
/TBxmargin 20 def
/TBymargin 20 def
/Boxing false def
/textshow { ExtendTextBox Gshow } def
%
end
%%EndProlog
%%Page: 1 1
gnudict begin
gsave
doclip
50 50 translate
0.100 0.100 scale
90 rotate
0 -5040 translate
0 setgray
newpath
(courier) findfont 180 scalefont setfont
BackgroundColor 0 lt 3 1 roll 0 lt exch 0 lt or or not {gsave BackgroundColor C clippath fill grestore} if
1.000 UL
LTb
LCb setrgbcolor
882 576 M
63 0 V
5660 0 R
-63 0 V
stroke
774 576 M
[ [(courier) 180.0 0.0 true true 0 (-1)]
] -60.0 MRshow
/courier findfont 180 scalefont setfont
/vshift -60 def
1.000 UL
LTb
LCb setrgbcolor
882 1557 M
63 0 V
5660 0 R
-63 0 V
stroke
774 1557 M
[ [(courier) 180.0 0.0 true true 0 (-0.5)]
] -60.0 MRshow
/courier findfont 180 scalefont setfont
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%%Trailer
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%%Pages: 1
", "text/plain": [ "images/setting-label-size-plot.ps" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun setting-label-size-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(postscript landscape \"courier, 18\") :output output\n", " :title \"axis labels and lagends\" :parametric 'nil :xlabel\n", " \"time (sec.)\" :ylabel \"amplitude\" :y2label \"error magnitude\")\n", " (flet ((data ()\n", " (loop for x from -5 upto 5 by 0.1\n", " do (format s \"~&~a ~a ~a\" x (sin x) (log x)))))\n", " (plot #'data :using '(1 2 |(sgn($2))|) :with :filledcurves :notitle ())\n", " (plot #'data :using '(1 2) :with :lines :title \"square\")\n", " (plot #'data :using '(1 |(sgn($2))|) :with :lines :title \"fourier\")\n", " (plot #'data :using '(1 |(abs(sgn($2)-$2))|) :with :lines :axis :x1y2 :title \"error\")))\n", " output)\n", "(png-from-file (setting-label-size-plot \"images/setting-label-size-plot.ps\"))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ADDING-A-LEGEND-PLOT" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/adding-a-legend-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun adding-a-legend-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title\n", " \"axis labels and lagends\" :parametric 'nil :xlabel \"time (sec.)\"\n", " :ylabel \"amplitude\" :y2label \"error magnitude\")\n", " (flet ((data ()\n", " (loop for x from -5 upto 5 by 0.1\n", " do (format s \"~&~a ~a ~a\" x (sin x) (log x)))))\n", " (plot #'data :using '(1 2 |(sgn($2))|) :with :filledcurves :notitle ())\n", " (plot #'data :using '(1 2) :with :lines :title \"square\")\n", " (plot #'data :using '(1 |(sgn($2))|) :with :lines :title \"fourier\")\n", " (plot #'data :using '(1 |(abs(sgn($2)-$2))|) :with :lines :axis :x1y2 :title \"error\")))\n", " output)\n", "(png-from-file (adding-a-legend-plot \"images/adding-a-legend-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PUTTING-A-BOX-AROUND-A-LEGEND-PLOT" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/putting-a-box-around-a-legend-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun putting-a-box-around-a-legend-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title\n", " \"axis labels and lagends\" :parametric 'nil :xlabel \"time (sec.)\"\n", " :ylabel \"amplitude\" :y2label \"error magnitude\" :key\n", " '(box lt -1 lw 2 opaque))\n", " (flet ((data ()\n", " (loop for x from -5 upto 5 by 0.1\n", " do (format s \"~&~a ~a ~a\" x (sin x) (log x)))))\n", " (plot #'data :using '(1 2 |(sgn($2))|) :with :filledcurves :notitle ())\n", " (plot #'data :using '(1 2) :with :lines :title \"square\")\n", " (plot #'data :using '(1 |(sgn($2))|) :with :lines :title \"fourier\")\n", " (plot #'data :using '(1 |(abs(sgn($2)-$2))|) :with :lines :axis :x1y2 :title \"error\")))\n", " output)\n", "(png-from-file\n", " (putting-a-box-around-a-legend-plot\n", " \"images/putting-a-box-around-a-legend-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ADDING-A-LABEL-WITH-ARROW-PLOT" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/adding-a-label-with-arrow-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "\" set terminal pngcairo \n", " set output \\\"images/adding-a-label-with-arrow-plot.png\\\" \n", " set title \\\"axis labels and lagends\\\" \n", " set parametric \n", " set xlabel \\\"time (sec.)\\\" \n", " set ylabel \\\"amplitude\\\" \n", " set y2label \\\"error magnitude\\\" \n", " set label \\\"approximation error\\\" right at -0.5,0.9 offset -0.5,0 front \n", " set arrow from first -0.5 , 0.9 to 0 , 1 lt 1 lw 2 front size 0.3,15 \n", "plot '-' using 1:2:(sgn($2)) with filledcurves notitle , '-' using 1:2 with lines title \\\"square\\\", '-' using 1:(sgn($2)) with lines title \\\"fourier\\\", '-' using 1:(abs(sgn($2)-$2)) with lines axis x1y2 title \\\"error\\\"\n", "-5 0.9589243 #C(1.609438 3.1415927)\n", "-4.9 0.9824526 #C(1.5892352 3.1415927)\n", "-4.8 0.9961646 #C(1.5686159 3.1415927)\n", "-4.7000003 0.9999233 #C(1.5475626 3.1415927)\n", "-4.6000004 0.993691 #C(1.5260564 3.1415927)\n", "-4.5000005 0.97753024 #C(1.5040776 3.1415927)\n", "-4.4000006 0.9516022 #C(1.4816047 3.1415927)\n", "-4.3000007 0.9161662 #C(1.4586152 3.1415927)\n", "-4.200001 0.87157613 #C(1.4350847 3.1415927)\n", "-4.100001 0.8182776 #C(1.4109871 3.1415927)\n", "-4.000001 0.7568031 #C(1.3862946 3.1415927)\n", "-3.900001 0.6877669 #C(1.3609768 3.1415927)\n", "-3.8000011 0.6118588 #C(1.3350013 3.1415927)\n", "-3.7000012 0.5298372 #C(1.3083332 3.1415927)\n", "-3.6000013 0.44252163 #C(1.2809342 3.1415927)\n", "-3.5000014 0.35078457 #C(1.2527634 3.1415927)\n", "-3.4000015 0.25554258 #C(1.2237759 3.1415927)\n", "-3.3000016 0.1577473 #C(1.193923 3.1415927)\n", "-3.2000017 0.058375858 #C(1.1631514 3.1415927)\n", "-3.1000018 -0.04157885 #C(1.1314027 3.1415927)\n", "-3.000002 -0.14111812 #C(1.0986129 3.1415927)\n", "-2.900002 -0.23924738 #C(1.0647115 3.1415927)\n", "-2.800002 -0.33498618 #C(1.0296202 3.1415927)\n", "-2.7000022 -0.4273779 #C(0.9932526 3.1415927)\n", "-2.6000023 -0.5154994 #C(0.95551234 3.1415927)\n", "-2.5000024 -0.5984702 #C(0.9162917 3.1415927)\n", "-2.4000025 -0.67546135 #C(0.87546974 3.1415927)\n", "-2.3000026 -0.7457035 #C(0.83291024 3.1415927)\n", "-2.2000027 -0.8084948 #C(0.7884586 3.1415927)\n", "-2.1000028 -0.863208 #C(0.74193865 3.1415927)\n", "-2.0000029 -0.9092962 #C(0.6931486 3.1415927)\n", "-1.9000028 -0.9462992 #C(0.64185536 3.1415927)\n", "-1.8000028 -0.973847 #C(0.5877882 3.1415927)\n", "-1.7000028 -0.99166447 #C(0.5306299 3.1415927)\n", "-1.6000028 -0.9995735 #C(0.47000536 3.1415927)\n", "-1.5000027 -0.9974952 #C(0.40546694 3.1415927)\n", "-1.4000027 -0.9854502 #C(0.33647418 3.1415927)\n", "-1.3000027 -0.9635589 #C(0.26236632 3.1415927)\n", "-1.2000027 -0.93204004 #C(0.18232378 3.1415927)\n", "-1.1000026 -0.8912086 #C(0.09531259 3.1415927)\n", "-1.0000026 -0.8414724 #C(2.622601e-6 3.1415927)\n", "-0.9000026 -0.78332853 #C(-0.105357625 3.1415927)\n", "-0.8000026 -0.7173579 #C(-0.22314033 3.1415927)\n", "-0.70000255 -0.64421964 #C(-0.3566713 3.1415927)\n", "-0.6000025 -0.5646446 #C(-0.5108214 3.1415927)\n", "-0.5000025 -0.47942773 #C(-0.6931422 3.1415927)\n", "-0.4000025 -0.38942066 #C(-0.91628444 3.1415927)\n", "-0.30000252 -0.2955226 #C(-1.2039645 3.1415927)\n", "-0.20000252 -0.1986718 #C(-1.6094253 3.1415927)\n", "-0.10000252 -0.099835925 #C(-2.3025599 3.1415927)\n", "-2.5182962e-6 -2.5182962e-6 #C(-12.891928 3.1415927)\n", "0.09999748 0.09983091 -2.3026102\n", "0.19999748 0.19866687 -1.6094505\n", "0.29999748 0.2955178 -1.2039812\n", "0.39999747 0.389416 -0.9162971\n", "0.49999747 0.4794233 -0.69315225\n", "0.59999746 0.5646404 -0.51082987\n", "0.6999975 0.64421576 -0.35667855\n", "0.7999975 0.71735436 -0.22314666\n", "0.89999753 0.7833254 -0.10536326\n", "0.99999756 0.84146965 -2.4437934e-6\n", "1.0999975 0.89120626 0.095307924\n", "1.1999975 0.9320382 0.1823195\n", "1.2999976 0.96355754 0.2623624\n", "1.3999976 0.9854493 0.3364705\n", "1.4999976 0.9974948 0.40546352\n", "1.5999976 0.99957365 0.47000214\n", "1.6999977 0.9916651 0.5306269\n", "1.7999977 0.97384816 0.58778536\n", "1.8999977 0.9463008 0.6418527\n", "1.9999977 0.90929836 0.69314605\n", "2.0999978 0.8632105 0.74193627\n", "2.1999977 0.8084978 0.7884563\n", "2.2999976 0.74570686 0.8329081\n", "2.3999975 0.67546505 0.87546766\n", "2.4999974 0.59847426 0.9162897\n", "2.5999973 0.5155037 0.9555104\n", "2.6999972 0.4273824 0.9932507\n", "2.799997 0.3349909 1.0296184\n", "2.899997 0.23925224 1.0647097\n", "2.999997 0.14112307 1.0986112\n", "3.0999968 0.041583855 1.1314011\n", "3.1999967 -0.05837086 1.1631498\n", "3.2999966 -0.15774235 1.1939214\n", "3.3999965 -0.25553775 1.2237744\n", "3.4999964 -0.3507799 1.252762\n", "3.5999963 -0.44251716 1.2809328\n", "3.6999962 -0.52983296 1.3083318\n", "3.7999961 -0.61185485 1.335\n", "3.899996 -0.6877633 1.3609755\n", "3.999996 -0.7567998 1.3862933\n", "4.099996 -0.81827486 1.4109861\n", "4.199996 -0.8715738 1.4350836\n", "4.299996 -0.9161643 1.4586141\n", "4.399996 -0.9516008 1.4816036\n", "4.4999957 -0.9775292 1.5040765\n", "4.5999956 -0.9936905 1.5260553\n", "4.6999955 -0.9999232 1.5475615\n", "4.7999954 -0.99616504 1.568615\n", "4.8999953 -0.98245347 1.5892342\n", "4.999995 -0.9589256 1.609437\n", "end\n", "\n", "-5 0.9589243 #C(1.609438 3.1415927)\n", "-4.9 0.9824526 #C(1.5892352 3.1415927)\n", "-4.8 0.9961646 #C(1.5686159 3.1415927)\n", "-4.7000003 0.9999233 #C(1.5475626 3.1415927)\n", "-4.6000004 0.993691 #C(1.5260564 3.1415927)\n", "-4.5000005 0.97753024 #C(1.5040776 3.1415927)\n", "-4.4000006 0.9516022 #C(1.4816047 3.1415927)\n", "-4.3000007 0.9161662 #C(1.4586152 3.1415927)\n", "-4.200001 0.87157613 #C(1.4350847 3.1415927)\n", "-4.100001 0.8182776 #C(1.4109871 3.1415927)\n", "-4.000001 0.7568031 #C(1.3862946 3.1415927)\n", "-3.900001 0.6877669 #C(1.3609768 3.1415927)\n", "-3.8000011 0.6118588 #C(1.3350013 3.1415927)\n", "-3.7000012 0.5298372 #C(1.3083332 3.1415927)\n", 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#C(0.5306299 3.1415927)\n", "-1.6000028 -0.9995735 #C(0.47000536 3.1415927)\n", "-1.5000027 -0.9974952 #C(0.40546694 3.1415927)\n", "-1.4000027 -0.9854502 #C(0.33647418 3.1415927)\n", "-1.3000027 -0.9635589 #C(0.26236632 3.1415927)\n", "-1.2000027 -0.93204004 #C(0.18232378 3.1415927)\n", "-1.1000026 -0.8912086 #C(0.09531259 3.1415927)\n", "-1.0000026 -0.8414724 #C(2.622601e-6 3.1415927)\n", "-0.9000026 -0.78332853 #C(-0.105357625 3.1415927)\n", "-0.8000026 -0.7173579 #C(-0.22314033 3.1415927)\n", "-0.70000255 -0.64421964 #C(-0.3566713 3.1415927)\n", "-0.6000025 -0.5646446 #C(-0.5108214 3.1415927)\n", "-0.5000025 -0.47942773 #C(-0.6931422 3.1415927)\n", "-0.4000025 -0.38942066 #C(-0.91628444 3.1415927)\n", "-0.30000252 -0.2955226 #C(-1.2039645 3.1415927)\n", "-0.20000252 -0.1986718 #C(-1.6094253 3.1415927)\n", "-0.10000252 -0.099835925 #C(-2.3025599 3.1415927)\n", "-2.5182962e-6 -2.5182962e-6 #C(-12.891928 3.1415927)\n", "0.09999748 0.09983091 -2.3026102\n", "0.19999748 0.19866687 -1.6094505\n", "0.29999748 0.2955178 -1.2039812\n", "0.39999747 0.389416 -0.9162971\n", "0.49999747 0.4794233 -0.69315225\n", "0.59999746 0.5646404 -0.51082987\n", "0.6999975 0.64421576 -0.35667855\n", "0.7999975 0.71735436 -0.22314666\n", "0.89999753 0.7833254 -0.10536326\n", "0.99999756 0.84146965 -2.4437934e-6\n", "1.0999975 0.89120626 0.095307924\n", "1.1999975 0.9320382 0.1823195\n", "1.2999976 0.96355754 0.2623624\n", "1.3999976 0.9854493 0.3364705\n", "1.4999976 0.9974948 0.40546352\n", "1.5999976 0.99957365 0.47000214\n", "1.6999977 0.9916651 0.5306269\n", "1.7999977 0.97384816 0.58778536\n", "1.8999977 0.9463008 0.6418527\n", "1.9999977 0.90929836 0.69314605\n", "2.0999978 0.8632105 0.74193627\n", "2.1999977 0.8084978 0.7884563\n", "2.2999976 0.74570686 0.8329081\n", "2.3999975 0.67546505 0.87546766\n", "2.4999974 0.59847426 0.9162897\n", "2.5999973 0.5155037 0.9555104\n", "2.6999972 0.4273824 0.9932507\n", "2.799997 0.3349909 1.0296184\n", "2.899997 0.23925224 1.0647097\n", "2.999997 0.14112307 1.0986112\n", "3.0999968 0.041583855 1.1314011\n", "3.1999967 -0.05837086 1.1631498\n", "3.2999966 -0.15774235 1.1939214\n", "3.3999965 -0.25553775 1.2237744\n", "3.4999964 -0.3507799 1.252762\n", "3.5999963 -0.44251716 1.2809328\n", "3.6999962 -0.52983296 1.3083318\n", "3.7999961 -0.61185485 1.335\n", "3.899996 -0.6877633 1.3609755\n", "3.999996 -0.7567998 1.3862933\n", "4.099996 -0.81827486 1.4109861\n", "4.199996 -0.8715738 1.4350836\n", "4.299996 -0.9161643 1.4586141\n", "4.399996 -0.9516008 1.4816036\n", "4.4999957 -0.9775292 1.5040765\n", "4.5999956 -0.9936905 1.5260553\n", "4.6999955 -0.9999232 1.5475615\n", "4.7999954 -0.99616504 1.568615\n", "4.8999953 -0.98245347 1.5892342\n", "4.999995 -0.9589256 1.609437\n", "end\n", "\n", "-5 0.9589243 #C(1.609438 3.1415927)\n", "-4.9 0.9824526 #C(1.5892352 3.1415927)\n", "-4.8 0.9961646 #C(1.5686159 3.1415927)\n", "-4.7000003 0.9999233 #C(1.5475626 3.1415927)\n", "-4.6000004 0.993691 #C(1.5260564 3.1415927)\n", 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3.1415927)\n", "-2.5000024 -0.5984702 #C(0.9162917 3.1415927)\n", "-2.4000025 -0.67546135 #C(0.87546974 3.1415927)\n", "-2.3000026 -0.7457035 #C(0.83291024 3.1415927)\n", "-2.2000027 -0.8084948 #C(0.7884586 3.1415927)\n", "-2.1000028 -0.863208 #C(0.74193865 3.1415927)\n", "-2.0000029 -0.9092962 #C(0.6931486 3.1415927)\n", "-1.9000028 -0.9462992 #C(0.64185536 3.1415927)\n", "-1.8000028 -0.973847 #C(0.5877882 3.1415927)\n", "-1.7000028 -0.99166447 #C(0.5306299 3.1415927)\n", "-1.6000028 -0.9995735 #C(0.47000536 3.1415927)\n", "-1.5000027 -0.9974952 #C(0.40546694 3.1415927)\n", "-1.4000027 -0.9854502 #C(0.33647418 3.1415927)\n", "-1.3000027 -0.9635589 #C(0.26236632 3.1415927)\n", "-1.2000027 -0.93204004 #C(0.18232378 3.1415927)\n", "-1.1000026 -0.8912086 #C(0.09531259 3.1415927)\n", "-1.0000026 -0.8414724 #C(2.622601e-6 3.1415927)\n", "-0.9000026 -0.78332853 #C(-0.105357625 3.1415927)\n", "-0.8000026 -0.7173579 #C(-0.22314033 3.1415927)\n", "-0.70000255 -0.64421964 #C(-0.3566713 3.1415927)\n", "-0.6000025 -0.5646446 #C(-0.5108214 3.1415927)\n", "-0.5000025 -0.47942773 #C(-0.6931422 3.1415927)\n", "-0.4000025 -0.38942066 #C(-0.91628444 3.1415927)\n", "-0.30000252 -0.2955226 #C(-1.2039645 3.1415927)\n", "-0.20000252 -0.1986718 #C(-1.6094253 3.1415927)\n", "-0.10000252 -0.099835925 #C(-2.3025599 3.1415927)\n", "-2.5182962e-6 -2.5182962e-6 #C(-12.891928 3.1415927)\n", "0.09999748 0.09983091 -2.3026102\n", "0.19999748 0.19866687 -1.6094505\n", "0.29999748 0.2955178 -1.2039812\n", "0.39999747 0.389416 -0.9162971\n", "0.49999747 0.4794233 -0.69315225\n", "0.59999746 0.5646404 -0.51082987\n", "0.6999975 0.64421576 -0.35667855\n", "0.7999975 0.71735436 -0.22314666\n", "0.89999753 0.7833254 -0.10536326\n", "0.99999756 0.84146965 -2.4437934e-6\n", "1.0999975 0.89120626 0.095307924\n", "1.1999975 0.9320382 0.1823195\n", "1.2999976 0.96355754 0.2623624\n", "1.3999976 0.9854493 0.3364705\n", "1.4999976 0.9974948 0.40546352\n", "1.5999976 0.99957365 0.47000214\n", "1.6999977 0.9916651 0.5306269\n", "1.7999977 0.97384816 0.58778536\n", "1.8999977 0.9463008 0.6418527\n", "1.9999977 0.90929836 0.69314605\n", "2.0999978 0.8632105 0.74193627\n", "2.1999977 0.8084978 0.7884563\n", "2.2999976 0.74570686 0.8329081\n", "2.3999975 0.67546505 0.87546766\n", "2.4999974 0.59847426 0.9162897\n", "2.5999973 0.5155037 0.9555104\n", "2.6999972 0.4273824 0.9932507\n", "2.799997 0.3349909 1.0296184\n", "2.899997 0.23925224 1.0647097\n", "2.999997 0.14112307 1.0986112\n", "3.0999968 0.041583855 1.1314011\n", "3.1999967 -0.05837086 1.1631498\n", "3.2999966 -0.15774235 1.1939214\n", "3.3999965 -0.25553775 1.2237744\n", "3.4999964 -0.3507799 1.252762\n", "3.5999963 -0.44251716 1.2809328\n", "3.6999962 -0.52983296 1.3083318\n", "3.7999961 -0.61185485 1.335\n", "3.899996 -0.6877633 1.3609755\n", "3.999996 -0.7567998 1.3862933\n", "4.099996 -0.81827486 1.4109861\n", "4.199996 -0.8715738 1.4350836\n", "4.299996 -0.9161643 1.4586141\n", "4.399996 -0.9516008 1.4816036\n", "4.4999957 -0.9775292 1.5040765\n", "4.5999956 -0.9936905 1.5260553\n", "4.6999955 -0.9999232 1.5475615\n", "4.7999954 -0.99616504 1.568615\n", "4.8999953 -0.98245347 1.5892342\n", "4.999995 -0.9589256 1.609437\n", "end\n", "\n", "-5 0.9589243 #C(1.609438 3.1415927)\n", "-4.9 0.9824526 #C(1.5892352 3.1415927)\n", "-4.8 0.9961646 #C(1.5686159 3.1415927)\n", "-4.7000003 0.9999233 #C(1.5475626 3.1415927)\n", "-4.6000004 0.993691 #C(1.5260564 3.1415927)\n", "-4.5000005 0.97753024 #C(1.5040776 3.1415927)\n", "-4.4000006 0.9516022 #C(1.4816047 3.1415927)\n", "-4.3000007 0.9161662 #C(1.4586152 3.1415927)\n", "-4.200001 0.87157613 #C(1.4350847 3.1415927)\n", "-4.100001 0.8182776 #C(1.4109871 3.1415927)\n", "-4.000001 0.7568031 #C(1.3862946 3.1415927)\n", "-3.900001 0.6877669 #C(1.3609768 3.1415927)\n", "-3.8000011 0.6118588 #C(1.3350013 3.1415927)\n", "-3.7000012 0.5298372 #C(1.3083332 3.1415927)\n", "-3.6000013 0.44252163 #C(1.2809342 3.1415927)\n", "-3.5000014 0.35078457 #C(1.2527634 3.1415927)\n", "-3.4000015 0.25554258 #C(1.2237759 3.1415927)\n", "-3.3000016 0.1577473 #C(1.193923 3.1415927)\n", "-3.2000017 0.058375858 #C(1.1631514 3.1415927)\n", "-3.1000018 -0.04157885 #C(1.1314027 3.1415927)\n", "-3.000002 -0.14111812 #C(1.0986129 3.1415927)\n", "-2.900002 -0.23924738 #C(1.0647115 3.1415927)\n", "-2.800002 -0.33498618 #C(1.0296202 3.1415927)\n", "-2.7000022 -0.4273779 #C(0.9932526 3.1415927)\n", "-2.6000023 -0.5154994 #C(0.95551234 3.1415927)\n", "-2.5000024 -0.5984702 #C(0.9162917 3.1415927)\n", "-2.4000025 -0.67546135 #C(0.87546974 3.1415927)\n", "-2.3000026 -0.7457035 #C(0.83291024 3.1415927)\n", "-2.2000027 -0.8084948 #C(0.7884586 3.1415927)\n", "-2.1000028 -0.863208 #C(0.74193865 3.1415927)\n", "-2.0000029 -0.9092962 #C(0.6931486 3.1415927)\n", "-1.9000028 -0.9462992 #C(0.64185536 3.1415927)\n", "-1.8000028 -0.973847 #C(0.5877882 3.1415927)\n", "-1.7000028 -0.99166447 #C(0.5306299 3.1415927)\n", "-1.6000028 -0.9995735 #C(0.47000536 3.1415927)\n", "-1.5000027 -0.9974952 #C(0.40546694 3.1415927)\n", "-1.4000027 -0.9854502 #C(0.33647418 3.1415927)\n", "-1.3000027 -0.9635589 #C(0.26236632 3.1415927)\n", "-1.2000027 -0.93204004 #C(0.18232378 3.1415927)\n", "-1.1000026 -0.8912086 #C(0.09531259 3.1415927)\n", "-1.0000026 -0.8414724 #C(2.622601e-6 3.1415927)\n", "-0.9000026 -0.78332853 #C(-0.105357625 3.1415927)\n", "-0.8000026 -0.7173579 #C(-0.22314033 3.1415927)\n", "-0.70000255 -0.64421964 #C(-0.3566713 3.1415927)\n", "-0.6000025 -0.5646446 #C(-0.5108214 3.1415927)\n", "-0.5000025 -0.47942773 #C(-0.6931422 3.1415927)\n", "-0.4000025 -0.38942066 #C(-0.91628444 3.1415927)\n", "-0.30000252 -0.2955226 #C(-1.2039645 3.1415927)\n", "-0.20000252 -0.1986718 #C(-1.6094253 3.1415927)\n", "-0.10000252 -0.099835925 #C(-2.3025599 3.1415927)\n", "-2.5182962e-6 -2.5182962e-6 #C(-12.891928 3.1415927)\n", "0.09999748 0.09983091 -2.3026102\n", "0.19999748 0.19866687 -1.6094505\n", "0.29999748 0.2955178 -1.2039812\n", "0.39999747 0.389416 -0.9162971\n", "0.49999747 0.4794233 -0.69315225\n", "0.59999746 0.5646404 -0.51082987\n", "0.6999975 0.64421576 -0.35667855\n", "0.7999975 0.71735436 -0.22314666\n", "0.89999753 0.7833254 -0.10536326\n", "0.99999756 0.84146965 -2.4437934e-6\n", "1.0999975 0.89120626 0.095307924\n", "1.1999975 0.9320382 0.1823195\n", "1.2999976 0.96355754 0.2623624\n", "1.3999976 0.9854493 0.3364705\n", "1.4999976 0.9974948 0.40546352\n", "1.5999976 0.99957365 0.47000214\n", "1.6999977 0.9916651 0.5306269\n", "1.7999977 0.97384816 0.58778536\n", "1.8999977 0.9463008 0.6418527\n", "1.9999977 0.90929836 0.69314605\n", "2.0999978 0.8632105 0.74193627\n", "2.1999977 0.8084978 0.7884563\n", "2.2999976 0.74570686 0.8329081\n", "2.3999975 0.67546505 0.87546766\n", "2.4999974 0.59847426 0.9162897\n", "2.5999973 0.5155037 0.9555104\n", "2.6999972 0.4273824 0.9932507\n", "2.799997 0.3349909 1.0296184\n", "2.899997 0.23925224 1.0647097\n", "2.999997 0.14112307 1.0986112\n", "3.0999968 0.041583855 1.1314011\n", "3.1999967 -0.05837086 1.1631498\n", "3.2999966 -0.15774235 1.1939214\n", "3.3999965 -0.25553775 1.2237744\n", "3.4999964 -0.3507799 1.252762\n", "3.5999963 -0.44251716 1.2809328\n", "3.6999962 -0.52983296 1.3083318\n", "3.7999961 -0.61185485 1.335\n", "3.899996 -0.6877633 1.3609755\n", "3.999996 -0.7567998 1.3862933\n", "4.099996 -0.81827486 1.4109861\n", "4.199996 -0.8715738 1.4350836\n", "4.299996 -0.9161643 1.4586141\n", "4.399996 -0.9516008 1.4816036\n", "4.4999957 -0.9775292 1.5040765\n", "4.5999956 -0.9936905 1.5260553\n", "4.6999955 -0.9999232 1.5475615\n", "4.7999954 -0.99616504 1.568615\n", "4.8999953 -0.98245347 1.5892342\n", "4.999995 -0.9589256 1.609437\n", "end\n", "\n", "\n", "\n", "\n", "\n", "set output\" " ] } ], "source": [ "(defun adding-a-label-with-arrow-plot (output)\n", " (with-plots (s :debug t)\n", " (gp-setup :output output :terminal '(:pngcairo) :title\n", " \"axis labels and lagends\" :parametric 'nil :xlabel \"time (sec.)\"\n", " :ylabel \"amplitude\" :y2label \"error magnitude\")\n", " (gp :set :label \"approximation error\" :right :at '(-0.5 0.9) :offset '(-0.5 0) :front)\n", " (gp :set :arrow :from :first '|-0.5 , 0.9| :to '|0 , 1| :lt 1 :lw 2 :front :size '(0.3 15))\n", " (flet ((data ()\n", " (loop for x from -5 upto 5 by 0.1\n", " do (format s \"~&~a ~a ~a\" x (sin x) (log x)))))\n", " (plot #'data :using '(1 2 |(sgn($2))|) :with :filledcurves :notitle ())\n", " (plot #'data :using '(1 2) :with :lines :title \"square\")\n", " (plot #'data :using '(1 |(sgn($2))|) :with :lines :title \"fourier\")\n", " (plot #'data :using '(1 |(abs(sgn($2)-$2))|) :with :lines :axis :x1y2 :title \"error\")))\n", " output)\n", "(png-from-file\n", " (adding-a-label-with-arrow-plot \"images/adding-a-label-with-arrow-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "USING-UNICODE-CHARACTERS-PLOT" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/using-unicode-characters-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun using-unicode-characters-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :set :samples 500)\n", " (gp :set :encoding 'utf8)\n", " (gp :set :title \"favorite graph of ǫrnólfr þórðr\")\n", " 'font\n", " \"helvetica, 24\"\n", " (plot \"[0:10] sin(1/x)\"))\n", " output)\n", "(png-from-file\n", " (using-unicode-characters-plot \"images/using-unicode-characters-plot.png\"))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#3 Applying Colors and Styles\n", "\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "COLORING-CURVES-PLOT" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/coloring-curves-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun coloring-curves-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo solid lw 4) :xrange '(0 1))\n", " (gp :set :border '(lw 0.25))\n", " (gp :set :key '(top left))\n", " (plot\n", " \"x**0.5\" :lc '(rgb \"orange\"))\n", " (plot\n", " \"x\" :lc '(rgb \"steelblue\"))\n", " (plot\n", " \"x**2\" :lc '(rgb \"bisque\"))\n", " (plot\n", " \"x**3\" :lc '(rgb \"seagreen\")))\n", " output)\n", "(png-from-file (coloring-curves-plot \"images/coloring-curves-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "STYLING-CURVES-PLOT" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/styling-curves-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun styling-curves-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo solid lw 4) :xrange '(0 1))\n", " (gp :set :key '(top left))\n", " (gp :set :style '(:line 1 lt 3 lw 4 lc rgb (\"'#990042'\")))\n", " (gp :set :style '(:line 2 lt 7 lw 3 lc rgb (\"'#31f120'\")))\n", " (gp :set :style '(:line 3 lt 2 lw 3 lc rgb (\"'#0044a5'\")))\n", " (gp :set :style '(:line 4 lt 9 lw 4 lc rgb (\"'#888888'\")))\n", " (plot \"x**0.5\" :ls 1)\n", " (plot \"x\" :ls 2)\n", " (plot \"x**2\" :ls 3)\n", " (plot \"x**3\" :ls 4))\n", " output)\n", "(png-from-file (styling-curves-plot \"images/styling-curves-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "STYLING-CURVES--USERSTYLES-PLOT" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/styling-curves--userstyles-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun styling-curves--userstyles-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo solid lw 4) :xrange '(0 1))\n", " (gp :set :key '(top left))\n", " (gp :set :style '(increment userstyles))\n", " (gp :set :style '(:line 1 lt 3 lw 4 lc rgb (\"'#990042'\")))\n", " (gp :set :style '(:line 2 lt 7 lw 3 lc rgb (\"'#31f120'\")))\n", " (gp :set :style '(:line 3 lt 2 lw 3 lc rgb (\"'#0044a5'\")))\n", " (gp :set :style '(:line 4 lt 9 lw 4 lc rgb (\"'#888888'\")))\n", " (plot \"x**0.5\")\n", " (plot \"x\" )\n", " (plot \"x**2\" )\n", " (plot \"x**3\" ))\n", " output)\n", "(png-from-file\n", " (styling-curves--userstyles-plot\n", " \"images/styling-curves--userstyles-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TRANSPARENCY-PLOT" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/transparency-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun transparency-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :set :style '(fill transparent solid 0.3))\n", " (plot\n", " \"[0:pi] sin(x)**2 with filledcurves above y1=0 lc rgb '#00ffff', 0.75*cos(2*x)**2 with filledcurves above y1=0 lc rgb '#aa00aa'\"))\n", " output)\n", "(png-from-file (transparency-plot \"images/transparency-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PLOTTING-POINTS-WITH-CURVES-PLOT" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/plotting-points-with-curves-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun plotting-points-with-curves-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (plot \"sin(x)/x with linespoints ps 2 pt 6\"))\n", " output)\n", "(png-from-file\n", " (plotting-points-with-curves-plot\n", " \"images/plotting-points-with-curves-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CHANGING-THE-POINT-STYLE-PLOT" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/changing-the-point-style-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun changing-the-point-style-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :set :key '(top left))\n", " (gp :set :style '#'linespoints)\n", " (gp :set :style '(line 1 lw 4 lc rgb (\"'#990042'\") ps 2 pt 6 pi 5))\n", " (gp :set :style '(line 2 lw 3 lc rgb (\"'#31f120'\") ps 2 pt 12 pi 3))\n", " (gp :set :style '(line 3 lw 3 lc rgb (\"'#0044a5'\") ps 2 pt 9 pi 5))\n", " (gp :set :style '(line 4 lw 4 lc rgb (\"'#888888'\") ps 2 pt 7 pi 4))\n", " (plot \"[0:1] x**0.5 ls 1, x ls 2, x**2 ls 3, x**3 ls 4\"))\n", " output)\n", "(png-from-file\n", " (changing-the-point-style-plot \"images/changing-the-point-style-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PLOTTING-WITH-OBJECTS-PLOT" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/plotting-with-objects-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun plotting-with-objects-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo) :object\n", " '(1 circle at graph |0.5 , 0.5| size graph 0.25 fillcolor rgb\n", " (\"'blue'\") fillstyle solid arc |[0:30]| front)\n", " :object\n", " '(2 circle at graph |0.5 , 0.5| size graph 0.25 fillcolor rgb\n", " (\"'red'\") fillstyle solid arc |[30:80]| front)\n", " :object\n", " '(3 circle at graph |0.5 , 0.5| size graph 0.25 fillcolor rgb\n", " (\"'orange'\") fillstyle solid arc |[80:180]| front)\n", " :object\n", " '(4 circle at graph |0.5 , 0.5| size graph 0.25 fillcolor rgb\n", " (\"'green'\") fillstyle solid arc |[180:240]| front)\n", " :object\n", " '(5 circle at graph |0.5 , 0.5| size graph 0.25 fillcolor rgb\n", " (\"'sandybrown'\") fillstyle solid arc |[240:360]| front))\n", " (gp :unset :key)\n", " (gp :unset :tics)\n", " (plot \"[0:1][0:1] -1\"))\n", " output)\n", "(png-from-file\n", " (plotting-with-objects-plot \"images/plotting-with-objects-plot.png\"))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# 4 Controlling Your Tics\n", "\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ADDING-MINOR-TICS-PLOT" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/adding-minor-tics-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun adding-minor-tics-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :set :grid 'nil)\n", " (gp :set :mxtics 4)\n", " (gp :set :mytics 2)\n", " (plot \"[0:2*pi] sin(12*x)*exp(-x/4)\"))\n", " output)\n", "(png-from-file (adding-minor-tics-plot \"images/adding-minor-tics-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PLACING-TICS-ON-SECOND-Y-AXIS-PLOT" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/placing-tics-on-second-y-axis-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun placing-tics-on-second-y-axis-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output\n", " :terminal '(pngcairo)) ;\n", " (gp :set :ytics 'nomirror)\n", " (gp :set :y2tics 0.4)\n", " (gp :set :xtics '(\"pi/4.\"))\n", " (plot \"[0:2*pi] sin(x) axis x1y1, 2*cos(8*x)*exp(-x) axis x1y2\"))\n", " output)\n", "(png-from-file\n", " (placing-tics-on-second-y-axis-plot\n", " \"images/placing-tics-on-second-y-axis-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ADJUSTING-THE-TIC-SIZE-PLOT" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/adjusting-the-tic-size-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun adjusting-the-tic-size-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output\n", " :terminal '(pngcairo)) ;\n", " (gp :set :tics '(scale 3))\n", " (gp :set :mxtics 4)\n", " (gp :set :mytics 4)\n", " (plot \"[0:4*pi] sin(x)/x\"))\n", " output)\n", "\n", "(png-from-file\n", " (adjusting-the-tic-size-plot \"images/adjusting-the-tic-size-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "REMOVING-ALL-TICS-PLOT" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/removing-all-tics-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun removing-all-tics-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :unset :tics)\n", " (plot \"[0:2*pi] x**2*sin(x)\"))\n", " output)\n", "(png-from-file (removing-all-tics-plot \"images/removing-all-tics-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DEFINING-TIC-VALUES-PLOT" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/defining-tic-values-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun defining-tic-values-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output\n", " :terminal '(pngcairo)) ;\n", " (gp :unset :border)\n", " (gp :set :xtics :axis :nomirror)\n", " (gp :set :ytics :axis :nomirror)\n", " (gp :set :zeroaxis)\n", " (gp :set :polar)\n", " (gp :set :samples 500) \n", " (gp :set :grid)\n", " (gp :unset :raxis)\n", " (gp :set :xtics '(15 2 30))\n", " (gp :set :ytics '(10 2 20))\n", " (plot \"[0:12*pi] t\"))\n", " output)\n", "\n", "(png-from-file\n", " (defining-tic-values-plot \"images/defining-tic-values-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MAKING-THE-TICS-STICK-OUT-PLOT" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/making-the-tics-stick-out-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun making-the-tics-stick-out-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :set :tics 'out)\n", " (gp :set :grid 'nil)\n", " (plot \"[-3:3] tanh(x)\"))\n", " output)\n", "(png-from-file\n", " (making-the-tics-stick-out-plot \"images/making-the-tics-stick-out-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SETTING-MANUAL-TICS-PLOT" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bt+HJ+telH/6LQ//xwwNoS6ZV636fdr/P+jZOfjzaWcyKkz+v54ee56cX6LS0owCAJWG2gAUCQUxMzM6dOzMyMgghUql07dq1ERERffr00Z/w3Xffbd++Xf9xv379rK2t161bV1FRQQhRq9UrV64k/0ychhsfi/kC6y6vC2gHMUPh89041iR1h5R2EACwIIxvYSEWi4cMGZKZmRkREZGZmWlra3v27Nnw8HD9V6OjoyUSSVZWlv7TL7/8cvny5TY2NsHBwfn5+aWlpYsWLdq8eXMzz8ECNuIoTa7937B7ryYEO/gwO3HdYsnSFUcH5sTcaI8XGACgjmnvhEUIUSgUx44dy8rK8vb2fumllx7eC3r37t3V1dWLFi2qO1JQUPDHH38UFBR4eHj069evU6dOzX5/sy9gnZYcHZjdeZogZCaGvwy6+Yn4wV/Vo35rZIICAFgmky9gppl9AafulN7eI3sFC38ZplXrDkdnRy5y6zS1qfuFAIDlMOGtKOHp1Uo0catKBn/ji/ZlmhWXM3SP75XlRdXFatpZAMD84Zc62/311oNOU1zdu9rSDmIR3CNtu7whuLToAe0gAGD+UMCsVvBHVeHFqp6rPGkHsSA9P/QU36zJO11JOwgAmDkUMHtplLoL8wsHfOnDc8CPyXisbTkDt/lcXFCoqTXniQUAQB1+s7NX/HqxoDM/cLQT7SAWx2+4o1uYbcJnEtpBAMCcoYBZqixLmfRlaf9NXrSDWKgBX3onbpGU5yhpBwEAs4UCZqlLix50X+HhFIBbHtHh2I7X9S33S4sxGwsAmIICZqOcYxXl95QRC91oB7FoXd92L8tU3vu1gnYQADBPKGDW0Sh1V5YV9d/sbcXDPY9osrbhDPjK++LCQlUV7tIAAIaHAmadW59JhGF8v+GOtIMAaTfMsU1v+4SNmI0FAIaHAmaXqkL1rc2Sfp9i7hVb9N/klby9tCwLs7EAwMBQwOxydXlR2ByhcxDmXrGFgy+v2zKPK+8W0Q4CAOYGBcwiRVeqCy5URb3nQTsIPCJyiVtpcm3+OeyNBQCGhAJmC52WXFryoO+nXtj3im2sbTjRn7S5sqxIh8lYAGA4+F3PFmm7pNZ8TofxLrSDQCOCY1xsnKwz9spoBwEA84ECZgWFXBMnKhm41Ydg5RFb9fvc69oHJViSBACGggJmhfh14oAXndwjcc9B9vLsaec72CHhUyxJAgDDQAHTV3lflbZH1vND3HOQ7fqsb5O8rbQiT0U7CACYAxQwfbHvF4cvcHNsy6MdBJrh4MsLm+t27YNi2kEAwByggCmTJNbmn6vs+pY77SDQIlHvut//varkeg3tIABg8lDAlF15p6jnKk8bZ/wgTAPP0ar3as/L72BfDgB4Wvi9T1PuyYqKfFXIDAHtIPAEOr8uUJZp7h3HXZIA4KmggKnRaXRXlxf3+9TLiou1R6aEY0V6r2lz9f1inUZHOwsAmDAUMDW3v5PzBdYBLzrRDgJPLOBFJzt364wfy2gHAQAThgKmQ12jvf5RSZ/1bWgHgVbqs97r2spidQ325QCAVkIB03FrU6l3X3uvPva0g0Artelt5xFlm/K1lHYQADBVKGAKFHJN0pbSXh9h5w3T1meDV/x6iUKmoR0EAEwSCpiC+A2SoLHOrp34tIPAUxF05geMcrr1OTanBIDWMFIBl5SUxMbG5ubmtvD87Ozsq1ev5uTkMJqKihqxOm23tMdK3PTXHPRe45myQ1p5H5tTAsATY7yANRrN7Nmzvb29+/TpExAQ8Pzzz5eVNTV39MaNG127dm3fvn3fvn2DgoJCQ0OZTmhkN9aIO01xdWyHjSfNgYMvr8sbgptrxbSDAIDpYbyA16xZs3v37l27dlVUVJw5c+bq1avTp09/3Mm3b98eOnSojY3NyZMns7OzY2NjZ86cyXRCY6rIU93ZJ+/+Hoa/5iPqfY+7P5fLM5W0gwCAieHodAxuJqBUKj09PUePHr137179kY0bNy5fvvzOnTsdOnRoeP6IESOys7OTk5P5/Cd4f5TDYfZZGND56QUO3tzeH2P1kVm5+YlYmqZ49se2tIMAgIEx2i/MjoCvX79eVlb2wgsv1B158cUXCSHnzp1reHJJScmZM2dmzpyp1Wr/+uuv2NjY2tpaRuMZmTxTmXOsvOvbuO+CuYlY5Hb/90rZbQXtIABgSpgt4KysLELIw4Pd4OBgDoeTmZnZ8OT4+HidTieTydq1azdw4MA+ffr4+voePnyY0YTGFPdBcde33PkCa9pBwMB4jlaRS92vf1RCOwgAmBJmC7iiooIQ4ujoWHeEx+Px+Xz98XpKS0sJIRs2bFizZk1VVVVOTk5YWNjkyZMzMjKavRCnAZFIZLCnYQilybUFf1ZFLHCjHQQYET5fWHChSpJoVq/ZAFgUkUjUsEoYvSKzBczlcgkharX64YNqtZrHa2QOsP7k4cOHz507187OLiAgYM+ePUql8ocffmj2QroG2FbAsSuKu6/w4Dlh4bV54jlYdVvmfn01BsEApkokEjWsEkavyGwfeHl5EUKKi4vrjkilUrVarT9ej7e3NyGka9eudUeCg4OdnJzMYDVwcVxNaVJt6Gwh7SDAoLC5wuJrNeIEDIIBoEWYLeCoqChCyI0bN+qOxMXF1R2vJyIigsvlymSyuiNKpbKqqsrJyeTvF3T9o5Ko9zys+bjtoDnj2llFLXePW1Xc/KkAAEwXsJ+fX9++fXft2lVdXU0I0el0W7Zs8fT0HDZsmP6EpKSkmzdv6j92dXV94YUXfv75Z6n07w3ud+7cqdVqn332WUZDMk18s6Y0ubbLmwLaQYBxobOFpcmK4ms1tIMAgAlgfAVtfHz8wIED/f39R44cee3atcuXLx84cCAmJkb/1ejoaIlEop8sTQjJzs6Ojo62tbUdM2bMgwcPjhw5MmrUqF9++cXKqqk/FFi+Dvj4qNyAkU5h8/D6s0VI2SG9d6xi1G/+tIMAgAGY8DpgQkhUVNTNmzcHDx6clJQUFBR08eLFuvbVf7V37951nwYFBd26dWvixImZmZlarfabb745cuRI0+3LcuL4GklCTec3XGkHASMJmS6QpSsKL1XRDgIAbMfqsWMLsXkEfGJ0rt9wp/D5GP5akLQ9sqwDZaPPBtAOAgBPy7RHwJZMnFArvlnT5U0Mfy1L56muZXeVRVeqaQcBAFZDATPouqi4+/seXDv8I1sWKx6n2zL3m+txiyQAaAq6gSnihNqSGzVdpmPysyXq8qZAHF8rjsd0aAB4LBQwU/RrfzH8tUzWfE7Xt9ziN0hoBwEA9kI9MEJyq7Y4rjpkBoa/lit0trDwQpU0FbdIAoDGoYAZcePjkqjlGP5aNJ6DVfhCt4RP8U4wADQODWF4snTFg8vVoTMx/LV0EQvdcn+rLM9R0g4CAGyEAja8m+vEEYvcuPb4t7V0Ns5WobMECRvxTjAANAIlYWAVearc3yrC5mLnDSCEkMil7lmHyqoKVLSDAADroIANLH69OGyOkO9qTTsIsIKtm3XnaYJbm0ppBwEA1kEBG1L1A3XWwbKIRW60gwCLdH3bPf07WY1YTTsIALALCtiQbm2SdJriaufBpR0EWMTBhxs83iXpKyntIADALihgg6mVam5/K4tc6k47CLBOt2XuqTukqgot7SAAwCIoYINJ+rK0/TgXJz8e7SDAOs5BNm2fcUjdiUEwAPwLBWwYqipt6g5p13cw/IXGRb3nkfhFqUbJ0vtmAoDxoYANI2W7tO0zjq4dbGgHAZZyj7QVhvHv/CinHQQA2AIFbACaWl3iF5Lu72P4C02JWu6R8KlEhzeCAYAQggI2iPS9Mo8oO2GYLe0gwGq+gx1sXKxyfimnHQQAWAEF/LR0WpL4RWm3dzH8heZFLfe4uR63ZwAAQlDATy/7aLmNk5XPAAfaQcAEBL3krK7W3j9fRTsIANCHAn5atz6XRL3nQTsFmAgO6fq2e/wGDIIBAAX8dAovVNWWagLHONMOAiaj02uu8gyF+GYN7SAAQBkK+KkkfCbp+rYbB/+K0GJWPE7kYreET3GPQgBLh+poPVm6ouRGTeepAtpBwMSEzBLeP19VdldJOwgA0IQCbr34DZKIhW7WthzaQcDE8BysukwXJG3BPQoBLBoKuJWqClQ5/ysPnS2kHQRMUuQStzs/yWtLNbSDAAA1KOBWSvyitMsbAls3a9pBwCTZt+EGjnFO2YHbMwBYLhRwayjLtbe/k0UsdqMdBExYt3fdk7eWampxewYAC4UCbo2UHVL/EU648yA8DUFnvkeUXQZuzwBgqYxRwPv27QsPD7e1tQ0MDNywYYNO1/yf/Ldu3eJyuRwO5969e8wHfDJalS55a2nXt7H3JDytbu+4J3yG2zMAWCjGC/jQoUOTJ0+Oioo6fPjwpEmTVqxYIRKJmn6IVqudOXOmp6cn09laJ/NAmaAT370rbr0AT8t3iAPfxSr3RAXtIABAAeMFvHz58oEDB37//fejRo1au3btnDlzNmzYIJE0tQvBV199JZPJ5s2bx3S21kncLIl8C+/+gmFELnVP+AybcgBYImYLODk5OScnZ8qUKXVHpk6dqlAoTp069biH3L9/f+XKlVu3brW1ZeMQs+CPKlW1zm+4E+0gYCaCY5wr76uKYqtpBwEAY2O2gFNTUwkhoaGhdUfCw8Prjjdq/vz5zz///IgRIxgN1mq3Nkm6veOOvSfBUDjWnIiFbombsCkHgMXhMvrdpVIpIUQg+HezRnt7exsbG/3xho4cOXL+/Pn09HRGU7WaPENRcr1mxCE/2kHArITMENxYW1Keo3QOtKGdBQCMh9mhnH7CM4fTos0ay8vLFy5cuHr1al9f3ye9EKeBZqd6tULiF6Whc4TYexIMi+doFTJDmPQlBsEANIlEooZVwugVmS1goVBICJHJZHVHqqurlUql/ng9IpHIyclp6tSpcrlcLpfX1tYSQsrLyysrK5u9kK4BgxdwrVSTdbAsbC72ngTDi1jolrFXrizDzpQA1IhEooZVwugVmS1g/bu/KSkpdUf0Hz/8rnCdtLS0jIwMd3d3gUAgEAg++OADQkhkZOSwYcMYDdlCyVtLg15xtm/D7Iv2YJkcfLh+I5zS9siaPxUAzAWH0YbX6XRBQUEBAQF//PGH/siCBQt27959//59d/f6G1kkJSU9/N7wf//73x07duzfv79jx45RUVFNXIXDYfZZEEI0Ct3ewIwx5wKFIXxGLwQWS3yz5uQrea9ldbTi4j0OALZgtF+YHc9xOJx169ZNnDjx9ddfj4mJiY2N/frrr1esWFHXvv3795dIJPpZVxEREQ8/9saNG4SQ6OjogIAARkO2RMaPco9udmhfYI5HdzvHdrycXyraj3OmnQUAjIHxF1QnTJigVqvXrVu3f/9+b2/vjz/+ePny5XVfVavVarWa6QxPS0cSvyjtv9mLdg4wc12Xuid8LkEBA1gIxl+8NQKmX4LOP1t5+Z2iCYnBzF0CgBCi0+h+7JD53IF2bXrZ0c4CAIQw3C/YUaJ5iV+URi7B3pPAOI41J2KRW+Jm7EwJYBFQwM2QZyrFN2s6TnSlHQQsQsh0Qf7Zyoo8Fe0gAMA4FHAzkrZIQmdj8w0wEp6TVaeprinbsCkHgPlDATdFIddk7i8Lm4PNN8B4Ihe7p30rU1XiLsEAZg4F3JS0XTL/UU723th8A4zHyZ/nO8gh/Xs57SAAwCwU8GPpNLrk7dLIRZh+BcYWudQ9aYtEhzEwgFlDAT9W9tEKJz+eR3csCAFj8+5nb+NqnXeygnYQAGAQCvixErdIIhdj+At0hM93S/oKU7EAzBkKuHHi+JrKfFXAaCfaQcBCdZjgIkmqld1W0A4CAExBATcucXNpxEI3bIsPtFjzOaEzhUlbMQgGMFso4EZUP1DfO1HR+Q0B7SBg0cLmCDP3ldVKcZNgAPOEAm5Eyg5px0kutkJr2kHAotl7c/1fcEr/P9wkGMA8oYDr0yh1qTul4Qsw/asOtBAAACAASURBVAro67rULemrUp3G5O+YAgANoYDryzpY5hZhK+iMW/8CfR7d7ey9eTm/Yj0SgBlCAdeXvE0aPh/DX2CLiIXCZKxHAjBHKOBHiBNqqx+oAl5wpB0E4G/BMS7yO8rSpFraQQDAwFDAj0j6sjRsnhvHGquPgC2seJzQWQKsRwIwPyjgf9VKNDn/Kw+ZjtVHwC6hs4V3D5fXlmI9EoBZQQH/K22PNOglZ1s3rD4CdrHz5AaOdkrbg/VIAGYFBfw3nUaX+o0sbB5u/QtsFLHYPWU71iMBmBUU8N9yjlXYe3M9e+DeR8BGHt1s7b15945jPRKA+UAB/y15mzQCm28Ai0UsECZvk9JOAQAGgwImhBDZbYU0rTboFWfaQQAeq32MS2lyrTQF65EAzAQKmBBCkreVhs4SWttg9RGwl7UNJ2SmMOUbTMUCMBMoYKKq0GbuLwudidVHwHZhswWZ++SqCi3tIABgAChgcvs7WbtnHR18ebSDADTDwZfXdphj+vcYBAOYA4svYB1J2S4Nm4/VR2AawhcIk74sJViOBGD6LL2A889VcrgcnwEOtIMAtIjPAAeek3X+uUraQQDgaVl6ASdvk0YuwuojMCVhc4TJ2BoawPRxjXANhUJx/PjxzMxMb2/vMWPGuLq6Pu5MlUp18eLFtLQ0rVYbEhIybNgwDofBmckVeaoHl6ue/aktc5cAMLiOr7nE/qe4PEfpHGhDOwsAtB5Hp2P23SSJRDJ06NCMjIzw8PDMzEx7e/tz586FhoY2PPPWrVuDBw8uKyvz8vLSarUlJSXdunX75Zdf/Pz8mr4Eh9PKZ3H1/WKNQtt/k3crHgtA0eV3iqysSZ8NXrSDAJi5VvdLSzD+EvTixYtzc3MTExNv3LiRnZ3t4uLy2muvNfp8VCrVggULsrOzHzx4UFxcfOLEidTU1Llz5zIUTFOru/2tLHweXn8G0xM+T3j7O7mmFnOxAEwYsyNguVzu4eGxdOnSjRs36o/s3bt32rRpV65c6dOnT7MPnzBhwtGjRxUKRdOnte4vlPTvZFmHyked8H/SBwKwwfEXcoPHu3Se9tg3dADg6ZnwCDguLk6tVg8aNKjuyJAhQwghly9fbsnDdTqdnR1Td0dI3i4Nx+ojMFnh84VJX2IqFoAJY7aA8/LyCCEPv4nbtm1bKysr/fGmZWdnHzt2LCYmholgRbHVCqnGb4QTE98cwAj8n3dSVWhKrtfQDgIArcRsAdfU1BBC+Hx+3REOh8Pn86urq5t+YFVVVUxMjLu7+7p161pyIU4DIpGoifNTtknD5gk5lr4IC0wZh4TMFCZvx/2RAAxDJBI1rBJGr8hsBelfQH74TVydTqdQKJp+Ybm2tvall17Kycn57bff3N3dW3IhXQNNFHCNWH3vREXn17H5M5i2kBmCnP+V14jVtIMAmAORSNSwShi9IrMFrH/xOT8/v+5IQUGBVqv193/s1CelUvnyyy/HxcWdOnUqPDyciVRpu2TtxznbCq2Z+OYARsMXWAeOcU7/Tk47CAC0BrMF3LNnTy6Xe+HChbojf/75JyGkb9++jZ6vUqliYmIuXrx44sSJXr16MRFJp9Gl7pKFzcH0KzAHEQuFydtKdRqsRwIwPcwWsEAgiImJ2blzZ0ZGBiFEKpWuXbs2IiKibg3Sd999t337dv3HGo1m8uTJZ86cOXbsWP/+/RmKdO94haMv1yOKqcnVAMbkEWVn58nNO42toQFMD+M7YYnF4iFDhmRmZkZERGRmZtra2p49e7buteXo6GiJRJKVlUUI+eWXX8aOHevs7NyuXbuHv8Nff/3VxO6V5AnXaf064l6nKa4dJ2P1JJiJ9O9kWYfLRx3HinYAw2N0HTDje0F7eHjcvHnz2LFjWVlZ3t7eL7300sNtOmPGjLoZ0R07dly1alXD72BjY7ANb8vuKsUJtSN/cTHUNwSgrsNE16vvFcszla4dsDU0gClhfARsBC3/C+XyO0VWPE6fdW2YjgRgTFfeLSKE9N2IraEBDMyEd8JiFXWNNmOvPHQWVh+BuQmf73b7/2Tqai3tIADwBCyogLMOlnv2ssMd3MD8OPnz2vSyzzpUTjsIADwBCyrglO2l4fOw+gjMU/g8YcrX2BoawJRYSgGLE2qri9V+wx1pBwFghN/zTjUlmpIb2BoawGRYSgEnby0Nm+fGsWZ2Y08AWjhWJHSWIHUHtoYGMBkWUcAKuSb7aHmX17H2F8xZyAzh3SPltVIN7SAA0CIWUcC3v5UFjHKy82R80TMARbbu1gEvOGV8L6MdBABaxAIKWEdSv8Hmz2ARwuYKU3bIiMmv7QewCOZfwPm/V3LtOV597WkHAWCcV197rj0n/3dsDQ1gAsy/gFO2S8PnudFOAWAkYXOFKV9jKhaACTDzAq4qVBdeqOowAZs/g6Xo9Jrrg0vVlfdVtIMAQDPMvIBTv5F2nOzKczLzpwlQh2tv1WGCS9ouTMUCYDtzbiatWpe2R4bNn8HShM0Vpu6SalWYiwXAauZcwDm/VLh2sBGG2dIOAmBUgi58QWd+9lFsDQ3AauZcwCk7pKFYfQQWKWyuMAW7YgGwm9kWsCxdIU2rDRrrTDsIAAVBY53ld5TSVAXtIADwWGZbwKk7pCHTBdY22PwZLJEVl9PlTUHqTgyCAdjLPAtYXaPN+EkeMgOvP4PlCp0luPOTXFWlpR0EABpnngV856cy734OTv482kEAqHFsy/Pu75B5oIx2EABonHkWcMoOadhcDH/B0oXNFSZvLaWdAgAaZ4YFXBxXo5Rr2j3rSDsIAGV+zzmqq7TFcTW0gwBAI8ywgFN3SENnCzlm+MwAnhCHhMwUpmI9EgArmVtNKeSa7F/KO7/uSjsIACt0eVOQ/Ut5rVRDOwgA1GduBXz7W1nAi052HlzaQQBYwdbNOmCUU8b32BoagHXMq4B1JPUbGaZfATwsbK4webuUYGdoAJYxqwLO/72Sa8fxiranHQSARbz62Ns4W98/X0k7CAA8wqwKOOVradg8DH8B6gudJUj5GlOxANjFfAq4qlBd+GdVx4mYfgVQX8dJrgV/VFUVqmkHAYB/sbGAS0pKYmNjc3Nzn+hRabukwRNceE5sfEYAdPGcrIJfdUnbjUEwAIuwq640Gs3s2bO9vb379OkTEBDw/PPPl5W1aCM9rVqXtlsWhpsPAjxG2Bxh2m6ZToO5WABswa4CXrNmze7du3ft2lVRUXHmzJmrV69Onz69JQ+892uFc6CNW7gt0wkBTJRbhK1jW969E5iKBcAWHJ2OLX8RK5VKT0/P0aNH7927V39k48aNy5cvv3PnTocOHZp4IIfD+d+zOV3eEHSY6GKUpAAmKf17edbBslEn/GkHATAZHA6DLcmiEfD169fLyspeeOGFuiMvvvgiIeTcuXPNPlaSWBv0sjOD4QBMX/B455LrNeU5StpBAIAQVhVwVlYWIeThwW5wcDCHw8nMzGz2sV3eFFjzOQyGAzB9XDurTlNc03ZhVywAVmBRAVdUVBBCHB3/vYsRj8fj8/n64017cX13zqNEIhFzUQFMVOgswe3/k2mUbHnjCYA9RCJRvR6x4zgxekUWFTCXyyWEqNWPLFVUq9U8Hq/Zx0p093WPQgEDNOTaiS8M4WcfLacdBIB1RCJRvR6J++oeo1dkUQF7eXkRQoqLi+uOSKVStVqtPw4ABhE6W5j6DRYEAzQv5Rtm369hUQFHRUURQm7cuFF3JC4uru44ABhE0FhneYZCmqagHQSA1QovVjG9bp5Fy5AIIf369ROLxbdu3bK3t9fpdCNHjoyPj8/NzbW1bWqBL6PTxAHMT+x/itU12v6bvGkHAWCvMxPzvfvZRyx0t4hlSISQr776qrCwsGfPnsuWLRs0aNCZM2e2bt3adPsCwJMKnS3M2CtXV2tpBwFgqRqxOu90ZcfJzN5cgF0FHBUVdfPmzcGDByclJQUFBV28eDEmJoZ2KABz4+THa9PbPusQpmIBNC5tt6z9OGe+wJrRq5jDi7d4CRrgSd07XnFjrXjc1SDaQQBYR6clP7S/8/zhdh7d7SxlJywAMBr/kU7VRWpxfA3tIACsk3eywr6NtUd3O6YvhAIGsEQcKxI6U5DK8CoLAFOU/LU0bK6bES6EAgawUCEzBXd/LlOWaWgHAWCRijxV8bXq4Bhj3FwABQxgoew8uO2GOWb8IKcdBIBFUndIO08VcO2NUY4oYADLFTZXmLxdSjCFEYAQQohGqbv9f7LQ2QLjXA4FDGC5fAY5cDik8FIV7SAArJB9pNwtzNa1I984l0MBA1i00DnClB3YGhqAEEJSdkhD5wiNdjkUMIBF6/K6IP9MZXWxuvlTAcya7LaiLFMROJrZWxA+DAUMYNF4TlZBLzvf/hbrkcDSJW8rDZ0ltOJxjHZFFDCApQuf75a6Q8r0jV8A2ExVqc3cXxYyw0jTr/RQwACWzj3S1t6bm3eqknYQAGoyfpT7DnVw8OUZ86IoYAAgYXPdkr/GVCywXGk7jbT71cNQwABAgsc7l8TVVNxT0g4CQEHRlWpVta7tEAcjXxcFDACEa2fVaapr6k5MxQJLlLxdGjZXSIw3++pvKGAAIISQsLnCtD0yTS2mYoFlqZVocn+r6DTF1fiXRgEDACGEuLS3ce9qe/fnMtpBAIwqbY+0/cvOtkJr418aBQwAfwubK0zBVCywJDotSf1GZszdrx6GAgaAvwW+6FR5XyWOr6EdBMBI8k5V2HlYe/awo3J1FDAA/I1jzQmZIcRULLAcKV9Lw+bSGf4SFDAAPCxkhuDuoTJluZZ2EADGVeSqimKrg191oRUABQwA/7L34rZ7zjFjLwbBYP5Sdkg7TxNw7aj1IAoYAB4RNleYvF1KsBwJzJpGqUv/ThY6y6ibP9eDAgaAR/gMdLDicgouVNEOAsCgu4fK3CNtXTvyKWZAAQNAfaGzsR4JzBzd6Vd6KGAAqK/zVNf75yqrClS0gwAwojSptiJP5f+CE90YKGAAqI/nZBX8qsvtbzEVC8xTytfS0FlCK67Rd39+FAoYABoRNleYulOmVWMuFpgbZbk262BZyAya06/0UMAA0Ai3cFvnQJt7xypoBwEwsIy9snbPOdp7cWkHQQEDwGOEzRcmbyulnQLAwFK+kVGffqVnjALet29feHi4ra1tYGDghg0bdLrGX9SSy+WffvrpgAED3NzcBAJBv379fvnlFyPEA4BGtX/ZWZahlKYqaAcBMJiCP6uIVuczwIF2EEKMUMCHDh2aPHlyVFTU4cOHJ02atGLFCpFI1OiZt27dWr16dVBQ0CeffPLJJ58QQsaOHbtt2zamEwJAo6x4nC5vClK/wXokMB8pX0vD57sRyrOv/sZ53HjUUIKCgtq1a3fhwgX9p/Pnz9+zZ8/9+/fd3d3rnSkWi7lcrkDw9xvjKpWqW7du5eXleXl5TV+Cw2H8WQBYpqpC9YHwzCk5nWyc8XYVmLzqIvX+0Cf775nRfmH2f6rk5OScnJwpU6bUHZk6dapCoTh16lTDkz08POralxDC4/H69u1bWFjIaEIAaIKDD9d3iMOdfXLaQQAMIG2XNHi8C3v+mmQ2R2pqKiEkNDS07kh4eHjd8abpdLqrV6+GhYUxFw8AmhU2zy15aym2hgZTp1XrUneyZfqVHrMFLJVKCSEPj2vt7e1tbGz0x5u2efPmlJSUDz/8sCUX4jTwuHeaAeCJtB3qQDicwr+wNTSYtuwj5S7BNm4Rto87QSQSNawSRiMZciFUVVWVSvX33nW2tra2trb6l85b8RyOHTu2fPnyJUuWvPzyyy05H+8BAzAndJYgZbuUJRNHAVoneZs0YqFbEyeIRKKGIzdGO9iQI+BXXnlF8I/169cTQoRCISFEJvt3Q7vq6mqlUqk//jinT58eP3785MmTN23aZMB4ANA6XV4X5J+prCpU0w4C0ErSVEVZliJwDOXNn+sx5Aj4888/X7lypf5jPz8/8s+7vykpKdHR0frjKSkp5NF3hes5f/782LFjx4wZs2fPHqaH/wDQEjwnq+DxLrf3SHt84Ek7C0BrJH1ZGjZHaMVjV6cwu4BHp9MFBQUFBAT88ccf+iMLFizYvXt3o8uQCCGXLl0aMWLEsGHDfv75Zy63pX8cYBkSANOkaYpjz+ZMvdeJbb/CAJqlkGt+bH9nYmqHVmw/yWi/MLsZJofDWbdu3cSJE19//fWYmJjY2Nivv/56xYoVde3bv39/iUSSnp5OCLl9+/YLL7zg5OT06quvPrwH1ujRo21sbBjNCQBNE4bwXYL5Occq2r/iTDsLwJNJ/07uN8KJDZs/18N4oAkTJqjV6nXr1u3fv9/b2/vjjz9evnx53VfVarVa/fcbS6mpqRUVFRUVFZMnT374O4jF4kaHywBgTOHzhclbS1HAYGJ0JOVr6TPf+dLO0QhzePEWL0EDGIFWrfsh8M6oE/5NLOQAYJvckxXX/lM8Pj64dQ834Z2wAMBsWHE5obMEyduxNTSYkuRt0vAmVx9RhAIGgJYKnSPMOlhWK9XQDgLQIhX3lMXXqju86kI7SONQwADQUnYeXP+RThnfy5o/FYAFkrZKQ6YLufYsbTqWxgIAdgqfL0zeLtVpaecAaI66Wpv+vSx0tqD5UylBAQPAE/DqY88XWOedqqAdBKAZd34q8+5r7xzI3lWsKGAAeDLh84TJ2zAVC9guZYc0fAFLp1/poYAB4Ml0mOgqvlkjv6OgHQTgsQovVakqNO2GOdIO0hQUMAA8GWs+p/MbgpQdGAQDe6XoVx+xe+NUFDAAPLGwucKMvXJVFeZiARtVP1Dnn63sPNWVdpBmoIAB4Ik5+fF8Bjrc+VFOOwhAI1J2SDtMdLFxsaYdpBkoYABojfAFbklbpQSbwALLaJS6tN3SsHmsnn6lhwIGgNZoO9SBY0Xun6+kHQTgEXcPlwm62ApD+LSDNA8FDACtFD5fmPRlKe0UAI9I3iYNXyCknaJFUMAA0EqdprgWXa0pu6ukHQTgb5JbtVX3VYEvOtEO0iIoYABoJa6dVZc3BcnbMAgGtkj6qjRsrpBjze7lR/9AAQNA64XNE6Z/J1eWYz0S0KeQabKPlnd5k72bP9eDAgaA1nPy47Ud6pDxA9YjAX1pu2WBo53sPLm0g7QUChgAnkrEIrekLRLcHwno0ml0KV+zffPnelDAAPBUfAY62LhY55/BeiSg6e6Rckc/nmcPO9pBngAKGACeVtg8rEcCypK2lEYuNqXhL0EBA8DT6zjJVZxQI0vH/ZGADvHNmsoCdeBo01h9VAcFDABPy5rPCZkhwE2CgZZbm0sjFprM6qM6KGAAMICwOcLMfXJlmYZ2ELA41Q/UeScrQqabzOqjOihgADAAB19eu+GOt7+V0Q4CFid5e2mHSa7sv/dRQyhgADCMbm+7J34p1apxgyQwHo1Cl7ZbFmEimz/XgwIGAMPw6G7n2Jab80sF7SBgQTJ+lHv2tHPtZAL3PmoIBQwABtN1qfutzRLaKcCCJH9lequP6qCAAcBgAsc41RSri6/V0A4CFuH+75Vata7tUEfaQVoJBQwABsOx5oQvcEv8AoNgMIbELaWRS9yJiS0++pcxCvjOnTsLFy4cMWLEG2+8cfXq1ZY8pKSk5Nlnnx08eHBRURHT8QDAgLq8Kcg/W1mZr6IdBMycPFNZfK2m42QX2kFaj/ECvnXrVvfu3c+dOxcWFpaVldW/f/+ff/652UctWbLk0qVLFy5cqK2tZTohABiQjbNVp6muyVuxMyUwK3GzJGyOkGtnwq/jcnQ6ZtcM9O/fv6ioKDEx0cHBQafTjRgxIjEx8d69e7a2to97yOnTp8ePHz99+vTNmzfn5OQEBAQ0fQkOh/FnAQAtV5GrOtgja2pOJ56jCf9yBDarlWp+6nBnYmoHey9mbz7IaL8w+79HXl7e5cuXZ82a5eDgQAjhcDhLliwpLi4+d+7c4x5SU1Mzd+7c1atX+/j4MJoNABji5M/zHeSQ/j1uEgxMSflaGjTWmen2ZRqzBRwfH08I6dmzZ92R3r171x1vlEgkcnFxWbBgAaPBAIBRkUvdcZNgYIhGqUveVhqxyFRXH9Vh9s8H/RSqNm3a1B0RCoVcLvdxU6uSkpK++OKLixcvWlub3qZiAFDHu589X2ide6Ii4EUTu0ENsF/mPrl7pK1bxGPfxzQVzI6A1Wo1IYTLfaTmuVyuStXIDEmtVjtr1qw33nhDP0p+IpwGRCJRa1MDgAFELna/tQnrkcDwbm0u7brU3eDfViQSNawSg1/lYYYs4Pnz53f9x44dOwghTk5OhJDKysq6c1QqlUKh0B+vZ/v27dnZ2evWrWvFpXUNoIAB6Gof41yeo8SmHGBY+WcrdVrS7lnDb74hEokaVonBr/IwQ74E3b9/f29vb/3HISEhhJDg4GBCSFZWVlRUlP743bt3dTpdhw4dGj78+PHjGo1myJAh+k/FYjEhZOTIkT169Ni7d68BcwKAEVhxOZGL3RI3S5470I52FjAftzZJur7lZrqbbzzMkAU8ceLEekd69uzp7Ox84sSJ8ePH64/8+uuvhJBhw4Y1fPhrr70WHR1d9+mVK1cKCwufe+65sLAwA4YEAKMJmSG8sTaj7K7Spb0N7SxgDuQZCsmt2pFH/WkHMQzGV9B++OGHa9eu3bNnT0xMTGxs7Lhx44YMGXLkyBH9VxctWlRWVvb99983fOBnn322bNkyrAMGMGlX3ytW12gHbPGmHQTMwR8zCpwCbHqs9DDaFRntF8YXUX344YeFhYXTp09/4403CCHPPffct99+W/fVuLg4iQTTNADMVsQit/1hmT0/9LR1w9IGeCo1Jerso+WTMzrSDmIwRho7FhcXZ2dne3t71xvOxsfHq1SqRqc95+fn3717Nzo6uok9s/QwAgZgs9/fKHDtYNN9hfFGLWCW4laV1JSoB31t1D2aGO0Xc6guFDAAm0lTav/37L2pOZ2sbc1i5gzQoK7W/hB0Z+ylINcORp1PYMJbUQIACMNsPbrZZfyEnSmh9dL2yLwH2Bu5fZmGAgYAxnV92y3hU+xMCa2k0+iStpR2fdvwm2/QhQIGAMa1fcaR52CVd7KCdhAwSVkHyx3a8ryi7WkHMTAUMAAYQ9e33RI+w5IHaI2EzyRRy8xt+EtQwABgHMHjXcpzlCU3sDMlPJn8c5UahdZ/pBne1QMFDADGYMXlRC51j98gph0ETEzCRkm3ZR7msfdkPShgADCS0JmCwovVstsK2kHAZJQm1cpuKzpMdKEdhBEoYAAwEq69Vfg8Ie5RCC0Xv0ESucTN2sYcx78oYAAwpvCFbtlHy6sK1bSDgAmouKfMO1URMkNAOwhTUMAAYDy2QutOU10Tv8AgGJp3a3NpyCyhjYvZ7iKOAgYAo+q61P32tzKFXEM7CLBabanmzo/yiIVutIMwCAUMAEbl2I4X8KJz8jYp7SDAaklflraPcXHwYfyWfRShgAHA2KKWuydvLVXXYGtKaJyqQpu8vbTbO2a4+cbDUMAAYGyCznyvaPv0/8PtGaBxydtL/Uc4uQSb1a0XGkIBAwAFUe97JHwm0apxI1GoT1OrS/pKGrXczIe/BAUMAFS06WXn5M/LOlhGOwiwTtpuaZtedsIwW9pBGIcCBgA6opZ7xG+QEIyB4SFalS7hM0n39z1oBzEGFDAA0OE3wtHahpPzK+5RCP+685PctRPfs6cd7SDGgAIGAGq6v+9xc20J7RTAFjotSfhU0mOFRQx/CQoYACgKGuusqtbln62kHQRY4e7PZTxna59BDrSDGAkKGADo4ZDu77nfWIt7FAIhhMRvkPT8wFKGvwQFDAB0dZjgUlWgevBXNe0gQFnubxU6jc7/eSfaQYwHBQwANHGsOVHLPW58jHeCLd311SXdV3gQ87zxYONQwABAWedprrJ0Rcn1GtpBgJq8U5WqCm37V1xoBzEqFDAAUGbF43R92/3mOrwTbLlurC3p8aEnx8IaycKeLgCwUuhMYXFcTWlyLe0gQEHe6craUk1wjGUNfwkKGADYwNqWE7HILX69hHYQoODGxyU9LW/4S1DAAMAS4XOF+Wcr5XcUtIOAUeWfrawt1QSPt7jhLyGEo9MxvhOrQqE4fvx4Zmamt7f3mDFjXF1dmz7/wYMHJ0+eLC4u9vLyGjBgQHBwcNPnczjGeBYAwLQba8XydMWwH9rSDgLGc3RgTthcYYeJLC1gRvuF8eqSSCRDhw7NyMgIDw/PzMy0t7c/d+5caGjo487/5ptvlixZolQq27ZtK5FI7OzsJJJmXpVCAQOYB1Wl9scOd146HyjowqedBYwh/2zlxfmFk2534FizdPkRo/3C+EvQixcvzs3NTUxMvHHjRnZ2touLy2uvvfa453P8+PE5c+bMnDmzvLw8Nze3oqLi5MmTTCcEAJbgOVpFLnW//hHWBFuKG2vEPUWerG1fpjE7dpTL5R4eHkuXLt24caP+yN69e6dNm3blypU+ffo0PD88PNzDw+P8+fNPdBWMgAHMhqpK+2PwnRdPBbhHmv/tYC1c/rnKi/MKJ6Z1sOKyt4BNeAQcFxenVqsHDRpUd2TIkCGEkMuXLzc8OSsrKyUlZdKkSXFxcR9//PH69evj4uIYjQcAbMNzsIp61/36agyCzd+N1eIeH3qyuX2ZxmwB5+XlEUL8/PzqjrRt29bKykp/vJ7U1FRCyK+//jpw4MDjx4/v3Lmzd+/eb7/9NqMJAYBtQucIi6/ViBOwJtic5Z+trBGrO7J17pVxMFvANTU1hBA+/9/5FBwOh8/nV1c3svF6RUUFIeTs2bPXrl2LjY29e/fuvHnzNm3a1JJXpDkNiEQigz0NADAirp1V1HL366Ji2kGAQdc+LOm9pg2r3v0ViUQNq4TRKxqygPUTmPVOnTpFCLGzsyOEKBT/LuzT6XQKhUJ/vB79wXHjxkVGybd+SgAAGTRJREFURhJCOBzO2rVrCSHHjh1r9tK6BlDAAKYrdLZQkqQovobdoc1T9i/l6mpt0MvOtIM8QiQSNawSRq9oyAK+d+9eyj9KSkrIPy8+5+fn151TUFCg1Wr9/f0bPlx/8sOvV7u6ujo7O+u/FQBYDmsbTtRyTIc2TzotuS4q6bO+jQVufVUP14Dfa926dfWO9OzZk8vlXrhwYeTIkfojf/75JyGkb9++DR8eERHh5OSUk5NTd6S0tLS8vNzb29uAIQHAJIRMFyRslBReqvIZ4EA7CxhS5n45z9HKou77+zjM/gUiEAhiYmJ27tyZkZFBCJFKpWvXro2IiKhbg/Tdd99t375d/zGfz3/zzTcPHz4cGxtLCNFoNO+++y4hJCYmhtGQAMBCVjxOj5UecaswCDYrWpUuTlQSvbYN7SCswPgKWrFYPGTIkMzMzIiIiMzMTFtb27Nnz4aHh+u/Gh0dLZFIsrKy9J9WVVWNHDny8uXLXbp0EYvFYrH4k08+Wb58eTPPAeuAAcyRTqM7EJHV73NvvxGOtLOAYaTulGYfKX/xVADtIC1l2ltREkIUCsWxY8eysrK8vb1feumlh/eC3r17d3V19aJFi+qOaLXa06dPJyYm2tvbDx8+vFOnTs1+fxQwgLnKPlIe91HJqwnBeL/QDGhqdT92vDPikF+b3o3Mw2Unky9gpqGAAczYz/2yw+cLO05q5iYuwH6JmyWFf1U//7Nf86eyhgnvhAUA8JT6rG8T+58SjQJ/ZJs2VaU2fqOk1ypP2kFYBAUMAKzmM8BBGMJP3SmlHQSeSuJmSbthjm4R2OL7XyhgAGC7Puvb3FwrVpZraQeBVqopUSd+WdpThOHvI1DAAMB2buG27Z51vLWpmVuDA2vFrSrpPE3g0t6GdhB2QQEDgAnovcYzeWtpdbGadhB4YvIMxd2fy7u/70E7COuggAHABDgF2HR6zfXmWjHtIPDErrxbFPWeu62bNe0grIMCBgDT0P0/Hnf2y8vuKmkHgSdQeKmqNFkRPt+NdhA2QgEDgGmw8+B2fcv96ntFtINAi+nI1eXF0WvbWPNZdNtB9kABA4DJ6LrUveRGbeHFKtpBoEUyD5ZparXBr7rQDsJSKGAAMBnWtpw+69r8teSBDiuSWE+j1F1bWdz3Uy9sI/o4+IcBAFPS4VUXroPVnZ/ktINAM1K2lQq68Ns+gxtpPBYKGABMCof0/dQr9j/F6mqMgtmrVqqJ3yDps96LdhBWQwEDgInxirb37m+f8Bn25WCvuA+L28e4CEP4tIOwGgoYAExP341eSV+VVuaraAeBRkhTFVmHynth48nmoIABwPQ4tuWFzhLGrSqhHQQacXFhYa+PPLHzRrNQwABgkrq/75F3uqLkRg3tIPCIrINlCpkmdKaAdhATgAIGAJPEc7TqJWpz+a0igjsFs4a6Rnvl3aIBW7w51th5o3koYAAwVV2mCzRKbcYPWJLEFvEbJF597X0GOtAOYhpQwABgqjhWZNA2nyvvFSnkGtpZgFTmq5K3lfZZh6VHLYUCBgAT5tHdLnC087UPMBuLvr+WPohc4u7kz6MdxGSggAHAtEV/0ubu4TJxQi3tIBbt/vkqcUJtt7fdaQcxJShgADBttkLr6LVtLswrxAbRtGiUuosLCvtv8rK2xdyrJ4ACBgCT1+UNAYdDbv+fjHYQC5WwUeIcaBM4xpl2EBODAgYA08chg7/xufaf4loJZmMZW9ldZeIXkkHbvGkHMT0oYAAwB27htsHjXWJXFtMOYnEuLX7Q/X0PpwAb2kFMDwoYAMxE7zWe934tL7paTTuIBcn8b1nVfVXEYjfaQUwSChgAzISNi/WALT7n3yzQ1GJzLGNQlmuvvFM06GsfKy7mXrUGChgAzEf7cc7CUP6NtVgWbAyxK4oCRjl59bGnHcRUoYABwKwM3OqTulMmjsdNGphVcqMm+2h59CdtaAcxYcYo4H379oWHh9va2gYGBm7YsEGne+yrQ1VVVStXruzQoYOdnZ2/v/+MGTMKCwuNkBAAzIa9F7fvhjZ/zCrUqvFCNFO0at2fswr6bvTiC3DPwdZjvIAPHTo0efLkqKiow4cPT5o0acWKFSKR6HEnv/HGGxs3bpw4ceLBgweXLFly5MiR4cOHK5VKpkMCgDnpPE1g525963MJ7SBmK36d2N6L13GyK+0gpo3TxHjUIIKCgtq1a3fhwgX9p/Pnz9+zZ8/9+/fd3evvWFZZWeni4jJnzpxt27bpj+zcuXP27NmxsbG9e/du4hIcDuPPAgBMS0We6mD3rJcvBgm68GlnMTeSxNpjz94bf7O9Yzvz3/aZ0X5hdgScnJyck5MzZcqUuiNTp05VKBSnTp1qeLJKpdJqtW5u/05n13+s1WJ/OQB4Mk5+vF6rPM9PL8D+lIalUerOTb3f73MvS2hfpjFbwKmpqYSQ0NDQuiPh4eF1x+sRCAQTJ07csWPHuXPn5HL5zZs3P/roo379+jU9/AUAaFTYPDeONUnZXko7iFm5sbrEOdCm0xS8+GwAzBawVColhAgEgroj9vb2NjY2+uMN7d27d+zYsc8++6xAIOjRo0ebNm1+++03K6vmQ3IaaOKdZgCwBBwrMnS37/XVYlm6gnYWM1FyvSZtt2zwDh/aQRghEokaVgmjVzRkAVdVVcn/UVtbSwjRv3Te8ufw/vvv79+/f+PGjb///vuuXbvS09NfeOEFhaL5/3l0DaCAAcC1E7/XR55nJ9/XKDFN5GlpFLrf3ywY8KW3vReXdhZGiESihlXC6BUNWcCvvPKK4B/r168nhAiFQkKITPbvLUqqq6uVSqX+eD3x8fGfffbZhg0bli1bNnTo0BkzZhw4cOCvv/7au3evAUMCgEUJmyt08OVe/whbczytayuLXYNtgse70A5iPgz5h8znn3++cuVK/cd+fn7kn3d/U1JSoqOj9cdTUlLIo+8K10lKSiKEdO/eve5Ijx49yGPeMAYAaKGhu30PdM3yG+HoM8CBdhZTVXSlOuMn+YTEYNpBzIohR8ChoaH9/6Ev4PDw8ICAgJ9++qnunL179/L5/BEjRjR8uJeXFyHk2rVrdUdiY2MJIb6+vgYMCQCWxs6TO3SX77mpBcoy3KywNRQyzZnJ94d842vnYZ4vPtPC+AraAwcOTJw4cdq0aTExMbGxsZ988smKFSvWrFmj/2r//v0lEkl6ejohRKVSRUZG5uXlLVu2LCoqKjs7e/369SqVKiUlRd/Nj30OWAcMAM25MK9QVaEd9kNb2kFMjY6cfCXPKYDXf5Ml3vGX0X4xRnX9+OOP69aty8rK8vb2nj179vLly+smNkdHR0skkqysLP2nYrF4zZo1v/32W0FBgYeHx8CBA1evXh0UFNT090cBA0Cz1NXag93v9vzQs8NEvIv5BBK3lN75Uf7y5SBrG0u85ZHJFzDTUMAA0BLimzW/jsyNiWvv5I9NJFpE/y827mqQc5AN7Sx0mPBOWAAA7OHR3a77+x4nX8nDDYNbQlmuPT0hf9A2H4ttX6aZw9gRI2AAaLlzU+8TQobtxZvBzTg7+T5fYDVwq3luu9FCGAEDABjMoK99xPE1aXtkzZ9qwVJ2SEuTa/t+2tQEWHhKKGAAsCw8B6vnf/aLXVEsvllDOwtLlVyviVtVMuJwO64dOoJB+McFAIvj2ok/ZKfPyVfyaiVYGVxfdZH61Li8obt9XTviTo7MQgEDgCUKHOMcPN7l9IR8nQYzSP6lUepOj88PnS0MeNGJdhbzhwIGAAsV/UkbnVYXtwrbRP/rwpxCe29u9/c9aAexCChgALBQVlzO8APt7uwvS/8OE7IIISRxS6k4oWbot77EErfcoAAFDACWy86TO+qE/9X3ivPPVtLOQtn93yvj14mf//n/27v7oKauvA/gJ4QEMEB4URQIRCtuEQUeqbgVX7ICFsWi1LFlU22na3ctaLc4bndLfXxaWqal2K6C1VK13TqtrdDZXbFKtfgGcSkIrfhA1TSCBAgC8iKYEAKE3P0jnWwWnRaF5Nwk389fybnnht/k8Msv9+See4N5AtQFK8EbDQAOzTvUJaEw6PQGVc+VX771uL3qaxg6vUGV8GUQrrlhTSjAAODoAiSCxbumnXi8Sduupx0LBdp2/fEVyl+/OTVgKW7XaFUowAAA5FfrvcI2ep14vGm430A7Fqsa6hs5kagMfc477A/etGNxOPZwEUdcihIAJsS5ja26bv3KfwZzuA5xGpJea/gqQek3323xbke81eBY4FKUAADW8Jv9ASODzNmNrYwDHAYbhplTT7V4PsR3zBv9sgEKMADAT5x4nJVHg/tVw+d/b+81mCHnN93kOJHYj7HoiBoUYACA/3B2c0r8Stx7fVD2x5vEXn/aYojspbY7jUMJhUFOzii/1KAAAwD8F57A6fHi6Z2XdP/6UxvtWCYeYyBlm2/eqtauOhaMey3QhXcfAGA0vqfT6lPitn9py//UTjuWiWTQM+c2qm7LB9ecnsEXcmmH4+hQgAEA7oEv5Cadmq46q6nI6LCPuWj9gOHr5OahPkPSqek8D3z402cPC3iwDAkALETXNVK8pslDzIv7RMR1seGfS4fuGIpXN3mIebEfB+J337HDMiQAADpcJ3OTz85g9OSr5Updt63ePHigU38srnFyhGv8IRGqL3ugAAMA/ByuKyehMGhazKR/xNzoqx+iHc5967qs+/uvb4hXeSzZ448VR6xiD5O3mIIGACu49rfblds7Er4MsqFrJl8v6LuQ3rZ0r3/Ik0Lasdgki9YXeyhdKMAAYB3N32jOPKNakOk3d7MP7Vh+gUHPVLzS0fjVnZX/DPYNd6Udjq1CAf4FKMAAYDVq5VDJ0yo3P+fYjwNdfVm6kkfXPVIibeFwyWNfBLl4szRIm4CTsAAA2MJjOj+5dIYwhP9lVP1NWT/tcO5BdVbz5fyGKY+4PX5CjOrLZvZw7IgjYACwvuZTmrMbVXP+4DP//6aw5NTiob6R8j+3t5RofrM/MDjBnXY49gBHwGCTMjMzaYcA94BxmSjBK9xTLoW0V2r/sfBG+7facb7a+MdFeUJ9JLzeyZkjrZuF6msT7OHYEUfA7IRxYSeMywRjiOJIb0VGh/+iSQtzpnkE8x7sZcYzLgOd+vJt7e2V2tiPAgMkNnOGtk1woJOwamtry8rKqqurW1paEhISMjIyxrIXPlDYCePCThgXS9BrDTXvdtXu7Z6b5hv1ymSe4L4nFx9sXHRdIzV/7bp6sGf277wXvOHnPAmTmhPMgQpwfHz8uXPnQkJCGhsb169ff+jQobHshQ8UdsK4sBPGxXI0quGKVzpuyvrD/+gb9ntvV5/7OAHqfsfFVHpn/VYYlTHFXfSAR97w8yyaL84Wet0Hk5ubKxKJvLy8vLy8aMcCAHB/3EW85Z+LOmt0tXldh0MUM9d5Rrzo6xsxwWtwe64Oyg/dvva327N+K0y5HILSa7vYVYDnzp1LOwQAgHGZMs817pBo4Jb+ysHbxxObvGbxZ2/0DnrMfdLUcX3eqpuGrxf0Xj/Sp+semSVF6bUH7CrAAAD2wc3Pef7/Ton6y+QbR+9cL+y7kN7mIeYFP+YuWu4esFjAdR3TsiVNy3Bnja6rZqDltKZXMTRzneeSPf7+iwUc/NRrF1CAAQAsxYnHCXlKGPKUkBlhOqoGWk5rqjNvdV3WCQJ5ggBn9yCeu4gnCHDme3IXkXX/v7trZIgZumPQaw09Pwx21gw48ThT5rlNnuc6f4efKE7gxGPFamOYKHZSgDkc/F+yEcaFnTAu9CkIUYxu+59tf79Hz5OEnLRCQEABtQK8ZcuW8vJy4+PU1NTU1NQHfimc0gkAADaHWgFevHixv7+/8XFYWBitMAAAAKigVoClUimtPw0AAEAdu34D1mq1Wq2WEMIwzODgYFdXFyHEy8vL2ZldcQIAAIwTu66Js2PHjrfeemtUY3V19fz586nEAwAAYCHsKsCNjY1NTU2jGh955BEPDw8q8QAAAFgIuwowAACAg8D1VAAAAChAAQYAAKAABRgAAIACFGAAAAAKuJmZmbRjGJdbt27V1dWNjIzgFsIs0dTUVFdXJxaLzRtlMpmbm5tAICCEtLa2yuVyg8Hg6emJixJTV1ZWxuVyhUIh7UDsisFgaGhoUCgU/f39np6eXC53jDsifajQarVyuby9vd3Dw4PP5499x/GmD2Oz9Hr9pk2bnJx+OohfsWJFb28v7aCAycrKEggE5i21tbWEELlcvmvXrunTp5v+9+bMmVNWVkYrTjDicrnvvvsu7SjsSmFhofnKSV9f37y8vDHui/SxssbGxsTERFPR5fF46enpOp1ujLuPM31seAo6Kyvro48+OnjwoFqtLikpqaioeP7552kHBSQ6OvqFF14wbykqKgoNDX344YdLS0ufeOIJmUymVCq//vrroaGhFStW3L3yG6xpy5Yt8+bNox2FXfHz88vOzq6qqlIqlZWVlTExMenp6UePHh3LvkgfK1MqlX19fR9++KFcLr969erWrVvz8vK2bds2xt3Hmz4PXLrpGhwcFAqFzzzzjKklJyeHEKJQKChG5SDq6+vLy8sZhunq6qqoqGhoaDDfqlQqZTKZeUtUVFRGRgbDMMPDw+btFy5cIITk5uZaPmTHpdfrz58/39raajAY6urqKisrtVqteYfS0tLm5mZa4TkCjUbD5XLT0tKMT5E+rDI0NDSqJS4uTigUGh9bOn1s9Qi4urq6r69v1apVppakpCRCyJkzZ+gF5Sjy8/PXrl27Y8eO0NDQtLS00NDQpKSk/v5+49bPPvts5cqVps4tLS2XLl1KTk4mhIy6prfxhy7j1b/BQgYGBpYtW7Zz586wsLCUlJS1a9cGBgYeO3bM1CEuLq6wsJBihHZPo9EYDAaRSGR8ivRhFR6PN6pFLBYPDAwYH1s6fWy1ANfX1xNCZs2aZWoJCQnhcDjXr1+nF5QD6ejoqKqqam5urqmpuXz58sWLF1977bV79iwqKvL391+wYMHdmwoKCgghy5Yts2ysQMjevXtzc3OvXLmiUqk2bNjw9NNPd3R00A7Kzn377bfHjx/fv3//8uXLIyMj09LSTJuQPqylVquLi4tHvauWSx9bLcBqtZoQ4u7ubmrh8XguLi7GdrCC9957z83NjRASFhb20ksvffDBB/f8Ml5UVLRmzZq7T9esra3NzMyUSqWPPvqoNcJ1bKtXr05ISCCEcDic7OxsHo+3b98+2kHZue3btycnJ6empnZ2dmZlZXl7e5tvRfqw0+bNm3t7e3fu3GneaLn0sdUCbJyN0ev15o16vf7u+QSwBD6fHx4ebnoaHR2t0+kaGhpGdbt9+7ZMJjNOoJm7ceNGYmLinDlzDhw4YPFYgRDz+4kJBILZs2dfuXKFYjyOoLS0VK/Xt7S0pKSkJCUlff7556ZNSB922r59+xdffPHJJ59ERESYt1sufWy1AE+bNo0QYj4P0NPTo9frje1gaS4uLubfyl1dXQkhfX19o7qdOHFi0qRJo+ZzmpubY2NjfXx8Tp06ZT6HAZZjHCDzp3cPFkw4DocjEolyc3MjIiJ2795takf6sNCbb76ZnZ2dn58vlUpHbbJc+thqAY6KiiKEfPfdd6aWqqoqUztYmlqtNv/2o1AoCCEzZswY1a2oqMh8jR0hpLW1NTY21tXV9cyZMz4+PtaJFszPjWAYpr6+/u7BAsvx8fHp7u42PUX6sM0777zz+uuv5+bmbtq06e6tlksfWy3AwcHBMTExBw8eNP5wwjBMXl6en59ffHw87dAcxa5du4wPBgYG9u3bFxUVFRgYaN5Bp9N988035hNoHR0dsbGxhJBz5875+flZM1oHd+TIkba2NuPjgoIClUplXDUAliCXy82flpeXV1RULFy40LwR6cMeu3fvfvXVV7Ozs9PT0+/ZwXLp4/zLXdjq/fffX7p0aXR0dGJi4sWLF8vLywsKCkbNFYCFeHt7nzx58scff5w9e3ZxcfG1a9dKSkpG9Tl9+vTw8LD5mgqpVKpQKJKSkt5++21To0QiefLJJ60Ut6OKjIxcsGBBSkpKT0/P4cOH4+PjV69eTTsou/Xcc891d3eHh4cLhcLGxkaZTCYWi83/55E+7CGTybZt2zZ16lSVSvXiiy+a2nNycozX/iSWTB8bLsBRUVHff//9nj17amtrH3rooezs7EWLFtEOylHw+fzS0tKcnJyamprIyMgDBw6YzsYUi8VLliwhhBQVFcXGxnp6epr2EovFEonkzp07P/zwg6nRfC0ZWIhUKhWJRJ9++qlarX7jjTe2bt1q2iSRSIKCgijGZn/y8vKOHz8ul8vb2tpCQkLWr1//7LPPuri4mDogfdiDYRiJREIIMX9XyX+f4Wu59OEwDPPAO4Njevnllw8fPtze3v7z3VJSUtatW4ev53RpNBoPD4/8/PzU1FTasQAhSB+bYun0seEjYGA5XF8J4IEhfRyBrZ6EBRTNnDkzJiaGdhQwJlwuVyKRBAQE0A4EfoL0sSGWTh9MQQMAAFCAI2AAAAAKUIABAAAoQAEGAACgAAUYAACAAhRgAAAAClCAAQAAKEABBgAAoAAFGAAAgAIUYAAAAAr+DfT90EdFOf78AAAAAElFTkSuQmCC", "text/plain": [ "images/setting-manual-tics-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun setting-manual-tics-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :set :xtics '|('pi' pi, 'pi/2' pi/2, '2pi' 2*pi, '3pi/2' 3*pi/2, \"0\" 0)|)\n", " (plot \"[0:2*pi] sin(x)\"))\n", " output)\n", "(png-from-file\n", " (setting-manual-tics-plot \"images/setting-manual-tics-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SETTING-MANUAL-TICS-ENHANCED-PLOT" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bt+HJ+telH/6LQ//xwwNoS6ZV636fdr/P+jZOfjzaWcyKkz+v54ee56cX6LS0owCAJWG2gAUCQUxMzM6dOzMyMgghUql07dq1ERERffr00Z/w3Xffbd++Xf9xv379rK2t161bV1FRQQhRq9UrV64k/0ychhsfi/kC6y6vC2gHMUPh89041iR1h5R2EACwIIxvYSEWi4cMGZKZmRkREZGZmWlra3v27Nnw8HD9V6OjoyUSSVZWlv7TL7/8cvny5TY2NsHBwfn5+aWlpYsWLdq8eXMzz8ECNuIoTa7937B7ryYEO/gwO3HdYsnSFUcH5sTcaI8XGACgjmnvhEUIUSgUx44dy8rK8vb2fumllx7eC3r37t3V1dWLFi2qO1JQUPDHH38UFBR4eHj069evU6dOzX5/sy9gnZYcHZjdeZogZCaGvwy6+Yn4wV/Vo35rZIICAFgmky9gppl9AafulN7eI3sFC38ZplXrDkdnRy5y6zS1qfuFAIDlMOGtKOHp1Uo0catKBn/ji/ZlmhWXM3SP75XlRdXFatpZAMD84Zc62/311oNOU1zdu9rSDmIR3CNtu7whuLToAe0gAGD+UMCsVvBHVeHFqp6rPGkHsSA9P/QU36zJO11JOwgAmDkUMHtplLoL8wsHfOnDc8CPyXisbTkDt/lcXFCoqTXniQUAQB1+s7NX/HqxoDM/cLQT7SAWx2+4o1uYbcJnEtpBAMCcoYBZqixLmfRlaf9NXrSDWKgBX3onbpGU5yhpBwEAs4UCZqlLix50X+HhFIBbHtHh2I7X9S33S4sxGwsAmIICZqOcYxXl95QRC91oB7FoXd92L8tU3vu1gnYQADBPKGDW0Sh1V5YV9d/sbcXDPY9osrbhDPjK++LCQlUV7tIAAIaHAmadW59JhGF8v+GOtIMAaTfMsU1v+4SNmI0FAIaHAmaXqkL1rc2Sfp9i7hVb9N/klby9tCwLs7EAwMBQwOxydXlR2ByhcxDmXrGFgy+v2zKPK+8W0Q4CAOYGBcwiRVeqCy5URb3nQTsIPCJyiVtpcm3+OeyNBQCGhAJmC52WXFryoO+nXtj3im2sbTjRn7S5sqxIh8lYAGA4+F3PFmm7pNZ8TofxLrSDQCOCY1xsnKwz9spoBwEA84ECZgWFXBMnKhm41Ydg5RFb9fvc69oHJViSBACGggJmhfh14oAXndwjcc9B9vLsaec72CHhUyxJAgDDQAHTV3lflbZH1vND3HOQ7fqsb5O8rbQiT0U7CACYAxQwfbHvF4cvcHNsy6MdBJrh4MsLm+t27YNi2kEAwByggCmTJNbmn6vs+pY77SDQIlHvut//varkeg3tIABg8lDAlF15p6jnKk8bZ/wgTAPP0ar3as/L72BfDgB4Wvi9T1PuyYqKfFXIDAHtIPAEOr8uUJZp7h3HXZIA4KmggKnRaXRXlxf3+9TLiou1R6aEY0V6r2lz9f1inUZHOwsAmDAUMDW3v5PzBdYBLzrRDgJPLOBFJzt364wfy2gHAQAThgKmQ12jvf5RSZ/1bWgHgVbqs97r2spidQ325QCAVkIB03FrU6l3X3uvPva0g0Artelt5xFlm/K1lHYQADBVKGAKFHJN0pbSXh9h5w3T1meDV/x6iUKmoR0EAEwSCpiC+A2SoLHOrp34tIPAUxF05geMcrr1OTanBIDWMFIBl5SUxMbG5ubmtvD87Ozsq1ev5uTkMJqKihqxOm23tMdK3PTXHPRe45myQ1p5H5tTAsATY7yANRrN7Nmzvb29+/TpExAQ8Pzzz5eVNTV39MaNG127dm3fvn3fvn2DgoJCQ0OZTmhkN9aIO01xdWyHjSfNgYMvr8sbgptrxbSDAIDpYbyA16xZs3v37l27dlVUVJw5c+bq1avTp09/3Mm3b98eOnSojY3NyZMns7OzY2NjZ86cyXRCY6rIU93ZJ+/+Hoa/5iPqfY+7P5fLM5W0gwCAieHodAxuJqBUKj09PUePHr137179kY0bNy5fvvzOnTsdOnRoeP6IESOys7OTk5P5/Cd4f5TDYfZZGND56QUO3tzeH2P1kVm5+YlYmqZ49se2tIMAgIEx2i/MjoCvX79eVlb2wgsv1B158cUXCSHnzp1reHJJScmZM2dmzpyp1Wr/+uuv2NjY2tpaRuMZmTxTmXOsvOvbuO+CuYlY5Hb/90rZbQXtIABgSpgt4KysLELIw4Pd4OBgDoeTmZnZ8OT4+HidTieTydq1azdw4MA+ffr4+voePnyY0YTGFPdBcde33PkCa9pBwMB4jlaRS92vf1RCOwgAmBJmC7iiooIQ4ujoWHeEx+Px+Xz98XpKS0sJIRs2bFizZk1VVVVOTk5YWNjkyZMzMjKavRCnAZFIZLCnYQilybUFf1ZFLHCjHQQYET5fWHChSpJoVq/ZAFgUkUjUsEoYvSKzBczlcgkharX64YNqtZrHa2QOsP7k4cOHz507187OLiAgYM+ePUql8ocffmj2QroG2FbAsSuKu6/w4Dlh4bV54jlYdVvmfn01BsEApkokEjWsEkavyGwfeHl5EUKKi4vrjkilUrVarT9ej7e3NyGka9eudUeCg4OdnJzMYDVwcVxNaVJt6Gwh7SDAoLC5wuJrNeIEDIIBoEWYLeCoqChCyI0bN+qOxMXF1R2vJyIigsvlymSyuiNKpbKqqsrJyeTvF3T9o5Ko9zys+bjtoDnj2llFLXePW1Xc/KkAAEwXsJ+fX9++fXft2lVdXU0I0el0W7Zs8fT0HDZsmP6EpKSkmzdv6j92dXV94YUXfv75Z6n07w3ud+7cqdVqn332WUZDMk18s6Y0ubbLmwLaQYBxobOFpcmK4ms1tIMAgAlgfAVtfHz8wIED/f39R44cee3atcuXLx84cCAmJkb/1ejoaIlEop8sTQjJzs6Ojo62tbUdM2bMgwcPjhw5MmrUqF9++cXKqqk/FFi+Dvj4qNyAkU5h8/D6s0VI2SG9d6xi1G/+tIMAgAGY8DpgQkhUVNTNmzcHDx6clJQUFBR08eLFuvbVf7V37951nwYFBd26dWvixImZmZlarfabb745cuRI0+3LcuL4GklCTec3XGkHASMJmS6QpSsKL1XRDgIAbMfqsWMLsXkEfGJ0rt9wp/D5GP5akLQ9sqwDZaPPBtAOAgBPy7RHwJZMnFArvlnT5U0Mfy1L56muZXeVRVeqaQcBAFZDATPouqi4+/seXDv8I1sWKx6n2zL3m+txiyQAaAq6gSnihNqSGzVdpmPysyXq8qZAHF8rjsd0aAB4LBQwU/RrfzH8tUzWfE7Xt9ziN0hoBwEA9kI9MEJyq7Y4rjpkBoa/lit0trDwQpU0FbdIAoDGoYAZcePjkqjlGP5aNJ6DVfhCt4RP8U4wADQODWF4snTFg8vVoTMx/LV0EQvdcn+rLM9R0g4CAGyEAja8m+vEEYvcuPb4t7V0Ns5WobMECRvxTjAANAIlYWAVearc3yrC5mLnDSCEkMil7lmHyqoKVLSDAADroIANLH69OGyOkO9qTTsIsIKtm3XnaYJbm0ppBwEA1kEBG1L1A3XWwbKIRW60gwCLdH3bPf07WY1YTTsIALALCtiQbm2SdJriaufBpR0EWMTBhxs83iXpKyntIADALihgg6mVam5/K4tc6k47CLBOt2XuqTukqgot7SAAwCIoYINJ+rK0/TgXJz8e7SDAOs5BNm2fcUjdiUEwAPwLBWwYqipt6g5p13cw/IXGRb3nkfhFqUbJ0vtmAoDxoYANI2W7tO0zjq4dbGgHAZZyj7QVhvHv/CinHQQA2AIFbACaWl3iF5Lu72P4C02JWu6R8KlEhzeCAYAQggI2iPS9Mo8oO2GYLe0gwGq+gx1sXKxyfimnHQQAWAEF/LR0WpL4RWm3dzH8heZFLfe4uR63ZwAAQlDATy/7aLmNk5XPAAfaQcAEBL3krK7W3j9fRTsIANCHAn5atz6XRL3nQTsFmAgO6fq2e/wGDIIBAAX8dAovVNWWagLHONMOAiaj02uu8gyF+GYN7SAAQBkK+KkkfCbp+rYbB/+K0GJWPE7kYreET3GPQgBLh+poPVm6ouRGTeepAtpBwMSEzBLeP19VdldJOwgA0IQCbr34DZKIhW7WthzaQcDE8BysukwXJG3BPQoBLBoKuJWqClQ5/ysPnS2kHQRMUuQStzs/yWtLNbSDAAA1KOBWSvyitMsbAls3a9pBwCTZt+EGjnFO2YHbMwBYLhRwayjLtbe/k0UsdqMdBExYt3fdk7eWampxewYAC4UCbo2UHVL/EU648yA8DUFnvkeUXQZuzwBgqYxRwPv27QsPD7e1tQ0MDNywYYNO1/yf/Ldu3eJyuRwO5969e8wHfDJalS55a2nXt7H3JDytbu+4J3yG2zMAWCjGC/jQoUOTJ0+Oioo6fPjwpEmTVqxYIRKJmn6IVqudOXOmp6cn09laJ/NAmaAT370rbr0AT8t3iAPfxSr3RAXtIABAAeMFvHz58oEDB37//fejRo1au3btnDlzNmzYIJE0tQvBV199JZPJ5s2bx3S21kncLIl8C+/+gmFELnVP+AybcgBYImYLODk5OScnZ8qUKXVHpk6dqlAoTp069biH3L9/f+XKlVu3brW1ZeMQs+CPKlW1zm+4E+0gYCaCY5wr76uKYqtpBwEAY2O2gFNTUwkhoaGhdUfCw8Prjjdq/vz5zz///IgRIxgN1mq3Nkm6veOOvSfBUDjWnIiFbombsCkHgMXhMvrdpVIpIUQg+HezRnt7exsbG/3xho4cOXL+/Pn09HRGU7WaPENRcr1mxCE/2kHArITMENxYW1Keo3QOtKGdBQCMh9mhnH7CM4fTos0ay8vLFy5cuHr1al9f3ye9EKeBZqd6tULiF6Whc4TYexIMi+doFTJDmPQlBsEANIlEooZVwugVmS1goVBICJHJZHVHqqurlUql/ng9IpHIyclp6tSpcrlcLpfX1tYSQsrLyysrK5u9kK4BgxdwrVSTdbAsbC72ngTDi1jolrFXrizDzpQA1IhEooZVwugVmS1g/bu/KSkpdUf0Hz/8rnCdtLS0jIwMd3d3gUAgEAg++OADQkhkZOSwYcMYDdlCyVtLg15xtm/D7Iv2YJkcfLh+I5zS9siaPxUAzAWH0YbX6XRBQUEBAQF//PGH/siCBQt27959//59d/f6G1kkJSU9/N7wf//73x07duzfv79jx45RUVFNXIXDYfZZEEI0Ct3ewIwx5wKFIXxGLwQWS3yz5uQrea9ldbTi4j0OALZgtF+YHc9xOJx169ZNnDjx9ddfj4mJiY2N/frrr1esWFHXvv3795dIJPpZVxEREQ8/9saNG4SQ6OjogIAARkO2RMaPco9udmhfYI5HdzvHdrycXyraj3OmnQUAjIHxF1QnTJigVqvXrVu3f/9+b2/vjz/+ePny5XVfVavVarWa6QxPS0cSvyjtv9mLdg4wc12Xuid8LkEBA1gIxl+8NQKmX4LOP1t5+Z2iCYnBzF0CgBCi0+h+7JD53IF2bXrZ0c4CAIQw3C/YUaJ5iV+URi7B3pPAOI41J2KRW+Jm7EwJYBFQwM2QZyrFN2s6TnSlHQQsQsh0Qf7Zyoo8Fe0gAMA4FHAzkrZIQmdj8w0wEp6TVaeprinbsCkHgPlDATdFIddk7i8Lm4PNN8B4Ihe7p30rU1XiLsEAZg4F3JS0XTL/UU723th8A4zHyZ/nO8gh/Xs57SAAwCwU8GPpNLrk7dLIRZh+BcYWudQ9aYtEhzEwgFlDAT9W9tEKJz+eR3csCAFj8+5nb+NqnXeygnYQAGAQCvixErdIIhdj+At0hM93S/oKU7EAzBkKuHHi+JrKfFXAaCfaQcBCdZjgIkmqld1W0A4CAExBATcucXNpxEI3bIsPtFjzOaEzhUlbMQgGMFso4EZUP1DfO1HR+Q0B7SBg0cLmCDP3ldVKcZNgAPOEAm5Eyg5px0kutkJr2kHAotl7c/1fcEr/P9wkGMA8oYDr0yh1qTul4Qsw/asOtBAAACAASURBVAro67rULemrUp3G5O+YAgANoYDryzpY5hZhK+iMW/8CfR7d7ey9eTm/Yj0SgBlCAdeXvE0aPh/DX2CLiIXCZKxHAjBHKOBHiBNqqx+oAl5wpB0E4G/BMS7yO8rSpFraQQDAwFDAj0j6sjRsnhvHGquPgC2seJzQWQKsRwIwPyjgf9VKNDn/Kw+ZjtVHwC6hs4V3D5fXlmI9EoBZQQH/K22PNOglZ1s3rD4CdrHz5AaOdkrbg/VIAGYFBfw3nUaX+o0sbB5u/QtsFLHYPWU71iMBmBUU8N9yjlXYe3M9e+DeR8BGHt1s7b15945jPRKA+UAB/y15mzQCm28Ai0UsECZvk9JOAQAGgwImhBDZbYU0rTboFWfaQQAeq32MS2lyrTQF65EAzAQKmBBCkreVhs4SWttg9RGwl7UNJ2SmMOUbTMUCMBMoYKKq0GbuLwudidVHwHZhswWZ++SqCi3tIABgAChgcvs7WbtnHR18ebSDADTDwZfXdphj+vcYBAOYA4svYB1J2S4Nm4/VR2AawhcIk74sJViOBGD6LL2A889VcrgcnwEOtIMAtIjPAAeek3X+uUraQQDgaVl6ASdvk0YuwuojMCVhc4TJ2BoawPRxjXANhUJx/PjxzMxMb2/vMWPGuLq6Pu5MlUp18eLFtLQ0rVYbEhIybNgwDofBmckVeaoHl6ue/aktc5cAMLiOr7nE/qe4PEfpHGhDOwsAtB5Hp2P23SSJRDJ06NCMjIzw8PDMzEx7e/tz586FhoY2PPPWrVuDBw8uKyvz8vLSarUlJSXdunX75Zdf/Pz8mr4Eh9PKZ3H1/WKNQtt/k3crHgtA0eV3iqysSZ8NXrSDAJi5VvdLSzD+EvTixYtzc3MTExNv3LiRnZ3t4uLy2muvNfp8VCrVggULsrOzHzx4UFxcfOLEidTU1Llz5zIUTFOru/2tLHweXn8G0xM+T3j7O7mmFnOxAEwYsyNguVzu4eGxdOnSjRs36o/s3bt32rRpV65c6dOnT7MPnzBhwtGjRxUKRdOnte4vlPTvZFmHyked8H/SBwKwwfEXcoPHu3Se9tg3dADg6ZnwCDguLk6tVg8aNKjuyJAhQwghly9fbsnDdTqdnR1Td0dI3i4Nx+ojMFnh84VJX2IqFoAJY7aA8/LyCCEPv4nbtm1bKysr/fGmZWdnHzt2LCYmholgRbHVCqnGb4QTE98cwAj8n3dSVWhKrtfQDgIArcRsAdfU1BBC+Hx+3REOh8Pn86urq5t+YFVVVUxMjLu7+7p161pyIU4DIpGoifNTtknD5gk5lr4IC0wZh4TMFCZvx/2RAAxDJBI1rBJGr8hsBelfQH74TVydTqdQKJp+Ybm2tvall17Kycn57bff3N3dW3IhXQNNFHCNWH3vREXn17H5M5i2kBmCnP+V14jVtIMAmAORSNSwShi9IrMFrH/xOT8/v+5IQUGBVqv193/s1CelUvnyyy/HxcWdOnUqPDyciVRpu2TtxznbCq2Z+OYARsMXWAeOcU7/Tk47CAC0BrMF3LNnTy6Xe+HChbojf/75JyGkb9++jZ6vUqliYmIuXrx44sSJXr16MRFJp9Gl7pKFzcH0KzAHEQuFydtKdRqsRwIwPcwWsEAgiImJ2blzZ0ZGBiFEKpWuXbs2IiKibg3Sd999t337dv3HGo1m8uTJZ86cOXbsWP/+/RmKdO94haMv1yOKqcnVAMbkEWVn58nNO42toQFMD+M7YYnF4iFDhmRmZkZERGRmZtra2p49e7buteXo6GiJRJKVlUUI+eWXX8aOHevs7NyuXbuHv8Nff/3VxO6V5AnXaf064l6nKa4dJ2P1JJiJ9O9kWYfLRx3HinYAw2N0HTDje0F7eHjcvHnz2LFjWVlZ3t7eL7300sNtOmPGjLoZ0R07dly1alXD72BjY7ANb8vuKsUJtSN/cTHUNwSgrsNE16vvFcszla4dsDU0gClhfARsBC3/C+XyO0VWPE6fdW2YjgRgTFfeLSKE9N2IraEBDMyEd8JiFXWNNmOvPHQWVh+BuQmf73b7/2Tqai3tIADwBCyogLMOlnv2ssMd3MD8OPnz2vSyzzpUTjsIADwBCyrglO2l4fOw+gjMU/g8YcrX2BoawJRYSgGLE2qri9V+wx1pBwFghN/zTjUlmpIb2BoawGRYSgEnby0Nm+fGsWZ2Y08AWjhWJHSWIHUHtoYGMBkWUcAKuSb7aHmX17H2F8xZyAzh3SPltVIN7SAA0CIWUcC3v5UFjHKy82R80TMARbbu1gEvOGV8L6MdBABaxAIKWEdSv8Hmz2ARwuYKU3bIiMmv7QewCOZfwPm/V3LtOV597WkHAWCcV197rj0n/3dsDQ1gAsy/gFO2S8PnudFOAWAkYXOFKV9jKhaACTDzAq4qVBdeqOowAZs/g6Xo9Jrrg0vVlfdVtIMAQDPMvIBTv5F2nOzKczLzpwlQh2tv1WGCS9ouTMUCYDtzbiatWpe2R4bNn8HShM0Vpu6SalWYiwXAauZcwDm/VLh2sBGG2dIOAmBUgi58QWd+9lFsDQ3AauZcwCk7pKFYfQQWKWyuMAW7YgGwm9kWsCxdIU2rDRrrTDsIAAVBY53ld5TSVAXtIADwWGZbwKk7pCHTBdY22PwZLJEVl9PlTUHqTgyCAdjLPAtYXaPN+EkeMgOvP4PlCp0luPOTXFWlpR0EABpnngV856cy734OTv482kEAqHFsy/Pu75B5oIx2EABonHkWcMoOadhcDH/B0oXNFSZvLaWdAgAaZ4YFXBxXo5Rr2j3rSDsIAGV+zzmqq7TFcTW0gwBAI8ywgFN3SENnCzlm+MwAnhCHhMwUpmI9EgArmVtNKeSa7F/KO7/uSjsIACt0eVOQ/Ut5rVRDOwgA1GduBXz7W1nAi052HlzaQQBYwdbNOmCUU8b32BoagHXMq4B1JPUbGaZfATwsbK4webuUYGdoAJYxqwLO/72Sa8fxiranHQSARbz62Ns4W98/X0k7CAA8wqwKOOVradg8DH8B6gudJUj5GlOxANjFfAq4qlBd+GdVx4mYfgVQX8dJrgV/VFUVqmkHAYB/sbGAS0pKYmNjc3Nzn+hRabukwRNceE5sfEYAdPGcrIJfdUnbjUEwAIuwq640Gs3s2bO9vb379OkTEBDw/PPPl5W1aCM9rVqXtlsWhpsPAjxG2Bxh2m6ZToO5WABswa4CXrNmze7du3ft2lVRUXHmzJmrV69Onz69JQ+892uFc6CNW7gt0wkBTJRbhK1jW969E5iKBcAWHJ2OLX8RK5VKT0/P0aNH7927V39k48aNy5cvv3PnTocOHZp4IIfD+d+zOV3eEHSY6GKUpAAmKf17edbBslEn/GkHATAZHA6DLcmiEfD169fLyspeeOGFuiMvvvgiIeTcuXPNPlaSWBv0sjOD4QBMX/B455LrNeU5StpBAIAQVhVwVlYWIeThwW5wcDCHw8nMzGz2sV3eFFjzOQyGAzB9XDurTlNc03ZhVywAVmBRAVdUVBBCHB3/vYsRj8fj8/n64017cX13zqNEIhFzUQFMVOgswe3/k2mUbHnjCYA9RCJRvR6x4zgxekUWFTCXyyWEqNWPLFVUq9U8Hq/Zx0p093WPQgEDNOTaiS8M4WcfLacdBIB1RCJRvR6J++oeo1dkUQF7eXkRQoqLi+uOSKVStVqtPw4ABhE6W5j6DRYEAzQv5Rtm369hUQFHRUURQm7cuFF3JC4uru44ABhE0FhneYZCmqagHQSA1QovVjG9bp5Fy5AIIf369ROLxbdu3bK3t9fpdCNHjoyPj8/NzbW1bWqBL6PTxAHMT+x/itU12v6bvGkHAWCvMxPzvfvZRyx0t4hlSISQr776qrCwsGfPnsuWLRs0aNCZM2e2bt3adPsCwJMKnS3M2CtXV2tpBwFgqRqxOu90ZcfJzN5cgF0FHBUVdfPmzcGDByclJQUFBV28eDEmJoZ2KABz4+THa9PbPusQpmIBNC5tt6z9OGe+wJrRq5jDi7d4CRrgSd07XnFjrXjc1SDaQQBYR6clP7S/8/zhdh7d7SxlJywAMBr/kU7VRWpxfA3tIACsk3eywr6NtUd3O6YvhAIGsEQcKxI6U5DK8CoLAFOU/LU0bK6bES6EAgawUCEzBXd/LlOWaWgHAWCRijxV8bXq4Bhj3FwABQxgoew8uO2GOWb8IKcdBIBFUndIO08VcO2NUY4oYADLFTZXmLxdSjCFEYAQQohGqbv9f7LQ2QLjXA4FDGC5fAY5cDik8FIV7SAArJB9pNwtzNa1I984l0MBA1i00DnClB3YGhqAEEJSdkhD5wiNdjkUMIBF6/K6IP9MZXWxuvlTAcya7LaiLFMROJrZWxA+DAUMYNF4TlZBLzvf/hbrkcDSJW8rDZ0ltOJxjHZFFDCApQuf75a6Q8r0jV8A2ExVqc3cXxYyw0jTr/RQwACWzj3S1t6bm3eqknYQAGoyfpT7DnVw8OUZ86IoYAAgYXPdkr/GVCywXGk7jbT71cNQwABAgsc7l8TVVNxT0g4CQEHRlWpVta7tEAcjXxcFDACEa2fVaapr6k5MxQJLlLxdGjZXSIw3++pvKGAAIISQsLnCtD0yTS2mYoFlqZVocn+r6DTF1fiXRgEDACGEuLS3ce9qe/fnMtpBAIwqbY+0/cvOtkJr418aBQwAfwubK0zBVCywJDotSf1GZszdrx6GAgaAvwW+6FR5XyWOr6EdBMBI8k5V2HlYe/awo3J1FDAA/I1jzQmZIcRULLAcKV9Lw+bSGf4SFDAAPCxkhuDuoTJluZZ2EADGVeSqimKrg191oRUABQwA/7L34rZ7zjFjLwbBYP5Sdkg7TxNw7aj1IAoYAB4RNleYvF1KsBwJzJpGqUv/ThY6y6ibP9eDAgaAR/gMdLDicgouVNEOAsCgu4fK3CNtXTvyKWZAAQNAfaGzsR4JzBzd6Vd6KGAAqK/zVNf75yqrClS0gwAwojSptiJP5f+CE90YKGAAqI/nZBX8qsvtbzEVC8xTytfS0FlCK67Rd39+FAoYABoRNleYulOmVWMuFpgbZbk262BZyAya06/0UMAA0Ai3cFvnQJt7xypoBwEwsIy9snbPOdp7cWkHQQEDwGOEzRcmbyulnQLAwFK+kVGffqVnjALet29feHi4ra1tYGDghg0bdLrGX9SSy+WffvrpgAED3NzcBAJBv379fvnlFyPEA4BGtX/ZWZahlKYqaAcBMJiCP6uIVuczwIF2EEKMUMCHDh2aPHlyVFTU4cOHJ02atGLFCpFI1OiZt27dWr16dVBQ0CeffPLJJ58QQsaOHbtt2zamEwJAo6x4nC5vClK/wXokMB8pX0vD57sRyrOv/sZ53HjUUIKCgtq1a3fhwgX9p/Pnz9+zZ8/9+/fd3d3rnSkWi7lcrkDw9xvjKpWqW7du5eXleXl5TV+Cw2H8WQBYpqpC9YHwzCk5nWyc8XYVmLzqIvX+0Cf775nRfmH2f6rk5OScnJwpU6bUHZk6dapCoTh16lTDkz08POralxDC4/H69u1bWFjIaEIAaIKDD9d3iMOdfXLaQQAMIG2XNHi8C3v+mmQ2R2pqKiEkNDS07kh4eHjd8abpdLqrV6+GhYUxFw8AmhU2zy15aym2hgZTp1XrUneyZfqVHrMFLJVKCSEPj2vt7e1tbGz0x5u2efPmlJSUDz/8sCUX4jTwuHeaAeCJtB3qQDicwr+wNTSYtuwj5S7BNm4Rto87QSQSNawSRiMZciFUVVWVSvX33nW2tra2trb6l85b8RyOHTu2fPnyJUuWvPzyyy05H+8BAzAndJYgZbuUJRNHAVoneZs0YqFbEyeIRKKGIzdGO9iQI+BXXnlF8I/169cTQoRCISFEJvt3Q7vq6mqlUqk//jinT58eP3785MmTN23aZMB4ANA6XV4X5J+prCpU0w4C0ErSVEVZliJwDOXNn+sx5Aj4888/X7lypf5jPz8/8s+7vykpKdHR0frjKSkp5NF3hes5f/782LFjx4wZs2fPHqaH/wDQEjwnq+DxLrf3SHt84Ek7C0BrJH1ZGjZHaMVjV6cwu4BHp9MFBQUFBAT88ccf+iMLFizYvXt3o8uQCCGXLl0aMWLEsGHDfv75Zy63pX8cYBkSANOkaYpjz+ZMvdeJbb/CAJqlkGt+bH9nYmqHVmw/yWi/MLsZJofDWbdu3cSJE19//fWYmJjY2Nivv/56xYoVde3bv39/iUSSnp5OCLl9+/YLL7zg5OT06quvPrwH1ujRo21sbBjNCQBNE4bwXYL5Occq2r/iTDsLwJNJ/07uN8KJDZs/18N4oAkTJqjV6nXr1u3fv9/b2/vjjz9evnx53VfVarVa/fcbS6mpqRUVFRUVFZMnT374O4jF4kaHywBgTOHzhclbS1HAYGJ0JOVr6TPf+dLO0QhzePEWL0EDGIFWrfsh8M6oE/5NLOQAYJvckxXX/lM8Pj64dQ834Z2wAMBsWHE5obMEyduxNTSYkuRt0vAmVx9RhAIGgJYKnSPMOlhWK9XQDgLQIhX3lMXXqju86kI7SONQwADQUnYeXP+RThnfy5o/FYAFkrZKQ6YLufYsbTqWxgIAdgqfL0zeLtVpaecAaI66Wpv+vSx0tqD5UylBAQPAE/DqY88XWOedqqAdBKAZd34q8+5r7xzI3lWsKGAAeDLh84TJ2zAVC9guZYc0fAFLp1/poYAB4Ml0mOgqvlkjv6OgHQTgsQovVakqNO2GOdIO0hQUMAA8GWs+p/MbgpQdGAQDe6XoVx+xe+NUFDAAPLGwucKMvXJVFeZiARtVP1Dnn63sPNWVdpBmoIAB4Ik5+fF8Bjrc+VFOOwhAI1J2SDtMdLFxsaYdpBkoYABojfAFbklbpQSbwALLaJS6tN3SsHmsnn6lhwIGgNZoO9SBY0Xun6+kHQTgEXcPlwm62ApD+LSDNA8FDACtFD5fmPRlKe0UAI9I3iYNXyCknaJFUMAA0EqdprgWXa0pu6ukHQTgb5JbtVX3VYEvOtEO0iIoYABoJa6dVZc3BcnbMAgGtkj6qjRsrpBjze7lR/9AAQNA64XNE6Z/J1eWYz0S0KeQabKPlnd5k72bP9eDAgaA1nPy47Ud6pDxA9YjAX1pu2WBo53sPLm0g7QUChgAnkrEIrekLRLcHwno0ml0KV+zffPnelDAAPBUfAY62LhY55/BeiSg6e6Rckc/nmcPO9pBngAKGACeVtg8rEcCypK2lEYuNqXhL0EBA8DT6zjJVZxQI0vH/ZGADvHNmsoCdeBo01h9VAcFDABPy5rPCZkhwE2CgZZbm0sjFprM6qM6KGAAMICwOcLMfXJlmYZ2ELA41Q/UeScrQqabzOqjOihgADAAB19eu+GOt7+V0Q4CFid5e2mHSa7sv/dRQyhgADCMbm+7J34p1apxgyQwHo1Cl7ZbFmEimz/XgwIGAMPw6G7n2Jab80sF7SBgQTJ+lHv2tHPtZAL3PmoIBQwABtN1qfutzRLaKcCCJH9lequP6qCAAcBgAsc41RSri6/V0A4CFuH+75Vata7tUEfaQVoJBQwABsOx5oQvcEv8AoNgMIbELaWRS9yJiS0++pcxCvjOnTsLFy4cMWLEG2+8cfXq1ZY8pKSk5Nlnnx08eHBRURHT8QDAgLq8Kcg/W1mZr6IdBMycPFNZfK2m42QX2kFaj/ECvnXrVvfu3c+dOxcWFpaVldW/f/+ff/652UctWbLk0qVLFy5cqK2tZTohABiQjbNVp6muyVuxMyUwK3GzJGyOkGtnwq/jcnQ6ZtcM9O/fv6ioKDEx0cHBQafTjRgxIjEx8d69e7a2to97yOnTp8ePHz99+vTNmzfn5OQEBAQ0fQkOh/FnAQAtV5GrOtgja2pOJ56jCf9yBDarlWp+6nBnYmoHey9mbz7IaL8w+79HXl7e5cuXZ82a5eDgQAjhcDhLliwpLi4+d+7c4x5SU1Mzd+7c1atX+/j4MJoNABji5M/zHeSQ/j1uEgxMSflaGjTWmen2ZRqzBRwfH08I6dmzZ92R3r171x1vlEgkcnFxWbBgAaPBAIBRkUvdcZNgYIhGqUveVhqxyFRXH9Vh9s8H/RSqNm3a1B0RCoVcLvdxU6uSkpK++OKLixcvWlub3qZiAFDHu589X2ide6Ii4EUTu0ENsF/mPrl7pK1bxGPfxzQVzI6A1Wo1IYTLfaTmuVyuStXIDEmtVjtr1qw33nhDP0p+IpwGRCJRa1MDgAFELna/tQnrkcDwbm0u7brU3eDfViQSNawSg1/lYYYs4Pnz53f9x44dOwghTk5OhJDKysq6c1QqlUKh0B+vZ/v27dnZ2evWrWvFpXUNoIAB6Gof41yeo8SmHGBY+WcrdVrS7lnDb74hEokaVonBr/IwQ74E3b9/f29vb/3HISEhhJDg4GBCSFZWVlRUlP743bt3dTpdhw4dGj78+PHjGo1myJAh+k/FYjEhZOTIkT169Ni7d68BcwKAEVhxOZGL3RI3S5470I52FjAftzZJur7lZrqbbzzMkAU8ceLEekd69uzp7Ox84sSJ8ePH64/8+uuvhJBhw4Y1fPhrr70WHR1d9+mVK1cKCwufe+65sLAwA4YEAKMJmSG8sTaj7K7Spb0N7SxgDuQZCsmt2pFH/WkHMQzGV9B++OGHa9eu3bNnT0xMTGxs7Lhx44YMGXLkyBH9VxctWlRWVvb99983fOBnn322bNkyrAMGMGlX3ytW12gHbPGmHQTMwR8zCpwCbHqs9DDaFRntF8YXUX344YeFhYXTp09/4403CCHPPffct99+W/fVuLg4iQTTNADMVsQit/1hmT0/9LR1w9IGeCo1Jerso+WTMzrSDmIwRho7FhcXZ2dne3t71xvOxsfHq1SqRqc95+fn3717Nzo6uok9s/QwAgZgs9/fKHDtYNN9hfFGLWCW4laV1JSoB31t1D2aGO0Xc6guFDAAm0lTav/37L2pOZ2sbc1i5gzQoK7W/hB0Z+ylINcORp1PYMJbUQIACMNsPbrZZfyEnSmh9dL2yLwH2Bu5fZmGAgYAxnV92y3hU+xMCa2k0+iStpR2fdvwm2/QhQIGAMa1fcaR52CVd7KCdhAwSVkHyx3a8ryi7WkHMTAUMAAYQ9e33RI+w5IHaI2EzyRRy8xt+EtQwABgHMHjXcpzlCU3sDMlPJn8c5UahdZ/pBne1QMFDADGYMXlRC51j98gph0ETEzCRkm3ZR7msfdkPShgADCS0JmCwovVstsK2kHAZJQm1cpuKzpMdKEdhBEoYAAwEq69Vfg8Ie5RCC0Xv0ESucTN2sYcx78oYAAwpvCFbtlHy6sK1bSDgAmouKfMO1URMkNAOwhTUMAAYDy2QutOU10Tv8AgGJp3a3NpyCyhjYvZ7iKOAgYAo+q61P32tzKFXEM7CLBabanmzo/yiIVutIMwCAUMAEbl2I4X8KJz8jYp7SDAaklflraPcXHwYfyWfRShgAHA2KKWuydvLVXXYGtKaJyqQpu8vbTbO2a4+cbDUMAAYGyCznyvaPv0/8PtGaBxydtL/Uc4uQSb1a0XGkIBAwAFUe97JHwm0apxI1GoT1OrS/pKGrXczIe/BAUMAFS06WXn5M/LOlhGOwiwTtpuaZtedsIwW9pBGIcCBgA6opZ7xG+QEIyB4SFalS7hM0n39z1oBzEGFDAA0OE3wtHahpPzK+5RCP+685PctRPfs6cd7SDGgAIGAGq6v+9xc20J7RTAFjotSfhU0mOFRQx/CQoYACgKGuusqtbln62kHQRY4e7PZTxna59BDrSDGAkKGADo4ZDu77nfWIt7FAIhhMRvkPT8wFKGvwQFDAB0dZjgUlWgevBXNe0gQFnubxU6jc7/eSfaQYwHBQwANHGsOVHLPW58jHeCLd311SXdV3gQ87zxYONQwABAWedprrJ0Rcn1GtpBgJq8U5WqCm37V1xoBzEqFDAAUGbF43R92/3mOrwTbLlurC3p8aEnx8IaycKeLgCwUuhMYXFcTWlyLe0gQEHe6craUk1wjGUNfwkKGADYwNqWE7HILX69hHYQoODGxyU9LW/4S1DAAMAS4XOF+Wcr5XcUtIOAUeWfrawt1QSPt7jhLyGEo9MxvhOrQqE4fvx4Zmamt7f3mDFjXF1dmz7/wYMHJ0+eLC4u9vLyGjBgQHBwcNPnczjGeBYAwLQba8XydMWwH9rSDgLGc3RgTthcYYeJLC1gRvuF8eqSSCRDhw7NyMgIDw/PzMy0t7c/d+5caGjo487/5ptvlixZolQq27ZtK5FI7OzsJJJmXpVCAQOYB1Wl9scOd146HyjowqedBYwh/2zlxfmFk2534FizdPkRo/3C+EvQixcvzs3NTUxMvHHjRnZ2touLy2uvvfa453P8+PE5c+bMnDmzvLw8Nze3oqLi5MmTTCcEAJbgOVpFLnW//hHWBFuKG2vEPUWerG1fpjE7dpTL5R4eHkuXLt24caP+yN69e6dNm3blypU+ffo0PD88PNzDw+P8+fNPdBWMgAHMhqpK+2PwnRdPBbhHmv/tYC1c/rnKi/MKJ6Z1sOKyt4BNeAQcFxenVqsHDRpUd2TIkCGEkMuXLzc8OSsrKyUlZdKkSXFxcR9//PH69evj4uIYjQcAbMNzsIp61/36agyCzd+N1eIeH3qyuX2ZxmwB5+XlEUL8/PzqjrRt29bKykp/vJ7U1FRCyK+//jpw4MDjx4/v3Lmzd+/eb7/9NqMJAYBtQucIi6/ViBOwJtic5Z+trBGrO7J17pVxMFvANTU1hBA+/9/5FBwOh8/nV1c3svF6RUUFIeTs2bPXrl2LjY29e/fuvHnzNm3a1JJXpDkNiEQigz0NADAirp1V1HL366Ji2kGAQdc+LOm9pg2r3v0ViUQNq4TRKxqygPUTmPVOnTpFCLGzsyOEKBT/LuzT6XQKhUJ/vB79wXHjxkVGybd+SgAAGM5JREFURhJCOBzO2rVrCSHHjh1r9tK6BlDAAKYrdLZQkqQovobdoc1T9i/l6mpt0MvOtIM8QiQSNawSRq9oyAK+d+9eyj9KSkrIPy8+5+fn151TUFCg1Wr9/f0bPlx/8sOvV7u6ujo7O+u/FQBYDmsbTtRyTIc2TzotuS4q6bO+jQVufVUP14Dfa926dfWO9OzZk8vlXrhwYeTIkfojf/75JyGkb9++DR8eERHh5OSUk5NTd6S0tLS8vNzb29uAIQHAJIRMFyRslBReqvIZ4EA7CxhS5n45z9HKou77+zjM/gUiEAhiYmJ27tyZkZFBCJFKpWvXro2IiKhbg/Tdd99t375d/zGfz3/zzTcPHz4cGxtLCNFoNO+++y4hJCYmhtGQAMBCVjxOj5UecaswCDYrWpUuTlQSvbYN7SCswPgKWrFYPGTIkMzMzIiIiMzMTFtb27Nnz4aHh+u/Gh0dLZFIsrKy9J9WVVWNHDny8uXLXbp0EYvFYrH4k08+Wb58eTPPAeuAAcyRTqM7EJHV73NvvxGOtLOAYaTulGYfKX/xVADtIC1l2ltREkIUCsWxY8eysrK8vb1feumlh/eC3r17d3V19aJFi+qOaLXa06dPJyYm2tvbDx8+vFOnTs1+fxQwgLnKPlIe91HJqwnBeL/QDGhqdT92vDPikF+b3o3Mw2Unky9gpqGAAczYz/2yw+cLO05q5iYuwH6JmyWFf1U//7Nf86eyhgnvhAUA8JT6rG8T+58SjQJ/ZJs2VaU2fqOk1ypP2kFYBAUMAKzmM8BBGMJP3SmlHQSeSuJmSbthjm4R2OL7XyhgAGC7Puvb3FwrVpZraQeBVqopUSd+WdpThOHvI1DAAMB2buG27Z51vLWpmVuDA2vFrSrpPE3g0t6GdhB2QQEDgAnovcYzeWtpdbGadhB4YvIMxd2fy7u/70E7COuggAHABDgF2HR6zfXmWjHtIPDErrxbFPWeu62bNe0grIMCBgDT0P0/Hnf2y8vuKmkHgSdQeKmqNFkRPt+NdhA2QgEDgGmw8+B2fcv96ntFtINAi+nI1eXF0WvbWPNZdNtB9kABA4DJ6LrUveRGbeHFKtpBoEUyD5ZparXBr7rQDsJSKGAAMBnWtpw+69r8teSBDiuSWE+j1F1bWdz3Uy9sI/o4+IcBAFPS4VUXroPVnZ/ktINAM1K2lQq68Ns+gxtpPBYKGABMCof0/dQr9j/F6mqMgtmrVqqJ3yDps96LdhBWQwEDgInxirb37m+f8Bn25WCvuA+L28e4CEP4tIOwGgoYAExP341eSV+VVuaraAeBRkhTFVmHynth48nmoIABwPQ4tuWFzhLGrSqhHQQacXFhYa+PPLHzRrNQwABgkrq/75F3uqLkRg3tIPCIrINlCpkmdKaAdhATgAIGAJPEc7TqJWpz+a0igjsFs4a6Rnvl3aIBW7w51th5o3koYAAwVV2mCzRKbcYPWJLEFvEbJF597X0GOtAOYhpQwABgqjhWZNA2nyvvFSnkGtpZgFTmq5K3lfZZh6VHLYUCBgAT5tHdLnC087UPMBuLvr+WPohc4u7kz6MdxGSggAHAtEV/0ubu4TJxQi3tIBbt/vkqcUJtt7fdaQcxJShgADBttkLr6LVtLswrxAbRtGiUuosLCvtv8rK2xdyrJ4ACBgCT1+UNAYdDbv+fjHYQC5WwUeIcaBM4xpl2EBODAgYA08chg7/xufaf4loJZmMZW9ldZeIXkkHbvGkHMT0oYAAwB27htsHjXWJXFtMOYnEuLX7Q/X0PpwAb2kFMDwoYAMxE7zWe934tL7paTTuIBcn8b1nVfVXEYjfaQUwSChgAzISNi/WALT7n3yzQ1GJzLGNQlmuvvFM06GsfKy7mXrUGChgAzEf7cc7CUP6NtVgWbAyxK4oCRjl59bGnHcRUoYABwKwM3OqTulMmjsdNGphVcqMm+2h59CdtaAcxYcYo4H379oWHh9va2gYGBm7YsEGne+yrQ1VVVStXruzQoYOdnZ2/v/+MGTMKCwuNkBAAzIa9F7fvhjZ/zCrUqvFCNFO0at2fswr6bvTiC3DPwdZjvIAPHTo0efLkqKiow4cPT5o0acWKFSKR6HEnv/HGGxs3bpw4ceLBgweXLFly5MiR4cOHK5VKpkMCgDnpPE1g525963MJ7SBmK36d2N6L13GyK+0gpo3TxHjUIIKCgtq1a3fhwgX9p/Pnz9+zZ8/9+/fd3evvWFZZWeni4jJnzpxt27bpj+zcuXP27NmxsbG9e/du4hIcDuPPAgBMS0We6mD3rJcvBgm68GlnMTeSxNpjz94bf7O9Yzvz3/aZ0X5hdgScnJyck5MzZcqUuiNTp05VKBSnTp1qeLJKpdJqtW5u/05n13+s1WJ/OQB4Mk5+vF6rPM9PL8D+lIalUerOTb3f73MvS2hfpjFbwKmpqYSQ0NDQuiPh4eF1x+sRCAQTJ07csWPHuXPn5HL5zZs3P/roo379+jU9/AUAaFTYPDeONUnZXko7iFm5sbrEOdCm0xS8+GwAzBawVColhAgEgroj9vb2NjY2+uMN7d27d+zYsc8++6xAIOjRo0ebNm1+++03K6vmQ3IaaOKdZgCwBBwrMnS37/XVYlm6gnYWM1FyvSZtt2zwDh/aQRghEokaVgmjVzRkAVdVVcn/UVtbSwjRv3Te8ufw/vvv79+/f+PGjb///vuuXbvS09NfeOEFhaL5/3l0DaCAAcC1E7/XR55nJ9/XKDFN5GlpFLrf3ywY8KW3vReXdhZGiESihlXC6BUNWcCvvPKK4B/r168nhAiFQkKITPbvLUqqq6uVSqX+eD3x8fGfffbZhg0bli1bNnTo0BkzZhw4cOCvv/7au3evAUMCgEUJmyt08OVe/whbczytayuLXYNtgse70A5iPgz5h8znn3++cuVK/cd+fn7kn3d/U1JSoqOj9cdTUlLIo+8K10lKSiKEdO/eve5Ijx49yGPeMAYAaKGhu30PdM3yG+HoM8CBdhZTVXSlOuMn+YTEYNpBzIohR8ChoaH9/6Ev4PDw8ICAgJ9++qnunL179/L5/BEjRjR8uJeXFyHk2rVrdUdiY2MJIb6+vgYMCQCWxs6TO3SX77mpBcoy3KywNRQyzZnJ94d842vnYZ4vPtPC+AraAwcOTJw4cdq0aTExMbGxsZ988smKFSvWrFmj/2r//v0lEkl6ejohRKVSRUZG5uXlLVu2LCoqKjs7e/369SqVKiUlRd/Nj30OWAcMAM25MK9QVaEd9kNb2kFMjY6cfCXPKYDXf5Ml3vGX0X4xRnX9+OOP69aty8rK8vb2nj179vLly+smNkdHR0skkqysLP2nYrF4zZo1v/32W0FBgYeHx8CBA1evXh0UFNT090cBA0Cz1NXag93v9vzQs8NEvIv5BBK3lN75Uf7y5SBrG0u85ZHJFzDTUMAA0BLimzW/jsyNiWvv5I9NJFpE/y827mqQc5AN7Sx0mPBOWAAA7OHR3a77+x4nX8nDDYNbQlmuPT0hf9A2H4ttX6aZw9gRI2AAaLlzU+8TQobtxZvBzTg7+T5fYDVwq3luu9FCGAEDABjMoK99xPE1aXtkzZ9qwVJ2SEuTa/t+2tQEWHhKKGAAsCw8B6vnf/aLXVEsvllDOwtLlVyviVtVMuJwO64dOoJB+McFAIvj2ok/ZKfPyVfyaiVYGVxfdZH61Li8obt9XTviTo7MQgEDgCUKHOMcPN7l9IR8nQYzSP6lUepOj88PnS0MeNGJdhbzhwIGAAsV/UkbnVYXtwrbRP/rwpxCe29u9/c9aAexCChgALBQVlzO8APt7uwvS/8OE7IIISRxS6k4oWbot77EErfcoAAFDACWy86TO+qE/9X3ivPPVtLOQtn93yvj14mf//n/27v/qCbrPQ7g3zE2BgPGD0HAyTQhEQWK/FHodYkaiGDqqWhX63TJPFh5NTy3OF07WZ4ivOcqaB1NKzkdNelU4q/k4i+cciFJSUydEwQEdCigg7GNMZ7n/rHu7sKuP9m+z7b36689nz179jn78nk+PL8jBWL0BQfBDw0Abi0wxiulePjBhS2d5+7+6HFXpa03HVzYkvLtcNxzw5HQgAHA3UXIxVPWhu1Lb9JrzLRzoUCvMe9NbZz04dCIqXhco0OhAQMAkEcXBMRmBexLb+rrYWjn4lAmbf++tMaYVwJjXwuknYvbcYWbOOJWlAAwKI5ktRo7zLN+iOTx3eI0JLOe2ZPSGDree8o6d3zU4L3ArSgBABzh6c8j+nvZw1mtrBtsBjN9bOkLzf6PCN3zQb9cgAYMAPAbDwFv1q7Inpa+o4tcvQez5OjiqzwPkvwlLjqiBg0YAOB/PL090vbIbl3qVS69Slz10BZLlH+91tVgSike7uGJ9ksNGjAAwO8IxB7p+0fcOG08seIa7VwGH8uQY69fvV6tn707Es9aoAu/PgDAQEJ/jzmlsmsn9BUrNLRzGUyMmT2S1XJT1fvswZFCCZ92Ou4ODRgA4A8IJfyM0hEth3WVuW2usS/abGB+nHvFpGUySkcI/LDyp88VLuDBZUgAYCfG9v79zzb5yQTTt0r5Xk58uNTUxeyf0+QnEyR/OQzHfe8dLkMCAKBDNIQ/9/BI1kz2zGw0djjrw4MNN8y7pzcMiRfNKJKi+3IHGjAAwJ3wRbyU4uFhST7fJ13W1plop3Pf2n8xfjfpsmy235/Wh+OKI05xhZ232AUNAA5w4aubVe+2pXw73InumXxpp/b4smtTPw2Pel5COxenZNf+4gqtCw0YABzjyr90h15qmbgqdNzrQbRzuQvGzFa+09awp2vWD5HBcSLa6TgrNOC7QAMGAIfpbjSV/bnFO9Qz+cthomCOXslj7OgvUzTz+OSZHcO9AjmapFPASVgAAFzhN0I4t3ykJEr4bWLdVWUP7XT+QMth3bfj60Oe8E7fJ0P35TJX2HbEFjAAON6VUt3hrJaxrwWNfy+EI6cWm7T9FX/TNJfpnv58WGSKL+10XAG2gMEprVq1inYK8AcwLoMlMtU383SUpkr//VOXNf/WP+TSHn5cGvd1fxNX5+HJU5yNRvd1Cq6w7YgtYG7CuHATxmWQsUT9za3K3LbwyT5P5Yf5RQoebDEPMy6GG+aKHI2mSp/8xbAIudOcoe0U3OgkrNra2mPHjlVXVzc3N6ekpOTm5t7Lp7BC4SaMCzdhXOzBrGdq/tFe+2nHuCXBie8MEYjve+fig42Lsb2/5p/t57d0jvlL4MQPQj19sFNzkLlRA54xY8aRI0eioqIaGhoWLFhQVFR0L5/CCoWbMC7chHGxH11LX+U7bVeVPXFLg2MXBYqC7uMEqPsdF2vrjX5Rkpgb4it9wC1vuDO71ounnZb7YAoKCqRSaUBAQEBAAO1cAADuj69UMHO79EaNsbawfVuUetRz/vFvBgfHD/I1uJ3ne1VFNy98dTP6RUnmL1Fovc6LWw143LhxtFMAAHgoIY+LphdJDdfN57bc3JvWFBAtHJMVOPwZX5+hD7W+7W7qu7Tz1qVvtMaO/mgFWq8r4FYDBgBwDd6hnuP/HpL49pDLu7ouFWuPL7vmJxNEPuMrnekbMUXMF93TZUu65r4bNcb2GkPzQd0ttWnUc/5/Wh8ePkXMw6Fel4AGDABgLx4CXtQLkqgXJGw/23bS0HxQV73qevsvRvEwgTjC03e4wFcqEEd4Cv35k8lzZ9a195tYUxdj1jOdv/beqDF4CHghj3sPeVw0fmWodLrYQ8CJq41hsLhIA+bx8HfJRRgXbsK40KcmRD0w9ljOd38w5wFCDjggIaCAWgN+4403KioqLK+zs7Ozs7MfeFE4pRMAAJwOtQY8ZcqU8PBwy+vY2FhaaQAAAFBBrQErFApaXw0AAEAdt44B6/V6vV5PCGFZtre3t729nRASEBDg6cmtPAEAAB4St+6Js3Llyo8++mhAsLq6evz48VTyAQAAsBNuNeCGhoampqYBwSeeeMLPz49KPgAAAHbCrQYMAADgJnA/FQAAAArQgAEAAChAAwYAAKAADRgAAIAC/qpVq2jn8FCuX79+9uzZ/v5+PEKYm5RKpbe3t1gsJoS0traqVCqGYfz9/XE7YnB5DMPU19er1eqenh5/f38+n3+/S0D5OJJer1epVBqNxs/PTygUOuIrWadlNpsXL17s4fHbRnxqauqtW7doJwW/U1tbSwhRqVRr164dMWKE9a9u7Nixx44do50dgB0VFxfbXj8ZHBxcWFh4X0tA+ThMQ0NDWlqatekKBIJly5YZjUZ7f68T74JevXr1F198sWXLlu7u7rKyssrKyldffZV2UvA7JSUlMTExo0ePLi8vnzdvnlKpbGxs/PHHH00mU2pq6u3XfAO4jNDQ0Ly8vJMnTzY2NlZVVSUlJS1btmzXrl33vgSUj8M0NjZqtdpNmzapVKrz588vX768sLAwJyfH7l9s7w5vJ729vRKJ5KWXXrJG8vPzCSFqtZpiVm6lrq6uoqKCZdn29vbKysr6+vrb50lMTMzNzWVZtq+vzzZ+/PhxQkhBQYFjUgWz2Xz06NHW1laGYc6ePVtVVaXX62kn5V50Oh2fz1+yZIllEuXDKSaTaUBk+vTpEonE8tp+5eOsW8DV1dVarXb27NnWSEZGBiHk0KFD9JJyLxs3bpw/f/7KlStjYmKWLFkSExOTkZHR09NjnaG5ufn06dNz584lhAy4m7dMJiOEWO77DQ5gMBimTZu2Zs2a2NjYzMzM+fPnDxs2bPfu3bTzciM6nY5hGKlUaplE+XCKQCAYEJHJZAaDwfLajuUzKG3c8YqKigghp06dskZMJhOPx3vrrbcoZuVWVqxYQQiZOXOm5Z/Bc+fOhYSE5OTkWGdYv359eHg4wzC3f3bNmjWEkMrKSsel6966u7sJIXw+v7S0lGVZhmGWLl3q4+Oj0Whop+biKioq9uzZs2nTpri4uMcee6yzs9MSR/lwWVdX19ChQ1NSUiyT9isfZ23AGzZsIIRcvHjRNigSiRYtWkQrJXdjWYOcOXPGGlm9erVIJOrp6bFMJicnZ2dn3/7BM2fO+Pj4KBQKByUK/12DzJs3zxrR6XQSieS9996jmJU7kMvllhNFw8LC9u7da42jfLhs4cKFXl5e1tGxX/k46y5oyz4Zs9lsGzSbzbfvSQD7EQqFcXFx1skJEyYYjcb6+npCyM2bN5VKpWUHmq3Lly+npaWNHTt28+bNDs0VCLF9qphYLB4zZsy5c+co5uMOysvLzWZzc3NzZmZmRkbG9u3brW+hfLjp3Xff3bFjx9atW+Pj423j9igfZ23AYWFhhJC2tjZrpLOz02w2W+LgGF5eXrbXI4pEIkKIVqslhOzbt8/Hx2fatGm281+5ciU5OTkoKKi0tNTX19fB2YJlgGwnLYMFdsXj8aRSaUFBQXx8/Lp166xxlA8Hffjhh3l5eRs3blQoFAPeskf5OGsDTkxMJIT8/PPP1sjJkyetcXCM7u5u2/+B1Go1IWTkyJGEkJKSEtvr6gghra2tycnJIpHo0KFDQUFBjs8WLl26ZH3NsmxdXZ1lsMAxgoKCOjo6rJMoH6755JNP3n///YKCgsWLF9/+rl3K5yF3YVOUlJQUHR1tOWTCMExqampoaKjBYKCdl7uwHMR6++23LZN6vT4hISExMZFlWYPBIBaLd+7caZ1Zo9E8+uijo0aNam1tpZOue7McxJJIJFevXrVEduzYQQjZvXs33cRc2IULF2wnT5w44eXlZT12i/LhmrVr1xJC8vLybn/LfuXjeYfezHEbNmyYOnXqhAkT0tLSfvrpp4qKip07dw7YSwB2FRgYeODAgYsXL44ZM2b//v0XLlwoKysjhBw8eLCvr2/WrFnWORUKhVqtzsjI+Pjjj61BuVz+/PPPU8jbXSUkJEycODEzM7Ozs3Pbtm0zZsyYM2cO7aRc1iuvvNLR0REXFyeRSBoaGpRKpUwms/37R/lwh1KpzMnJGTp0aEtLy5tvvmmN5+fnW+4DSuxTPk7cgBMTE0+dOrV+/fra2tpHHnkkLy9v8uTJtJNyL0KhsLy8PD8/v6amJiEhYfPmzU8++SQhpKSkJDk52d/f3zqnTCaTy+VdXV2//vqrNRgdHU0haTemUCikUunXX3/d3d39wQcfLF++nHZGrqywsHDv3r0qleratWtRUVELFix4+eWXvby8rDOgfLiDZVm5XE4Isf2Fye/P87VH+ThxAyaEjB49+rPPPqOdhVsLCgqy3IPMlk6ny8rKso1s3brVgUnB/5Wenp6enk47C7cwadKkSZMm3XkelA9HyOXy8vLyu8426OXj3A0YuKm4uJh2CgDOCuXjPpz1LGigbtSoUUlJSbSzgHvC5/PlcnlERATtROA3KB8nYr/y4bEsO+gLBQAAgDvDFjAAAAAFaMAAAAAUoAEDAABQgAYMAABAARowAAAABWjAAAAAFKABAwAAUIAGDAAAQAEaMAAAAAX/AWv+MeMqJJZvAAAAAElFTkSuQmCC", "text/plain": [ "images/setting-manual-tics-enhanced-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun setting-manual-tics-enhanced-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo enhanced))\n", " (gp :set :xtics '|('{/symbol p}' pi, '{/symbol p}/2' pi/2, '2{/symbol p}' 2*pi, '3{/symbol p}/2' 3*pi/2, \"0\" 0)|)\n", " (plot \"[0:2*pi] sin(x)\"))\n", " output)\n", "(png-from-file\n", " (setting-manual-tics-enhanced-plot\n", " \"images/setting-manual-tics-enhanced-plot.png\")\n", ")\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SETTING-MANUAL-TICS-ENHANCED-ADD-PLOT" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/setting-manual-tics-enhanced-add-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun setting-manual-tics-enhanced-add-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo enhanced))\n", " (gp :set :xtics :add '|('{/symbol p}' pi, '2{/symbol p}' 2*pi)|)\n", " (plot \"[0:2*pi] sin(x)\"))\n", " output)\n", "(png-from-file\n", " (setting-manual-tics-enhanced-add-plot\n", " \"images/setting-manual-tics-enhanced-add-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PLOTTING-WITH-DATES-AND-TIMES-PLOT" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/plotting-with-dates-and-times-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun plotting-with-dates-and-times-plot (output)\n", " (let ((datastream\n", " (clml.utility.data:fetch\n", " \"https://mmaul.github.io/clml.data/sample/traffic-balance.csv\"\n", " :stream t)))\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output)\n", " (gp :set :title \"interface utilization\")\n", " (gp :set :xdata 'time)\n", " (gp :set :timefmt \"%y/%m/%d:%h:%m:%s\")\n", " (gp :set :format '(x \"%d/%m/%y\"))\n", " (gp :set :xtics '(rotate))\n", " (gp :unset :key)\n", " (let ((data (subseq (clml.utility.csv:read-csv-stream datastream :type-spec '(string float float float float float float))\n", " 0 1000)))\n", " (plot\n", " (lambda ()\n", " (loop for row across data\n", " do (format s \"~&~a ~{~a~^ ~}\"\n", " (map 'string\n", " (lambda (x)\n", " (if (equal #\\ x)\n", " #\\:\n", " x))\n", " (elt row 0))\n", " (coerce (subseq row 1) 'list))))\n", " :using '(0 5) :with 'lines))))\n", " output)\n", "(png-from-file\n", " (plotting-with-dates-and-times-plot\n", " \"images/plotting-with-dates-and-times-plot.png\"))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "The plot below requires gnuplot version 5\n", "\n" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CHANGING-LANGUAGE-USED-IN-LABELS-PLOT" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/changing-language-used-in-labels-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun changing-language-used-in-labels-plot (output)\n", " (let ((datastream\n", " (clml.utility.data:fetch\n", " \"https://mmaul.github.io/clml.data/sample/traffic-balance.csv\"\n", " :stream t)))\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output)\n", " (gp :set :title \"interface utilization\")\n", " (gp :set :xdata 'time)\n", " (gp :set :locale \"es_ES.utf8\")\n", " (gp :set :timefmt \"%y/%m/%d:%h:%m:%s\")\n", " (gp :set :format '(x \"%b %y\"))\n", " (gp :set :xtics '(rotate))\n", " (gp :unset :key)\n", " (plot\n", " (lambda ()\n", " (loop for row across (subseq\n", " (clml.utility.csv:read-csv-stream datastream :type-spec\n", " '(string float\n", " float\n", " float\n", " float\n", " float\n", " float))\n", " 0 10)\n", " do (format s \"~&~a ~{~a~^ ~}\"\n", " (map 'string\n", " (lambda (x)\n", " (if (equal #\\ x)\n", " #\\:\n", " x))\n", " (elt row 0))\n", " (coerce (subseq row 1) 'list))))\n", " :using '(0 5) :with 'lines)))\n", " output)\n", "(png-from-file\n", " (changing-language-used-in-labels-plot\n", " \"images/changing-language-used-in-labels-plot.png\"))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "The plot below requires gnuplot version 5\n", "\n" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "USING-EUROPEAN-STYLE-DECIMALS-PLOT" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kxGpVzDQ/3yhXqQuxOjpgAIBcaMqMZz5U3388RupCWgMdMABALo6tKOs629+741XuGW9/6IABALJQf9GY8VnljFOdpS6kldABAwBk4ei/Srs/HODV3lE6Q0d5nwAAOavJM2R9UzXrd0dpfwU6YACAHBx9ubTnwiCPtg7UFjrQWwUAyFPlOV3u1prZGQ7U/gp0wAAAySW9UHLbM23cApylLqRVEcAAACmVHdMUH9b0WhgodSGtjQAGAEjp8LKSfi8GKz0dLo8c7g0DAOTjwoG6qkx9t78ESF2IBAhgAIBkDj9XMuCVts6uCqkLkQABDACQRu4vNYYac+cZ/lIXIg0CGAAgAdEsHPlHycAV7RSOGkSO+r4BAJLK/KrS2VURMcFH6kIkw0IcAIDWZjaIyfGlI9/vIDjiwd8/0AEDAFrbmfcr/KJdO4zwkroQKdEBAwBalaHWfPSV0olbw6UuRGJ0wACAVpW6VhU2yjs4zkPqQiRGBwwAaD1alenkhvL7kqKlLkR6dMAAgNZz9F+lXWb6+0W7Sl2I9OiAAQCtpCZXf25T5cx0x7rt4LXQAQMAWsmRF0tj/xbk2Y7eTxAIYABA6yg/pS1IqO29uI3UhcgFAQwAaA2Hl5b0/Xuwqy+58wcGAgBgdRcS6yoydN0fDZS6EBkhgAEAViYKh5YWD3ylnWPedvBaCGAAgHVlfVdl1osx9/tJXYi8cCoaAMCKzAbxyN9Lhm9s77C3HbwWxgMAYEWn3lb7d3ULu8Nb6kJkhw4YAGAthhrz8VVlk3ZGSF2IHNEBAwCs5dirZRETfAJ7uktdiBzRAQMArKKuyJD+nvr+EzFSFyJTdMAAAKs48mJpz8cCvTu6SF2ITNEBAwAsr/yUNm97zeyMLlIXIl90wAAAyzu8tKTvCyw82RSGBgBgYQUJtVXn9T3+ysKTTSGAAQCWJJrEg0uKB68OcXJh4cmmEMAAAEs680GFe5Bz5D0+Uhcid5yEBQCwGEON+eg/SydsCZe6EBtABwwAsJiUFWXh432C+3hIXYgNoAMGAFhGbYHh9w8rZqSx8sZ1oQMGAFjGoWeKY/8vyDOU1u66EMAAAAsoTqq/eLD+1qeCpC7EZhDAAIAWE4VDTxcPWtlO6UmsXC9GCgDQUplfV5n0YpdZ/lIXYkuYqQcAtIhRYz78fPGYTR0FFt64EXTAAIAWObFaFTLIM/R2T6kLsTF0wACAm1dXZDi5oXz60WipC7E9dMAAgJt3eFlJzwWBPhGuUhdie+iAAQA3qey4piChdvZZbvp7M+iAAQA36bcniwetaMdNf28OowYAuBmZX1cZak1d5wZIXYitYgoaAHDDTFrx8PMloz/toKCPu1mMHADghp14XdWuv0f7YV5SF2LD6IABADemrsiQ9oaKS49aiA4YAHBjDj1b0vOxIC49aiECGABwAy4erL9woC5uaRupC7F5BDAA4HqJZuG3Jy/evibExYv4aClGEABwvdLfVTu7K2Lu85O6EHvASVgAgOuiqzAdfbn0np0R3PXIIuiAAQDXJemFkpj7/YJi3aUuxE7QAQMAmqc+rc3+sXpmemepC7EfrRHAOp1u69atmZmZoaGhkyZN8vf3b/rxFy9e3L59e0lJSUhIyNChQ2NiYlqhSABAExIXXRzwSjv3IGepC7EfClEUrboDlUo1atSojIyMXr16ZWZmenp67tq1q0ePHtd6/Lvvvvvkk0/q9fqwsDCVSuXh4aFSqZrehUJh9XcBAI7s3JeVqWvLpyVHO9rCk1bNF6uP5RNPPJGXl5eWlpaSkpKdne3n5zdnzpxrvZ+tW7cuWLDgkUceqa6uzsvLq6mp2b59u7UrBAA0QV9tPvRsybA3Qx0tfa3Nur1jZWVlcHDw4sWLX3vttYYtn3322bx58w4dOjRo0KArH9+rV6/g4OA9e/bc0F7ogAHAen576qKh2jzygw5SFyIBq+aLdY8BJycnG43G4cOHN24ZOXKkIAgHDx68MoCzsrJOnz79/vvvJycn79y5U6lUjho1qn///latEADQBHW67tymqpmnORfH8qw7oZCfny8IQqdOnRq3hIWFOTk5NWy/THp6uiAIv/zyy7Bhw7Zu3free+8NGDBgyZIlVq0QANCE/Ysu9I9v6xHMJTOWZ90A1mg0giC4ubk1blEoFG5ubvX19Vc+uKamRhCEhISEI0eOJCUlnT9//vHHH1+7du31zEgrrhAfH2+xtwEADinji0p9tbnHowFSF9Ia4uPjr4wSq+7RugHs4eEhCIJOp2vcIoqiTqdr2H7VB9933329e/cWBEGhUCxfvlwQhC1btjS7I/EKBDAAtIShxpz0fMmwt0IVzg6x8FV8fPyVUWLVPVo3gBsmnwsKChq3FBUVmc3m8PDwaz340vlqf39/X1/f0tJSqxYJALjSkX+UdBrvHTLQU+pC7JZ1A7hfv35KpTIxMbFxy759+wRBGDx48JUPjo2N9fHxycnJadxSXl5eXV0dGhpq1SIBAJdRp+vOfVk1cHk7qQuxZ9YN4ICAgGnTpr333nsZGRmCIKjV6uXLl8fGxjaeAn3kyJGvv/7abDYLguDm5vbggw9+//33SUlJgiCYTKZnn31WEIRp06ZZtUgAwJ+IQuJjFwb8k3OvrMvqV9CWlZWNHDkyMzMzNjY2MzPT3d09ISGhV69eDd+dP3/+p59+qtFo3N3dBUGoq6u76667Dh48eMstt5SVlZWVla1YsWLp0qXNvAeuAwYAyzn7ScXpjeqphx1u3asrWTVfWiO6dDrdli1bsrKyQkNDJ0+efOla0MOHDzcajQcPHmzcYjabd+zYkZaW5unpeeedd3bt2rXZ1yeAAcBStGrTVz0zJ24ND467ytmyjsbmA/haNBqNv7//9u3bR40a1ZLXIYABwFL2Plzk4uM0ZB0n3wiCTa+E1bSKiopVq1a1MH0BAJZy8bf6vO01s85wz8HWYA+9Ix0wALSc2Sh+1/d83xfbRk/1lboWubDtuyEBAGxC6usqz1Al6dtqOMUcACDU5BtS15bflxQldSEOhA4YACDsX3Sh9+Ig3yhXqQtxIAQwADi67B+rq8/rb13SRupCHAtT0ADg0PRVpgNPXBzzZZizq0PcdEE+7OH8Yc6CBoCblvjYBUEQhm9sL3UhcmS31wEDAKRVnFSf80vNzFMxUhfiiDgGDAAOyqQX9z5UNOzfoW4BzlLX4ogIYABwUMdWlPlEukbdy4W/0mAKGgAcUWWG7vTb6unHo6UuxHHRAQOAwxHNwp6Hi/rHt/UOc5G6FsdFAAOAw0l/T202iD0WBEpdiENjChoAHEvdBWPyP0on741U0IJJiuEHAMeyf+GFXosCA3u4SV2Io6MDBgAHkvlNVUWGbuzXHaUuBAQwADgMbbnpt8UXx3/fydmNVSelxxQ0ADiK3xZf7DLTP2Swp9SFQBDogAHAQeT/WnvhQD2rTsoHHTAA2D9DnTlx4YWR77V38ebXvlzwfwIA7N/h50rCRnp1HOMtdSH4H6agAcDOXTxYn/1TNZPPckMHDAD2zKgx73mwaNgGbnkkOwQwANizpBdKgvu4R03hlkeywxQ0ANit4sP1mV9VzUhj8lmO6IABwD6ZtOLeh4uGvdneoy29lhwRwABgnw4vKw7q7R49lclnmeLPIgCwQ0w+yx8dMADYGyafbQIBDAD2hslnm8AfRwBgVy7+Vp/1TdWMtM5SF4Jm0AEDgP0w1Jn3PFg4bEN79zYsuyF3ClEUpa6hpRQKe3gXANBy+xZcMBvEUR92kLoQO2HVfGEKGgDsREFCbd5/amac5Mxn28AUNADYA12lae/DRaM+6ODmz+SzbbCHyVumoAEgYXahR7DzkPWhUhdiV5iCBgA0JXtzdekxzf3Ho6UuBDeAAAYA26YpM+5feGH8j+FKT44q2hL+bwGAbdv7cNEtfwloN8BD6kJwY+iAAcCGnXm/orbAcOd3naQuBDeMAAYAW1WdrU96oWTynghnV4XUteCGMQUNADZJNAu7/1LU98XgwJ7uUteCm0EAA4BNOraizNlVEbsoSOpCcJOYggYA21N2XHNyQ/n0lGiBuWebRQcMADbGpBV3zSsa+kaod0cXqWvBzSOAAcDGHHq2uE2se+cZflIXghZhChoAbEn+jtqcLdX3p3LHBZtHAAOAzdCqTHseKhrzeRh3XLADTEEDgM3Y81Bht3n+HUZ6SV0ILIAOGABsw+m31bVFxju/ayt1IbAMAhgAbEDF77rk+NJ7D0Sy6JXdYAoaAOTOpBMTZhcMfLWdf1c3qWuBxRDAACB3SS+U+ES4dn8oQOpCYElMQQOArBUk1GZ9W8V1R/aHAAYA+aovMe6eXzjmi47ugVx3ZG+YggYAmRLNwq4HCrs/HMh1R3aJAAYAmTq+ssykFfv9I1jqQmAVTEEDgByVHNGc/Hf5fcnRCmeuO7JPdMAAIDu6CtOOGQUj3m3v04n7HdktAhgAZEYU9jxYFD3VN3KSr9SlwIqYggYAeTm5oby20DD2m45SFwLrIoABQEZKUzQpy8vuOxzFkpN2jyloAJALXaVpx/0Fw99u7xvlKnUtsDoCGADkQRT2PFgUOckneiqHfh0CU9AAIAsn1qjqigxjv+bQr6MggAFAesVJ9amvq+5L4tCvA2EKGgAkplWbds4sHPFue58IDv06EAIYAKQkmoWE2QVdZvlx1a+jIYABQEopr5QaNWL/l9tKXQhaG8eAAUAyBbtq09+rmJYc7aTk0K/DaY0O+Msvv+zVq5e7u3tkZOSqVatEUWz2KampqUqlUqFQ5ObmWr9AAJBATZ5h1wOFY78K82pPL+SIrB7A33333ezZs+Pi4r7//vtZs2YtW7YsPj6+6aeYzeZHHnmkbVsmZADYLZNW3D41P+654PZDudevg1JcTz/aElFRUR07dkxMTGz4cuHChR9++GFhYWGbNm2u9ZQ33nhjw4YN8+fPf/HFF3NyciIiIprehUJh9XcBAJa19+EiQ5157Fdc9StrVs0X63bAp06dysnJeeCBBxq3zJ07V6fT/frrr9d6SmFh4d///vc333zT3d3dqrUBgFTS31NfPFg/8r0OUhcCKVk3gNPT0wVB6NGjR+OWXr16NW6/qoULF44fP37cuHFWLQwApKJK1R55sXT8j51cfLgOxaFZ93+/Wq0WBCEgIKBxi6enp6ura8P2K/3444979uxZt27dje5IcYVmjzQDQOvTqkz/mZI/4p32Abe4SV0L/iQ+Pv7KKLHqHq176l3D1Pl1vofq6uq//e1v//znPzt0uOFpGY4BA5A/0SQmzCnoOtsvagprbshOfHz8lZ2bVTPYugEcGBgoCEJFRUXjlvr6er1e37D9MvHx8T4+PnPnzq2srBQEQavVCoJQXV1dW1vr7e1t1ToBoBUcerZENAusuYEG1g3ghqO/p0+fHjhwYMOW06dPC38+KtzozJkzGRkZl50d3bt37wEDBiQlJVm1TgCwtsyvqrJ/qp52NFrhzJobEARrX4YkimJUVFRERMTevXsbtixatOiDDz646mVIJ0+evPTY8DfffPPOO+989dVXXbp0iYuLa2IvXIYEQOZUadotY3Mn7YoI6sX1HbbEqvli3Q5YoVC8+uqrM2fOnD9//rRp05KSkjZu3Lhs2bLG9H3++ed/+umnkydPurq6xsbGXvrclJQUQRAGDhzY7HXAACBnWrXp16n5Q/8dSvriUlZf/2zGjBlGo/HVV1/96quvQkNDX3nllaVLlzZ+Nycnp6ioyMmJc/EB2KeGmx1F3+fX+X4/qWuBvEg8eRseHv7AAw+88sorLXkRpqAByNbBp4vLT2rv3h7OoV9bZMNT0E07f/58VVXVkiVLJKwBAKwn47PK7J+qpx3hxCtchT30jnTAAGSo+FD9tkl5U/ZFBfZgzQ1bZcNrQQOAY6rJM2y/L/+Oj8NIX1wLAQwAFmbUmLdPzY97pk3ERB+pa4F82cPkLVPQAGREFHbMKFB6KO74JEzqUtBSdnsSFkDp8yMAAB7ASURBVADYnyP/KKm7YJi0O1LqQiB3BDAAWMy5TZXnNlXdlxTl7Mppz2gGAQwAllF8qP63xcWTdkd4tOVXK5rHSVgAYAE1ufrt9+WP+qgD603iOhHAANBShhrztnvy+y4L5rRnXD97OH+Ys6ABSEg0if+ZnO8b6Tr036FS1wILYyEOAJCvA09cNBvE29eGSF0IbAxnCgDAzUt7o7wosX7qwSgnJac948YQwABwk/K21aS+rrr3tyhXX2YTccMIYAC4GWXHNLv/UnTXlk4+4S5S1wKbxF9tAHDDanL12+7JG/Fe+5CBnlLXAltFAAPAjdFXm7fdkx+3NDhqsq/UtcCG2cMFPFyGBKDVmA3i1rvyAnu6DVnHRUf2j8uQAEAeRGHvI0Uu3k63ryF90VKchAUA1yvp7yUVZ3WT90QqaF7QYgQwAFyX0xvVWd9WTT0YpfQkfmEBBDAANC97c/WxV8vu3R/JnY5gKXySAKAZRfvq9v31wj07InwiXKWuBfaDiRQAaEr5Ke2O+wvGbAprcyv3GYQlEcAAcE3VOfpfxucNf7t9x9HeUtcCe0MAA8DVacqMv4zL67ssOHoqC27A8ghgALgKY735P5PyO8/06/l4oNS1wD7ZwxpSrIQFwLLMBnHb3Xk+4a4j3m0vdS2QEithAUArEoU9DxU5uymGvcVyV7AiLkMCgD/57amLtQWGu7dHOCkVUtcCe0YAA8D/pCwvK9pbNyUx0tmd9IV1EcAA8IdTb5ZnfFoxZX+Uq5+z1LXA/hHAACAIgnD208oTq1VTEiM9Q/jFiNbA5wwAhPM/VCctK560O5LFJtFqOAsagKPL2VKz/28X7tkZGdDNTepa4EDogAE4tIJdtfseLZq4LTywB+mLVkUHDMBxXUisS5hdOP6nTsF9PKSuBQ6HAAbgoIoP1f86veDObzqGDPKUuhY4IgIYgCMqO6Hdfm/+HR936DDCS+pa4KAIYAAOR5Wm3XpX7sj3O4Tf5SN1LXBcnIQFwLGUn9L+cmfu0H+HRtxN+kJKdMAAHEhlhu6X8XlD1oXGTPeTuhY4OgIYgKOo+F23+Y7cwavadZ5J+kJ6BDAAh1Dxu27L2NxBK9p1me0vdS2AIHAMGIAjUKVpfxmXO3h1SNc5pC/kggAGYOfKTmi3Tsgd9mb76Km+UtcC/A8BDMCelR3XbJ2QN/zt9lFTSF/ICwEMwG4VJ9Vvn5w/8oMOERO54giyQwADsE8XEut+nV4w+tOwTuO8pa4FuAoCGIAdKtpXt3NGwZhNYR1Hk76QKQIYgL3J+0/NngeLxv/YKWQwd1mAfBHAAOxKzpaafX8tuuvn8HYDuMMgZI0ABmA/Mr6oPLy0+J4dEUGx7lLXAjSDAAZgJ069pT6+qmzSrsiAW9ykrgVoHgEMwB4cX1WW/l7F5L2RftGuUtcCXBcCGICNE4WDzxTn/1pz74Eor/b8ToPN4MMKwIaJJnHvoxfU6dopiVHuQc5SlwPcAAIYgK0yacUd9+ebjcLkPZFKT+7tBhvDRxaATdJVmrbcmevi7XzX5k6kL2wRn1oAtqf+onHzyJw2t7qP/jzMyUUhdTnAzSCAAdiYit913w86HznJd+gboQp+h8FmcQwYgC0pSdb8Z1LegFfadX8oQOpagBYhgAHYjNxfavY8XDT6s7BOd3KLBdg8AhiAbTj9jjrlX6UTt4W37csiz7AHBDAA2ROF5JdLz22qnLwvyr8zC13BThDAAGTNpBP3PFhUnaO/73C0exuW2oD94AxCAPKlqzBtGZtr0psn7Y4gfWFnCGAAMlV1Xv/9oOyQQZ7jvu2k9OCXFewNU9AA5OjC/rod9xf0f7ltj0cDpa4FsAoCGIDs/P5RRdKykjGbwsLu4HIj2C0CGICc/O+E58iAbm5SVwNYUWsEsE6n27p1a2ZmZmho6KRJk/z9/a/1SIPBsH///jNnzpjN5u7du48ePVqhYJVXwFEYas0JcwqNdeZpydFuAZxyBTunEEXRqjtQqVSjRo3KyMjo1atXZmamp6fnrl27evToceUjU1NTR4wYUVVVFRISYjabS0tLb7vtts2bN3fq1KnpXSgUVn8XAKytOlu/bVJ++6GeQ/8d6qTkL2/IglXzxeonFj7xxBN5eXlpaWkpKSnZ2dl+fn5z5sy56vsxGAyLFi3Kzs6+ePFiSUnJtm3b0tPTH3vsMWtXCEByRfvqfrg9u+dfA4a/3Z70hYOwbu9YWVkZHBy8ePHi1157rWHLZ599Nm/evEOHDg0aNKjZp8+YMeOnn37S6XRNP4wOGLBpZ96vOPJiyegvwjqO5pQryIsNd8DJyclGo3H48OGNW0aOHCkIwsGDB6/n6aIoeniw6Ctgt0STePi5khOryybviyR94WisexJWfn6+IAiXHsQNCwtzcnJq2N607OzsLVu2zJkzx4r1AZCOVm3aeX+Bk4ti2tFoVz9OuYLDsW4HrNFoBEFwc/vftQQKhcLNza2+vr7pJ9bV1U2bNq1Nmzavvvrq9exIcYX4+PgWFA7AuspOaL/rd77Nre4TfulE+kIO4uPjr4wSq+7Ruh1wwwTypQdxRVHU6XRNTyxrtdrJkyfn5OQkJia2adPmenbEMWDAhmR8UXlwSfGwDaEx0/2krgX4Q3x8/JWdm1Uz2LoB3DD5XFBQ0KtXr4YtRUVFZrM5PDz8Wk/R6/X33ntvcnJyQkJC47MA2AeTTjz0bHH+r7WTd0cE9nSXuhxAStadgu7Xr59SqUxMTGzcsm/fPkEQBg8efNXHGwyGadOm7d+/f9u2bf3797dqbQBaWW2h4acROTW5+mnJUaQvYPULeGbNmrV9+/akpKSuXbuq1erbb7/d1dU1NTW1oa8/cuRITk7O9OnTnZycTCbTzJkzf/nll23bto0aNer6d8FlSID8Feys3TWv8Nan2tz2dBuBC31hI6yaL1aPrrKyspEjR2ZmZsbGxmZmZrq7u186tzx//vxPP/1Uo9G4u7tv3rx5ypQpvr6+HTt2vPQVfvvttyZWrxQIYEDmROH4a2Vp68tHf86VvrAxVs0Xq68FHRwcfOzYsS1btmRlZYWGhk6ePPnSNM3JyRk8eLC7u7sgCF26dHnppZeufAVXV1drFwnASrQqU8KcAqNGvP94jGcod38B/kfK3lGj0fj7+2/fvv2GJpyvRAcMyFPpUc2O+wsi7va5/fUQJxfmnWF7bLsDbkJFRcWqVatamL4AZEg0CydeV6WtVY36sEP4BB+pywHkyB56RzpgQFbqi4275hYaNeYxmzr6dHKRuhzg5tnwWtAAHE3Brtrv+p0PjvOYvCeS9AWawDkRACzDbBBTlped/aRizKaw9sO8pC4HkDsCGIAFVGbods4u9OnkMv14jHsgazsDzWMKGkBLpb+r/nFoTo9HA8b/2In0Ba4THTCAm6dVmfY8XFRbaLj3QKR/V7fmnwDgv+iAAdykgl2139yW5RPuMvVQFOkL3Cg6YAA3zFhvPrS0JPeX6jFfhLUfzvlWwM0ggAHcmOKk+t3zi9rEunO+FdASBDCA69VwoVH6e+rhb7WPmuIrdTmAbSOAAVyXshPa3fMK/Tq7zkiL8QjmVwfQUvwUAWiGSSemLC9Lf1d9+5qQrnOaujcogOtHAANoiipVu+fBQq8OLvcfj/bqwNKSgMUQwACuzqgxH3257OxnFYNXhnSdS+MLWBgBDOAqivbW7X20qN0Az5knO7u34VRnwPIIYAB/oi03HXy6uGhv7bA320dM5Fa+gLWwEhaA/8n6ruqrXpmuvk4zT3UmfQGrogMGIAiCUJmpT3zsgq7SNHFreHCch9TlAPaPAAYcnUkrHltZdvptdZ8XgmMXBSqcFVJXBDgEAhhwaIV76vYvvOAX4zotJdqnE1cZAa2HAAYcVN0F4+HniosP1Q/dEBo+nsO9QGvjJCzA4Zh04vGVZV/3zvSLcZ2Z3pn0BSRBBww4lrxtNb8tvhjQ3X3akWjfKFepywEcFwEMOIqqLP1viy9WntMPWR8afhddLyAxAhiwf/pq87Hlpb9/XBm3tM34Hzs5uXCeMyA9AhiwZ6JJPPNBRXJ8acQEnxknYzxD+JEH5IKfRsBuFe6u/e2pYo82zndvj2hzq7vU5QD4EwIYsEPq09pDz5ZUZetvXx0ScTeHewE5IoABu1KTZ0h+qST/19o+LwT3XBDI4V5AtghgwE5o1aYTr6nOfKDu/nDg7IzOrn7cQxCQNQIYsHmGGnPaG+Vpb6g6z/Cfmd7Zsx0/14AN4AcVsGGGOvOpN8tT15Z3Gut9X1K0XzQLawA2gwAGbJJJJ579tOLoy6XBcR737Ixo05uTnAEbQwADNsZYb05/r+LE6rKQQZ737IgI7En0AjaJAAZshqHWfPoddeoaVchgz4nbuLQXsG0EMGADDLXmMx9WnHitLDjOY+K28OA4D6krAtBSBDAga5oy48l/l59+Rx0+zmfS7siAbm5SVwTAMghgQKbqi41p68vT31NHTPSZ+luUf1eiF7ArBDAgO+ozuhOrVblbqm95KGBWemfPUH5OATvEDzYgI0X76k68rio7pum1MGhOVhe3AFazAuyWQhRFqWtoKYXCHt4FHJloFvK21aSsKNOWGXv9LajHowFKDyepiwJg3XyhAwakpFWbfv+w4tTbap+OLn2eD46Y6KMgeQHHQAAD0qjM0J16W53xeWXH0d5jN4WFDPaUuiIArYoABlqV2SBmb64+9Za6Kkvf87HA2Wc7e7TlxxBwRPzkA62kJt9w5n31mQ8rAm9x67UwMGqyLzfrBRwZAQxYl2gS83fUpr+rvniovusc/yl7I7miF4DAWdCA9dQWGM58WPH7RxVe7ZU9/hrYeYYf5zYDtsWq+WIP0UUAQ1bMBjF3W82Z9ytKjtR3meXf/eGAoFjumgDYJAK4GQQwZEKVqj37acW5L6sCurl1fzgg+j5fWl7AphHAzSCAIa36EmPml5W/f1KprzZ3m+vfda6/X7Sr1EUBsAACuBkEMCRhqDFnb64+92VlSZImcpJPt/kBHYZ7CZzXDNgRArgZBDBak0kvFuyoPfdlZd722vbDPLvM8o+8x0fpyVQzYIcI4GYQwGgFJq2Yv6Pm/A/VuVtrgnq5d57pFzPNzz2ImyUA9owAbgYBDOsx1Jnzt9ee/6Eq/9faNre5x9znFzXFl/sDAg6CAG4GAQyL06pNub/UZP9UXbS3tt1Az+ipvlFTfD2CyV3AsRDAzSCAYSnV2frcrTU5W2pKj9Z3HOMdNcU3fIKPmz/zzICDIoCbQQCjJUSTWHxYk7u1JndrtVZlCp/gE3G3T6c7vbmEFwAB3AwCGDehvsSY/2tt/q81BQm13h1dIib4RNzj27avB7fjBdCIAG4GAYzrZNKLJYfr83fU5v9aU5NnCLvDu+Od3uHjvL06uEhdGgA5IoCbQQCjaRVndQUJtQU7ay8cqA/o5tpxjHencT4hAz0UzqyaAaApBHAzCGBcqeKs7sL+ugv76y8k1imUio5jvDqN9ekwyss9kDOqAFwvArgZBDAEQRBNYvkp3YUDdRd/q7+wv87Z3anDcM/2w73aD/NiZWYAN4cAbgYB7LBMWrE0RXPxt7oLB+ovHqz3ClWGDvFsP8yr/XAvn04c1gXQUgRwMwhgh1J/0Vh8uP7iwfriw/XlJ7UB3d1Cb/dsP9QrdIinR1sWygBgSQRwMwhg+1ZfYiw7pik7pik9pi1N0Zi05pBBniGDPUNv92zb14O7IACwHgK4GQSwnakvNpYd/yNxy45pDHXmtn08gvt4BPdxb9vHwzeKA7oAWgkB3AwC2KaZdKL6jE59Wqs+rS0/pVOd1Jo05uA4EheA9AjgZhDANkQ0iVVZ+vJTOnW6tvy0tvyUrjbf4NfZNbCHW1Av96Ce7oE93XwjSVwAskAAN4MAtoj4+Pj4+HjLvqa+ylR5Tl+Roas8q6vI0FVm6Kuy9F7tlUG93AN7uAX2cg/q6e7fxdXJxX4WxLDGMDoaxtAiGEaLIICbQQBbRAuHsa7IUJWtrz6vrzqvrzqvr87WV53Xm7Sifxc3/y6uAd3c/Lu5+XdxC+jqat+nTfFpbDnG0CIYRotwrAA+d+7chg0bMjMzQ0NDH3300UGDBjX7FD5nFnGdw6gpNdbkG2rzDTX5hppcfXXOH4nr5u/sF+3qG+XqF+3qG+3qF+3qF+3qgNcF8WlsOcbQIhhGi3CgAE5NTR06dGhYWNiECROOHDly6NChb7/9durUqU0/i8+ZRTQOo9kg1pcY64qM9cWG2gJD3QVjbeF//1FgUHopfDq5+nRy8Ql38Ylw9Ylw8Yty9Y12dfGy5772+vFpbDnG0CIYRotwoAAeMmRIcXFxWlqal5eXKIrjxo1LS0vLzc11d3dv4ll8zm6ISSdqVUaNyqQpNTb8V3fRWF9i/OmzrUNjR2tKjFq1yaOt0jtM6dlO6d3Rxau9i3eYi1eYi3cHpXdHF/ueQG45Po0txxhaBMNoEVYdRhnNEObn5x88eHDVqlVeXl6CICgUiieffPKuu+7atWvXxIkTpa5O7gy1Zl2lSV9p0lWadZUmXaVJV2HSqU1atUlbbtKpTdpyo7bcVF9qNOtE9zbO7m2UHsFKzxClR1tnzxCXoJ7u+z7b9PJn8z3bKT3bKQX7OSkKAGRKRgF8/PhxQRD69evXuGXAgAEN2+0+gEWTqK82m42iocZs0ovGOrNRIxq1Zl2FyaQRjRqzrtJkqBNNGrO+2myoNRs1ZkONWVf138StMDm7KVz9nd38ndz8nV39nd0a/h2o9I1ybdvX2T3I2S3Q2T1I6dnW2dXv6rcDOjPvtza9m5ppAABYkIwCuLi4WBCEdu3aNW4JDAxUKpUN21uVKGgrTLpL/6s0NX7TUGM2Gy+fkTBqRJP2j426SpMgCoIg6KtMolkw6czGerFhuygKJq3ZqBEFQdBVmARBMNabTTpR4axw9XVSOAuuvs7Orgqll5PSXaH0cHL1d1J6OCk9ndz8nZWeCte2Sr/OTi5eTkoPJxdfJ1ffPxLXLcDZnq7kAQBHIKMANhqNgiAolX8qSalUGgyGZp+rUNh4/JgEoUIQBEFQSVmFzQ+jPDCMLccYWgTDKHMyCmAfHx9BEGpraxu3GAwGnU7XsL0JnGgAALA5MjqjNSYmRhCErKysxi3nz58XRbFz587SFQUAgFXIKID79evn6+u7bdu2xi2//PKLIAijR4+WrigAAKxCRgHs6ur6xBNPfPHFF5988kldXd3u3btXrFgxZcoUOmAAgP2R15XaRqNxwYIFH3/8sdlsFgRh7Nix33zzjb+/v9R1AQBgYfIK4AYlJSXZ2dmhoaERERFS1wIAgFXIMYABALB7MjoGDACA4yCAAQCQAAEMAIAECGAAACQgo6UoW8JkMqWnp+v1+p49ezZ982A0OH/+fFlZWefOnYOCgpp+pFqtzs7O9vX1jYyMdHFxaZ3ybMJNfOoKCwuzsrJCQkK6detm7fJsRV1d3ZkzZzw9Pbt37349axeXlpY2fCC7dOly2dLxjuyGhrGioiI7O9vT0zMyMpJfmM2qq6s7ffq0RqMZOHCghYdLtH2HDh3q1KlTw9vx9/f/+uuvpa5I1i5evDh06NCG4VIqlc8888y1Hrljx45L7w7Zpk2bd955pzVLlbOb+NQZDIbevXsLgjBv3jzrF2gb3n333Yb7fwuC0LVr15MnTzbx4JKSkkmTJjWmi6+vb1ZWVquVKmfXP4z19fUPPPCAk9Mfc58BAQFvvfVWa5ZqW86cOdOrVy9n5z9u4ZqTk2PZ17f5KWi1Wj1x4sSOHTueP3++pKRkwoQJc+bMSU1Nlbou+Zo5c+a5c+cOHDhQXV29evXq1atXv/nmm1d9ZHJyclRU1M8//5yTk5OcnNy3b98FCxZ89913rVywDN3cp27t2rUGg8HDw6N1ipS/vXv3LliwYN68eSqV6vfff3d3d58wYYJGo7nqg7Va7ejRo5OSkj799NOMjIy0tLRVq1YxmMINDuOyZcu++OKLt99+W61W5+XljR07duHChYmJia1cs63Q6/W33HLLypUrH3nkEavswLJ53vpWrlypUCgyMzMbvqyvrw8MDJw9e7a0VclWUlKSIAgffvhh45bx48eHhYWZzeYrH2wwGC79sq6uzsfHZ/LkyVavUvZu4lOXnZ3t5eWVmJjo5eVFB9xg3LhxERERRqOx4csjR44IgvD+++9f9cGvvvqqUqnMyMhoxQJtww0NY48ePYYOHdr4pUqlEgThpZdeaoU6bdq6desEOuAr7dq1q2vXrg13UhIEwcPDY/To0QkJCdJWJVu7du0SBGHChAmNW+6+++7CwsKzZ89e+eDLDrB5enoGBwfX19dbu0j5u4lP3WOPPXbfffcNGzasVQq0ASaTad++fePGjWuc3+vfv3+7du2uNYyff/752LFjO3fufPz48cTExPLy8lYsVr5udBiDgoLUarX43/WXGgK4Xbt2rVMtLmPzAZyVlXXZ3Ro6d+5cWlpaXV0tVUlylpWV5ePjc+nPW8PoZWZmNvvc5OTk7OzskSNHWrE+G3Gjn7ovv/wyOTl59erVrVKdbSgsLNRqtZcNY0xMzFU/ihqN5vfffw8ODu7du3efPn1GjBgRGhq6bNmy1ipWvm5oGAVBeOWVV/Ly8mbNmvX9999//PHH99577+233z5//vzWqBVXsPkArqmp8fb2vnSLj49Pw3aJKpK1mx6umpqa+fPnx8TELFq0yIr12YgbGsaKiorFixevXLkyODi4leqzBQ1jdeUwXnUMG5q2zz77rE+fPiqVqqKiYsGCBa+++uonn3zSOtXK1g0NoyAIQ4cOXbVq1U8//TR9+vQHH3xQo9FwKF1CNh/ASqXSaDReuqXhSy6YuaqbGy6tVjtp0qTS0tKff/75sh91x3RDw/jMM89ERkZa6yQOm9VwgOPKYbzqGDY8OCAgYOPGjUFBQf7+/uvWrQsPD//ggw9ap1rZuqFhFAThhRdeePrppzdt2qTRaMrLyydOnDhixAiO2UnF5gM4JCSkpKTk0i0lJSUuLi6BgYFSlSRnISEharX60h/XhtELCQm51lN0Ot2UKVOOHTv266+/du/evTWqlL3r/9RlZGR89NFH48eP//nnnzdv3rx582aTyZSfn7958+bS0tJWLFl2Gj5yVw7jVT+KQUFBLi4uXbt2bbwK09nZOTY2NicnpxVKlbMbGsb6+vrXXnvtkUcemTp1qpubW2Bg4Pr16zt06LBmzZpWKhd/ZvMBHBcXl5aWdmmiJCcnx8bGcoX+VcXFxZlMphMnTjRuSU5OViqVsbGxV328wWCYNm3agQMHtm/f3rdv39YqU+6u/1NXUVEhimJ8fPyU/9JqtXv37p0yZcrx48dbt2p58ff3j4yMTElJadxSU1Nz9uzZuLi4Kx+sVCp79+5dUVFx6Ua1Wt0w8+/IbmgYS0pKjEbjpdns5OTUtm3b4uLi1qgVV7LsSdWtb+fOnYIgvPfeew1fHjp0SBCENWvWSFuVbJWXl3t7e8+aNavhS7VaHRIScvfddzc+oLS0tLy8vOHfRqNx6tSpHh4ee/bskaBWGWv6U2c0Gi9evFhTU3PV53IZUqNly5a5uLikp6c3fLlixQpBEFJSUhq+rK+vv3jxok6na/iy4TqQ/fv3N3yZmprq7Oy8aNGi1i9bbq5/GPV6va+vb9++ffV6fcN309PTXV1dH3jgAUkqtyFWugzJ5gNYFMUZM2Yolcq5c+c+/vjjDR8vjUYjdVHytXHjRkEQxowZs2TJkujo6MDAwHPnzjV+Nzw8fMCAAQ3/fvnllwVBiIuLW3iJ5cuXS1S4vDTxqWuYF126dOlVn0gAN6qsrOzWrVtQUNDf/va3GTNmKBSKSwP1448/FgRh+/btDV9qtdrBgwd7enr+5S9/efjhhxvWRi0pKZGodhm5oWHcsGGDQqHo2rXr//3f/z344IM+Pj5BQUFcXX0tJpOp4ffekCFDBEGYO3fuwoULN27caKnXt/kpaEEQNm3a9Pbbb1dXV+fm5j733HOJiYmsbtqEBQsWJCQktG3b9tSpUxMnTjx+/HjjNQxms7mysrJLly4NX/r5+Q0fPtzHx+f0Ja7ngiVH0MSnTq1WC4LQOIyXGTp0KAtBN/Dz80tKSlq4cGFWVpZer//ss882bNjQ+F21Wu3k5BQdHd3wpZub2549e1555RWVSlVUVLRkyZKUlJS2bdtKVLuM3NAwLlq0KCUlZezYsdnZ2TU1Nc8+++y5c+eu9VmFKIoNv/ecnZ2HDx+el5d3+vTpvLw8S72+QvzvFdnA8ePH+/fvn56e3rVrV6lrsWFr16598803MzIyOBW/Je655x4/P7/PP/9c6kJsG8MoZ/bQAcNS8vPzn3vuOdK3haqrq1977TXSt4WcnJxeeuklqauweQyjnNEBAwAgATpgAAAkQAADACABAhgAAAkQwAAASIAABgBAAgQwAAASIIABAJAAAQwAgAQIYAAAJEAAAwAggf8HW76q+nbPfYMAAAAASUVORK5CYII=", "text/plain": [ "images/using-european-style-decimals-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun using-european-style-decimals-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :set :decimalsign '(locale \"es_ES.utf8\"))\n", " (plot \"[0:1] x**3\"))\n", " output)\n", "(png-from-file\n", " (using-european-style-decimals-plot\n", " \"images/using-european-style-decimals-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "FORMATTING-TIC-LABELS-PLOT" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JGAAAuomqPGl5Ur39Sz1i/JkgAQMAQDeR9nuFyywTrg6H6UC6CBIwAAB0C+k9afyZIAEDAEB3UJEhEedK7fwMmQ6k6yABAwAA89LCK9xeN9Xi9ZTxZ4IEDAAA3UH6HxWur/Wg8WeCBAwAAIwrS6yvF8ltxhgwHUiXQgIGAACGpR4Xub9hyulhGamHbS4AAHQ/6X9UuL1hxnQUXQ0JGAAAmFR0r0aLx+k1RI/pQLoaEjAAADApLbzCfW7Pmn5FQwIGAADGUAqScarCtSetv6GEBAwAAIzJv15l2EfbzF2X6UAYgAQMAACMSQuvcH+jJ3Z/CRIwAAAwRV5PZZ2t7GnrbyghAQMAADNyLoh7DdEz7KPNdCDMQAIGAABmpIX3xMt/lZCAAQCAAVKxIu9qlcssE6YDYQwSMAAAMCDjr0o7P0M9Cy7TgTAGCRgAABiQekzkHtpDp1/RkIABAKCr1TyVFT+qdZpuzHQgTEICBgCArpYaLnKZYcLT79E5qEdvPAAAMCL1WEUPH38mhPCYDqBby8jIKCkpcXNzs7S0bL2mXC7Pzs4uLS3t27evra3tizQFAKDZypPra4qkffwNmQ6EYegBN6+oqGjChAmurq6+vr42Njbr1q1rpfLFixddXV1dXV1HjRplZ2c3ceLE/Pz8jjX14mJiYvz9/dPT01spAQBgUOpvIrc3zDhcDtOBMAwJuHlvvPFGamrqrVu3Kisrd+7cuXPnzgMHDjRbs7CwcM6cOba2tgkJCRUVFefOnXv48OHbb7/dgabUory8/MaNG1VVVa2UAAAwhiKp4RXuoT13/Y3/odjm+fPnQqGwurq6trb2wYMH//zzj1wuV+9H3Lt3jxBy9OhRZcmUKVPs7e0VCkXTyidPniSEXL9+XVmyfPlyHo8nkUhUakomkwmFwsLCQvqpRCIRCoUJCQnKCo8ePUpKSlI+ffr06YMHD1JSUqRSqbKwpKTk66+/JoT897//FQqFQqEwLy+vUUlNTQ1dOSsr686dOwkJCcqSVrDxpwIA3VBhdPUxz1T1tsnSHRT7gj537hwh5IsvvrC2th46dKiJiYmHh0dKSooaP2Lbtm2EkKKiImXJt99+Swh58uRJ08oCgYAQ8scffyhLQkJCevfu3YGm7O3t165dSz++efMmIcTb25t+KpPJTExMtm/fTlFUUVGRt7c3IURLS4sQ0qtXr/DwcLra5cuXra2tCSG2traOjo6Ojo6//vpro5Ls7Oy8vLzhw4cTQrS1tQkhurq6Fy9ebP07YenvGwC6m6hlBY+2F6u3TZbuoNg6CevQoUN37951dnaurKycMmVKaGjow4cPm1aTy+V0wm4Wl8sNCgpqWp6enm5sbEznLZqbmxshJC0tzdPTs1Flf3//V155ZeXKlUVFRfb29tHR0WfOnPn111870BSfz6fTOSFEIBDY2tomJiY+e/bM2tr60aNHlZWVfD6fEMLj8davXz9x4kRra+uKiooDBw68+eabAwcO9Pb2njRp0m+//RYYGHjhwoUhQ4bQTdnY2DQqCQ0NraioSElJcXd3r66uvnfvXsMIAQA6iUJKZZyqnPPAhelAugW2JuAPP/zQ2dmZEGJiYvLll1+OHz9eIBAEBAQ0qlZbWztz5syWGtHV1a2rq2taLhaLjYyMGpYYGxvT5U0rczic/fv3h4SErFy5ksPhUBS1cuXKadOmdaApPp9/7NixsrIyCwsLgUCwaNGiI0eOCIXCkJAQgUBgZGQ0YsQIQoilpeWbb75ZV1eXmZlZWloaGBi4b9++06dP093i9sjLyxswYIC7uzshxNDQcOLEie15F4fTeMbE5s2bw8LC2vmhAAA5F6vMPXWNnXQ63EJYWNiWLVvUGBKD2DoJix5Bbfg4MTGxaTUjI6NWuv/NZl9CCI/Hk8lkDUvop/SAbSP5+fkjRoywtLTMzs6WSCQ3b97866+/pk6dSlGUqk0FBAQoFIobN27U1tbev38/ICDA399fKBQSQoRC4fjx43k8HiFEoVCsXr3a3Nzcy8srKChoxowZIpGooKCg1S/s/wgJCTl9+vS4ceO2bdt2//59OtQ2Nf0CkX0BQCUpv5b3f+uFpl+FhYU13RepK7wuxtYesJ6envKxtrY2l8utqKhoWk0ul58+fbqlRrhcbrP9Yxsbm7KyMplMRic8QsizZ8/o8qaVDx06VFxc/NNPP1lYWBBCxo8fv2XLloULF96/f3/06NEqNeXo6Ojs7CwQCIyNjTkcjq+vb0pKytdffy2RSG7fvq3Mdnv27Pn222/Dw8ODg4PpZvv16yeVSlvazKbee+89b2/v8PDwn3/++bPPPvPy8jp9+jTdIQYA6CSSCnn+9Wr+f/swHUh3wdYEnJaW5uPjQz/OzMyUy+X0iHQjtbW1c+bMaamRloagfXx85HJ5XFwcPeRLCHnw4AGPxxs0aFDTyvn5+bq6uubm5soSOrkWFRWp2hQhhM/nC4VCExOTMWPG6Orq8vn8pUuXnjp1qqamRjnAfv36dT8/v1mzZtFP6+vr8/LylC00HShuWkII8fPz8/PzI4QkJSW99NJLn3zyyZ9//tlsSAAAapF2osJhkpGuWc+9/VEjbB2C3r9/v7LP9/XXX+vr6zd7IrNjQ9DTp083MjLau3cv/bS8vPznn3+eMmWKmZkZIYSiqOjoaOW6Ft7e3nV1dWfPnlW+/cSJE4SQgQMHttlUUwEBAYmJiSdPnqTTrbu7u729/ZYtW0xNTYcOHUrX0dPTa3gK+fvvv2/Y/aVPOYtEolZK6F44zdPTk57L1mw8AADqkvKr6AXHnzWNKlOmuwV6VrOfn9/w4cM/+eSTyZMnE0K2bdum3k85dOgQISQwMHDt2rX9+vWzsLBITf33wrXa2lpCyMKFC+mn5eXlbm5uPB7vtddeW7Nmja+vLyFkxYoV7WmqKeWp3Dt37tAlb731FiEkODi40Tfw4YcfXrp0KSwsrE+fPtbW1sp4qqurTU1NR4wY8cUXX+zcubO8vLxpibOzc0BAwOrVq8PCwqZOncrhcE6dOtX6F8LGnwoAdB+VWfU/WCfJJc2spvDiWLqDYmsP+ODBg2+99VZ8fLyent6xY8c+/fRT9ba/dOnSq1ev9u7dOz4+fvr06bGxsfTlQ4QQLS0tPz+//v3700/NzMweP368a9cubW3tpKSkgQMHXr58ed++fe1pqik7O7vXX3/9pZdeUg5Zz54928/P7/XXX1fWmT59+sWLFwsKCvbu3VtZWXn37t0pU6Yo4zEwMLhy5YqXl9e1a9ciIyOrq6ublhw+fHjo0KFZWVn37993cnK6d+/eq6++qt4vEACgoaSfRG4hplraPX35yYY4FNvmj0VGRgYFBSUlJXl4eDAdSw9CX2HFdBQAwFbH+qdNOm5vNUy/Mxpn6Q6KrT1gAABgi6e3a7R4pJOyL3uxLwFbWlr6+fkZGBgwHQgAALRLyq+i/m9j+lVjrOy2Q9dj6QgPADBOXk/9ZJ/8eqyrUd9mFiBSC5buoNjXAwYAABbJOltpNUS/87IveyEBAwBAJ0r+WdR/Hsafm4EEDAAAnaXmmezZvZp+s0yYDqQ7QgIGAIDOkvKLyGWmCc8AuaYZ+FIAAKCzpPyK8ecWIQEDAECnKH5UK61S2I0zZDqQbgoJGAAAOkXyzyLPBWYEq0+2AAkYAADUTy6h0n+vcA/F+HOLkIABAED9ss+JLQfqmrjoMB1I94UEDAAA6pf8c7nHPHOmo+jWkIABAEDNaopkT6NrXF7F5b+tQQIGAAA1S/5F1G+WibYhUkxr8O0AAICaJf9U7rEA489tQAIGAAB1KrpTQ8mJ7RjcNLYNSMAAAKBOST+We76Dy3/bhgQMAABqI61WZPxZ2f8tjD+3DQkYAADUJuNkhe04A0M7HtOBsAASMAAAqE3SjyJPTL9qHyRgAABQj8pMSXlSveM0Y6YDYQckYAAAUI8nR8v7v2XG1cH8q3ZBAgYAADWg5FTKLyLPBbj7QnshAQMAgBrkXqky7MOzGKDHdCCsgQQMAABqkPRDuddCC6ajYBMkYAAAeFF1pfL8a9X95uDuCypAAgYAgBeV8ku58yvGumZcpgNhEyRgAAB4Uck/izwX4vJf1SABAwDAC3n2oFZWo7AbZ8h0ICyDBAwAAC8k6Ydyz3fMcfcFVSEBAwBAx8lqFRl/VvR/G+PPKkMCBgCAjss4WWkzGndf6AgkYAAA6Lgn9PgzqA4JGAAAOkiUWi9KqXeajrsvdAQSMAAAdNCT/5Z7zDfX0sb8q45AAgYAgI6QS6iUX0UYf+4wJGAAAOiIzL8qLQfqmbnpMB0IWyEBAwBARzz5b5nXu+j+dhwSMAAAqKwyU1KaUO/8Cu6+0HFIwAAAoLLE78o955txdTH9quOQgAEAQDUKKZXyaznuvvCCkIABAEA1mWcqzT10zdx1mQ6E3ZCAAQBANU/+W+71rgXTUbAeEjAAAKigIkNS+rjOZSamX70oJGAAAFBBwqEyj/nmmH714pCAAQCgveT1VMqvIq9FmH6lBkjAAADQXum/V/Qepm/qitWv1AAJGAAA2iv+UNmAZZh+pR5IwAAA0C7P/6mrLpA6TjViOhANgQQMAADtkvBtmfcSCw4X06/UAwkYAADaJhUrMk5VeC7A9Cu1QQIGAIC2Jf8i6htoZGjHYzoQzYEEDAAAbUs8Uua9BNOv1AkJGAAA2lB4s5qSU338DZkORKMgAQMAQBviD5QNfN+SYPaVWiEBAwBAa2qeyvKvV7m/acZ0IJoGCRgAAFqTcKTM7Q1THRPkCzXDFwoAAC1SyKgn35cPWIrpV+qHBAwAAC3K+LPSvL+OxQA9pgPRQEjAAADQooSDZQPft2Q6Cs2EBAwAAM0rS6yvyKh3CjJmOhDNhAQMAADNe7y/dMAySy1tXH7UKZCAAQCgGfUiecbJCq9FWPy5syABAwBAM5J+KHeYYmxgg8WfOwsSMAAANEYpSMK3ZYNWYPpVJ1IhAV+5ciU+Pr7zQgEAgG4i57xYx4xrPUqf6UA0mQoJeMeOHbGxsZ0XCgAAdBOP95cOXoXub+dSIQG7uLiUlJR0XigAANAdiFLrSx/Xuc4xZToQDadCAl68ePGBAwfS0tI6LxoAAGDcP9+Uei+14Ori6qPOpcL0tkuXLuno6Hh6eo4YMcLe3p7L5Spf2rRpk5eXVyeEBwAAXUoqVqSfqAh57Mp0IJpPhQRcUFBgYmIyZMgQqVSalZXV8KXa2lp1B8a858+fnz17tqSkxMvLa+rUqTxeG99VQkJCVFRUTU2Ns7Mzn8/v1atXh5sCAGDKk+/LHCYbG/bRZjqQHoCC5ty9e9fCwsLc3NzHx4fH4/n6+orF4pYqy2SyRYsWEUL09PQcHBy0tbVfffXVjjX14q5evUoIiYuLa6WkA/BTAegJFHLqV9eUp3eqmQ5ENSzdQeE64GZIpdK5c+e6uLjk5OTExMTcvXs3Njb2008/ban++vXrf/vtt6NHj1ZVVeXk5FRUVGzatKljTQEAMCg7UqxrxrXxNWA6kB5BtbFQhUJx8uTJCxcuFBYWrlixIjg4OCoqiqIoPp/fSfE1lZqaevz48eXLl6elpUVHR+vq6gYFBTk7O6vxI65cuZKVlXXgwAFjY2NCyPDhw+fOnfvjjz9+9dVXurq6jSoXFRXt3bv3s88+e+edd+gSfX39QYMGqdqUXC7fvn375MmTR44cSQiprKzcvXu3u7v73Llz6Qrffvtt3759g4KCCCHFxcVCoTA3N9fU1HTEiBFDhw6l6yQnJ//yyy+EkMOHD9vY2BBCpkyZ0qhk5cqVFhYWJSUl58+ff/r0qYmJiZeX19ixY3V0dNT4HQIAGz3+5vmQNb3argfqoEIClkqlwcHBly5dGjJkSH5+fmFhISEkIyNj586dycnJnRZhY6mpqVu2bHn8+HFGRsbEiRPj4uLWrVt38uRJOjOpxe3btwkhEyZMUJbw+fwff/wxPj5++PDhjSpHRkbKZLKQkJAzZ878/bMM+eUAACAASURBVPfflpaWwcHBjo6OqjbF5XJPnjyZk5NDJ+CoqKgtW7b06dOHTsDV1dWrVq3au3cvISQ7O9vV1bVfv352dnZlZWXx8fHLli07ePAgIaSmpubZs2eEkMLCwrq6OkKIWCxuVCKTyW7evDl58mRLS0sPDw+RSJSYmPjDDz+EhISo6wsEADYqS6grT5H0m23CdCA9hQoJ+Lvvvrt169atW7fGjRs3efJkupDP5y9atKioqIjuXXWZwsLCBw8e0J3IBQsWLF26NDAwUE+v8S2jJRLJunXrWmpEW1t7586dTctzc3MtLCyMjIyUJQ4ODnR50wScmJjI5XLXrFlz+/Ztb2/v5OTkDz/88NixY7Nnz1a1KT6fHxkZST8WCoU+Pj6xsbGpqanu7u7R0dFSqTQgIIAQ0rt37+zsbHt7e7rmzZs3AwICZsyYERgY6OPj89FHH125cuXzzz8fMmSIsuVGJQsWLBg5cqRAINDS0iKEiMVijZxGBwAq+Wdv6cD3LXDvoy6jQgK+cuXKvHnzxo0b17CQTgN5eXldnIBXrlypHMJdv379Tz/9dOHChVmzZjWqJpfL//7775YaaWnQtba2ttH4sL6+PiGkpqamaWWxWCyXy3NyctLT0y0tLSsrKydNmvTOO++89NJLZmZmKjUVEBCwf//+7OxsJycngUAwf/58sVgsEAjc3d0FAoGNjY2HhwchxMDAQF9f/8aNG2lpaaWlpRRFmZqaCoXCwMDAlra0EalUWl9fX1VVZWJiQggxNjamR8hbx+E0/m+5efPmsLCwdn4oAHRntSWyzNOVoanuTAfShrCwsC1btjAdhXqokIAlEomhoWGjQpFIRAjp+utq+vfvr3zs6urK5XLT09ObVtPX14+KilK1cX19/fr6+oYl9OAtnTubViaErF692tLSkhBiYmLyySefzJgxIyoqasaMGSo15efnp6WlJRAIgoOD4+PjAwICUlJSBALB0qVLBQKB8kR7eXn5xIkTU1JSRo4caWVlpaWlJZfLnz9/3v4N3LBhw8yZM21sbMaMGRMYGBgSEqIcM28FRVHt/wgAYJfEw2X95pjqWXLbrsqosLCwpsf9TbsHrKBC4hw0aNDp06c///zzhiO9f/31l4GBgaenZyfE1hqJRKJ8LJPJFApFs38AiUSyZs2alhrR1tbes2dP03IHB4eysrLq6mrlAUdubi4hpNksRQ8p0/82LCkuLla1KXNz88GDBwuFQhMTEwsLi0GDBvH5/BUrVohEori4uCVLltDVtm7dmpubm5KSohyFtre3VygULW1mU/7+/tnZ2RcvXrx+/fr+/fvDwsL+/PPPqVOntr8FANAkCimV+F359AttH4iDGqmQgN97773Dhw+PGTNm7dq1FRUV2dnZX3311ebNm9euXdv05Gtni42N9fX1VT6mKMrVtZl1W+RyeUJCQkuNtDQEPWbMGELIzZs3p0yZQpdERUUZGxsPHDiwaWV6TL7hyiSZmZmEEFtbW1WbIoQEBAScOHHC2NjY39+fw+Hw+fySkpKDBw/K5XJlD/jx48e+vr7K7FtSUkJPiKPRp3Ub9lablhBCTE1NQ0JCQkJCpFLp8OHDd+/ejQQM0GOlnagw99K1HNjVe/KeTqWrhu/cuePm5qZ8L5fLXblypUwmU/vlya04d+4cIcTJySkvL4+iqKqqqgkTJtjZ2dXW1qrrI+rr6x0dHUeMGFFZWUlRVExMjJ6e3vLly+lXZTLZ1q1bIyMj6acKhWLIkCH9+/d/+vQpRVHPnz8fOnRor169qqqq2myqKXoSlrm5+YEDB+gSb29vc3Pzvn37KuvMmzfP1dVVKpXST+me8cKFC+mn9Dnvs2fPKus3LYmIiKipqaEf19TUeHh4zJw5s/XvRNWfCgCwyB/D07PPVzIdRcexdAelctByufzhw4d//PFHREQEnXK6GJ2AV69ebWxs7Ovra2lpqaurGxERod5PiY6ONjMzs7CwGDZsGI/HGzVqFJ1BKYqiJwwrEx5FUU+ePLG3tzcwMBg8eLCRkZGJicm1a9fa01RTlZWV9An1J0+e0CUrVqwghMybN09ZJzEx0czMzNfXd/369f7+/uPGjXNxcVHGI5PJPDw8zMzMJk2aNG3atMLCwqYlzs7OhoaGQ4cO9ff3t7S0tLKyevz4cetfCEt/3wDQpoIbVb/1T6UUTMfxAli6g+JQ7Z5ZU1lZSU+aZVZkZGRQUFBSUlJdXd3169d5PF5wcLB6F+KglZSU0As4e3p6Tp8+XTnRTCaTbdu2zcfHJzg4WFlZLBZHRETk5OTY2NgEBwc3XAi6laaadeDAgYqKCuVqWX///feZM2cmT548evRoZZ2ioqKIiIjy8nJ6cekjR47Y29sr4xGJRGfOnMnLy5PL5fSyG41KuFzurVu3MjIy6uvrnZ2dp02bZmDQxsI3HI4KPxUAYJHzwTnOQSZe75ozHUjHsXQHpULQfD6/sLCQ///17t27UyNriTIB09fkQNdg6e8bAFonSq0/PSHrrSx3nj6LVyZm6Q5KhW98w4YNEydOjIqKCgkJsba2HjBgwIoVK06fPl1WVtZ58QEAQOf5e3fpgGUWrM6+7NWRo4anT58KBAKBQCAUCrOysjgcTnR0ND3dtwso14JuNMwLnYqlB5gA0Iq6Mvkxt9Q3nrgZWLP7Hqks3UF15KjHysrK+f/j8Xg6OjpduRCHu7t7WFgYsi8AwAuKP1Dab7Yp27Mve6lw1BAfH3/p0iWBQBAdHV1XVzdixAg+nx8QEDBmzJhm13UCTcLSA0wAaIm8nvrFOWXGdWdzz8Y3eWMdlu6gVDjwWbFixc2bN2fMmPH7779PmDCh4Q0GAACAXVJ+FfUepq8B2Ze9VEjAgYGBubm5p0+fjomJCQgICAgI4PP5yvWYAACANSjyz57nEw7YMR1Hj6Zytz0nJ0c5A6ugoMDNzY3P53/22WfIxJqNpSM8ANCsnPPi+5uLX3vUj+lA1IOlO6gOBq1QKGJjYw8fPvzzzz/LZDKhUOjv76/u2KAbYenvGwCaddo/a8AyC7fXTZkORD1YuoNSYQiaoqiEhAS673vjxg2RSGRgYODv7x8QEDBgwIDOCxEAANSo+FGtOEfa71XmVzbs4VQ4apg6derFixd1dXVHjx5Nz38eNWpUSzcUAg3D0gNMAGjq8mt5tuMNBq2wZDoQtWHpDkqFoH/99Vc7O7uxY8d2/c0HgXEs/X0DQCOVWZJTozLfynTXNtKc1a9YuoNiZdDQ9Vj6+waARm4uL9Q1547aas10IOrE0h2Uygug3Lp169y5c/n5+QYGBj4+PqGhoaamGnIaHwBAs9WVydNOVLyR4NZ2Veh8Khw1UBS1dOnS7777TktLy9raWiwWV1VV2djYXLp0afDgwZ0aJTCOpQeYANDQw8+Lq/Kl/O/6MB2ImrF0B6XCOYDff//9u+++CwsLE4lEhYWFYrH47t275ubmc+fO7bz4AABALWQ1ioRvy4aswUL63YUKRw0hISFSqfTPP/9sWBgbGzts2LDk5OT+/ft3QnjQXbD0ABMAlB7vLy0QVk/5y4HpQNSPpTsoFXrAZWVlTbMsXYJbAgMAdGcKKfX37tKhH6H7242okIBdXFwuXbokkUgaFkZGRhJCnJ2d1RwXAACoT1p4hamLto2vAdOBwP+o0G2PiYkZPXr0yJEjV61a5erqKhaLr127tnv37smTJ586dapTowTGsXSEBwAIIYQi4YPSx+226RuomXexY+kOSrWgT58+vXTp0uLi4n/fzOHMnj376NGjxsbGnRMedBcs/X0DACEkK0L8YPOz12NdCYfpUDoHS3dQKgctkUgePnyYn5+vr68/dOjQvn37dlJk0K2w9PcNAISQP8dmDlndq99sjV38maU7KJUX4tDR0Rk7dixFURyOhh5KAQBokMIb1bXPZC4zMU7Z7ai2FmhxcfHq1avd3Nx0dHQsLS39/PwuXLjQSZEBAMCLi9lR4rPeisNFl6nbUaEHnJ+fP3LkSJlMNmvWLHt7+7KysmvXrk2bNi0sLGzz5s2dFyIAAHRMSUxtWWL91DNmTAcCzVBh3PyDDz64f//+9evXDQ0NlYXr1q3bs2fP06dPe/XC5WWajKWnWAB6uIuzcvvwDTXpzoPNYukOSoUh6KSkpNWrVzfMvoSQDRs2yOXy9PR0dQcGAAAvpOxJfdG9Gq9F5kwHAs1TIQHb2dlVV1c3KqypqSGEYC40AEB382hb8ZDVvXj6mnPfXw2jwh9m8eLF27dvT05OVpaIRKJly5YtWLCgTx9Nu7cGAACrVWRI8q9XD1hqwXQg0CIVJmFdu3aNoigvL69hw4bZ29uXl5fHxMTI5fLp06eHhITQdTZt2uTl5dU5oQIAQHvFbC8ZtNxC2xjd3+5LhQRcUFBgYWFhYWFBUVReXh75/3diyMzMVNapra1Ve4gAAKASca4061zlm6nuTAcCrWHlzDHoeiydZAjQM91YVqhnyR21zZrpQLoIS3dQKq+EBQAA3VlVvjT9j4rQFHR/uzucHgAA0CixO0q8Fpnr9eIyHQi0AT1gAADNUfNUlnaiYu4TN6YDgbahBwwAoDkefVHiucBcvzc6VyyAPxIAgIaoeSpLPSaam4juLzuo0APevn37rVu3mpYvWrQoKSlJfSEBAEBHxOwo8XzH3MAWPSt2UCEBX716NSMjo2n5iRMniouL1RcSAACorKZIlvqbaMga3BeHNV70HLBIJKqurjYyMlJLNAAA0DGxX5b0n2dmaIfuL2u0ffFyQkLCxo0bCSHR0dEODg4ODg7Kl2QyWWJiokgkKiws1NfX79xIgVEsvc4doIeoeSoLH5j2Rrxbzxx/ZukOqu0/lVQqff78Of2gqqqKfvzvm3m8cePGLV++HNkXAIBBMTtKPObh7C/LqHDUsGjRouDg4ODg4E4NCLonlh5gAvQENU9l4YPS3khwM7DuoQmYpTsoVgYNXY+lv2+AnuDm8kJtQy3fL22YDoQxLN1BqXC4dOrUqfz8/GZfmj17tr29vZpCAgCA9qrKk6aFV8xNwrW/7KNCAj5w4MCNGzeafWnIkCFIwAAAXS/mixLvJRZY+oqNVLgMKSoqimqgrq7u4cOHfn5+R48e9ff377QIAQCgeeJcafofFYNXWzIdCHTEi46bl5eXe3h4ZGZmGhoaqism6IZYeooFQLMJFxcYWPNGbe0p9/1tCUt3UC+6EIe5ubmVlVViYqJaogEAgHaqyJBknRFj6Sv2etEEnJ2dnZmZ2bt3b7VEAwAA7fQwrHjQB5a65rjvL1upcN7+0KFDDdeCpiiqqKjo/Pnzvr6+Tk5O6g8NAABaUJZYn3e1yu9bO6YDgY5TIQELBIK7d+/+7508np2d3cqVK9euXdsJgQEAQIvub3zms95K2xj3dGcxVp64hq7H0jkOABqp+FHthRm5b6a58fSRgAlh7Q6qg388Nm4qAIBmuPfJs5FhvZF92U61v19xcfHq1avd3Nx0dHQsLS39/PwuXLjQSZEBAEBThbeqxTkSj/lmTAcCL0qFc8D5+fkjR46UyWSzZs2yt7cvKyu7du3atGnTwsLCNm/e3HkhAgDAvyhy9+NnIz+31uJxmA4FXpQKCXjnzp0ODg7Xr19vuObGunXrtm3b9v777/fqhWvRAAA6V+aZSlmNwvU1U6YDATVQYQg6KSlp9erVjVa82rBhg1wuT09PV3dgAADwf1By6v7GZ747bDg4+asRVPgz2tnZVVdXNyqsqakhhPTt21edQQEAQBNJP4j0evEcJhsxHQiohwoJePHixdu3b09OTlaWiESiZcuWLViwoE+fPp0QGwAA/EteRz3cWuy7o6cv+6xJVDgHfO3aNYqivLy8hg0bZm9vX15eHhMTI5fLp0+fHhISQtfZtGmTl5dX54QKANBz/fPNc+tR+ja+BkwHAmqjQgIuKCiwsLCwsLCgKCovL48Q0r9/f0JIZmamsk5tba3aQwQA6OHqRfK/d5XOvOHMdCCgTqxcPQS6HksXmgHQDHfWFUkqFf6HsfJz81i6g1LhHPD27dtv3brVtHzRokVJSUnqCwkAAP6nKl+a9GP5iE246ZymUSEBX716teHdkJROnDhRXFysvpAAAOB/7n9WPGCZpaGdCmcMgRVe9C8qEomqq6uNjDAtHgBA/Urj63IviUNT3JkOBNSv7XHzhISEjRs3EkKio6MdHBwcHByUL8lkssTERJFIVFhYqK+v37mRAqNYeooFgO0ip+Y4TjMe+L4F04F0ayzdQbXdA5ZKpc+fP6cfVFVV0Y//fTOPN27cuOXLlyP7AgCoXeGN6vKU+ilnHNquCiykwlHDokWLgoODg4ODOzUg6J5YeoAJwGIUOTkyw+djq36zTZgOpbtj6Q6KlUFD12Pp7xuAvdLCK/7Z+3z2vX4E9z1qC0t3UCpMwjp16lR+fn6zL82ePdve3l5NIQEA9HTyeurexmcTf+yD7KvBVEjABw4cuHHjRrMvDRkyBAkYAEBd/tn7vNcQPbsJhm1XBdZS4TrgqKgoqoG6urqHDx/6+fkdPXrU39+/0yJkhlQq3bRpU9++ffX09Hx8fM6dO9eed+3fv5/D4Tg5Ob14Ux2WmZkZFhZWVFTUSgkAdGe1xbK/d5X67rBhOhDoZNSLKSsr6927d1VV1Qu2092899572traW7dujYiImDVrlpaWFn0vilbk5+ebmJjY2Ng4Ojq+YFMv4urVq4SQuLi4Vko64MV/KgDQTsLFBbc/fMp0FGzC0h2UGoL29va+f//+i7fTfWRmZmppaW3atIl+KpPJBg4cOGzYsNbfNWPGjNDQ0GnTpjVMwB1r6kUgAQOwWmli3Q+2SXXlMqYDYROW7qBUGIJuVnZ2dmZmZu/eXbdIaWRkJIfDiYiImDx5sqGhoYWFxZIlS6qrq9X7EQqF4q233qKfcrnc0NDQmJiYluagEULOnDkjFAp37drV4abkcrmZmdm2bdvop/Hx8RwOZ9y4ccoK9vb269atI4RUVlYuX77c09PT0NDQzs5uxowZqampyjACAwMJIUOHDuVwOBwO59ChQ41K0tPT6+vrP/roIycnJ11dXSsrKz8/v9jY2I5+WwCgTtGrn474rLeuGZfpQKDTqTAJ69ChQw3XgqYoqqio6Pz5876+vo3OenaBRYsWffPNN3/88UdsbGxoaGhFRcWJEyearSkSiVpqhMPhmJqaNi1PTEzU1dXt16+fsmTgwIF0ebNzzcRi8YoVK7744gtr68b3ym5/U1wud8KECQKBgF53TCAQ6OvrP3jwoLq62tDQMCUlpaCggM/nE0IqKyvr6uo2bdpkZ2dXVlZ2+PDh0aNHJycn9+7de9KkSb/99tubb755/vx5+sbMFhYWJiYmDUvs7e0/+eST77///ssvv/T29haJRPfu3WvlWwKALpN9TlyVJ/V615zpQKBLtL+zPHv27D4NODo6+vr6fvbZZyKRqNM66M2gJzGtX79eWfL7779zOJz4+PimlcVicSvbrqur2+xHzJkzx9raumHJnTt3CCHHjx9vtv6KFSuGDRsml8spimo0BK1SU7t379bT06urq6Mo6pVXXlm6dKmhoeGlS5coijp06BCPxxOLxU3fJZVKLS0t9+3bRz9tzxD02LFj33rrrWa3pSXNfoGbN29WqREAaIWsXvFb/9ScS838NwelzZs3v2Au6z5U6AGfPHmy/ZU726RJk5SPJ0+eTFHUvXv3BgwY0Kiavr6+UChsqREtreZH4CmK4nDae/HdgwcPDh8+fOfOnWZbU6kpPp9fV1d3584dPz+/Gzdu/Pjjj5mZmQKB4OWXXxYIBCNGjFDe9OLMmTPffPNNWlpaaWkpRVESiSQlJaWdn0IIGTFixHfffefg4DB58uRRo0Zpa2u3510UC69zB2CRx/tKzdx0HF7GvW1aExYWFhYW1qiw/bvZboWt97eysPjf0uQmJiY8Hq+goKBpNS6X2zQrK7X0N7OwsKC79coK5eXljT5UaenSpaGhoa6urvQorkwmUygUIpFIT09PT09PpaYGDx5saWkpFApNTEwqKyv9/PySk5P/+usviqKioqLeffddutrZs2dnzpy5YsWKsLAwKysrLS2tqVOn1tXVtbSZTf3nP/8xMzMLDw/fvn27iYlJaGjol19+aWxs3P4WAEC9aotlcV89n3XLmelAoOuonIBv3bp17ty5/Px8AwMDHx+f0NDQZk+jdrbCwsLBgwfTj589eyaTyfr06dO0WlVVlZWVVUuN6OrqNpu3vL296+rqMjIyXF1d6ZKEhAS6vGnlJ0+exMXF/fTTTw0Lzc3NP/744x07dqjUFIfD8fPzEwgExsbGQ4YMMTc3DwgI2Lhx4+3bt0tKSugTwISQ3377beTIkfv27VO+UdX7Mevp6W3evHnz5s0FBQURERFr167lcDgHDx5UqREAUKO7nzzzmG9m1l+X6UCg66iQgCmKWrp06XfffaelpWVtbS0Wi48ePbp169ZLly4pc2GXCQ8PnzJlCv34+PHjHA5n9OjRTat1bAh6+vTpq1evPnbsGH2yQaFQHDt2zMfHp9kZWFeuXFEoFMqnn3zySVZW1okTJ+j7NqrUFCGEz+evWbOGy+UGBAQQQoYNG2ZoaBgWFqajozN27Fi6TlVVlbn5/+ZoXLhwoeEkcF1dXUJIwwOLpiVKffr0WbZs2enTp+nDAgBgRElcXc5FcWiSG9OBQNdq/+ni8PBwQkhYWFhlZSVdcvfuXU9PTy8vL7Welm4DPQmrb9++K1euvHz58o4dO3R0dEJCQtT7KUuWLNHR0dm+ffu5c+dmz56tpaV1+fJl+qW6ujoul7t48eJm39hoElbrTTWVmJhI/13Onz9Pl0yfPp0QMmHCBGWdPXv2aGtrR0ZG1tbWRkVFOTk5GRkZLVy4kH61uLiYy+XOnz//zp07Dx8+rKura1oyceLEzz///OzZs1FRUV999ZWOjs62bdta/0JU+qkAgAoU1F/jM58cLWM6DhZj6Q5KhaBff/31WbNmNSqMiYkhhCQnJ6s1qtbQCVgoFM6cOdPIyMjMzOzdd99V+1JcEonk008/7dOnj46OzuDBg8+cOaN8qba2lhCiTHiNNE3ArTTVLGtrax6PpzzK2b17N/m/842lUunHH39sa2tLr215/vx5b2/vhvEcPHjQ0dGR7t+npaU1LdmyZcuwYcPMzMz09fW9vLy++uoregp3K1j6+wbo/lKOlf/uk65o478gtIalOygVbuE0adKk4cOHf/HFFw0Lq6urjYyM7ty54+vr++Ld8faIjIwMCgpKSkry8PDomk8Ewtq7fQF0c9IqxXGvtEnhfW3HGjAdC4uxdAelwkpYLi4uly5dkkgkDQsjIyMJIc7OmLkHAKCyR1uL7QMMkX17JhUmYb377rtHjx7l8/mrVq1ydXUVi8XXrl3bvXv3q6++amODu3YAAKhGlFqf9KMo5B9XpgMBZqjWbT99+vTSpUuVF71wOJzZs2cfPXoUl5BqPJaO8AB0Z2cnZjnPMBm0wpLpQFiPpTsolYOWSCQPHz7Mz8/X19cfOnRo3759Oyky6FZY+vsG6LbSTlTEfFHyWmw/LR4rV3HqVli6g2Jl0ND1WPr7BuiepGLFca+0wGP2dhMMmY5FE7B0B/WityMEAABVPfy82P4lI2TfHo6ta0EDALBUWUJd8i+iN+Ix96qnQw8YAKALUeTmiqejPu+t3xv9n54OCRgAoOs8+aFcWq3wereZ+6FBT4NDMACALlJXJr+/8dn0C04c9H0APWAAgC5z56Mi97lmVkP1mA4EugX0gAEAusLT6JrcS+K5T3DPQfgXesAAAJ1OIaWilhWO32enY8plOhboLpCAAQA6XdzO58Z9tfu9asJ0INCNYAgaAKBzVaRL/t79fM7DfkwHAt0LesAAAJ3rxnuFwzf2NnHWYToQ6F6QgAEAOlHKL6LaYtnA5bjwFxrDEDQAQGepK5XfWV80/ZwjbnkETaEHDADQWW6vfer+hpnVMH2mA4HuCD1gAIBOkXu5qvBmTQhuugAtQA8YAED9pNWKG+8V+h+20zbEbhaax8qbGEPXY+n9rgGYcmNZIaUg/kfsmA6kR2DpDgpD0AAAalZ4ozrrnPiNBAw+Q2swNgIAoE6yGoVgUYHfQVtdM6w6Ca1BAgYAUKf7nxXbjDZwfgWrTkIbMAQNAKA2RXdr0k6IQh7jlkfQNvSAAQDUQ15PCd8tGL/PTs8Sg8/QNiRgAAD1eBBWbOGth1seQTthCBoAQA1K4uqSfyp//W/MfIb2Qg8YAOBFySXU9Xn54/bYGlijVwPthQQMAPCiYr4oMXHRcQsxZToQYBMcrAEAvJDiR7WJh8tej8PgM6gGPWAAgI6T1Siuvpk/fp+tgS36M6AaVq6fCV2PpUutAnS2m8sLJWLFSz/bMx1Ij8bSHRQO2QAAOijvalVWhDjkHww+Q0dgCBoAoCPqRXLhooKXfrbXNceyG9ARSMAAAB0Rtbiw32zTPnxDpgMBtsIQNACAypJ/FpUn17/0C079QschAQMAqKYyS3Lno6JXrjlx9ThMxwIshiFoAAAVUApyfUHB8I1WloP0mI4F2A0JGABABY+2FnN1OINWWDIdCLAehqABANqr+FFtwpGy12NcCcae4YWhBwwA0C6SCvmVkDz/Q3ZY9ArUgpWrh0DXY+lCMwBqdDU0X9eCO2G/LdOBQGMs3UHhOA4AoG0Jh8tK4+tm33dhOhDQHEjAAABtKEuoe7CpeOZNZ54+TtuB2uDHBADQGmm14tJreWN32Zh76DIdC2gUVo6bQ9dj6SkWgBd3fX4+h8sJONqH6UCgRSzdQWEIGgCgRUk/lhc/qp3zoB/TgYAGQgIGAGheWULd3Y+fzYhy5hngbB2oH35VAADN+PfU79c2Fl449QudgpXj5tD1WHqKBaDDrr2d8+et3gAAIABJREFUz9Xj8L/DqV8WYOkOCkPQAACNJX5X9vyfutn3cNUvdCIkYACA/6P4Ue39z4pn3cJVv9C58PMCAPifujL55dfz/A7ambnj1C90LiRgAIB/UQpyNTTP7XXTfrNNmI4FNB8SMADAv+59+kwhoUZt7c10INAj4BwwAAAhhGRFiNPCRXMe9uNwcbNf6ApIwAAApDypXvhuwfRIR30r7BWhi2AIGgB6Okml4tLs3NFfWPceoc90LNCDsPLiZeh6LL3OHaBNlIKcD84xc9MZt8eW6Vigg1i6g0IPGAB6tHsbnsnrqDE7bZgOBHocnO0AgJ4r7feK9D8q5jzop8XDxCvoakjAANBDlcTV3Vr5NPiKk14vLtOxQE+EIWgA6IlqnskuzsiZsN+212A9pmOBHgoJGAB6HIWUuvxanudCc9fXTJmOBXouVs4cg67H0kmGAM0SLi6oK5VPOeVAcOZXI7B0B4VzwADQs/y9+3nJo9qZt1yQfYFZSMAA0INknqn8e3fpq3dctA1xAg4YhgQMAD1F8aPaqMWF0845GjtoMx0LACZhAUDPUJklufBKDv+/dtajsN4kdAvoAbfo+fPnZ8+eLSkp8fLymjp1Ko/X4nclEomEQmFGRoaJicmIESOGDh3a4aYAoDPUlckjp+YM+8TK+RXc6Be6DQqac/fuXQsLC3Nzcx8fHx6P5+vrKxaLm6155MgRbW1tLS0tR0dHY2NjQkhISEh9fX0HmlKLq1evEkLi4uJaKekA/FSAvWS1ir/GZ97+8CnTgUBnYekOCkPQzZBKpXPnznVxccnJyYmJibl7925sbOynn37abGUej7dv377nz59nZ2eXl5dv2rTpxIkT33zzTQeaAgC1oxTk6lt5hnY83y+x2jN0L+y7dio1NfX48ePLly9PS0uLjo7W1dUNCgpydnZW40ecP39++vTp58+fnzp1Kl3yzjvvnDp1qqSkRFdXt82329raDho06PLlyyo1JZfLt2/fPnny5JEjRxJCKisrd+/e7e7uPnfuXLrCt99+27dv36CgIEJIcXGxUCjMzc01NTVtOOidnJz8xRdf/Prrr0uWLLGxsSGETJky5eDBgw1LVq5caWFhUVJScv78+adPn5qYmHh5eY0dO1ZHR6eVjWLpZXYA0auflsTVBV924uriqiONxdIdFPt6wKmpqVu2bFm8ePHSpUufPn16+vRpT0/Pc+fOqfEjbt++TQiZMGGCsoTP54vF4vj4+DbfS/8IDAwMVG2Ky+WePHnyyJEj9NOoqKgtW7asW7eOflpdXb1q1aq8vDxCSHZ2tp2d3aZNmy5cuHDw4MFhw4a9//77dLWamppnz54RQgoLC7Ozs7Ozs8VicaMSmUx28+ZNR0fHzz77TCAQ/PTTT9OmTfvrr79U/54Auru4nc/zrlZNPe2A7AvdEFtnAxUWFj548IDuRC5YsGDp0qWBgYF6eo3XdJVIJMoc1pS2tvbOnTublufm5lpYWBgZGSlLHBwc6PLhw4e3Hlh4eHhRUdHs2bM70BSfz4+MjKQfC4VCHx+f2NjY1NRUd3f36OhoqVQaEBBACOndu3d2dra9vT1d8+bNmwEBATNmzAgMDPTx8fnoo4+uXLny+eefDxkyRNlyo5IFCxaMHDlSIBBoaWkRQsRicW1tbevbBcA6aeEV8QdKZ9120TXHvRagO2JrAl65cqVyCHf9+vU//fTThQsXZs2a1aiaXC7/+++/W2qkpUHX2traRuPD+vr6hJCamprWo0pOTn7vvfemTJmiHDdWqamAgID9+/dnZ2c7OTkJBIL58+eLxWKBQODu7i4QCGxsbDw8PAghBgYG+vr6N27cSEtLKy0tpSjK1NRUKBQGBga2Hp6SVCqtr6+vqqoyMTEhhBgbG9PTx1rH4TTuQ2zevDksLKydHwrQlXIvVUWvfvrKNScje1zyq1HCwsK2bNnCdBTqwdYE3L9/f+VjV1dXLpebnp7etJq+vn5UVJSqjevr69fX1zcsqaurI/8/d7YkKysrMDDQ1dX1xIkTylylUlN+fn5aWloCgSA4ODg+Pj4gICAlJUUgECxdulQgEPD5fLpaeXn5xIkTU1JSRo4caWVlpaWlJZfLnz9/3v4N3LBhw8yZM21sbMaMGRMYGBgSEuLo6Njmu9h4igV6pqJ7Ndfezp/yl4PFANzpSNOEhYU1Pe5v2j1gBbYmYIlEonwsk8kUCkWzfwCJRLJmzZqWGtHW1t6zZ0/TcgcHh7KysurqakNDQ7okNzeXENJKlsrLywsICDAzM7t8+TLdrexAU+bm5oMHDxYKhSYmJhYWFoMGDeLz+StWrBCJRHFxcUuWLKGrbd26NTc3NyUlRTkKbW9vr1AoWoqtKX9//+zs7IsXL16/fn3//v1hYWF//vmncpoYAKuVxtddnJH70i/2tuMMmI4FoDVsTcCxsbG+vr7KxxRFubq6Nq0ml8sTEhJaaqSlIegxY8YQQm7evDllyhS6JCoqytjYeODAgc3WLywsDAgI0NHRuXbtmqWl5Ys0FRAQcOLECWNjY39/fw6Hw+fzS0pKDh48KJfLlT3gx48f+/r6KrNvSUlJYWGhsgX6tG7D3mrTEkKIqalpSEhISEiIVCodPnz47t27kYBBA1RkSM5NyRm/z9ZhslHbtQGYxdgVyB1FT3h2cnLKy8ujKKqqqmrChAl2dna1tbXq+oj6+npHR8cRI0ZUVlZSFBUTE6Onp7d8+XL6VZlMtnXr1sjISPrps2fPPDw8nJ2d6XhUaqopehKWubn5gQMH6BJvb29zc/O+ffsq68ybN8/V1VUqldJP6Z7xwoUL6af0Oe+zZ88q6zctiYiIqKmpoR/X1NR4eHjMnDmz9e+EjT8V6GnEuZJfnFMSvy9jOhDoaizdQbEvaDoBr1692tjY2NfX19LSUldXNyIiQr2fEh0dbWZmZmFhMWzYMB6PN2rUKDqDUhRFTxhWJrwPPviAEGJra+vdwIwZM9rTVFOVlZX0QpVPnjyhS1asWEEImTdvnrJOYmKimZmZr6/v+vXr/f39x40b5+LiooxHJpN5eHiYmZlNmjRp2rRphYWFTUucnZ0NDQ2HDh3q7+9vaWlpZWX1+PHj1r8Qlv6+oeeoKZYe80yN/aqE6UCAASzdQbF1CHrx4sVvv/329evXeTxecHCwehfiIISMHTs2NTWVXsB548aN06dPVy7gzOPxNm/e7OPjQz+dNGmSmZlZo7f37t27PU01ZWxsvGfPnoqKCk9PT7rknXfesbCwmDx5srKOl5dXUlJSREREeXn5mjVrpk6deuTIEeWINJfLvXv37pkzZ/Ly8uRyua6ubtOSuLi4W7duZWRk1NfXv/fee9OmTVNeuAzARvUi+bmXs93nmg39qBfTsQC0F/tWD4mMjAwKCkpKSqKvyYGuwdKFZqAnkFQqzr6UZTvWYNweW6ZjAWawdAfFvpWwAACUpFWKyGnZ1iP1kX2BddiXgN3d3Tdv3tyrFwaaAHo6abXifFCOeX/d8fvsmI4FQGWs7LZD12PpCA9oMGm14vz0HNN+Ov7f9eGwrysB6sTSHRR+tgDAPsi+oAHwywUAlpGKFecmZ5u66fD/i+wLLIYfLwCwiaRCHvFytoWXnv/hPoSVCwAD/AsJGABYo14kj3g5u9cQPf/Dduj7AtvhJwwA7FBfLo+YlG03/v+1d+dhTV15H8BPSELYQlhkcwHZF4tlKAioIFpEq+LgQt0Ga4fRjr6+g6PVqZ06tY7U0dZ2Wttp7dRuir61WFHHpyoKDmBZBBRQUNkUZN8CAULW+/5xn8lQUCQsSW74fv7gSc45OTm/cHN/uedupnP+MRHbvqAHkIABgAF6GuQ/hlU5RprNfM9e22MBGB1IwACg60TVsrNhlVMX84P222l7LACjhqnXggaAcaKzSnou4uH0/7V+fpv1s1sDMAcSMADortbi3gsvPQraZ+v9W0ttjwVglCEBA4COqs/subSyOvRjB7eXBdoeC8DoQwIGAF1Uda4zbWNdxHeTHReaaXssAGMCCRgAdE7p1+05e5qiLjnZ+BtreywAYwUJGAB0CUVy3m4q/z/h8nRncxdDbY8GYAwhAQOArlBIqbS4WmGZZHmmi7Et1k6g57CIA4BOkLQrflpezbNkR6c6c0xwiQLQf1jKAUD7OqukZ2ZWWk83WpjkiOwL4wQWdADQsvrMnjOzKqfHW4d+5IBbLMD4gSloANCmslMdGdvqX/xqktNivrbHAqBRSMAAoCUUyX2n6UGicNl1Z0tvnrZHA6BpSMAAoAXSTmXKb2pkXcqVOa5GVmxtDwdAC7C/BQA0rf2eJCmogu/IXXp5KrIvjFvYAgYAjXp0UZQaVxuUYOcTh/srwLiGBAwAGkIpyc19TaVftS8672Q3A9eYhPEOCRgANKG3VZHymxpFLxVz09XEDmseAOwDBoCx13yrNymowsKDt/TKVGRfABq+CQAwtu4ebcv5S1P40Yku0ebaHguADkECBoCxIu1QpG2qEz6QLM90sXDHrY0AfgFT0AAwJpryxKcDKtg81oobyL4AT4AtYAAYZZSS3P6g5fb7LXM+m+iyDNPOAE+GBAwAo6mrRnZtw2OljKzMceU7cbU9HADdhSloABg15T90nA6ocAg1jU6biuwLMDhsAQPAKOhtU6RvrWst7I26NNXmV0baHg4AA2ALGABG6tFPou+fLzex48TkuSL7AgwRtoABYPjkPcqs3Y1V50UR302eNNdU28MBYBJsAQPAMNWkdJ16rlzerVxd6IbsC6AubAEDgNqkHYqfdzVWX+mae3TilEgzbQ8HgJGwBQwA6qn8sfPktHI2j7Wm2A3ZF2DYsAUMAEMlqpalb63rKJcu+H6KwywTbQ8HgNmwBQwAz6aUU4Uftf4QUGHjb7zqlhuyL8DIYQsYAJ6hLqM74w/1Rtac5biqM8DoQQIGgKfqrpNnvdFQm9YdnGDnGWtBWNoeEIAeQQIGgCeQi5WFH7be/rDluc3W6+5P5JhgdxXAKEMCBoBfosiDU8Ls3Y22M4xjcl3NnTHnDDAmkIAB4L/qM3tu7KinKDI/cYrDbBxpBTCGkIABgBBC2u5Kst9saCnsDU6w81iL3b0AY45FUZS2xwAMwGJhUdFbXTWy3L1ND/8l8v/TBN//sWbzkHuBYRi6gsIWMMD41dMgzz/Q/CBROO01q988cDcUsLU9IoBxBAkYYDzqbVEUHGou/ardc73F2hJ3Y1usCgA0Dd86gPFF3CS/9X5L6bF29zWC1UXuphOxEgDQDnz3AMaLnnp5wXvN978Vuq+1WFXoZjaZq+0RAYxrSMAA+q/tTu/tD1orkzu91lusLsZWL4BOwPcQQH9RpOZq1+3DLS1FvdO3Wv+m3MPICodZAegKRh66DZrH0KP8xy25WPngREfhx60sA/L8NmuPtRY4uQj0GENXUIwcNGgeQ5fvcUj0SHb3aFvJsXb7YOPp8RMmzzPV9ogAxhxDV1CYggbQB5SSVF8W3fmsrSGrxzPWYsUNF4EbruEMoNMY+asBNI+hPzDHg64aWenX7aVfC41t2M9ttnJfLeAY485FML4wdAXFyEGD5jF0+dZjCglVdb6z9Kv2ppti9zUWPnGWE/yMtD0oAO1g6AqKkYMGzWPo8q2XGnPF975tL/++w+ZXxl6vWrguF7CNcIAVjGsMXUExctCgeQxdvvVJ211J+emO8tMdSjnl9Yql53oLviOupAFACGNXUIwcNGgeQ5dvPdB2V1KR1FH+Q4dMpHSNEbi9LLCbYaztQQHoFoauoBg5aNA8hi7fzNVS2FtxprMiqUPerXRZYe4WI7APNsE9egGeiKErKEYOGjSPocs3s1AKqj6zp/JcZ1WyiGVAXJaZu64U2M0wRt4FGBxDV1CMHDRoHkOXb0YQVctqrnRVXxbVpnbznQ1dos2df8239sUhzQBDxdAVFCMHDZrH0OVbZ8m6lXXXu6uvdNVc6ZK0KyZHmDkuMJsy38zEHtfGAVAbQ1dQjBw0aB5Dl2+dIu1U1t/ors/sqc/oab4ttgs0nhJpNiWSb+NnhElmgJFg6AqKkYMGzWPo8q11PfXyukw66XYLy6S2AcYOoaYTQ00cZplwTHC9KoDRwdAVFFYBAP3t3bt32K+V9ygbfu4p/HvrlbU1x10fnHqu7P5xoekkbtgnE+NavaPTnIP22U6Zb6Y72XckwTIOggWdwshfDaB5DP2BOTxqBdvbomi+LW651dtyu7fltrizSmb1HM9uhrHdDBPbGcYWHjyWrqTaJ8N/Vl8hWN3HyEFrxrVr17755pvm5mYfH59t27Y5OjoOu7FaXY1Qe3t7YWFhQECAmZnZ00qGgaHL9/AMEqysWym8J2krlbSXSFqKeltu98q7ldbPG9n4GU34lfEEPyMrH54Bl0l7dPGf1VcIVvcxctAa8M9//nPTpk0RERHTp09PTk7u6OjIyclxdXUdRmO1uhq5q1evzp8//9atW35+fk8rGQaGLt/DQwerkFKih9KOCqnwgVT4QNLxQCosk4ibFZaehhZePKtpRlbTeBOeNzJ3ZvZd/8bhf1bbo9AQBKv7GDnosdbe3u7k5LR48eJTp04RQtra2nx8fIKDg5OTk9VtrFZXowIJWF0KCdVdK+t6LBM9lHU+lIoeys59femFqaE9DTKzyVyBq6G5q6GlJ8/Cg2fhYcifaqjjU8rq0uP/7EAIVl8xNFjmnXSYlZW1e/fuo0ePnj17NiMjg8fjxcTErFmzZhTf4sKFCyKR6I9//CP91MrK6pVXXvnggw+EQqGFhYVajYfelUKhWLRo0W9/+9tVq1YRQmpra9etW/fCCy8cPnyYbrBu3bqgoKA//OEPMpns3Llz165dq66uFggEM2bM2LJli6GhISEkMzNzx44dhJDf/e539IRzfHw8fSyGqiQxMXHSpEkXL1784Ycf6uvrzc3NfXx8Nm7cOHny5FH8DHWKTKTsrpeJmxXiZnlPg1zcKO+ul3fXyrrr5N11MkmbwnQS12wyl+/E5U/l2s8yufz1l/uuxvKduAYcJk0mAwCzMC8Bt7a2/vvf/46Kipo7d+5rr71WUFCwfv36ioqKt956a7TeoqCggM1m+/v7q0qCgoLkcnlRUVFYWJhajYfeFZvN7unpOX36NJ2Ar127lp6efuvWrUOHDrHZ7KamppMnTy5ZsoQQ8ujRo927d8+bN2/GjBltbW2HDh367rvvsrKyeDyeo6PjggULioqKli5dSu9p9vLy6ldibm5+9OjRzZs3r169OiwsTCgUpqamTps27eWXXx6tD3CsKSSUvEcpaVfIupWybqW0QykRKqRChUSokLQrJUKFtEMhESokbYruerm4WW7AYZnYcYztOMY2HGNbtqkD1+ZXRlMX800nckwnck3sOf1Ow73/u2yBK7MnlgFA9zEvAdMCAgKOHj1KCFm6dKmJicnevXvj4uIcHBz6NROLxSEhIU/rhMfj5eTkDCxvaGiwsrLicP774djZ2dHl6jZWq6t58+Z98sknFEWxWKzU1NSoqKiLFy/m5eUFBQWlpqYSQsLDwwkhrq6uZWVlqle9+eabzs7OSUlJ69atc3R0jIyMfO+995YuXaqacB5YcurUqZiYmJMnT6o6GdPZG6Wc6mmQd1XLumplknYFIYRSEGmnom8baYeSUhKljJJ1KSmKkgqV9GN5r1IupmRdSqWMkgoVSjkl7VSyeSyOiQHPgs0xNeCasgwFbJ4Fm2fB5lmyeRYGfCcuz4JtaGHAs2SbOnCNbdkcY/2aNQYAvcDUBLxu3TrV4/Xr1//pT39KTU3tW0hjs9nR0dFP66RvXuxLLpf3q6KfymQydRur1dXcuXP37dtXWFjo5+eXlpa2d+/e+vr6tLS0oKCgtLQ0Ly8v+hcGi8Wqra398ssvy8rKWltbKYoyMDDIz88fGP7T2NvbZ2dnX716NSwsjJ67ZrEGm2tV9FLPbKNREkIkhLSP4TvoULBjD8Hqq3EVLBMxNQH33WFpb2/P4XCqqqoGNjM0NBzG2eh8Pr+rq6tvCf2Uz+er21itrkJCQoyMjFJTU/l8fnV19bx58+7fv5+amvrGG2+kpqZGRkbSze7cuRMcHOzt7b1kyZKZM2caGBgUFRWJRKKhB3jw4MENGzZERkYaGRnNmTPn1VdfHXz+mW3EyAMcAAB0GVMTcHv7fzd/RCKRXC4XCAQDm4nF4sDAwKd1wuPx8vPzB5a7ubmJRKKmpiZbW1u6hJ7ydXd3V7exWl3xeLyZM2fSCdjFxcXJyWnevHlHjhypqKgoLy8/cOAA3ezw4cP29vY3btygN14JIW+99ZZaCdLJySktLa2+vj41NfX8+fOrVq169OjRzp07h94DAACMEFP3jV29elX1+MqVK4SQ5557bmAzNpu98umWLVv2xM5ffPFFQsjFixdVJRcuXJg0aZKXl5e6jdXqihAyd+7cjIyMlJSUuXPnEkJmz54tl8sPHDjAYrHoHcCEkJqaGm9vb1X2vXv3bmtrq6oHeopbLpcPUkJzcHBYt27d999/Hx4efuHChSeOBwAAxgrFNHSqsLGx+fHHH3t7e7Ozsx0dHQMCAkb3XUJDQ+mtTJFI9NFHHxFCPvroI7pKKpW++OKLhw8fHkrjZ9b2k5mZSQjhcDiJiYl0yezZszkczvTp01VtduzYYW1tXVdXR1FUR0dHWFgYi8WKi4uja8vLywkhf//731XtB5a8+eab6enpHR0dCoUiNzfXxsZm06ZNI/m4AABAXUxNwF999ZWdnR19iIGnp+e9e/dG913q6upmzZpF/0bhcDjbt29XKpV0lVgsJoSoEt7gjZ9Z249UKjU1NSWE0PmVoqg9e/YQQuLj41VtWltbQ0JCzM3Ng4ODra2t33jjjWnTpvUdz+rVqwkhhoaGpqamFRUVA0teeuklAwMDQgj9d9GiRe3t7aP0yQEAwJAw7+Caf/3rX1FRUaWlpS4uLsXFxRwOx9fXl04ko668vLy5udnd3X3ChAmqQqVSmZ6e7uDg4Onp+czGQ6ztKy8vr7e3d/bs2fTTpqamkpISDw+PiRMnqtpQFFVWVtbe3u7h4WFpaXnz5k1zc/O+43n48GFNTY1CoQgKCjI2Nh5Y0tnZWVVVJZFIpk6dqto/DQAAGsPgBPy03agAAAC6j6kHYQEAADAa87aAW1tbi4uLZ8yYYWJiou2xAAAADBPzEjAAAIAewBQ0AACAFrCHcaVGYISKiooHDx4YGxsPZa5+8MbDq5XJZHfu3JFIJP1uvNjV1ZWVlTVlypRRPHZ96MG2tbXdvXu3q6vL3NyczWar2xWzglWN4eeff25oaBh4x0k9C1ahUJSUlDx8+JDL5dKn8w29K10Itqmpqbi4WKFQDLzt6UC1tbWlpaUymUwgEAy85vPgXQ1SW15eXl9fb21t3S+uzMxMU1PTUdzxV1lZWVRU1Nvb+8wTQwYf8EhqNRbsU2n1JCgYE/X19aGhofT/l8Ph7Ny5c9iNh1378OFDDw8PT09Pa2vrV155pe+rtmzZsnLlylGIcwgj7Ovy5ct9r0s6YcKEzz//fOhdMSvYfmMghDg5OQ29KyYGe/z4cfpWY7QtW7YMsStdCFYul2/atEmVBhYuXCgUCp/WuKysTHVpAUKIh4fH9evXh9jVILUymWzx4sX29vYuLi7+/v4tLS2qV50+fdrJyam7u3tUgt2xY4eVlRU9gH6f6kDDDkdHgh0cErAeCg8Pt7Ozy8jI6Ozs/PDDDwkhR44cGV7jYddu2LAhKipKqVTW19ebmZldvHiRLs/LyxMIBI8fP9Z8sH/9619XrVp17ty5qqqq3NzchQsXEkJOnz6tl8GqZGVlmZiYTJs2rV8C1rNgjx8/TgiJjY3NyMiorKxMSUk5efIkg4J9++23DQwMjh07JhKJrly5IhAIVqxY8bTGfn5+NjY2165d6+zsLCgo8PX1tbS0VKWWwbsapPabb76ZOHFiZ2enTCYLDg5W/RARiUSTJk1KTk4erWB37ty5bdu2xMREMzOzZybgYYejI8EODglY32RnZxNCjh07pip56aWXJk+e/MTLbw3eeCS1zz///D/+8Q+6PCwsbP/+/RRFKRSKwMDA999/XyvBymSyvk+7u7v5fH50dPRQumJcsDSZTObr67tv377Fixf3TcB6Fmx3d7eVldX69euH0ZUuBCuRSAQCQWxsrKrk4MGDhJAHDx4MbNzc3EwI2bNnj6okKSmJEJKWlvbMrgavjY+Pf/nll+nyv/zlLxEREfTjHTt2LFmyZLSC7UsgEAyegEcSjq4F+0Q4CEvf0LepWLx4saokKirq8ePH9+7dU7fxSGotLCxUt4hoaWmh97588cUXYrE4Pj5eK8H2uzGziYmJjY1NT0/PULpiXLC0999/XyKR7Nq1S62uGBfsxYsX29ratm7d2tzcfP369eLiYqrPyR26H+zNmzc7Ojr6jYH88pYzKqampjwer+/9V1paWggh9PT74F0NXvvEYO/cufPFF198/PHHoxWsWkYSDiOCZertCOFpysvL+Xx+351h9K0Py8rKvL291Wo8ktrY2Ng9e/Z4e3vfvXu3pqZm+fLlzc3Nf/7zn5OTk/slQo0F209ubm5lZeXGjRuH0hUTg62oqNi3b9/58+d5PJ5aXTEu2Pz8fAMDg5SUlLfffluhUFAU5e3tnZSU5OPjw5RgyS9vUerm5sZisehbl/ZjbGz87rvv7t6929LSMiAgoKKiIiEhYfv27fTHMnhXg9euXr364MGDR44csbS0PHHiRGJiIiFky5Ytu3btcnZ2Hq1g1TKScBgRLBKwvhGJRGZmZn1L+Hw+Xa5u45HUxsXFGRoanjp1SiAQ/Pzzzw4ODq+++mpUVFRoaKhCoSgrKzMxMXF0dNRksP1euGHDBjc3t61btw6lKyYGu3nz5ujo6IiICHW7Ylywra2tFEX8UyADAAAF8klEQVR9+OGHly5dCgsLy83NXbVq1dKlS+/du8fhcBgRLCGk7zC4XC6Px3vaf3bLli337t1LSEhgsVgURUVERKg2xwfvavBaLy+v1NTUzz77TCqVHj9+fMmSJd9++21jYyM9g1JdXd3d3e3h4fHEcwfGyEjCYUSwSMD6hsPh9Lv1L/2Uy+Wq23gktYSQ2NjY2NhY+vGNGzfOnz9fWlra2Ni4YMECiUQiFArDw8NPnjw58AyKMQpWpbe399e//nVTU1N6errq+6lnwZ44cSInJ+f+/fvD6IpxwXI4HIqidu7cSd9+e9asWXv37t24ceP169cjIiIYESwZcMduuVz+xGCVSmVkZGRjY2Nubq6/v39VVdXGjRsDAwOLiors7OwG7+qZbxQSEhISEkI/FgqFu3btOnHiBJfLXbt2bVpamqWlJZfLvXz5sr29/bCDVctIwmFEsNgHrG/s7e3b2tr6LnaNjY10ubqNR1Lbl1wu37x58/79+21tbRMSEiZMmFBSUlJaWpqSknLmzBmNBUuTSCTLli3Lz8+/dOkSPUU5lK4YF+yuXbsiIyOzs7OTk5OTk5MbGxt7enqSk5NLSkr0L1gHBwdCiJ+fn6rE39+fEFJVVcWUYFXvS6OH9MRgr127lpGR8be//S0wMJDNZru5uR07dqypqenrr79+ZldqvdHu3bvDw8Pnz59/9uzZy5cvl5SU3L1719bWdv/+/SMJVi0jCYcRwSIB6xt/f3+FQnHr1i1VSW5uLofDmT59urqNR1Lb18cff8zj8V577TVCSEFBQUREBIvFsrCwCAoKys/P11iwhBCZTBYTE5ORkfHTTz8FBAQMvSvGBdvW1paUlLTsP/Ly8pqbm5ctW/bdd9/pX7AvvPACIaS9vb1v+OQ/k8mMCJYQkpeX13cMqvJ+Hj9+TH75+4B+3NDQ8Myuhv5GeXl5p06dok/KKigoCAwMtLS0ZLFYkZGRIwxWLSMJhxnBaux4a9CM1tZWMzOztWvX0k/b2trs7e2joqLop0qlMiMjo6ysbCiNR1KrUltbKxAIbt68ST9dtGjR9u3b6ceBgYEHDhzQWLByuXzFihXGxsapqanqdsW4YPvpdxqSngUrFovt7Ozmz59PH4GlVCpXrlzJ5XLr6uoYESxFUTNnznR3d6cv/qBUKhcuXGhraysWi+nawsLCvLw8+nFOTg4hJD4+XvXaL7/8kvQ5k2rwrgavpSkUioCAgMOHD9NPDx065O/vTz/euXPnggULRhisyhNPQ+ob7AjD0algnwgJWA999tlnhJD58+fv2LHD1dXVyspKdUKhWCwmhMTFxQ2l8QhraTExMZs3b1Y9PXnypKWl5fHjxxMSEoyMjCoqKjQW7DvvvEP//v2fPhISEvQy2H76JWD9C/bs2bNsNjsgICA+Pn7mzJmEkPfee49Bwebn55uamvr4+Lz++uuhoaEGBgZ9LxETFBTk6uradzCEkPDw8O3bt0dHRxsYGAQEBKjyyuBdDV5L+/TTT319fVXnzVdWVhoZGSUkJJw4ccLS0jIxMXGEwV64cIH+9hkaGnp5edGPHz169MRgRxKOLgQ7OExB66Hf//73KSkptra2xcXFS5YsKSgoUB2Lb2BgMGfOHE9Pz6E0HmEtIaSsrKyjo+Pdd99VlaxZs+bTTz89e/ZsaWlpenq6i4uLxoIVCARz5szh8/l3+uh7poc+BduPr69vcHDwELtiYrDR0dHZ2dl+fn4lJSWurq6XL19+/fXXGRSsv79/fn5+eHh4UVGRi4tLeno6nWVVtUFBQaqnp0+fPnPmjKura0lJCZ/PP3r0aFZWlpGR0RC7GqSWECKVSlNSUj7//HPVeVbOzs7p6emlpaVnzpz55JNP1q5dO8JgGxsb6W9fSEiInZ0d/Zj+UTUw2JGEowvBDg63IwQAANACbAEDAABoARIwAACAFiABAwAAaAESMAAAgBYgAQMAAGgBEjAAAIAWIAEDAABoARIwAACAFiABAwAAaAESMAAAgBYgAQMAAGgBEjAAAIAW/D+duzs5n1PruQAAAABJRU5ErkJggg==", "text/plain": [ "images/formatting-tic-labels-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun formatting-tic-labels-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :set :ylabel \"output power\")\n", " (gp :set :format '(y \"p = %.2f watts\"))\n", " (gp :set :format '(x \"%.3f%%\"))\n", " (gp :set :rmargin 6)\n", " (plot \"[0:1] x**3\"))\n", " output)\n", "(png-from-file\n", " (formatting-tic-labels-plot \"images/formatting-tic-labels-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TIC-NO-LABELS-PLOT" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/tic-no-labels-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun tic-no-labels-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo enhanced))\n", " (gp :set :ylabel \"output power\")\n", " (gp :set :format '(y \"\"))\n", " (gp :set :format '(x \"\"))\n", " (gp :set :grid)\n", " (gp :unset :key)\n", " (plot \"x, -x\"))\n", " output)\n", "(png-from-file (tic-no-labels-plot \"images/tic-no-labels-plot.png\"))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#5 Combining Multiple Plots\n", "\n" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MULTIPLOT" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/multiplot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun multiplot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title \"multiplot\"\n", " :multiplot (list \"layout 2,2 columnsfirst title \\\"multiplot\\\"\"))\n", " (plot \"besj0(x)\")\n", " (plot \"besj1(x)\")\n", " (plot \"besy0(x)\")\n", " (plot \"besy1(x)\")\n", " (gp :unset 'multiplot))\n", " output)\n", "(png-from-file (multiplot \"images/multiplot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "STEM-MULTIPLOT" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/stem-multiplot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun stem-multiplot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(:pngcairo) :title \"candlestick\"\n", " :xrange '(0 5) :yrange '(0 25) :multiplot\n", " (list \"layout 2,1 columnsfirst title \\\"multiplot stem\\\"\"))\n", " \n", " (flet ((data ()\n", " (loop for r in '((1 5 7 10 15 24 0.3 \"quick\")\n", " (2 6 8 11 16 23 0.4 \"fox\")\n", " (3 5 7 11 17 22 0.5 \"lazy\")\n", " (4 6 9 10 18 21 0.3 \"dog\"))\n", " do (format s \"~&~{~^~a ~}\" r))))\n", " (plot #'data :using '(1 6 |xticlabels(8)|) :with :impulses :lw 4 :title \"counts\")\n", " (plot #'data :using '(1 6) :with :points :pt 9 :notitle ())\n", " (gp :unset 'multiplot)))\n", " output)\n", "(png-from-file (stem-multiplot \"images/stem-multiplot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PLOT-POSITIONING-PLOT" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/plot-positioning.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "\" set terminal pngcairo \n", " set output \\\"images/plot-positioning.png\\\" \n", " set multiplot \n", " set title \\\"o o\\\" \n", " set polar \n", " set size 1,.5 \n", " set border 0 \n", " unset key \n", " unset tics \n", " unset raxis \n", "plot [pi:2*pi] -1 lw 5\n", "plot -2*pi lw 2, .2 with filledcurves\n", "plot 1 lw 2, .2 with filledcurves\n", " set title \\\"###################\\\" \n", " set origin 0,.5 \n", " set size .5, .5 \n", " set origin .5, .5 \n", " set title \\\"###################\\\" \n", " unset multiplot \n", "set output\" " ] } ], "source": [ "(defun plot-positioning-plot (output)\n", " (with-plots (s :debug t)\n", " (gp-setup :output output :terminal '(:pngcairo) :multiplot (list \"\"))\n", " (gp :set :title \"o o\")\n", " (gp :set :polar 'nil)\n", " (gp :set :size (list \"1,.5\"))\n", " (gp :set :border 0)\n", " (gp :unset :key)\n", " (gp :unset :tics)\n", " (gp :unset :raxis)\n", " (plot \"[pi:2*pi] -1\" :lw 5)\n", " (gp :set :title \"###################\")\n", " (gp :set :origin (list \"0,.5\"))\n", " (gp :set :size (list \".5, .5\"))\n", " (plot \"-2*pi\" :lw (list \"2, .2\") :with 'filledcurves)\n", " (gp :set :origin (list \".5, .5\"))\n", " (gp :set :title \"###################\")\n", " (plot \"1\" :lw (list \"2, .2\") :with 'filledcurves)\n", " (gp :unset 'multiplot))\n", " output)\n", "(png-from-file (plot-positioning-plot \"images/plot-positioning.png\"))\n" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "INSET-PLOT" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/inset-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "\" set terminal pngcairo \n", " set output \\\"images/inset-plot.png\\\" \n", " set multiplot \n", " set object ellipse center 0.13,0 size 0.4,4 \n", " set arrow from 0.1,2.1 to screen 0.22,0.4 front lt 3 lw 3 \n", " set samples 1000 \n", " set grid \n", " set xtics 0.4 \n", " set ytics 4 \n", "plot [0:2*pi] exp(x)*sin(1/x)\n", "plot [0:.2] exp(x)*sin(1/x)\n", " set origin 0.2,0.4 \n", " set size 0.25,0.25 \n", " clear \n", " unset grid \n", " unset object \n", " unset arrow \n", " set xtics 0.1 \n", " set ytics 0.5 \n", " set bmargin 1 \n", " set tmargin 1 \n", " set lmargin 3 \n", " set rmargin 1 \n", " unset multiplot \n", "set output\" " ] } ], "source": [ "(defun inset-plot (output)\n", " (with-plots (s :debug t)\n", " (gp-setup :output output :terminal '(:pngcairo) :multiplot (list \"\"))\n", " (gp :set :object :ellipse :center '(0.13 0) :size '(0.4 4))\n", " (gp :set :arrow :from '(0.1 2.1) :to :screen '(0.22 0.4) :front :lt 3 :lw 3)\n", " (gp :set :samples 1000)\n", " (gp :set :grid 'nil)\n", " (gp :set :xtics 0.4)\n", " (gp :set :ytics 4)\n", " (plot \"[0:2*pi] exp(x)*sin(1/x)\")\n", " (gp :set :origin '(0.2 0.4))\n", " (gp :set :size '(0.25 0.25))\n", " (gp :clear)\n", " (gp :unset :grid)\n", " (gp :unset :object)\n", " (gp :unset :arrow)\n", " (gp :set :xtics 0.1)\n", " (gp :set :ytics 0.5)\n", " (gp :set :bmargin 1)\n", " (gp :set :tmargin 1)\n", " (gp :set :lmargin 3)\n", " (gp :set :rmargin 1) \n", " (plot \"[0:.2] exp(x)*sin(1/x)\")\n", " (gp :unset 'multiplot))\n", " output)\n", "(png-from-file (inset-plot \"images/inset-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MULTIPLOT-W-LABELS-AND-ARROWS" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/multiplot-w-labels-and-arrows.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "\" set terminal pngcairo \n", " set output \\\"images/multiplot-w-labels-and-arrows.png\\\" \n", " set title \\\"derivatives of sin(x)\\\" \n", " set font \\\"times-roman, 22\\\" \n", " set multiplot layout 2,2 \n", " unset key \n", " set xrange [-pi:pi] \n", " set arrow from 0.1,2.1 to screen 0.22,0.4 front lt 3 \n", " set style arrow 1 head filled size screen 0.03,15,135 lt 2 lw 2 \n", " set arrow from screen 0.45,0.84 to screen 0.65,0.84 arrowstyle 1 \n", " set arrow from screen 0.87,0.64 to screen 0.87,0.3 arrowstyle 1 \n", " set arrow from screen 0.7,0.15 to screen 0.4,0.15 arrowstyle 1 \n", " set arrow from screen 0.35,0.35 to screen 0.35,0.7 arrowstyle 1 \n", " set title \\\"sin(x)\\\" \n", "plot sin(x), cos(x), -cos(x), -sin(x)\n", " set title \\\"sin'(x) = cos(x)\\\" \n", " set title \\\"sin'''(x) = cos''(x) = -sin'(x) = -cos(x)\\\" \n", " set title \\\"sin''(x) = cos'(x) = -sin(x)\\\" \n", " unset multiplot \n", "set output\" " ] } ], "source": [ "(defun multiplot-w-labels-and-arrows (output)\n", " (with-plots (s :debug t)\n", " (gp-setup :output output\n", " :terminal '(pngcairo)\n", " :title \"derivatives of sin(x)\"\n", " :font \"times-roman, 22\")\n", "\n", " (gp :set :multiplot :layout '(2 2))\n", " (gp :unset :key)\n", " (gp :set :xrange '(-pi pi))\n", " (gp :set :arrow\n", " :from '(0.1 2.1) :to :screen '(0.22 0.4) :front :lt 3)\n", " (gp :set :style\n", " :arrow 1 :head :filled :size :screen '(0.03 15 135) :lt 2 :lw 2)\n", " (gp :set :arrow\n", " :from :screen '(0.45 0.84) :to :screen '(0.65 0.84) :arrowstyle 1)\n", " (gp :set :arrow\n", " :from :screen '(0.87 0.64) :to :screen '(0.87 0.3) :arrowstyle 1)\n", " (gp :set :arrow\n", " :from :screen '(0.7 0.15) :to :screen '(0.4 0.15) :arrowstyle 1)\n", " (gp :set :arrow\n", " :from :screen '(0.35 0.35) :to :screen '(0.35 0.7) :arrowstyle 1)\n", " (gp :set :title \"sin(x)\")\n", " (plot \"sin(x)\")\n", " (gp :set :title \"sin'(x) = cos(x)\")\n", " (plot \"cos(x)\")\n", " (gp :set :title \"sin'''(x) = cos''(x) = -sin'(x) = -cos(x)\")\n", " (plot \"-cos(x)\")\n", " (gp :set :title \"sin''(x) = cos'(x) = -sin(x)\")\n", " (plot \"-sin(x)\")\n", " (gp :unset :multiplot))\n", " output)\n", "(png-from-file\n", " (multiplot-w-labels-and-arrows \"images/multiplot-w-labels-and-arrows.png\"))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#7 Proramming gnuplot and dealing with data\n", "\n" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PLOTTING-ON-SUB-INTERVALS-PLOT" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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o6sMPP6yrqyssLLzkkkvsdvsAJ/t8vk8++aS1tTUvL2/+/PmVlZUi9PBE4p6UzqLWGDKVU61RrTOpSR9tcA1UO1ZGRNuSzpMsmZ9vLtZF2lLC9UdkIm1Jc/EQ5h/mIl3sqKJmYBgFkEwm6+rqbrrppvSR/Pz8sWPHpn/t7OzMycnRaI57ay1YsOBXv/rVb3/725ycnM8++0yrPU4mXC5XXV3doE3XTEVU85BCcAH2eDxnnXXWwYMHq6ur6+rq7rvvvrVr106cOLHPkz/55JOrrrqKZdkxY8Y0NzcHAoHHHnts2bJlQnfyRCItSUvJEN6/8IMfrGIEuNsJK2MsJbrmzyLC9UdkhvoAaAiV3qaJdaRMBdiqhEGFSCRC07TVelyhtl6/9onD4QAAt9udl5fX6yOGYVQqPM3kB8H3gH/+8583NTXt3Llzy5Yt9fX1Npvt2muvPbEkFgCwLHvjjTdWVVU1Nzdv3bq1ra3t0ksv/cUvftHW1iZ0J08k3JjMyXgDmMNarigvpHBjMvMtcACl1WMINyYyKkTRA2u5LtyErdAYhHA4HDk5OQ0NDT0PNjY2pn/Oy8sLhUKp1HG2q82bN//ud79bunRpR0fH3Xff3euaPp/vRFXGDA9hBTgQCPz73/++7bbbuD0Gl8u1YsWKHTt21NbWnnjysWPHOjs7f/zjH3M2ar1ef8MNNzAMs3//fkE72Sfh5iEkYeCwVugV8/5lGYi2Jy0Zb4GDsoYPAJGWpHWID0BOhV5JMzCMMrjwwgtfffXVQCDA/frOO++0t7enP506dSrLsgcPHkwfiUQiS5YsmTFjxsqVK59++umXXnrp7bff7nnB/fv3T5s2TZzOKx5hBXjTpk2pVCrtQQcAZ555JgD0dMNLk5eXl5+fv2nTpvSR77//niCI/uzVghJtH7IJ2lysi7YpRIHinSnCrtHoh2BoMhdq4x0pVimRwJG21JAfgBJtrF0hDwBGMTzwwAOxWGz69OkrVqy47bbb7rrrrpNOOim9rXv66adrtdqeK6I77rjD4/G8/vrrGo3mxhtvvOqqq2699dbm5mbu04MHD/p8vrPOOkuCkSgRYQWY+7P1rB9ZUlKiVqvTf86eaDSaN954Y8uWLXPnzl22bNlFF1300ksvvfrqq4WFhYJ2sk+i7SlT4dA288xF2thRhXghRduT5qKhDV+tU+ntmniXcu6AqXCIAlyoiyrlAcAohtGjR2/evPnss8/eunWrRqNZv369SqVyu93cp06n86KLLlq9ejX36/bt21taWl566aW0p/TKlSvnzJnzwgsvcL++8847hYWF556Lvav4QViHkXg8DgAE8b+a9iqViiCI/rKJlpWVTZ069fvvv1er1U1NTQ6Hw2QyZdLQiU4B999/fy/v+SERO5o0D1mAlZOLI9qWMhUNTX4AwFKsjbYmTflK8EKKtqWGOgUxFWo9O0mB+oPBDJsxY8asXLmS+3nTpk0HDhxYsWJF+tNly5adffbZra2tJSUlU6dO/eqrr3p+12azffTRR9zPDMOsWrXq9ttv7+UXrRhqamp+//vfi9misCtgo9EIABRFpY+wLEtRFHe8F+FweN68eQzDNDU1rV+/vqGh4eyzz7744ot37tw5aEPsCYxEfQEg2p4yD1GBlBQIO9QgYA5LmV4hsbAsRFqHvAdsLtTGjipi+BgFEQwGq6ur77nnngcffHDp0qXz58+fOXPmFVdckT5h3rx5559//kMPPTTopd5+++1QKHTvvfcK2V8pqampOVFKBG1RWAHmjM8tLS3pI21tbQzD9IwET7NmzZqjR4/+6le/4la9arX6/vvvZximlwuAOMSODTmexFKi687FIX8iLUNIQpLGWqaQoshxT0pnVmtNQ/vvMGETNAY9zGbzzTfffOzYsa+//trn8z3yyCNffPGFTnfcf/eLL7543XXXDXqp6urqdevWmc1mwTqbdQhrSZg+fbpWq/36668vuOAC7si6desAYM6cOSeezNmle844uJ97LqDFIRlmmBRLOIYW0asxqHRmNemlDbmyDwWOtiedE4aQhYPDVKhVhgINw/4MAFbF5QPHKACtVjtoKoW8vLxMIosmTJjAU6cw3Qi7AnY4HIsXL37uuec4N3efz/fggw9Onjx59uzZ3An//Oc/n332We7n0047TaPRPPzww+FwGABSqdRvfvMb+MFxWkzCzUM2P3KYCnWxY0p4BceODdkHDTgb7DElCPAw7B8AoLOqVSpIBHGhGAwGkxGC76U/9dRTu3btmjx58uTJk+vq6gwGw+eff572mVq5cqXH47njjjsAoKqq6oknnli+fHlJScno0aNbWlq8Xu+yZcvSq2fRiA4xDWEac6E22p5yTuK9R2IT60gNw5fKVKCY+UdyeAmtLCW6SGvKaZO9CQSDwYiA4ALsdru3bt36wQcfHD58uLCw8NJLL+2ZC3rp0qU9PaLvvvvuyy+//Kuvvmpra3O73aeddtq4ceOE7uGJRI8OZ/0HAJYShWTkjw3rDhjzFbICjrQMLQlJGlOBNtaRck4kBj8Vg8FkPWJ4kxMEka432YulS5f2OlJcXHzttdcK36mBiHcOZ/0HAJZSJRQlZFJsIkgbXEM3QRdoYx2KEOC2VO4UwzC+qBgbAAaDEQFcD7gPou1DDgLmMBcpwQspdixlcGtVQ380jHkaykczKdk7gseOJocahMZhKtRG22X/AGAwGHHAAtwHkdakeYhpCDmM+dq4/JeAwzbAqjQqo1sJCjQ8Jyz4IRUJ7/3BYDCKBAtwH0TbU5ZhOWGZ8rVR+W+CRtuHE4TDYS5RQkLsWEfKlDccRypLqT4i/+FjMBhxwALcB8NWIHORTgHp+IdtgAVuG1jmRniW4aKwhmmClvvw++Pbjob3m/ckGRxkhcHwBhbgPoh3pox5w9wDjsm/IlCskx7e+g8AjHnaWKe8FSjeldLbNBpiOCXHjXnauMyH3yd/2bv+2vVvPLHn63M/ey6BNRiD4QkswL1JRhiVGoaahpBDrVPpbRq5v4LjHcOcfwC3Cy7z4UfbhlwJKo0pXyF+4D3Z7m17bM+6by/42dcX3JGjNzy08wupe4TBKAQswL0ZdhYODgW8gqPtw78D5iLZO2EN2wMLAPQ5apaBZFjmNpDjuX/7Zysmn11itqlA9ezsH/1t/7cd8bDUncJglAAW4N5EhpUHOI0CjJAjWQJaimXvhDXsDQgOc5EuKn8/gDQNYV9tV/MtY2dyvxabbFdVTX32wHfS9gqDUQZYgHsTO5o0D8sBh0MJK+BjKVNB9q6A41200T0SAZb9HejJG/XbrqqcQmj+d0N+Om72i4c2MQKXacNgsgEswL2JHUsZ84efy9eYJ+89YJYB0kMb3SNwwpL5/GOEK2AF3IGefNCy77Ly45KbT3IUOAjjJk+zVF3CYBQDFuDejHABZHRr410ydhOlfLTeqlbrhuMDDADGPC3ZlZJ1UeRY5zCDgDmMbk28SyEC3B4LHQl55uZX9jp+WXn1u027JekSBqMksAD3Jt41sgWQzN2ARzh8DaHSGNWUnEvykV30SO6ASeYPQE++OFp3VuEYnbr3dOSyskn/bd4nSZcwGCWBBbg30fbhuyCB/GvijsQFmsNcJO9kFNH24echAa4mtJyH35M1bYcWFI058fgUV1EwSR4OecTvEgajJLAA9yZ2NDUiJ6xCXeyojJ1go+2p4RWiSGMu1MraDTh6dERu8MooyMGx/tiRswpHn3hcBaoFhWO+PHpY/C5hMEoCC3BvYseGWYuQQ+7poEcSBcthKtTJV4GYFEv5aUPuCB6AAnnPP9K0RAMUQ4/KcfX56ZmFo7/CAozBjAwswMfBMkD6aMNwfYABwOjWkB5avl5II/QBBu4OyNYLifTQBqdmGKUY08jdCy/Ntx0Nc/MrVdC3O96ZhaPWd9SL3CUMRmFgAT4Oyk/rrWq1dpg+wACg1ql0ZjUVkOsrON6VGnYMEochVxv3yHj4hhH4wAOA0a0lPXKdf/Rkm7dtmqu4v08rLE4AaAj7ROwRBqM0sAAfR7wrNRLzI4esk2HFPSMywILM43DiXcOPgebQGFRqnSoRkn02ytquppnusgFOmJdf9Q1eBGMwIwAL8HGMfP0HAKYCGTtCx0bmggQA5kKdnIc/ojxoHApYBLPA7vIdPcVVMsA5p+aWbvG0itYlDEZ5YAE+DtIzoiwcHOZCGfthxY4lh52HkkPe849jKdPInMABwJCrkfs2cFPEb9Mb7HrjAOdMcxVv97WJ1iUMRnlgAT4O0ksbXHysgOXpBjzCPJQc8h0+AMRGUIoxjQJWwPsCHRPs+QOfM81VstPXnmJkb2zHYKQCC/BxxI4mTSNIwsBhyNXKdBOU8tE6y/DzUHIY3XIdPgDER5aHksNUIGMTCMcOX3u1o3Dgc2x6Q6nZvjdwTJwuYTDKAwvwcUSPpcwji4IFAEOuhpSnG3DcM1IfYOC8kLQqmdbEjXeN1AcN5J8NDQB2+Y5OcRYNetoUZ9EOX7sI/cFgFAkW4OOId6SMI8jCwWF0a+PytEDyYoEHbhNUrncgZcgd6R0w5mvjMi+IdCDYedJgJmgAODW3dCv2w8JghgsW4OOIdfDhBS3bdPzxrtTIfdAAwJCrJb2ytAHEOuiRm0CMuXJ9ADholjkc8ozNyR30TOyHhcGMBCzAx0F6ebBAGvPlaoEkPbRxxOs/ADDK1wjPhwnEkKuRbyoSADgc8hYYrRYdMeiZE+z5e/14DxiDGSZYgI+D9NIG50gVyFwg15LspI8mRjx8ADC4ZGmET4QYtQ60xpH+U8jdC/pgsHO8PS+TM90Gi1Gra4zgfFgYzHDAAvw/WAYSAXrkW4A6q5pJsqmY/LyQyJEVA05jzJPlCjjeyY8F3pgnYz9wADgS9o6y9l2D4USmOIt340UwBjMsRBLgzs7O2trapqamDM+vr6/fuHFjQ0ODoL3qRbwrRTg0I0kEncYoz03QkZdC4jDJ0wgf7+LBAwt+mH+w8puAdXMg2DneltEKGAAm2PP3BToE7Q8Go1QEF2Capm+77bbCwsLZs2dXVFQsXLgwGAwOcP6WLVumTJkyatSoOXPmVFVVTZw4UegepuFl/4/D4JLlLiBvAixPIzzppQ0uHoav1qp0VjXll98DwJGhCzRHtaNgJ45EwmCGheAC/Ic//OGFF154/vnnw+HwmjVrNm7cePPNN/d38v79+8866yy9Xv/JJ5/U19fX1tbecsstQvcwTYwnCyR0uwHLT4HiXSnjiH3QgLPBylCAKR8/UVgAYMyT5RSEoz7srcrYBD3ZWbTbf1TQ/mAwSoUfvemPRCLx5JNPXnPNNTfddBMAnHPOOStWrFi+fHldXd2YMWNOPP+ee+4pKCj45ptvCIIAgMrKypkzZwraw57w5QMMAAaXRo4maF5qUUB3RUL5yU/cw48JGrofgBTA4I7EqEHSKQ8ZLTblZHj+mJzcIyEvw7JqFQ97NxhMViHsCnjz5s3BYPDCCy9MH7nooosAYO3atSee3NnZuWbNmltuuYVhmG+//ba2tpYkSUG71wvSSxM8LYAMLg0lQwHmzwtalvMPvkzQAGBwydIJAADqQl2VVpdGlembwazVOwlTSzQgaK8wGEUirAAfPnwYAHoudkePHq1Sqerq6k48edu2bSzL+v3+0tLSefPmzZ49u7i4ePXq1YL2sCeULzXyGCQOg0t+qaCSUUalUo08CAdkLcD8PQBy9AMHgCNh75gMUnD0ZJzNfSjUJVB/MBgFI6wAh8NhALBYLOkjOp2OIAjueC+8Xi8APProo3/4wx+i0WhDQ8OkSZOuueaagwcPDtqQ6gRqamqG2ttYR2qElfjSGPPklwuJRx80wqahSYYmWV6uJhrxTn6isECeDwBHY9hfaXEO6SsT7QV7cCQSRv7U1NScKCWCtiisAGu1WgBIpY57E6VSKZ2uD53jTj7vvPNuv/12o9FYUVHx4osvJhKJV199ddCG2BMYpgDzpEDGPG28U0FeWeoAACAASURBVGYLoFhHypTPz/oPVGB0a2NyU6B4J28PgClPI1MBbor6yiz2IX1loiMf10TCKICampoTpUTQFoUV4IKCAgDo6PhfmKDP50ulUtzxXhQWFgLAlClT0kdGjx5ttVpFiwaOd9LGEZei4zDly88JNt5F8+UEDlxBArkpULyTHx804NKRyu0B4GiK+MvNjiF9ZUyO+3DIK1B/MBgFI6wAT5s2DQC2bNmSPrJp06b08V5MnjxZq9X6/f70kUQiEY1GrVaroJ1ME+9KjTwRNIcckxHyVYmBw5irkV02qLiHHnk1Rg6jWyvTPeDmSKDMMlQBzq3De8AYzNARVoDLysrmzJnz/PPPx2IxAGBZ9qmnnsrLy1uwYAF3wq5du7Zu3cr9bLfbL7zwwnfeecfn604t+9xzzzEMc8455wjayTSkh7cwUDl6IZH8BeEAgMGlpXxyugNMik2GGcLObxiS/BhSEDBHidkWTSX8ibhAXcJglIqwccAA8PTTT8+bN2/69OkXXHDB999/v2HDhrfeestgMHCf3nrrrR6Ph3OWBoAnnnhi1qxZU6ZMueSSS44ePfruu+9edNFFl112mdCdBABggQrQhIOf9y/h1JA+GlgA+cRG8piGAmQ4BaH8tN6uzjj6ZhAM3AMgN/yJOM2yLsI0pG+pQDUmx30o2DXTXSZQxzAYRSJ4Jqxp06Zt3bp1/vz5u3btqqqqWr9+/eLFi3t+2jPVRlVV1Y4dO66++uq6ujqGYf7xj3+8++67arUYCasTIVprVGn0/AimRq/SGFSJsJzSAZNe2uDkbUJGOOUmwD4+hy/TOOCWSKB8iPZnjlFWV30YbwNjMEND8BUwAIwbN+6ZZ57p86Nnn32215GioqJHH31U+E71JtbBWwgKh9GtjXem9Dl6Hq8pKLHOFF8+aABgdGt9e0XNozJCYh18Dl9nVbM0pGKM1iSngmPNUf9QXaA5xuTk4lBgDGaoyOntICjxTppnAZZbJCiPUbAAYJRbHE68k+YrBonD6JbZHQCAlmigxDQcAT7Jnn8g0Ml7fzAYZYMFuBt+fYABwJSnkVcgLOmh+XICBwCT3CKheX8AjHnamKzuAAA0RHyV1qFl4eAYZXUdwSZoDGaIYAHuhvTyVomBwyC3ksBx/mpRAIDBLbN6DPw6gQOAIVd+jtDNw90DrrI6sQBjMEMFC3A3pCfFow8wcH6w8hFgJsWmorwF4QCAwaGRVxgSj4mgOeToh9UaDZSYbMP4ottgYVnWQ0Z57xIGo2CwAHdD+XmLQeIgHBoZlWSnfLTeruYxaIpw/RCIJRNIH03w5wUNAAanzKYgANAeDxVlXIiwF+NseQexHxYGMxSwAHdD+vmpxJdGXqkYKD+fQTjABWIRqmRENoFYlJ/nFTAht1BgmmXaY6HiYa2AAaDK6mzAVmgMZihgAe6G3yhY4JIRdsnm/RvjLw1yGkOuVkbZKHmPQyPkZoRvj4VyCTOhGeZNqLA4GyP+wc/DYDA/gAW4G4r3FbBbTsmQyS6eo7BAbn7g8S6a3ymIwSmnPQgAaI0GS83DiUHiqLA6GyM+HvuDwSgeLMDdUD6eLZCmPG1cZitgngVYXjUZyS6eV8Cyy0Z5dAQbwABQYXE0hvEKGIMZAliAuyF9vO8By6kgEr+JoDkMuVq57ILTJMukWJ2Fz38HwqWR0QMAAO2xUOEIBHiU1YVrImEwQwILcDc81oLlIBzqRIhhZeKERHp5nn+ArNyAeZ9+AZeLVD4mEABojQaG7YEFAOUWRycZIWk5zTkwGGnBAgwAkAgxap1Ka+Tzbqg0Kq1ZnQjJ4xXMuw8wyCoQi/KleB++0S0nHzQAaI4OMwsHh0alLjHbW6IBHruEwSgbLMAAAKSH/x1QkNUSkPcwaAAgHLLZBCUFGL4+R80kWZqUTSj0sLNwpCk3O7AfFgaTOViAAbgYJL53QAHA4NLEPTJRIAHugIzcgMku2shfHuw0hFNOseDH4uGR7AEDQKXViYsSYjCZgwUYQJj1HwAY87SkTIyQQiwBZbQCjnelDHyHQYOspiAA0BGP5BstI7nCmJzcupCHr/5gMIoHCzAA54MjhADLJxRYEBO0fOQn3kULsQchpykInUwydI7OMJKLVFldOBcHBpM5WIABBFsBG3Jl4wcrxB2Q0RY46eW5FAeHjEKBO+LhfKN1hBcpM9ubsABjMBmDBRiAqwXLdx4okI8FMhllgAWdmeeHwZArny1wH21w8f8AGN1aUiZ34Fg8XDBiAa7A6aAxmKGABRiAs0DyWguWQy5xOGQX/4mgAYCwaeg4Qydk4AYspAlEHnsQbdHgSNJgceQZLEmG8SfivHQJg1E8WIABuhVIkC1AWQhwvIs2CDB8UAHh1MhiCUj5aMLB//+CjJwA2kZQB6knlVZnYxhHImEwGYEFGECYREjA+eDIQYBJAfJQchhcGsonAwWiAjRhF2QFTHpl8AAAQFuMhxUwAJTiXBwYTMZgAQYQTIHksgLmvRBFGllNQbLXBAI87QEDQJnZ3owFGIPJDCzAAIJtAcrl/SvQ8KH7DsggHTblF8QETTjUsngAgCcvaACosrqOhHEoMAaTEViAAQASAlkg5SLAwgwfZDIFoUkWWOA3EziHXB4AAOgiI3kjy8LBMSrHVY/3gDGYzMACDCzNJkIMYRdkAZQIMiyNuhtw3CNIFCwAGORQkk+44RNOGe0B8+OEVWZ24D1gDCZDsAAD6aX1drVKo+L9yiqNSm9To2+DJT2C5IECAGOuFv1QYNJDGwRIBA0AhlwN6aUB9QkYJBnaT8XcBvPIL1VitrVGgyO/DgaTDWABhrhg8gNcJCj6S8CulEGAMGjozkSB/PCFqYUFABq9SmtUUUHUpyAd8YjbYNGoeHgbuA3mcJLEVYExmEzAAixUGkIOY64MAmFJryA+wMAlw0I+GadAtbA4ZBGJ1EGGedkABgAVqIpNtlZshcZgMgALsIBBOMAVpEM+GzAlXBywHJJxCvsAyMEPy0NGebE/c5RZHE1RnBEagxkcMQT4jTfeqK6uNhgMlZWVjz76KMsOvie2Y8cOrVarUqkaGxuF7p5wQTgAQNg1iQDq71+Bw5Cyd/ggE0foTjKSZ+AhBomjyurEjtAYTCYILsBvv/32NddcM23atNWrVy9ZsmTFihU1NTUDf4VhmFtuuSUvL0/ovnEIK8DoZ6JgIRFi9DZBngS9XUOhP/8I0HphorBAJlOQY7FwoYk3Aa604GyUGExGCC7Ay5cvnzdv3iuvvLJo0aIHH3zwpz/96aOPPurxDBSq//TTT/v9/jvuuEPovnFQAUagKFiQw/s3EaK1JpVay78TOMhk/UcFaCGC0Dj0dhnk4miPB4uMPMQgcZSY7a0x7AiNwQyOsAK8e/fuhoaG6667Ln3k+uuvpyjq008/7e8rra2tv/nNb/72t78ZDCOqDZ458a6UQFEoIIdA2LhgQTgAoLOqmSRLk0gH4pBdtFGwOyCLQKyOOD9ZODhKzDYcCozBZIKwArx3714AmDhxYvpIdXV1+nif3HnnnQsXLjz//PMF7VhPSC8tUBAOABiRd4IlPYKUYkxjcGkQD8QS9AEwuDSkF+nhA0BnPJJn4E2AKyzOxgg2QWMwgyPUxJ/D5/MBgMPhSB8xmUx6vZ47fiLvvvvul19+eeDAAUF71QvSkxJOgQzIhyGRnpRAMUgchlwt6aEtJTrhmhghcY+QJpBcrWcnKdDF+cJDRV2Eia+rlZnt7bFQkqF1agEndhiMAhB2Bcw5PKtUGe0vhkKhu+6664EHHiguLh5qQ6oTGNTVKw3powmnkCZotBdApF+QUoxp0L8DgoYhGblkWGjjIaO5/IUh6dSaPIPlaDzM1wUxGHGoqak5UUoEbVFYAXY6nQDg9/8vKDAWiyUSCe54L2pqaqxW6/XXXx8IBAKBAEmSABAKhSKRyKANsSeQuQALHQZKop2KUtDhA+eGFkD7DgSEdYNH3wnLQ0Xd/JmgoTshJd4GxsiMmpqaE6VE0BaFNUFzu7979uyZNWsWd2TPnj1w/K5wmn379h08eDA3N7fnwZNPPnnmzJm1tbXCdVJQJ1j037+CRmEB8o7QySij0qg0hFDzXPQDscJJSqfWGDR8vgpKzfbmaGAOj1fEYJSIsAJcXV1dUVHx+uuvL126lDuyatUqgiD69LH605/+dN9996V//de//rVy5co333xz7NixwvWQpdlUjNVZhVIgfY4mFWVYmhWi2AMvUEFhN2gRV6CEkNMvACDQHj4AdJGRXII3+zNHBQ4FxmAyQFgBVqlUDz/88NVXX33jjTcuXry4trb273//+4oVK9LL3Llz53o8Hs7ravLkyT2/u2XLFgCYNWtWRUWFcD2kgozOouYjC33fqNSgs6qpACNctuERQvkZV7XAJmiEV8CUX6hayByEA/U44E4yks9fDBJHhcWx03eU32tiMMpDWAEGgKuuuiqVSj388MNvvvlmYWHhH//4x+XLl6c/TaVSqZSUHjqUwC5I8IMXErICTHpSwkXBAoDBpfG0JIW7/giJe2iDYLWwAEBrVAMLNMlqDIiaQI7Fw4XGHH6vWWq2f9S6n99rYjDKQ3ABBoBrr7322muv7fOjATZ3f/nLX/7yl78UrFPdJALCLoAA+Xo4cY+AtYAA+VQkQodBww9WaFOBGP9rw6AjHs438paHkqPYZGvDVYExmMHI9mpIpMAuSNCtQOgKMOUVqhgwB+KpSOICh0ED8rvgnfEIj6WQOIrNtrZYiN9rYjDKI9sFOBFgBPXBAU6AEa5IKPQUhHAiHQgrwh4E4rvgHorPIGAOt8EcTpIkja7lA4NBgWwXYEETQXMg7QfLclMQoeOAUR2+8F7QgLwJxEvFnPylweJQgarQlNOGSzJgMAOS7QJMeoXfAkR4AZSMMBqDSq0T0D8I6fmHwLWwOIy5SOcC85Ix3k3QAFBudjRF/IOfh8FkMViABfdPJmzqRBBRBRJhC1xvVdNxlkkhWhBJ0GLAHAYX0gWROshwvoFnJywAqLA6sQBjMAOT7QIsdB4oACCcWmT3gBNBWm8TOD5KBfocdSKIaDZKoeOAAYBwaihUHwAAOBYPF/DtBQ0AJSacjRKDGQQswKJ4QaPqhUT5aYPAwwe03YBJT8roFj4MCVUTCAusl9dKDGmKTdgRGoMZhKwXYOG3AJEW4ACjF9gFCQAIuyaBqgDHPbTQYUiEXZ1AtRxFIEEatToh6gaWmu3NUWyCxmAGAguwCFuAGgpVHxwR8pAAAGFXo7sC9tKChkED2m5oXjLKeyJojgqroxHvAWMwA5LtAiyCAhEODYmqFzQljgA7NBSSNRlpimVTrM4s7H8B4UA3ENwnQAwSR4XF2RTB9RgwmIHIdgGOd4mxAEoEGEDSC1joPJQcBpcWzTgcETwAAMCQi64JpEuYDWAAMGv1OrUmkIgLcXEMRhlktQCn4gzLCL4AUutUGkKVjKK4BBSnSoTBpUEzDkcMJ/Du+QeKwweATjKSZ+C5FFKaIpOtHfthYTD9k9UCTHrFWP8Bwm7AlFdwFyT4oR6U0K0MA0r4RKQAQDg0iRDD0ijaQDqEiUHiKDXbsB8WBjMAWS3AlJ8mnGLUqCHsajTdgKmAGDZYwonoHrA4K2CVGvQ5agpJR2jhTNAAUGFxNoTxNjAG0y/ZLsAiRMFCtx8siu9fcTZBkQ1DEiERGAeyJhBfIuYSxgsaAMotjhaciwOD6Z+sFuBEkNHbxLgDyL5/RbLBojp8caKwAOEpiJeMCuQFDTgXBwYzGFktwOIE4QAAYdOgmQ5ahDBoQHn+IdoMzKamkEzG6U/EhRXgKC6IhMH0S7YLsAjyAwCEQ41mQSTxEnFk8fAB4YpYHjLqEkyAyyz2JuyEhcH0T1YLsGhe0IQTxUCURIhR61UaQsBahBwGF6LlKOKelNBR4BzI+oF3xMP5gnlBl5kdrdEAw6Lo/o3BoAAWYLHev+gpEOUTIwgYAPQ5aoZi6QRyL2JSlCgsQDUUOMUwkVTCoTcKdH2DRmvTGzvJiEDXx2DkTpYLsEgKhGY9BtHkBzgbLHpTEFFnYOg9AB4q6iRMapWAJpAiUw7OxYHB9EdWC7A4QTgAYECyIqxoQTgAQDiRtAEIXwyYA80HQLhE0GmKTDntMeyHhcH0TXYLsPC1CDnQjMOh/DThEOkBQDMOJyFKHhIA0NtQLAnspWJOwezPHMU4GyUG0z9ZLcCiOcHqkQxDSgQZQvg8UBx6mxpBBaICtAhh0IBqKrRAIu4QfgXchlfAGEw/ZLUAixcHjGRBXNGisCBdEgolWAaSUVZnFW0FjNbwAcArZAwSR4nJjpNhYTD9kdUCLFomLDQL4iaCNCHK8AFJI3wiSOssapUoNwBNC7w/EXcQwpqgK6yOxggOBcZg+iZ7BZhOsCzNak1i3AGtSc2ybCqOlgaTHvG8oBF0Aya9tFGUIGBAcv4BAP5E3C7wHnC52dGMBRiD6YfsFeBEQIxKOGkQ9IMlfTQhShAOdHtBo5WJgvTShFO8LfBEkAHEAqH9YnhBYycsDKZfsleARXPA4UAwFYNoUbCA5vDFykMCAGqdSq1XJWNomUC8lIClkDhMWh2h0foTcUFbwWBkihgWSIqiPvzww7q6usLCwksuucRut/d3ZjKZXL9+/b59+xiGmTBhwoIFC1SCZQlIBBldjngrYAQDYUWrxghIGgBEiwLn4BJi68wITXm7yIhbsGLAaUrMtpZIwOEU1taNwcgRwQXY4/GcddZZBw8erK6urquru++++9auXTtx4sQTz9yxY8f8+fODwWBBQQHDMJ2dnVOnTn3//ffLysqE6JiYW4CA5C6gmAqkR88PnPIzogqwU0v5aEuJTrQWB6WLjOYKvAIGgHKLoynqn+wsFLohDEZ2CD4f//nPf97U1LRz584tW7bU19fbbLZrr72W7Ss/ezKZ/NnPflZfX3/06NGOjo6PPvpo7969t99+u0AdI70p0bYAgYsERSwQRdQwJJsGweGLE4TGgWA+cC8VdQm/AsZ+WBhMfwi7Ag4EAv/+97/vueee8ePHA4DL5VqxYsUNN9xQW1s7e/bsXidPnz59+vTp6V8vuOCCyy677L333hOob2JmQgYuEhSpJSALyTCjzxHJIopgSeBEkDbkivcAIGiE91NxoTNhgSLSQR8Kdb1+ZNuhYFe5xbGwZPwZBaOk7hFGIQj7/t20aVMqlTrjjDPSR84880wA2LBhQyZfZ1nWaBTqBUH5aYOoK2C0IkGTEUZjUKm1gtci5CBsatRygSWCjGhh0ABgQMwJIMHQSYa26AihGyo22eSbDItmmf/b+snpHz1D0alFpRMsOuLWDasXrnkBl3jC8IKwK4Dm5mYA6LmJW1JSolarueMDU19f/8EHH1x77bUC9Y0K0NYy8TbkCIcm1JAQrblBEa0SFIc+R5OKs3SC1ehFkvxBIX2i7kGgZgPwUzGhg4A5Si32Znkmw6JZ5pqv3/BRsd2X/TLPYOEO3ld91gM7P5/x36fWnnfb6JxcaXuIkTvCrgDi8TgAEMT/ZtkqlYogiFgsNvAXo9Ho4sWLc3NzH3744UwaUp1ATU3NwF+hAoxoO6AAYHChZYEkvaIaAEAFhF1D+bP3DqBmA/BRMaHTYHGUmx1N8twDvm/Lx11k5IMFN6XVFwC0avUDU8/77cnnnP3pytaoXFf2mD6pqak5UUoEbVFYAeYMyBRFpY+wLEtR1MCGZZIkL7300oaGho8//jg3N6M5JnsCgwpwIkiLVooAOAskSoGwpE/ULXBAbwpCiXsH9Ha03NC8VEwEF2gAKDXb22JBFrUsJIPxSeuB1Y273j7zeoOmj4fk5rEzbh036+qvX0syCD3SmBFSU1NzopQI2qKwAswZn1taWtJH2traGIYpLy/v7yuJROJHP/rRpk2bPv300+rqauH6lgjS4iSC5iBcaKWCEjkKFrhIaJSmIGLHASPmheehornCu0ADAKHR5ugMXWRUhLb4Ipykfvrd6pdPv3KATGG/nny2XW+s2b5GzI5hFIawCjR9+nStVvv111+nj6xbtw4A5syZ0+f5yWRy8eLF69ev/+ijj2bMmCFo30gvTTjFWwARdg2FUjkgCQTYgZYCkSILMGJOWB5SJAEGgGJTTpusrLWP71k3r2DU/AG9ndUq1Ytzr3j58OYtnpYBTsNgBkBYAXY4HIsXL37uuecOHjwIAD6f78EHH5w8eXI6Bumf//zns88+y/1M0/Q111yzZs2aDz74YO7cuYJ2DLptsNnrBS1yJk7oDgVG5Q6wNJuKsXqrqF7QSFngRchDmabM4miKymYbuD0WevbAdw+dsnDQM/MMlsenX7R0w9uMwIZKjFIR/AX01FNPFRcXT548efr06VVVVX6//7XXXkvvbK9cufKJJ57gfv7vf//79ttv6/X6u+++e1IPAgFBXCjFzIQMXEV6lAQ4EWTErEUB3cmwULEBUEFGn6MGET2yUasH5adiDlG8oEFuflh/2v3VDaNPLTX3mzG3J0uqptr0hpfqNgndK4wiEdwG63a7t27d+sEHHxw+fLiwsPDSSy/tmQt66dKlaY/osWPH3n///SdeQa/X894rmmLZFCtmYl6tUQ0s0BSrIZCIw0mEaHORqE5YSK2AkyFatCQkHKjVgwokyAqLU5y2yiz2FplEInWRkVWHt+z70f/L/CtPzLj44rUvXVk5xSp8UDVGYYjxCiYIYvHixX1+tHTp0vTPEyZMGNR1mS/E3wEFbhPUR5sKRZW9/hA5Cgs4GwAyNlixo7AACIcmEWCABTGX3QPgT4gUhgQARSbbdm+bOG2NkJUHNl5ROaXAaM38K6e4Ss4sHP2Xvet/N+Uc4TqGUSQI1WYRk0RQ1GLAHEhlAxY5Cgu4ZJzIxOGIH4Wl1qo0BEIVCX1UzKEXthhwmiJTTpscslHSLPNS3ebbxs0a6hf/OO38p/d/66UGSW+AwfQiSwWYCjIiuyABYkZIKkDrRXbCsiNkgia9tJhpsDj0NjU6jnhiekEXmXLa5ZCN8qOW/UWmnKmu4qF+scLivKxs0t/2fytErzAKJksFOBGQYgWMkh9sIsiIvgJGyA2NEtcHngMpG4CXiokYhiSPdNDPH/p+6diZw/vu/6s+82/7N0SS1OCnYjA/kKUCTAVEzcLBQTgQysUoZi1CDqQioUWuRciB1APgIaOu/rNM8ItZqzdodB60c3EcjYU2dDRcUXny8L4+Oid3QeGYlQc38tsrjLLJUgEmvbRRxFJ0HEgtgESOwgLEDADizz8ApTsQp5MssGYt//EF/VGOfCjwvxt3XlZePZJ7ct/ks57c+w1Fo7LNhEGfbBVgnwRbgOjk4hA/CgsADC4t6UXl3SRyLUIOg0uDyB0IUHFxSiGlKTc7miNIRyK9enjr1VVTR3KFk51FkxwFqxt38dUljOLJUgGmfGJHoQC3CYqGFxLppQnRd0AJhzoRZFg0TACSuMGjk40ykBBbgIvNSG8DN0Z8rbHgWYWjR3idO0867cl93/DSJUw2kK0CLIUFUm9DpR6OJDugKo1KZ1EnQkgoUCLEiJyIAwAMyOwBBxKk2AKMth/WO427Ly6doB5x7bkLS04KJOIbOhv56BRG+WSrAPtpg/iJOJBJBZWQQoABQJ+jRmQKInIlBg49Mm5oPio2QJ0fISg125oRzkb5btPuxcN1v+qJWqW6e8Lcp/fheCRMRmSpAItci5BDb0NFfigphg/dCoTGFEQSEzQyMzAvFRVZgCsszkZUBbg9FjoQ7DxjwNpHmXPj6Omftx86KofEIxjJyVIBpkQvRQDdcThIvH8TAUaSFTA6CpQI0uI7YeltakSG76ViosUgcZRbHM2oekF/2LJvYcl4vZqf/wirjlhSNfXvOB4JkwFZKsCSLIDQef8mQrQ+RwoTNDI2APGLQQFKkdDiC3CB0doZj9CI+OAdz3tNey4tm8TjBW8dN+uVus1oDhaDFFkqwOLn4gcAg1OLiBNs3CNBHihAJg6HplgmyeosEmRiQeQB8Iu+B6xTa1wGc0c8ImajmRBLJb/rbDynaCyP16x2FBabbR+27OfxmhhFko0CzDKQDEuRCxqZOBzKL0EYNCAThyNJFBYAGFwaCo1k4OKHIQFAmdmOYFXgz9sPzXSX2fQGfi9769hZ/8BWaMxgZKMAU35an6NWacQuC9cdh4OAFVoSAwAAGJxaFFJBUb6UNMN3aUmv9MMHKcKQANVkWF8erVtQNIb3y15VNXVTVzOCEw4MUmSrAEvhggTILAGlWgEb0Bi+JDFIAKAxqFRqVQqBioSBRNwuVjHgNGVmRwt6ybDWtB06WwABNmi0N4ye/tzBWt6vjFESWSnAAWnevwBAoOGHJUkYNADo7UgURKL8jFQPACJuaMEEadPxbHQdFARzcTRGfIFEfNrQ6w9mws1jZ7x8eHOKkf7PjUGWbBRgSUJQOBBJxSCJEzh0hyEhMXyRSzGmQSQUTZI94BKzrSWK1gp4bXvdWYWjVSDIbtQEe36FxfFZ20EhLo5RBtkowFSAkcwEjUYgLBVksjkRhyRpWDgQyQceSMTtfLsdDUqFxdEY8Ync6MB82nbw/JLxwl3/lrGzcIFCzABkowBLFQULyIQCJ8MSxQHnqBMhBFbAIQmCgDlQyAeeYhiKSZl14tUi5KiwOJFySmJY9ptj9fN5SoDVJ1dUnvxdZyNqhncMOmSlAAdo8WOQOFAoyc4yXBoKCe4ACsMHrhilZE4A0ptA/ImYXW8UyO46AC6DKZZKxlJJkdvtjx2+dpfBXGq2C9eEWau/ovLkf9ZtFq4JjKwRuyg9CkiSh5IDhVQMVIDWWdVqrdjvX+C8oBFIxEH5aOcEQpKmUXDC8lFxp17ULBwcKlAVmXLaY8HRObnit34i6wVe/nIsHTvzx1+uWnHy2eLPeHihKeLf2NXUEPYFE3EAsBTi4QAAIABJREFUMGn1Y23uyY7Ck+x5Mh0RUmSjACeCtLVMJ0nTBpfWt4+UpOk0ktRC5tCa1ACQijNao5SmF9InTRQWAOhtGsn3gL1U1GWQQIABoMRsb0VHgDuOXFE5RehWTnGV2PWGte11/CbbEhofFXvx0KZVR7Yci4fnF4waZXU5CBMARJLUu427f7vt03CSurh0wk/GzJidVy51Z2VMdgqwZCtgg1MjeSYKCeUHfrgD2mJJBdgrTSIOQCMOTfxahGlKzLZWNByhaZb5+lj932dfLkJbS8fO/GfdZrkIcCyV/Mver/+yd/3FZRP/Pvvy0/Ir+lzp1oe97zbtvuGbN216433VZ15WXj3yaspZSDbuAVMSBeEAGpugCenCoAGROxCULg7YLv3wfVRMEhM0AJSYbC1RJDyS9viP5Rks+UarCG1dXTX1k9YDXSRyebBPZN2xI5Pef2y3/9imi37+0twr5+ZX9mdnrrK6fjlp/sHLl//m5AWP7Vk35T9PrGk7JHJvFUA2roBJrzSlCKA7CkXiLUAqIFkULHTbYKW+A35akmqMgEYuMEnyUHJUWJzbfW2SNN2LL48ePrNwtDhtOQnTotIJrx/Zvmzi6eK0OAxYYP+wY+3KgxtfmnvF+cWZhmapQHVJ2cRLyia+37zn9o3vTHEWPT3rsiJTjqBdVRJZuQKWbhNUj4ATrFQu0BwouAFLaAIxuKTPhh1MxHmvPZAhlVYnIqHA33TUn1FQJVpzt4yb9fwhdNNSxunkj754ZU3bwW0X35O5+vbk0rJJey/71SRHwZT/PPGPgxtZYHnvpCLJRgGWcBMUhS1ACeUHEHADZhlIxSSoRciBQjLwYJKUSoBLzXYUTNAssN92NJ6WVylai3PzK1iAr48dEa3FzAkk4ueved6s039x/k8LRmCTN2i0v5963lcLf/rPui0XrHkRRz9nAooC3NnZWVtb29TUJND1KYly8QMaqSgTIUafI90KWOpkWIkgrbOoVRLdABS88CTJQ8mBiBPWvkCHTW8oMdtEa1EFqlvHzvoHerUZvFTszE/+PtVZ/Oq8qwkNDzuSE+0F6y+4Y1Ze2akfPPmvhh0jv6CyQUuAaZq+7bbbCgsLZ8+eXVFRsXDhwmCQ52kUnWCZJKszSzNwnVnN0ixNSmmfSQQk2wGF7mRYUiqQhB4AgEYqSgm9oHN0BrVK5aNikrSe5rvOptlusYNnfjJm+set+yUfe08iSeqitS+eWzzuyZmX8BjUq1Nr7p9y7gcLbvrdts9u3fA2OqlXEAQtAf7DH/7wwgsvPP/88+FweM2aNRs3brz55pv5bULCPMAckhshKWkFWOpcjKRPWgGWPhWlj4pLJcAAUGV1NUi9Dfz1sSPzCwVPwdELm96wqHTCqsNbRW63PxIMffEXL0+yFzxy6gVCXH96bunWi5eRdOrU/z65239UiCYEJZCI7w90fNSyX9BWEPKCTiQSTz755DXXXHPTTTcBwDnnnLNixYrly5fX1dWNGcNbwc5EkJHQBxi6jZApc5Fkd17aKYjepom0STkjltAFDwA0epVKI3EqEgnDkIAryRD2neIqkaoDALCxs+k3Jy8Qv92fjpt963erfz5xruQ5pFhgb/r2Xw69ceWcHwvXGYuOWDXv6lePbD3703/8dsqCn510muQDH4DDIc+3HQ07fO27/Ef3+o+RdKrQZK2yugRtFCEB3rx5czAYvPDCC9NHLrroouXLl69du5ZXAZbSBQkADE6txCvgICNVLQoAIOzqhKS74BJ6AHAQdk0iIKUAX1h6koSBIqVme6uk7jkeMuqjYuNsbvGbnptfqVdrvmg/vKCItxfa8Hho5xeHQ551C+8QIXvGdaNOmeku+8k3//q45cCqeVe5DRahW8wcDxn9pO3A522HPm8/pFdrTsuvPMVVsqh0wkR7foHJyk0XVHCLcB1ASIAPHz4MAD21dvTo0SqVqq6ujsdWpN0ChO6i9JIqkKQ2WMkTcUhrgYcfQoFNhZL96z18iiAmxwwpNdubI1L6YX3b2TDLXS7VUuzWcbP+fuA7aQV4deOu5w7Wfn/Rzw18eF1lwtgc99cL7/jd9k+r3//zc3N+fHHZRHHa7Y+jsdD7zXtWN+7a6m1dUDT23KKxD0w7r8LiFL8nCO0Bh8NhALBY/jc/0ul0BEFwxwdGdQI1NTV9nklKaoEEBAJhpU1FSTg1pE/KegySm0AkvwPSUmlxNkS8Enbgu87G0wvEC0DqxfWjTlnfUS9hMPROX/sdG9997+yfjCTiaBho1eqHTrngvbNuvHfTBzd881YgERezdY5YKvn6kW3nr3l+0vuPb+hsvHvC6Uevun/1mdffOm4Wp741NTUnSomgXUJIgLVaLQCkUse9m1KplE43eOEE9gT6E2BKUvkBBEoCS7sJKnkcDiVpHhJA4A5IS5XVVR+W0glrY2fTTHeZVK1bdMSNo6dLFY8UTJBXfPXqkzMvmeYqlqQDs/PKt19yb46OmPTe4+827Rat3c2elp98+6+Sfz3wev22n4yZ3nrlb1+bt+SSsolGzXHiUlNTc6KUCNoxhAS4oKAAADo6OtJHfD5fKpXijvMFKV0aQg5pczHSJMsyLFeVSBIk3wJPhGgJt8ABgJD0DtAk69tLSdU6AJRZHM0Rv1Stk3Rqu7dttrtCqg7AD7UZJAnOue271QuKxiypmip+02msOuLpWZe9Of/a3237bOGaFwR1kPZRsT/v+XrSe49fve61ifb8fT/6fx+fs/TKyim9dFdCEBLgadOmAcCWLVvSRzZt2pQ+zheUX+IVMCFpOn7JXZD0dnUiyEiYqE5aAwB0u6FJ9gB495Brb2iVqnUAcBEmiklFUwlJWt/pax+Tk2vSSvn+HWdzn5pb+kb9NpHbfWb/hsMhz59nXCxyu31yen7l9kvuuaB0/DmfPXfLhrdbec2PlmDo95v3XP7lK6NWP7zT175yzuV1P77vl5Pmi2x1zwSEBLisrGzOnDnPP/98LBYDAJZln3rqqby8vAUL+AwYSASlLEUAAAaXlBZIafNQAoBaq9IQqmRUMhuAtFvgILUJRPL5BwCUmR1NEi2Cv+1omJsv2QZwml9MOuMve9czAps3e7LN2/bAjs/fmn+taI5Xg6JTa+46ae7BHy13EaaT//Pn2ze+sy/QMfjX+odh2W87Gu6qfa/kX394cu83F5ae1HTF/62ad/UANZ0kB5U/BsfTTz89b9686dOnX3DBBd9///2GDRveeustg4HPvLXSliIAqRNxJIIMIenwAUBv13D5ICVpXXIFImzqcLNkkdCSOyECQKXVWR/2TrDni9/0xq6my8urxW+3F/MLRpm1+o9a919UOkGE5oIJ8qp1r/511qWjc3JFaG5I2PSGR0698N5JZ/z9wHcLPvtHpcV5/ehTLi+fnGswZ3iFcJJad+zIf5v3fti6302Yf1wxedNFd0vi0jwM0BLgadOmbd269a9//euuXbuqqqoefvjh0047jd8mJN8CNLg0pFcyJ1jJhw8AhE1NBRizNF4g0hvhdTmaREiyXVjJhw8AlRZno0Qr4E1dzY+eeuHg5wnPzyec/pe968UR4Ns3vnNO0dgrK6eI0NbwyDNY7p9y7v9NXvBp24HXjmxbvuWjMTnu0/MrT80tHWdzFxitLsLMrd0DiXgnGWmLBo+EvTt87Rs7Gw+FPDNzyy4oHf//qs9EcIYxMGgJMACMGzfumWeeEe76kr+ACEnrMVB+Wm+XfgUs5S645HHAkkZCS/78A0CZxdEiRUmGpog/xTKjBM5tlCFXVU353fbPNnY2zc4TNiv1K4e37PC1b7v4HkFb4QWtWr2odMKi0glJhq7tat7Q0fCf5j2Hgl2dZMRLxSg6BQBWHVFgtBaacqqsrsmOwutHnTLZWYSOXX2oyLXfw0byRByEXSOhDw7ppY25Ev/RDS7pjPAsJIKMtFMQafcgqABtkPoBKDXbd/raxW93q7dV2hSYPdGo1PdNPuv3O9Z8eq6AiZYOBDt/tfnDdQtvl5dE6dSa0/MrT0dgt15oEHLCEgc0fHCkE2Cphw8/ZMOWpOlklNEQKrVWSo8MaeOAUXACKDXbJYlE2uZtkyr+tU9uGH3qoVDXxk6h6q7GUsnFX616+JQLJNlux2RCdgkwy0AyLPELSG9Vp2IsS0sTiCO5CxJIugSkArReUvszSL0CljwRGACUme3NUpigazubZuRKloLjRPRqzYrJZ9+//TOBrv+LzR9MdhTePHaGQNfHjJzsEuDuYuwaSV3SVaC3qhNhabaBUVAgCTdBEyFGnyPxMy/tCpiSuhwnAJSYbV1khKRFtYIwLLvJ0yz0hutQ4RbB33Y08H7lfzfsXNte9/c5l/N+ZQyPZJcAoyA/wBWllygSlPLTBql9cCSsiZuQ2gMLALQmNZNi6YQ0JhDSSxtcEm8HalTqcoujISxqRugDwc58o1XCQsh9olNrHpy28FebP2R5zU1zINj5s9r33j7z+hwdnzGcGN7JLgFGYQMMODdgifywpC0GzCHhLjgK6z+QNB84CnsQAFAheiTSd52Ns91oLX85rq6aygD72hHeEmPF6eRV6157+JQLpjiL+LomRiCkfxmJCSIrYAkLIlFBRvItQAlzMSaCjLR50DgI6WwAKHjhAUCZ2S5yJNJWb+t0d6mYLWaIWqV6auYlv97ycTBB8nLBG79562RnEd76lQXZJcAobAFC9wJImvdvMkRLfgckzMWYCEnvggTSmUBQcELkqLA668U1QX/f1YyUB1ZPZrnLzy8Z9/sda0Z+qYd3fdkY8T8358cjvxRGBKT/VxQT0pOSfAMMOD9YiZJhobAFKKEXEumROAqcQ6o7kAjRWrPUTogAADAmJ7cu5BGtuUiSOhTsQioGqRePnrrozfrt33c1j+Qi7zfvWXngu/fPupGQVdRvNpNlAozGBphUmShYBhIhhpA6E5aUYUgI5IECAINEdyARoCX/63NUWV0NIhal3+Frn+go0Kml/9P3h4swPTP7R9eufyOcHGaa0m87Gm7bsHr1WTcUmnL47RtGOJD4bxQNyWsRckgVh0MFaJ1V+gWQQWIDgPQPACHRChgFDwCOMnFzcWzsbJrlRtT+nOZH5dXnFo1duuHfw/juTl/7j79a9foZ10zPRXGfG9MfWSfAkgfhgHQl2RFZ/2lNagBIxSXYBkbkDki2AkbAA4DDbbBQDM2X29GgbPa0zETSBboXf55x8eGQ57Hd64b0rT3+Yxd8/sLfZl22oGiMMP3CCAUS/42igcj7l7CrE1LUY0AhCpaDsGskuQMkGg+AVE5YiQCDyAMAAGNycg+FusRpa7uvbaocYnIMGu0HC256ev+3qw5vyfArtV1NCz77x59nXPzjismC9g0jBNklwJIXA+YgJHr/UshsAUoVCoxCIkaQLg6NQmP4HKOtueI4QgcS8Y54eKzNLUJbI6fYZFtz3q0rtn7y3MHaQU9+4dD3l6x9+eW5V16FcKlBzABkl7Oc5KXoOPQSvX8TyGwBEhIFYlEB6X3QQLo4NEQmoBzlFkeTKNvAtV1Np+aWalSoDHxQxtvyvlp4+6VfvPxdZ+NfZ13aZzarY/HwnRvfPRL2rlt4+0m41oJskc1DyQuJMKOzSj9kvU0tSSAsOluAUtlgk2Fab5V+CiKhAQCFPCQclVZnfVgMR+gtntYZcnNNGpOTu3HRXUat7qR3//TIri/TtStSDLPZ0/Kz2vcmvffYeFte7aK7sfrKmixbAaOxBUhIVJGe9CLhBA4S3QGWkb4YMIdUqSgpP23MQ+VffkxO7juNu0RoaLOn5bpRp4jQEL/k6Ax/n3357ePm/HX/N9M/eFKtUpm0+o54uMziuLLy5F2X/rIIhxvJH1T+G8UBkRWAVIk4KD9tcCLxFze4JIjD4aKwpC0GzEHYpUlFSfpo+3hC/Hb7ZLQ197AouTg2djY9O/tHIjQkBJOdhS+cdgWcBu2xEEkn841Ws1YvdacwvIHE61gcmBRLk6zOIv0CSGfujsPRGkXtDOmjXZN0YrbYH5LE4SBShwAACJs0FnjSi8odAIBSs72DjCQZWtD8GC3RgFqlKjbZhGtCHPB6V5FIr0aikQgxOqsapF//AEiUjBAhE7RTQ/rEtgEgUocApHPConxI5CHh0KrVRaacZoFLMmzsbJqJfAoOTNaSTQKMhgs0ByFFMiwqgMQWOHQPX2wFSiAzfK1JzdIsTYldEhiRKIA0lRZng8B+WJs9LbPkkIIDk51kkQAjkoaQQ5KKQOhMQSQJhKUCSHgAcEiSjRIRJ8Q0VVbXkbCw28BbPC2nuEoEbQKDGTbZJMDIWCBBKgVCJgxUkjAkKkCj4ALNIUlCbKQScQDA2Bz3waCAybBSDLPF24pN0BhkQeV9JALo+OCARLuAKK2ApRh+kEFnBWxwiZ0PnKVZOo6EE2KasTa3oI7QB4KdxaYcm76PRBYYDAog9N8oNEhtgEmSjTIRYlBJxCGFAQCRPJQchEMtshNAIsToLGqk8kFVWpyCFiXc5m2dhu3PGIRB6d9RYJDaACOcGtIr6vuXTrBMiuUqEUkOYZcgFRRaTgB2DSVuOQqkhs8xKsdVH/YyrFDOaFs8rdNcxQJdHIMZOUi8jsUhEaQR2QEFAINL7DgcdOzPIJEFPsudABAUYLNW7zZYGgVbBG/sapqTVyHQxTGYkYOKIIkAOtXIQYo4YHQ8sABArVOpdapkVFQNRssJQPQ9CNKXQmf+kWZsjrtOmG3gBEPvCxyb4sQrYAy6oPJGFgFE8lByGFxakU3QSO2AQndRZJEVCKU9CNFtAEhtwaSpsrqOCFOUcLu3bWyO26RFIvUbBtMnYgjwG2+8UV1dbTAYKisrH330UbafLZ9AIPDYY4+dfvrpLpfL4XCcdtpp77//Po/dQMoEJ74NFqnhAwDhEDsbJTp5SKA7F5i4w/cz6Aw/zXhb3oFApxBXru1qmpWHU3BgkEZwAX777bevueaaadOmrV69esmSJStWrKipqenzzB07djzwwANVVVUPPfTQQw89BACXXXbZM888w1dPkNoCFL8gHVIGWAAwuLQiG+GR2gU3uLQixwEjZQFKM8Gevy/QIcSVt3hap8utCiEm2xC8GMPy5cvnzZv3yiuvAMCiRYsCgcCjjz5611135ebm9jpz4sSJzc3NDoeD+3Xp0qVTp0599NFH77zzTl56glQmesKuEdsA600htQIWvx5DIoxKFBZ0J+IQew8CnQlomjE5uXUhQXJx/P/2zj0+iups/M/eZ3ezuWyuCyEJGOQeLYIgUhXwwkXb8ioqirxSUam2hbf9tL7y8VNTKwV8vff3Uyvat6Vafa30/VUBoVDkIhJQLkJALiE3SEiym002m92d2Z3Z+f0xuI1JCJvdmdlzZp/vX7tnZ2fOmTNznnOe81z2tdWvrJipxJkRRC6UHY+OHTtWV1f3wAMPxEoWL17McdyWLVv6Hpyfnx+TvgBgMpmmTZvW3NwsV2WI2gMzZ+nDXWm9BaiyCjoSiEqWX6pdcWDUD0VJlBFijJKM7Da2mxVkVgZ4uaCbDYzKKpD3tAgiL8oK4OPHjwPAuHHjYiUTJkyIlQ+MKIr79u0bP368LDURoxDpJmgAMmcawv6oqKIIZskTwGrqAEjbAmdy1LaCJm0PQsKg05dm5NTKbYe1r63h2vxheh0p8y0E6RdlBbDX6wWAnutam81mNpul8oF56aWXqqurf/WrX8VzIV0feu00h32C2UFQGCCdHkx2XcSv3hAcJmwBZM7Sq5mOgqgNCEiNFR6JbkigTEToz9vqry8YLu85Ec1TWVnZV5QoekU5JVIgEOj8BpZlAUAyeE6gDR999NETTzyxYsWKf/u3f4vneLEP/QhgYrxgJVROiERUJE5QPRol5yVrC1z9jISsV2ByFbf5SIDxOUXVHRfkPefB9vPX5GEQSmRwVFZW9hUlil5RTpl055135nzDmjVrAMDpdAJAR0dH7JhgMBgOh6XyS7F169a77777/vvvf/HFF+WqG4EbYCrbYUWICQQtoXI0bKKcgCXUnoJ0CEwOQQ9AjDHZhV/75PREEkE82H4esxAi5CPnjPiFF1546qmnpM8lJSXwze5vdXX11KlTpfLq6mr49q5wL3bs2DF//vzvf//7b7/9tozLfwI3wCw5BjXD8RNoBa2mFRLXQZwNsPQAWAtUWpWyXsHiJHEFPCoz/2XfbhlPeNrncZgsQ2yZMp4TQZRAzheyr1idMGFCWVnZu+++u3TpUqlk/fr1Fotl9uzZ/Z5hz549d9xxxy233PLuu+8aDHIOl6TZ4IAUDlpFRxS2nSwNpMqRKIjKRSihZkIOMQp8kKxchDHGZhee8rkFMWqQyUajyt0wNR9DcCAUoOyIrNPpVq9evXDhwgcffHDBggVVVVWvv/76ypUrY07A06dP93g8J0+eBICvv/563rx5Dofjnnvu6RkD63vf+57ZbE6yJmw7T5T4gZQIYJKWgCo3n7RInHAxIYdKd4A0I8SeZJgshVZHrd87MrN3bIDEqHI3XJtXIsupEERRFJdJ9957L8/zq1evfu+991wu17PPPvvEE0/EfuV5nucvugAeP37c7/f7/f7777+/5xncbnffqB2DhcAtQMZpUC0WkhAWoxGyFkBqq6B90exCwmZgKt6BcBdBqTj6Mia74KSvTS4BvKel7pErp8pyKgRRFDWGpEWLFi1atKjfn6qqqmKf77rrLuVMzrgOgckja/y15KiXEZbrEMzZBiDJK/LiFrgI6tSKqDiUEpYcA6uWEQDbzpM2Ae3JuOyio97mO4aNTf5UXRG2IdAxIceV/KkQRGnInRTLC9cpWLLJaqyaCekIFD96k85g0UWCak1ByLsDlmz1rKCJ9UGSuMo55FhHiyyn+qy1bkpeiVFP1suOIP2SLo8paWEoQN3xl6hkwDHMWeplJAz7ombSZmAqxuIg0AixJzKmZNjvbrwOkyAhlEDWkKQcBKaCMWfp1VsBk9d8uOgKrNYK2CeYM8m6A+Ys9VQgBLrh9WR0VsFZv4eTIyL0fnfjtflogYXQQboIYNJSEYC6fsAENh/S/g4w6d38njAG4xWOvONJL4IFMbrf3Xgd+iAhlJAuAjjkEZg8sgYgJteomh8O6yFRA6mmKzDrEazEPQDqOWJxnYKZsC3wXkzIKTremew28FHvhSG2zDzGLkuVEERp0kUAE7gHpub4S1oYLAnVktILrChGRaONrKedyVXPD41AI8RejMspOp60HdbnbfXTCsrkqA6CqAHR76RcRHmRD0RJ2wK0ZBsi/miUVyMcP4HzD1BxCkLw/EM1M/goaUbgvRifXZS8IfQ/L5yZ6SqXpT4IogJpIYDDnVFzFnFhgHR6MGeqZAfLdZK4BajaHjCZO6BqboGHu4izQevFpLxhX3rOJXMGEcR9bQ3XF2IWQoQaCBNKykCgD6iEavlwCJVAanlCs0Q238DoQAd8SJUZGJF3oCdDbJk6na4p6Ev4DCc6W+1Gc4k9W8ZaIYiipIsAJtMCxZKtkicSgdkYAcCSrQ+r4oZErALWkm1Q5w5wnVHC94AB4Cqn63B7U8J/391Se2PRFTLWB0GUhvR3UhbCPsFCXhgKuBgMSx0JRKIOQLUVMEdeJgYJc5aBU0cFQuoctCdT80ur3I0J/31785kZLhTACE2QKJZkh8AwWBKWbIM6oaC4ToHESFjZKm2Chkm1AVZNBUJmJJZeXJNbfKj9fGL/jYrizpazs1wj5a0SgigKiaOS7JC5BQiqmgELVsJyUQCANU+l5oc8xKXikFBHBR3xR/UmnYEhKRdHf0zOG3bA3ShCIn4BJzpbnRaby5Ype60QRDnSQgCTqYAFACbXGPIo7gkqhMVomKxchBKq+QGT6YUFainhyfTC6ovLlukwMad9ngT++88LZ2bgBjBCG8QNykpAZioCUGsFzLULFidZuQglLDn6sC8qKr8JTqwEUicjFttOdCqknkzOG/aFJ5Ft4G3Np28bOkr2+iCIopAolmSHWB8MJleNlOzEauB1Bp0pQ6+CIxaxD4A6RgDEPgB9+W7R8D2tdYP9Fyfwn7XW3YQhOBDaSAsBzHp4AndAQS0jWGLFD6i1BORIdUNSSQXSIVhy6HjTpxWU7WtrGOy/9rbVj80uzLXYlKgSgigHHa9lkhC8BahGQlxit8Dhohmw4jpoYu+AOgKYWDfovlTkuOq6vf4IN6h/bT7/NeqfERpBAZxK1EmIS2wgMFBLB0vsHWByDSpY4RHb/L6Y9IbJecP2tNYO6l+bzn39vWHjFKoSgihHWghgroPQKATqOMKGSbVBA9WU8J2CmUg/YCbXqIIRABVROGLMcpXvuFAT//Gnu9z+CHd17hDlqoQgCkHiqCQ7ZKYigIuOsIovgEi2wVEhIUGkO6o36IxWEh91dQJxEJgLeQBucpV/OhgBvPHciTtKxuoItPJHkMtB4qgkMyJE/FFCQ1FmGviQKISVzUgYJjUQI6iyC856CPVBArVikbLtPC1uSAAwJa+kzu91s91xHr/p3Ndzho5WtEoIohAkiiV5CXcJRptOZyBygqxTYwlIcjJ2c5aBUzghI7EWAKDWFnjIQ+4d6ItRr7+haMS25jPxHNwS8h9ub7oVLbAQOiF0XJYRYl1QJBin4nawJLshMU7FPaHZDsHiJHT9Z7LrhbDiKhCuQ7A4CX0A+uV7JeM2njsRz5Eb6o/OKR7NGAjtXwQZGO0LYNbDkxkHWMKSo/gaiPWQGAhaQgU/HM4rMMSKHx0wTgOXxjOwfpkzdPTWplPh6OVvy3u1hx8ov0aFKiGIEmhfABOuf1MhGjDJd0CFcNDEmkBLMMob4lHkhiThsmWOzS7cceEyWugzXZ6z/nbMgITQC7kDk1wQGwdYwqy8HSzbTq4OgMk1hDxKb4GTvQeRa1T0DoiCKIREs4OyN/0HJeN/9Bb6AAAgAElEQVT/Vn9s4GP+cObAfSMmmvTkdi6CDAxlr2UCcB1RkjfAVEhIR3IkQhWiYZNsBA7K3wGuI2rO1FPnpHPP8Ks3NBxjhUvqBiJR4Y9nvnh09FQ1a4Ug8kLouCwjnJcndwsQwJJjYJW0guZDUQAg0wsWVIkFzXUIDME7oErvQYTItoG4FMX2rEl5xR/Wf3WpA/5af3RMduGVmflq1gpB5EWNcfn06dM/+clPZs+evWTJkn379sXzl7a2tltuueWmm25qaWlJ8uqcL0ryAkhpRxSuI0qyAY4lSx/xK5uRkPA9YKX90Nh2gaEnCkdPHh99/f/5em+/P0VF8bljn/5i/E3q1ghBZEbxgenIkSPXXHPN9u3bx48fX1NTM3369A0bNlz2XytWrNizZ8+uXbtYlk2yAoSbgCq9ACLcAEdn0Bnt+nCXgneA8FQE5iy9op7QJMchGZjbh43tinDbmk/3/WlDw1GT3jCnGONvIHSjuAD+8Y9/XFhY+OWXXz7//PO7d++++eabH3/88YHF6tatWzdt2vTYY4/JUgGug2gJZHEaWGW3AIluPkhLQCXvAEv2HWCcBs6roBU010GwF9aA6HW6X3/n1qcObRHhW37SAT78yy82/dfk21NVMQSRC2UFcGNj4969ex955BG73Q4AOp1uxYoVra2t27dvv9RfQqHQj370o2eeeWbIEHmiq4fcvDWf3AGIyTWwShrBsh6imw/KuwKzbp7JJ3cTlMk1KvoAEK4BGpi7yiqMOv3vTnxLEf0f+/9+k+uKm4quSFWtEEQulBXAhw4dAoDJkyfHSqZMmRIr75fKysqsrKwf//jHctWBbRdINkJROh9DyCMQHgfYmqewAG4nOhUBo3DzCffCGhgd6P703Xt/e/Sf/1N3BAAEMfrUoS2ftzW8OuUHqa4agsiAskOzZEJVWFgYK3E6nUaj8VKmVUePHn355Zd3795tMMg2ZLDtRKvgFF8AecmNwiHB5BqVy4kb5cVIN9FWeEyegs0HAK5TyBxhVu78SlOembfl1ofv/nT989W73Gx3uSPv0znLHCZLquuFIDKg7AqY53kAMBq/JeaNRmMkEul7cDQafeSRR5YsWSKtkgeFrg+VlZXST4QHwrXkKmwE6yW6+aCwIyzXIZiz9TpyjaAVj4bNeYn2woqHq51Dquf/4uUp3998y9Ltsx/NZzJSXSNEm1RWVvYVJYpeUc4V8OOPP75378XdmmXLli1btszhcABAd/e/MotFIhGO46TyXrz22mu1tbWffPJJApcWxf7D2Uf8UYNFZzCTG4bAYNbpjLpIIGqyKyIlOK+QWWZS4sxyoagrMOFOwKC8I3jIzTNkGwHEg1lvuL6gLNW1QDROZWVlbOUWQ1EZLKcAnj59usvlkj6PHTsWAMrLywGgpqZm4sSJUvnZs2dFURw5sp/wrRs3bhQEYcaMGdJXt9sNAHPnzp00adL69esTqxLhTjgSlmw91yEoJYCJt8FhcvT+xn40IrJAuBs0AJgdeiEkRnlRb1TkPWfbyU3FgSBpjpxv5sKFC3uVTJ48OTMzc9OmTXfffbdU8vHHHwPAzTff3PfvixYtmjr1X4HlPv/88+bm5ltvvXX8+PEJV4nrFMzkC2ApIVKxIutUjuxAjCCtgI9yCp2cggdAB+YsfbgzqlC4DLad9D0IBElblJ0am83m5cuXr1q1asaMGQsWLKiqqvrtb387f/782Ar4pz/9qc/n+9Of/gQAixYt6vnf559/ftu2bStWrCgrK0u4AizBiYBiME6jcnawrIdoG2C4mBFZKSskKsJQSHdAMQHME/4AIEjaorhu6le/+lVzc/NDDz20ZMkSALj11lv/8Ic/xH49cOCAx+NR7uoh4r1gAYDJUzAjEOHpkAGAyVPQDjxEcC7kGEyeUjMwURD5oGhykP4KIEh6ovjYZDQa33rrrVWrVtXW1rpcrl7L2ddee61fi2gAuOeeeyZNmlRUVJTM1UnORR/Dmm9kFXNECXlIDwVszTMo13y2nQYViGI5GTlf1OQg2ggcQdIZlYRTYWFhT2/gGDHjrL4MGzZs2LBhSV6XjvFXsRUwH4qKUVEh8y65YPIUTIjLtvPOsYxCJ5cLJs+okBI+TIMRIoKkLUQPzcnDennyLVCU8wRl20kPgwUAlhxDxB8Vhf4dyZKEo2IGptwDQLwXOIKkMxoXwOR7oYCSjrDhTsFCcCY+CZ0eTBn6cJciGYFY4r2wQPJDU+YBIN8NGkHSGdJH5yQh3wsWABjFMsJSIX5AySkIFQ+AcimBCc+FjCBpjsZfTjoCcSg3/nbQEYhfOR0sFToAS46B61BEAUB+MkoESWdIH5uShPMSnYlBgskzhNyK2OCE3LyV4Ex8MZQzAw65BfLvgHIzMCqajyBpi9YFMA0aSKtijrAs2bmQY1jzjUpMQaIRMRKgQAegXDho1qNUfA8EQZIHBXDqYfIMrFcQFdBBhjxE50KOweQZlJiCXMxESW4mjovgChhB0hMtC2AhLEYjpHvBAoDepDPZ9WGf/EMw+cmAJax5ikSjpCUMsnJb4LQ8AAiSnpAunJKBdfNMHgULIFBsDUSLG6glx8AqIIG4DgosAEDKiNwpKOEJzbZT4AePIGmLlgUwRfo3hQQwLW6gFqdi8w8amq8z6MyZeiUMoWmZgiBIeqJpAUx8HoIYjFOZJSD5yfgAQLH5R7iTDgEMipmhcZ0U2KAhSNqiZQFMRSBoCYvToEQ+HI6SJaBSGvh2npb1H5Mr/wMgRoGjZwqCIGmIlgUwFU7AEtZ8RVyBWUpscBSyQgq2CdYCOlQgSuyCc17B7NDrTTQYQSBIWqJpAUyDD5KENV9+V2CBE0WeAiNwUMwRlqUkDgkoswsecvMMJc1HkPSEgtE5YbgOOnZAQUrJJ/cKmKL5hyXbEPZFQW4rYPJzIcdgcgycV+YHIOShIwwLgqQtWhbAITdvK6BjAGJy5dfBUrQAkjyhZV8Es+3UxIFi8uVPikxFMkoESWc0LYDbaHJDkn0LMOQWrJSIHwCw5htYBXQAVHhhgTJGABTZQCBIeqJpAUzPElAJNyRaMjFIWAuMIbfcS0CvYHHScQes+UZW7uZTtAeBIOmJlgUw207NElAJGxyOHi8sUGYXPNwZJT8XoQSTZwh5ZG4+LXFIECRtoWN4Sgy2nadFAinhh0PRDihIjrCy3gE+GBVF0Wij4wlnnEb5jQDaeCslNhAIkp7QMTwlQJQX+aBozqRjADJnGSLd0Sgvpx0wS5UG0pIj8xSEpWoHVJk9CGpsIBAkPdGsAA53Rs1ZeioyMQCATg/mTH3YJ2c0YFrCYEkwcivhKYpDCcrEAqPLCABB0hDNCuBgG2WjD5NnZGXdBaRrAcTkyrwJGqTHBh4ADIxOb9KFu+ScgbH0uEEjSHqiWQFMURQkCWu+IdgmqwBu42kJxAiSFXSbnEtAupoPF++AnA8A66XGBgJB0hPNCuCQW6DLAkV2R5RQGzVxSEAB8UOfAJbXFViEcGeUIiU8gqQh2hXAHp6uMECM3KEY2HaBlmyMIAXikFcD76HGCU3Cmi+nJ3S4SzDadHojJUYQCJKWaFYAU7cBxuQaZUxIJ7BilBdNGdT0r7zNh4teWNTMP0AyAmiXbQoS8mAcSgQhHWoG6MHCddDkhQJymwFT5AMtYcnWh7uioiCbIxZ1gRjl9QXnKMlEiSDpjBpzZI7jNm7ceObMGZfL9f3vfz87O3vg4y9cuPDJJ5+0trYWFRV997vfLS8vT+CirFdwjrckVN/UwOQaOr7m5DobdWEIdQadyaHnfFG5pCZ1caAsToOMOgDqHgAESUMUF8Aej2fmzJmnTp2aMGHCmTNn/vM//3P79u3jxo271PG///3vV6xYEQ6Hi4uLPR6P1Wr1eDwJXDdEnRuSrH44dDnhSFjzDKybl0sAUxcHyppvaKsPy3U26tzwECQNUVwFvXz58oaGhq+++urLL7+sra3NyspatGiRKPavady4ceOyZcsefvjhrq6uhoYGv9//ySefJHZd+oxgC42hVvm2AFt5WyFNzQcAa6FRRkcs+h4AWe3AQ628tZCm+QeCpCHKCuDOzs4PPvjg0UcfHT16NADk5uauXLnyyJEjVVVV/R7/5JNPzpgx49VXX7Xb7QCg1+snT56c2KXpcsIBAFuBMSifI2yQNvEDkgRqlekOiMB6KNMByPsA0BWGBUHSE2Vf0QMHDvA8f+ONN8ZKZsyYAQB79+697rrreh1cU1NTXV29bt26AwcO/OMf/zAajTNnzrz22msTu3TII9CSi1BC3gUQ66EpE4OENV+2hEicTzBY9QYLTU441gKjjBmRQ24+q9wm19kQBFECZVfAjY2NAFBSUhIrKS4u1uv1Unkvjh8/DgAff/zxDTfcsHHjxjfffHPKlCk///nPE7guH4yKUdFkp8nG25ShF6MiH5InGCHrEaxUOeGAtAcskxUSS5sTMFw0ApDPDJ7CGRiCpBvKiqhQKAQAFsu/rJF1Op3FYgkGg30P9vv9ALBt27b9+/dXVVWdPXv2sccee/HFF3fs2HHZC+m+TYF9aNjUzyUIR0ZHFLZdsNDmhWJxGuRyhGXbBQtVPkgAYMk28IFoNCKPIxZLVTZoBCGByspKXR8UvaKcAlgyYJbYsmULAFitVgDguH9514iiyHGcVN4LqfCuu+666qqrAECn061atQoAPvroo8teWvw2p4/UFZTlyNQs9WDyjHKtgahzgwYpFodc8w8awyDr5MyJxHUIjJMyFQiCpJbKykqxD4peUc5XtL6+vrq6Wvo8ceJE+Eb5fO7cuQkTJkjlTU1N0Wi0tLS079+lg3vqq7OzszMzM9va2gZbE0r1b7YC2TZBg628rYiy8ddWKNsueKhNoM4IHL5xBZbFei7YSpkXFoKkIXIOUqtXr+5VMnnyZKPRuGvXrrlz50olO3fuBIBp06b1/XtFRYXD4airq4uVtLe3d3V1uVyuwdaEbadvBxRk9UQK0umGlM7NBwAmV55d8CgvhruiGIoSQQhH2T3gnJycBQsWvPnmm6dOnQIAr9e7atWqioqKmAn0H//4x9dee036bLFYfvjDH3744YeSk5IgCL/85S8BYMGCBYO9LuuhcgPMVmgMyiGBREEMd9J3B+RqPlz0gqVP/DC58uyCh9oEJtego8kGEUHSEcUHqVdeeeXo0aMVFRUVFRVnzpxhGGbbtm2xne033njD4/E89thj0tdVq1YdPnx4+vTpY8aMcbvdbrd7zZo1U6dOHexF2XaeLh8kCWu+QZacuKxXMGXqdQaanHAAgMkzsB4BRICkKx5y87kVjByVUhVbgTxGAKwHw2AhCAUo/pbm5+cfPHjwo48+qqmpcblcP/jBD3rGgl66dGlPi2i73f7pp59u3br1q6++stlst91226hRoxK4aKCFzx1H3/jL5Bp9Z2Uw3qY0CIPBrNNbdOEuwZyV7Nqd9QjWfMoUACCfEj7kptIGAkHSDTWGaYvFcik18tKlS3uV6PX6OXPmzJkzJ5krBlv44pn0SSAm18DKtACiTv8sYc0zsu0yCGDqskFL2AqNvrMyhIOm1AYCQdINbW4Thdp4GhdATL48Njisl9ZcsHIFo6A0GZ+1QJ4VMDoBIwgVaFQA06mDlcsKiXVTqYAFaRtYDiukYAtvc9H3AMg1/wi20OeEhiBpiDYFMNtO5R6YrcgUbIkkfx5KFbAgxeJIWgJF/FHQA12BSCWYPCMrR0pKFMAIQgX0DVKXRYxC2BelMRu5OVMfjQAfTDYcNKUKWJApHHSwlbfRlglKwpov0wqYTi8sBEk3NCiAQ27ekmPQGylzwpFg8gwhd9ISiE4FLADYimRQwofaqHRCAwBboZF182LS+ThCbeiGhCAUoEEBHGzh7XSKHwCw5sughKRXA2krMgYvJKuED1GYCklCb9KZMvXJJ+RgPTyldwBB0goNCuBQK3256GMweTIoISkNxAgANpcp2JLs/IOjMRPDN9gKjcnbAbDtAoNuSAhCPBoUwEGaBbA1T4Z8DMEWWu+ANd+QfD6GYBuVNvAS1nxjMLloaEJYjASi1OXCQpA0RIMCOOSm0glYwpqfbCwOMQochYGgJWRJyMh6aN0DBjn2IIItvK3QmHw4TwRBlEaDAphtpzUMBcjhiMJ1CqYMPaU2aNY8Q/IKAEpTcUhcDIidBPRaACBIuqFBAUyvDTDIEYuD6vHXaNPrTbpwV1J2wFRb4cnyAFC6AYEg6YYWBfAF3j6E1gHI5jIGLiQ7/tIrfgDA7jIlaQgdbInYXCa56qMyNpcxkFzzQ270QUIQOtCiAG6J2IpoHX/tLmMwWQEcoToIg31IslOQQAutRuBwcf6RVPMxEDSC0IIGBXCghbcV0DoAWZP2QglRGwdKwlpgTMYTSYwC6xGsdD8AyQlgN8U2aAiSVmhOAIvAtQv0DkDWfOPFpPSJEmwTqN4CtBYYk/FEYtt5cyatNmggOWIlZ4YWbKN4AoogaYXWBDDnEwxWvcFM6/hrsOgMjI7zJW4Hy1K+BZikBGI9dMegsOYbk4xFynoodoNGkLRCawKY0kzAPbEVmZJJChtspdgKGpIOB017800ZegCIdCduB061GTyCpBXaE8B0K2BBskJqTlwCBZoi9qEU3wH7EFOSzc8optUETyJJHUCgKWIfSvcdQJA0QXMCmHIFLEgSKAlHlMAF3k6tEw4A2IcYg81JNZ/29Z+1wBhKNBpllBe5DoF2JRCCpAlaE8BUOwFLWAsNCTuiiILItgsMzeOvrdAYSMIMOEi/ALa7EreED7XyllyDzkCrDQSCpBVaE8CB5oh9CMXrP0jODCfkFujNhSxhLTCyHiHhnLihNrq9sADAPjRxJXywTaC9+QiSPmhPAFO/Ak4mGCHViSgk9CadKUPPdSQ8BaE+EKN9iCmQqBKedht4BEkrNCeAL0So10AOSTwWY6CZ14ABjn2IMeE70N3EU22DBpIdeKJK+EAz3SZ4CJJWaE0Aa8EKeqixuynR8bcpkqEBATzUlMwdoH0KkowKpPs8T7sROIKkD9oTwPRrIIeaAk1JrIAp18ADQEaid4APRQVWZHLoVsJbC40JO4IHLlBvA4Eg6YOmBLAoiCE33bmAAIBxGiRBksB/qU4EFCNhHexFE2iKTdAAAOxDEleBBC9QnIsTQdINTQngYAvP5Br0JsoH4IuG0AlJIJoTAcWwJqqDpT0MloTdZWTdfJRPbAamhQcAQdIETQlgbZggQRJLwFCbYC2kWwELALaiBHWwwVYtiB+dQZdwSqhgK091MkoESSu0JYAvUK9/lsgYauo+l8gmKNW5kGMkbIXU3RjJGEZ98yHhGZgIgWYtWOEhSJqghgD+y1/+MmHCBIZhhg8fvnbtWlG8pG4tEAg89dRTI0eOtFqtpaWlS5cubW5ujv9CtOeij5ExzORPSAAHWng7/TrYhBUA3ecjdk3YACeWFTjYxpsdBgND/RYMgqQJigvgv/71r/fff//EiRM//PDD++67b+XKlZWVlZc6eMmSJc8999zChQs/+OCDFStW/O1vf7vtttvC4XCc1wpSHgY5hr3YlEA85Eh3FKJgclCv1bC7jIlFotBAIFIJ+5BE7oBmmo8gaYLir+sTTzxxww03/OlPfwKA22+/vbOzc+3atT/5yU/y8vJ6Hdnd3b1hw4Zly5Y988wzUondbn/00UcPHz48ZcqUeK7lb4wUTbPJW/+UYC8yeo+zg/2XvzGSUaKF+Yc5ywAAYZ8gfYgf7exBFJu6zw96BYw+SAhCF8qulo4dO1ZXV/fAAw/EShYvXsxx3JYtW/oeHIlEotFobm5urET6HI3GGxe4+xz1qegkEtPBBs5rpPkAkDEskV1wbRhhQaLND6EFFoJQhbIC+Pjx4wAwbty4WMmECRNi5b3IyclZuHDhG2+8sX379s7OzoMHD/7617++/vrr41z+AkCgWSMSyOYyJpAQqZv+IFAxEssKHGyO2DSxBEwsHKm/MZJRjAIYQahBWQHs9XoBICcnJ1Zis9nMZrNU3pf169fPnz//lltuycnJmTRpUmFh4ebNm/X6y1dSp9PpdLrzx9tKxhdJnwfYaSYfuyuRcPxBrShgAcDmMgYGOQURODESjNIeBkvC7jImMP/oPhdxlJiVqA+CpAOVlZW6Pih6RTkFcCAQ6PwGlmUBQDJ4jr8NTz755Hvvvffcc8/985//XLdu3cmTJ+fNm8dx3GX/KIoiH4o6mOzuaIcoiqIoUi2AmVxDJDDoYFgBDUVBSiAjUKA5YiukPgyWRGIJkbrPacQLC0FSQmVlpdgHRa8opwC+8847c75hzZo1AOB0OgGgo6MjdkwwGAyHw1J5Lw4dOvT888+vXbv2F7/4xcyZM5cuXfr+++9/9tln69evj+fq/sZwRrFJG+Mv6CBj6KA9kfz1YUepRhZAjhKTv2GQzW+IaKb5TJ5BYMWIf3BZkQPN1GeCQpC0Qs7X9YUXXnjqqaekzyUlJfDN7m91dfXUqVOl8urqavj2rnCMo0ePAsA111wTK5k0aRJcYsO4L/5G7Yy/AOAoM/sbwtkjB9Gi7nMRhyasoAHAUWqq+6hrUH/RUvMBIKPE5D8XcY61xP8XDeTiRJC0Qs7Xta9YnTBhQllZ2bvvvrt06VKpZP369RaLZfbs2X3/XlRUBAD79++/9tprpZKqqioAGDp0aDxX15j+LaPYGDg/uCVg9zmNuCEBQEaxKTDIhASaewBMgfODEMACJ0b8UWseCmAEoQZlX1edTrd69eqFCxc++OCDCxYsqKqqev3111euXBlzAp4+fbrH4zl58iQAzJo1a8yYMU8++aTX6504cWJtbe2aNWtyc3N7ejENQKCZz9CQ/m2wZsB8KKoZEyRIdA84Z/Qg1ouEYx86uDsQaI7Yh2hlCwZB0gPFJda9997L8/zq1avfe+89l8v17LPPPvHEE7FfeZ7n+YtixmQy7dq16ze/+c2f//znNWvW5Ofnz5o165lnnpFWxpcl0BxxjmUUaUMqsA81DSoWR/d5PmOodsZfJtfAB0U+GDXa4jVT6D7PF8/KULRWajLYpITd5yO4AYwgdKHGG7to0aJFixb1+5OkZI6Rn5//6quvvvrqqwlcJXA+UnKrdsbfzDJTwyZ//Mf768OOMu1sgYMOMkpM/oZIzph4F7VdteHM4dq5AxlDTe2DmYH56yKZWnoAECQNoD5ucIzuJo3kIpRwDDd31ccbBBsA/A2RzDLtNB8AMoebuuoGdQfCDg3dAfvQwRkB+BvCjlLtNB9B0gHtCOCu2rCWVgCOYabuxkGMvxozQQIAR4k5/nCMYZ8gimDJ1sgWOAA4Ss1ddYMRwBoywUOQNEEjAjjsE6K8yORpZ/w1OfQ6o47rEOI8PqChOJQSGcXG7riXgN1NvDaikMbIusLcVTsIBUDgvNbuAIJoHo0IYH+DBjfAHKWmrvp4JZC/UVNesABgH0xGIH+d1hSwJofeYNGx7fHOwHy12jICQJA0QCMCWHsKWADIGmH2x70Jqr07MKiMQL6z4awrtCZ+7MWmOHUAYhS6GyOZwzX1ACCI5tGIAO6q19r6DwAcZXFbIYngb9SaAHaUmPxxm6H5GyJaMoGWcJTG+wAEL0QsOXqjVSOvM4KkCRp5Y301XFa55sbfkniXgN1NEXOW3pShkd6UyBxu7j4fEcJxBUP3N2gnDnaMrHKzryYuAexviGRgHiQEoQ2NDNlddZHMEVobgBxl5jgXQF114SzNNV9v0tmHxmsK3lWvQRvgrCsscdph+Rs0qAFCEM2jEQHsb9CgBcogFkD1Ee01HyQtdHwC2FcT1qAKpDTe5nee4QaVtwNBEBLQiADuqotozAgWJAFcGxbjSEnXVRfWWBQOiTh1ACE3rzcA49SOE5pEZpkpzhWw76wG5x8Ionk0IoANZp32xl+jVW/JNgRbLu+K03kqnH2ldvIQxMgqN/vOXF4CddVFHJqzwAKAzCvMXXXhKH/5XXB/nQZt0BBE82hEAGdpVP8W5xLQV8Np8g5kX2nuPMNd9jB/fViTHjhGq95WaIxnF9x3ltPkFARBtI1GBLBWp/9ZI+ISwJq0QYO4PaG76jSVhqEnmXE8ABF/lOuMYhgsBKEOjQhg7QVhkIhHBxvuivJs1FagwVR0WeXmzpowXE4Fq8koHBLxGOJ11oSzR5p1GnmVESSN0MhbmzNWgzugAJAzxtLx9WV0sB1fczmjLJrJBNwTc5bBnGm4bDSojhNc/FkL6cIZxwPQdTasSf0HgmgerQjgUdocf7NHWTpOXU4An+RyRmuz+QCQM8rccfJyd+AUl63VB+DKyz8AvhpOqwoABNE2GhHAWh2AssvNXWcvo4PVZBSwGFnlloF1sFyHEA2LtkINauABIGvk5fcgfDVhTZrgIYjm0YgANjk00pBemBx6i9PQNWBIZG815xzHqFYllckZa/EeZwc4wHuCyxmr2eY7yi4fj7O9mtXwA4AgGkabcktL5FYw3uqBlJDe46xzvDYVsACQO4Fpv1zzc8dptvkGs85RYuo6e+kZmAjeE5xTu3cAQTQMCmDSyRlt8V7aDEcIi93nea1q4AEgZ7Slc8A94I6vNWuBJZF7FeM5ckkdQPf5iNmht2RrLQoNgqQDKIBJxznO4j12yfHXd5pzlJn0Ji3aQAMAgH2IUeBE1nvJvPTtRzWugM2rYAZQwrdXs07tauARRNugACad/O9Y3YdDl/q1vVr76secMZaOE5dcBLsPs/nXaFkC5YxhvMcv2XzPYTbvO1puPoJoGBTApJMzxtJVe0kzHPfBUP5Eq8pVUpm87zBtB/ufggSaIgaLzpqvTRNoifyJl2w+ALQfY3MrUAAjCJWgACYdg0WXOcJ0qWgM7sOs5gVwwTVW9yUkUPsxLVuAS2QON0e6oyF3/zk53IfY/Ks1fgcQRKugAKaAvKut7mltUQ0AAAyfSURBVEP9SSARPEdCeVpfAOVdzfTffAD3oVC+5hWwOukO9LMNzHqFYCuvYS8sBNE2KIApoOg6W8u+YN/yztOcyWGwubSsgAWA3ArG3xjhOvuxw7rwebDoOpv6VVKZoutsLZ/38wC4D4XyrmIwCjSCUAq+uxRQOMXadqCfJWDrgVDRVI3rnwFAb9TlT7S2fdnPHWj7IlQ4NQ0E8FRb64F+BPCFz4Ku67XffATRKiiAyaKysrJvYd5VTFdduK8rTvOuAMnjb79tSQzX9bbm3b0lUMfXnNGmtw9RQwEgY1sSoOg6W2tVKMr3NsRr2Rt0TR/0A5DatsgLtoVMtNQWRdGJ4uWSvRGPTqeFVkhcqi0fz6kf/6Pc4d9z9Cx8Z+Tpuf+vlFg3JBn75dy27i+fdc/fNbxnYfUb3rYvQjPfHirLJQYm5c/Y/1xdM2Pd0ILJ/1J4iIL4Vu7JB2qvZJyDi8KR8rbICLaFTLAtcULWCvjo0aO/+93vFi9ePGPGjDVr1qS6OgQxdEZG41Z/zxLf2XCkO+rUaB7GXhRNs3mOhMK+b+kAzm3tHjrDnqoqqcyQG+znPw30LGnZF8oaYRqs9EUQhBzIEsA/+9nPli9fXlVV9dlnn508eTLV1SGI4d9zNGz6lgBu2OQvu92hyTTAfTHZ9a7p9nPb/iWBBE48/2mgdK5jgH9piZLbMho2fusBqN/kL709M1X1QRAkecgSwC+//LLX6z19+rTdni4rmzjJGW0xWvU9baHr/t6VPuIHAMrmOer+3hX72rDZnz+RSZ/1X/HNGe3VbPDCN97AItR84BvxgzR6ABBEe5AlgMePH5+dnZ3qWhDKqAeyT/25U/rsqwl7j3Olc9Jo/C2/O6t+k5/ruKiFPrW+c9QDafSoGCy68gVZJ/7QIX1t2hkwWnWaj8GCINqGLAGMDMCYJTk1f/UFmiIAcHC1e+zSHAOTHgpoAABg8gwj5mceedEDAO3H2JaqYPmCrFRXSlUqfuI89n/bw11REOHLVe6rVuSlukYIgiSFxmM4aAmby3j1f+R9cmdj2e2ZTTsD9xy6ItU1UpspzxR8MPks4zQcf7Nj6m8LTRnpNX10jmeuuDPrH/eeyxljifiF0Q+mkQIAQTSJRgSwTqedteDl27IfAGAxDcOvIv3yMwAA+CHAD+U/9wAQ9Ix9AgAApsRPQFBbkgbbQiZaaotypEwAP/7443v37pU+L1u2bNmyZQmfSjMOZwiCIEj6kDIBPH36dJfLJX0eO3ZsqqqBIAiCICkhZQJ44cKFqbo0giAIgqQcsvaAg8FgMBgEAFEUOY7zeDwAkJ2dbTSSVU8EQRAESRKyInY+9dRTq1at6lX4xRdfTJo0KSX1QRAEQRCFIEsA19XVNTQ09Cq85pprHI40ijiBIAiCpANkCWAEQRAESRPSK5QBgiAIghACCmAEQRAESQEogBEEQRAkBaAARhAEQZAUQKt/bTAYPHv2bDQaLS8v7zd5cFtbW21trcvlKi0tVb96g6W2tvbcuXOFhYWjR4/uWX748GGfz9ezZOTIkUOHDlW3doPjUm2RoKtfYtDYEQMgCMLx48fD4fD48eMZhkl1dRKko6Pjq6++6lliMpmuv/76VNUnAQKBQHV1dSgUmjp1at+OoKubLtUWGrupqampqanJ5XIVFxf3DWotZ7+ItFFXVzd37lyz2SzV32QyLV++nGXZ2AE8zz/yyCN6/cXF/ezZszs7O1NY4YH5+c9/7nQ6par++7//e69f+z6mv/vd71JRzbgYuC109Usv6OqIgfn8889LSkqkVmRnZ7///vuprlGCbNu2rVen5ObmprpS8XLixIkJEyYYDAap5nV1db0OoKibBm4LXd304osvlpWVxao6bty4Xbt29TxA3n6hTwVdX1/v8/neeOONkydPnjhxYsWKFa+88srPfvaz2AG/+c1v3nrrrXXr1vn9/n/84x/79u176KGHUljhgdHr9YsXL3733XczMjL6PeCOO+5w92Dp0qUq1zB+Bm4LXf3SF4o6YgC8Xu/tt98+bNiws2fPtra2zps3b9GiRUeOHEl1vRJnz549sU45ffp0qqsTL+FweMyYMWvWrHn44Yf7/kpXNw3cFglaumnnzp3z58/fvXt3fX395s2bw+Hw7NmzY9Ep5O+X5KYLKSAcDvcqmTVrVlZWlvSZ47isrKwHHngg9uvatWsB4PTp0+pVMSGysrL6XQHfeeedqahOUvRtC739IkFpR/RlzZo1Op3uzJkz0tdgMOh0Ou+///7U1ioxpKXVsWPHUl2RpHjppZegz6qR0m7qty10dVMkEun5dc+ePQDw8ssvS19l7xf6VsAmU+88qKWlpaFQSPr8xRdf+Hy+efPmxX694447AGD79u2q1VBeQqHQzp07t27dev78+VTXJXE00C/a6Ijt27ePGjWqvLxc+mq1Wm+++ea+SkKKOH369ObNm/fv3x8Oh1NdF9nAbkoVvfIOSKYqUoYCUKBf6BPAvfD7/Zs2bZoxY4b0taamBgBGjhwZO6C8vFyas6SmfkmzefPmGTNmzJ49e9iwYQsWLOjq6kp1jRJBA/2imY7o2QsAMHLkyLa2NkqbAwB33nnnvHnzpk6dWlJS8r//+7+pro48YDcRwvvvvw8APeWLvP1CvQB+7LHHOjs7n3vuOemr3+8HgJ57kCaTyWKxSOXU8fjjjx87diwYDJ47d66ysnLDhg0PPvhgqiuVCLT3i5Y6otcOvRRonZaO6ElpaemHH37Y2tra3d29c+fOwsLCu+++++DBg6mulwxgN5HA0aNHKysrFy5cOHXqVKlE9n4h3Q1p3759ra2t0ufRo0f38mxZuXLlX/7yl3feeaeiokIqkRQIPM/3PIzn+b6Ka/UZuC39EsuaXFxc/PTTTzc1Na1bt+7cuXPDhg1TsKJxMNi2kNwvvei3acR2xGAxGo19ewH629khn5EjR8aWIzfeeOPHH398xRVXvP7662+99VZqK5Y82E0pp7a2du7cuePGjXvzzTdjhbL3C+kr4Gefffaub/jggw96/vTMM8+sXr369ddfjw2OAFBUVAQAsQEUALxeL8/zUnlqGaAtcSJpQiR1bmoZbFtI7pdexNM0cjpisBQVFfXsBQBobW01mUwx/zF6KSkpGTFiBEWbGgOA3ZRaGhsbZ86c6XQ6t2zZ0nPJK3u/kL4C3rRpU7/la9asefrpp19++eVHHnmkZ/nEiRMB4Msvv4xp7Q8cOBArTy2Xakv8tLS0AEBmZqYc1UmKwbaF5H7pRTxNI6cjBsvEiRP/9re/8TwfMzY5cOBARUVFL9sTGolGo21tbVdeeWWqKyID2E0ppKmpaebMmQzDbN++vZdklb1fSF8B98tLL7305JNPrl69evny5b1+KikpmTZt2rp16yS7NVEUX3nllYKCgptvvjkVNU0Kt9vd1tYW+9rY2PjCCy+4XK6rrroqhbVKDKr7RUsdsXDhQp/P99///d/S13379u3fv/++++5Lba0S48SJE+I32VRFUaysrOzs7Jw9e3ZqayUL2E2porW1debMmQCwY8eOgoKCXr/K3i/05QPevXv3jTfeWFhYeNddd/UsX7t2rRST8tChQzfccENpaencuXP379+/d+/e999/f8GCBSmq72XYuHHjli1bAGDdunUjRoyYNWsWAPzyl78sKSnZvn37vHnzpk2bVlJS4vV6d+zYIYrihg0b5syZk+pa988AbQHa+qUn1HXEwCxcuPDDDz+87777MjIy3nnnnSuvvHLPnj3kRzrsy/Tp0y9cuFBRUeFwOA4dOnT8+PFbb731448/joXJI5loNPrTn/4UAL766qvPPvts8eLFDodj/Pjxy5Ytkw6gqJsGbgtd3TRz5sxPP/30jjvuiIW7AoAbb7wxNlLJ2y/0CeBdu3Y9/fTTfcv//ve/Z2VlSZ9PnTr16quv1tTUuFyuhx9+mOS4o2+//faf//znXoW///3vR40a1d7e/s477xw8eLCtrc1kMlVUVDz00EMjRoxIST3jYYC2SJ8p6peeUNcRAxONRt9++20pys/06dOXL19us9lSXalE2LFjx+bNm8+ePdvd3e1yuebMmXPPPffEYp0SjiAI0gy1J9ddd93q1aulzxR108BtoaublixZUldX16tw/vz5MW2rvP1CnwBGEARBEA1A6DQEQRAEQbQNCmAEQRAESQEogBEEQRAkBaAARhAEQZAUgAIYQRAEQVIACmAEQRAESQEogBEEQRAkBaAARhAEQZAUgAIYQRAEQVIACmAEQRAESQEogBEEQRAkBaAARhAEQZAU8P8BXeuELiuZGtUAAAAASUVORK5CYII=", "text/plain": [ "images/plotting-on-sub-intervals-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun plotting-on-sub-intervals-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output)\n", " (gp :set :samples 2000)\n", " (gp '|f(x) = x < 0 ? sin(x) : NaN|)\n", " (gp '|g(x) = x >= 0 ? exp(-x/5.)*sin(x) : NaN|)\n", " (plot \"[-20 : 20] f(x), g(x)\"))\n", " output)\n", "(png-from-file\n", " (plotting-on-sub-intervals-plot \"images/plotting-on-sub-intervals-plot.png\"))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Not working needs to repeat data section again for smoothing, but look for fix in the future\n", "\n" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SMOOTHING-YOUR-DATA-PLOT" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(defun smoothing-your-data-plot (output)\n", " (let ((s\n", " (clml.utility.data:fetch\n", " \"http://www.google.com/finance/getprices?i=60&p=10d&f=d,o,h,l,c,v&df=cpct&q=ibm\"\n", " :stream t)))\n", " (clml.utility.data:process-finance-header s)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output)\n", " (plot\n", " (lambda ()\n", " (loop for row across (subseq\n", " (clml.utility.csv:read-csv-stream s :type-spec\n", " '(float float\n", " float\n", " float\n", " float\n", " float))\n", " 0 300)\n", " do (format s \"~&~{~a~^ ~}\" (coerce row 'list))))\n", " :using '(0 4) :with\n", " '(lines lw 0.5 notitle #\\, (\"''\") smooth bezier lw 4 title\n", " \"bezier smoothed\"))))\n", " output)\n", ";(png-from-file\n", "; (smoothing-your-data-plot \"images/smoothing-your-data-plot.png\"))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Not working needs to repeat data section again for smoothing, but look for fix in the future\n", "\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "FIT-FUNCTIONS-TO-YOUR-DATA-PLOT" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(defun fit-functions-to-your-data-plot (output)\n", " (let ((s\n", " (clml.utility.data:fetch\n", " \"http://www.google.com/finance/getprices?i=60&p=10d&f=d,o,h,l,c,v&df=cpct&q=ibm\"\n", " :stream t)))\n", " (clml.utility.data:process-finance-header s)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output)\n", " (format s \"~&f(x) = a*sin(b*x)~%\")\n", " (format s \"~&fit f(x) 'rs.dat' via a, b~%\")\n", " (plot\n", " (lambda ()\n", " (loop for row across (subseq\n", " (clml.utility.csv:read-csv-stream s :type-spec\n", " '(float float\n", " float\n", " float\n", " float\n", " float))\n", " 0 300)\n", " do (format s \"~&~{~a~^ ~}\" (coerce row 'list))))\n", " :using '(0 4) :with\n", " '(lines lw 0.5 notitle #\\, f (x) lw 4 title \" fit by gnuplot\"))))\n", " output)\n", ";(png-from-file\n", "; (fit-functions-to-your-data-plot\n", "; \"images/fit-functions-to-your-data-plot.png\"))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Not working needs to repeat data section again for smoothing, but look for fix in the future\n", "\n" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "USING-KDENSITY-TO-IMPROVE-ON-HISTOGRAMS-PLOT" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(defun using-kdensity-to-improve-on-histograms-plot (output)\n", " (let ((s\n", " (clml.utility.data:fetch\n", " \"http://www.google.com/finance/getprices?i=60&p=10d&f=d,o,h,l,c,v&df=cpct&q=ibm\"\n", " :stream t)))\n", " (clml.utility.data:process-finance-header s)\n", " (with-plots (s :debug nil)\n", " (gp-setup :terminal '(pngcairo) :output output)\n", " (format s \"~&f(x) = a*sin(b*x)~%\")\n", " (format s \"~&fit f(x) 'rs.dat' via a, b~%\")\n", " (plot\n", " (lambda ()\n", " (loop for row across (subseq\n", " (clml.utility.csv:read-csv-stream s :type-spec\n", " '(float float\n", " float\n", " float\n", " float\n", " float))\n", " 0 300)\n", " do (format s \"~&~{~a~^ ~}\" (coerce row 'list))))\n", " :using '((\"1:(.001)\") smooth kdensity))))\n", " output)\n", ";(png-from-file\n", "; (using-kdensity-to-improve-on-histograms-plot\n", "; \"images/using-kdensity-to-improve-on-histograms-plot.png\"))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#8 Third dimension\n", "\n" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3D-PLOT" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2uPqlAWNgg36IMt7wGK8H75jSEC3vSXX2E7I7jXUHnFmmSZklKvk5eNIjhLTnXC0X3cPXResLPforQbrsAPwDQQADcM+j0MlHmxMmCROntC9nwVHQ4ycKy9beSr4zL2gkKeyMR27OQ5ZlsmVZnKpt7edqmYq9Vz83jFgXzeBgWYtlNzp0owOGoHkcBaP/FypbrU93KXhwVu+wOZvxoaujzKXe4CPMFMpfqum3QsWW0js/Jy9cARsaAoAQFOIA4F7gs5EVWyyOej+FI0k6S5zICuvJbZ3NdOoJtSbf6evErT9ojx0trN1rK11r9poJn43khTFk2ZyCj/V1++wsMS16hKDhsGP2lSSEEKJQ/SG7pdLHktDPLtMairxhPThJ00Q0JhboJff9VBXoT2c/IducVdlreRg37LZ/EJzN/lFo0aDvI2kMrMsLiiuf6cdsj+145Wde0IzaHMPg0jo9Lb/6uWHkxuh2bco3WGgMLGWWGCGUvUS2IanCUuENFAAB4J8MCnEA8NejSOTW4W497neSongWT8UgPFTJGnPtPlvv98PDe92aqeTS4hffaSlZY6ExMQYHowgqepTArcXNpd7kWeLMx6SFXxiqtlq5Ska/T1UXl+s8Blyawe78nIIfzWCJ6PpC95nntX4rIU5lqfrxytdZOz8v7/+5ynTDc/pJDe4mVX142nMu3RU3g01DNERjYaM3xdQdtDvV/rE7YxFC+kLP5fd12rMuv4vkKBhRg3g93wkTJbJIP7V3RN2qvI8PUz+jf1XOmprfvu706SfVCKHBP0QihHw2ckNKxbS8BEnarXD12chNmZVjd8W2fupLy3WORv/Q1XcsIQLAPwQEMAB/Ga+ZqNljK1ltNhR6WCIaN4xB52D2Or/fQTIFNI6SnjhZVLrWnDpX0v9zFUVQF9/VXf/OSBIo+wlZv09VCEPXvjGWrDFPP5vos5Fla80FnxpwOznwm4jyjRaugmEp82AMlPOMIvtJGULIqcb3Dq9NnSeJHMjbP66e8JCxY4S6S+7UueKKzdZey8MSp4oOTWsQxjFT50nyn9EM/SUy71mtpdwrjGfOupzkt5Nnl2k1Z5zSDLbusofwknHjhY3HnKSfHLEuWnPWZav1TdyfiPvx2j12faG7apuVcFPxkwQxI4WxYwQMLk37p+vwrMa5xcksMT3wDRR8pDeVeEduuNUJPvOcBndTQ1bdWhzstRAbUytnnE8M3KUG4B8LAhiAvwDhpa59YyxcYYgczKMxMf1l99T8RF74zRFdv51synU0HHHUH7Bz5HSHBu+/IqJigxn3ULYaf5+PwtIelLSe6tTjap+VGLEh+ujsxpq9tuwnZPUH7T4L6XOQ82tScRe5a0DttPwEjIHtG1WX/YSs60uK5lPOA+Prw/tyhdHM6h020k/Nq0olvdT+MXWp8yS93g1DGDo6p1GcymaJaZff0+NOMmeZonaXNXGauOW8kyWiD18bXbjC4DUTA1aq8p7RlP1qYUnpC2pSZBLFxuGFuJsUxDAbD9t9DorOwRgsjMCpQd9FXvlY3+u9sOSZYoSQS4PrCtzKHtxtXaomH4+XZXMQQoYiz/4xdQ/cSOHI6W2/rovv6hyN/mFroBMM/tEggAH4bzWdcOQuVityOH0/UwVGaC+/r6vcZpt1KYnOua1yBUWihiP2869qjde80iw2oqjk2ZJ2hZoJL7UurpzBxpwt+MQD8ZGDefvH1eMu0nDdw2BifT9T+SxkxUazS0f0eicscgj//Gta3SX3gJUReU+rw3rx9JdcHjPJVTL8DqLvx6rMRTdnY2nPufYOq2VJ6DMvJeU/pak7ZOcoGTQ6ljJH1PcTFUZDHhOxObty6M9RXhNx+mkN4SETJwsv7CgZ9lwXd4tfd8UzfG2UschT/rslZZ7kwpstfjsRO1o4/kBc0VeGktVmlxaXZXOM1z2CGCaJo4j+XHk2p3StudNT8naVKRFCPiuxIaVy2pkEuBMM/sno7777bqivAYD7FUVQF9/VX3xHN+yXqO5vKFv7eZGD+Q2H7H4XGdbjtsIUGIYQwop/MvPCmdI0lq0W1xd6jEUer4mwVvlMJd7G485D0xs8RgJ3kQ8UJYf14uYuUlM4NelwfNcXFfoCT9FXxvojdpcW50gZ6nznjZ9MybMkIzfEyDtxMAwV/2LmyOkMFuZowtlSuvG6R3fZXX/QUbnFevl9XeJ0sa3Gj3vIxqMOn4OgCIz0ktJ0tiSVxZEzGFxaWDfuwSn1+gLP5GPxlgp/w2GHn/TiTSxFV87YnbGiBJayG7dsnVmRw/HbSUej39bot5b76g46hq+NHvBVRNRQvqXUpy90O9V+jozRcs5lKvaKEljKLpyWC66a3TZTsVeew8HoGJ1DIzxkzW47bFMI/smgBwzA/yO3Ht83qo4poI3ZEds62tyq5YL76NzGeeUpNMatTrCtxrdnaG3Pd8IUXbkHxtctqEuz1/ubTzo0f7oIN4UQYolpLAE9fAD39BOa6X8mVm621B2wT8lNYPJvzog2FHkonCz5zWKt8A79OYqnYgY62dYq385+NZOOxjvVfn4k89JyXcwogSyLba3ykThF+lHqXDFbSne14Lv611AI8cIZ8k7sXsvDb/xgKl5lonNpPivhs5HxE4XqPEf0cIH2nNulwd2EQyQS9XhTmf6QJDBHumKT9cTDTdJU9oSDcdt6VHsMxOxriZIUTuFnhqKvDTnPyLu+qKjcbM1drGZLaNPOJB6a3mCt9IX35Sm7cizlXkulr9c7YakPSrxmYmNqxdg9sZED71a+A4C/MQhgAP5fWCp9B8bVCaKYknT2kJ+CbD+AENo1sCbnGXnyLHHgoaPJv2tATffXlVmLZQihvSPqsp+QJc0I3gW88Lau5bzLWuWb/mciT9U+3f128vfE8lmXkwPriAgvtbN/TeYj0sDkLISQOt+Z+2jz3LJU7Pal/vV/2POe0cy+moy7yM1ZlXOup/AjGYSHcqr9bCmdJaJhdMzZ7D/1uNp4zRsxiLd54+aVNUv/fFnbdMLJUzHobAx3krHjhFVbrBED+IYiN+Wn3Hqco2DKO7MHfRcpjGUihCo2WnIXq5k8TJTIdmr98mwOT8UI3PFV5zv/fEkrjGN5LYTxqsdrIdgyBqKoiEH81AckCZOFGNQmAP8Y8H92AP5jmrOu3YNqur2qHL09pnqH1WcNvidgt1eUBR/pEYUQQj4beWB8faen5YH0RQhlPiotWXPH8lLxE4SNxx3Df4vqmL4IIaaQlv6Q9No3NzcK/PNlrSie2Zq+CKHIgXy2lN5uJwa3Hs9d3Dx8XRRLROOpGGnzJde+NiCE6BxMlMhiS+mBfZNMJV5DkWdmQeKQVZGpqBeJozHbYx81ZIzeEtP/i4i5ZakDV0aM2R5bu99Geim3gSD9yO8kXFq8/oD90nu6bd2q/nylZdKxeETHDFfdXCV90A8RLeddgWohkQP4XV9S1u23N51wZj4u5YUxcBcRNZxvLHQfmdmwtVvVXSpXA/A3AwEMwH+m8Zjj0LSGEeuiMx+VcpWMmJGCst+D11KOHy8kvJT2vIv0U4dnNqj68Lq+qGg9mjhNpL/isdf7O76Q8FCnl6iVXTiWijvu35fztKzsdzPhpRqOOGr32jouq+38vOL6t8a2z5x6Qp02X9o65Nv5OXnJr2a/k2zbxu8kcxerh/0WxVUymHxaPtpW+JkeIYTRkDyHEz2Mj9EQotCl93S9l4ctaEhb7Mjs97kqciC/9/vh6jNOn5Uc8HXEQ/WpdBaGKCTrxMGd1O4BNSnzJWeXtVz+QL8pszL/OQ2dg8WOEVz71sSPYdBZtJxn5PMqU2dcTLTV+DamVWrOulqvx1rlK/3VfKefOADc1yCAAfgP1B+0H5/fNG53bMyomzsIdXpKfuMHEwp6JwdDafMl5Rssp5eo6Wxs8A8RbQ/S2VjKbHHbKpKt8pdqJKmsXu+FlwY7GiCMZylyOFXbrKcWNw/9OYotobdrkDhNZLzhsZR7Aw+rd9gsZd5ey8PaniGiP7/i9p0YLr2rixzAixlx89OdQhtrdtna/Uoo/tnksxFd/vVjImuxTHfZzVMxRm2K6f+FKnIgnyLRyUebB3ylmpaXkDJHTGfTLrze4jXjl9/XOZr80UP5U08nsAQ0URzTYyT7fBh2eEajs9mv7MadU5RMZ2MHxtU3HHGU/27Z1q1q16Ca6l22DamVhSsMTq3fayba/WIA4D5GAQD+b6p3Wn9VlbZccrV7fnOnyuZTjqAvsdX7VvFubOlS6XMQHY/qr7rXxZWRtx+p2GzZkFrhsxGEn/wtstRU6rnT9ZStM6+NLst7Rn2nBude0+Y/r6YoymvB10aXqfOd7Ro0nnBsyqygyJsPjdfda8JKXS3+1gYIobMvac68oGl9xtHsX6MsNRbfdlVXVxoOTqtvfXjpvZYDE+raNiB8pLXGuy6uvGKDhaKo6t3WjekVfhdRssb0a3jpkQcaNmZWGm94KIoy3vD8IilZJSheoyxtPu3w2YmKzZZ9Y+t+4hb/xC/+RVqyil+8vU/15Y90PluQrxSA+wj0gAH4P6ndazv9lHriofh2K4sQQmkL7rijn7nUSxJYp6fkrdOY21J05nDkjKbjjtZnrNW+/KWaUVtimEIajYGlzpOU32F8GyFEY2FOtb/z8/I7Nch6Qlb+uwV3kWde0CZOFUUMaL+hb/QwPkbHGk84EEIUiXIfV/f5ILxdRejOS+Vl68w+281+57lXtVmLpbLM29bvZj8ua7ngNhR5EEKmYu+1b02Df7xtYhqNiYkSWCPWRZ17s8Ve7zu9RD18bTSDS8t4RDp6e4xbR9hqvNu6VV18V+e1EF2WKXAX6XeSVz7Rr40uL//dkjJL9MCN5McdmY+ZMh41ZfR4XVm2zrwhpaLhsAMBcN+CAAbg32s44jg+vylurFDRhdPxaOpcSfVOG+5uPzRqKvEeX9DU5UV5/SF7x1cFZDwiLf3t5jgz6aeOzWvs+XaYsuvNd8l4WFr2u4XEgwxwO9X4mec1ceOENbtsdzq5MJap6su7uFzXdMLR58PwoG1ynpEHJnOV/GLCMJTRoWgGP4oZM0IQGCrXnnM1n3J2e1XZrg2dg3VdJi/4UI8Qyl+q6fVumCCaiTqIHMwP78k9MKEh42FpeO+bv2MiB/InH49fbMuceCjOrcfznlZffFfHFNDYEnryLPH86tQJB+PSF0pb61Y2HXfkPa2OHMgf/FPkqcebr3yiv9PHB+AeBwEMwL/RcNhxfEHT4J+imk44gt7r5Ucywnpw20059hiIPybWD/hS1e1lZfNJZ9ste9tKe1DccNjhMRAIoTMvaPlRzE5P3ZrMLM1gi5NYdfvb5zdFohMPNWUvkXV7VVn8izn4HWiEEELpC6VFK01DVkUxhcH/Y099UNxy3q3503XhLd2g7yODrgLq8qKiaKWR9FP5SzX9PlMxBUEaZS6WNZ923vjR5Gz2Zy5un+KtYscKLKWeLi8o2j1PY2JRwwSDv4+UZXG6vqh4WJvO5GMsEb1dDUvjNc+Jh5uHr4se+ktU4hTR9HNJFZut+Us1d/kGALhnQQADcDeNxx3H5jeO2RGTOlfMFNHbTtBtK22+pHz9rbHiwLTn1Lni1HkSlogWN15YcYcxapaYHjtWULnFUr7e0njU0bE8cvYTshs/tV+tVPi5AfeQPd5QRvTnsUS0u/Sw6/+wM/kYg4vdqUFgHDj3kaasxVJF5yD9e4RQWA8uT8XIX6phcGgps8VB2zD5tE5LpOffaOm3QtW29khbFImuf2dS9eMX/xJ8/VXLBbf6tLPHW0oGlzZ0TVTesxqv+dYPFxKnTjzS3O8zVdSQmxO5+ZGMqacTdJfc515vudMHBOCeBQEMwB015zqPzWsatycusHQnda64YmPwHE2cKtLku1rXsOYuauYo6L3fuznqm7VIWvzLHeczZzwivf6d8eyL2rG7YoNMZp4uMl7zWCq8rc+0XHRf/cIwcmNMYNluzjPyoq+NKP9mhW4AACAASURBVJi6/fbm086eb4UVrQzeIECWybZU+jo9c8d7yQihzMekJavNg76LQHeMcsSWMvwOUp4TPMURQuXrLTQWNvTnyKKVxtabyrdQ6OwyTZ+PwgP3yyMH8uMnCC+9p2s9fmm5jh/BSH9I0vZFbAl9/P64mt22Gz/ccVE1APcmCGAAgms66Twyp3HMtpiI/jfnLqXOk1RttxK+IMOdTAEtYbKwbJ0FIXThzRZTiXfEuujWrIocxCd9lPZc8N6zNJ1jrfZ3eV7Oj2S4tLhT4yf9t96CzsIyHpaW/GJGCDma/PlLNftG1iZOEhavMuU+1nz1CwMvjG4q9hqvexCFtOddl9/XNZ9yUiRyteCnnmjutTycH8VQ5zmtVcGXFPusxIV3dKr+vOrt1rt8G43HHWwx7S5VMvwO8soKQ+pcSeEKQ9AGhIe6+HZL/89VknR27BhB0Vftm1VssuBuKnXerXzt81F4xSarqdiLENIXuEt+MQ/9OcgGShw5vdfysLMva9V5zrt8BADuNVCKEoAgGo86js5rHLMtNmrobZWKdw+q7bJMnjA5SP3IlgvuYw825jwtv/6DaWpeQrvq0IUrDOYy77A1UYSPKl9vYXCx5JliGhNzqvHtPasxjHIbCRodw90kRSFEIWEcs9OT8qSZIlECy17n296rJmm6qGKjBfdSiEIYhmLHCGLHCs2lXsNVj+6ySxDFJPwUk0eLGSVQ57vsjT7CQ5EeShjHFKeyNWdchJdU9eUx2Jj6jEuSyo4YwOvzYTiTTzs0o0EQzUxfIPljUsPU/ATx7Xv0YhhGUVT9IXv+M5purygrt1onH48P+o2dfVHrMeD9PlNtyqh84EYKL6J9Aa+Cj/X6K+4x22MRQoFPNLf01jaFuJvclF45ctOtnzsBV78wNJ9yjt8ft2tATeYiWbvubwBFUNt6VMeOFVZssMwuTG532xiAexYEMADt1R+wH3+4efzeWFW/9ut2Sn8z1+yyjd8fF/SF6+IrSC8x9OdoVwuuznP6naQih8MS0XgqpjCOeWBC/aBvIs6/2SJJY1MEMpd6o4fxK7dZhXHMHq8rzyxVYwza0DVRiVNE9nrf/rH1CCG3Ho/oz++0RJq7RO3WE4iglN24k08mOBr8uwbWjNoUE/h9cP0Hc97TzUwurdPTsu6vK699Z7r4bgtGwx4oSpaksxFCjmb/hqQKBp9O+qiU2aKkWeLqbdaWS25JCrvppAN3k4SHEiUw3S2Eqj+P9FMeE4EolPGItM/z8TaHdXN21cBvI8K6cnYOqB21OVrVp/3XYrjq2Te67oEbyVwlI/9ZDYOL9f1U1baBU41v6Vw580JS62TmU0+o2RJ6309ujtJf+USvK7gZz20RPmpLdmXafGnlNuucouSgc8SufWOs3mmbeirh7Itac7l3wv64u4yTA3DvgAAG4DYVmyx5T2uEcazZhUkdj+Iucl1s+awryYFdB0g/5bORHDmdIqjTT2rK1popCnEUdK+B4EczfTZCGMdS9eO6dYS+wG2v9yGEur8e1mWZwlTsOTyjwanF4yeIxu+Nrd5pO/loU9QQ/rg9ca1vdGB8fdQQPk/F+PNFDe6mKBJFDOFPPhJPY2IIoeZTzqMPNM64kKS76M57Rp3ygFh/2cOPZtbttTIEdFECM3GaqGKjdcb5RNxFHZra4DETwljGiHUxF95pqT9g7/Sk/MI7LYSP6r08LGepgiWiNR5z7J9QzxbRKD9KnS9JniW+8aOxcHOdQqnw2ykMQ3QOJohiIhqaXXgzCP1OElGIwaPt7FeduUgW2PfX0eTf2rlqXnkqR3GrJ3p8fpMwjtn7g1tLoRxN/q1dqh64kcJTMbxmYmNa5dTTCdKMINsD1+y2HZvbOHJTTOLUIAMPrhZ8S07V1FMJ0gw24aN29q3JXiLLfOyO07ABuHcEqfMOwD/WjR9Mlz/STz4R/8eEelOJt125CYQQg0dLnSspWW1Onik6/0aLOs9FZ2MJU0TVO6y4i+zxlvLKxwYGB5tdn8aLYPjt5Kkn1PY6//j9cfoC997Rdbib1J5zrgkzYIhiCmiRA3i4g2g+7Tz9pHrCgbhD0xu151yqvrzAGw1bE7W9d7WiM5fwIaaYjjtIW5XPUOQJVAKJGsLPelx2fEGTpdw78XC8LIu9rWu1z0HQuTSfjRDE8DMWSvWXPRfe1tX/YU+YKOy1PHxzp0r9Vffg7yPPibV/vq6ls2nJM0S6Ag9LRKvZbTv1hDqsC0fVn9/9VcWx+U0X32mJHSPkbOZ7TcT4/XFxY4WEh6rcYjn9pGZdXLk8k92c58RoGEZDgigm7qEIF2m46lF04QiimUkzxVc+1fdbcbMTrDnrUuc5HyhJaftNCqKZ6Q9JL3+gG/Rd5OUP9EkzRUHTFyFEeCkaC3Prgt9+PvdqS8ZCSeC1dBY2ckP0rkE1UUP54iRW0PYA3DtgEhYACCFEkejcqy1FXxunn0lQduVmPCIt+dmEECJxqmq79czzGq/l5nqYrMdlxT+b9o+tjxnB7/mOkiKosl/NGIbmV6VKUtkYA8mzOYE7oEwhbdhvUZZKX/nv5oNTGoatjsp5Um4u9crSWTQmxuDSnGrcVOw9ML5+5MboiAH84WujDs9sdDTdLLwsiGFyZIzmkw4Gj9Z5qfyhhjTKT+0dXrt/dF39QTvpozAaUuc7B30fqejMQSQicdJ41RM9QvCwNl2czNrcqYrOwYq+NKTMkfT9VEXnYANXRpxY2Fy4Ql/8o4kjoUvTWQ6131Lu3Te67uwy7YQDceMPxFVvt+qveCYejPNZiQtvtLiRY+iqqNzHmt16nM7BwnryhAkstxZvueSecCBu9pUknophqfK5tHjFFuuB8XWHpjYYrnp6vxdWts4SmLlNkSj/WU3fT1Uda4F1f11ZudWqznOVrTP3fCsMBUMR1KXlur6fqS4u1/nt7SdOWyp9DYfs3d+49VppBrvbK8oTC5soqBgN7nkwBA0AIjzUiUea7PX+0VtjHA3+lktufaGncrNFFM+01vgxhDA6Iv0UW0IXxjE5CkbTSYeiE8drI3kqBukj6Vyaqdg7anPM8flNE/6IPTa3qf8XEfEThYGT1+ywHX2wsff7YalzJXuG1Vqr/Vw5bcyOuIiBvIpN1pOPNpE+SpLKjh4hiBrCV+e7mo7bsx6Tee3E9W9MbiNOo6NRW2KSposRQl4zcXBKg9dMuPW4x4izZQxxMstnIaKHC0p/NWMYylokLd9kHbMjNqI/7/CsxvqDNhJH0lR2/y9V4kQWS0Q/8Whz/X4bL5wx5VSCOJmd/5ym+CcThag5V5NlWRyEkPq088icxrSF0orfLX4nYbaaJ6/PMhV7LRVeeSfOjR9MvT8Iq91n50hptfscFElhDDT812hld+4fE+ojB/HEKewrn+i7v64kPJQ63zlme+yhqfXG657MRfKIAbyI/jw6+7bbs5c/0Jf+ak59UNL7veABfOMnU81O26Rj8ScWNvEjmX0+uq2e19G5jYocTrvKXBSJdg+uSZkjaVvSBIB7EAQw+KezN/gPjKujcMqpxXE3Jc/ihPflStPYpb9abPX+3suVqQ9KMAw1nXSeWtQ8Yn3U2Zd1fivuVOO8cKazxc+RMmJG8V0tuO6Ca9B3UekPS5pPOY8vaJpxPokfybBW+44vaHI2+MP7cusOOjCEsp+SNZ1wcmR00k8Zr3mG/hJVtNIYO1ZAY2LqPKej0W+v9+NuisbASILs+pKCJaAbb3hGrIsOXC3hpYpXmehsjPBRGA15zUThCmNYD46tzj+7MJklojUedRya1uB3khmPSgd9G2Gr9m3vUyPLYrt1hFuHIwxFDea3nHOxJHSMHtiRSVLyq9mtw3OelUcP4yMMXX5fr853hvfkjd4ekx6X9UnCAXEyS53nlHfijNsTy49iOtX41pwqkqR8NiJuvGj83liEkM9G7h5Uk7lIFj9BuH9MXcxIQdk6M+4kSRJxlQxEUh4zweDQur2syHlOwRLd7A3X7LEfntEw9VRCxzrVCCGfldiYXjnxULyiC8fZ7N/SuWpWQbIw7maRS1Oxd+/w2gcrUzsW+TKXenf2rZlzPVkQE6QiJgD3CAhg8M9lqfBefl9fsdlKZ2EYhtIflrp0/uaTzhkXkgTRzG3dqxxN/gV1aa3FMc691lK7z+Zs9If35dnr/Y4G/5jdscIYZuMRR8FHeo8Jp7FobDFNmMDy2whLlY+nZLj0OEfG8FkJ3EOmzBYP/iGSLaWTfurat0ZxMjt2tIDOxmr32i5/qJ958dacL8JD7R5SkzhV1O0VpcdEbEiumFeewlUGn7GR97S6ZI1lTlGSJDX4PdSCj/TWat+w1VGHZjQI45gDvoxAFDKXef1OMnA72aXBN2VVJs8U2Wr8fiepL3CnL5DUH3aIElm5eSe6Rw8gCeR3khiGpp1JlGdxWi65dg+pI71k+sMy/WWXqh9vwFcRdDZmrfbt6l8zfG10U67z6ucGREMUQY3bHRtYteVs9h+Z1Wip9GF0NG5PXHhvrseIb+lUHT2cb6nwTv8zMVBXpK1zr7a49XhrdbCL7+osFd5Rm2ICDwNbLHdZ1r6qJUKoeqct71mNsitnwoHg89UBuBdAAIN/Fu15l/6yuznX5WzxG4s8FEVRBBIlsqYcTwjcuL36haHxmEOUwPIYCW44w28nhq+92fs8+Uhz6W/msO5cW52v05Py5pNOkqTCe3Ert1m7vaTA6FjTCceQn6JstT6nGsfdpDrPqezKESawTj2uxjBsyM+RsaMFHS+JItGmjMqhqyMD9bYQQicfbfbZiDHbYgPLaXIXNYsSWN1fb78FAkLIayG2dKryWogF9WkcWfD1r14zsSG5ossyRe1e29T8RDoryBqd/KUaGgPr91n4zn41mYtkmY9JfVai5ZJ75MiRZ67mKjpzdJfdh6c1eiwEhVOEj4roz0uZJb64XJe5SGoq8dqqfSN+j6azsQtvttTssSm7cT0G3G0gGDyaogtn0uH4m+uCKHT1K0PBxwaKoHhhDEu1jyWksYQ0v5PKeETS77PbVi7Zan3be1bPuZbCj7z5y8PvJDelV47eGqPqxzMUeQ6Mq3uwMpXB6zCRhULbelb3eFN54Y2Wnu+GJc8MXjsTgJCDAAb/ICVrzGef15AExeDQ/C4yaiC/+2vKA5Pqw3pyp5xMCLQhcWpDcgXpQ/PKUxANbe1S1elpeeRA7uEZTbZ6H42JieOZU3ITeREMv4MMxHlYT270cAHuJtfFlM++mtx2IyBns3/XoNquyxQYAzUedYzZ0X6da8D1702afOeoLTEIoatfGio2WqflJ7RGSyBsFtSlBRYgtXV0biNXyfCaCUUXTscdDlodn99Ys8s+q/COvWSXBt+cXZnzjFx9xjX5WHzrOtpAIY7A324dvjm7KmIgj86mjdoUjRByNPnzntY0HLGzZXS3lmDyMGUvrtdImIo9LBmj19tKdZ6r8Ygj7SHJwJW3algWfKK/8KaOzkJMEX1+dSqNiV35SH/pfX3mYumAL1RODU54KX4E49QTank2u8ftk7Oqtlkvva+ffSVp/5i6pBni7CVB7vLW7rVdWq6bVZDcctF9cHL9nGvJ7TZYBOAeAf+/BH9bTSedgiiGJI2NEDKVeM+8oG08ak+YIhLFMCs2W5XduBgdnXpSPei7iIIP9Y3HHTEjBAgh7TmXz0bSmMjR7HM04tHD+AXv688YcRoT6/OBKuMRyeasSsJPIYSYAlrMCEHgVQghBpeWPFNc/rultavqMRD7RtVlLZZmPynzO8hzr7a4NHjHElEIodS54gtvtngthOGqp3CFYcaFpLYdO0VnjiiRVbffnjjttoWw1TtthqueWQVJhque4/ObOj+nCFqnAiFkr/MjGnaXG6K8CEbsWOGVFYYHriffqYoFN4wRN15QvcP2sDY98IwgmjluTyzhpSwVXq+ZMF73as85NfkuOoc2bHVUwkRh9hOyE480l/5qDkxwo7Mx43XP9e9M8iy2sdhD81LG6x5JMlsQy5RmsUpWmUpWm0RxLNJPOZr9iERuHT9qmDOi/61iZMmzxBUbLScWNnuMRNYd9ly6/KG+x9thCEPhvblp8yX5SzWjNsfc6YMDEEKwDAn8DZF+6s+XtCcWNu0eUru9Z/WeYbV7htZozzj7fKSyFHtMpd7h66J7vqVUn3FRFHLrCUU33sGJ9ZuzKjemVe4dUUdjYR4DsbN/bcHHeq+ZJAmq3wrVEm9W99cUvHBG8mxxYHPcjtIXSsvWWQJb4/msxL5RtYnTxd1eUSKEmAJa0nRR2e/BX8iW0qNH8EvXWI7Pbxq+NjpQ5aOtrMdlJWtue62jyZ/3lHrk+mgGl6bqy2MKaU0ngu9OX7bW7LOTEYN4lVvuXO2ZQtYaL0bD7tJZJHxUy3k3jYEcDf62z9PZmLwTJ3IQv9NTMr+D6v1e2OgtMX8u0xBeCqNjI9ZF93wnrPGY4/eE8qufG/6YWM9XMdgyepfnFaSf2j249vekiobDjq4vKCMG8dlSemDgmsmn93ov3NWC7x5Uu6NPtaXyViHrfp+pKrdaur6s6HjPGCFUf9BOeKnEf9UK7fVemP6Kp2b3HbdMBiCEYAga/N1QJDowro7GxOInCq9/Z7RW+WlMDCGK8FCED9GYiBfOYMvoPhvhNRE0Fi39IQlLREMU0l1ye4x499fDZNlsfaHn6ueG9IWSi+/qRm2Kad3/DiGkL3Afntk4vzo1aE9xU2blsNVRym7cfWPqFJ05A7+OaD2kPe86+XDz3NKUIC9DqHaP7fhDTd1fU3bc7h4hhLvJddHls4tujm9TJNo3qi56GL+1t33jR1PTSUfHUo6uFnxr56oJh+LdLfi517SzC5ODvnv5esu1b42ieJaqH6/zc7e2RWo7BF3wsV57zqXqwzOXe1tnZbfVcNiR/6x6zo0UOgv7Y1J95CB+1xdvjorX7LYdm9eEuwmEMETD6CwkSmDxVUzNOZckhT3rSiKNgVkrfJuyKlkiGu6lxu+NjR4uQAjpLrv2Dq+nKDRwpSrjEalbhxd9ZWw4ZqezadPyEtplMIlT27pV934/rG2xbu0516FpDXOKYCAa3HMggMF9r/G448rHelESq/trYYZCd9FKg67QQ3oohJAkjaXqyytfb6H8KOdFRURf7qnH1Z2ekjUec7h1xLS8hN1Daof8FBk5mN/unH4H+Wt4mTCeOelwfMeR261dq/p/ERE9rP2rEEJXPjNYKzxeC0ln00asj243JrwxvXLk+uiwntyOLzy1RF221jznanJgzLyj3MXN4iRWoD999QtDzW7b1NO3EshvJ9fFlT9w49aUpYCjcxqFCay+H4cjCm3MqBz+a1THAtc+G7kps3LsrliMhg7PaHiwKrV1Q9/WALbX+bb1rJ51KYktY6xPKp9xLkmcfFupKcJHbcmpGvClKm6cECFkKffuGlg7tySltSCl9rzr8PSGOddS2BIaQihw5c25zv1j6vhRzN7vh1351ED6SUuFjy1hZC6W9v345pJfa5Vv95Bayk+xZXRHs9/voOLHCVwaPHGaqPsbt/1YKfraWH/APulYfLsPeHaZ1qnxt06fBuAeAUPQ4P527MHGkw83UwhVbbFuTC0/92qL5qybK6cPWRU5rzwlcjC/cosVoyGWjNbzdUXiFNHkY/H6K57OzykeKE7mhjM6Pye/+lX7vXKdanzviFpxAjNyIC/ofdP0hdKy34IPJqfNk5RvsPod1PC1UR3vyKbNE5evD7KjcMUmS/NJZ+YjkvKNdxwlzlgoLf3VgihkKvYWfKIfvja6bf+PKaQlTReVrbvtqur/sOuvuHu+rUQIIQxlL5Fd+y7IxsDnX9cmTBaG9+KG9eCKEljVO4MM2J5Zpu3yvEIYz2KJaNlPyAo/b7+Z4LWvjZJUViB9EUKSNHbybHHrbr6El8p9tHng15EcOR2jY61XHjWU/2BNqtdC5C/V2Ot9GQ/LpuYnMnhY2a/msy9oSJxCCImTWd1fU7qNuEuHk15qxO9RCVNEPid5+UOd7pK79QLcOrzgI/3AbyNQB73fD2s85qzYHHwvZwBCBQIY3H8IL+XW4zd+Mm3KqKzcYpWkseLGCXu+E86WMazVvq4vKcbuiC3fYNmcU2Uq9rJEtJmXk+PGCm+sMiOE5DmccXtik6aLAp28tAUS7TmXrebWLUbtedeO3tWJU0UTDsZX77DhriAlDdMelNTut3esjIgQuvadkc6hpc2XdJyxjBBKWyCt2Gxpt6Ow8ZrnzPPasbtis5fIy34zU0TwQSlVPx5GQ+ozzqNzG/uvULXrgKLAfeJfzK0lGH028tQS9eAfIxncm/+ZZyyUNB5xuDS3FVXWX3FX77L1+dc2CZ2fk1/7un1IN+c6DYWe1lnWnZ9TVO+wOptv3Ql26/Arn+kHfHlb+PV6J6xis8Va7UMIXf3SIEllJ80IspuCIIrZ9UWFz0o+WJXa9WVFRD/ezItJqgHcGz+Z1ydWNJ9ymm54Lr7b0u9Tlc9KilPZJavNqXPFsy4niZJYe4bWBi6j5YL7zAvajIUSaXrw7Rz44fQzz2kdjf6ORwEIFQhgcN+wVvtyFzevUZauUZRuSKms3WN3afGZl5JS50pKfjFXbbcIopg0Nmo4bD80vUGWyU6dK2YJaVPzEmWZ7OwnZaVrzKhDtDG4tJQ54vINN/tGpb+aD05uGLIqstsrSkEsM6wHt+4Pe8cr4cjpUYN5NXva9xSvf2es22/r/UFY9Y7gHVlhHFOWxWk4dOucHiNxaFrDwK8jZFlsWTaHF8FoPH7HXeXTF0pOL1FL09npC4NMAA7rwWXL6A1Hbp78z5e1ceOEgTupASwxPXm2uPhnU+szFEGdekLd92MVW3pzoDh+ositw1suuNu2OfO8pv/nKjoHa/346QulbTvBF9/VpS+QtvtNwFHQOy9VXHxH5zESV7809L19mW/b81dusUb04xV8qA88w4tgjN0ZN+FgHC+csXd47ZacKo+ROPuiliIoa7nXVuVfn1Cxf0w9QhjhJdfFVvzELt41qKZyk0Xzp6vhaPuZaISHOv+mbvBPUTnPyk8+0gw1osG9AwIY3B8aTzi3da8uX2+RZ3Pixwm4YTRTsSdhiujgpIaqbdbsJ+S4hzKWeITRTDoLm1+TOui7yKE/R43fHxfYFUfVh0djIs1ZV8czpzwgrtxsJf1U3jOawhWGaXkJreOoybPEVduCR2nKA5LKzbcdKltnKfzCOPFwfPoCaVOu02Mkgr4wbb6kbN3NvCf91JFZDUkzxClzbhaLyHxUWrom+OA2QkgYzzKXevt8HH6nBp2ekl3/1oQQajjsaDhs7/dp+5Y5z8hvrDK1dsGvf29i8GjpC27tco/RUKenZNe+udUJLlltZkvp7VZAdX1RUb7eEtihyFLurd5hC1onpPPz8qaTjvzn1MmzxJKU4NsTFa8yc5X0sXtiq7ZbWy7eCv6oIfyZl5JihgviJggX1Kc+SWQ/RWVnLJJ6bQQ3jIHRqGG/Rio6c2kMxOBiTD4ta4nMbycPjK37LbLs0nKd/V9TtYu+Nii7cSIG8Lq/qiC8VOFn+jt9ewD8j0EAg3uaqwUvWW3e1q364KR6eQ5nQV3alNyEgd9G+myUQ+13t/gzF0mdavzsMjWG0LTTCXOupTjUuL7Q0/FUGY9IS4Jlm6oPj/CRO/rU2Ot8M84ntp0DlThN1HjM6bMF6TQlTBJqz7lcLTeHcys2Wc6/0TLpSJwgmskS0WJHCap33iG5Z4ubTzldWhwhlL9UQ2fT+nx4q9ZEygOSxmMOtz7I1nvOZv+Z5zQxIwT1B4J0ygNS50r0hW7tOffJx5qH/xbNErevjSXNYMsy2DU7bQghpxq//KF+yI+R7aZzZzwibThiD2zKxEXCi+/qBnzV/sYqT8VIni0uWmlECP35Sku3VxQceZA6XEw+LXuxtGqb7U6bHXnNxKX3dANWRrCl9L6fqnIXNQfu+wbUHbA7mv1jdsQKY1iBG+qDv4+ceDDOpcP9TurUIjU/itHz/TCvneTI6AO+jJh9NXnamUTCSxmve7Z1rzo2r6n+oL3wc0O/T1UIIYyOjd4Wc/17U+Ox4Ou1APgfgwAG9yKPkTj1uHq1pGRtZHn5eosknRXRnzc1N97Z5D/xcPP6xArCQzK5mOZPV8tFd4+3lItsmbOvJof35tE5WOfn5Dd+MHU8Z9p8Se1eW8cbty0X3V4jQedg4/bGtUsstoQeMYBXH2wUmsGjxY0XVu+wIYSqd9rOvqiddCS+tc5U6oOSig3BA5gpoCVOFZWvt1z7xqg54xq9NabtXCqWiJYwWVixof10IdJPHZ3blPOsvMdbYTd+NHUcSw+gs7HMx6THFzSlzRNHDQ0ySRsh1OkZ+bVvjQihvKfUOU/LOu7CyxLTMx6WXv3cgBCaiJ5NnCpSdOF0PE+3l5XFP5vqD9oNRZ5OT8k7NgiwVPgZPFrgTnBHl97TJc0QyTtxEEJpD0q4Skbr/3YUQZ17RdvvM1W72pkRA3ijt8aYbngMRZ7afXZblW9KbqJTjW/tWuXW46q+vNGbYxqOOrgKRvVO64Hx9Ri6NeeLp2KM+D36xMKmtjewAQgVCGBwz7FWebd0qSpbZ46fKBz8Y4TphqfxqCNxumjXoNo/JtU3HrVTOMUS0aOGCsN78yYciEueKW6712zag5LavTbc3T5ouUpG1FB+ZdshZQpd/dJwcFJ9749U9rrgCZEy+46j0KkPiCs3W6q2W/OeUU86Ei/LupVkceMElipv2/IRbWU+Ji1aaSxcYRi/L7bdTj5+O5nygKRopVFz1mUo8rSOY+c9pfHZSZJAjccdCKHm005LubdioyVQbyT/Wc3JRc0nFjZd/khnqfTZa73ttijAXWRr5CRMFDo1eMFHenO5t+srQcaNEUJdXlSUb7A0HnV0RsPb7QDYShjHTJgktOKuZQAAIABJREFUyl2k7vtReOvt4XaM1zxNuY5+n6jOvarteNSpxss3WNoWmxz8fcTlD/RONY4QKllj5oYz4sYLO75QEMNkiekTj8TzIhgpcyRRg3gzLiS5tPj65Ep1vtNa5WMJ6W49Lkljp82X8CIYG1LKz73aEnht1FB+zrPyQ9MbCC+swAQhBuuAwT3EVusr+FBfscnCi2BOP5vAUzHNZd7tvWpwJ6HozGGJ6PpCtyCW2f/ziNhRAsJLrU8qn3QkXpbdvn+2f2xdxsPS5Fntq/BXbbeWrDZPOhKPEPIYiBMPN7kNxOgtMcI45tYuVQO/jui4INhnJdbFVTxUn9pxOJf0U78qS+kcbNLRBHlO+2v48yUtjYkFTa+GQ/Y/JjUMXhWZ+cjNuVR+O3nxPV3VVqujyY8wjIZRggQWk0tzNvsJH8VTMWx1/oh+3IgBfL+dLP7FhNEwjpyu6stTdOFgNFS2zuJs9jOFdI8BJ/0UnUtLmycesipKc9ZVuMJgKHS7WnAaA8M9FJ2FOAqGLIvTdNIx/Uxi0BXJAXlPNVfvsv+ofekitf9ObQo+1l98u+URXUbrHK52DoyvjxsryH5Svq1bVZ8Pw9ul6eklapaY3veT276iC2+1WKt8Q3+J2phWMX5fnLJ7kCs8OqdR3pnT/TWl5ozr8MyGafmJ4mSW10LsG1WnL3RjNCz9QUnjMYfPQT5YkcpR0G/8ZMp/RqPswR2/N5YbxiA81KbMyrBe3NFbYGUwCCUIYBB6zmb/peX6is0WjIZiRgn1Be4Z5xPVea4bPxrV+U6OnOGzkmwprevLyrT5krZ7/hR8rLdU+Ib/FtXuhOXrLdU7rOP2tt+KDneRv0WWz69KNVzznHioKXWuuPcH4YH1Qlc+1dtq/UN+iux4eYdnNMSOFmYuaj/xuHyD5fQSdeo8SdBXWcq9u4fWzrqc5NLgPhtJEhSGUN1BR91Bu7XCywtjyLLYk08kWKt9174xlq42U4hKninu8qKCRsfOPK/VnHUGNjg6u0xT9JUxrBfXWuVTdufa6/00Omau8GYulAz5JUp73nVoWkO3l5XZT8o8enxbj5rYUfzqXTa/k5JlsHAP1eN1pbnMW/qrOXWeJG680K3Fy9ZbmnMdFIUGfBnR6WlZ80ln3QF7w2E74aW4YQw6C5N35ap6c7XnXCWrTS/5Bzqo4JPCvBZiU0ZlWE9ueE9uj2C3eNV5zhMPN88tTaGzsNp99gtvtcwuTG5dG22v92/rVjW3rP02i7ib3JxdperLRQj7/9h7y/Cozq7v+9x7j7tkYpNk4gmB4BLc3d2tUANKS1tKW9oCdaFCKS0Ul+BO0OCekADxTCaZyFjG3be8H4Z7SCa5nvu5n/uSt9c1v4MPZPucM8de51rnWv818lA7elu6J+7L05rmS9MCctnlf5jKthlnPE4hs2BdofvciHp2ItlW748fxWInULQFrsnXE0kMWHHNfmmqAvcTwmwaQRBkNuwz45lLeP+HDhZhwvyjCRvgMP9iFFedF6c0QABIJrA1990+G5o2m9d01U4VkGy1PoIAqTM4UX0ZpVuN8yrTQqQt3Do0N1O2RJURLHUN4HfiBxKk86XpQRmmIJenN2EewlDiGb5PHOyjAABwKPzHutUuUWe27dbXcMH+9Dv9tPvJLTeWbDE+32wY/HvsnZXqRfXpwVVGnxWrv+ioOWTRFrq9ZozMhHipFAoXgRDIVOHxWTHMS8AUiBVHttX5OMkUnxUXdKTalf6pt5KCoh+4n9gtrGLGkxMnsJ9vNg7fJ06bwy3coCv9zUiiwYKOVGEnWuUec+fVgqo9lhH74xLGsFA3fmZwfco0TvcPReW/m+6u1hA40eNjkbHE47Vgo48lBBWyCjfqlDccbj1uqfGwxGRGNCl5GoctoZRtNZilPk4ixSr3IRTIY8ToIuSe9sIeYq3HiBnLPIIsaks1x/vvaDAv0eXdiNP95fNr0oJdk4Oc6i/PXiFIn/8ixfr0QHnHVwUZ/5VxffMVFSue3HtTO5ZbdsyaP18xtyKN354o2Nmh9RkLeR1eeTkfuvWqymPExp5MONmvLnuFMGMRzyLzFX2pazhvp/IRHCNGH4nTFXkKPtFBJIB7CQADKg/p8ApPetDaY70oa1n7TR3ChPlHg2zcuPFf/Qxh/kPBUeLpt4abr6oSRrMmXJaQKHDDRTvqIABEAAgiUCJlBmd8niR9AS+qN1122EoTICEZQ2QmrLzhpHARQVar7QgFMpV7vVY8qnerAKb+qfv5z0anwj+nJDWQ+BOEwkUa8xyMaFLbhn2cFErBp7qkyZwXib4EKNykqzlomXwjKbIHrfaElZ1AYcSQao9bC9Zr773dXH/GCsMgdRYHcxEuLTryUHzPT0S1J21kJuK34SNz4wZvjXU1Y7oit9eI4yjh1qM5X0VF5zBeCkAiEIRAjZfsqlvOYbvEiZM4eeMbvWZs0rWk3htEBA4qtpv8dlxzzz1slzhpCsdnxfImNPHSqf2+jXr4gbZ6n3nUkfi6kzb1LSeBQ5OuJjKiXxjOmlzLsx8Mk68l0fhww0W7z45LxnE8Rqxih6nLmoiRuXGd3hR0ek1Qsd0EEBA7iEGvjq/80/z8J6Op3FO4QVf+u8lW74/uy7BU+x6u0449lcCKI1trfbpCd/yoVq2O68/ZFNccg36Lhf5rPiPoRLv9urrTGwKYDFmk3kcfaUcejiPR2klDqT1qdTShMAlqKcEdoPGivf68fcj2WAh+OU9KGMUu+cWouuv0mrBBW2MBBGhCJHkqp+MbAiofMTz3PP3WoL7tFHWjoy7cZ8OF2TSGmNT8wJ0wll22zchNorTNRAsT5p9AOAkrzD8bHCXKt5sqd5uOda17ttmQPIXDiicf71b36KNmmASR2LCjyT/ot5j50vRB22KDxS3d1ka0lT8EAKTO5tYeaydJKm0uV3b0ZS4x5iEKPtHmjWvsvSky0KWnnVPmcENKewPAJChtLld6wAwAQF341TkK1U3n1DtJ6nvOwx1rTZW+q3Oa9sdJa49bo/rQyUxo6J/iuRVp/X+ImXY/icxErsxsuvuWxqH0W2q8I4/ECTvTLk1rai5wTX+QRGJCGEpkvS6oybXsE1ffWaE2lr4ooPKaMZ8VJ9NheiTpdH95VG/6+AsSZiwJQqCsZfwRh8QQBAiCKPhM61D4zw5rEGbThu4U31yuMjxzzyhIYcWTITKgCmCEAk70rlPfcwIAZMesDz9onnQtsWqvuXSrccgfsVQ+UrnbpLzpmP08NWs5PzADuP2mOnESZ3J+kuK60wc8qJuIG8GacjtpuanDpPwkq9y3L676ZI4cQsD50Q2XpjRxU8iVu83mam9wxFA3/nBtc9/voltGLKJ606Ny6IEE7IfrtN0+iGjrNAMAPEasfLtp9LH4sm0mi9TbcheBg0cfaft+ExXy9SE0aOTBuLpj1vT5/JYlVVQe0vE1wYj9cTQhEtmH7nfjuJ+ASMDR5IMAhHsx5XVH/AjWzddUD95rblfyLEyYfyhhAxzmn4q9yX96gLxwg+72GxpbvQ/3E4bnbggBAAIeI5Y0lT2jIJnCQxAKFFKcmjSJbWvwWWq8IRdMmcZR5Dv8jtC3Z/xIlrnaa2/0AwCUNxxHO8ssMt/s56kdlvDFw5j1bUSsAAApMzmNl+x+Zzsv4szFfOlBi63Bf3qAHKFBEy5K8hcri77UQQhE5cKoEyez4P6bo8v/MA3ZIc5Y+CLKSmLAfb+NIgiocpfJY8Am5ElcavRkH3niBPa0e8lUAQkAwE2iuJvRyTeS5pSmMqJJeeMbT/aVn+hV+2yzoet7EQAGl6c1Zq8S9vvhpTHT3HddnaUce1aSOI5tk/sOJNWwJeSBv8TcXaW2N/rHX5CYKjxnh9YP/DmGKaY4NWj2CsHV2YrL05vur9FMupqovOGo2muefD0JAIC6cF4qxW8nLk5qDKhqFG7Q2eS+tDncS5Mbu66JKAd3/U7c1ui7+Yr6+Y+G86Pq3TqUFU+GySCmP4ObQmm6bH/0oc5nwY52ri3+Rh+o8ircoBP1pCeMZoUMY87X0c9/NMrP2oylns5vtV+59PxHQ+pMbmQvevcPI+6+pWm5q+6UFaZAie3lRUsPW8XDWcXf6FqqigIAcJS49apqwM8xU28nzypOWdqcOb8yjRVPttR43SbcIvVKD1lgBCrdaszNkOmL3W2vHCbMP45wCDrMPw+XGj2aLXNqMHYc2e/AMS/OS6Vykimq287UWdzxeYlps7j0CBKZDZf9ZmopzwQAgGDIqfRbZL6QsCSJDqvvu0hUOCSkDCGQtdZnrfVV7jKXbTMN2hrT42MRmQUDABAKVLnT3FbNkcyE1fddMAxFdGl1KdlR6+UpTW49Vv67MXE8WzyYdXVOk7HES2YgcSOYqbO4ZDrsUPrLfzdnvS7IflPQ8lyPCav804RQ4OyVQuV1R+1x64Q8SdJkjt+GnRve0G2dyFji1RW4kqdxOMkU8SAmK55ck2u1yX0kGkzlI5YaL4zAkgmsyP9KBpYesNxcrhp1OI6XQVXddpqqvCQGTGbAjz5udjej4y5IpPst91Y3j8qNS5nOjRvOrNhhNpR4hNl01W0nXUiCYKj8d9OoowmP12sV1xzjziZID1oZkSRGJFL8pV5xw2ko8fT/MebabMXwvXFZr/Knbhrw5vgPmu85zZVeq8w35pSEk0hpfujqtSGy9Bcj6sJnP0/rvzk6bT638k+L6pajdKuRRIHL/zCNPy9pWRsWgCZEPAb0ySZd/59iQgb5xXAZsBtLlSNz4ylcJLIXvXSLkcSAXxxJgGvzlDlfRbVdI3Bp0ZtLlRMvJ9KEpIL12oxFL4W4n/1gcKrR/ptjgvM5Kg/JXMLXF7vNVV6agESghN+KQwjAvET1QQuJBkX3De0WFSbMP4hwElaYfxKmKu/J3nWYD6eLyOkLeFW7TTQByVbv67xamPNVFEJ96fDifuJAUs3k64khwvraQnf+fMUCWXrIlaUHLXWnbOPOtmqFi/mIu6s0VXtNPT4U9fhIFMiYDe7aHyed8TiZkxwqjth40V64STezMAVHCWOpR1vgqthhNku9EAFQHwEgiMyAUA8BIUAylsVPp3otOADArfPX59kBDiAYMKLJnBQKL43CS6fam3zlf5ijcui2Or/H4E+fxx/8RwyJAfud+OVpTfxM6sAtMQ6l/2h2LTeV3O190fOfDG4d6rMT/X+MZorJV6Y3MuMoVpkXR4F4EIMZRzI89/rsmGQsW1fktjf4Or4uSJ3JOTOonkSHcZQgc2Fnk58RS85ayhf1pJPZsLHUU3/Oprzp5GdRp91PrvzT9PhjHb8DxaVGO60S9vxYhNAgbYE7b3wD5gVMMcne4OvxcWTVXnOfLyIzFvAAAIlQ5x/7njWUegAAdCGSOptXvd/c6U1+zSHr8H1xz380YF5i7OkEhAYpbzqvzVMQKOE142lzeJlLuOp7ruaHLkFHavo8XlSfFxOIqr3mO2+qJ1xMjBvejk7Ivbc1gAADf30hvGUo8VwY3TCnNJUeSZKfthV/o5/5JKXtWQ8/aMY8ROCs/AVKhAoN2y0GgcS67rUzC1M4SaFf9KOPtE1X7JE96I1XHZiX8NuwqN5MzQMHTIFyPo/qujacGh3mn0HYAIf5xyI/bWvKdzRcsDvVKIkGjTgQ13TNUbXXzIwhDfwlBsDg0QfNc8rSWhpgAMDDD5oRKtTni9Ai2twM2cjcuMierVKr/HZ8X7x0UX16sBpVftr28INmQUea5pFzxqOUgBx0S+6t1tCESK8NoSm4NYett5aruOkUe4OfnUDG/ASBAhIDonDg+FHsoi+0ZAaCuonFivSW+cCK646rsxTsBIpT45tyK9nVjDZdc9Tkmt3NGESCECpAHQROELGDmDlfRMEUcGOxKrofo8fHIs19l63ep7rlUN91QQhEZsOiLrSen0Wy4khnhtQP2hqbMp3jNmBHOspoQhIgCCoPFnSi04RIwhhWzIAXSVtFX+gLN2kzFvI4SRReBtXVjFqkXofC77Vgws60yJ50QIA7qzQAANyLk5kIL5PiaPJzkiniIUwKF0YoUNVei7HcS49Exp9NODu8gRVLGnde4rPhT7/TF5+pmbGvZ+oMzqG0GrcRI1Ci+0eR0v3mqXeSOMkUHCVuLFa5Dej4cxKEBt1cptLcdzpUGO7FqEJy+hwOVUDSF7uaH7kBDLq8LYzOYVxfpMxeKag+YJn9LDXkSzdXe88Mrp9XkdYyd/3hB81OFTryUNyx7rV9Po9KnBgaf/YYsdz0mlnPUtkJZAAA6sZP9ZNnrxJmLePfWammsOC+34U2gag7aXv8iXb6g+RAhgHmIc4MkutLPAN+ii78VOexYBQ2LJnA6ftVJDuxff3qMGH+LoQNcJh/IFW7zffWaFAXDpNh3Id3ez+i/oId8xE91omCZbXnhtdnLRekzW0lmmEo8Vye2rSwLj1kJbhwg85nx0La3gEALk9vSprIzlzCV99zPv5Y67fj/X+KiRvGvLtKzYwlt+0ToCtyX52lCF5fX+yu3m+p2mtB3Rg9kuSz4pwkcvd1kQ/eVwMMiu5H1z31RPWmR3SlFX2lZ0aTBm+PlYx9YQkcSv+J3nWjcuOLv9FbarxxI1g+C9b82E2iQ5G96JE9aM82G3t8HNl8zyk7YQUAAAgEhCTT5/MgGHCSKPwsqrHE7WrGur4fIciiOlX+UwPq+2yKDFbsVO40y8/ZJuSFljUDAGxy36n+coQCjTgQ11ZFJEjeuEan2h/djzFwSwxMhgiMaLjoMJV7fDbcZ8MkY9ksCel0/wbcj1N4MJVLstb6qDw4eRpnxq5eiuam+nO26v0WfZGHwAkAwMwnyRFdX8yBCIy4vkjlMaLjzkhuvamSHbbCFAiGIb8TQ2hQTD8mW0KmChBThVd50wnBAPcT8SNZXiMWO5TZt3VXiYsTG+OGMbusCdXwOtqlNnUWt+mKY1ZRCmiTPFfwqdatw4bseFmKbZF6Tw+qH7ZbfGOxsm2dMeYjjmTJhu4Ut5LqJMD1xUrpIQuZCQMYoA4cpkAAgORJnOEH49pWpoUJ83chbIDD/EPA/cTdVZrKXSaYAqXP5cnP2QAOUDc+fJ84bU6rxV3ZEWvVvhfqVC052rl28B+xMf1bLchZpN6zw+oXKzJDCoJrj1uf/2ygchFLja/3xsj0+dxAomzzY9eNxar51WltX9xHsmt7bxCZKr3SgxYIgjAfHpXDGLE3DvXih1JqRL3pimtOhggGAIrsRe+9MVLUnX5pcmNzoTt+GEv/zD2nNBUmQ65mNG9cQ9pcXupsrvyMtXCDzm/DuWkUrxXLXCzwGFB9sXvceUnAOTs/uiF9LrfdToKuZvRIR9lCeToA4Mzg+vQFvG7vv7RDmIc4kCSdcispJCaPeYmTOXVZywUIDZKfad9CB3j4QXPJFuMyQwcK+2/mXT76uPn5ZuPoY/EkBkwTIA159ubHLuk1FZ8nkIxjJ01h8zOox3rUAhziZVKmXE9ixLwwbARGXJunVN5wABx4LBiMgOyVQtVdp1Pl7/SGMFjp++gjbcmP+sg+DKcGDaRKJY5jD9stpkeRAACKfMfdleo55WltrZ36nvPcsIYRB+OCPaOC+KzYwdSatkHmpquOKzOa0ufxWhrmAGW/GRsu2ideTgzZbq31Hetai7pxEh3GfARBgJRp3PqzVl46dcbjZFKb9ewwYf73hH9VYf7OEDhovGTPzZRV7TbTBEjiRLY010JhwmNOxnd9L0J5M7TZbfJUjr7Y3bZTevp8btueBLwMKj2SpHnQ4iIEaMizl/5q0hV64key5kvTMhbxgmUq0TkMmAKp77a6KeYjnv1gcKn8V2Ypmq44RhwQxw5hiLrRRx2OR+gQTIZ4qRTFVQcAgC4iT7yaOP6CRNSDXvS13mPCZj9NMZZ7cD9e9JVecc1xrGstiQnX5FqO96jVP/WMOZEQM4gZ3Y8x7qyk+aHTa8amPUgOWF8AQJfVwvId7atKMaJJ8aNZlbsteRMa40exWlpfAABCg7KW8St2hHaYePhBMzeVkr1SkLGAp3/qNleFpogHsNR4q/dZYvoxao+2L2oNAPBZMVmulZ1IJjCQMJoV2Yue8CZ+kLN2E3P0nvTlA3YJU2dyi77Ud1kd0eVdobnKu18iPZkjvzKj6dpsxcEUWd0Jq8+Oe234wJ9jRubGy8/ZRxyIowlJ5X+Ynv1gAADon7rLfzeSWIi5yps0kfOaLSttDrfpqmNfnLTsNyPmI+6/29xvc0y7vqapwsuIITVeaqclRulWU+J4dtsl3oguNAIDzQ9cITntfgde9LU+5+vQoDTmJa7OVvT7PnpWcSotAum5XpQ6jSM/be28WujS+vfFStu9e5gw/0vCHnCYvyfNBe6L4xv8dpwgCCqPhLpwmAJ1eIXf7/toCH6xXDe3Ii2oCxHgzptqZhy55/pWgeJABs0SVag0VfHXelczOvDXGNSNSw9YSn4xkphwt7UR9Wes4mGsjq+1SkIGAJRsMeqL3CMOxgWuWfabsXyHGXXjSRPZmnsufieqscTLiEZmPE4hMeDKXaZH67R+Jw4IosMrgrqT1nlVafRIUsMF++03VKOPJbh1qLbQVbHD5LXiEAQEHWmps7hxw5lRvekBq28o8eSNa0RoUPpcbp8volp63gRGHEismXhZ0la8GgCgue/KG9eQMIY96mg81GZibG/yH+9eu7gpI5hN1njZfucN9axnqQFtzsKNOrceHbwt1OEjMOL0wPr0eVxhF9rNpar50rR2a6BvLFWRGFDyZM7d1ZqUPcb3P3j/0aNHIpFo6dKl+/btczgcxz+8bTnMmVWcitCgZ98bKnaZ2PFktx71O4jIXvSuayMKPtZCMGQs9wzdGWur8z39zjBsT9zNpQocA3HDWPXnbTAFnnRVwogmnR5Y3/ebqLQ53Pz5SmO511TuYcQgoh708W2kQwEAfjuem1kz+lj8zWXq3p9Hps1+6QR7TNjhTNm0B8ltOw3fX6MBEPDbcY8BG3MqITiehRt0tnrfiAOhCpf33tY4Vf4xJxMAAC4temV6Ez2ShNCgxot2VhzZLPUBguBlUoftiovu+zfVs8OE+Z8S9oDD/J0gwL231Kf7yZkxJIIABApgCjT9UcpyU4f+m1/UsNKESMpMbvn2UE8ucylfut8c0mKPFU8WZNEU10Jbt6bN4dYctdxbrdmfIG287BiyPXZWUUrabG7aXF7N4XY8vIwFvIY8u+qW89pcxbFutZYaH0wBc0pSx5xM6PNlFOYhUDdOFyENF+37xNV339KwEsgULjwhL6n2hJUqQM4NbziYXHN5WpPbgN1Yoqw+YIFgaPB2sagbbfSJ+DmlqT0/EUX3ZQStmlPpd+vQtDncPl9GhcS9IQTKXMKr3NO+E9xwwUbgoMNSXlvrCwBgJ5CjchjBvkxONXrzFdXIw/FBZexOrwtkh61eMxZy4rPNBhIdyl4pjB3IZEST5Gfa8eRUt52qW45+30dfUxwrayxaM+Bbh8Nx//795ubmb775RqVSjek3qeQTR9Pg/EDXo67vR9CEpMwl/DmlaQvl6aOPxTdesBM4mHAxYdgu8aN1WmmuNWMB98qspphBLK8Zkx21IlRodnFyZE86K448IU9yf41Gcc0xbLcYoYDYIUynGlVcceyLqd7Jq3r0kdZjePkpnn6njx/JihnAHHMy/v7bGlv9yzLfZ98bkqdx2lpfVzMqPWDpvlY0+PdYnw17vP5FHySPESvbZmyb2ad54Ko/Zxu664WiOCOKNPlmEj2SpC9yw2TIXO2FSIDEhAgUnBlY9+D9dto6hQnz/8a/gwGWy+V37typrq7+Vz/Ify4uLXpmsLxsu5kpJpkqvDAZmnoniR6BmCo8IUd2XSOs2G4K6RUY1ZsOk6Hmx66Qg0NaATqU/uc/Gq7MVPituM+BzypKHXc2IZh5JBnHtsq8bcOw9eftmJ84N6LepfaPyE3QPHBNyHtR4JSxiKt/6o7OoWseuPPnKak8JGEU01LtJfzg2rwmVjwZEMBU6WHFk6feTXrNlrWgNn3c2YScr6PSZnO7vBNRubO1KSXA0+/0t99Qd3k3IkQOIkiHV/g1h6xtG+GVbzfJz9l7fiqS5v7NKHGn1wWBCDaBgxuLlZ3eFLRcIGfEkCTj2NX7Wj2Sucr7/EfjsN3iwFSg29qIp9/rQy6Lo8SdVWp0kjQhVbxixQpD36LX4r4pLnzWt2/fwAEwDL8e9R1nlHv9n6tzcnK8Xi8Eg8G/xTxc1+y1YAAAU4W3fLtpZG4chEAJY1izn6d2ey9C88jNS6M0XbGTGTAgAEKBSn8zBT64oCN17OmE/IVKQ6mn4+sC1U2HoAMNocFeB95zfYTfjuVm1gRUz6x1vvLtpj5fRgEAhNm07h+Jrs1VYD4CAOBUo5W7TL0+a0dK+tkPhkAXQpgMjT6eUHfSWrnbDAAo/dWYPI3DlpBDjn+yUddrQ2RLWS6EAg3+PZbAAeYlRh2Jz1rKh0mwQ+HvsV5U8osxb0JjuJVhmL8Lf20D/P777wuFwpSUlCFDhnz77bf/6sf5D6Uhz56bWdP8yA1wwmfBmHGUuWWpMQOZQ3eKH7ynCfHJeBnUyN70toqPaXN5sjYrlCkzOQ15dlO559kPhlP95ce61JqrvP03R/f8LJLCgkPepDAZylouKP/jpXvdeNl+pKPs1mtKUTcaVYBwM6iXJtRnLecHBKJxH35qQD3uI1Q3nThGAIigRSDqu65u60TzqtKWGTvMKUldUJveYSk/bhgzui8jpGYmdRZX/9RjrX1haDEPcX2JsvaYddqD5J4fRzRdcbR044JwkigRXWjy1jpcjZftTzbpxl+QZL0qaMizB6xaWyTjWC613/Dc82yzAfXgIRF7AED2W4KybSYiOLchwJ2V6l4bXtbSJE3i+O14QJYygFar3TL1xLO9SNCRAAAgAElEQVTax0eqtm7ZssXlcu26+aMwky498HL1vfmxS3XL+eqpUWVlZTKZrGfPniaTSdSDnjyVU/CJFgBwb7W612eRjKgXywoQDFJmcKbeTppZmLK0OZPChyl82GPAZEcs+yXSgk91tSesDqU/fT739ED57ddU0f2YHgPa/8dohAIVf2uwyf3DD8ZVH7A8XNt8aUpTn8+jWHEvF9GZseR7qzUAgCebdFmvCoIdJoK4tGj1PnO3D14MDk2ITLySWPiZVn7WXr7d1G1t6KBpHrhs9b5A0XNLSn42sOLJE68kPnivmSYiLahJE3WjFX9j6L85SnnDkZspayvKFibM/5S/thLW9evXs7Oz33rrrWvXrmVlZU2ZMuVf/UT/Weifes6PbCj91UhgBIRAsUNYSVM5Q7bHsiUUAABTTLY1+JsfuEIkCUlUuGqPJUToiikmP3i/ues7woDIvseEKa87q/da9E9c0kNWRgy50xuCQb/FJk/lcJIozFjyg7XNXVYLQ5YzeRnUO2+qs1cI1fec+fMU8jN2V7N/3FlJzldRLjWqfeym8hBzlZfKI12drbz3jsalRrnJlO4fi+yNPq8ZBzgYvE2cvVJAbpEqzO9Au/OGuvNqYbBTQgCYBLmaUWOZJ244y97oPz+qnh5JGndWQhMiCA02lnt9FiyqdzuaShACanKt6fN4/zWG7iszFOPOJkR0oZHosO6JG0eBqHs7C40QDHmteMN5W02udeLlxLYteFlx5OoDFk4ihZtKAQBU/GnSPXEP+aNF3wIIQAgkO2JNncV9+vTpxo0bP1z5WT/psrGnJB9+8V7Hjh1hGAYA8NKp91arO60QwghE4ODqjKYeH4sie9JFItGaNWv0ev2KFStycnJ6zUq/u0pD4EBX6B66s1V3hCDFX+oxD5jzPFV9z8mMIbMSyDW51rqTVuU1p/aRC0cBTIaofNje6K8/Z4vpx7TLfW49Jjts9ehRzQNXQBDb1uCDAMRJogAIJI5nF27QeYyodL9l9NH4kC5YAIAnm3T8DrSWS8U0ARKVw7g8XRHdh95ldaj+5a1lqk4rBZGtuw6bq7y3lqvH50kiOtMyFvBKtxhrT1hHH0twqvzPNxshMuwxohU7LLgXjxvKaptgHybM/yX/JklYPB5vypQp+/bt+1c/yP+/wLyEvdHnUKKB8k2ECjEiScxYMvlv16L8t+AooX3slp+x1Z+zOZr8BAGE2VRDiZfEhEYciEuewml5sL3Rf6JX3eKmjMDa4Yun8hB7Y6vnlqe1dF88BuxUP3n8aBbqxHVFbnuTPzqHLh7K9Dtxq8w36kho4/Szw+o7viZoW5dyqn+9udIDkaCu7woqd1l6b4wMKDOr7zrPDG0QZVP1pV5AECQ6DCBi8vWkgO6g34GbK72XpjYurM9om4h7dlh99kphynROyHZzlffciPqRufH58xWdVwu7r3vpXSnyHQWfaGcUtCPb5Hfi++Ok86Vp9EiSvcF3akD9oK0xyVNfXLz+vP35ZsPUu0ntDr650nO0c+3wA3FB+x1CxQ6T4rpjzIkEVzN6tHPtpPzEEMVHnwPdE1d5udNXZeonr7/+evbzGXwJq++3ocuieeMbkyaxO74uqN5nrvjTPP1Bckszc/78+eXLl7/33nvjWK8+eE8zOT8pZmA7Uw2L1Ht6YP2cklRGDMlnxU70quv5WWTGAp7HhFllvqIv9ax4UuxA5r23NQO3xtAjkGvzlOnzufLTtthBTNlRKwAEhY3AFNhrRmESFDuYOfpYPJkFm6q9xzrXZq8UDPg5tBzcrUcPZ8pml6QGneYAgZ8cRALT7iS3bHykeeAK1Aq3nF0RODjVry5zCb/TG4LglqIvdBXbTTQRCXVhTjVKYiC4D0c9uDCbPvNJSrvL9mHC/LeEBnDC/Btgq/fVHrfWHreZKjyseLLXjPHSqGQWjHkJlw51qv0QBOiRpMiedF46lZdB4aVRWQnkYAgxBMxL2Jv8pnKPqdLb/NClue9kRJM9JgyCAcKAJePYtccso47Ec5IoeeMbYwcwW8oYsSVkUXda3WlrynSuz4b5bLjPgnmtuKAT9e5bam4KxaH0OxR+i9SHowSVh6huOTqvFmavFER0pQW8W48BO5RW43fiIcLCnVcJn/9kaGmAXc3opSlN2iduEg3KmMV58oU+ojMtYyHPIvWWbjWV/2GEIKAv8ZCZMI5CFA48dKc4qPpLZsGRvemCLFrdCWuwf22QzMX86v3mtgY4sJB8eUbT2JMJIQrVccOY15v8FpmvbYoQmQknjGXVnbalzuBeGNvYbW1E0PoCACTjWLdfV1nrfG3VuwAAz3400iJJ7bbwC5A+n/foI61Lg95dre74Or+l9bVarfv27fv5558nsFZPEaw4dbu/ucR/8dfGEVWhUVkAQJ/PIy9Pa0qZyX28XjvurCTEyZs0adKTJ09mzpypt7M6sIba6n3tGuCHHzR3XxcRKBemcJFx5yVnBtcLOlBFPeiNNV5bvXf08TgSHeZnUS9PaxIPZnZ7X/T8Jz2FC0sPWegRCIGDQVtjHn2sG7pT7LPjTzZodwuruq0TYW5c1JUuO2LNXiUMGaXir/Rpc7kh1hcAULXHHDuQkTKde2FMw9S7ycHFiyebdD3Wi0JiG/VnbYAAnV5/mU4PwaDXhkjVbafuibvzO8KeH0c8/d74/AcDK55ikXlzM2pmP0sNyIyHCfM/IuwB/1thqfEVfqZV3nKmzOCkzeLGDGBACFT0hc6hRFsqEniM2OEsWZd3I1AHZpX5LLU+h8Lvs2BkDsyMIZPZMEyG/A6cwAinyu8142wJWdCRys+iRfWixw5h+qzY8W61PhtO4SKoCx+2R5w+n+dUo3dWqX0WLDqH4VT73TrMpUO9ZsytR1EnDpMgMgemcBAqH6FwYEAAi9Tb+Z0IlpjESiDzUqmMGJJD4T/eo26JOiPkhXhxUmPKNE6IfgWBEQdTZWNPxot60HGUKNtmKvxMB8HE9AcpJVuMFqnX1uDz23FGNNla58V8BASB5OmcnK+jlNed8jM2Cgcec6KVdjQAoCHP/uRz3czCULfV78D3J0jnVaW1nKP4rNjNZSptoTumH33U0dBLAQDuva2hRyA9P20nS6jhgv3p93oCB3HDmG2Tcu+v0VB57chkBvQ1u60VNVy0jT//NzU3bi1XYT5CW+ie8zw1EHiQyWS//fbbwYMHR4wY8d5772VFdz/es3aRPOPcyPrslcJg76YQ8sY3QjCg8pG2RTsBzE3OgxlVl4W/TPd/uEiWReG0skDqO84bS1XzqlqJjNYetz7+WDvubMLZYQ2TrycKO7+YH3hMWOVOU/NDl/qe028nYDIQZNNyvoi6vkTZYSm/cpd54iWJqAf9wdrmst9MuJ/IXiHgJJMrd1um30+icF9M+PRP3XnjG+eWpwVbWAZA3Xhuumzs6YTIXvSy34wlW4zT7iYzYkjaQvfV2YoFNWnBzg0AAECA4z1qe28K1bysPWEt3KCbeCXx9msqvxMfeSjea8JOD5GTGTDqIUh0aGZhSlvDHybMfwPxbwGXy128ePH/27mDBw9uOywbNmz4ez7fPx6/C7uzSr2DVXGiT63fgbXc5dL5d/Ir3Ua05cb772oKPtO23OLU+HdyKlR3nOr7TtVth67IpXvqNpS4d4uqLDJv8LDmx86d/Io/aOV7oqvODpWX/2m6Oqdpf0L1rojK0wPrttPK772jrtpnbrhk0z5xWeu8dqVvT2SrKxAEgfnx3ZFVtvpWGwmCONm3rvGyPWRj/XnbyX51bT9y0de6m8uUmkfOo11lJ3rV7hJWGss9BEEYq93bkLIdzPJtSPlvoOwPWvmBlGqv7eWYeK3YLmGlrcEXckEcIw4kSXVP3W3vdX2x4vlP+uCfqtuO/ZLqB+9rbI2+nfxK1I23PUXzyJmbWdN2O0EQfif2O6X8yqwmop3zCF2R62CqNGSXXeHbE1XV/Njlc2A7+ZVOjb/dKxMEobjh2EYqV91x4Dien58/YcKE6OjodevWKZXK4DFXZjZdm990Iqeu3QcI0HTVvg0pN8tCv6Mgd99S31ujPnDgwCvUb7ePudZyF44Rx3vW1hy1tD3r/ruavXHVjz/Rtt1F4MTVuU35CxVl2wzb6RW7BFV1p62H0msuTW3cF1/dXOA60qnmN1D2O6lsO718O73i9CD5yX51PgdGEASO4sd61FYfMLe9avF3+sszGl/++Y3ucFaNS+u/OLmxbJsx5OD6C7ajXWQhw+Js9u+JrmoucAUe8ukP+t2iKukhs9vkP5As3QaVbYPKtzMq1Pcdf2uswoRpl3DYBNy5c6ftuPy1ctNsct/p/nKvCZtblYZQ4Ecfa1vupYtIiRPYVa3LT9PmcmtyLS1LbxnRpKSpHN0TV0x/RuxgpqgHXdSNJuxM6/p+xMO1L2ofS381nuwrxzwA9xE+O64rciuu2hNGsyblJy7Td5h6N7n351FONZq5mCcZy47sSeckU1hicsYiXtXeVneHSVDyVI7sWGjac/p8nrSN+pVkHMvR5DdVhCadCjpRK3ebT/WVM6LJZql3+F4xIxrJX6g4mlVH4AB1ETAMSHSYl0adV5neUoKRwoE7LOWXbDGEXBCCQfoCXlv5LQBA5hJ+9X4LAAD3E4UbdVfnKgZtje33QzQ7gRzRldZ4uZ3i2ugcBo4ShuehhViAAHdWapgxJFF3Wrv5O6IedIQKNRe8LMrCUSJ/nrLLGmFUHzqZCadM41QfaOchA9Qes1K40PkzeZ06dVq3bt3EiRPr6+u//fZbsVgcPCZ7pUB21Dbg5+j/QwKR/IyNnUBS3w5VLgtgb/TXHLb0+FC0cOHCt29MsuczX5/yjtv9op9uzWELRILSZoWu0AMA0udz3ToUbu/FU77DZJP7hv4p7rRCuKA2nZ9JuTJDwYgmmaq8gACn+tY5lOi4MwkZi/ji4cyOr/E0D53GUs+F0Y2YhyjdaqLxkbbJzD4r9vxHQ5/PX4YZun8oSp3NPdWvTvvY1eGVUFnQoq/0PT+JDBmWuyvVHV55kTwPINDt/YiJVxOLPtcfSKhhxpKSp3NgMoR5idMD6wNp4WHC/F8SNsB/eRT5jlP95JlL+SNz49hx5PEXEpQ3nfIzrQpdOr8lLP+9RYEKAJE96RAC6Vp3IO/4uqDiz1BBjC5vC41lnvrz9uq95vtrNFQ+gnpwTgoldiCTGU8eeTg+cwk/2KK105sCxTVHoLV7kPQFvBBjDwBIn8ttpxhpNrfxoj3Q1D0IhECZS/mVO1vJd9SesF6epuBlUIXZNAoLJtGR/EWqPZFS2RErBBHd3hctVmYuasoYd07iVPvbVgR1Xi2U7re0LfjJWMirOWIhsNB1mdhBTI8Rk5+1nehVZ3jumVOSGgxRps/j1eS2bw5TZ3FlR0J3PXi/2SL1Dv0ztu3HfzkOc3k1LQqCCzfoYAoULKHpsIxftTv0awpQfLS29KjynGeL5ii0ZcuW4uLi1157jUYLFd5qyLPTBIhLg7ZzCQAAABapt+6UbfB2cfE3ehxt504Fn2k7vyUMtITq3L/DoC8l8YVDBwwYIJfLcT9RuEHX/4f2rfvj9do+G6MqdpmUN1pJrHiMWOEG3bBd4kDYnBlLmvYgeezp+EDGllPlh0kwL42aMIY9ZHss7gEwBX6lOZMmQJofu45ky4q/0g/+I7btHZ9tNiROYLdMvAIA9PoskswmEThw61uNgCLf4bNiydNaLfbri93aQndIwXFEFxojFhF0ojqa/NkrhPNr0rjJZJgMFX+jL/oitNI6TJi/RdgA/7VpvGTPX6AcczKh81sv6isoXKTP55HF37R6C0T2olP5iPpOK28mdXaoCQxUuypvtToMoUKDt8feWq68sUwFAPDbsOF7xAtq0idelnAklBCBYjILTpzEDlGkiuhCIzPhli4dACB2ENNrwUL8WloEEjuYWXe61ewBAJC1jC/NtQR0fXGUePSRNn+eMmsZf8qNRI8Jqz1l9VlQvw2DEIIuJC2Qp/f7PooZS2JEk+JHMjMW8p7/FOrssuLJcSNYbSuPeWkUdgJZcT3U7SMwghVHur5A2fW9iHFnE1o22EmZzlFcd/odOGhD+lyu7Ki1paUs+kKnvOGYeFkSP5Lts+HGsjb+MQAAgIwFPNlRS0BxQnnDUXPIMupwnLnKW7HDlDe24fLUJkuNdxtcvpNXtZ1RuZNXdTBFenRE6frs3fnzlboBD3+89WG8Pzvd1wd1tfNUpkpv1V5zzpeRbYclyKOPtN0+iEgYxWJLyLI2+mKmCq/iqqPruy8Fq3u+F5vMy3q174d9+vQ5vPomL40SM6CdtCzFdYdN7u/6vnDU4fj8hUqn6qUA+OP12vS53BCRzqTJnImXJVQ+krGIj9CArth9pJPMWu8bdSxeftqmuOacciuJJkRstT6/CwehZVnApUXL/zC1XU231vmcKn/X9yJOD5RbpC9/gUVf6XuuF4WkNBd9qe+2NiKkCrzoSx1BQNPvJw/5U5y/UFm2zTjzaaqoGw2CQeFGXeEGXfvDGiZMa8IG+C9M0xXH9YXKYbvFIS+75Ckc1ImrWgcP0+Zya1p7Y+nzuLKjlhD/puPrgpJfQt/LdCHiMWIAAG469VVrx2A+VN9vo4q/1oc4rB2W8Kv3h6otps7i1oYEnCGQOosrOxrqIGa0FwRmS8iSsezCDTpzledkrzrpQXN0f6bXjB3uIHNpUEAAzE9QuQhCgUfmxrMTWmXGdn0vonqvOfD8rT7+fF67PmjbB1Dfcx7rVgsQiJ1AaZuyROUjMf0YDRfbiUILOtEoXETz4MXMo+w3Y/UBy8TLiRQuAqDAKkDoA2A+Qlfofv6TAXUTO7lVvyPl50Y02BX+PdHVR7Nlt99Uawvd/Exq4gS2ZAJ7xsOkgVtFSDeTVmE03ACx5X3YeETMpRH5vZ0+I3ZhfOMOVtWfzIrDWbKC9Vpz9QtLc+8tde+NkR2W8Z0qVFvgBm1ofuzSP/MEpnS9Po0s+lofEhIo+FTb7YOIlsVsMBka+GsM60qXCycuKXfB97m5fn9odw1AgEcfanO+joLJUOxgZpfVwiuzXsha6Yvd9edtwb5JLU+5+YqqyzvC4fvEywwdOr8jsDX4D2fKLk1szHpNcGOJ8nBWrdeCkXkI7iNyU2T33tK8PBUHN5epOr4uCDbDCPJkky57paD7uojem6LODK0PDILmvsup9KfObhU2N1V6mwtcWctbRarVd53l202jj8RDCJQwmjXneapV5jszUN7rsyjxEBaBE08+1z3ZFI5Fh/nv+Wsb4Ly8vFWrVq1atcrtdhcUFAT+39TU9K9+rn8GsqPWi5MbYQp08xVV5c7WAUkIdH0v4ul3rZzg9Hk8+WlbSwk9fiaVm0atP9fKcmQt59vq/S0FICt3mY/1qCNwkD6PN78qjcR46QoIO9PiR7ECqoFBxEOYPituKGnl26XN4cqOWUPe42lzuLIj1pBQauJEtv5ZO82Rcr6KKv/deKRTraHc69JgplK39pHLZ8eZsaTZJamv2bMm30wa+GtMwWfaUE3pOHLSFE7lrlAB6oQxLFOFp+2N0ubwGvLsAY/WpUFvLlPlz1P23hQ17W6y14q2dJiCpMzg1J1sP56cNufFJKNqj/nZj8bJN1528ctYwJMeshAYAQigL3YXfKI92Ve+i1t5ZrBcesBCZcOAICAY4nekJU3iUFhIRDc6P4OK+wm/i7DU+RovOg71Lr/+qsJ+n8Ygs2JymCQ6TI9AEkax+n4XFd2PAcGgyxphn6+j2UmU5z8bj3Wr3Seuzp+vdDWjHd8QQAjU5R3hs83txEsfvt/c54vIgM8nHspkxpCkB1/OSPTFbm2BK1gjGyR+BIvfgWreEpUxLK7Eem/kyJEajablAfUX7ARGpPxXgLf7OhEzhnR3hRoQ4O5bmr5fRwXzmYOUbjX6HXiPDyMAADAZGvBjzIxHyfQIkqna8/jDZhwlcJwYdTBubmkqTYQIOlLKtpmOdasL+P3F3+j9NrytUdcWuFW3nF3fiwAAZC7mDdslvjipsfaEtegrXfcPQ0uSir7QdX03oqXcB4ERt15TD/1THPweaRHI2DMJCaNZFyc2eoxY2iwODIMnG/V3Vqnb/UmECRPkr22AtVpteXl5eXl53759o6KiAv8PZoL8G2Ou9t5/W9Pt3YjFiozJNxLLd5iefNEq6pW+gGcq97aMcDJjScJsWtOVVua205uC8t+NLbcgVGj4HvG9tzUuLQoAuPWm6tarKgiAgb/G6Irc1xcpcX8r+9bn86iy34ytArAQSF/ACxEl5mVQmdEk9b1WUWhRdzpMhrSFrb4vhAplLuEXf9vKMGBe4syQetwPIBIEcILCQzwWzKVHE0YyFysyIjrTSAw4oistczEPdeHyc+1FsNtkLSEUKHkap20UmhaBRPdl1J6wFnyiPZItowmQuRVpKdM5EAySp3FrT4ZeHACQNIWjyHeGdL4LkDaHW3fSVrHTVLhBN+laYktvjN+BSmbCx7vXbadXnOgtf/qtXlvgwnwETIEInIgfwwY4IR7BjO5Ntzf4ZhQkzypOmfYguet7EZYGl6XK6wNOp98GA5hGp3Z/J8qtw0YdjV+sykycxCn91cSSkCO60BSX7YWfaV0qlB5NAgRwqtGawxZTpfdPduXhDjLdE7fqhjOophlAftrmd+AthT76fBlVuFEXcFUBAI/Xa3t+GhlsytSSnG+i68/beqyJvnz58tixY7t3737jxo0X+wjw5HNdr89a5DdBYPj+OF2R+/YbatSNZy4OzYey1fuKvtSPOBDXUu8sshd92sNkAgXMOPLYM5KIztQrcxUFn+kG/hzjMWFZy/jGUs9+SU3Vfkv5H6bRx+JDDCogwL13NDlfRQXLdiXj2JOuJd5frWl+5A4Jb1hrfcqbzpYFwQCAmiNWegSSOKFVkZKp3FO9zzJsrxgiAdQL5sszqEJS+TbTpSmNbUcpTJggf20DvGzZstttyMjI+Fc/1z8WjxG7NKmx3w/ROd9EwSSIzIR7fBjxfLOhcqdZ/9QdsIUIBcpcyq/e18rqpLXJe0qZxjFVeYPByQCRvehZy/gXxjQcTK2p3G4mMaAlmszObwlnP01xKP1l21q5kmwJOWYgs/ZEq8tmLuLJjob6u6lz2gn5pi/gVbXpDtRzvajupC1oGHx2/EBSjUPpJzEgAiUIAvLbMRIVhhBoYOvuexAC9d4U+ez70BB6dF8G5iP0xaEzs/S5vLZJUj4bDtOgO2+qnWp09rPUfj9EBytcU2e27+nSBEh0Dr3dlrGcZArCgAo+0U2+mfRSlIMAtcet++KkFpnXofQP2hozbLeYzIFhEiTMpiWMYccOYMiOWgEEmco8Xgs2+VaSWeq9NKVxT3zFmT+u5mIbTCvyuZFstj+SPLfxV9Irz/eqnBq/Q+HH/QQniZw4gaXId+ifeyy1PoQCGSs8PgvWY31k2ixuzEAGQ0xCaLCt3td01eGxYIezZFfnKNwGDACAo8TjT7T9fohuuQ4a05/B70Ct2m0GAKjvOS01vrbJwwGUNxy8dGrlbjMEQevWrcvNzV20aNHGjRtxHG+4aMf9RIhQGpkJjzubULXXnDSZ0zZ/qvAzXfYqQUBWsyUlPxkk4ziJE9kP1zaP2Bc3+PfY2mPWm8uVTDFFW+RKncP1GNCbS5XZK/hBJzVIzWELwIn01snSEV1oEd3oVB58Y4myZZuQoi91nVcLW0baCYwo+lLf+/NWpdsOhT9vfOOAn2MyF/Gm3U/mplLODpaPPR3PiCbXn7Nfna1od6zChAF/dQP8HwjmJS5Oakydw0sYy3q22XC8e+2pAfLSrSZ6JKn4K/3NV1R7IqtzM2R3V6lZ8WTpIXPLJd6U6dymqw6f7eUrBiZDWcv4LRsYBIjKYdga/bY6Hyue/KolKyBAQWLAg7fFFn+tD0kqzlzCC7H03FQKO4GsvNlqETp9HrfulBXztLLKWcv5tSdCm+hR+Ujnt4SBTBZ7o29fTJW7GYVgiBlLIdHh2P6MLquFM4tTenwkarnmFyBxIsepQUNtLQQyFvLalu7EDma6dFhw/uFQ+gs+0R5Kq0EoEEyBB22LYcW3Wj6MGcB069B2VfhTZnDr2nOOn36nR+147EBGwPoSGCE9ZNkXX31tvpLMgMSDmV4zfusN9Y2lStwPonMYdBHJpUFNlT7Mi+MocKpQzQPXwUTppbUlv9///GD6yszvict1RzpLp4oHsThJFPr9Dmtjdpn0Jk3PR8Xf6HdyKx+v1/HSqAN/FUdk0wiMIDHhuSUpvTZElvxkaMp3jD8nWSTP6PGRiMyASQwobhgLJgH1Hefe6KpLUxqf/2xgxZPjR7JCPkXOl1FFX+lRN17wia7Xhsi2ap0AANSNP/teP+JAnLHM23DBDgAYNmxYQUFBfn7+lClTHm9Q9/o0tLwHAGCR+VhiUsUOU4gjbizzKK47uq6JCDlec9/VcME+ZHvM4G2xvT4TnR3eQGHDE69KInsw9E/dhuee2iMWZiwZIsDjT/QXxjYSLX5Zfjv+6CPtgF9iQtKsTOUe/TP37GepMBk61VdurfMBAOwNvoaL9s6rWrm/sqNWRhQpblgr1bOby1Qd3xCkzeUCABAK1H9z9KCtsVdnKTIWcNkJ5Nrj1rwJYT84TPv8tZsx/F3YtGnTX2gQ7qxQw2Qofhjr4qRGKh/p9oFo4JbYDq/wMxfzSn4xjjubMPCXGPFgpseA1Z+zW6p86ttOMgthJ5ARCkRiwIbnHq8Ff1HRCAAAgJdOvbtKnTKdSxMgOErUn7XfWaGWHrS4dWh0f/rcslb92+kiklPlV+Q7WobguKmUgk+0yVM5wd60AAC/k1DecCZNfunxUDiI8oaTxICFLTJdySzYVOF1adDofq3yyEQ96PfeVlfuNhd8qsP9IHYAg5dB1T1x994UNWyXOH40iz6QvJgAACAASURBVC4ixfRnFH2pj+hKC/R+CABBAHXjiuuOpImtnC2OhHx/TXOXt1v1b4Ag4FD6rbU+HCUef6h99EEzL5M6dIe442sC5Q0nTYCElK9AEHAo/Da5L9gDMQhbQrn/tiZ7pTCYLkvg4P47mobz9rFnJYUbdSnTuXdXqK8vVNadsvltOERAPgvu0voBAGQm3GO9aNKVxA5L+RmLeBFdaFV7LQGRRb8L96IuzAkIG2nAuD7rvl7Te1D3C6MbBR1ow/eKERrsaPRZSjEqziIMlBLBxYkf9VPne5xKv+yopfeGqIRRLGOZt+w3U8IYluGpByLBFqmPQAm3DoXIsLXGZ6vz4SggM2FRD3rzfVfjJWfiaJZkPDvk0zFjydrH7qarDpvcP+T3mHb7LpRuNQIAuqyJ4GdS76zQZL3KRygQh8NZvHix7JzRcBeI33bHxYlDzrr5iqrbBxHRfRkP3tWkz+MFVTZvvarKWMSPHdRqnDEPkTe+sf/m6IiudACAsDMtYQzr7iqNx4AiNJjGgzuuEJgrvB4znj6fayz12Bv81QcsHV/lw2QIdeMXJzbGDmR2fC109fraPGXWq3zxYGbyVA4gwI1FSraEXHPIGjuQKRn3cigIjLg6W9l/czQn6eXvTZHvkB2xjjzUKk7OTaP6rNizHw2oG8AkYK7y6h650ubzoHDbhjCtCXvAfyXKtxvrTtoU+c7rS5Rpc3nDdovFQ5iB6TyFi3RZI3z+sxFAQNiZ1m1txOTriX2+jkI9ROUu0z5x9YUxDSVbjLGDmSH+LiuO3PWdiIvjG++9ozkgkZb8YowdTHeoUIgEUdhI01VHSE5T57eFtcet2qKXLiZMgtLmcAM6FUHSZnPlZ20hfX8zF/Ok+0Pd0C7vCEu3GoPxasxLyM/Yrs5WuPWYReoLNBnUPfUortjH5yV0XxcR9KIgBOr+oaht2WXHVwV1J20hXjU7kcJLpzZdaVV7aiz1+Gx48df6R+u04qHMRQ0ZA7fEBGKeKdM48jbVUCBQu9VGPwQAQBMi4iHMulMvdmEe4uqsJmOZZ9q9JF4aBaHBuRk1dSetCA2mcpEhf8SKhzLYyZTObwupQpLfgavvuFS3nAAAU5Xn7PAGzIObatxFolP5zO1eiXb0A4G4N9/1iHFlVtO++GoqBxn4a0z9eXvtEavmgSt2EHPMsfjYqLjusQPSpwt4aVSHEqVFkKJy6BmLeK5mdOjO2EdrtS4tCiNEzRHL3dUarwVPmcoedTy+4xsCEhVyaVFhBxonhULhwaW/m3YwKsu2GUPS43ttiqzJtfb6LDKkA1UA1IU/22wIFPzEj2DFDmQES3FIJFK2ckL0Es+IkcO3bNnS8iz1XadL40+bze30hiB+FOvS5KZAgETzwGUs87bN8yr6UifoRG0pnS3Mps14nKy67WzMs/f9LqrHOlFAwUOR76RHkkk0yKHw74+XOhT+y9OaWHHkgVtC+zfIjlq9JjR7xYt7dXpTMD5P8uhDXdVec4dlrd3fY1ZGFEk89OWcgMDBow+1OV9FtRSzdDWj50c1qG4755akJk1iCzvR+JnUxmuOk33qQuoFwoQJG+C/DIobjntvNxMYiB3AGH0sTn7G1jJXGQCQtUwgP2NrKS6RtZxvqfGOOZGwRJmZtVxgkXordpjMVZ59YunxHnWnB8iPdJTtFlY9/V7vNmLGEs/4C5JuawVPNhlgMjHtbmJ0f2b+XMVuUdUuftU2qDzwr+gLPUyGzgyQ7xJUnRlSf+9tjfSAJW4YU7rf3FLogxFDEnWnN15qZfCSp3C0BS6nupX6gag7nRFNkh621h63Xpur2BtT/exHg+qmAwKQsDONRIWq95oFnajpC3iBZciWZCzi2eS+YJ1PAFoEIhnLbhtwTpvHlR21+qxY/TnbvdWagyk1l6Y2UbkITYCMOBDX6c1WXQiTp3IaLtrb9l2PzmH4HbipvJ363YyFPOkhKwDAqUbPDJEjVHji5UT1A/cuQbVL4yez4F6boshMOG4Y88mX+tTZ3HmVqQADwo4UuoiUMJp56zXVAUnN0exaH+K2uE2H0lZ1WSU6WP+d0JQSHR01/X5Sjw9Fbi1KYSPGSu8OVmXBp1qCIHgZVFF3WsoM7uxnqRJu+tH0ek4SeXFTetd3Ik4PrH/ypY4ZS7oyU+F344KOVMwDJl2WpM3mKq47EsayeakUXjo1uj8dgkDZH0ZjqYefQY3IphGAuPuWZm9UdcWfL8VbVDedjBhS23X0AGW/m2IHMIXZL2IbA36OqTls0Re7CYI49/3duvKGDWdXzpkzZ9euXQsXLnQ6X6xNFH2l7/6RKGDR+2+OYcaQri9SEjh4vF7be2NkSOmtTe4r32Ea9GtsyK0rtpu4yZTBf8RemqJ4+p0eocFTbiVJxrEwD4Z6CBID8pqxA0lSmAQN3ysOCT777fjDtc2Dfo9tlefVky4Zx+RlUM4Oq3+pFkKA4m8MPT9p1bhCdsQCk0BIl44bS5XCztSpd5L4WbTRR+MD8WpOKkVf5D7erc7e1KY6K8x/MP8mzRj+N0DQX2AQ7E3+3PQaMgtJnMAetkcMwcBY6jk3smHCRUlkz5fx5KuzFeIhzE5vvpy5X57alDiR3TJr5tmPBvUdZ+//j73vDGvj3LZ+Z0a9IokiQCA6GLBxN7j33gvusR23xHGcXpzEyUl1XNJ7cbdx7yWAO80FA8Z0RFVDvdcZzcz3QxwhyLlfufd898m5x+vnoEcaprz73Xuvvdbfwn1uki5AWGIKQ4g41b6rczvN9R6fm6Sy4fm34otf7nKqscTFvMYD1mmnYyQT2IHU09qCnhvdlluZZG7wGB57dBVuTanLqfaFDWXGTuOED2EKM+jcOFrDAbP8D/v0M72MCm5vVIWk0Ae9EQoAsHdiunK35r6r/ZLd1uKNnsxJXsKPHM06nd3mc+L91gjaL9kYIsqU4zFhgxi4lzyT3dp/iyh9Yy8GUMN+c8tp65w/4oIPqm47S9/Q5D5KBAC4dT5jrddc7+kqdbWctlFYkDibJZnMiZ3G8ZsFlb6uoXLg4X/rO69yflz7oNdD+4jyAwDK3tQgdOjPJgq4lzwoaZx8WHL3eXXaWsGQt8KuzZfLC+2sSOqU45I/5nUSPhKmQgNeEA3eHkZlwx2X7UVb1bmVSQ/e1+orPOZGt9flw304DEPxX9tmbx0X+DmSAKP2iu9sVrecsmIOnC2hZj4verxXj3vJGedj8xcrVjWneMz4pcnt0RM5nVft6c+GEDhoOGDGHKR4JFNd5JrwW1S/dQJ5vuPms8oBL4jMTd7WszYKC4qfw4uZwqGy4avzO2EEGvp+WMwUjvGJp/xjvVOFIVSIG0+dflrKjaUcS5NNORZTsFSe+ygp4CbkB2YnjqY0z7sRL8zoqdjX7teXfNT+M3fzzNbt4sXE+p/msNlsj8ezdevWsrKy06dPh7kT8hfLV8lSAukj7iWvzOygchFTnWdlY3KfVPvmOhUvjtpHVcPS7D07qi23PJEbR7PLsZtrlCQJJh+WsCIo+YsV8j/sBEECCAACQBSwsDhBnN2r01HyahdmJyb81qsw7tb58vrJltUkG2s8tzeqYiZzsndGaO+7Hn2qDzbqwFEyr5/MX4UKHGw+ZqnaY1hSnhicE9d8b6zaY8Ax0q3x0UWUWZdj+5zGU/zb4l8g9vz/xl8/ABMoeTCmyeciEubzJh2SBHbxsuPWx18alpT3LAqKG47S1zTLqpMCRzqv2ss/0S++lxA44rXgRxKal1b1XUZ9Lvx3YSNAQNa20MYD5pG7xSmrQiAYNB+zVHxuyH2UGJyRXJzUnvGcMGlJj2rB/fd0unJnxHCWvsJjqvd4DDhXSrXI0IQFPIYIofEQAACBkdY2r6LAwU+m2ztQKheJGMYMH8aMGsvuuGrTV3pGfxl5enirz02krRU0HzHHz+NNOigJTIyYG73nRrctfZwEUyHURmA23GPGvUb89ibV4LdD6SEU1IbjXtJjxD0GvPWclSOhurQ+hAYJMxjCdHrYYGb9fvOgV0WJS3qJLWgfum+uVa6oT+5z2Wt/MnWVuKYc6+sFpK9wFy5XrGxO+fOdOjem3fDYPfV4jEPuK35ZRWAApsJUDkRgJOYgYBqUsVGQvkEYOpDhUGCnh7VOOihR3nLU/KxHXbgRqCiDLFLHIJaA4db5JvzevbLb2tATWS3MUIpDiQ3dEdb/BVHVbn3jIQuBkf2eFTQesvASaeFDGe0X7MM+CKPxkcd7jPpqFz+BPu1EDDOCkpcuQ2hQzFSO39So9azt1jolgEDMNK7+kXtKnsTegdV8azTWegkf4fOQDCHCkVA5MVSnBjM89iIIIHxAkEGPGMac8Hv0o491hieePkZSD3Zo7XJs8qGeC3Xu3LlNmzZto/6WODAWtPFW1CcFR9PDhw+/8cYbn0jPZz+T2n+rKPirMDtxKLYpIpvZZ0dlkaHnRrWtkiX3mhUmwfkJ7QkLeFkvdX8JSYDHXxgqdxtoPDhiGHPi/mifi8zLkGEOwucmAAnGfh/Z/4XuDzcdttzbrln2pK970q31KroAGbVX7D+fR5/oGg5YKAxo5JfipMU9T07dr6a287bg8/QY8eOZshnnYgM2l/5TMlS56341N+dZIABhLhyCoZFfiLO29frHn+LfE3/12PPfgL9+AL6xWtF63hY5kj3nD2mvtIAExzNlo7+JjJnMCRw5mtI8NS8mfFh3WkwS4Eh808xL0mBr2IrP9F0lrtnXeiztCIzcH96IuYjQLAY7ijr+5yiWuGeE49q8zugJnKyXe5YM2Qlrw37z3MK4wBGn2ndigGytKs0fpzE7YetAS1/RsCIp4hwWascBADAFonLh2p9N0lncQa+F0kN6Fj7CR54c0GJq9AISIEwYdxOSSZw5+VJXl09X7tY9chtrPbY21NyEQgDQhQiNB9P4CD0EofFgU62XwoXEI1g0HgLTIIYIYQiRljNWnpQ+4uOw4CW7/nez4rpj2smYXteXBIcTmmddig1UUP1w633HUmRrVal/nnk9liabfEgSMaKn9uBzE0Vbu1S3HCQOcBS4dBgEg3E/RKWuCrm3XVv3m1mYQbO1Yrx4qrkRBQDgKAkgQPpIHPK5EBuXELDCKPxkOkyBZl+Vqu4472xWx8/j0gVI/W9mEgeYk1hYkhA2mAEA0Fd5Lk5shyAw9P1w6SzuH4s6zTVozFSWuRHlxtEGbBNJZ3BKX9cobzljp3I0D1xMEUVx0zGvUFq/z6Ipcw19L6z1nK2rxAVIgNmJsGEMU513xMcR5Z/o4mdyG49a+m8Wxc7g2DvRxkMWXYUbhgFJALaYsvBeIktMOTGgZcw3kbHTux85hxI7ObBlaVVSMGNcqVTiOB5Giz4c1zR4e9ifqwulZx+XLLW1rznx7U9f02g9nCZjjefS1A6/fUj2Zz01hhurlSFp9KHv9qoA1/1qathvXlSWGFxYdml9Jwe2wBRIkE6fuC+aI6Ha2tDz49o9Bp8PJQEBhn0YMfz9sKo9hpofTXP+kPpNnQPQlLkKlilW1CUH9yMaDlmKX1SzxZThH0ckLeFDMCBx8liqbNJBSbAI3Y1nlMwwyqgvxMFfWLytq+OKPSKbCQiy5awdhiGmmIJQycTFIdmfRUBPe4D/3virx57/BvzFA3D97+YH72sRCtR/myhjo6CPWlDjIUvzUcvc63GBIxU79bZ2dMKvPVW1hx/ovBY8mH5CYOTpYa0DXw/1u8dgTuJocrNL46PxEX4ibew3keJRvUpkunJ3/hL5qpaUgKwB7iUPxTYtvp8QzAi9MKF9wDZRMEdGdcdZ8nLX0sdJwd+mKXMVrlT28WGt+8V053k1BACNh9D4cNYbodV7DJiDgKlQxAhm+FCmsD+Dn0CDEXBufPsqWUpw8DbVei7P6HymIyV4d9JV6rrznHp5Ta+f9pjwo4nNa5SpVHavle8/qipfnt7Rb70gaUlfV5+Kz/QOJTbux+5+pPaB+8YaZdQYFj+Zdv9tLYAhKhtMOynlRFOuzpdjDhy1EgwhQvhA7AxuwiLevR1qSw2KQu7atAszN41zfR0nymKqbjpJiBSm0011Xn4yDYIg4xMPXYCM/zmy+BUNaiZWd6QwhIilyXthYvvoryIjRrDyl8gRJqyvcONuAoKhoe+FBVdoi7Z21f5kzNkjHviS6ERWi7nBK5nCZYrgzj8cwgw6K5Kiuu2Mn81rOmaZfCg6eXlI9TdG5Q1H/Dzenc2qoTvC/VHz8VfGe290AQQicRKQ0ITfo5hhlLI3NEurk/zDSDfXKtnR1OxP+146AIC6yJm/RMEQIbkVicFiUgCAG6uV7GTwxZOXOzs7T58+HRcX1338GaUwg56+QXhpakf0BLbf0cHc4L0woX2VLCU4KKJW/GiKbP7NuD7y0VfndoYOYAz/MLxyt+HJN8bRX0cmL+NjDqJoq7o5z0rgJCAAJ5ZK4yFz86Xs6F5FIMJHnh7aOuSdsKTePk4XJrb3e1bAiqA8/JvOa8IHvREKwaDhgGXB3fjAZ3Tl7vzF8uX1ycGP1sMPdB2XbfNvd5sW1/9uLnm5C3MRMRM5BEFS2fCUo5I/6389xb8Pnm7A/tLo/MNe9pbGa8IxF6kpdR2Ob746t/POZvXtTaqCpYrKXXphJt0i82ru97CQ0p4JaT1jC1bh77de0JxnCR7AhanQxH3RZa9ran4wdZW4D0Y3uTQ+CAaScez4udxrC+V9/PXChzG5Ulrr2R5WMEKHknL7ShmnrOzrCxQ9jo05iD7MHfFIVkgSLZg13bDPfOd5NYABwoBjZ3LY0dTab43Jy/kIEx7zTeTMi9KhO8IT5vNEAxiCDEb8HF7Nd73Uu4SZDHY0RV7Qi/AVOZKF2f9k9iBExDmsjit9FTOScvktp/8DzvOfpLIAAKmrQ1pOW3EvSfjIyl36q3M7h+0I85rxe2/rECZMZcHD3o9o2G8+MajV5yIwBzHzknStOm3i/mhFien8ukrjE3fz2PODvmKNdazRvy3JfEE08fdoHCP6Py8c+11UzGS2vR2DKYAZiiAMKH+pMiSFnrSMV7XHYKzxXJjUMeqLyMRFPH2VG6ZBmhInBMDUE7EUDtScZ81fIvez8FS3nS2nrTPOxzb8bj41qNXegZIkUN12CNLoK+qTFxYnTD8VO+1kbPMJC1tCrdpjQK145vNCS5OXHUXxl5ordxkAAAgVcKRUVgSFKUJYkcit9eq6X0z8FHrl53oAgL7KIy90DHk77M+XCJCg7C3t6C/FoQMZZW/2Eka2taHyAseQl6NOnz69atWqkSNH5ufnAwDsnVjnH/bM50UMETLvRlxXqevWehXhI8s/0mW92kt6GgBQ/bVROpPbJ/rW7zM7Vb5hH4RDCDRke9jsa9JHn+jyF8stLV6YAkEwgCAAQcAhx2gcKNDaCKDmBxMznNIn+iquO5xKLHkZP2YKZ1FpwtgfolrP2m5tVLOjKfaOntnlhx/q/K39wJEn3xplJ6xz8uMCITZ9gyDn8wiGEFHcclDYCC+OenpY639kyPEU/w54Ogf8/2UOmMTJltO2ziv2rlKX9oGbEYowRH1Fef6P0Fe4ry1U+OxEzBTOjPOxuoduU73X3o4JMxkRw1ihAxjmBm/VLoPXhKuLXEm5fH+llMZD1EUuCIYCNWc6H1EXuXAPET6kp2TKjqKGDWI0HjQ/2KElUBKhQmN/jBq5Rxw9jh01jl24TCHMoIck91TnGCJK5S59xsYeehcjlFL+gXbAVlGAnMVLoJW8pMnYLOxJdyCA2gl1kTOu92ipMIN+a70qdBCDn0BT3XHmL5EDCCAUiBdPwxzEoDfCxv4QFTOFI5nIKVyhTFrKpwdlCYJ0xp3N6gEvinqrDEItp6zJwUr6EHCqfOYmVDKh1ywp4QNtZ23JvTX32VHU6q+M0ePZwYV3AAAvnlb8kqb/FlEfRi6NjygKnW49XvRiF2YnZlyQFr3Ypb7rCu3PiBzHMla5lbedDgU66aDE0oQOfC0saSn38ulrp14qYXVKEATJ2RW+/uc53iZa5zVH/Dxe40Fz2zmroB+j5Yyt44o9ZWXIlGOSzC2irFdDDdUeewdqaUIxK6686Wo+Zs35LMLZ5buxWmmo9qIWPGVlSOYWUfG2rphJHJgG8RNopa9pEDpUtLVr2imJx0i0nLbaFRhDSM3eKdaUukyNaMpyPl2AAACefGfEvYDASAoDbjtvS10VEjqIeXujatz3UVQu8mCHBrMTT74xzb8Z7zHgPheB2YnwYUzldQdqxTX33fGzuEXbuvq/IIoc9Q8oRW3nbcpbjrHfRcVO4ZS+puEn0EJSux+n0tc1fhIcBEHZ2dnDhg1bs2aNTqfj3M6MHNk9ekthwsnL+Y0HLY0HzZoy19RjMcHqH14zfn21csoRif8f8cPWjhYuU868KA3cRHYkNX29sPYn88MdWl48bW5hfMoKfsdlB+ogHCpf8zGbdDonYGzVedVe+ppm+pmY4FeV8JF/LJDnfC4WpjMCjwSVAxurvaEDGEUvdikKHAQKPEa8YZ954n4J/PcajLnBe2u9amFxAjuqV5IdMZzl6vLZWjHjEzfCgIWZjLI3NBQWIs5mgqf498PTDPifDBwlK3cZjiQ21/5g8loIr5mwtqHnx7afGtLScrqv8cD/BvpK95U5nSRGCjLoIz6JuDCxgxmGrG5JmXsjruOyLW42N3k5f8w3kSubkmdfk1qavEeSmu9uUftFfPo9K2g40GtiZ8RH4eUf6YPFikkC6MrdhsduhpACU6DhH4cHgmvEcObUEzF3n1cHJ81xs7molVAX94hbRQxnQgikLe/JbukhiHQmt08S3G+doOWkNdh4DgAQNoQ542zs9ZXK+9s1Fya1kwRAaDAtBBn8dtiSh4mJi3n+3ljoQEb6RsGj3jLXIcm08KHMlt6SkEm5fOVNZx9/36Slf7JgAiBhPld5yxksB9b94SX8PmNd/v8oZgr7z3KVmJNA6NDDD7SD3wqduE9ybnS7qcbDjqQ4lKjsmJXAAekDnBha1W6D24jdsp4YHz2v4Rl2WkK/+DkhLDp7yJbo0tc15R/p5t+Jn3xYEjeba65HNWUuYTo9eTl/wDaRfy8l/8Ouuu1c0ZCysjEZdZKYE8ccePHLXeYG77TjMQwhEjaIOeqLyORl/AV34001Hn2FK3wYM3EJr+gFNS+BemOV6vYGVcRw5mZ7+oAXhZU7dRHDmLw46rkxbcYaT+Vug6LQMbdAurgsAWFCFhl6bnR721mbz03uj2h48J4WAlDVXoPb6Due2dJx2W5pQWk8xNqMJq/ge0w4ZsMvzezAPUTGxn8gS0n4yHvvaHM+F0MwoPGRyUcktzerHEoMAGBtQTsu24P5BGPHjq2qqqq7J6v6TRW1sue+UNnwzIuxzi4fQof66Gw//sKQsIDHS+ilUnlns3rw26HBTGwAQPVXBp+bmHk5zvDYU/6hTpDGWNGYLEijARI4lOiZUe3+ae/GQ5ZbG1SzrkgDztZ+1P1iZkdSg/VkAAAVn+mHfxg++qvItYq0/ltFyluOy7M6IQSq2m3Q3Hf5J9pLX9MMeSesjxGTodpTtFWtuO5khlPoAoqu3EVlw9Lp3JrvDTfXKp9OCf8b4mkA/mcCR8mCJfLGgyYAwJQ8Sc7nETmfR4z7IeoZeSruJe+9rT2T3aou6us1+2e0XbBdmtZJEgCiQINeD7s0rWPUHnHOLjEjFIkYzszYLLy9WRX4sDiHlbCIN/itMIYIOZvTVrBUwRAhpnpvsLZf2GBm9Hh29d/9X+X5jpODWhTXHZwYmseMp60VDH6zu4ro0vq0D9w+N8GOotx7RxPQx4BgkPm8sP73XnE9ZWVIsE8OAKDfekF972lddhQlY7PwwY6+DqmRo1mjv4mq2GUABICpgMqGcC8JQaCPWuGg10PbLtj66BSmbxT0ORMaD5ZMYrdf6FVGDh/KJHFSX9WrxEfjI9Hj2e1/MmxIyuW1nv4H1eb0Db3/axLITljz+slofJjCgnhS2rFUmVOOUlgw4SNRB8EIo2S9JGKEIZKNuOaJraKtFN4xapl556T303N/y9Hec9E4cF6GzNLkXfwgkUDJsyPbmo5YR3wWMfyDMHsnVvez2S+N6U+hpp2MgWBwc63K58SpHJhASZKA7J1Y6esaCguadKh7sFWQRl/8MDF8OPvGGuWTb40UFmyuR11aX/bOiDl/xFFY8JB3wiYdlBiq3cYn3uTlIedGt1V/bZh5MVZd5Cx7U+OQYx6jz1Dtbj1nhagQ7iXDBtP5STQaF0FoUOISXuw0Di+OZmnyOlVY6ylb2AAGhQ07O7GQJPo/1OVo2G/mSKix07qJWpGjWFkvifIXy3EvWf6RbsA2UXALHwAQFhb29vDvfYPVY2Zml5WVBY57zbhb60tZGXJ2ZJvhcfd99Bjw2p9NQ9/tRexS3nTYO7EBvanFbedsNT+aZl2Sxs3k5FYmea34mZxWZ5dveW1Kv2cFgASoxXdzrepYiuzhB7oFd+KDFeIAAB4T/uhj3eivepGq2i/acC/pJzogDChhAW/Q66GcSMrY7yK9ZvzOZvW+sMZzo9p0lW7pjB5FTwIjr8zuvDa3kxlOGfNtZEgqDbXggATKm85pJ2OWVSfBNOhEVksfx+6n+B+PpyXof1oJGveQfyyUIwxo3o14AIG7z3clL+P7+0wwAjFDKbZWtP8WUfG2LkWhg59M50T3tSkFAGBOonibunKngcKCUAsx5kvxve2auQVxwfKzkaNY97drJZM4gVIbjYvUfG+cejwm83mh24A/+liH2gjtQ09IMo0hQPzl0/DBjJvrlJiTePi+ru2CLfszsUWGqm45xCPZ43+JhiAgO2EtfU3z4D2t9oHLWOOBEKjlpPXxHqPylgP3kLw4WmgWo2hrV+bzPfVYrpRWvE2d9XJooPLGi6NV7TFEjWYFV94ihrOKX+6STGCz5MngFgAAIABJREFUI3sONh+13FilACSg8eHsz8QzzsXGz+XdXKtiiCihA3saexQmTHjJtnO2hIU9WQg/mfZwh1Y6kxuoHwIAIAg0HbWk9tbZd2l9phpvD0vcDxI0H7cGG/4AANiR1CffGiNHs4JPEgDAS6BVfG6IGsdmR1LURc7rq5TqItekfdFZL4ea6r2lr2kwJ8GVUiEEYkdSvRZ89Bdi95imR2cbO097nVktWZEjI7I4GZuEzceslbv1of0Ztk6M9JEzz0sfvKd9+IEOdRAjd0dkbRNFjmbHTOG0nLLW7zPHTedemSMf8VG4+o6zcJkCsxPZn4qn5sWIR7Caj1o8Rtyl8SF0mBVBEaTSAQQIH9l4wNJ02EJ4AYkD8QgWSZDxc3jNxyyi/gx+Ag0AwE+kJS7it5y2KgocFAaMWom6X0xONS7OYYkyGW4t7nPgmJ1MXsbP+Vxc+4OJIaTkViS2n7frKtzZO8Ujd4kTF/Ob86w0HmxuRnEPSWVBukoPN4bm52YH4LXgBbmKifuig5+ByFFseYGj/ZJdecM5NS+mT0nfY8Rvr1etvZWdOTRtxYoVBEGMGjUKgqCqPQaulDbmm0h2JKVwhZLGg8OHMss/1vOTab1uHwkKVyiGvBMWOqDnTPSV7sJlytl/T2oROpS4iA/8XOVwJHYKB4YhfaWbJABbglBZcMoqQZ9tQemrGkEGvd+6nhSfxMn8XGXOzohAOR0AcHuTut96QcrykNhpnMznhSmrQqq+MIrS6ZV7DPW/mGytKMKAq780oHZi8b2E6AkcXjwteSk/Yhiz6agFtRKqu870DcL4ObyQZNqtZ1XGGq84m/Xn/vRT/I/EX5oA/N+DfwoLmsTJK7M76SHI5CMSf2+y+KUuCAKjv+7mHuMoeVjatOBuPDeO1rDPXLFTL8pkJC3lR41l8eJpuJd0qrDWc7bHXxgQKiQawDBUe9I3Cau/MsRO5wz/IDz4hQcAVH6uNzehkw50U51JAhyOa5p9RSr6+wLUesZ6fbVSlMEwN3phGgQA8FpwhhDxuckBL4ni53Irdxrar9ppbIghpLi0PgBIQT/GkO1hcXO4gcWx5NUuwkvGTOXITlrlfziix7NdOl/aOkFGkD/5+XHtA18VBdfoHn2qd6p6GMJ+1P5kkh23zimQUpiwrtxd+lpXV6mbJEgaD55xXhrYXpgbvRcnd0z4LUo6o6dnjNmJo8nNC4oTetyEALj3tpYkyJG7e7ITn4s4GN20simZGd4TlY1PPNfmy1e3pgQn1piDOBTTtKo1JVi8GgDg57iO+bavWuGjT/T6ao/Pjltk6PAPwv3j0Z359qtzOkkfoHJhyURO+GDmw4909OfavrqznUajbYr/CL8gdQBzRK5vbd5El9ZX/LK6/bydIIEgmeox4F4LIZnMQS0ElQOP/zWKHUXxc8J9TuL4gBZ7ByoayDTXeSAKNHxH2KA3w/znb5dj58e1OxSoMIMxYJuo9icTaiW4cRTdQ7fPTSYv5aetCbm2QOFz41lbRSO/jFTectzeqI6dxhm1R0zlwspbzptrlE4VBiCQvkHQcsYeNZbVVeKMHsfO3CKSjGffWKdsPW2NmcZR3XIKMhiLiuMdKt+pIS2kDywsSRBm0FvP2kpf1yA02CH3+rwAppCED1pUEh8s5X17gwphQGO/7ytZhdmJgzGN0ePZMy9I+/zp4Qc6Zxfmp+7L5fLc3FyxWLzvpwMXB2oXlnTfd4sMLciVc2JoXaXOpRWJ3Lieh6Htgq38Q11uRVJgqofEyVNDWge/Feb3SAjA3Oi9MqPTrsBYYoSfQDfVeTwmnBGGDN0eXrlLP+H36IDIecVOffMxy8LihOA2c9NhS/3v5gVFPeRnfYX72gL5KllK4K2p/dHUdsE2tzAOkMBQ7em8Zq/7xeTs8g1+KzTrldDgR672Z1Pxi10kQcbO4I7aKxak0e0KrGCJ3FzvHbw9LOtlUR/q+FP8z8PTAPzPCcAP/6bT3HPNudYzp+vW+/LSZcseJwVGHe69rSVxcuQeMQAAR8mmo5ay1zQwDeAeEveQ7GiqOIc15J0wYQb97vNqS7NXXexiR1ES5vOa86yJi3hjvosM0I68ZvxoUvPyuuRAEvzgPa3PTQbPIBbkKsQjWQNeFHrNBIQAGh+BYKC557q+SgkI0qXDcZQMH8oMH8JsOWVNf1bQeNQy7seo+Lk9kc8/4vlMZyqVDWMOQnbcWrlL71Rhwz6M6LcuxJ99Nh40t523zbzYs6Q6VdiJrJZVLSl9xnxvrVfpK9y8eJq+0oM5cdRK0Ljw3OvxwdO0AADFDcedTerldUnBq8/9d7S4t9d/51fjWqNIDZ5lKlyuiJ7QV20/L1026YCkz68ULFXETOGkb+jVv7TLsVNDWtYq0hBGz3eq7jgffqDrKnGN+Vqc8ZzQ/3PtF21/LJJDCERiZMxUTuyzcMky603Wb9iE9pdeemlk//F5Kc2Ym6SLiRZ9g5hIpMEM3EMK0ukhSXTFdQfuJSAEcGJoXjMuSKM7VZhL62OGUXgJNIaI0plvI9wkCYBkMnvOH3HdN50EjYfMZW9pB78ZGjqIeW1eJ0lAnBjE1oqRBAkhUPgQJoEDtx4b/UWkusRZ97MpdDBr9uVYCIFKX9O0nbOSJPBa8agx7HE/Rv2xUG5r8cIsBAZk5guinJ3dQ0QERh5La7a3Y6O+iZRftfOTaGO/j9KUuS7P6KTx4KVVSYxQpCBX0X7Rxo6hJM7nP/7aSOIkBIM1HansGKr/9t3eqF7+JKkPaRkAoHvkvjq7A8DQ+J+jgx8z1EYcTWpedC/B7z8BAPB6vW+++abmBLJwwLql1/sHPol7ycvTO7QP3ZMORAe4yiQBTmS1jNwVEWycUPeLSXbCOv92T6QEALRdsN3ZrM75PEI6k5u/SM5LoGVuEd5co7I0e3nxtMlHJdeXK1JXhwz/MPzJd6ban0wL7sYHk/JwlDyWKptyVBJMOrs2Xx4zmR2QE8G95JHE5lmXpWGDurfCunL3ldmdE36J6rhibztvS98gGLojPJDgFi5Xtp2zwnSIwoKF6XRjjSdpCT91taD6a4OmzNV/q7Dfs4LgMs9T/A/D0wD8TwjA6iJn4XJFbmWS37YvgLI3NLiXDGRU1lb07Mi2NfLUwGa58nO97pF7wm/Rwbvs1jO2kle63Do8dhp75iUpAMBjwgtyFdHj2cFStHe3qJnhlIDEga0NPZPTtqYzNRA8tA/dBbm9hnf9cKp958e2O5Ro6CBG+GCmrsI97VQsN5aqr3Bfntk5+4o0IOIBAPhjgVw6kxtQfyR85IHIxuixbOUtZ8xUTlIuP2oc61iKbEVdcrD36p3NahofDqSnmJNov2ir/91sqHJjTpIgAMBJKhdecDchsE4Fo3C5gielZe+MCKSt9g701LDWNfLU4Kh8bkzbkLfDgq172i7YnnxrnH+r17Jb/qHOa8VHf9krr22/aHv8pTF4jtOPyzM6UleHpKwIIXxk6xnb4y8NmJ0Y/HZY2wWbZCJ7wIsiAID8uuPKjE4KC/I5iaSPsYYPcYDBXqk293a/yJCY9gu2opc0mB0PzWJYW1HxWEbbdQOJgyEfClmA/+Rb46i94qix7AuT2m1t6NB3wkZ8EgEAIHFSddd1d4va0uSFKICfQHdpMdRKwFSIwoRwLxlQpQ4dyIQRyNTo8TkJAAEIAiQB/LIkFBbs0vhiprATF/IxJ1H6aheOAWYYxdmFAZKksGBmKEWYSdc9cnOlNNSCW1rQ8T9F1v1iFqTTJ/warXvkvv+OFqFBJAG6ypxjvo6q+dGYtiZk4KuhspPWO5vV3Fjq6K/EhSsUvHi6MIPecdk+6PXQis91XjOBUMF6UzqAwIn+LeN+igp0fwMgCXB2ZGv/raKQZPrVuZ1z8uMCt/7hBzp7JzrpYC/FMdxL/hr1+CfihW17nt2wYUP3QZQ8mtic/UlE1ZcGlpgyaq9Y1J/RnGep/cm0sLiX1lteP9mc/Lhg8Zn6feZHH+mmn431S7f63ERBrgJAYNrJmEtT2rtK3QwRZfjHYU++NHptBIUBLSxJ6GNGWf2VQXnLOetyz17TUO25MqtzdUtK4KWr/cnUec3e8xkSnMlpHfCiKGVlCADAqfbd265R33WmbxAqrjsoLChxCb/iU71DiYUOYg7YKhTnsAK7EH2Vp/YHY+s5W+hARurqEMkEdnDS/xT/M/A0AP9XA7DXjJ8c3Dr8/TBmBCU0ixE82u/W+/L6yZY9SWZHdQeny9M7UlaFBPqUPjeR10825VhMYE9tqvOeHd1GogQrmraiLgmmQqY6r+K6o+OqXXXHKZ3BiRzNTpjPDUmhmxu9Fya2r+nsSQEvz+hIWRGSurqnN3Z+XHv6BkHwEcxOXJjUbmny0oVI0iK+usQ5tzA+YDjffsle8krXiobkwMiHotBR9qYmWEmj7A0NTIUGvRnaesbWctqqe+im8mBhBn3oO+HcOCoznILQIIcCOzmwZfwvUQ6VT3vPJS9wiHNYqc+EJC7m3XtX93i3HqZC/ASq10aEDWRm74ywytD2yzbDY4+5wUtgJAAApkIQBHgJtJBUesQIZuRIVsVOffLykLQ1Pf9L7Y+mrjLXlKM9CzfuJQ9GNS6r6bngAAC/csUaRVqw6hCBkQclfYVEAACtZ2yPv9THTOE27Dfzk2gDXw2VzuJCcE+l0dLoPTW0lcKCMDtRnPib0itbptlJQSjzbsbfe1urr3JTOZDHSCytSNRVuO+/q3MbfGGDGSpUZm7zDB46cOKBaI6EWveLqeIzvXQGt/53E0NEEQ2g6x55UAsO0aD+W0SjvhD7T1Vf4bqxRuXS+BIW8PpvFYky6a1nbQ/e1frcRNo6waDXQzEHUbBUwQiljN4bwUuiAwA8Rrz9kq3tnE1R6MBREkIgQAIqF6IwYLoQoTBht95H+Mi0NQJxDqvlpEV2wiadyXGqMUsTSucjScv5CA3SVbhVt50ERsIUKOCJFDaIaah2kwTECEUkE9jK246E+TzNfXf0OLbqrsNU60UYcOoKHoGDPqG0+2b9bJKdsC64HQ8g0HHZfnuzamFRAj+J5tL6jmfIciv6CqPW/WJqv2xP2utevHjx4MGDf/75ZxaL1XjQ3HzcOrcgjvCRtT+ZKj7TSyZxtA/dY7+LDA75Ja92+Vzk+J97auDmBu/5ce0Li+ODWzkERt5Yo/QY8JkXY8+Pbdc9cgszGNLpHEsbqr3nnnpcEizy7N+eLiyOD6ZJ5y+RR45iBxjdBEYeTZFNPSYJFORbTlurdhuWPEwMbCVN9d5rC+T2dlQ6i5u0mNd83KopcRI4ILxk2rqQ8b/0tWu8uVZplaFsCbWrxEniICSVTucjLi2mr/IQGBk1jq2+6xz4aihCh2h8mBtHE2UyBP3oTwW2/lXwNAD/VwPwlVkdukdumArzEmimWg9DiLh0Pm4MlRNLTXtG0FXmYgiR4R9256kdl+2PPuulzNx01FK12zDrUiw3jubS+k4MaPG5CQgGSx4k8hJp97drm/MscXN4kklsQ7Wn+aglYT5PdsIaPZ495J2wom1dWS/1KE+1X7JXfq5fVNbz5doH7qtzO+ff6lbJ95jwKzM6HEqf14z33yJU3HTMvxUfnHwDAK7M6pTO5PZ/4e9VXBIcS5NNOhQdkI831XkvTetY09ktO+Ux4fW/mSp3GQRpdIcCc+t8AAakD8BUQGHBSUv5EcOY0lndbKmG/eZb61UAAjGTOTmfR9A4cNFLGnmhnRdHG/xWaPgQpjCT4S8PVH6uN9Z5hmwPN9d7NfdcmvsufaUbpsGDXxfFTOWGD2VACOTW+44my9YqU4MZK7fWq4QZ9IGv9jJyPzWkdeQecR8f9eKXuhgiZNj73bfGrfO1nrXJTlq7il2pq/kDXwvto0x5ZVZn9CT2gx1anw8jUdjJMPJgEYQi/hBFYUCCDIZDibq1OFtCIVAQkkzL+Vz85Adj21kblQNnbAnJ/ijS3ond2aQy1npip3JM9V5jnRcQgMBIRigy8DXRoNdC/0wqrvvV9OA9XcICnuK6gx1NGfR6aNwcXmCFJTCy9DWNvMAx80KsoB8dR8nW09Yn3xndOjxzizB9vcAiQ/MXybNeFg18LTRwB5vzLMYnHls7apf7MCcBwSSFAWNOgh1JSV4eEj2OzU+iXZ0vd2uwIe+GNeyzxM3lwRRQ/bURAuTob6IgCLSctipvOthRlMixbEcnRmXB8usOGAbrDf1ogr7STm6970T/lnk3e9waar431vxgWlAUX/6RHqaA0V/1qk8QGHksVTblmEScw3I4HBs3bmxsbDxz+szD+cTor3uEVzEHcXeLWnbCKp3BGfBSqN8vxK8avbwuKVC57bbxeEHUp+NAEkBf5b6zUY2jxILbCccHtLg02PRzsYkLeIrrjptrlZnPi4a8EwbBwGPETw1tHf2FOJgJaKrzXpzcvro1JaBU2rDfLDthDeizEhiZly6b8Gt0wMHQa8HPDG/NeiU0cRGvcIUSoUHTz8boHrmvzOikCxCnxjfiw/Ah7/RUuR5/aWg6YllYkuDX93CqsLaLtoc7dNPPxEZkMylMGLMTR5Ka51yTygscXgtua0fVt50QFeq3TpD5vLBPBv8Uf0E8DcD/pQBc9YXh/tvaER9FRI5h5efKOdE0a6t3/E9RwkyGudFbtdfgNeFuve9ZbZo/TyUJcDSpefrpmLCAJgYJqvYaqvYYUp8JqfvVBMGAHU3N2iaKn8srWKagcuDJRyTdxA0SnB3dlvWySDqTW/eL6fEXBl48DaFB8/5ecSVx8khCcx/Z5+Zjlgfv6xbfSyBJcHFCO2onXDrf0O1hTUctsy7HCvr1rQAbHnuuzOpY2ZwS0PR5/IXBWOsNEL4AAKeHtWZ/FhEzpSfnOJ4pC6yMuIdEGBDmJE5mtaRvFAx+q3tBaThoufWsEgAw6PXQkbvFqtvOWxtUkaNZ6c8Kb6xV5uyMSF7Ww5fxWvCjSc1LHydxJN2LCGrDjyXLYmdyDFUehxKTTORIJrGb86yZzwmDiTaKG47727XBBhUAgKq9BkuTt4/pjb7SXZCrmHlR2nnN3nHZbqz1SGdyk3L5mlIX6sDH/dCXQ1R0oLpmPYSTBAIQiAaN/SayYZ/F1o76nETqMyGdBQ7JBLbsuBWmQyGJNLoA0Vd6eIk0eydKeEkqF0atBI6RBEYyhIhkMidiOFOQxpAdt6iLXeFDGdqH7inHJFFj2H1+FHMSdT+bKnfpMSeRuIg/cX90n4aCH42HLKWva6QzOcobDmE6o/+LorjZ3ECQdiixq3M6I0awxn7fQyNwqn2y45amoxa73OdzEzGTObZ21NzoBSSgsmDMhZM4gCkQ7iMhAAAMAYIUZjE8Wp/H5Bv/U7Q4h6W47nj0sc5jJiKGMY11HtJH+twkS0xdp0rtM954Y7WSJab42Q8BPHhf13bG6tT5VjWmMEJ7C6weNDcfswYLrP7666+H37i2OvS9za1Dgz95Jqcta5sIteM1P5gIjExZGaIrd4UPYQ7d0TOkVPJql0OO9XHlaj5mKX6pixlOkUxgt1+0u3W+xCX81jM2AiNmXYuTTue4unyFKxQAAhP3Se48pwobyMjZ1ev8L03rkM7gBtJfEiePpckm7ouOGtt9E598Z5TnO2Zf7S5HkwS4Nq+Tl0Dzi8KSOHlzncqhxGZdlhqeeC6Ma48YwdSUufo9Kxz7faRV5pUXOqq/Mi66lxB4BQAJzo5qy9gsDNSBKj/XG2u9gSKQrtx9bX7njHOxrWdsDQfNg98My3pZFEySeIq/Gp4G4P98APYY8OP9ZUO2h0WNZV+e3jH5sCRmKkd1x3lznWpFfTeHqOOKvXCZPCSNPuOc1D+VX7lLb5WhE37vFQw091wFyxQhSTTxSJa+yjNpf/TJQS0pK0P8UgYBtF+0BTzRMAfx6GN95V79wJdFwz+K8MfLR5/o7fJeQtAAgPKPdBWfGUiShCkQR0KJnshtPmqmhyAeEy7oR097JiRpCV9V5EToECeayounFb2oFg1gDNneHTg9RvxYSvPq9tRApbrme6Pmvju49tucZ6n5wbSoNCH4d51q3+UZHZEjWdET2fI/HA0HzAACyctCphyVlL7e1XrGNv6XbrazqdZzYVLHzAu9bGRKX9cAAPymNH482KH1uchRX4hdXT7FdYfipqPzih1zEdIZXPFIVuhAhiiDwQxHDsY0LbjbizLtZ5OtVachNMjegRqqPYZqj/ahW55vZ4VT4+dz4+ZwJRM4/k6eW+/LS5Mte9LNniMI4urVq99+++3Qog0SNAMAQGFDcwviy97U6MrdCB1aXpMMYHBxYru1FaULkDl/xIUPZbSes5X/TWdpRgkfSeNCsTN4/GRa+FBm9FgWXUgBALSetRVtVaesCBn+UTiVDcvzHTfXKbNeFg3+O+EZcxK1P5oef2GIGsce+m4YO5p6faUCR8lpJ2P6sHIszd7qr43NRy0kAdI3CUd/2StO+IE5iPwlcgoDnnxYorjhqN9n1t53JSzgpa4KiRzDbjpiefg33aKSeEYoRffIrSh0aMvdLjVmV2KoleBGU2lCOCSRpi51JcznNR62wBBgiiluPU4XwACQbi3u85BUDkwLgZ0KHz+JtkrWYxVV+6Op9mfTonsJffS3AQDHM1q8Ft/y2uTgMgyJk3npLeN/iQquAAMADmU+OW7YnbpUtHfvXiqVCgBQ3XHeeU69oj7Z/450lbrqfzU3HTXz4qlxc3kxkzlRY9jmRu+1BfJlT5KC6ceVu/S1P5lmXZb6ixy4hzw/th1mAFsr6tTgECCHvBOWsjKEn0i7uU7VctIq6EfPrUwM3vo051ke7zUsfthzsOmwpX6fOcAqQG3EsdTmuYVxgTrKw7/pVLed827EBSIiSYA7m1TWNnROflzHRXvBMnn6JmHjITPwAV4iLXwoM+sVUdjgHkKG7KS1ardhSXm3+YTPRRxJaJ53o1sNmyTAmezWga+E+vejtjb07hY1jpKzLkr/TIh7ir8Ingbg/3wALliq4MXT+j0bcmFC+9jvogLlqYJchag/PbAHbzlpvbddizmIga+J+m8V+VzEsVTZ8poedrS+ypO/WB4/j5uyMuTKjM60Z/lPvjHReAiBkYkLeTm7xD12aSQ4nikb+31UoKh1a61SW+H2mvCh74WnbxCgNiKvn2xhSU+nCrMT97Zr2i/aB70Z6lT7VDcdxnqvMI02/tfo0AGMktc09b+ZSBKSTueQJHCqMGsrGpJCMzegq9tSAr+bv1geO62HiuW3NFjd3sNzJglwYoBs5B5x8PgQAAC14qWvaQyPPYYnHtJH8lPouRWJdzapnV3YzPOxwTL0bedt99/VLnuSFFjR/FEzmE39Z+YzZicOSppG7RWb6jzGGo+x1ot7CIgC0bhI+DAGBP2dNG7FdQ/cCAPymnFmBEU0gBGaxQgfxjRVe8wyNHgn4YefPZf1CfvAgQNff/21SCTaHLYbzQ+HKBAEAckEtrkBdRsxZiiSuUVkfOLtuGTDMZLGR3wukiRJwksCQNKFCJUFTzkWIztplZ2wjvgoPGOTEEDA5yKKX+5S3XZOORYTrPzgUGKFyxR0ITLpoKT9ou3Be9qoMeyhO8IDZVuSAA/f1zYft866LBWm0wEAhmpP+Yc6TZkrY7Mwc4uQ9JFX58nDBjHG/RT150TZ2opem9tpaUHFI5jpm4SJi3jBjLaqvYbGQ5ZFpQmBbZYfjz7RKwrtcXO4VXuMoVl0/WNv8lJ+/e+m2OncCb9GNR8x39uuI3yAHYWQAMIcBO4mcJSMnsiZfzMOAKAuchbkKhaVJfRRrQIAyPMdd55Txc/ldZW65hbGBR62ul9NLSet82724sfJCxylr2um3BI8s2a1w+E4ceJEVFTUpWkdyUv5wV7Xt55VcWOpcfN4ndfsqlsObbkbAlDESOaAF0SRY1j+B6nk5S7VHefsa3HBRAG33ncmuy1uDrdhvwVz4HQRQmXCmIMQptNTVvLrfzOzJdQJv0b7SdEeE348UzbrYg9dEUfJvDTZpEPRgRrGo0/1lkbv5CPdj5bhsefyzI6lVb14mpiDaM6zPvpEJ8ykz74svblW1XLa2m+dQF/pWXA3PpiKDwDAPeSxfrLJB6OjxnX/xOMvDLpy99QT3dZeNd8bW07ZFtyND/SbbR3Y+fFtNA684E5CnxrDU/xF8DQA/ycDcOsZ2/33tIuKE87ktA55Jyx4FXAosJODW3IrkvwpL4GRh+ObJ/4W3XjErLrtHPhqqK0DdWl8M87Eah64Wk5Zm49ax34fmbCQd3p4G4wAV5ePG09dcCfeaybuvaOxd2LB0031+8xtZ20BJ0FjjefKrM7pZ2Me7tAZa739twgJFBiq3TPOx7ZfsjcdNituOJOW8EbtFVtb0EvTOnAvwY2jLa9JtnegN59VESg59L3wuy+ohu0IT1srAADgKNl51X7nOTXuIYf/LSxziwihQ51/2Ms/1C2+31PXzV8il0ziZD7XM/DTetZWsVOfW57YS8qKBA8+0DXuNzm7cAoLyq1Muve2BveS00/H/HnG8fL0Duksrp9p7MeNZ5ShWYxA8xIAcG502+C3wwLDmgCAwhWKqLHswJmgVlye7yh9QzP6y8jAbaXzEcUNh7HGM/OCNFgCArURRxKb/HbuwWdSd192a4JtL33ZiKmDXnnlldDO9MLlCgoTFqbTrG0YaiUoTIiXRHNrfQgdks7k1O+zQDCAqZBkEkeczeQn0FR3nfoqz9z8OH/yYar13N6khmnQ0B3hxS+qw4cxx30f9ee8hMDI66sV7Rfsgn70Cb9F+/m6fdB01FL2umbYR+GKfIf2oXvwm6HpGwWBi4k5icJlCsJHTj8dG2iNq4uc1V8Z1cXO1FUhDiXmtRCzr0j7rO8AgLsvqB0KbOYFaXDRhSTAxcnt/nv96GNdw0ELwEkCAz6UoLIhCIEOXj8NAAAgAElEQVQHvxVa870RtRA0PuK14qSPJElAYGTGRsGQd8PP5LROPiQJ7lb44TXjJwa0TDokkUxk39uu7bxmn1sQxxJTMDtxNLV59hVpcOYHADg3pq3/FlHycj5Jkrt27dq9e/fBj85a9kStlKUECIO2NvT0iNZgp6yWU9b772r7rQlRFbu0910hqXSWmGKq8yytTKbx+158Y43nwsT20V9G3dmkxFEQO50z9rtI/76BwMjyj3R1v5iHvR+W+bzwzmY1lQMHRvwBADXfGzvzHbOvdL+VmIM4mtS84G4P5+vSlI6EhbzM53uoFffe1tT/bo4ay44YwXz4sZ5Ch3I+j3j4oZ7EiMjRbJgCTTsZ0/MqkaBoW5dThc04111Ixz2kv/vrH/33GPC8dNn82z1d9vrfzPff1Wa9LPKafV1l7vm34vuInzzFXwH/8gG4ubn5u+++k8lkkZGRmzZtysnJ+X/9BhrEQMn/N0MSuxw7Pax19hVp3a8mAIE+JV8AwL23tZgDD2gRPPpY51D6xv8SZW7wVuzUa8pc1jaUxoE5MdSkXH7qMyG8eNq9tzR1v5hFWQyXxrf4QYJ/ESFx8vKMzrAhzMCkJu4lD8c3zbsR78+BAADnx7f3f0GYtIRvqPY8+dYYMD6Knc5JXsqPn8ejCxCvBT+Z1YJaCICAVS0plibvtXnyQW+EDnxVBCGQudF7bkzbkgeJgTSl47K97G1tSBLVUO3J/iwieWnIkYSmWZd7hD7Uxc7bG3uqfwAAQIJTw1r7rQ0JzER6DPjNdUqn2meq9UAIlPNZROVuvceIU9iwMIM+co84QOzyw1TnvTCxfUVDcqBaqClz3XhGuUrWI6NR/5tZXmgPNoTvvGqv+FwfPIUC/pFfL2YnDsc3BTeV/bj/jha1E2O/615MS0pKvv322+Li4m3xX6VwBi4qSLM0e4/1k1HoEIULo1aSH091qH0+Bw5RobRnQqwtmOqOg8qDx3wRmbyi2w/j4Qe6tgu2+bfjg8ueJAGKXuyq+9mYskow+VDfBwYAgNqI++9o2s7bEhbwW05ZJx2IlvZ2sPDDUO0p3tbVVepKWsKbdEDy5zhK4uTdLV2Gx+5Zl6XaB+6KnXq3ztf/RVH6BgGVDZM4eX21EnMQM87F9smSCYy8NLVDPJIV7C2IWnHDY8+1BfLszyL4STQqC/aYcE2Zq+4XE2rD+Un06ediAQHOjW5jhCAZLwjK3tJBgIQpAEcBlQuP/FycuUUI/oTCFQpWBCXAvar4TF//u3n2NWnzMYtdjk0+1Ksm4XdHXlGfZHfaDxw48P3331Op1MntL0VPYL9xZQUMdz+Ctzeo2NHUAOGRwMjjGbKxP0b5qQkERrZfst1co2JGUEicTF8vyHxBFGBXmBu9tjbUrccffarL3hlRuFQJAMh8QTg2SJXFVO8t2qq2NHkJH7m6JTWwf/K7ec65FhdQcKvYqTfVeqcc6/4v5PmOkle6ltX0VHfuv6NVFzunnYjxl8FsbeipoW0UNpQwl9t83IowYIYIjp3K7R58J0HRti5duWtOflxgb1H5uV5X4Q68CGVvanwuIrDgtF+0lbyqmXVJKsyg+2XCYBrU56o+xV8B/9pSlI8fP87OzjYYDKNHj66pqfnwww8zMzPT09P/77+B8JHQxyOa9nplJ6xOFSbOYf0fOQskTl6d25m2VkBlwY+/NPKk1OY8C0OE8OJpgTghymDceU4d8AUSpNOLtqjTNwi5sdSEBbwB20Ti4UzFTdfcwriE+Ty6AGnOs5a9qUlbG6Iuds08F+sPhLiX7LhiJ3GyYb+VGUEJHcAAEIApEGrGtfddsdO7V2c6H6n+ytjvWQFLTImfxxv6XrggjW6s9U4/Exs1lk1hwoSPvDixwybHqCx4wq/RCB2+MqtzyhFJ6jMhEAwBAJihFECAhoOWgEcQP5le/ZVhzDdRCfN45R/qGg9ZIrLZ5npP4Ee5UlrzUQsrnNLjZw6BmMmcm+tUglR6SApdfdd5aXpHxHCm6raTwoR5CbT2C3YaH1lanTzotVA6H7mzWW1rQyUTOR49bu9ESQLwEmi2DlR73x07tTth4sRQGw+a+cm0wM6An0Qr3qZJ3ygMUE95CbQHO3SJC3nBfUTMRqhLelkwIXTIqfKZajySib2yMWEm4+5z6oSVrFMXTqxataqgoGDp0qX79+8ft35gw882rxnPX6IAJGBGUFAzSefDLp2PwoJgCkxlw7pyj7MLk0xgr6hLDhvM9D85Nd8bGw9a5t+KZ4b26tQ27DPX/mgc+11U+0Wb6pZTOp0bnJEoCh2Xp3Xwk+gzzscmLuRFjmHdWK1E6FDE8J49ikOBFW3rKv9Il7FJOHK3uPobo1vvk0zk9FHPhmAoehy77Zy9+OUuewc6ZHvYmG+jxDksf6YIwVD8XF7LSav6rjN+bi+PAQiB4mbz7m5Rea2E8rqjcrfh/rvaip161V0XhQG1X7DZ2rGOK/b2CzZ5gYMRSvG5CNxLVn9lNNV5sj+NqD9oFvSj53wS0ZxnJTAAIEB4ycRF/D+PestOWltOWKedigm8a1Fj2AwhUrhcoSlzzTgbS+P1qpfe3qAW5+I/Xdm7du1aFEU//vjjd9d9ajrJPcv69NyFs9OnT2cymXY5VvJq19RjPZWVmh9MXhMxLMDGgqCirV3pG4XTTsZIJnLkBY6iF9SohWg4ZLmzUdV6zmaq9zYcsFBYsK0VS1nG7ypx6so9liY0fi7XX39iiCimGq+53kvjwG0XbKxISkgSHUCgareBxkX6/32fgTmIwhXKSfuj/a16EifzFyuyd4qF/brflMaD5pofTfOux7HE3XtBugBhR1M0ZS67HKPzkfDBTFOD19zoNVR5mOGUR5/qjE88cwviA55gDiV2Y41y+qlY/zPv1vtub1RNORrjv24eI351dueUI5LuCjkEYmdwK3fqAQGCR/yf4q+Af+0MePTo0RqNprq6ms1mkyQ5ffr06urqjo4OBuMfyDv8R8iF3tmw7PlBb4ZV7dbrHrnH/RTVVzq4Nx7+Tacpc034PTovrZkZRum/VURlw48+0xEoGTqACSAQO4PTf4vo5rPKiGHMrFe6y6e31qv4SbQAswkAUP2V4dFn+rQ1AnO9V15gH/hqmLXNK8xgjPgo3OciSl/TtJyyirIY4myW4obT+MQtzGCM/lIcNY5tl2OnBreskaf6gxBJgGMpzVPyejUUH39pePKNcUpeDIUBFW3r0j1yx05l0/iU7E8jzo1pG7lbHEw5BgDgHjIvQzZpf0+HqWqvwVjjmXxIQhKg6Yjl/naN24jPK4wLfKD1rK36K8PCkl6pp/aB+8rMDpaY4tbhkknstst2KgPCvWRIKt1jxJc8TPDrRHoteNNhy/0dWtxJMMIoDBHi0vogGBL2o+seuZdWJvFTuiNu7Y8m1R3ntFMxgZ+4vlIZOYoVnFcVb+tihlOCVUr8XYC1yrTgIGdp8p4f3/5MR2rwwa6urry55ZX1D20Tq1966aXJkycH/mRvR48kNZME4MZSHQofgMnk5fz283afl+An0Aa/HWZpQHUVrrmFcYEGgbzAcetZ5aKyxD5TrbU/mip36+fdjOcn0nAvWfJKl+q2c/qZWGEGHUfJ++9oW05ZJx+SRAc5J9o7UP9IWM4uMe4hKnbqa38yZT4vHPxWmL+27DHgV2Z1hA5ijvshMnACXgv+5BtjzQ+mmCkcRiiiKHTMvxPfRx8GAOBzExcmdsT/L/beOj6Kq+8bnri7e0IMd2tL8eJaXOu0VK96qVMv9ZZAbOMhJJCECBECCZCEhIQY2d1Zd3fX2TnvH7OdbAL3+9zX8zzvdd3X++H76R/sdPfkzJkz5+ff3/YgvOhFMWphXdFxmvRautVhA3Nej0hcGxA+0ycoxalWNm/lxi53ZhejdqBj20Z/VTIuaSEIcphQxAo8/dyxHh42DYp1SnZzd4Mg8ORvcXNceiRwW/Q3nhNub53qZIYgqPEpjqTP9ORfca70y935pL535b/7H3n2hWdee+21hIQEbA9EzPOd+07op59+WlVVVV1dbb+Q4unv/tgPTtvdbkQr0icSlCAIGvlZwb2q33kjDffZiHtMzdu4wAFW58ZjRBlWtYNxSXv7NVH2sTAlyaqhWBErGpzklXUs1KpyKMYsEARtrkv2DnZn1OiGfpADB0jeHAQTVPsGM3ACjeEf5YpRy4Yq546Fi9SUUg2enCW6ZWw/yN99K21K2yUIgq4d5nv6u0vumAwC+8aa5LFfFKJek1+ER/yqgNXnJwUsrh3kh073wUl4et4WQ24QTjXTfoAfmOTlmr0IQc7qrL39DwnGP8K/Ef/BApjH46WkpPz4448ffPABdqW1tXXLli1NTU3btm3774/j4+ZHyBh74ufYtJ3BvDbDrVdFSU8FPvFr7INJmxAEjf2mGP1NubEmuXkzJzDJc/9QhlGEdL0otGkdNiMa94T/tF3B5AK1fNicdSyUVqk9xsjEDkcV0dK4iXucneVqYRv49pEzckGnMXVHcOQ838GvZAeGMxAz2ryNG5Lh/dh3MZiHCqBQ9XxG6vYgepU2coHvyj/jOl8UZh2ZIPQY+00hG7JMSSaiXdAMfC5z2IFV5Vh1Pr7vQ8neu+n1T7ICk72S1gdGLfZL3hjkGu1jXtYNfSfbP5SBHbhYptVRhjMVy2EFl5YwjWIkfKZP1uGQ9D0hPmHuldPp68sSsdRlFAHCTiOjRsuo1UbO80PMqG+4h3zUYlU4EtYFKEYsO687M0JJ+ar+U9LE9YHTdgcPnJbNfT0CKzs2Cu3SQfOd9yRGIZK0IWDhh1Gxj/vb9WhZKtWVW4PXZhj4UuoakJYOmK8fFxyhZLrefsN6zuxXwtP3TjLyGjdyso86uUqGhob++OOPq1evPvv0iRlXju68lj7FVqt7nCXuM0FuEAQgT3/3pA2B7AadGwS5e7l5BrijdmA3oj4hHuGzfOJXBiRvCvSP9qxbxd5Uk4TrKBgw6burK82V9INarul9V/LY99HEPHVggteawoSJVLu/YVU7WnbzAAIZ+La4FQGPn4kJmNzAw25AW3bx/GM815clOKzg/p/K0V+VqduDFp2KCsnwhiDo3jdy+kXNQ3NwTBLk8mOshR9FWmQIrUrrsIL0p4NTtwXFrfAf+l4h7DLs6Ehz3R4Ggb16AcM1ToHVxc18IdQn3HP0V6V82IyaUcgdmvVyhE+o+9hvCsQMIMjN099txgthK36NdfNw47UZbjwr2HwleUr0AYIgerV24AvZxouJbfv4KZuDHv851sPbDThA2UyyZT18/Oetfn5Oga1l2GofZx1jZmEyqbGx8e0XP3jHWPUcYw5Oxzbys0I2YMb1NpMEqZpD39ufjotJSZ+p9Wneks+jw2f6dBwVzDoRtvjTaGzns+p1bQf4GftCuM06vyhPk9KRfSQ0NMPbL8ojfW/IhPYGIGG3seMg324GvmEe8Sv9Q7N9/KM9e9+TPP5zbFCKl92AmmVI34fS5E2BkBtkkTvMKoeaZImY4xuzzC9yvl/63mBnpAmFtEybd4h7zULmmvyE688KfILdj9CybFpH81ZuaJb3msKJ8jNRt/H6UcFhOBPTvzHm10OkTEzNYlzSDnwu2z+c7ppjIR+xcJt1Vi0qHzLv6kyDHsWC/8fgP1gAX7lyZffu3Z2dnWvWrMGuqFSqiIiI06dPf/755//9cdzc3ASdhhvPC4/SMt293Gw6tOslobDTuLU5xTWICByg522JoMuYfTR0+Ac55OH2DDdLS7c1buDMfydi/nuRRhGCBYajl/hJ75q73xSpabZVf8Vl/S0mG9Zzsg5PStoEKHT7dZGOZVtXmlg9n7G5Plk2YBn6Tha1wG9NYUJAwoThwrikHf1Vuftm2sgZ+f2zqqzDIfIhC04Kb9M6KrLou2+mhc2YpFaPn1UOn1Fsb0tt28ub/XL44NcygEALP4q0alBemz4kwxvjl8bLWmoWMZd9HY1z6l4/Joha6Isb8dwW/eBp2aKPo7DeDAGJXu6ekFFkT1wbaBDY1bA1NNsnY19I1uEQv2hPyR1Tyy6uwwzCZvkiZnTB+5HZR0MtSkfXS0I9x/bUhSTMd63n2C4tZe2+NTFzLdN2eTlryedRY78rg1K8ln4RTa3UYBYnvmhlKdQdHakT3m8IqpxOX1ec4FrFRC3XMGq0rsSB2C3c+Uji8cnoj2d+0Ol0L7744ssvvxwaGkot04z+ptg3kI6pRzqWreOwQHLX5OYJQZCbGwQAgAAK+UV5bq5NipjrBwFwcS5jdX5C9CI/xX2L6LaRUaPVMW3pe0NW58W7EoPAxerB07Ip0hefYedzwoS1ATvaUx96JpqkSNeLQlG3KSzbe2dn2kM1QsSMtuzg2fWonm+LfzJg6VfRU0yrvlNScbdx5/VJWbUOG2DV68Z+VcrumbOPhsw6GR67zB+fA0Ch+pWsrMOhU8K3Q9/LZYNmPA8IgiDpgLltD+8INdPT311613zrNZF8xIwVKflFemooVsQGQQCEZfv4x3nFrfAj5au3NqZM4eWGIEjHttU+xtrelho539emddx4Xmjg2zdUJQm7jNQKze6bkzKiO18QBiV7LfliotK35RVKc22LdsNQXl5eYGAgYkLL0yeVAHWdEPqEeOCFyCYJUrOYuSY/HtvqJgnStpcXlOq9vjQBU5d7/iFmXNaFZnhLB03hs30tCsee3mmuvNAY+j+WKsYs25pT1BSruMekoVu5TXqbEQ3L9oEgyDPA3SxDTFJk7hsR/jGevhEenCadcty64MNIDdUm7TfxrhmiF/lZ1A4N1eod4uHuCSVvDJQOWjZWJV6cx5jxXNiq8/F2A9q6mwdB0LqShIAEL5sOrX2cuezrGJx+5/brIq8Ad6xGGTGjlVn0jdVJOBUXtUIzeFoGQVDS+kBWvQ44wPz3ohZ+GAk9wv8QgP9YnD9/HoIgEonketHT0/PkyZP/1DjYIjSsZ1NK1dgVxIIWhJEI0eSaJYzR3xSsBl3fx5KaxYzyadSz0HhZGrU0jcpu0lnUSHk6lV6twYeiVWmqFzIACgAADhvavJ1z3ofEadFh/1c2ZCqKg60axPlXrGj7QV79apZVg1w7zG99mlueQc0LJNWvYrbt55UkUuSjZnxk1AGq5tB57XoAgGzYfGEW/bwvkd+hx78w+rviyjq2630NfCmtyKLpOLbut0V1K1n5oaTCCLJFjWA3CJeqihMpOR7EggjyeV9iRTZt6HsZMVfpOoio21iRTcNuB5tDWRpVds8EALCbHIoxM6teW5FFvXaYJ7xtMIrt+A/VNGtRLFwUBxfFUnreFrfs5gIATFJ7RTat+20RYkFdpgnGc5S1K5ioY+JK237e6K9yhx2llKnLM6iXljFKkynA5Ue974v7Ppa4DjL0vazzJYHrFZvBQYiCNXQrfkUqlf7www8f+Vzcl/RGSEhIdXW16/ebtnBuvS7iXdNd3cktCCWdhcZz3MfzQ8k5buM57sSmzZzSFKpN75zltSP822+IXH/e8jS3dR+vbT+PEAUPnJbajQ4AALdVXxQLq6kW8ACYdVpCNEwpU19axrj+rMBhQ6d+oVZbFAv3fSyxmxw3nhPUrmDif90Vom7jxQWMglBy8zYOmDoGAAAAFHQc57fu5WIrbBDa+z+TFsXCDevZ9GrNyC+KmsUMxDr1l2qKhRAF63k214uIFa3IpHLb9K4X2/bx7n0nc/143o9YkU3L8RjP8RjPDyKfhcbPuo2f9yXlBpBcXxYcDht6aTlz7A+F65zH/lQURpALQkiyQdODE7OoEPyKRY0URpLlNP2JEyeys7PHx8dHf5W37uHiX1CMmYtiYGznAwBQB2h4ij3wpXTSrVnQpq2ctv08hx0FANhNjrJp1JrFjPJManECXDmddnE+w6abtP7cVn1JIsUkm9j2Ora1MIJsFNnx+ypNpUr6nfM3CO2FkWQtc2JDjv2pyAskFUbA7EYdAEDca6xfw8rzJw2cljLrNDnu4z3vihx2FEXQwa+kRTHw6B/y6oWMW69PbDwVbCFEw2a589aGz0y6cWadtigWFvcZsY82vePmSWHB34fAI/xPwH+wAP7rr78gCKJSqa4XfX19X3zxxX9qHEwRyYaWfwo1uP1N4fPjugsdx3i8Dv2N5wSNG9l3v5ByW/XYKdl3StJ+kAdQcHUnt/st0ZTRapYwWA1OieuwoYWRcGkypXkbBzuFu04Iu98WAQD0PFvDU+yWp7mIGeW06Aoj4OJESuseLv7+0Gs0hGhY3GvER4ZL1E2bOdi/ETN6ZS3rvC/x3rcyxIwCABx29MJsOvYmy0fMTVs41QvoJqldfMeYH0wqjoUJUbCg0wAAMCuQ2ieY9WtY1HL1jecFHcf4dpNDOmDqOM4vDCfnB5MlfRN/9MJsuvCmAf849L3sxnOT5JyGYS2MJKtpE8eKjmsrSaKUJFFyfUm0anVJEsUgtNMuaEqTKa17uFNOMQAA6gC1TzDHc5T4FcldU3k6FRMYDhs6fl6Z40msX83CNRIlyVKcQEGRCbFhENoLw8mY2MPR/4nk5qtCAMDIyMiJEyfCwsKOHTvWe2G8OIEy2DuckZFx4sQJq9UKADArkXtfS3P9SXlBpIEvpOc8iWfdxvP8SWchYmkqVUOzlKdT2U3Ox8q6oi1Pp7qKw/tnldWLGJhioWFY2w/ySlMoI2fkhGhYfMcIHgDjsrYoDpaPmAEAdqOjZRe3cSPbbnIO6LCht98UladT8aMToODmq8LLjzNdV8+sRDpfEJQkUmhVGrvBUbuC+eBuxIBY0bpVrNtviDpfEhSGk2+9JlTBEzpByy5u3ynJg78aOC1t3s6ZcpFZr62aQ3fVlrRMKyEKNiucZ7pN7yiKhi8/zry8jFmzlHEWGs8LJJ2Fxs95ERnV2qIYePRXuauigFjQa0f4zdsfoj10nRASIslX1rJchVbrHu7Qj3LXrw1+PbEnS0tL46MSz4UNuyqvDU+x75+d2F39n0oanmKjk7chq0HXuodbGEEmRJNvvSbUMKzcNn1JMrV6AT0viHx1J6cglHz5MSamqdgMjt73xYRoWHjL4DpI+yHewOkJuT5+Xom/sACAjmN8V61x7A9FaQpFTbXwr+uL42FqhVP7v/uFNMd9XNxn7HlXXBwHX1rKUFMsAAB2ky7Xj1QYBcPFKlzqN25kj/6uQBFUMWYe/Vl+3odYNo1KiILPuo2fhcZzPIjFCZT+TyX41gIAdL3sPIIe4X8C/oMFcElJCQRBQ0ND+BWbzebm5vb222//U+PgboDqRQz8kLVqHYWRZB3HNuXL8hEzIRo2iu1DP8ovP8580HBhXdFWL6Djp8nAl9LOl4QjP8sJUfCVtaybJ0V5geTqRYzCSHLfKQmKoEapPT+IXJpKhUtVpckUV9We3agrS6PaDM6XB7GiRXGwiuw8Os1KpCCU1LSVkx9CbnmaS8xT9r4nLgwnN25iF8XBY38qEAtq1ToKI+DiWLh5O6f3PTEAQEO3VmRS73wkwWZoMzjK06mY2AYAGAS26gX0/CASJqoBAGN/KNoP8fApmZVIYQRZx544EAEApAJVUQzMrNUCAIwSe3E8JT+UTIiCyQWq0mTKjecERbFwXjC5Yjrt6g5OQRi562XhFDGsJFkIURO+AQBAzWIGt3XC0ho8LatdwSxOoLTs4mJiqXoRg9cxyRRr2sKhlKldr+hF1nOBY1tX7YqPj//iiy8UCqeN1X6QN3BaqtVq9+/fv3n6gbrd5IJQcsdRvuCWoecdMXZ4Yf91HOEBAHrfE187wneugAIpipuwKgAAivtmQhSMnZI4mLXaHE9i3Qombp3gcEpfV/cGgl5/VlC3kmXTOQxCe+0TzObtnKlmCgo6XxLUr2Zh+hbtoqYoFr79psiqda6kRY1cnE+fIpwwaJnWtv28HHfitUN8XFLiMMuRojhYeNsw5TpiRStn0DhXdVOu161iUconrfPNV4U974rxj0M/ytv38wa/kZUkUZq3cs77EM95E89C4yVJVB3bdmkpo3UvF1NfzAqkbiWrbR/PVUJgEN42FMfDBoFt5Gd5YSR56HsZYkEld00liRTXL1s1CCEKdtX/2k+R3gkinDhxwmKxAAC4rfrK6TTMrgUAiHqMD5qtV3dwKqfT4GIVu1FXkU1reIpdGElu3ctt3cPteVdckkwhRMHEXGWO53heAKlpM6c0mdJxnG+STgwCAMDm5vq2liZTJHed5q90wFSSSMGVNk6zriyNquM6jxc11VKcQKFWOle1YQM7L4Aou2eqnEHrOiHM9SedhcZvnhSOn1NymnWte7kFoeSKLNqFWbS8AGLVXHp+MKlyOu3ifHrdSpaSaDFK7CY5Up5OhUvUivvma4f5FZlUUY9zx5qVCCEaVhIf4pV5hH89/oMFcE9PDwRBro5EGIYhCDp37tw/NQ4ugOnVmtoVTPz6nQ/Et14Tun7TqkHKM6i0ixo11VIYDne9LOw6Ibz9psiqQSwqBPesuhrBJqm9IIxsViAWNcJr1w/9KG/cxC4IIQ+fkaspFnq1Jj+EXJ5J1dCtRXETCrVFhRDzlEM/yC7MpjduYuPHx90vpDdPTkyp64Rw8CupWY5QytQdx/nXn+FfWcsuCCOLewwAANmQqTACLoqFaVWa0lSqzeDQsqxFcTAxb8IaAAAIbxmKEyj4cW9RIXmBpJIEys1XhDa9w6JGCsLIRsnEWdP3saTr5UnLAgAQ9xnL06kliZRzXsTCSLh1H7dtH6/jGJ8QSW7ZxW3axL7xvAAT+Sapvetl4YXZdC3TqmNbcSfn9Wf4rtYDqVB1dceE9WAQ2ArDyRYVcv+ssiyNWreS1fmioP0g33UOjEva+jUs7N9arTYvLy87O/vNyLP5u9tttkmKlI5jK4wkX3+WX5FF+yvq7q6g15ur27H/Vb+KiYne/GBSyy4u+NuBiR/ZnS8IuumuuP0AACAASURBVP8xYUAgZrRyOo1WNcmz6rCjdStZd7+U9rwrLkmkuLoQOFd1RbGTpC8G1AE6XxDULGIUJ1IGv5E91JmMOkD7AV7TNk77ft6FmTTpgGnKFwwCW3ECxVVxMYrtN18RFkaSB76U8q4ZimLgKcoTBmadtiKTOsV/AABgN+lcpRcGUbexNJXq6rU2iuyF4WRcINkMjqIYWDluZtZrC6Pg/BDylTUsbFWvrGEhFrTzRUHlDPq972TlGdS+U5IHb9asREqTKbivW8u0tuzilmdQq2bTiPkq12/e/ULq6pJBLGhJIoXdrdi3b9/ChQtZLNalpQzGJa1zARH04ny6qxtc0m8iRMH3vpPht6Pj2IriYFaTru+UpCyVUhhOFnUbcwNIV7dz7Ea0dgWzfi1b1D3Vq2HVOipn0HAJCgC4f1bZtGViAzdsYOPvnVXrKE2mCLomaTyK++aiWKfHy6JCCkJIhVFkSpna9d3E4bChijFzcTw8fEYmGzZb1IhJZi+MIGtZzod763WR60HBatARomF82iO/yF1frkf4N+I/WABbrdbg4ODjx4/jV86cOQNBEI1G+6fGwQUwiqBlaVTp3zEnsxwpTnB5T1DQ8jS3+y2Rw45WZtPyAkj9n0iIecqrO7l5gaS8QFJ+MKllN5dcpGJc1lxaysDH7zjOdw2SAQB0HNvlx5nlGdSahQxCNGxRIdcO8+985HRP8dr1JUmUtn28Ox9K+j+RnPMmFidQiHlKhx01Se2F4WTciFGSLEVx8JSQKrNemxdAOguNV82llyRSzHJ7eTqVd02PWNCaxYyxPxXgAXS+IHB1jnWdEPZ/Iuk6ISxLowpvGrpOCAe/npi/WYEURpCnRAcBAPwbekI0+e4XUm6rriSRMvyzPMeDeO9bGTFPeXEeHbPbsGWklKpLUyln3caL4uCiWLgwgtzwFHvkJ3lB5ER0ym5yFEZOMrUbnmLTLmoAAA47SqvS1D7BzHEjdp0Q8m8YsNMTsaJFMfBoO+3DDz+Mjo7et29fb2+vCrYUxThDhlYNwm3T97wrrsimFUaQc/1JjMtaAEB/f39fXx8AoPOEAJMT1UuZhCjYILABAOpXs/CjU3LXVJxAcbXU+05J2vZPeAgw3PlQ0rSZgzk5edf0RXHw0A8yAIB00ESInmQ9T1rA64bzfqTK6TTcinoQvGv68z6ki/Nd1nMyRD3GohhYw7AiVnT4jLwwktz7nhjfMMM/yetXsx4q3dsP8vo/kz54vWE9ezxHoaZZ+df17CYdvUZDr9FUL6J3vy3GDTgAwM1Xha5+7HvfyTCfgXzUXBBCrl7I4HcYsLU9502smkPP9Sfl+hKnBPJxtOziYg4bVwx9L8v1I1XOosMlauz2LWqEEA27OqjHc5S42zwvL+/x4G25Kffw+x3PUV5Zy8K/rCRZimJhV30Fg6DTUJJIsagRSpk6L5BU+wRL1GvMcR8f/V1hNzrqV7M6XxS4erBRB7i6g4MFOzBY1EhRLKy471SzpqgsXS8Lp6iwJql94LT01qtCQjSsoVkAAGN/KKrm0UuSKG0HuQ/quwCA3vfEruHeW68Jcb1QBVsIUbCr60UxZq5fzcr1JXUc47ObdIgVLUujPjQ48gj/YvwHZ0FDEPT5559/++23BAJh3759/f39e/fuXbNmTV1d3T81iCsV5egvCsWoBWdw5V8zdL0kPDCa4RPmMXxGwb6iW1eeeHUr1yi0HxhJD8nw6XlbzGnWxz/pz24y7GhPUZGtMEGN2oFBgGy4mIjVWmho1roV7MNw5pQ6Ex3bdnk5a2tTisOCXj8uOETK9PJ37/6HmN2gW0tISFznrEWmlKjv/6nyDnVH7WDDhaT+T6URs30XvO/MY2zdzYt5zH/hB1PTGuXD5qbN3D2908gFKqMIWV+e2LKLq2PbE9cERMzzzToc6loLq+fZaxYwDpGdlQwqkrVxA/s4Jxtj641d7i++Y3qGN8HA3PeR1CxD1hY56ZwcNjD2u3LsV8VTlYlRC/2q5zOyjoYOn1Es+TQqfU/wlbUcvA+rpN/U85YYcoOWfROjGDLTq7VP906zaVFJv4l4XiXuMcY+5r+tORXL1+15W+wV6L7sa2dlJ/2iFi5S473eIAi6upULebpZ5IiKZIl93N8cqqTc5qoV2qD9ykPP7Y8Mi7brHBa1Y+SM3KJE3b0gPc8etdAvcW1A6tagqIV+pALV4GnZolNRM18KR+2gbS+P125wg6C41f5u7u7TdgXNfSOCflE7cka+bzDdzcMNRcClJcxFp6Iy9jtLqJX3LQ3rOQdGM1xZhTnN+tuvi/YPZeCP2yi0t+zmhaR5i3qMq84npO14CL8Vq15366RoQ1USXKzGOtROIYQBKDT0nZx4Xrk6L7HvI/Gc1yNceUBdMZ6juv+XAgJuIZneK36Lc21KAVCofhUr82DoRLvJv2EU2i/OZ+CsnBqqVXjLKLljEt0y6bi2oFTv4FQvT393L6z0RWSX3TP7hnvYjWjEXN+k9YGR8307XxQcpWVj1BCuXIwqkvXifMa8tyKSNgQ2beRAELTgw8ilX0SrYWv7fn7qtqDHf4qd6E/gAL3vSiR9pt3d03COSQiCbDr04jzG6vPxbu7Q2B9K2aA581CITevw8HXH+/46bKAyk7bpcrKTbgJAJbPuVyl/nH4w8pdfftGMI/Vr2bNfCYcAZFU7HDbArtfOeCFs4YdRWG26K26/IUZM6FpCguCGoXEj97EfYqwKx8hv8mXfxM45Gd68jRuU7IV3phr4QibsMu68MdFlofddid2I4hO7soY9/dkwrIWR8Kbx+nHBIWImxrntsIHxv5RDP8jTnw6BIIhzVWdRoKvOxWUfC62aRU/ZEsxu1EEQtPz7GJwkB/q7umxXVxpWv6CmWOtXTpwwzdu4iWsD8I6ccJG675R00cdRatjKvKT1CvLI2Bccmu1NLdfi1cmP8G/Dv1sD+D+C3W5/4YUXcC66DRs2qNXq//XPJsN1EaxaR64fqedtMe6O635bVLOU0bSZU5xI6X1PRIiC80PJmKdo7A/FhZk0zGgb+UVev4YFUABQMPyTPC+Q5OrN7npZ2Pv+JI0esaDVixhjfyqwSBu7UeewozdfE1VkUQ2iScYliqDlGVRRt3HoB1lRDDz6m6I0ZSL/CMuBwhMvMagplpJECrNWKx81F8XAoh7jxXn0897E22+JRn6RN25kF8XBcLmaf8Mwfl6J6em33xS5elbrVrHoNRoAgFWD9L4vPuc13n6Qh1u9Vq2jIptGKVcDFHCu6iqyac3bOJgh0rqHe2UdOy+Q1PAUGzGjF2bS8LgsvUZTFAtjv8Jw7TD/+jMTbmRum+6cN7E8nYole2NueTzKjlhRQjSsYUyYO5wW3aWlDIvFUnKuYlvyM8fiPjm3rPOc13j1IsaFWc6QWPN2Tvc/RAWhZLhMM8WVCgCQDZubt3Fy3Mdz3IlnofEcj/GKTCq1Ql29kIEiqN3oKE2h4HGB0V/lDRvYrs+lZjGDXDTJI2qS2XFHoisMYnteIKlyFu1BNy8AgNeuJ0TDsmEzNmzTVk7ni5MzunWOpi2culUs7EFrGNaimKkZQPijufmqMNef9F/5GNUUS2HkhK/SFYNfSa+sZXX/Q1SeQS1Jolx/hk/MUyrGzG37eZgF74qmzRwyQWVRI/zr+jsfiC/Op+f6k+pWMvEH5JobNfi1LNefNPKLvHUfDwuxD56WAAAsauTqDk7tE0zM2WDTO5q3cxrWsx90ut54XuBqCGpZ1r6PJDke44URcOse7r3vZIxL2r5T0tqVTC3TqmVaZcPmu59JixPglmOMr0Obf/MYOO8/XpJCuf2maOh72f0cRXECfGU9u3ETuzCc3HGMrxw340uNzaQszbkPB7+W5ngShT3G6kWM0hRK+0GeXmBr2sxp2c1VUyw3XxWWJlNcYzRqmpUQBeMOeV6HviKbhr2wDhtakU3DE00QC1q7gtm0hYMnENhNjvI0SlkateVpLqlQVbOEMX5WmR9KygskaejO7wx9L6ucTnP9i83bOSO/OGP//BuGsmlU3Ct286Twwmw6nnPX+aLg+vOCps2cupWsikwadoOP8G/Ef7YFjEEqlbJYrLi4uNTU1P+Nn09pxtD5nEA6aLYbwZxXw71D3IEDDJyWQyhwWNCsI2F2A+rh47amMIHdoLv1mnhP7zSM8wg4QO0K9oxnQ2e9HA5BkOi2sWEtO/NQ6Or8eE8/d5MYqZpDPzCSgbXItunQ68f4Hr7uG6uThn+UCzqNMUv8xn5XOmxo7LIAxX1z+t6QVefjcQuAeF7FbdVvbUyR9JmuHRY4LOjKP+PS9zk14v5PpAbBBH2uhmZtWM9Z9nVM9rHQuhWssJk+7AadwwJ2daVh5P4Ggf3qTp5yxByS5R273B8jGkzfEzyeqzr4N1Uy45J2/KwKV5Dv/6kc/kHhsKPhM31jH/f3CXW369DRX5WeAW6BiV7Lv4/BmiAN/6QY+1Xh6etm1aKHiJnEc0oN3baxOgmCINoFTe97kh3tqa5d7hETWrOI+dgPMWk7nUWNHUcFHj5uolvGmOX+K8/Gte3hzXolPOPvO+15R+zl777sG6dNLBKIamcJ8zxej1sU/Oabb27bts3Nza37TbFngDtOnY0BI/97unvag3z01HJN91sSmwZx83Bz94aOMrJqH2OtL0+MfzLg7qdSPdeOuUMwsvuneye6HI7+quC2GHZ2TCrhbdvHC0n3wfmYcLTv5/uGeyBWoGPatjanuHYckvSZWnbxNl1Owhvp2A1o/Sp2+t5gjDfNJEGat3Kjl/i5dvPldxhuPCc8MJLu2ppQ1G28flyY9FTA4k+i6lexV52Lx0u6XTH8o1zca9raOFEhbZIgcJEaLtHoObbpz4TNeS0cpzWGIEhDs9avZB+lZ7mSMQm7jDdPTiID57XoW/fxvQPdE9YELP8uxifMoyKDdoiY6R/nidmmKALN+0fEvW/ldr0DoFD0Yr8n/4qLnOt7/0/l6O/KrEOhghuGmOV+q3Lip1j/nCZ99z/EB0czXCdw8xWRp5/bgvcihbeMyjGLmmrjten9Ij3dfdwgCPIJcdey7HFP+KVuDw6b6V1VfQHNnbGg3v7UjrUQBN39TKq8b9nSkAJBkFXjIOWrR87II+f5WrWoGrZ6+LhFL/bzj/cSdxsPw5ke3m4XZtKNImR9aULXS6LkjYHsJn1gkpfd4DDy7TOeD1v2bYzrU2jZxYt7wt/powLQ5cdZ896KwIjniOdVrHod7sXpelFo1Tg2XUp23UKCG4aul0QpW4KEt4xuHtCSz6Ij5/s2b+HqefawbG+jCPEJ89h9Mw2nHMH6ah8mZ3r4uAEUqlnIWPxZdPqeYAiCaBc0Q9/J995NxyvIbTr04lz6qtwEUZeBUaP1CvY8MJLu9pDy8kf4V+HfrQH8+zFlEdRUS1EMzLmq635L1HVCeO0In1mvBQA4bKik31ScQDErEQ3DSoiCpZMrFFVkS2EkGU9j7nxJcGE2rWouHSsE7P9M2rSZ47Cjaoqlcjrt5kkhYkV1bGtBGLliOq1xI6coFuZd0wMArBrk6k7u1Z1cPGiEWNDieKeFZFEjl5Yz8wJJirG/dXa9oySJgiUhi7qNxQkUrKB5+Iy8KA6unEG7upNz5wOn/c1u0hXFwkM/yJTjluIECrNOCwCQDphadnMJkfD1Y0571GFHS5ImCpEddrQik8pt17Mbdfe+k935UHLzpLDrJWFhBEzMVWLxsKHvZee8xmufYF1axiDlq7B6TYPQDgCgVqiLEyhK0kMSL4W3DCVJFDwpWnHfXBQHW1TIrdeEpSmUgS+lrkE7FWzBbOJ79+4dO3YsPDz808UF9fsmFYLr2NbCyAcqHVHQtp/X8jR3SuXS1Z3c8nRqjgcxx2M815/EqNX2fyrBgpc6rq0wkozNH/wdY9OyrFg81SixTym+AgDQqzWV02kPRmfH/lRUL2QgZhSg4NZrwpolDDyKrCRaCNHwlHRuAIBRZC9JorAbdWqqpWwa1TUGj6PvlKRxExsvOu87JSmKgznNTutKeNNQkjgpXI0DsaKV02nYN6WDpmtH+FhquqTfRClV1z7BfPAn145MzWMAAFxazsSTDTE0beYQc5X3vpUVRpJ73hF3nRDiUV5inrJ+NaskidJ+kHdxHj3HnZjjPl6WQsn1I5WlUfMCSXn+pPYDPPQBB4FBYCuOn5qkLR00FcfDrk95/LzS1T/BrNfiFfkAgKs7OJde7cOS4cV3DUUxsGvZOlysKoyASxIptU8wbUaHSWbntOg6jvNz/YjXj/MBAMLbBkI0XBQL335D1LSZgyKodNBEKlCN/CQjRMOuXhBKqboim4YboPQaTfUCZ9WWzeDAyo2Gz8hbdnFLkym5vsSrOznEPCWeyo6hdQ938GtZ/2fS0lRqeSbVYUcBCho2sq+sZxkm+7pQB6heyMCcVdhfxx+fQWgnRMMPZurx2vVl06iIFe3/RJIXQBo/rwSP8O/DIwE8VQADAG48L3gwPQSxoBdm0bC0naatnIfWe9x4ToAX+KupFkI0TMxVlqdTseynimxa2TQqIRomE5xvbOUMWl4ACS5RN23huOYA281o8w6Oa/3P8Bk5XgmDWNH8EFJBOLnzBQHmu5MNmwvDyTWLGaWpVEymctr0OR7jV3dwuO260mRn/QOpUFWaQsEdpNIBU1HsRH7v/bPKHPfx/k+cWalD38tuPD/hCKVd0FxaPvVoVoyZ655k5QWRzrqNn/MkDnwtHT+nrF3BRBFQu4I58rO8/1PJxXn0s27j532I5enUvlMSXKTh6HxJ4Epq0bSZQypUAQA4LbrieDgvkCQbceoBVqs1b/rd/dNPpqen//DDD2q12qxECsPJrocpcCm2nvT4rGjjRnbHMb5ZiQAUkApUhGi4cRM7x5N4zpNYGElu28vFhC6WW9S6l3tlPbt2BbMglIxXJdUsYRSEkoti4fJp1OatHFd/MlbMgxd74JDcNU3xnN96XVS7gmk3OkxSe1kaFS8AnQLZkKkgguy6W6YA468Y/V1hFNvrnmQ1beVMKYy5eVI4hZwEB69DX5JIadzMKU2mjPwidyWpuDiPjlPH4MA285TiMXrNpKoBAACnRXdxPh0AYJLZO18QFCfA+SEkbO9hSiSjVlsUCxfHw41PsXPciec8x8fPKdVUi93kMEnt9WtYjRvZroVSBoGtIpM6/NOkdw1F0OpFDNd1w2SbbMiE30XVXDru6ZX0m0pTKIgF5fP5Tyx78vug6yMEpzcbMaM3nhdcmElTkS0OO9q6l9u6d0JLo1WpczzGW57mIVa0eTvn+rOC4ji4cjoNLpn404r75uoF9KbNHOmASXbP5Frhg1jQsmlUrKJPTbPWr2blBZEqsmi33xQNnJYWRpK5bXpqhbp1L7c0leqaFI3tQz3f1v+ZNC+QNPSDHBut7knWlEhW7/vihqecShhiRktTKM4diILGTWzXI8UVTVs5WDLmtSO8/GDyf5XQ9wj/Avz/wQX9f4gH+wFj9Kq4xxjD3U+lynHLloYUdoOu75R09600d083rNMfr90gumlM2RoUmu1T+xgT7yHfvp8fs9xv3j8i+dcMtEqNb4QHu1EXkuGTeSgEtYOh7+VmmWPfULqObrvzoeTgWAbmeZMNmm+9KpKPWNzcoOBp3os/ico+FmrTo+XTqPiUhr6Xy4bMoZk+9/9QImYUgqDYx/2V49aE1QHRi31Ft03ibmPq9uCnLiTWLGAs/y4mbWewfMTStHEiHwpD30dSPceG9/Ru3c1TjJkj5vqtL0sEDlCRQcMzszDv1tKvYqbmEAFIOW5p28ub/25k6vbg6gWMXV1potuG4R8ViBFMezpY0GlY8F5k9rFQLcNGLlTTKjRZR0J9wjwMArtJjIRO9457PODW68Id7WmR83whCBLdMt58RXSYnAm5QVaNo34l2yi0P1kdUj9UnpOTs9Jv3yq//c8PLfbwcKY43Top8ovxxInpIQgyy5GqWYzdt9NcuSohCLIb0Z63xIxLWndvdwgAzwAPixJxc3fz8IEgN7dD9zNuvy6KnO83bXfwnffFvHbD9GfDMvaFRC/x63xeEL8yAG9LzG3WXTsqiH3MXzZgzjoauuijKP84zxvPCvyiPHGyQwyICa1ewFz+XQzmEsRXrPMFoUFgd1hB/KqAZV9FQw+Dhma9vJzl5e9+hJaJt36aAi3TVrOY4RXokX0kdPl3MVN8iXY9WjWbvrY4MXFtwJRf3flAwmvVJ28O2lCV5JrrBEEQq1438KXswEjGlNGuHeTHPuHv2q0ZOEB5Bn3TpaSJvsUAujCTvjo/HnOnCzqNLTu4EXN9d95I9fRzH/lJIR8xz38nsmEdxy/a3dPfQ0u3OWzo8m9iF34UiQ3Y/4mMflGzoSop9jF/kwS5spadfTQU7xiBgXhOxbis3XVjgtN48CuZhmrD2/8xLmlHf1HgbOFX1rBnPBeWfTwUgqD+zyQ9l4bPWl6tqalZsnhp+wEeQKH1ZYmYk9ZhA1e3c4NTvVfnOfOnet+WsK7oQqd7P/Z9TOMG7rJvou9+LkNt4MCos9s3BEGoHYznqMZ+UxglSPaR0NmvhgfEeXr6uw//qBB3GxOfCuS16nVcm02HbqxKStsZjCKgej5j2Tcx03Y5dwXriq7rBWHC2sCw6d5hM3wyD4T0fyqzaRyrzsfffl1MylXtuzctcr6fRelo3MiJXuxsv0Ep1Qx9K9vTn441VRz5WSHpNW2uT4YgqO8TKYWgDpvlY+DZQ7N9wmf6eAW6q8lWxX1L7HL/zEMh148JsJhCyy5e3Ar/Be89Iqf89+CRAH6IAIYg6O7nMj3Htr7M+UqLbhnb9vMPjmV4h7hXZtHDZvlKeo3unm42I+ru4Za4NiBuhT+zVmc3oH6RHsmbgrDOPIoxS9NmznFWNk7Da1U7mHU6QYfBbkBFvabdXWlhM30uzmE8+Udc8qZAhw30vCVmNege/yE281AIp1nfdUIUmOjpG+G5Ojd+/JzSw9vZ7+XBFqQQBJnEiPC2UX7PbJQgGrptT3fa6K8KLNpn1TguLWYu/y4Gz+DF4LCAi/MZj5+JxcSqfMh8dScvdXuQ6KZx0+Xk+38pA+I9l3zulBCcZn3fR5L9QxmTMqi59oZ17Dmvhc97O/Lqdm7UIr+0HUGXl7OiF/mtK0u8/4fConTgnWHMcqT7LTGzVhs8zXvuG5FByV7KcQuv3SAfNAcmex2871RBLi1lLj0djcWVB9rH7m5HzYhRO4uyv3jZ7Lmzy1Kou7omhCsWoTzGznJlnx/7TcG7Ztjemup6syYpgnXqTdkYGPuE/+hvSocFtciR0Om+s18OD53u3XFUmLolkFmn8w1zn/lyxPy3I7BHf+N5Z4wNgiAIQHUrWTNfCJv+bJhBYB/7XUkpUaftDOZfMxyGM11ZoCEI6n5LbFU78F2EAzhA2TS6uwd0jJn1UBZoLdN2ZTV7+bcx/OsGr0D3VefiH/IlCGJe1t14ThCc5n1wLOOh47Ab9f0fSw6OZWAUx3Yjeu9rOZmgWvBuZPLGoMZNnGOMSZFd7AYvL2cu/DBq2tOT+lhI+kzXjwuOULNcBfPITwrluMX1Bu//pRR3m/AuCPzrhrY9/OBpXptrk/2iPMumUff2p6tha+se3tIvokd+VviEuuu5SNKmwFV/xWFtHjjN+q4XhHFP+ksHzHNej5iS4a9j2S4/xtrVNdEP2yxHLsyk410iAApdnEN/4te45I2B2Gh9p6QHR9PdPNz0HFvNEuaBkYyOweaTJ09+MrMo0TFjx7VU1/1sN6KXljCXfhmNvSlWjaMik5qwKtAoRoLTvINTvWKW+V87zPeL8jhCyXL/W3cR3DDcfkMcs8zPK9BDdNtoUTrsRoddj0Yt8EtcF5i0IZB9RQe5QU/+EQc9sDnVsLVtH88v2lM2YJ72dJCei5hlyLx3Iu5+IsOaF9WtYCvGzLtvpUUt9LMb0NY9PDd3aMYLYd2vi3fddL4IVo2jMpu+rSlFds98P0eloVlmnYiYtisoMNFL1G26867YzcNt/nsRKVuCWHU6Yq7KP8Zz2t6QZaejNXRb7ePMg2OZrpn8j/Cvw7/XAP+fgIcugk3vqMikYo4aca+REA3zbxhQBL26k3vehzhwWop57fR8W/1qVt1KFvZReMtQkU3L9SXhkeCmzZwpxBcAy3TdwsHKLu99K2t52lnPd+t1UfO2SRRIt14Tdr0kGP1NQYiCx8+pCiPJOJnO2B+KB5kCsTkUxcF6ns0onohTXt3Jvf3mQ/jnECvK69BXZNHwZOO6VSzaRQ2lVE2IggdOy4rjJ9UZt+3jTaKiJVvK0pyrBJeoL86j02s0uX6kupVMgAJOi65sGhUPQ4q6jYRouOddsUmGdBznN25k40FuFWzJCyCVJjk5Kyhl6oYNrI6Ojm3btsXFxf0yva37S077IV55OpVzVdf/qWTKvVzdwZlS3+ywoRfn0YfPyPGnOXBaWhhB7nlXbFEjNr3j8mPM8kzaOc/xvo8ll5YxUASUZ1ALwsi3XhMy6rSuC3L5MaYrwQK9WlOzhDGJi5FtKwgnF8VTpvAzYKRLZuVDorCUMnXlDFrNYvpDnYRmBVKRRSPmKsHf+5B1Rfvg18bPKYsTKLJh06WlDMxp/1A0rHdSQAi6DOXp1I6jfDxnvv0Qb+j7h0SXmXXamiWMB69fWjpBFYfBop4aArDpHYXhZNdAQ/Uixq1XhUUxMK9dj5OD9n4gPuc5LujUn/MkNu/g5AWQ8kPIjRvZbft4nS8IiuPggjDy5eWMKU51m95RNYfuyloKALj9hsh1P1ArJ+KgmEcdD1S37uUOfuVc8Oufw9/4tD+7/yWDYWoyuWzIRIiG9Xxnzv/AaWnHcX73W6LqBfSCcLKeb9PzbQWhZEIU3HGUP/i1rGkzpyKTigWncHS+JMBn5eSI+SDNgQAAIABJREFUltgBAEaxnRA1QQ9OrVQTomC4WAUAEPcZCdGwkmQRdBpqljAuzKJfPy4AABgEtrxgUkEouWU3l9Oi4zTpLsymnXUbb9nN5TTrNAyrfMTcvINTnk4tDCe37ed1HON3HHeGqzR0a2kK5f5ZJe2ihhAFY8xcRpG9cQP7nBdRL7ABAPo+llw7PInT5hH+ZXgkgB8ugAEAOq6tNIXS+764MJLMadZxW/WXH2NeWceewq2POgCWq4V9tOkdxfFweQYVC2WJ7xhdk4ww3HpNeGUdG7Gier4NrwmhVWkqMqlTsmasWgchGlbTrIoxc2kqtSKbhnPWIxa0NJU6JTnFKLGXJDophDqO8vs/kQAA7v+lIETDlx9jXpxHv7KWRSaoO18UVi+g5weTcv1J158VXF7OxMlyWQ26msUMAICaYrk4j14UC9/9YkJIWDVI2TQqs07rsKP3vpMRomAsHmYU2QlR8PVj/JIECtbywW5ylKdT8fQiLDzGv+78iCJoyy7utcN8XJLRqjTlmdTiBMqdrwS5Z/N/9Ly9btb20tJSm83Gv66/MIsGAOC26i/MolUvZuQHkVzzVhT3zUUx8JRMFoPAVppKHToj73lHXBhBvnaEj9F6WFRI9WJGWSrlvA+RXKQiRMGSfmP9SlauL1F02whQULN4IquF3aS7MIuGTxJF0MoZNPwuMGBhb2adtjgeHvxK6sy40TvKplHxlChXaOhWQjSsHDebpPbSFGceHA7EjNY+wcRZWQAA4jtG11A9hsGvpBWZVGznYFxdD5X0AAD5qJkQQ+48ISxJpEwRn2qa9cF1AwAAFFTOoLkSeGGgVqgb1rOnXLz5itB1h2BXXLPGyARV01aOqMdYFAcPn5EXhpMxjoiKLGpJIjzys/y8D7FtH48QBQ98JaXXaEj5KvmI2WFH+z+RFMfDE3NGQetebucLk6LasuFJPGWIFS3PoOJEqrQqTc1iZyqWoMtQmkrFaCylA6aiGFg4oD5x7NXs7GwSiWQzOJj12s4XBVVz6Q3r2Rfn06vm0J3Mz3pHUSysIlluvS4qTqBgE9BxbAXh5L5PJH2nJOM5yimUtMx6ravq2XGMj6eGdBzj44wlvHZ9cTyMV0ABAEj5qkvLGCiCIha0dQ/3nBdRMmACAAx+I2veziEVqC4tZVxayiDmKdWw5e7n0oan2GVp1IpM2nkf4vAZuUlqNwjthRHOPAaT1F6SSMGVM3ajriSJgmlLKIJWTqcWJ1LMSsRucpSlUfk3HlLV9gj/X+ORAP4vBTAAQE2zlmfQznuTiuLg6oUM1xpWV9hNjsoZE3yEkrumvCByabIz3anzRYErpeXQj/KquXTs1Gvbx8MOL941Q34wueM4n16tmcLWO/iNDNNnjWJ71Rx6XgDJ+LdZwGrQlaZScWtbx7VVzaUPfiMDfwt+HdfWfoiX4z5+7TBP1G2Uj5hHf1XkBpAKQsnsBq1FhZjlyPAZeUkS5bwPUcuyAQAACiqn0zBjDjGjN08Kz3mMtzzNZTXolESLTeeAi9V5AcTiBErTZo6TCwkFl5YzsYrMy08wSQUqAMDdz6XtB5xJZEqipSgWnpIxazc5alcwcYsEoKBsFumrTfkfeFx8P7z48vF7N1+ZWLQLs+mYqoE6AO2CJi+YVBQD938mld0zGYR2q9bRcZx/93PnUKgDqGDL8Bn5xQX0HHfipaVMnJNIL7CVplDygkglSZT+TyXth3idJ4QXZtFzA0ncazoAALNOWzX372YDKKheQMdy4DGQClVTJJBZiWC0iwAAo8hev5rVuJFtUSN3PpTgVogrHDb00jIGnnqKcWNNtEZAQftBHtbqwxW974td+bYGv5ZdmEVztQ5vvzGJetAVynFzfij5wmzaQ3vgdBx9SHozAICUr2raOtW/gljR4nh4SjY7RsfmKoEUY+aSpIlSdcSCFsXAaqpFy7RWzqBVzaHf/VIKAJCPmvMCiJeXM5t3cEqTKXVPsghRU3tXiLqNZdOonS8JrBpH38eSS8uZrv4Yhx2tXkB3JQAf+0OBE0Bi2hKmAqIIWjWXzrisNSuRkZ/leQGkHI/x3CDin17DX7g3v+GVdy54tGE9e/Q3hXTQxGvXkwqVeYEkQhR5/LzSYUOHfpC1H+IBFNx4TnDOi4hlezEua8umUR9cVT3fVhQzwXemGDMXxcGY48rJCG1wAIzzMvaBYm4UXFnHHv1dgf279klWfghZx7UhVrQii/ZgchwAAKu2x1XGG88LcO2t/SDvzoeTkkkHTktrVzCxR6Pj2PL8iZXZNC3TymrQladP1f4f4V+ARwL4/00AY0DM6JSCkwchGzK51jZcWcvqeUdcFAsPfS8ziGzFCRRRj9EgsPW+Jy5NpmCpy/zr+tIUippiaT/Ez/EkXlrOvPetrHk7pyCM7Ep2jyngWKk+YkaLEymFEWTcsux5V4x1kpEOmIoTKFg9PuoANYsZt14XFsXB1YsYuCTgXNURomBKqZqYqyyKm+CLQBG0ag49P4SEFS2M5yhxrzgA4Mo6VtsBXtNmTuUMWq4fqWoO/foxfkUWrW4Vq+ddcd8pSVE0+bwviVmroVaqaxYzUAfQ0K04laNFjZQmU2gXHtKHziiyF8fD/Ov67u7uffv2PRm287eonhttN18N+/1MaFd+CAnXRe7/pcDFOQBA0m8qjoV73hZfmEUrioPzg0lYlnLXSWH1QkauP6lsGvXmK0Jeu17Hs3WdEBKi4Po1rIan2DkexNJkyvVnBFfWsbnt+qIYmBAFt+7hYvfrzAH+u/0AvVpTvWiilMVJ4DeZSLLnXbGrooAiaPc/RBVZtILwqewoGPpOSbDmjDjIBNWFmU6CjtHfFTVLGFO4RQGWgT+ThnEaP8jDAACwah3F8Q+pOSEVqAhR8MgvCkLUw01kFWwpioUf7IWAWNCiuIdQ9vd/Knmw51LdStYUO/7y45MqlO58JMHy0i1qpGYJI9eXZNUiAID2g7zqhYz61SxCLLlpC6ckiVIQRna1CAEANp3jxrMCjKRzSrr7ve9kru2GrJoJZQgAQC5S1T3prGEjFaouL2fcPCksDCdXzqAVzxs5+PTh2NjYU29/enkD5Xzg+BmP3vc2fYe1xsLA69CXplCvrGPXrmBqmFbnO4iC2idY+SEkzPfQ/bao4Sm2K8ELiqB1K1muOk3TVs79v5xeqytrWVhOO2JGaxYzRn99SCWFmmbF28BYNUheIKk4gaKmWjDGmwczlm+/Ieo46nzBna4gDQIA4LRMauXy9/wmUat2viRo3sYtioUFnYbbb4hanuY+vKPlZDzqZvh/EY8E8P9aAP83cecDcdcJ51nMbdVfnEfX82xNWzh5gaSKLFqeP6kghNz9lgjjk8JqMTuO8AsjyA0bOA3rJ6pdRT2mvEBSaSrl2hH+nQ8lJqkdN4IBcAZWSxIpDU+xR39XSAdNFZnUiiwaIQrGmxr1nZIUhJOr5tJpVVrcQafjTFLMuW16zLmNfdQyrXlBpMIomFKmthsdhKiJyhlxr7EsbRL5PgDAYUfp1Zrhn+QdxwWESLKeZ7NqHcUJFKzouXETG6fmuf6swJUmFwBgliO0C5rOFwUX59POz7rzq8fA6uQdv//+u9FovLScSa/W6HS6d+f/9rv7vaajMPYTm84xhYD6yjq2azUIAKD/U0njRpbkrunBvrk6jo2YpyyMIA9+JeW26UsSKRqWtTCMXBgJ89oNeDsdaoX60lKnxEURtHL6JKqg0d8UWHsG12ELI6YWQQEAKmfS8kNJD7YBxnzFU2QnAKDjGP/mq0LJXVNRDPxQjioAgLjXWBwPD5+RV2TRHirayQRV3cqJXeSwobdeE1bOoGHT6HxJgHsIpqB5O+ehxaADX/7d+QMFynEzXKzqOyVp3Mw+50WsnE4rm0Ytm0a9OI9ev5pVv5pdOYMm6jbidjClTN24iY0PpWVZCVEwJjwQM1oUC1fNptuNDjXNWhhJatvLuzifXppGYVzWFsXC5/2IpAKVQWgHKFASLffPKkuSKNcO8ioyaVd3cPBtiTEeu/JR3/lQgjOIIVa0NNXZAkhJMucFkPJDSb0fiwhvXvnR69bS2U/k5eVppPpLy5nXn+Hb9A7aVenPfj0Hpr3BZk9Mu2kzZ+x3xcCX0pIkSufLQoy1zaZ35AeTCFFk4W0DiqDN2zg4RZdJam/awmncNNHrkNuqL093vjvsJl3lDGdni9uvi2pXsMb+VJAJKsV9M0CBQWATdRsp5Wo1zTpwWoqHtO5+Ia17klkcD8vumdoP8HremVSGRLuoKUmaaKF2ZR0bC5Db9I7SFAruVUbMKK9Df+cjSf0a1q03RIRoZ9wBK5pnXtEVxcJdLwvL0qn9nz6cnRu7u84TwsrptFw/UkEouWEDGw+TP8L/Njy+/PLLf2cO2P8AnD59+v/KIkQv8et+Q5yyOcgv2jMk3ZtcoAqd7rvsq+j570RGLfJ12CE917rwg6iwGT4OK+g4ylcMWwKTvNYQEkZ/Umy6nOwb6QlBEKdZf+MZfuaBEC3DHprp7eYB3X5DnH04bOwPRca+EJ8wj9BMH2qp+rEzcdGL/SS9prHflWEzfACAHBY0MNlLcsd09zMZ7YJ27mvhG6uTev4hnvN6RMKqABQBLTu4M18Mw1mlQjK8vUPce98RTz8W5uHj5hPmoSZb4x7zI+aqHWY0coEvv8OYui0IgqDAJC9hp0HHtCWsnqhmcXN3C5/lG5Tk1XdKsrE6OXKeb9+HkuA079mvhHOv6pmXdetKEoEDIp5XkQvUKVuCVCQLYkADEr0EncbGpzg6qem+vreA9LUj0DwtcOZM8caFM5YkrQoJzfLu+0C66K3YjScfG4WHVFVBVM3YvE3pHj5uJjGiGLXgFNlBSV533pfMeS3czd2ZiRq/MoBcoPbwdktcGzjl0cgGzbffEK/OTUjZEnR1G3dNQeK1Q3zUAQ6NZ8IEdcQc3+wjocAB2g8IVvzmzMVlVOtUJMvyb52cVogJbT/AX1uUgBVlYeh+S5y8ISh1+6S6LE6znt9hWHY6pvN5YdqOYKxEBIIg4ABXd/AWfRwVt2JSURAEQYlrA3rfkdLKNaty42Mf83/o7gpM8uK2GegXNHv60jG2simInOs78rMiNMsnJN3bqnZc3cZFzGB7a2pAvBcEQZHz/G6eEM14Icw1V9y5E6b59L47aSWdK5zidfMVkWLYfPtNMeuKzmGDAuK8ktYF6nn2jL0hj5+JnX48NGVzUNRiP79ID8YlraTffPcTqbjb5LCBlE1B/Z9Isw6Feod4QBDkE+bBv27w9HWPmOPr7ukWucCXlK8SXDfOeilMz0aCp3m5e7rrGDZPf7ftLanKMTMxR0UuUA+elnFb9J4+bks+j57/XuSsl8MNfHvnC0I1bPOP87x+RLDo4yj8Wet59psvCzfWJHsHuUMQRMxR2fRoyqagOx9Ket6WBKd5HRzL1MZwSP+Asj/z/Lnqy3kzF1x7WhQ+03dtYYKHj1tEZsD03dG6vxK+LHwvcX5kRkYGBEGRC/w6XxRurEoKn+07/INCNW5N3xsSEOfpHeyhY9poF7SCTuPC9yPJhWoV0QIQ6Op2bvLGoDX5To5omw5t3sJZQ0gMzfAGDtC2j//ET7FeAe43nhNRytRBSV7uXm46pn3gc+nIz0pijlo+ajZJkMEvZKgdCG8ZkzcF+cd6Rs7zvfuFbOkXMV0viUKzfbjNuqgFfsFp3ljJ1v0/lFsaUoJTvSEIYl3RcZr0awr+H/beM7CJM9sfNpje3Su910ACmwIp1JAACYRAliSkh2Sz6cku6bBpmyXZVNwl2XLv3QYXTDE2GGODkTSjUe+99zIzz/vhEaOx7Ny7d+/uvTf/l/PJVhmNRjNznnPOr6SOGTvm0p91U1PH3/Z2XFRUlM9C1G+Was66Y5ZOXLBvhhXx6/u88hbXsmdmTU4YZxcFgg7i/sw0rwH3m3FZk8urx2dvnzaGdi74bcTgN6bOw0rjgPeB7NRthekrXor124gzz6mS75oKpQBvxT8Z/9srgP/9+BcehIGvDXmxCGwXi2uGafEAiCFaIciaxM2Zws2ayIOzq64XVZTxC/Tag8NOqCRlvO6FY7CKO0RnXw2t7gVlNqpQo2+896iu98/awoXY0I8muAOlK0Ir7suf6JoeivQ8J3Gy6wVV2+9DrV0L4mMmojaxv3K9qP1JJSMOgT1kcFNVh9LeguFUBkqWC2AbzXjdy0pGvSacxMnSlQIew3LxPS0jHs0cz23YJu1+S9P1sqriDlH2FF7mpBtv3/9lbGzskSNHUBQFsBmwFKu9X8yew1eecdXeK6H61QWrh76N7jn9Op8kgEPqZyagdO2L6nvEET6ATkWAlYRSNnYAAECCgb8ZWSmoptuN+8iq34nOvqKCZZZDHrCL/Yz4kI8ewrSEVbdIULZaSN/O9R9Mpx4fVv6OivzC/WTxYgy+kZdrYc/DqGM4eOKmWvhoUbNJkjON92tAKgCAptvNiEcZcWGPnZEhrLBVrhe5VMHSVcKL72kjVKW6XlZFoKVony6mhogAAH2/58zzqrwYhJmIdhxW0qtMAIC00TFSkuXca+r+z/U+Cy6ssLXuk+fORIoWYfRmNd0sEgBQuV7U8oi84g6RcdDDiEPc2sDp3ysyJ3BhF6f/c33ZaqFdOkqB5bPifZ/qsiZwC9L5vDwLVYQ175FReAIr35c7nVe+VsSew7/8sZ4Rh9iEfgDA1a8NLY/KAQBEgGzaJaNjAGFoLrqzY26sTFp/9OhRgiAAAG1PKKAMiPG6N2c6AvHVcGQjqrZxsszsOfzsSbzM8dy8WCQCnXf2iJpqiSFMS80mcc/7WkYckp/Gv34TSimssDET0IYd0vy0UPMD95II08KIQ4oWYrCj0PeZvutFlc+K936gy5oQmrZU3y1u2B4WLcF9ZNFCDO4A7A3Yxf6hn0wX3tQy4pDTB4eduhaeF3pquTVBhzzAiEUoFJvPgtdvldZsFKP5FjPPJ2tydL+lYcQinc+pWvfJKb8shyxw6nE5KxnNiw0d21vxz8WtBPyvTMC4j2QmoIxYRH3BBchhA0UqvKZg4QIMEg/0Vzz5qaGbuGnIS2/8gpu46KCb8NuJus2SzPHckPMaCWo2iSMasDAG/mqo3yoFZCgTwA4qVNCkY3ZE1faOw0pGPJI7g5c7g9f7oQ7m6VP75dd/NAVcxOmDCmYSeub5MIwIYVkqbhdRjWi72F+0CAvxfEhQs1EMwZYDfzXmp6HMBLT3A137U0oKGRQIBPIfO/vl1FNHZnz7y5SB7o+GqUJqe935qai4zs5KRrvf1pYsDwGP5aecJSux2vslTQ/L3NpgyyMyHs0OVtXlYs+LdLHVXHSzklEoxum3E6375FV3imDvuv1JReECfsFsfukKAdzOqf1yaDNA4mTxYoxCxIjr7BXrhPTpL3sO33B12IS1ebeMQqRTMfSzie4CO3jCWLZa6LfhsNdHN86jB8KylN8mPP+GZlTcFjzarCRU0e68cdJcv1U66msACKGXIfJg5JM2oZ+VNMq4FwAgrrHX3icBJBBV2avuErPnYYMnjG5tUNHmLL9NGPkhOMmew49YBxgGvex5GJXPfFb8whvqzHGc5j0y4zUvAIAIkPmpYfoNn21t2CG9/LGudIWg8zlVz/taQILTv1dkjufCKUbvUV3lBlEEfQAAQATJlkflbU8qJXX2tkMKZgJauAArWS7Im4Wc2q+o3yIpmM3PmsgrXiyQNjlInLzwZoikRGcc9LyvpdtsU+HWBnuP6qofwLZt27Z582adTme87mWlhA6aYdCTGc3pflsLyEjPg4CLaHpYVvU7EbVIVXY62XP48NJ2a4O5MxFGLNL1surad6aajWJ4aqH5lsL5WAh4kWkuXiqgPARd2kDWJG75bUKXOui34Yx4hDp0/V8aytYI7SI//Qoa+MZAzUcadkjrHpAwYpFTBxSsFLRhq7RoEQavIOr1F97Q1N4nZs/lm4a8514dZiVJBEhhpa11n5w9D8ubybv0kdapDBgGvayU0J1K1+dhxCP9XxhwL3n9B1PtvZKRAqK34h+MWwn4X5mAAQDcHHPlBjEzEcVKrKIqe0SpShKgaZcsVBmQoPruUB4Nugm6cRAVbYcUcHRHBMiSZYL81JDLiuGqh7oeqOCzrQXpfFivXPu7MYRiJUHVXWL6lrvf1pStFnKyzE5FwGvCL76ryZzArd4o9uiDxmvegtl8eFu5+pUhYyyHlxeeDp56XN7yqDzoJcU19vzUEHkRADD0k6lmoxj3kVe/Mpwcy4Fyj7Ce9llwq9X6448/3pew98SEC+V5NTiOu9TB+q3S+q1S+jT0whuarhdVNqG/eKkgPw0V3jRRL18rlLc4Ln+iYyWjV44bKGMZ6vhAqhU9rHxf4QKsbrMkPwU9/7om6CHUF1x1D0gyx3HOv66++rWh9n4JIIG2182ew4f3VjTfMqw+2yCig5+52eYISLBhwFOQzo9ASwWcBCslJNkdPtpvaeo2S1r2yq9+NUpSBDdBs6Yhb9BNFC3EIrDiAADcS1bcHjJyHjmZHvbFMR8jDmHPxUZ9FgDQ8ogMYtQjggiSjHi0ZBkGv3j4CJOgaBEGMyI9Ln2ki9BEBACUrRFGMJdKlgp63texUtAzL6jcmiDs0IQ+MUAWpPNNQ97BE0b2XH7eLB6kDlduEGdP4V7+WBdwEN1va+o2S+iwIzPXV7lB1PKIjBo2kwTQ9njyYpDBb43CSpui3ak572LEh0i3ULMdZrVTj8shF0hSb2fP5Ye5BiSQNDgatkkZsQgjHmHPxTLGcooWY9/sLF4we1FPT0/TrvCM/OwRFSsZPfOCigiSLY/Ihi10SICwLKwk9NTj8qGT5vxkFGFYxHX2C29osqfwCudjZo7Xa8Lhbw1uOjeHAfAA9B7V0QfnN342lawQsOfwzVzfleP6zufC/KuL72qr7xZTzRXDoBfKnRIBsvsdbUY0t+sltVMZaPt9iLWP+8neP2ur7hRRyy+nMsCIRRCmhZmIogUWRny43QXDa8KLFmJwIQsAqL1XAlfYPkuIiEgd/9r7JCHY9q34r8etBPwvTsBEgGTP5QtKbUWLsAuvayo3iCjMod9OnD2irr1fApfefLa14o6QpMO5V8NMYnrAZTsksDok/uwpvPxUPpSN7XhGSTcth9kXdr99FpzSpMVKQsAiv50w83w97+sq1gkjWp1nj6ir7hYVzOZrL7mbHgpXmacPKhhxSPNuGdwB3E9W3SXOnc6rvENEddssqI8Rj1z7IaR03fpYqKHdvEfW/gHvzTffjImJefHx13ITOPS7M4mTlz/Vs+fx1edcpiGv304EHERBOl911uU146UrhXmxCAmPUpEVdoZ1fZ7ipYK8WITuGx+SNeAPgztpLrrrNkuYiWjWJN7JKE7vB9qiJVjOdETT7bZL/Iz4UNOsZpMY3l9InCxeEqa9KtqcVAkOKDvI4SLPsFUQ8WP1faYfWcKSBKjZKPlVxV0SND4opcz+IDA+Arna9bKKjgCPwGZTYRP6C2bzUZaldJUQunqMDFWXq3SlIOK9dom/caeUmYg0PiQdudmrXxtGGsJbMV9+KkpfCQEABv5mjJCevvqV4dwf1H470fuBjhGP9H2mZyWHCUv9n+thh5abbc6Zxus4rAQAOBUBRhzS8qiMlYJe/drQsF3SvFvmteCabvflj3XMBJSbY47YyeY9MoplCwA4fVABmXjwbwhIVnY6CxdgQQ9h4XlzZiClq4QFs/mMWKTmXnHxYkHF7SJRtZ1qwyo6nHlxSPNuWVbstT3TX/32ldzCBRj8sk5lIC8WadghbXpIZuH5IlpWAACfBR88YcyewiuYgxUvxpoekvW8p2HEhpB3515Tw3LcIQvQnTNgEEGybI1QUB6aBQTdBDMRHfrJxEpG5aeddPkOQIIrx/XMBPT6DybjoKdwATb0s2noZxN7HpY7A7n2XWgCVbxEEG54kKD9KSWd4db1kqrvmF532ZOfijbskNJPXSJA1m2WUKslYaWtfK2QxElAgta98oi1F4RtU7X7rfgvxa0E/C9OwACA6z+aTu2X+214yyOy0hXC7Kk8tMBy46QZrp3h0jvgJArSQ5hhTbeb6lYBAIgg2f+loe2QomaTuPY+SdcRNcUB7XpR1fGUMj8V7ftMb+Z52fMwYaXNqQxc/kSXn8YPu36+GLI3CHqI/BS07fdK9lx+zjReXiyaMZZTulrAZ1vp/TefBWcloVCvY/BbY+ECDD7rMQQZcUjvn7TZU0KTp/anFE0PSZkJ6OVP9cJKG1ZsZSWhzASk+m4xv8QK19EEQTR8d/7ElPPpyXOOHTtm0Btr75dE+Pl4DMG23yuyJnIzojlFCzFGHNL9joaTaS5dKSACZNBF5M5Aau8VE0GSCJLseSHyD+4ne4/qMsdza++VcDLM8N439JOp+h4x7iXMHC8321xxu6h4iYCTaaa+INQA0V5yAxI0bJPCkZ641l5+W4jvyy+0Vm4QISzLmRdU1XeLMydws6dyGXFI2Rph6z75qf2K8nVCerKBxX1EmvTog4y4UZrMJE6WrhIWpPOphgE9eLmW6rvF9I23P6mkT2r5bGvJMsGwTuwIdjIAwC7xs+fyYXXLZ1vpFlIRUb42nJ5JAlz7zsiIRwZPGGFJNFKUw6UKMGKRkTbGletFESZOLlWAEYfQuwJOZYARF1p5WAX+2vskuTN4lGaZxxDMi0HgWpCTZcoYyxFV2wAAnCxz1Z0i/VXP+T+qK9aJMqK5mdHcyg2iC29o6DB4GP1fGio3iKikrux0UlMJXZ+nIJ0fdBNwZCupt/PZlszx3NKVAvkpp10a6HlPmxeD5Kei51/XRCT1jmeU/Z/rjde8FZvQY9Pr/hrTdj1fTT119Ss9dOs687yKbsEEAHDIA0WLMPrirOkhGcRJmHk+ZiLqNeFEgKy4XTRhTS41AAAgAElEQVRq1ajrG+bydPlT/bk/qKFd9OmDiggCmwX1tT4mz5rIzRzHzU/jdxxW9h7VQuaV1xRpDYL7Sd0ld/FSjJMZ+lzYHvDbCYfUX7ZGmDme2/2u1jTk7f9cX7QIa90rpyRlCmaHPB4GvjHUbBSPbN2fe21YE/tW/ONxKwH/6xNw0E2wklEz1we7W3X3SxhxSNNDMsrdDwBw6UNdyIueBGVrRaf2yyvXi0pXCirvEJUsx2ofkGDFVk23Gy2w5qegudN48GbnkAUY8YgF8bX9XpE3CylaJMicwM2byTv/RzVFXwlVUQ5C3+8pWSbInsTt/UBnQXzQqdCtCyo7nfVbJMWLMTqoauhnU/0Wib7fw0pGS1eGm+F9x/QUy5AKu9h/4Q3N6QOKkmVY8VIBHI62HVJ0f6TIyclZvmz58SmNjNcaA4EAAIDHsNRsFNOnRKJqOysF7XlfG/QQwgpbfiqqueju/bOWEY+ULBfAubKw0pY7k9e6V477yKGfTaf203jJm8UXXlefeUGVn8bPT0ULF2DZU3mZE7glywQdTyvlp5z0m6mZ62OlhDRAoMM5iZMkTpauECjanV4jfv17Y9YkXu5MpO0JBSfLzMk0Fc7jewxBrxE3XvcKq+yMOKR4KQZ3GEJ+Op5Wjhyynn9dM9KCCQBw46S5fovEzPEyEyJptV4TzkpG6WcFoHoesgC4eYuM4MUCAKRNjrLV4RG114gXL8YogUYiQLLnYRGKFlQgTEvzbhkAwKkI1D0gqdssoRYNpw8oOJmj8JEaH5SOpHEP/WQaWe7XPRBJCG7YJhXdnCYAEnQ+q8qawL3+ownufMfTymvfhehqp59QZE/hcbPNgAQNO6SUjKjfjp8+qGjYIR3JLsNKrOx5GEXKCnqIokUYpVZRv0UCjQKHfjbVbJI0bJPmp6DV94gBAH4b3rxbVnufxK0L+u1E7b2SM8+r6Msgm8gfshYlwZW/an+eMPDl+I6hoSFwU1Um4CJUZ13FSwS5M5Ezzys1F92qLlfbIUVeDELPrOJae+mKkKxpw44QR6j/c33TLhm1UuHlWqgF7pkXVc3UiAoAjz6YF4O4dUHTkLdsjTB7Kk9CW3iZOd6mh2TNu2U+KwFfTCEl2w6FCUtQLhcy+MvWCDOiuVf+YoBc4fYnlSFXNxL0HtUy4tGC2fwLb2joRqs972vPPK8CIETuV19wGwY8cM4FFzcAAJc6yIhHIsTabsU/ErcS8L8+AQMABk8YKXQxESTrNkvan1RS63TYtnWpg8Zr3qq7RJnjueff0KjPuYxXPTUbxYXzsdwYhLqf+qx47f2SnCmhIVnXiyFCJ4mT+iue3j9p6X25gIsoXIBd/drQsF1akMbPnsYLKXj4ydIVArpcraDMxohDB04YbSJ/wEEQQbJ0hUDW6jANeRlxSH5ySMko4CBYyWGjN3rwC63sOSFlu4Ea4U8z+pJjU3fv3t10vI+afPttOCtl2NslDY6CdD5dzoKXaylcgLm1QaciULpKmDWR65AGAAkq7hDVbBQ3bJd6DEFWUliASXPRzZ4bmt1CJLPxmqdofnheRYVN5C9I50MlZwiihsmMk2mu+p3o9EFFXgxSs1FcujI8V258UErXVRbXhFSRrZiv509aRhzScViRFxvpN+zWBhlxSIRwMXX0IF4JzbeUrhTQS8nOZ4cNEajoO6Zvf1JJBMnqu8UjcV4wKjeIYKqD0pUR9ceNX0wR1RIVQQ/BiEe4ORZWEjrwjYG+MFK0Oat+N4oEtKDMFlHngZv1a0QbgJdnoS+VAAD8QitdsTzoIfJikPJ1ooYdUrcmaLjqYc8NnWleE54XgxQvwbpeUpk5XkY8QnV0SJzseklVuUFEv8Wrz7no3n8AgEsf6ahevbTRUbpKSOKk14znxSCMBOTcaxpmIupSBQJOouou8dlX1NT1GHQTdQ9IIiDiZ54Pg8b1VzwZ0TdemvhtXm4eAODU43JIc8d95KWPdNmTuWVrReVrhUM/megnhkMeZt5L6kOUBNOQJ3cGUn2nKGMsJ3sSN28Wr2gxZkF81E9QukKQEc2lVkJnj4SUPokAeWq/IiOaW/eA5Nxr6rZDClYSeu3vRmq00fG0EjaHlZ3OooUh0U1tjzs/jT94wkjBJ1sekZetErLn8g0DHtOQl5Uc4meTBGh6WEZXegcAmDleZmJISKBmo7h4qYCVglasE+bNQirWixhxCCMOaXtCgRZYz/1BdasI/ifiVgL+tyTggCt85wUA4F6y5RFZ44NS9XmXz4IXL8bOvaau3yrNT+Mz4hEKKd3+lLLtCQURJO0Sf+kKQfdbGnhvInGSmYjmp6J2iR9OMel3IjPPV3WXuGSZ4PQBRfFSDIIn0QLrmRdUlBDdlb/oIQEjFCTg5VryYpDM8VxmIpozlXfxXa2wygbvWRbUlzWZ1/JIiLbEZ1tLVwoi0LOSBgcrBbWgvu7u7oMHDv55XNkn239RKBREgCxaFNaVvfiultJGABDpnYjS19fU7lVuEAXdRNBDlK4QMhNQnxUX19kr1grOvKCq2SjuOzZML/70QUWEjYGZ62PP4dMLU+N1b8FsPpxnkwSoe0Ay+K2RCJC8PEvmeE7hPIyTafYag4ULMGr6axj0Fszm0yVHqu4S05u9XiNevlqYPY0XYeJ78T1t99ujlL9Qx5/6t+NpJTVPhXOHkVUdgO62afyzL6soq9eRIWlwlK8Vkjg4fUABVRLpAaVURtX0IHGycr0odxYy8lcgCVAwmz+y4Ma9ZIQKCoymXTK6TQUAwGfFc2cOW50EXERezDCtkvN/VF/5i/7KcT0rBZWfdlbdKaIEZHo/0J09oup6ScWeyz//R3XF7SK6wuXlT/VFizDTDS/snDMTUDrtB6YK+EG4lyxaiCnanUSQrFgnypnGU3Y4y9YIsWIr7iXrt0i6XlZFHDG3JshKGgaggxQ16rsMfmPMmcl5Z0bes4eeV1+1sVLCjDhutrl8rTBixg/dmkN52ksWLcIU7U6rwJczjVe0CBPX2N36YPk6UcN2KSsZjXAfb90nZ8Sjnc8qg27CLvYzE0JKlnBVeuEtzdBPpuvfG+knD+y9B1wEESTLVof8JwSlNro+Dww4KeBkWZiJqKDU1rQr7Bbjt+ElywXUv0SQrNkk5mSZ/Ta86SFp5jgOJ8uM+0k038KIQQrnYdV3i2wiP5pvqb1PUnuvJC8mbEJzK/7BuJWA/y0JGAwvgsHNyW7FHaKMaE7WJG7jTqmg1BbGKgOgaA/hROC/Pite94CE6moKK23sufyC2XzTDW/32xq6uDQAgCSA4arn/OvqvFjEeM0D4Jzypvog5AVSjEmvCW96WFa5XmTm+SB+UtLgaH9SWbxUUH5TWVfa5MiexGt9TA4v8vYnlfSlsbjOzkhAWMer1qxZs3Tp0p+eLi+/PYRaunHSTKkDQiozVRd69EH2PIzCmETE2SPq5t0yEif9NiJnKrd0lcBvIyrWCcU19ovvaosWCZi0kojep6XCpQ5W3CFqfUxuFfghaIXitl77u7Fyg/jyp/qCdD57Dr9hRyixcbLMjQ9KqS207pVTqoEAAEWHs2SZgF4junVBRhyiaHOWrRZ2HFbCW7DXhI8EkYKbUDj6VDjgIKChExEkS1cJxTWjeBzBuPyRPmsCl+4pFBkkqLhD1P6UomaTeKR0JQCg533tSKCyz4I3PiitvkvMSkIj/ANg9B7V0X0gqDj3qjrUq6QFVmyF3Wx6tD4mh41fKjqfU13/IXxUDYPewvkYSQD1eVfBbH7zHnn91tDE2mvEYaZXnnEVLcQY8UjH00p6Z5hfbM2bhZYsFdTeJ6EvLwIuomyNEKo8AgD6julPH1SYub6y1cKsiVwr5rv8sa51r5wIks27R6H/hr5OiZUyYIBB75AH3QQzHm3aK/nbrM77V+ys2jGs1dz+pPL0AQX9vRff1VJL2L7P9KcelyNMS85UXvEyASCAz4JXrhfB/ofXhJeuEtIPmlsTZMQibU8oSlcJrXzfqcfDiD94TVEVM7VvxUsEMNFe/8HUsE2qaHOWLBOcjOLkTEdKlgkiIISXPtSdf11juuEtXIC1P6UoXMCnxrpWgR+Okx2yQMfTyqaHpNd/NOWn8XNnIaIaOwBA0eZkJaNWzEcSoO33oUY3iZOXP9HlTOWNlCm9Ff9x3ErA/64EHFEEAwAACfqO6avuFMML1WvEofsYAAD3ksWLsQjSsF3oZ8/hhzIWCSpuF118V8tMRMW1duqNVIhr7KyU8INNu2TURdu8Wxa+A5Kgebfs3Kvh/puqy8VMRG1Cv7jODrUX4O7VbZbWPSBhJqL9XxqcCn/hfExQbrMgvqrN/B/jeu+I2bxt27bGxkanKsBKCjWZA65hPJymXbLr3xtxH+lSB52KQONO2UihO22Pu+ouceECrHA+ljOd1/qoHJAAZVlYyWj1PWJRtR2aEfELrTlTeTWbwvoPfcf0EcoYAICgh+j/Up89FcmayD3zrJKTaR74xnD6oCIzmstMQLrf0Ujq7czE0JoA95IFs/kUxwaaCtAL/fotkoi2du/RkBNi0EN0PqssWyN0yAKXP9GNxAkDAHr+pI1YJwHoyTOXf/1H00hbISqIAFm2SliQzh9VfJ+Ky5/qMydwRwphwoBwAXqL2KUKlK4Sdr+lIYJk7X2SCPs8GBbEl5/Gj4A3AwDU51wV6yIJwbC6jYC/iqrsDduHfTVVV+R7K9YJYY/Ea8QbH5ZlTeBSmieXPgrJSeJe8vqPpszxXEY80rhT2vGMsuOwkpWEFi3EWKn8hq3ScPOZBKcPKM68EGq02ER+Rjza/aaamYAWLxbwciywoe1SBTqfUZauEHY+q+r9s9Yw4AEk0Fx0X/vO2PZ7RdVd4qaHZQXp/JY9MqrWN1z1sOdh1NHo+ZO2530tJ9N8cvrgrqmvZMYMUjUo7iNb98obd0qDbgKQoP9zfdFCDC5/rZiPEYc2PSQtXSHIm8WzYj6/nShbLaRXvWaej5kw7Io++4r68qd6Xp6FmYhyMsz0xgwvz1J+m5BadZE42bxHBj2aPPogIx6t3y4tWiwonM+Htay41p6fxqcvF9y6ICMW8ZpwrxlvfFCaOxO5cTL8bMBJXP5ElzGOczKKU71R1LpPfv51dcsjMnCzg0Wlczgboq53TpY5wpbjVvyncSsB/7sSMACAk2kumM2/9q3RIQtIGhwVt4sqbhdRZU3XyyqqwL1yXE8fngVcRP8XBkY8kheLZI7j9ryvDTgIWbOjdJVQfd7NSkZb98maHpLCF5MEEJTbWEkoVDwAAMACAl6x6gsuupLz0M+mijtEEcLON06ay9YIgx7CMODJmsiF5BBIkzVe83Q+q8yZxsudwTs5hvPjuKu7przyykuvIggC39u6V06RQPo/17c/qQQkMAx4ul5SZU3msVL5WRO4rGSUEYdmjOEUpPNbH5Pf+MXkNeM+C971oqognS8otdnFfrvYL6iwZU3kFS3EdJc8VXeJ6zZLa++X1GwK2fFqe92Z0dzaTRKIWsK9ZNlqYUSxZRj0QnF/Tqb5ynH9uVfVUAlo4BsjLHoatkkpFO71H03wtgKj7ZCCAv4AAHR9HvZcPv1u4rcTEWX30E+m/FR+7izeSDEgtyZIlxKjR/uTiuypvFHH6jCufmVoekhGx2mPDKcywEpBC9LRCHMIetB1S6x8H5TXgP9iJcO0mulRuV40ksVEEiA/jR9ReAEA2n6viNCRxr1kXswwP2CSAAXpfPqw9sZJc3igQILGndLsyTw40vbbcGZiuMITVtjY8/jiWgefbeXlWWDVSwTJGyfNzES0eY9M1uLo+yzkkkQESCgblzOF2/ms8voPpsr1IiIIqu8R3/jF3LhTlhHN7XxGyc0xX/pQx0xEc6YjJSuF3W9p+EVWzUW3rNkx8LUxezKXEYdU3yOGBSXdApla0+gue/JSbnw1vvOLdaUQaQgAIHHyzPOqkuWC+q3SqjtFkHfktxFFC7Gcqbzeo7pT+0PWZ6cPKkau2BCWpXxt+OeGnpVBD6HpdrNS0KIlAvpasP1JZeODIVTa2VfUjQ9K4YnatFOWO4N38T3t2VfVdPsspyLATETpSjKdzyopCZr2p5SZ47j9X+hd6iCJk+pzro5nlBW3i/w2HJDAIQtAXS2vGWfP4QsrhnWwEFYI2Aj/rd8iiZhK3Ir/OG4l4H9jAiYJULpcULdZyohDKm4XSRoc1OTJMOBhpYT4BhBySbWILYiPlYK2HVLYRH4SJy+8rWXEoRXrRG5tEHoVWDFf/VZpRjS3+m7R+dc1EBYBrbYBALiXLFkuoMCoNRvFlLeS6YaXmYCOKh3XdijE2cdK7RljOViJDdwUisJxvL6sefOd2+9L3XMiuvu9dT84rKGhKcKyVKwTwovfrQvmzuKdfUVdOB8rXowVzOZ3v62B6Qr3hQQa7RK/oNTW8bQybxbCTERPP6GI4L1YeL7cGby8WOTat0ZWCtr5jLJyvYjS5Lv+o7F4CcZKRk8fUPDZVmWXi5mAmq553ZogL9cC63W6QBiJk407pRQ2RFRtL1sjhN22EDzqJg4c3u/obJ/WfXLKIxnG1a8NIeA6LToOK7MmcSNcmQEA5/+opmiUEdH9tjZ78q8mYKvAz4gLCTZV/U40apsa4rMGvjFc/944EqNOhaLDWb5WCKBqZsqwIwPHuqNWz0M/myAlN3K339KEvSNvhqTBQXeAgNH5rDICO9bzvpbe/PDbcEYsQs0LvWY8dwZSOJ/fcVgJebT0xWjXy6pR9yfoIXgMS8lSQcYYTn4qn5WCZk/hsedhzETUJvSFrEH6PEM/m6o2iNlzsezJXE2PB8Al6QKs8SFZ3WZJ/VZpBI7s1OPywW8Nknp72Wph7f2SK8f1dABay6NyuKYJuIj2V8S/RN14O/XkYKHMpQqYOd6BbwzseVjuNF7JcqzpYVnNJnHWJG5eDGLl+yA3IegmOJnmstXCUfXIqu8R07EFTbtkcH3pkPqhm4uFFzpdSZyE2q6dz6kqbhcFHIRN5G/YLs0cxxHX2GUtDrobsVsTHDxh7HhGyUrma26eqKYb3vy0cFVd+TsRFM9ixCIVd4j6vzBQjY3GnSFEetdLKtj+GRYkqL47rAgrbQq5id+KfzBuJeB/YwIGN4l9XlNwGOiDBFV3hbUk2w4pKP8y3E9W3C7iZpvpL27YJm16SFa4AENYlpLlIciutseTM413/g1NREK9+J6WwoLC+whcVhMBsnSVMKKn6lQELr6rLVku6HpZxUpGpQ0OAEDjTmnOdJ6o2q66bvpl2sCy9NUbN26srKzEcVw7ZPs6vemrCe1tH3JFNTZGPCqus4tr7T1/0ubN4uXNRC59pDMNeRXtzuKlAmqw1P95ZLu4/Sll6UoBMwE9e0Qd4X8srLAVpPNhC/rie5rWfXJWEsrNMgEAiCBZulIgrrZzs83Qwj0jmpsxhsOIR08fUIjr7BHT0O63NY07pfBw+W04ew6fypR9x4bBozqfU9GZynDSRr81495R7PlwH5mfiiIMCzNxmBXgr4GiwU1q7LVvjZUbRKNUtySo2xzWFYJIq5E4rL7P9I07pYAEPivOiEVG2itRWytahIkq7awUlC71DOPM86pR7fAgvHkk8Vfb6y5ZJqC+oKzZMfSz6cIbmqxJ3ObdstMHFB3PKLvf0Qx8Y7jyF0P5umFSIYYBT9FCjP5I+5NK+ri96yXVleP67rc0+Wl8QZmtYDafWlAG3UTpKuGofk39XxjY8zDTDa9DFnCpgxCHBYc+51/XnH1F7VQG8mIQRjySN5OnaHPiXvLie9r8VBQWtSROdj43TOQE3LTvDXoIkgAIy8JKRnOm8qhBkrLTSSeAnX1F/VNKz7sTCrJmDrHnYedf18hPO3EfabzulbU40EIbMwE1DHqh9ZmkwQFXwLIWh6Dc5jXhdomfk2HuellVe6/kzAuqi+9r2XPD41j56dD6Ce5q4SIsdwZy/o9qhGXRdLuvf2/MnYnkTOPlp/BZKWh+CsqIRYRV9qCbKJyPwR6G34Zf+kjHiENgs614EZY7g9fyiAyexvVbJFS+1/a62XP5Pgse0bMRlNnKbxMSQVJ9wZWfxvcag9T+WFCfpMHht+GyZkf5baFjQhKgbLUwQmDkVvwH8dtOwIWFhY899tjs2bOjoqKeffbZf24j/25HigtvaChWO4wbv5iq7wnpwZpueFnJKDVM6v2zdhhcGQAAgE3oZ8QjAycMrBS04nYRJenAL7QWLxHQ232ai+78VBSmNOiLQM2Vb/xianoozD4kCXDuNTUjDul5X6vtdQ/8zVi2SpA5nmvieO0Sf85M7o9TrmycuveTpeza39+I2B/W0drXJp08GX0jdyavZLmgebfs3GsaRjzih5BRElTdKaLAVrBxRxf0v/6jqXytMOAifBb8wpsaVjIaASrufkdTt0VSOI+fM41nHPJW3y3KnsyFBZO0yUERKwEJcF9IY28knLjvM33pKiFVZnW9rKKEqSHYh4JHOeQBOt4VAND1oiqi2uNmm+n9ahiczNCD0kYHKzksK3jxXe2onGAAQMczyr7P9IAEtfdJRqpChgyVaUqQFeuE8lPDGsLaHjcrGaXIr10vq35N5BIAcOFNTc5U7qhmzCNHs1Q0PiiN6DQC6BCciJzaLy9eImDEIY0PSs+9pr72nbH2PnHHM0phpQ0tsF77u7HnfW3Dg9KMaE5eDNLyqPz690a4QCxdIaBLWirPDPt0M9eXn4riflLT7S6/TVi8VEB/1ibys5JRupKaz4qfeV5VcYeIOg6wKwDXLtpLblYK6jXj1XeLcqbyytcKrxzXe414zUZx6z45fWhN4aXp37R1r5xiAXkMweJlAkb8Tbo2CcrWhH8RnxXPT+O3/HQxLS3t2LFj0L8BRtBNlK0RwinswF8NzbtluI9kz+YzYpHC+VjjTln2ZG7WJG7nc0pOhll5xsXJMHccVmZO4NbcKw59KRLQ8VPKM67C+diVz/Udh5WQRAdHThbU55AHLn2kgz3n3g9CfAGHPFA4HzvzgooaaUNs15W/6JmJaO8HOmmjvWxNeDFx+oAiAsnvNeL5qajusgcuIDqfV7JSUEYMwkpBsyfxihZi9VuljFjk3GtqyGCE7xppQnMr/oP4bSfgnTt3rl279uWXX540adL/2QRMBMi6BySUgKL8lJOVHO4DN+8O+3Wrzrry0/geQ3AkCmbgG0PLIzJxrZ0Rh+SnoFQehV0vSPYNuIjixZikPtS05OVZau+XeI04wrK0HVJkRHOyJnKzJnCzJnEL52PltwlLV0dqUlbdJcqYdOOpTa8+P+Xr725rZiTyLn2oZc/mR2j82kT+3KQbexJfevPNN0mSBADU3iehxo2SBgd9eHnmhWFOtIarHlYySp+k6vs9pauEFbeLSpYL8lPRrInc2nslZasEvUd1ebMQCEwtSEeLF2EwyzY9JKO0GwEAgARdL6rqNkvoN9a+z/Rlq4V0cUH2PIzqMHe/paE3086+oqY3SGH9St8aSYDixZFqlFCiUtsTepDPthYtxDyGoNeE/9r018z1UVasxmteVhJKP/5BN8Gew9d0D/sUQZmt+u4w9CzgJIoXY2FpCwCM173sOaPApgAATkUgPxXNmcobWc6Cm6SjUb2V0AIr3fnYzPF2vaxixCEF6fzGB6VQYYYKRZtzFHOkV9V9n+qFFbZzf1DDEUnDdslZulAlCYoWYnTaT8N2KVyHkTjJzbFkjueWrRHyC62wD6HsdELaW8BJXP3KwExAu15S0VddVFcA95OlKwXCStvFd7SZ47gdzyjrHpBY+b7ixVjvB7qRiUHW4iheIqD3TlRnXSXLw4KdTkUgZxqPGY8OnjCSBMCKrXUPhLvu0iZH4XxMhik3bty4a9cuszmUuTueUcKBhUMeYCagFtRXfpsweypPc9FtvO4tXow175a1PCpr3Tdsaa7ocObO4DHikOvfGwEJhn4y0Ue5tfdFogJhQC6DWxs0c0MCAxaeryCdT3lyU3HhDU3P+1qvEW/YLq3fIilZgqm6Qpe2z4Kz5/KpgXfQQ1TfI4ZC62dfUWVP4Z0+qFCfd1fdKaq+S8RICOEu3Zpg3zF97gykeJGA+mUpkvqt+E/jt52AqSXnzJkz/88mYAAZOHP5V/6iN17zsJJQ6q4NkT7aHnfvB7qqO0WZ47gnoziXPtKxktC2QwpFp1PX57n+o+ncH9Qmrrd4qUDW6pA2OrImcrvfDIM40AIrIx65+K62coPo3KtqcFOjI2cGr3K9KHcmcvqgonmXrHWfHN6IcS859LMpLxatuF1YukoIwSYOhyMnJ2ft0jv+Pu5SxtTraLGJEY/o+jzNe2SF87H8lJCZklsXvPSRjhGPcHPMVqu1oKAA0KVib/agqMsYqueEi0sS1N4riUBOeU148x45MxFlJaPSJkfARfDZVvY8ftZE7uB3xsxx3L7P9BbEmzWJW7FOaJf4KVQItQUSJy99qIPZC/eT3e9o6Nk34CKKFmIUzjaCSA3Fh+lt8J4/RZJ6xTX2kQoVWIm19v5h48/Ln+prNop7/6Q799oooGgAQOtjcorWAgA496qa7q9++WPdyIEu1KmmsvKZF1SUwx0V1feIR1o4eM146QrB9R9MjTulv4aL6f1ARzHF6eG3E7kzEa8ZV511NeyQ5qei/V8aXOqg/oqneIkg4sVEkGQmolAtnArlGRcUMAEAQMbR6YOKjLGcUwcUlOVU/+d6OrdN1uKouF1E/zc/hd+0S5Y9hVe8VNC8R1a5QZQ5jps1idd2SBFWRQYAACAotRXMDmnCXDmub9olu/qNISOa03tUl5/GP/OiKmMcJ2cKjz2XjxVbR+bg1n3yYUs6AMrWCCkuOwCg5VH5wDeG2nsldZsldpGvaOEwobGOw8pzr6mbm5sXLFiQlJR06dKlvmP6sjVCeLk175Fd/kRXfpswaxLXJvYbBmFQl+cAACAASURBVDysZBT2h4gAWb9VGkHdqb1XcuMXU/Xd4qZdMoc0QAECAAD6Kx5WMhoxuXdrguy5fFGVnSRAzSbx4Alj5/PKzGhOfiqaM43XdkhBBxJCbKBHHyRx8vLHurxYpOrO8DGHzRXTkJfEyda98o6nlWSQ7PtUd3Ish5dncSoCxUsEcBEjrrOzUsJVhBXzZU3kNmyTwjUuhIv+53DoW1Xybz0BU/F/PAEDAJzKQNMuWc4M3oXXNVaB38r3SRocUAa5eKng0oc69QUXBc1w64LcbHNBGpoXg3Q+p7z8qZ6ZgLY/pSxaxMd9JDfbkjGWA2Xu4euVZ1x5M3mZ47msFLR0hSB7Ci8vBilagkkbHbiXhEJxVCcKDqJg8SFtchQs5n67vDktbs7u3bs7OjpkzY6CORgzAT3zogpOSQVltrwYJCOaA/Xr6bKXAAC3NpifGl5S8Aut0DMVRsdhJX22KiizUf4Tobdrguw5/J73tbiflDQ4mIkonPYRQbLzWVXGOM7FdzQZ0VztJfe519Q1m8TMBBRhWQa+MYwE8cpaHcwklBHDq98qoSfUzmeVdDGQ1r1ySqwfAHD2yDAZW58VZ8QhEQ641XeLI7SXQ16TETQhErTulWdN5EYQlGEYrnryU4f5GXsMQcoZwi7xM2IjPxcGN9sMpxIhsYURDn38okhIc9BD1GwUQx6wqMr+aw6GZo63YDZ/VKB13RZJ6QpB0SIMLbDSMfNFC7EI7UwAwNkjaqiwTQWJk6ykSKOCyg3i869pipcIKjeIBOU2h8zPiEPobgElywX0BkDTw7LBb424jzRzvOIau7DCNvCVIT+NTx+3w8PCSgppnJm5PmYCeuYFVd4sXvtTSlYyWjCbnzWRO3jC5DXj6guuqjtFjQ9GGhFaUB8radhPw8kytz4W7gHAcSyJk4MnjIx4pGWvvGVfaB7h9XoLMou/mHjqudRPc3JyKsoqX5z8t19m98LBvKjaXrQQY8/DWCl8rNiqv+JhJaFUjwoA4LfhUKODekRUZa/ZJCaCZO9RXcFs/umD8ovv0VZpn+qHKYu5icr1Iogg4Waby1YL2XP47LnY+Tc0AICAk2h5RNb5rJKe6s7/MXzCy5ocGdGcjqeU1HcXlNkY8WjV70QVd4gE5baKdcK8GOTSRzoSJ2vvldAvnMFvjfRh2bW/myCZEC5cmh6WjQpCDHqIK8f1UHrz55jLt3LwrQT8P5SAYWAl1rbfK9jzsKJFWONOad+n+v/AXz3gIrrf0RQuwGwiv0sdPH1QkTOdd/VLAwDgzPOqkmWCgnR+0y4ZVIbj5VpInIRQFAvqY8SFYdVnj6jDhQ4Jqu4SQ8mC7u7uAwcOJMWmfLW6kpXKO3VAPvit0WvEW/fKOw4rWYkoMwEJEXwdROkKwdUv9RGAKZIADdullCgV7icLF2AU0MmC+ujQ4qCHYM/l0wHDJAHqt0jomlZWgb90pYCiKbc+Ks+awK1cL86dzjNd97CSUVGVrXytsPY+SeF8jH7T1/d7LryhYcajrXvljDikZqN44BuDrNnR95m+dLmA6lXKWh3Fi8M2rlCfkt4H7v9cD5VvqVBfcBUvEURkKfkpJwU8ocflT3R5McgwDN3NaNwpHam03P+lAYKATu0ftiygB+4jWSmo/oqHPZc/qhEh7iNZSahVcDPbkeD0QUXH06HbLu4nmQnoqKkdQA/B4RBunxXvelHFiENKVwpHyu73HtWN9H9UdIyiYXnuVTWd1gUA4GSYoQiGpN5es0lcvBgrWyWgIPpghO0jFIGKqK0hk/vGLyE1aei0Ab9C0EMULxUUzMWq7xKz52H1W6XZk3m5M3j0jj1JgIYHpa375Hy29fr3xoFvDHy2VdXlatolpSO3g26CciGDh7R4ccgRxC72N2yTZIzjdr4rOv7RFwkJCbt37z5V3lW0COt+S9O4U1p+H2/96jufeuopk9SeF4PkxiCnD8ib98isfB8rKdIBCQAgrLRVbggPTUmcpEyCFe3O/FQ0exLXrQ39fESArFgnhEOroIdo3SuHp6tbG8yZgTBi0a6XVNX3hO09gm6i6i4xXWUTYjKojHv5E13hPIyZiLbukw+eMHYcVubOQPLT+dX3SJoekp3/oxoSB/o/1zdsk9KvAkijp/TUoHcTj2EpmM0/96pa2uTIT0MjhA10lz2FC7C2JxTiOjszEV0SdSf4/32MAQBE/fZj1qxZe/fuLSgo+CfeO2bMmJEPHjt27Pjx4//NvfqXBC/X0v+5cU/r3Lg1k869qkGZlifRJZMTx5WtEt7xccL09PFTUsZNSx8/OXEc9Zb2Q8pZSyb+7i+JUVFRNmGgdqPkKWzxxJjoqKgocbXj6l8N/jd7//79330+32uvvbZn2eG+d81+GxF0kqn3TdX2eGZvn6o667nj4/j+vxhjl03cf2lBVFSUXRSo3SR5sGJ26v1TqQ8a/JtRfsq198y8MdFjoqKiOBkWeatzd8vc0G48qYy/bdLtRxPgv1eOG2yYf0fZbOrtV78wqM66H+0IvR1G0Em2H1K6NMGFj89cfGBmx9NKM9c3ZsyYSXHRq9+Ik9Y7Hj0zX9bk5GZb1F2uqekTJidGB2zEmLFRSw/PWvZ8zLT08UQAqLvcitNOfZ/XcNU7fupYv52IOKqzd0zTXfIAHEyKjU7eODVx/eSkuybHrppUtly47/z8WUsnUq9sfVQ+9+HpK1+Jpb+9fot0xYsxS56aRX8Q95CF8wVbC9LPPKfa3TI3cf1k6iltj6fzsOpJ/uLoCWMi3lKyTLjhs8SrXxqe4i+JnjTKqRgVFdX/uUFYbk+9d+oDOamjvqD3z7oxY6Lu/lsyPKryU669Z+dHTwxt7fxrmmnp4+/4KGHkGwe/MToVwfszQ5uV1DsuvK5dsG/Ghk8TipcID4uWTIqPpr/eOOBte0L5tGgJ/UFAgII0bP+lBTPmT6AeVHW5L32gO3BlIfWIz0IULRA8K18yYWZ0VFSUptvd/YbWhvnv+mvyipdixk8bSwRAyRLBzqo5iRtCh27whElzzr27dS794xySQPtTKtxDpt0/RVDq2MJKS9861XTNd+Z5tUsZuPPLpKEfTOnbpglLbOOmR2/JS1v4+IyoqCifiUALrLJGp3HQC8iohHWTEjdMHjthjEeHu5RB44CXCID1HycsfTZm+pzxUVFRF9/Wjp8RfefnifBDr39vMl33bStMh/+2PIPxSoyTJ0xOvX/qrJTp4yaPUXa4XEp8+txxu1rmTkoHn+z5Ka1ry/S4yTvYczufU+87P//UY4rFh2atfSdu/LSxw34DEFW5QXzHhwkL988Ifeu/Ga2of2tBelRUlN9GVK4TB5zEnV8mLXtm1rgpY+2iQMN2Wfr9U9TdnpR7pmxhpREBULZKGHSDrflpXc+r919aMHPhBPiV7ZKAhee7+Lb28csLY5aHzurm3fKF+2csfz4mKioq6CKLFwu2l8z26nHdJc/0eeOXPRczKTYa/l5lq4QP188FBDj1mOLgwKKpqePoO87NtsgandSvc+lDPeEjNxxL7P/coLvktSK+MWPGbPwheenTs7xGYuhHEy/Lsq1k9tTUcc275NuL0+fsmP7/Rvb5b8X/9grgHw2Xy2W9GV5vZNX4W6mA/7kQlNvyU0NTz4p1QmYS6rPiknp78VLBSJdZhGUpXSGgKDRthxQUSlat0PwU23vnrAehiBVJkjahn5UcUouVNjmYiais2XH2FXXBbH7t/RJBmTVjHJeCUCnPuJiJKNWMlTY5WMlhhcuAk8hPDYuBmDleaBoD/4XOhvQ6TH3BxUpBI9QWSZzs/UDHSkFZSUjudB4zESlfI8idieRO57FS0Yp1ovK1YfENrNian8ZXtDsjYEEwnIoAew6fLoTb/4WBblGg7/cw4lFFhxMrsXa/ran6nShrMq9gNl/S4KAqP2imFHGQ9f2egtn8kSOu6z+YINtKWGkrXjrMdyHC44EenCxzXgwSgQOPCGmDI2MsxyaI1MGgwibyQwkzSb09P40fAQHTXfYUL8ZGbfc55AFGHIL7yYCL6HpJRXc+huqJI99StGgYeArGr3WhI/wZW/cNE6okAiQzEW18UMpMQHuP6qwC/9DPw9RRiCAJhc0jPo4IkKcfl2dP5uXNRHKm8rKn8AoXCCD+6PRBxan9ioyxXEYsAt9ouuFtf0qZNwvpfE6laHMG3QQ0p6ILF+N+snydqH6blBGHnNovV593mTnegvQwus1nxfNiwtQy3E8WLuALK2yiKjvCsgz9bNL2uokgCc2AT0ZxSlcKstL7UxLTspf0cXMt5WuFjHgkP42fNwvpeFrpkAe8Rlx32QMvH/kpJ0UvBABAAwkKBqjv9zATkZY9cmYCemq/vGmXrGKtMGsir2y1sPsdTeezyuxpvNyZiFsbrLhdBKH1fhve/bYmLwap3CBq3SsvXIBlTeCeeV4F+22yVgcdZD54wnj6wDAuFozTBxUX3tBAfxdRpU1z0W0a8uI+UlxjV55x+Sw47icL54dxiFBlmuIfAwA0F90N26V5MQgjFmElob1HtQEnUbgAg+z2//s33v+B+M0cggcffJBaNBw7dizi2f+3EzAAgJtjLlqIubVBjz6YPZlbvEzgUgfbDikoag0Mfb+HmRg2qKc4TlevXj1y5MjD017+6+xmSsTKbydKV4S118FNWUrNRXffp/qsidwbmeYbGeaMsVxOphl2nwxXPQXp/P7PDX3H9RGmRhfe1NCbt6375HQQZs+ftHTEDREgixdjEe04Eifbn1Q27JDCsSifbWUmooMnjOy5/Mzx3NzpvIbt0oI5fEZsWGjpynF95fpROEhWvo89l09vKlr5vggdq7YnFHTzBtxHslL4V47razaK81NDPjMdz4ziPHj6gGKkmSsRINlzwx25jmeU1E9jGPCw5/Aj1MeoEJRZMydw1ed/VdAK95MlywWNO6QR/hMRUfeAZOgn06heFwCAkmXDWED0qNkovnHSVLxU0Pmskj5gFpTZmh6OZF4BAHo/0I30vRkVC33+j+oIipS41k6HEAMA+o7pz/1BbRP5e/6kZSWjNfdK8mYhqrPhowHHupRMI8QhFy3CmnbJ4EDEb8MhA9gw4BGU2YoWYZkTuNlTeeVrRTnTkfw0fu4M3uC3xgifgLOvqCMAaPJTzsoNooCT4GSaixZhTQ/JytYMG/N3vaiinwyCctvoZG4A1OdcrBTUpQo0vzP0weTy7+LOQkMIKH5ZslyQGc3Jm4VU3C5iJaOMOKTpYVnxUoGIhhzufE5Fb+C3PCK7/qPJJvQLK23SJoey0+k14vJTzsETxiuf65lJqOaiu/8LA2zgQ1XarpdVVAoPOAlmItr9jhYSkIIuoniJgMKRBd3DFGRhXP/eWLlehHvJ7je1xUuw7Cm88tuE2VN4OdN4dZsltfdKcmfwSlcKzv1BTV/Udj4Xyd8DANjF/mvfGWo2iUmcPHtEDVUzwW/kxvvvjt/MIeByud03Qy6PZMr+P5+AAQAX3tDkTOHpr7gH/mooXSkonI8Zr3lKloWnaB5DkD2XT4cLNT8iK3np/LZt2xYsWPC3v3zHSOKFPYBJ0PKIbCReV9HuhDfxC29pMsZxbSL/qccVzCS0dIWAX2RVnnFd/drATECzJ3MRloVas2suuvPT+NQ9zjAwDHAEzerpZRknY5gLArgpidf4oJRebmouulkp6LVvjeVrRSfHcjMn8q4c0+dMR+iG810vqej8ZgCZTikonbBBBMjKDSK6mIP2krsgnU+X2rhx0kyBSkw3vK175fmpaM50XoTz4DB3GlrwGBa6ZJLfThTOD0GvWx6RUeaSEQEXIt3vaEf6/VHR/7m+da/czAsxZX/tZbw8S+4M3qg1KwDg6leGX8Nmdx1RZ03ijURKB5xE7oxR/G30/Z7ixdjILzISvAaTDf0ROJAeBuLTBBmxobKJCJDiOnvFOlHmeG7DNumlD3XCCpu+33PlL/qiRZiw3Nb9jqZ4qaD6HjFFnoFbYM/D0AKrQx5gxKHZU3kZ4zh5scip/fK8WOTUAUX5baKRgCCXOvKcJAnAnsuHEDMiQA79ZMqdwStcgFGAeeO14YwvEtRsEo+k+ugue5iJqLLTacV8jHi0cD7yU/Tgfat3IJfEbU8oWMno4LfG9kOK0wdCHlZuXVBQaitaiGVP4SIsC3xQd9lTtBCjsjv0DRx51hEBEsIdoHQMVmwtWYplTeQ27pBG/HBDP5ua98g8+mD7k8qihdiF1zVth8JVL59tLVkmoIpX9QUX5ArKWh2Z47mte2WmG172XP6Z55Vlq4UhjgAJFG3O4qWCzAlciqY4ElQBbipd28V+RbuzcD5GQUd/Kzfef2uMHa0t/X8xVq5cuelmzJkz5397d/4XYtOPKTMXTajbLJswK5oMRs3fN6Nppzzl3indb+k0F9xXvzKWrxateCl2wd4ZUVFRdrv9p3fyb7RIcnjHjhw5gmHYljGH5+6YEbdmEtyaqNruUuP3/phC/wjCDxzSQNzqSU0Py9a9Fx9/28TaeySbfkgeO27M8hdj+PnW/s8NDmlg/ScJOypmI3nWgtnYhTe0KNPa+bTqd8cTo6Ki/FbCpQxefEe39OkY0w2fstNluOrteU8375EZcAgdFRUVdJH9Xxru+jqJ/tE97+u8Rvzh+rn0OWjKxin7Ly5A862p902OWzURBEmEZd3CTFNfcDfvlgXdZFRU1P1ZqeOnjW1+WBZwkLiXvHLc0LhT9kB22tJnwgPa/s8Nk2KjV1FzXBB18W3tXV8njZ8aOv8JHxj8m3H9x6EpadzqSQ/VzUm+Z2r0pLGdh1UeLU5t6tp3ppWvxESM8QAZde1b0x0fhoesE2aM3cJMO/eqRnfJo+/3Lnt+2LSYCm6WZebiiff8LckuCmh7PCNfYBcFhn4yb/ohOXbFxJjlk8RV9lG3ExUVpel24z4w96Hpoz675OlZoko7GYwcuQ381ShvcUZPiFqwb0bEU+OnjU3bPE3W5Ix4PHH9ZJKIMt/w0R8cO37MvD0zpPUO+oMp90zBvcDCDb8yesKYxYdm8tk26pEpKeNmPzgNLbDBjSzYO2P/pQVTU8fN3j4tetIYYYX93KsaaYPTo8cvvKGZFBu9tSBtf8+CtM0hIELQSTbvkq16JWbp4Vnth5RkkMS9YOL06JmLJvgsxMGrC3dWzn60a56i3dX3mYG+b1NTx614Kbb/CyP1yJixUcuei+HnW+GerHkz7hCy2K0Jli4XXf+7iQiA+LWTpqaNl9TfPCBjorYVpg9+YzJzwl9Q3+dteUS+NT8t9f6p7U8qoydE+SxRe+oW7t/yZMMmpSla+bRoybr347fkpzvlAbTAGhUVNSVp3OJDM59EF4+bGj30g6l+q9QuCiTdOXnCzGhVpwtuNm7NpLQHpt742RzxW1z+WD9hVvS69xPOvKCeuWjCxXd1Hj1xX0bqrGUTG7ZKfeYw9GHlkVh9nzfgILeXpN/7c4qo1iGtd9oEAfjs0mdmpW+d2nFYBcgoQ7+3/ZBqa0G6VeBvfVSx6ODMjd+ntOyR3/7nhC2s9H0X5gsr7MZBb9SYqNk7ph3iLEq5e0rTw3Ks0BYVFTV93oT5j04f+sFEfa5dFGh9RH7PiaSJMdFdL6i3MNMmzPjNJJ3/ifjfXgH8t4LL5VZVVVVVVU2ZMuWBBx6Af1ssoxcBvxa/oYPg1gQZCQh7Lr/zOVXJcoFh0NPzvpYRh5wcw2ncKYOdZwzD3nzzzYSYpBOzznZ+ExKx8ttwZgJKsSehay+9jAAA3Dhpzk9Fmx6WDZ4wFqTzs8Zzb5w05UzlVd8tFtfbC+djo3Z6B781liwX5M1C8tP4eTFIXgzCTEIzx3PKbxdV3Slq2CYtv02YOY5TkMbPnsxjz8Oad8vqNksatkvpM1R9v4eVhEb46gAAvCa87ZCieLEgayIvayI3Zxr35BhO+1NK1RlX1iRufjq/9wOdosPpkAVaHpEVpKEFs/ltTyiosTSMkHQUjT3JZ1ur7hwm1jP0kylC6ArqaTjlgb7P9PlpIfC2Rx9kxI6iMSmqHoUoDADofFZZvEQwquIjuGkeBafm3BzzqP3ehh1SqsaS1Nsr7hhdaJdfZC1ZLuh4RhkxiKVHzSYxHZVKEuD8H9UVd4hc6mD9Vmkkz+rmZkfqfwEAet7X0sVVYEibRtGF7v2zNsLsFtZS9M6ttsddvBijP8JnW2vvHbYpIkiePqho3iOj9wACTqJ+iwRy38+9qs6awD05lpM9hcuMRzkZZvrv6zXiBelhecvQgyY8Lwahl2tORYCZMGzkf+YFVc+ftJANz2dbxfWR4qBovqVsTUhwTVRlZyaGoL/db2typvJKVwi639Fws82sJLTl20vp6elHjx7FcRwAoLnoLlyA0a+Cvs/0519TXf/BxIhHBr4xcDJN9O6uTeRnJoQxFgAATqaZPQ/zmvFr3xlzZ/Dqt0pZiSilMX7pQx3dNAkA0PuBjuKde014yVJB3iyEk2mGnSoiQNbeKylaiDFikIGvjRfe1OTO4FWuF7nUQfZcPr2Fg7AslJAfAMAhC+TF8EqWC9oOKdyaIEQVQBYW7IRBiZ6ul1T0IRT4Td14/33x2z4EH3/88cglRX9//39pI7+t8wDydNnzsLLVQnhnJwkgqXMwE9Gqt3r27N6TnJx89OjRjjdE9Ftn32d6avQCABj62RRxu+cXWUuWCegUz6bd0uwpvDPPK3Nm8Fr2ydsPKUeRYgeAx7Cw5/LDcsQkqL1fQgccdb+tgT0rkgDQvjt7Mrd8nZARi3Q8rVR2OiGzgk5HgQEt63ve11oQn13qP/WYPHcGL2MM5+QYDi/PMvCNoew2Yd+n+pqNYlYyWrdZUn2POC8WoZu0AwAc/x977x0Xxbm+jT9bYam7wC69s4CAHXvv0dh7T0zRVE03MTExiTkxPSbYBUQBRUVF7F3BgoColC1sgV3YZXdhe9+deX5/DFlmB3K+n/f3PTk55329/mOYPrNzP/f9XPd1tRKpWE4zQpi9xubA8J82COGDrSrsyw4hbL1kygvnNezrur+lo7fDIITwxEgxvrnTA+U9yy5yvUd6goCaf6g9jtGEKWQM4tOG4qyeXiDUjR5OEvSe4jVIHLlsXle9TVFhKc4kCmV48PT3To/8NWbdc2qcBKsHNuzF2RPh4NC79wc1EgwzIITK+5bCNOKB3Hb0AIsoTK2psx1OIvK/jg1qJjymE8NFeC0R1I0WZ/XIuWBAnOjFxa0nhoswKWOr2nV8mOjGq22IA6n8QLmLXL/Xr3EXub4gXtAzz4JD4wEtYfoZQnhlFdE3omy61GMtgF0ppmKtqLCUjhUX9RMeiuIRyvWV7ysLEgWl48TFWc0YI6l+T+cucsP5+a3HBjVXfqDMZTc9+b0TQqjRaKZPnz5x4kSlUgkhLJsmxU8ZmNtdB0OanEbEKHWUz2opzmrez2zEs9iaS/RHUgR2nRtF4N0PlYVpQoPYoaiw7KY2XFoiy4/m48VDIITnZrd4vL/gH5KrnmkXk9y5P7jp3OyWXDavbKr0xHDRoWj+0f7NhVxhcYbw9huKg6E8vchxepIE38oPIUQReGKkGD/Fc2FB65OdnZXvKw+GNF1eIbuyWnY4kX9no8LD2cQ0/vD8LPjf9uH9i/DsFvz3vQc3Xm27uESWy2naH9RobnOaTKZ9+/YNj5v4Ma3k95QKySVtR5U1L5zn+RTadW78xJvTiORHdQsXYNAJHbkcYgRCnOiJEeIDIU2FqYKSwaKSbNGhWAHBRLb5uD4/qkcDGULIP6IrGdqjZmxRuvCcKQhh5XtKLJBbFK6nv3ceHdCcy24icIYhhMJifV4EsY+w+mv1gdCmHFC/i9QgOmkomyr1CHxiaLthzovkVbyjwJJ1m8ZdlC7Ei/5DTCx3lVew6c0CxQoG+KlKg9hRyBXuZTT09pJqu2EuTCM2CmO4ukZ+aYnsxIg+qDrYIfC37vGvnXgXILcDLeQKCI2/Nf9QE5SwUASemiDpTrJReCRFgHedw8Oqch1gNbmsCOJELyxsLZ/Z4hHBsGnc2L96b1U+qwUfkP44KiyI4xMcqSGEV1bJe/c6F/UT4nWjIIRPdnYSHoHwmJ4gK9Z60dRH0QWFmEXuxcWyvEj+5eWyxz93HuEK9vg05LJ5OaB+j09jbhgvl8Nru0kc9KButKifkPBGtd8yF2d5CWILj+kJfsYe92Js/VMTJbuoDaVjxFfXyh9uU914pa04U7jXr3Gvf+P5+a33Pu4o7i/cTWu49Wb7wTBeQQJ/N7Xh8nLZ0QHNZVOlBrEDRdEdO3bExsZWVFT0ToIvLm71NJELj+n3BzUeiuG3XjR5RjAV7yhKhojKpkpPjZfYutzScuNuesOFeS1nJks8rqAeaOpseZFeniLn57XiFcgvr5DV/ajRixyyK6aOB1bP24g40ePZoqY8bfV29ZnJElevVgtFhaUwrUets/2OGathOPTux790npogOcIVHOEKZFfMKAKf/Na5x7dBXEp8i/7rPrx/BZ6V4//7MPaXyM46W/anHMSN7h9+LzExsby8/PPdH3SuvXbbcvzOxvZTY8UQwIIYwS5Sw70PO87NbGVwKFWfqcufazk5UnwkWYjY4M31iouLZPc/UfEP6y/Max31bXjYIF/8Ucg00vNn4+j+ZIcO0YscnMG+ZCq48VK76oEVAGCWux59p6nYpJx3LZGV3t1f6DQg9zd3TNwT5enrrf1Wk76O5WkftGnc/EM6rDPYL5La/63QORfiEScMiKEeSRI+/qnTbUUBAEaps2KTcu7lhPhZXjOa2Z+xJ+RE0fzIEMLLK+TcFcH8Q7rWiz2TlNGT/Fc85Tp0yNHMZn6+vnxWS/KS4P5vhXpW6Hhg5R/SjfkpwrPEZULrfuwcto2DP9CTnV0JswPxXa1BSfTU1cFUf/Kj7zQQ9Xocj77TDNkcRur1SzJKbr1hhQAAIABJREFUnK0XTBP3RVHoZMFhHeG/dT92JswJ9Nw6AEDmqyzlXau2ydF9Dr90sjJ8Y6cH4Lfqt44lOmFwmXrO4PFPnRCBAzaFAQAACaStZgqO6EFfYHCo7MG+rRdMV1bKIQJmnomjMrpP2jeMwslmyC6ae2+VvChIXNpr4pkEkhYGSXot5y4Lbi4hLkxdEdx81Gth6ipm63mTQ9czQ5m8KMgkdWoe2TxL4p4LiBrvd/8TFeG4GS+zBr0TJrtk9mNT7F2Ilm8HEDDCqTaNm53NWG/s95ImfXpxzOWl8vZbFq9NKaRR34Y/2KICuHnwqPH+qAt23O+ZfU+aF6R5ZDPJXJ4lGa+ENO7Tdq8/wX/+9URmEi1xbmDMJH+IgrBBjKmHY1419FvF46auCKbQAc2fkvVGiKbWjrpQexeyksedfjR2aW1y1AT/iwtlqAts3rw5Pz9/2bJlhyt/D06iNx/ruTmZr4Y07NF6buZKfqpDj9z9QJkXzj85SnJlubyl3GSSu7ATPjZAdG1tW0g/35CBDIiC7M/YAAC9wHHvw44ry+Xnnm+t/kodEE17tKNnnrv/GyENu3smkod+wq77odOHRYmdFhA+guF5Gx9uU/tH00IyfB//1OmywUOR/LofOxFHz42LHOtHCyDL/5iijhrn7xNCaSk30oMpA98JXXArcRWPGzXW/+pq+T5G4+MfO6PG+yctDAbP0Av/lwhx/G9AIv333YTLOQ8aP0IP0z95xfR75Az6wvI0LOblf3qq4zsWewJ58e6RgYl0Cp3U1WA/OVKc/QknMIHmG0olkUiXl7fOKImjBZDNbS59s5OfrzO3uVj9fNJfYKWtZmLCC5Z2152NSjKF5BdO5R3WQQSw0unZn3FqvlZ3PnYw0+k2tTtxTtCgD8JCMnpCSMUmJeKAE/d2qzpY2l3HBopWNnE9IiEPtqgcBmTCrh41idtvKugB5FHfRWgbHQ+3qTruWUdsD+fl6ZLmBw16P4xw1fYu5MEWlbrG1vXUjrpRmh85dkZgxz3r4gdJgQl0/JpPc7rufdDhw6JMLYjxxDC3FS0ZLB75j3CP4gEAoOpztanF6RFYAAC4TOiRZOHCu0lMbs8+URcsTBFOPxrz4DN1UCJ90oFoLOJ2PrGfn926WpxKUNgAANzaoGCEU0d8xdHU2s7NaV3F42ICFAAAeydSlC5cWpsSGE/Db1LzjcYkdU46GG1Tu4szmxfdTWKm+hB2e3GhLH5WYMYrLACAtsF+ZnLLkoc9l29qcZ4cKXlBnkam9aHp0bi3q3ZHFyudPqss3iPTgaHpgK7tunn6sVjCJvYu5EiS4EVFuoewhkFZab3zlmLZ4xT8QsQJ86P4s8viIQBuGwoAABDYu9y33+xY9igpIIbmGZldXdUWPoIxYGPP2Kjux87OOvu0op4H4dAhxwaIphXGeLRflHetVVtViANOyY9mpvpABF5aLFc9tFoU7qgJ/gtuJXq2bb9lubxEPu63SJcVNQgd9i7EaUQBAPKr5uhJ/uyhDPYQX042g8Gm1v3YqWtyTM6L9mx7+w2FfzTNw8hzGpDDCcKVTVy/yO7XWH7FfOt1xYr6FKofcdhVsUmpFzrYg3wf/9xFppOWPOyRvwAAXJgvCxvoiynkyOXyZcuWZSLjp4KXllX9IWwCQWGqcMaxWPbQbimSio1Kqh95wMZQo9RplDpD+vmwhzIcekRxx0qmguvr2ifsjrrzZnv4KH9HF2KQOFEHmrkhJCTTlx5EdhpRQaG+9aIpYXbgmB8imGk+AIKi9OYpBdERI/2w/d95WwkgHJ/T85Nsu2G5ulq+4Gbi8WyxXzh15LfhfmHUm28oHFqE5k8OiKExU+kDNoWqqmwt50yzznTzYZtLDA27tAvu9DwCDNIy463XFctqUzx3z4P/xg/vvxzPbsF/03vgcDhKSkp+/vlnm832dthvkeSUQZvYV9fI6cGU0Ewf3zCqosKS+iXcsHPJkCFD9u7d6+fnd2G+jDOM4fma3P9E5TIhnt+bUeI8OVKyopGrbbDzC3Qt5ab0dSxWuk/VZ6qs10OYqT6dj21NeTroAk4LOmwbZ9in7AdbVKISw8L7SX4cr1+UusZ2fk7rikYuJqMDALjztpLKII3+vjvddOiQQq5X1LG0u44NEK3kcxlsqmcnFxfIXCZk/u2ksIG4jBwCXr7uwRYVd0Vw0vwgvdB5+y0F6oRBST5OI0KhkeZcjg/t74u6oKbOLjiil5wyTNgd7baiNd+oqQzykM3spIVBle8o7VpkWmHPJ94odZ4YLl7+OMU/uicQ1n6r0TU5ph7pWQ0AwMvTiY4b5lxKcJnR8pktnGzG2F8iAQBXVsjZQxmDPyCOFaxK99H+zSt53Zd2c327TzBl9A/dt+L+xyqnyWsggsGuRYq4whWN3KqtKh8WxXPr8Gi9aKrepl5clQwReHKUJHN9CBaMPTg1TjJkMzthdi86NARXVrWJTxjWqdI9z6jn0F1IYYrwRUWaJy324Oy0lqzXQ5IWetGkIQoOxfAXViTRAsjtNy3Ku1Zto72r3u7Uoz5MMjPNx7MfxAE1tTYKg+QyoQwONTCBFpRIJ1FIbVdNz52KZ6bSfZgUAIDLhBZyhfOuJYRk9Tx32SXzjZfbZpTEaZvsjft0LjM68N3QzPUhJDKAKLj5SnvLObNN42Km+qwScLFN1DU2calRcduiqbXR/MkJcwOZqT4MDpUeTAYAyC6a1bW2+FmBmhqbusbG4FAjx/mJSgxrpWkezS9Vle3aGvkqQSr4Y4hy89X2wAS650cEALi6ui0ghjZqhxeT/8nOrsZ92jE/hJ+fL6f5kaYVxSbMDgQQKO9Z229aFHcsplanUeoK7e8bOdYvZrI/Z4zP9h+2Bf88fdShoAmrhmI7qf2HxiRzeUaxplbX8WzRinquX4TXz82mcZ8cKRn2OefBxx1uG0yYEyg9Z4ocxdALHYvuJeN18c7PlVEZpPablpSlQcO/DOcX6Dqf2KcWdL/eDh1SnNE893IC1h/Rcd96Yb5sSn70rQ0KEhWsbOTWfKNp2KNNWRKcuZ5FZ1Is7a6OB7Ynv3RGjfdru2ZdWts9+IMILExtnlYU4wntAACD+A/5vPH+oBf+iz68fx2e3YL/jvdApVIdOnQoJycnPT1948aNs2fPtqmRw/GC5IVBPqFUo9gx8N0wQ7MzcX6QfxTVZDK9+uqrqampL4/6sPKdjuVPU7B0x96FFKULl9WlBMR0x5trL7QxU+jZW7sLsJZ215Xl8o771owNIWN/isQ6gqwq99EsEYDQoUNmX0iImxFQ+Z5SVWWbcyHek9KZ5a7SMZJxv0Z6PtNmuatksMgTgQAA1V+qzXLXpIM9qUbFRiXFh+QJSwAAvcBxapx00Puhj3/qylzPyt7Kwc68+iu19Ixxcl6Mp06OusH+gEbEAYOS6SQKMEtdDA7VYUCCkugxU/yzP+N0xxgIpGeNj77vNEmdbjtc0ZDiH9UTay8ulHGGMfDtQy4LWpgsnH8rEV8chggszhBNOhCFfUecRvTUWEnGK6z45wNLR0nWiFNpgcSgVfmukkQhjfmx+9JsavfRLBGWVfd+CnjcflMB3UB61riK35Mx4wFRcCRJMKssXn7V3HrBNP96IvDOdRv3a9uuW2aUEHPZqs9UsitmHxal30ss7rI+6oFnJksHvhOWOJcYuRv2apWVVvzABQCg4zmuvdBmbnMhdhg9wT9qgn9of5+QLF/NI1vtN5qFlUn4lZ/+3qWutk3OjbYo3aYWp1HqMoidT3d2+kXQLEoXlUFmpfv4R1PNcpdNg/RbxwQAoG5g17itHe62G2aHFk2YG5i5PiRuRkD3xUJw45X25mK92w5JVNLQj8OSFgRJy0zCIj2JQkpZGhQ7LSBsAOPYwObpR2MjRveEBJcFPRwvWFaXEhBLAwB0PbXLLpvrvte47TBtNTP9RVb4CAYA4Gh/0cS9UZFjujfU8R1nJknXSFI9owqbxn2sv2jmqTjPzmu+VguO6CcdjD47vYXKIA/YFDrsc47ohKH2HxoAQdyMgKgJ/kGJ9OYSveyiOWVpcNt1s6rKFj8rsE0lu33/xuB/BG7atAlgQ7es5rWtaZ5WtwefqgwiJ/6BIg5YNlUaPdFfcceqeWTr/2aIoNAw60wcJ5vx8At160XTgluJnuxcdtl8/+OOedcSq79Ui04Yhn/Bub9FtYrfU5fi5elqv9XMOh2HOOC551uHfxVes13t0CGrhNz7H6kMEufzZfEERVKXGX36W1fNdk3cDP8ZJ+LIVBIAoGGPtrnEsOBm9wvpNKKlo8QDNoYSZFw9+K/48P7l+Lsmn/9z8B9+E2pra9evXx8WFrZ+/frGxkb8vwTF+t30htod6uJMIS+f2Hxl0dk85iQY7n3sReLtarDnhfPw4keYXJSiwnJhQWshV+CxprFp3PuDGw+ymro1m1B4Z6Pi2MBmzDncYUCODmgmNNtcXibDS8A7DEgum4dnMFkUrgOsJo+hOoZLS2W132kghBal6+Ki1qP9mzuf2mSXTYdi+AQXNggh4kR30xpzQH1RmvDqGvmp8eLejUwY2m6YD7CazkyU5HJ4VZ+rMGkF2RXTkRQBvk8DQlj9lao3H5hfoDs9yYsiZJQ68qP5Z6dJ8dfoAdatRLi02u80WFfJvc0dhH4MPAxix256w+NfiEpbeDzcprq6RpbLJtoNYbDr3AeYTQT9kMb92iPJAqvKxTukwze34IGnSeNh6XAdYDZhzTmIExUU6Y4PEx2K5V9Y2Fqc2UywIkacKEFxDGL8L2YTng0EIXz8ayd2q81tTvl1s6BIV/ezBnMxure54/6Wjse/dgqL9V31tgefdhT1E3pMkFAEXl4myyHV7wL1u2kND79W5Ufyd9Mabr/VTpBzasrTEtqZIIQVmxQEPwnRCUPpWEnNN+pCrqA4q/nxr51VX3h1DUBMTcWbX9Z6yZTL4SkqLCgCKzYpjg1qVty17AtoPBjCy4vk7fFtzCE1HGA1Efq73HY0L4KnbbJDCB169+OfNQUJ/F3U+pmJK9esWWOxWCCEFxe34tt+3Da0kCvAc8KvrpVfWiK7+75yF6XhziZFUT8h3jfi/LxWr240FBZyu90d1DXWkqGivHD+9Zfa8NT0pjztvoDGfX6NpeMkuWG83HCe+LShbJr0wvzWPql5GAxix9nnpCWDmzEhDhSBpWPEmLJeV6P9xHBRny0DHvyHf3j/PXh2C/5D3wMEQc6ePTt16tTExMQdO3Z4jL4JOD+3dV9AY803mlx2TwsgxPpMXmrD+8vaOt0Hw5rwPbIXFrTioyaKdHuRYn+KTxvyo3gV7yqwENXVYNvj03CA2bQvoLFxv9ZpRmq/VRckCPiHdafGSSre9Yoo7XfMBfF8PLG5erua8HGv2KQgbKV+ZMuP9tqKd0h3MJS3L6jRI7WDh8OAXH+5LQfU54D6Pb4NpePFZ5+TEgIqhFD10JrL4WF70AkdNze0HwxpuvWmojBVQGh0sapcB8OaCFENdaOFaUJCzzSEUFpuzCHVKyr7oBz3GWLddvRwkkBSZiQ8BQJaLhj3BTQ+zflnAdgkc+6m1ffWyPTg4mIvsmvLBWNeZHe0dhiQA8wmQkMIBoyy3qfY1qlxEskZw5PfOg/F8M9MlkjLjSgCEReay+Z5bC49uPFqG8EHCUJ4bk4LQaXLrnUfDGkiyFbzDulOjhL3Jo0Lj+nzwnnXXmx7/LPmcLIgB9TnkBpySPUFCfwTI8XCo/orK+UXF7USNkTdaFG6kMCI1gnseRE8PPcY0+cyyZwQhe23zVfXyPcHN+2hN0jOGD077HhgPZwoINhDya+ZDrCa8sJ5R7Oar62R7wto3BfYuJvaUDpWkhfO4xXorq6Wn5vdQpANr/pchVclQxFYMrj5YFjTN7FnxyXOamxsVFQQG6PbbpgPxfDVtVanCbm8THZylPjOW4rdlIZbb7YXxBGlvzEBWvzv6NH3Go9MLOpGH36p2kNvKEoX3v1QeW9zR8W7ivxo/pnJkpvr2/lHdFdWya+9IL+ySn5lpZwwuuoTgiJdYarw5Cix8KheWKw/GNJ09wNFLpvXsLerT/lxD/4zP7z/ZjxjQf/HwWAw7Ny5Mykp6bvvvlu/fr1QKNy8eXNISN9lnMl50VQGqWFPV+Q4v4sLZTaNGwDgtqKXFstNLc7xOT1CVzVfq7nLmZ6yp7rapq6xZb3ew4Jp3KdFnGjW690HSpoftLye2/nInsvm5YXzjg8RBybQnCYEopB/WFcQK+iqd5BI8Pq6NhKVNOrbnjIy6oZ33lSO/TXSUwRzGtGnv3Vlf9bDNLaq3IIj+iEfefnzVH2myt7CxhNb0tYwA+JojBBKzXaNtcONX7n5mKE4o5lEBlPyogEJIHaorLB21dsvLpIh9j/qWhDw8nTnnm+dnBuNEXmYXPrEvVErGrnqBxZTi6vthtmh7+HiPvhM1W8dC3OS8UB03MhgUzzSSx60XTPHzwy8/qLcrvWyWrJrkaYD2t6zwhQf0shvwm+/rsA/BQIgAu9vVmV/yn76m5bAtcZDftVM8yf3ZrV4kLaG5eFC6/iOG+vaZ5bGYddFDyJHTfCXniXqWwEA/CKozDQfhTd5GAAAUeAfTb26uk1+xTyrLG7e9cSE2YEkMiBTSfHPB0pOGwnrp65gNh8lMrGzNoQ07tfil/iwKOkvsup+6sQvTFvDpPiQ8FJKGLjLgpc9TglJ96napjFJnBQ6CUAYNc5/elHs4vtJ3OXBk/OjbRqkfpeXVhSJQsp6vYfDjIGZ6sPk+sgu91C+KXRS8uIgQaEekEDUeP+ph2NeaE1lZfhUvKM4FMO/87ay/ZYlJMMnIIYmPtF9sW4b2nrexMvTU+ik6Mn+wal0MoMMSCSXGQ1KptMDyUsfpaSvZU7OjwYkcPtNhdeteC2k+ajB8+KRyCB7K4fVz3f2h6NXGLbvH3z/xs0btCCK7LIXvX/Ud+Fl01uOJAj0zQ4AQXOJIXF+oOiYccqhGDyDAQAQ2t83cowf/qr7rWNJzhgx2jmJQhr2OSdmWkDMlADfUIoPi+wbSp19Pn7e9cSJ+6J8mBTVAysr3UfHc0w6GIW3KfszpK5kruRxB70XJijUP83pojMpeqFr6aPkzA0h4H/e+v91PAvA/0Fobm7etGlTYmLi3bt3S0pKKisrlyxZQqX+6XcWAOAbShn3WxQtkGLvREgUUslgUe23mjOTpbQg8uyLCZ5JRG2DvfmYYfgXPSHw4ZfqoVvYHt1Ha4f74RfqyXkx+J+cVenW8R3Ji4MgQppaFDtwUxjFh4zYgEHkWvowKXKM3+S8mBda06l+pOPZYo+SYv3vXf7RVEwRE8PT37vingvAk4qf7uxKWR6M55UoK63aJkc/bz6RsFBP8yOtbk6NHOt3PFusuNMdG3h5uoefq547GTtpf3T6OtbUw7GABAAEVqVbfsV8erJUx3PIr5pPT5A27tfOvZJAYCSpa2y2TmR5fYrbAov7NTfl6gAE2gZ7y1kTwbMPoqDmG/Wwz72alAAANo1bcEQ/+WB00vyga6vb8MHy6c6upEVBBHozhphJ/ja1iz3Yt/e//rguvW8oZcjHbHowWXapjxgJALB3Ig8+VWVvDefl9t1uBACInxmg4zmMUqddi5yf0zrim/CIUT3zoH02C2FIWhgkLvUKqJpHttJRYoPYSaKCmafj2EMY+P9ylwXju2gwRE3wt2kQbaMDvzDuuQCr0t35xEvAcvCHYYLDepu6Z2hFIoPJudGPvuvU8bw2BwDU7+66/2mHy4hACBAnHPoZZ8HtRM8ULIVOGrcz8tEOTc/wCwAAQNpapuyyGX8IAEDqqmBhkZ6wGiamiIEeTBm5PdwvgrbwTpJ/FPX+J6r8SL5e6Li+ru34UPHxbHF+BP/RD53sob6rRanTi2Mn7IpqOWtwWxDfEErC7MDnz8VjrXdkKml6cay0zKQX9FyOXyQ1fmYgpnmJIWFOoKHZETc9YL1i0IwPh0q+pimbuu68qWi7YdHU2rQNdv4hnbDIAF0gZIBv/MxAVoYPg0OVXTajbvTiItnpCVJVlQ1/OdlbOXU/dnYT0QHwDaPEzwzk4y5w1Lfh4pOGrNdDh2xmZ3/KxgiPZrnr5ivtkWP8qrdrnjsZ25uO92cgkUHy4qDZ5+IX3U1aI06dVRb3Z0PMZyDi707B/3787TcBRdGrV6/Onj0bE7Fqb/9nEyd94tISWeX7iqc5XaVjJHnspppv1F7Fn17qVOoaa0EcH1+trXhXUbHJq2qK2fkJi/UQQnWt9XCS4O4HSp3Avj+ocRe54dR4Cf4Qzcf1h2L45+e2NO7X4jUvITb7y8HZxUPo0LsPhjYRjNZPTZDwD3sJDLltaEE83+OOJ7tsyovgPf61U1Nnwzs+Ybi3WZlDrs8h1e+m1ueAht20hpMjxB4TJzwMEkdeOM8zoaips50cJT45Wlw6VoyXDcLAL9CVjiGa/EAI736gxOa3UDdaNk3q0UBwGJCDYU34i8Wj8n3l+bktxVnNfap2YH6OmNAV/4iOIAfhweVlsnsfdyAulCCBQsDtN9sffqk6PUly72Oic5HThOwPburtsgAxMX0ODyu0uu1o5XvKvAgeL18LUXh8mKh3HR5xoXnhvN7iJHc/UBLmWSGED79UEcy7IIS3Xm8naFVCCOv3dB0b2IyZHUEIHQbkxAhxDql+F7lhF6UhB9TvZTT1aTtR/nyLR8jCA4KLEYTQrnXvDybW4QvTeqaZIYSoGz0Uy8f8+yCEEIUGiaN8ZsvlpTJ1jRUvYOm2oSXZol3Uhj0+DTXf9iEFWv21+toLXvMv7XfMBM2yyvd67lh7e/tU7sJfyNVH+jeVDBUV9RNeWNgqPKrHZEm66m25Ybx9/o3FmUJji9NlRau3q3M5vPsfd9T9qBGfMmC/vnOzvWr+7bfNRelC/G/22gtyvI4N4kRPjhKfn9uyi1L/Z5Ye/1r87R/e/wQ8y4D/TpjN5v3792dlZW3evHnOnDlSqXTHjh1RUX2brv8TTNgd1XzUEJrls7AyMXUtS1Co1+FG3Lx8nduKYv7bGKq+UA/5hO3pBLWq3IIC/eAPe6qmiB2Wz2wZ+E4od0UwAIA9hLGkOrmr3n7nLeXCiiQyFSgqLLff6imspSwJXt2cysrwvf16u18kRS90epLC3ulv/W5t/KxAfOdux32rWe5KXelFza3f3RU2iOFhosZOD1j8IJmXpz09XjL2lwhmmleD7KgdEemrmSQAUDcJAIi6oKraBlFI0Mewqd0XF8qGfML2WL6HDfJdWJnESqerHthQJ8SrNLhtaNVWFeZyj4dV6ebl6YZu4QAASBTS1CMxTQd18itmAMDTnZ3xswLxF9uzVYebn6+bsDvKh0kWFveRvNb92Bk9KYCTzQAApCwN1jY58DYGGFovmlQPbdmfsclU0j/R3AAApK1hPfmlk+pHHvlNOOFftABy7FR/yRli6RgAEJhAD0qit9+waJscJ0eIzXLXikZu+ossQALJC/tQ5CBTScmLg0THeylyrGQKCvXAm+Ka8TJLVGJwmb1q60M2sxv3awkZatZrIXEzA09PlJrbXE9+7spl81RV1qBEOokGIAIzXmEte5x0b3OHQewkHHfYVk7tjk6C50TmhpDG/Tp8lcKHRYmZ7E8onqetCsbfTxKF1G8dq3H/H3kqCQQl0qcVxSgqLQ494unjQpzw0hJZ11M7RCCJDGr/oSZUvAEA/d8KaTlvMrX0nG3UWH/EAdU1PWlrv5dYvEP6ZkHzpk2b+vfvHzKYanruUTO/OehL0com7szSOO7yYFoA2a5FLsyXQQB9WJQVT7iqKuvxISJero7qT269ZDa3ufiHdGVTWo4PEflF0hr39iTZUeP9SVSSp4YEABj+ZXjjPq3klBEAAFFw4+V2u9Ytv27OXB/S7yWvQtQz/IX4u0cAfz/+lpsgkUg2b94cFhY2e/bsq1ev/gt2WGbcH9yIyRA25Wpz2TwseTW2OPMivGQme6e/le8r77ztlf4++l5zYT6RK4u60aurZPsCGq+sattFrt9Fqr+ypg1LpFA3KrtqygvnSc8YMJZsQTz/4ZcqZaWFQNZ1WZG8CB4m5+vB+XmtBMM+u86dy+H1Fju8ML+lME1wYrgIL28JITTJnafGSfKjeDmk+oI4/l6/hr2MxhxSfXFGs8dOziBxFHIFvV0ETHJnLofXUm48OVpcPqvFkxpWb1dfWtqHUfmdtxUeUXsMbTfNh2L4eokjl01MzXu22ti9laLCUpAgIHCdMMdGvPBv9Veqmxu88kWnGSlIEHhUlLsa7fnR/D+jyQiKdHto9fJeOSsG4TF9+cw+XBYghI9/6SwdK85l85ryvNIgY4vTkxzj0dtzEENxhtBTvfDg0hJZb2uKux8o8U7SGBwGpHS8GKtq5ID6ay+2YUb3t9/oflEf/6w5NUHSu5ZQNlXaW1e8ZHCz7KqXqKe41HBmirSPC8QRpixK18HQJgL9vvWSKT+Kd3Wt3CR3uh3o6YmS3fT6HFB/da3crnPrmx2YSy7hBO5v6SDYQVZ/pcKThCsqKr4NuTQicObGjRtbWrofTcHwR4uC3tm8eTOCIBBCxIWeniTNj+Dt829sv2k+Nqj5+DARJlbqNCNHUgSY0CaKQPl189U18l3k+psb2j18+Cc7O/EWhBBCTZ0tP4pXvV1dOlaSy+EdThIUpgncvYQn/yI8iz7wGQsa/tvfg5qamjVr1oSEhOB/af8SnJog2evXiOnuqmutxZnC0xMkeeFNhPaJ8udb8M64WM8Mnkhp63T3DiSIE33wWUdeBO/KKtleRuMBVlMOqN9NbzjAbDw7Q3qA2XR0QDPekEBTZ7v9lmIPveFwkoBfoPM0Mzz9vdNju4tB22TPi+ARuh3ub+kg9IFACNtvmQ8nCdx2tHq7+lAs3zOqMLe78qN4td+qUQTJtOemAAAgAElEQVReXNyaQ6ovTBPuptUXxAt2ker3BTSa2lytF0350fw+fHlRWDZdWr1dDSFEXGjFu4rDSQJNnc3S4ToY5hURMZhkzoOhfRgiVb6nLEoT3niFeM4YLArXwbAeo4KyqVKsW8ODG6+23f3QK6hb1S6CV8/dD5VX13hVMkuGiAj6+xg0j225HN6t19oJAwUPXBbkALPJU+P1wG1Dr6yQ7aLU95RecTgxUow5HHsBhQUJffgf1P2o6d3UpH5kOxTDJzDVnUYkP5rfrReNwvY75qur5bupDTmk+l20hhxQv9unYZ9/Yw6ox3x1ug+LwJOjxYTbCCEUlxoIstIQwsc/awgx3m1HD4YS6eilY8UEYnzFu0SuPoTQaUIefNaxl9GYA+p3kxtyQP31l3p2bla4DicKHm5TNx7UiksNbTfNepHDonQdYDXhpa1NcufBsCa3HbXZbFlZWQMGDNi37szpqV7zHcYW54HQxuWDX588eXJHR8eNl9v2Mxv3+DY83KbC3H/xJWVxqYHgRnXnLUVxVnMum/fwS5Vd67br3AdYTYSRa1e97XAiPy+Cd+ft9jwOr08fi78IzwIwfFaC/rfB6XSeOHFi5MiRK1asGDp0qEwm27lzZ3x8/L/wELPPx/swKeWzWu++36GstKa/yFTV2NxW2PnY7uGAtF4w6fkOfImp7sdO7opgPJGyZrs6ZWkQvsaLumHZ1BZNrX1ZXcq0wtj5txJp/mS/KBrqhGQ6KWVZ8Cohd/mTlMR5PcSrsEG+of19Qgf6jv4hvLnEUBArqHxP2fnYVvutZtjnXkSnuh86+78Zimd8OA1I4z6tRx6kGxDc29wx4msOxYeU/Sl77C+RZ2e0KO5YAAQ3X2nP3BAy5GM2iQyeOxE3dDNbL3RQGGRzm5PMILutaEEM/+JiOXdZcOpqoi/v05wupwEZsjkMAECmksb+HDnyH+Fnp7dcW9OW/gIrKIlYTK7+Wp25IYTBITLjBr4bqhc5QgcwQF+o/kqd8RLLL7x7q5Hfhld/pfFwZLRNDmmZCa8HAgBgsKnxMwM9zCBtg11wWO9R9sCQtobZW2XaaUAuLZKN/z1ywKZQ4VE9RPrQOqD6kWOnBRCq0JZ2V+lYCYQgYqS/qdXVe6vUFcG96c2ABLjLiZwmAED6OlZLucne6UURZw/2De3vi6c7AQBogeTsz8KurpTffFVxOF5waWmb8Kjeh0Xx41CDEuiZb4SSqSSXBX2uND7j1Z73lkQGY36KqPuhk0AXj58dqOM5DCKv6jR3OVNyxui54QAAig8paX4QgUGWvpZFqOoP+YgtOKwnMPBpAWTusuDAeFri7CAUwriZAZNzo7VNjuqv1KVjJMXpQoiCxz9rlBVWQaH+4RfqssnS4oxmMpV04+V2TyE6IIYWNpAhPWv09fUtLi5+8uTJy3vnGviuzsc98w6B8bTnSuJmajfN6npvb2w1r0BHppL9Imi1OzRhA3ySFgThacYJcwONUifenHjge6E2lXvezURTq6uQK6z9RhM/M6Bme7e8NkQBv0B/7vlWzjC/VXxu5xPHwPdCPX7hz/DvwbMA/JdDpVJ98cUXSUlJ+/fv//TTTwUCwaZNm/z9+9Bm+1+C5k+efjSGQgNUP7JB7FRV2RbfS1ojSfOLpJ6eKD0zSdq4X3f7dcWEPVEe4WKb2s3L0w35uOfTb5Q4BYV6Au/38c9dFF/S7PPxGG85fDhj8YOkgCgqPYBk1yB1P3dRfIgvklnuqvpMPSU/Jnlh8Ozz8UsfpVAZ5NJxUkAi4VX4Le0uaZkx6w2vJquGvdr4WYEEIrH4lBF1Qu7y7giavCho+tHYS0vkt15T2HUInr088tvw7K1stxllD/JFbCiJTCJRAGJFpGXGgjjBo+96tOnFpcZHOzTTCmMxKR8M3GXBI77mtN+w9Na3wiJlb5FqAMCTX7uSFwXVfqO2KNyEf+mFDtFJw2BczxUnm8EZ6uuZX7z3UcfQLWwfFlH3qv+bIfW7uiAKIApublCM2B5OCPypK4OlZ00ui1cIuvW6Iu65gJSlwax0H/9IWvttK+gLKUuDxSd6wo/mke3kKAl3WfD0o7GpK4NFfdGkucuDpWdN+DCGod86Jv+wHnV7RXrfEErS/CBePnF8kL2VXbtD47Kgqoe2+l3aa2vbilKFDz5Ru+2otNzoNKM0P1JAHI1MA9wVTDIVSE8Z3FY0MJZq6yCOCSJG+vmwKAS6OIVOSl0VzD/kdVy/SCp7CKP1gpfbBHcls9l7Mj5laVDbNTP+CfpFUNPWMmu+6XlnIAqaDujOTGnJeIXZcsHkG0blLmGemSQ9O03qMqEjvuK8pO63VprKyvCNmxEw81TcgtuJa1vTVvG5mRtYygrryZGSE8PFT3/vsnch/dYxeXk6AED//v2xMx+wKbTuB68WrJgpAYurksMt3AhOdDO5yq51oU50+tFYv2ha2bQWfAscmUrKXB/SsLtnBjookR46wFfbYJ+cG730UQqZTtI22Bv36UoGiYrSmg+G8Hi5uuklsTNKYut+6iJRQO/euWf4q/FMDOwvVESrq6vbu3fvqVOnUlNTlUrl2bNns7Ky/ooD4VH7D03LOdP8W4l4ewDUBaVlpvsfd5jlrtCBvrHTAmKnBUSO8bv3UQeAYOyvPe3CV1bKQzJ98bK3BpHz5CjxkofJeHcgAIDbil5cJJNfsUAA2EMZC28neLJYTZ390iLZgI2hA9/p6TPGlJ8Hf8wWFOiofuTszziJcwK7JRtx9kSIAx5JEsy97KUJjLrh0UzR+JzI2Gle7kCiEuOVlfLR34f3Doq331A27OkK7e9LoZMyNoRUvK1EHGhwIo0eTAkZ4Dtpf7TijuXamrbZF+IJrTVOI3psoGjk9vDaHZr45wJGfx/hyTPKpkiTFgb3f5PYk43ZTix/ym06qFVWWudeTsCnJpcWyzjD/YZ85HWG2gb72Rktq5tT1dW26+vaV/K4BHcEDMeHikd+E26SOQWH9Qsrkno3Vl6YL0ucG+gpadTv0jbu1y5+kIQ9i7ofO/UCx6QD0cTNAHBb0UMxgpU8rl84taXcdOOV9ol7o5IWBAEAbGp3UVrzi+1pvc0Gzk5vyVwfkrw4iLC8dLRk6BaiALW62nZ5uXx1cyqJDBA71Dyyqaqsmsd2ySkj4oShWb6cbAZnOMM3lPJwm7rriZ1EJpF9SCQIoyb4D9sWfu75VsSCIi505ql4VoZP6WjxGnEaPcjrlPiHdIIj+sEfsfVCh6HZaW532VRus9xlbnd71qTQSb5hFIiS3BYkbQ0zMJEenEwPzfL1CaEcjhfMuZQQkokzFNmopAV6MdfsncjxYeIxP0QkLw5qvWh68ImK6kce/DHn0vwWCAA9iOy2wSEfhQ37nIM3wGi/Zbn5avsqQaqHBoi6YUGcYN7VBIvCzS/Qt543RU/2b79uWVKTFJzyh5+YET2SLFhaneyhKMqvmCvf74gYwQjt71P5XoeZ1lU9bc/Bwn3BQcGV7yu1jY65lxM8B7Vp3MX9mteIUz39h6Ljhoa92vk3ejwS7n3U0fXUPm5npE8IBZOJVdy2XFkpX1rTh1/CX4pnUpTgWQb8VwBF0fLy8mnTpi1atCgpKUkgENy9e/err76aOHHiwYMH/+qjD/2E7RtGuf9xB34hmUYKiKW5begL8rQxP0SQSOD+xx25YfyGXVrfUKqO312g1gsdbdctAzf1RE0Awe3XFdlb2IToq6qyXVkhV9fYgrl0gEJNtbVkkEjXaDdKnPxDuvIZLaO/j8BHXwDAg8/Uma+FDPkwbPlT7tCP2dXbVCWDxbx8HZ59DQAQHNaHDWbgoy8AgJenC4yjEaIvAOBpTuewz9lPf+siUE/bb1nEJw3DtnK0TQ6LwiW/ZHpJneYfSTW2ujVP7cp71oJ4waXF8tTVTLeN+AmofFcZNyMgdVXwgtuJyrvWm+vbsSqu6ITB3oVkvdYHQfT+FlXWayH+UdShW9gOHdJ0sCf9UlXZVFW2AW8TY3ZIlm/kGP/6HO3dDzpGfRfeZ/QFAAzcFProO03VVvXEvVF9yhpkvMLyHE5TZ6/+Uj2ztMdnkLs8WHLaiDeS84DqR06cG9h8zMDL1916rX32+Xgs+gIAGBxq+AhGn2Id3BV9VJsBAP3WsbBkDg9mmg+JAi4vkZWOlhwM5VVsUhokrugJ/lNyo32ZlLmXE9LWMEUlhstL5W4zXHQvOXlJEGJDESdgpvqcmyF1at1kGlxRz02cF8jk0uNmBGJWehAFmlpb3Q+d5+e23v9E1X7LUvO1Wsd3BCXR01YxR30XMfdqQkiWz6T90WvEqWvEqcuepMwoiRv9XbitE4EQdty1Vm1VFaUJ8yP4gASuvShv2KOVXzObZC4AwYBNoU0HdJgtJgY6kzzq24hrL7QVpTXffb9j2DbOc6WxFxe0QACCE+lT8mLmXkpoytV13POqNERP9PdhUuRXe3JuMpWUtoopKDTETguYVhiztiU1fmYg1Z9UMkh885V2YbHe0u6iB5GzXgupfK/DonBLy4xlU1vubFQO38ZJW8uqfLfDL5z6umxYVFL48OHD6xvqR38XoRc6Ox70HJfBpsZOC8BX0ZMWBOkFDo/HJQBg2FZOV729/ZYFi75WpfvKqraph2P+zdH3GTA8G4P8KwdiRqMxPz//l19+CQsL27hx48qVK/EyGnw+f/HixR6fon/JEfuEQ4ecHCEe+ik7/YXuaCE5bbz9pmJCThTe0+bGy+32TjcjnCq/bCZRSYnzAg3NTs5QBt4cl5eva9yrXXQvCS/QYZQ6T46UjPiak7aaSfUj12xXV21Vk0iATCf7RVJ9QylTD0UTIqjqoe3CvNZVgtSeDAaC8lkt6oc2zjDG2F8jMfMDiMDifs2TcqOjxvWU6CECi9Kapx6OwavqAwBaL5jubVYtf5JianGemSQd9gUHSwQxofzpR2OjJ/mrqmzlz7U4jWjURL+Ml1iY+ZpDjwIAKDRS2BCGuc0VNtB3xNccLA+WnDbe+7Bj2eMUTArfbUUvLJD5sigT9kaVDBRNK4qNHEt8cOoa24X5slV8LraJttFxZpJ0WV0yNq1+eqI0bQ0z4+U+wrZe6DgxXMxM8VlSnfxnmkGIEx5kNqWuYvaZxWI350iScNbZ+OAk+vFs8fCvOASjhbIp0qzXQ3vnrACAtuvm6+vaSRTS3EvxhLYuwRG96ITh+bNEjoLLjBbECVY2Ec15nEb0cLxglZDLYFN1fIe0zCi7ZFbX2oKT6DaNe3pxLGc4wzMssKrcV1bKOx/ZA2JoiBMmzguKnuh35y2lw4AM28rufOoUFOgAhEnzg6Ydi/UUctTVtrPTpXHPBcqvmv3CqdGTA6In+ocPZ9TndEEICM5RT3/v0jyyT8n3ummXFsviZ/VUC6wdbukZw4PP1MmLgvVCh77ZaWn3qnKnLA1WV9ssCldgAp3JpSvuWLgrmcHJtHsfqQGEQz4KG7E9HMt6m48ZnvzSufiB13Ns3KeVXzM/dyLOs0THc5RNa3mhNdXza9LxHacnSLK3sNtvW5WVVocO8QmhOHQIxZcUNdY/cX5gv5dYVrX7SIKA6kte25qGzVMUFha+884733333QjXgtbzpufLex6T/Jr5/mbV0tpkz5L7n6hQJ8QXmQwi5/m5rVHj/Kn+ZFGJfsDbofhJqH8bnmXAADzjof2LyHhCoXDjxo0sFmvJkiX379//s9WMRuOyZcsGDx4sk/XR3/IvhJZn3+fXWJQhrN2hvrpWXsgVdLNMPWfS4sXm1Ty2Vb6n2EVpKIgX1HyjxowEECdakCDoeOAld4y40JOjxE92emlWNOXrckD9bkr98WEigg0AhNCicBXE8cWnvFTpja3OgyFN5nbn4187c9m8+1s63Ha0uUR/cjRR+EJ4TN9bUh+isGRwD+9aJ3QciuELCnUQwmsvtlW+38P+dRqR05Olu8gNBQmCI0nCHFJ9UYZwF6U+N6ypKENYkCDYH9y0h9FwcYmMd0iXy+Hh1RgghG4bem5OS2Ga8MqqPowKIISnxkkIThgPt6nKn2+BEErPGoszhH/WKeQ0I/v8G2+8+s90V1ovmQ6GNF1b1/ehMTzYqqrYpLi6Rn5zfR+74h/Rlc/qm2z/4NOO3bQGT18T4dwOMJv6NLe48Upb7Y4+ZKjPz28tmyopTBMeiuXffkvRcsHosiIQhSVDROLS7sekuGMpyRblgPpd5PrdlIZT4yRnJkkuLGg9kiy4vFx2fm6L8Kh+r29DDqivfLf7CbrtqPiU4eLi1v3BTXnhvEvLZATqcnc7lnc/EtZBROj1Ep00lE2VEk776IBmwh1QVFgwlw6bxq0XOTyNSeY2570PlLvI9Tmgvu26901D4fFhIuExPX6Zw4AcYDV5uuAwHM8WERqiSseKPa8x4kQtSpfynjWXw2s+rnfbUEWlZS+jcRe5/tgQkfCoHnWhWp697ab55g+N82JefWPGJ3mRTV4i8AgsiONrHveQmQ0SRy6bR2gucujd119qO5zIv7jkr/0Q/RM8iz7wGQv6fwkI4bVr1+bMmTN+/HgGg1FfX3/8+PGRI0f+2fqBgYHHjh17++23g4P78IP7F4KV7jO1KMamdmsb7T5MytK6FLwYIYCg8l1l/zdDPaSesIG+qAsMfj90ZmmsSeY6mtV8eam86nMVk0vHDNo8qNqq9g2lDHjbq7zc70Xm9KMxKAI0tfbS0SK8rgJihxcWyjI3hHgqnBhqv9Fkbgjxj6IN3BS6vD5Fx3ccHyJ68KkKP/2Moe77ToyljIfohIFMJyXO7d4nk0ufeyXh7ocdNd+o22+Yh+OSeFogef71hBFfh1vkLnO7a/CHbDKFNK0o1mlATVJnxnrW8sfJI7dHyC6ab7zU5jSht15rv7pKrqzsruxRfEkD3go1tbpQB9pbn1l0wuCyoGlrvRLcIZ+wTa0uQaG+8l3l2J2RfyaoW/sPTezUAGmZEfOK7w23Fb39hmLC/ijpaZNVReR2eZD5KqspV6eusY39pQ//4ORFQaoqq1nuzWCC4O77Ha0XTFkbWG3XieLPAACaPzluRoDoZB9UrIxXQni5Oo/IBuqCouOGsilS5R2Lqso+9VD0C61p43+PjJ8ZSGWQAQmM+Jpz/5OO2n+oC9Oay2e1OLrcy+qSN1gykxYEKiosHQ+t4cMZE/dGtd8w2zXI9RfbIArG/xYtLTcq71vvvKU4FMN/+ntX3IzAtdLU50rjup7YCTKHIRk+fhyK4rbXVfhFUEMyfNuuebGuEp4PVNfaCCy5/m+G1Od4zV9EjvULzfJ9tEPjG0YJTqZ7ZnabcvV1P3VCFMRM8g8f6V0IIYHR30dUfapCnD0pHT2InDgviED5TltDlE/J3BDy9LduCWsyjeQXQY0YxZh6OKZhtzYvgl82pcVtR8OzGckLAu9+oMwL55+f3fpwm9pVF/Tq8E9iqycaVZazcyQPtqg0tTYAAIlMlNUMSqRzhjOacr0mCCg+ZKcR4WT7zThGtK18hn8nngXg/5/ARKz69+//0UcfzZkzRyKR7NixIzq67zohAevWrQsK6qMk+K9F0vygEV+Hd9yzDd3Cpvl7PegnO7vMbS48c9jeiQiL9QM2hbGHMibujVrbkhY93u/xz11WpRsvW6+4bREW6afkxxBKprJL5qaDegqDBFGo47mKMkWYlq9Dh1x7oS04iU7osdHxHeJThkF/sC79wqkzS+NiZwSaWl2aWhueTyu/akacMH6WF7sHdcOqz9UjvwnHnwarn8/zZ+MfbtOkv8DyeKl6kLme5RNKASQoLNQHJ9NFxwzL67lkGunhVrWywkLzJ0MUJZFIrFS6D5Oqemg7NUGSx+E92KrqfGK//lL7zNJYWxdy+w0FXt3JaUDufdAx9pcIgt4WhU6afDD69usKVj+f2KnEeWsMBpGz6YBuwp6ouOcCnv7e1ec6VVvVkWP8UhYFJy8OatpP1FfywGVGUSdMe4HVmzMFAKAyyMmLvCZuIQpuv6lQ3rXMu56YuSFEWNR3q1LqKqawsI/p3vARDIovWXHH4tAhNd9oDicKG/Zos14PfVGZHj6CoeM7PA/FoUNuvNT+8Au1UeKSXbYEJ9ESZgeuEqYy2NSKTQrxKWNoli9ihx33befmtdoNqKra5htKXfooGUVRS4f70nyZXyRtaW3K/BuJGa+wfFiUyDF+EAWqhzbCKXFXMnuLiyUvCRKd8OqzoviSEuYEEvS8UlcxFZUWQtvV+JzI+l1ajx41RMHFhfKH21QQgmmHYwPiaKfGSgjqXdET/QPiaAR1rYxXWITIx10R3HLWhJcD4y4PNre75d5jhbgZAfNvJibMCkCcaMLsQEYkrSlXn7UhZGFF0mpR6oJbidOKYp4vTfy4azpj96Pfra8JBIIrK+RH+4ue7OxKWhAkLNLj5cBGfx9R/ZXac8IGkbN0tJhMI009EkN6FgH+Vjy7/f/HUCgU27ZtS0xMLC8v//XXXx89erR+/XoGo+8G0L8XWa+FpK5innu+1WnoaVdQPbQ92qGZURKLJ/7UbFdzVzAxBXkAAC2Q7MOmhg9jDP2Uffc9ZdkUqeaRDQBwb3PHmJ8iCO7cXU/t19a2Za5nvazpN604BpCAo9N9tL/o7PSWI0lCKoM0OTcaHylRF7y2tm3k9nCPnh8AAEDQfsM86WC0otJaNqXFk6bUfd855MMwQrwXFuoDoqkxU4ixTXHHEj6M0bBPixf5w3Z+fV1bxsusdcr04BSa5Kyx/abl1hvt43KiaIHkq2vb77yliJ0SsIrPRRGQMDtgdXPqOnl6xCj/J790nsgW+4VTQwf4zj4Xr220V7yj9Oy14p2O+OcDo8b30VHmF0lFEUj6czuYineUQzaH+UVSh23lPP2tq3cSrKqyCYv02NTd4A/C6ndrCTYDGBA7vLJCnvEqq/VcH9KSGNLXMXn53cKQEAW3NrRrGxzzrib6sCghWb6McCp+jOVB3MwAU6sL31fqAXdF8O23lIVcoVHinHMxfv7NxOTFQRQ6acgn7EffdUIEKCutZ6e35IbxWs4bXRZI9gHqhzazzDXwndAbL7cfGyBqu2Hp/1bo3CsJwSn0lnIj6gRkCqnfy6z4WYGnxkk1tbYx34dT/MhDP2EHxnnlu2lr+2h97pNrlrIkuKXciE9JQbdTk1cApvmT09eyGvZ4jW/8o2nDt3GuvdBmbnPZu5ATw0SSMwYSAJNyo1PXBE85FBMx2u/hF2rCaWS8wuJ7t11FjvGDbqiu7nkbGWxqxBg/aVnPwyJTSSO+4lR9qvJS7oTg3ocdwhMGPw5VVWWLGu+3is/N3sphZXhN1QMA1m9Yf/DqL1/WvVg9c/eYnWxNra1sSgtEwaNvOz3jqpAMn7Q1zPsfq5xGtGGvtnSMJOPVkOnFsX9G/XuGfxueBeD/A9TW1q5du7Z///46na6mpqa8vHzq1Kl/90n9Dxj+JSdyjF/5zFaXCQUQdNy3Xl4qm3QwGs9q1vEcwqNeXkkAgtp/aIZ+yuYuD172JCVlWfD5Oa3lM1oceiR5kVfx3N6FXFggG/dbZMrSYJo/OXUFc1FlMiADCKH8unnwB2FTDsV4PJcw1GzX+IZQMtd7EYMlZ4wkKil9DXPOxYS4GQHHs0XtNy2qhza90IHpUfecGgoefd859FOiQ5HLgtb90DnpQPSkA9EX5rXihYKf5nTZu5DhX3F8mJQFt5MW3E6iBJCVFdYHm1Vxk/3JVIAikDPKLyiFPvt8/OOfuySnjH5R1JmnYqPHB0ASgC60MElYmNps60RExw33P+oAAEjLjMpKy+gf+qj6AgDuvqcc8iFb1+zAtHYJkJ41GSXOARtDAQDBKfS45wKe7vTq/kSc8MbLbeN+i8Soqsw0H/YQhqCvfLTyXSUzzWfsr5FGqau3djSGiJF+mHw3gODOWwodzzH7fLynyzlzA9GwDwOZSsp4ldWw1+tfbita+63m8U+dxmbHrLL4ybnRof272XY2tTs4meayIAWx/MvL5aoq27Ti2JdU/VY2pYz6NhJxoEap69JieUim7/CvOGQaCXWBo1nNiBVCAKIn+kdN8JOWGQNiqKv43KmHY7JeD/UNpbRdJ44M0lYzm0sMhFgbEEML7e/betGLtt1nFTpmqr9B7DRKvWQ6st4IwfTS8QszXwtJmB14rL+oIF6geWQHAEw6GJ3xB4Fr+JfhopMGvLwzACBpQZC6xmaSeSXT3JVM4VFiFZpf4N1/vCQYdUFP9uy2oVdWyJ/+3kUmkTjD/TCzv38SLLOzs6urqwVCwZov52bsIK9tSR30bqi03HgwlH9udmv1V+pH32noQWRxqbEgTiC/Yp5zKcHjOvoMfy+eBeD/GZiI1ahRo/46Eau/FON+jQwb5HtipLggXnDz1fbe/ZqV7yqzP2Pj81pJmZFMI8U/Fwj+aPBf2ZTa+dRuUyJe839ueGW5PGVxEHd5T4yMGM2YWRpHIpEoVFLVF+oL82X4LET10Na4X0soYkMU1HytHraVDUiARAZDt7CnF8VeWSG/+Wr7kM1sfHslAKCl3EgLIMdMJuadDbu1UeP9QzJ9EucGZn/GuTCv1WVCAQD2TqTma82UghiP2kbUWL918rQJOZF2LdJywRQ7PZARQqn5Un1picyXRZl1Nv7W6wpFheXyMrlV4w6IouqEzqw3QjA/3cgxfnU/dZ4aK7n1mmLKoRhCbR+D6IRB2+gY+gl7cm70nY1KvPAIAMChR+68qZi4N8pzXSO+5DzZ2YUvadZ+o2FyfVKW9tzVQe+H1f1IVH0SnzTKr5knHYgmU0n9XsI5B/RCxvqQxv26mxvatQ2OOZcS8Boj3OXBykqrua0P6avM9SGiY4bu7BwCXp6uMLW587F90f3kAZtCMR0PiMD7n3TkR/PzI/mFKc1BST4QAYgTXXAnMW5GgLBIf3GRrPJdZVASHUVgSKZPUCLt3gcqq/nZob0AACAASURBVNIFEUgPJls6XD4siqbGmjQ/aK00bdgXHA8vIf0FYqACAATG00L7+7aeJ7ZIpa5kinoZI3KXBwuLvBaSqaTUlcFNB7xuVHAyPWaKf+23GvxCEhk4dIjThLitKJlKWvYoBa8f5xtK6f9GaPVXXptQGeSUZcGCAq+dp61mikoM+CJ/0vwgbaMdr3gFSGDMz5G3XldIy4xmuevMRGlLuQlxwmHbOM+XxXkViv4EoaGhFy5cmDVr1tChQ+9U3xzyCXtJdfIaUWrGyyzUCR061G2FI7/hrBGnzjwV908MMZ/h34xnRPB/xoZXq9X5+fm7du1KS0vbuHHj7NmzSaT/zqINBDdeaVdWWubfTPLUmTFIy4wPtqiWPf7/2PvugCjO7e13ZvsuW1hg6SwdxN4RO7FgJVGxRk2MUW8SjSYxmsQY0/WmaRJj7x0bFuwFBBVQEGkLy8LuAtt7rzPz/bEGl4Hce797c28Sfz5/6bs777wzO8x5zznPeU7iUzuHgRN9RYO/CPW305ILltL1qrEHo269LiMx4NG7Ilnx5Oqt+qZTpuwbsTiekfK+vWCpTFft8rXppQUTc8oTmDEkn/bF0O/DE6Z3SIHX/KIXHsULTTSdNV+b2dp7VXDGpg653tNDm/usCsbV1Xhs6OFEYfaNuHZRhYKlcrvKO/FsTPE7CgwBw38MB51Q8qGyeqveY0MDYkh2mZfMhskcYlZudOtVS+l6dWAaxa70Dt8Szk4kX5ggHX88WlvpqPi7duD6kDtvKchswpyaJAzFms+a1WV2Vjw5bCgjcjjDZURO9BVNusD3NVy6s1zhtaOZe56SA24tkhEZ8IifOqznznIFgfxEkERT4bg4UTqzIhH3S+X2Ew3+PJQ/6cmPYmxwnRkhnnKJH9KfBgCwtnpO9BUtbOlCPQMA4NIj+yLqg/tQs2/EdU6QF74pp/OIAz/BBxUAAFdntUaOZIRl0AvflGMoyNgUGtKfRmLANrn3eM/Gief5N19ts0g8oen03m9zPVb0/vsqpwHhJFMoHFhb5YwazQAAoF4wOZ9/cbJEec/uMqKsWDI9jKgqsRNoUEA0ue+7QffXqubUJbVLdfrg1CGHE4XzxckUTgcLVL/fID5nmXA2xn/QZUAOxQsXtqX4b4mceuRwonChNMV/w2FsdJ8Z1rxQmuIfmLHJPMf7iGbcT2AnkgEAGAryRosVRXaYDDAM0LiE4T9HJExn2WQedbnTUOc0NrqNQpeqxEEPJ8IkCIIAmUOgcgkECqwoto34JSKoB4WTQvHVUOUOaMr4e5j/lrFik0Zf5xpzIMr/EhR3bfmTWjx2FEMwDAWDPuMN/LiLX+Qf4/bt2/Pnz1+8ePH69eth+E/tXz0vQwLPDTD4jefg4cOHu3btys3NnTJlypo1a7p37/6HrO33RcUmTc12w+SL/HYr5Tajuf1EI7dF+GtcNB43VX6nzSnzK2rEQO6ApoHrQ+KyWRiCPd6iK/9a039NSOUP2kkX8EpS1lbPqfSm9C9DWXGk8+NaEC/mu8ExYwN0Na5R2yJipzBx38/t3/RSYVxgtw75rfyp0ohhdEm+lcYjjD0U7Xtdyotst1+TzRUk4Uz+o2+06oeO8SeeUjoRN5Y3Shw+lC7Yb5hTg3+5AwAMAtfZkeLZVYlmifvGy21WmQdxYgQKhHowajAxqDdFdts+rSguLJ0OAJAX2q7MbJ16LVZX7bi1SE4PJ9rlHgwBGIAIZIjMgVEP8JgRFAEkGhQ2lDbu+BPHxWNBj/VszNwT6ctYt1y1Fv5NPrsqEWcFfRpGOQ8SGOGk3P6iAet4uMA7AEB41Fi7w/BSYRwAwGNFTw1u6r0qOG3xU7fs8kst0eMCuowu3ntfKdhv7P12UGeSOQBAV+W8OFk6vznZX5LTh5arluvz2mAi1G9NiE3lFezRIy4sdCAtZiKrarPWrvAyool9V4d4zIix0a197NRWOgEGCBRo6A9hqQs4+lpX/mTpoE95gr0Gh9prkXkZ4US3HsEwQAkkDP0+LGE6G4LBzVdlQT0oneXMLk9v4U9g+l8jAMBtRg/ENCyUPtV78uFCliTtdS5ub3fpxZb4l1ipCztogF+cKE2cxcYNPvpGKyuwTc7nax878zLFLgPCiiVa5Uj29Tj5HVv552oiE4ZgiDeAxk2jcJIprHiS8KgJgkH/D0IwDLiNiFOHWGWekg9Ugd0oDrXXLPFw0yi8gTSHxot6wLijUe17oyeKV+WJvgy3UegSnTDV7TEE96Lpah0WsWfUzqi0xXjd8n8RMpls1qxZgYGBBw4c4HL/vKHm5wYYPDfAoONz4PV6P//8861btzocjtWrV69YseLP/AT/GxCdNN15S/HC3kj+JKZd6b04URI+nDF8y1NvDEOwYz1Fw7d0EH0Un7c82KCaWZ7YbpKNje7zYyWIG51TnUQNevoe9DrQM8PFyXPYvpeppdVzdrjY2uqBCAD1YCkLOC/swxMvL73YwhtAG7Cug2HQVDjyp7bMFyUDAG4saHPqvBPz+CQmnD9FGjuFicsfd3Z/fbArvYcShIk5rBf2d3A1fLiQJYmZwPTJfmEoMApdjzdr6/YYyUzYY0NRN0akQzAJ5vWnQTBAPJhZ5LbJPTAFECgExIVBMIYhgEiHp16L9TXxBQDcXiyrP2hkRBFdBqTveyHcVIqlzaO4Y2+7bZ1wNiaoJzW3nyhzb1Tn+DkAoHS92tripgYRbTLPuK6KQzAEO5La+ML+qPAM+tXZrWQWjFPnUN6z31jYNq8evzu5+55SUWQb/GXonTfk8xqSu2SG5Y0Wd1/K5U9kWls9knyzUeAmcwlOjVdy3ox4QXAvqr7GSeMRGZFEuwIxS92YG8MgAGEgsAeVk0hmJ5E5SRSTyNVy3Rb9Al1xz2Ft8YzeHXFjXhsGALc7tffbQbV7DK1XrQQKILMIQ74OTZnPaV+nvMhWuEw+pzYJtyrxecujbzTTiuJx45dfaomfxkqZ38FE1e0xtF234m5d02lzzTZ99o1Y/0FpvqVsgzrnQYL/oNeJ5fZudOpRp94LwRC3G0UncIUOoOkFrqgXGBQOQV/rmlHSYSVGoevsKPHClhT/jUvFRo2lxTPylwivA9VWOtUPHYpie/MZM0yCaKFEThKZySeR2QRFkR3xoAGRJKPQ7bEiiTns5Hmcsg1q6WXLkK9C/0NlDK/Xu27dumPHjuXm5g4ePPg/meq/h+cGGDw3wODX50Aul69aters2bMkEmnWrFlbtmxhMpn//OC/IBR37VdyWnzd0eOnsYds7NCwvf6AsW6XflpxhxfNyUFN/deG+Ktouc3okWQhfzKr7bpl3LHodo2qG/PbMAyMPexn8DCQN1qsLLEzo8mmJhc1hJjzIJ4Z84QC1njMVP61ZmZ5Ai7ReylbGvVCgI+m5KtalhfbMzaF3lgomy9KxrG6Hm/WKe/Zx+fijZb6oePiJCkEwLR78b4MbjskFyz31ihnP07EnbdgiUxRbDc1e7hpFJvSQw8lEmnQgPU8Eg126pHiVQqHBhn2fdj9tSqYBA3bHH7nTTkEg6k34kL6UpvzzIVvyLOvxtYfMgr2GzwmlMSEE6ax2cnkhkNGa6vba8M43SjxU5l2FeJ1orz+tNjJTCafZFN46WFExIkdjG2ACdAcQdJvpf1qtumlly0Rwxmik6Zpd+Jx9wEAcGZYc6+3gxJznnrPpR+rpPmW7JtxlEBCbv+mQRt4vgiE24xaJG5WPLntlk1RbGu5atXXughUCIIAhgIaj2BTeDEvSJrJBhAQ5Rpjp7KC+9CER40AA72WB5ma3FU/anu9GaSrcWbfiAMQMDa6zwxtfulOHDOGdCSlkRoEa6tc9DDiqF8iNI+cj77Tom4MJgMYhtoVnfxxtFvjC/ujcEXnqAfbH9mQ8zABx4UWHjU2HscLdXUZhUZc2P7I+lmVif7VwxgKjiQLX9gfFT6M7tQhbbes0nyL5KLV60IRG9r+QowcwejxBjd2CpNIg1EvdjhBmHU6pn2z5cPpjOYBH4fwJzx9V1haPCcHNr3SluL/aPk2jlGZAcZGl7XV4zajLgNS9bOu9/KgpNnswDQqBIErOa1NZ0zdFgVm7v6Xqhn/Kc6dO7d06dIPPvjg7bff/l0m/H3x3ACD5wYYAABBUP/+/SsqKiIjI99///3ly5f/0Sv6r8Mi9VzIkpA5hOwbsf5vK48VPd5L9ML+SP/Smpar1rvvKGZXJ/l7rg8+U5tE7jEHo6T5lluLZX3fC+7zTrAk33J/jTLnYYJ/b0EAgE3hPdGn0alGCAwYdaOoFyTNYY/ZH9VwyFjyoWpy/pMsZjskFyx331XMrkryNzD3P1BVb9UN+IiHE+VA3NiRJOGEszG4SDgAIH+qlD+BibixxqPGacXx7S9ExI0d7ykaviU8JgtfyOS1owdjhUQGhDgxKpdgU3gJFIjCJYSl0yUXLelfheoqHTXbDVNvximLbU2nzf0/CLn1ugwmgCEbQ0s+Uk+5zA9MpVyd3aqpcCB2LPIFhkXiefFWnEPnPZrWiLkBkQHBJChlAYcZSxbsMhjqnQCDKMEErxVlJ5ENAhcrgTy3NglDMFmBzalDPDaUP54JCMClR1wGhBpMPDWkiUCCch4mBESRMARzaBH/6HrzGVPpJ+phP4QDACwST3OeWVfpmFmeSAslAgCaTpsffavNOhn94BN1Y64JAOC1oYwIUvdlgaED6QVvKtxmb7/3QxhhxLurlakLOAQqLMo1UgKJZombHUe2yr3pX/KS53CceuR4b1HkKDrqwYxCd593gpNms88Ma06Zx2ZEkSt/0Brq3QACBBIgMQkmkRsiPGn/l7Ep7NZiWdIcdkqnvpAVGzVmsWfUjgjc+O0lssAUfHTaY0X3RzUsECfjDHmXUeiCZfKAaFJ77N1jRXU1TsFuQ/NZCz2MYJV5w4fRA5Motbt0GArBJOC2oDARmv04IbBbB7JS5fda9QPHuGMd9nk12/XyQhtu8HRG88D1PP+nq/W6tXiVYk51kn/4QVvpvJAlydwXGTOemT9VKr1kSXiJlXW6Q277P0RjY+OUKVOSk5OPHTv23+jA9p/guQEGzw0wiqIkEik5Ofn48eO9e/f+o5fzv4PXgd55U6G8bx93PDq495MXzY0FbUQajHsJnh0h7vE3rn9K0m1CDiUKZ5Qk+NxKS4vn6swWZgzZ0OAa9Ckv/sUOrz8MBRfGSzipFJgIqn/WQ0SIk0zSV7uITEJABHFiXgxOhdhtRo/1aBxzMCpyVIf3hfK+/cIECT2M9FJBnL8QsWCfofG4yb8njA+6KueFCZL5TSkECpSfLQ3uRR38xRNf/9G3WkWRbeK5LnjsvkZAMBHMrEzUVTrr9hhUDxx2hYcWTMy+EcuKJ59Kb6YGwRAMTbrAv7VIRg0hRo1m3FjQ5nFgYw9FJUxnXcqW0sNJo3dFqEocV3JaAlMpRpHbY0IQDyAxoNlVSaoH9luLZIgL67aQkzSb3XDUJLlgGXso8s5bCmoIUVFsY0SQEBfGiiNRuURrq0df54KIgBlDogYRzGK3Q4NQOISU+Rz1A6eu2gETISafFPciCyaB5rMWg8CFeTF2EsWu8LjNKIZiAAIQBPEGUmOnsCJHMK4vkDk1HogIseJIvd8ODhtCK3pbSeMRBq7nnRrcRA4iBKVRTSJ35t5In6uXN1qiKrXBFJhAAPManxi8qzNbmXzSwA28wwnC4T9F3HlLHjaUZqhzoR5ADyP2Xhncdt1Su9tACoDjprIsLR6XARn5S7hP31uUa6rbbZh6Df97+VhdC1vxJLK2m9b7H6hyyhJw3788vSVuKj65K9hrkORbJvjZMJvc23rNWrRSkfZqoLHJpa9x2VVebholuA9VVWKPHM0Y9kO4QeA60a8JAEALITg0SMpcjseJBKZQB33agQPlsaAH4xpyyhL8u0S7DMjBOOECSQem2OMtOm1lRyVqDBzr0Tji54jI0R2eakWx/UKWxGNDIRhKmMYcf/J3s74Yhl2/fv3HH38sKyvr2bOnXC4/derUn4rL8twAg+dlSDAMr1mzRigUfvrpp3/0Wv6nINLgzL2RAz4OOT9WUvWjDmCg6iedrso5bHOHwlZZgc2m8CTkdLCp1Vv1sZNZ7UFdZgzppcJ4h9ZrbHSH9MG7oeVfaRA3Nnxz2LAfwiddjCEyIF2Vi8SEPBbE0uqBO4Va769VxmQF4KwvAKD0Y/XQb8MTc1gXsiTthT0YCh59o+23pouEWflXmj7vBBOoEIBA5u5IwT6D/I4NAOCxoZXfatO/6rp+9/4HqrTXA7stCrz3npI/iTnhTMwrrSnTiuMhGOT2azqd0Rzch5p9M54RRbowQZrxbZjknLnhsIFIg0g06N67ikvZUjKLkLk7AiZCzFhS1Gi6/I7da8cQL8i+Htt7VfDVOa31ewzcbhRud6pZ4uH2oI7aFjHip/D8ydKAGFK/1cHUIKJD7cW8GOLB1A8dUWMZ0+7G+by3ET9HkAIIGX8P9Tqw2l16XZUjcjRjfG50QDSp/EtN/T7jsB/CXtOk9niDa2hwBvWmBnajvCJLfcPbY/TOCIPArX3kvDq3zdzs8jjQHku4E87yUxZw2EmUrFPRxkbXqfRm/iSmWeSGSVDOgwSf9W06ZVKV2DEADf6UF53FLPlQBQAQHjHqBa7Bn4eSGHCvt4OEhwycRLL4rAUiQMkvc1h88o2FbfUHjZGjA4L7UluvW2PGB8yqSGjvrhE3laWpcHSuemJEEEP606SX8YW/kaMY1haPf1W3D4k5bFEuvu4oYhij9Zq1dL36xsK23AFNO5l1J/qK6vboySzYLHV1ezVw6rXYJeZuOQ8SRu+KzDrNrz9kPD9OeqyXiMSAEmex7SrvwPW8zP2RwzdH1GzTGxtc/pOTmHDqK/haL0ogIXoso+l0h2rvpFls8TlzB+EUCPRcHtQuOdmO8KF0bk8KBINBn/J+L+vrdDoPHjzYq1evFStWjB07ViKR3Lx584MPPsjMzDx+/Pjvcorn+L3wbO5B3G73N9984/F4Vq5cyeH8czLh9evXs7OzQ0NDS0tLebz/b+r/XxqmJvf1ua0wGTI2uGeUxndoO4iBs6PF3V7hpL7ylIbqtaOH4oXZt+K4fqI8GIId6yGKGs1oPmeecIbfnsnzVdPOfNihoqZkrariW21cdoA4z4qhWHAfauorgakLORQOQV5ouzavbU5NIq7yRF5ou7VYNrcuCSZB99eqZLet2TfiSEy4+ay5YqNmRinePfKV6MxvTm4PsEsvWwrfUMyuTKjZrtc+cnbJclI/cFx6UTpXkEygQMd7i4Z+G9ZeiIWh4MaCNuFREykAihrNSF0YWLtLr6lwQgB47OjchiTVPce1ua0QAZr1ONGh9NRs07des6Yt4bJiSIXL5UQGPP5odGRmwIGYBloIPPtxEoDA/TUqyUXLpIv8hoOG+v0GjwUjcwiZeyIeb9apSu0kBoy4weidEb66o/KvNWUb1GmLA+UFtoAYskPtfakwrmiVon6fgRVLHr4l/PEWHY1HjBkfcP8DJeLAKEGEGSUJ7bnklmvWS9lS1A16Lg9sPG4O7kHV1TgpgYSoFxhRmQGCvQbpFQsrltx7VVDl97o51YlEOiw6Ybo2rzVpNjtxNvvee6oZJfGnBjf3WBZYvlE79WpscB9q201r5bfalmtWiAiFDqZpKpyYF5DoUNoybvelgQWL5W23bdOK4jqIkAMAAChYJmfFkTpvm2p36mW38eFcAEDhm3JmDP77Hht6IKphdnWiucktL7arSu2qUgfAAEyGOInklAUcbg9qYArZx5SWF9luL5bPFTxNozzerLu3WoEhAMMATAZULtGp847YGtH99Sf8vsrvtYq79gkdA8L6WtfFiZIFkhT/SHLzGXP1L3ie1/lxkm6vBvrHjTw29HCCcMLZmKc3BAN5YyTyW7Z+64LTP+9Axfj3gGHYmjVr9u7dO3LkyOXLl48aNcr/08rKypycnMzMzJ9++olMJv/GHP87PPeAwbPqAW/atGndunWffvqp0diFeFBnjB07Vi6XU6nU6OjovLy8//by/lRgJ5CnFceHDaZjGNYufutD3R6Dx4wkd0zX1e40RIxgcDtK4jUcNtF4xBG/RIzeFZk/VerT9PE60Bvz2zL3ROLqWdM3hibNYTWftRBpgECFdI9dFV9r8kaLGw4Yr8xszdwTibO+qBe7+55y0IYnDc+HfB0a0p+WP1WKOLDyrzVdu78btb2WB/mnt/kTmPyJAQVvyB//oBvwG+WVxe8o0r8MJbNgAgUatT3iznJFu2Yv6sXUZfYJZ2P6rAo2CFxXZ7XqHrvILBgDGG8AreZnvceOEqkQhmDHuglvvS4PH0qf35Qc1INSukE99kgUOYBwbW7rxUmSiGF0jx0Tn7fARGjod2F93w/O7ScS7DdSgojUEELoYBqFQ1CVOhAXmJDHH3c06s5yxe0lMpvc23zGHJhKqd9r6PlW0JRLfJiAXcqWKgptL96M6/NucMEyOZEKyW5bi1bKud2ozFgyAFB750eb3Fu6TgUwEBBFHPZ9RObuSKvMs0CaMvZoNCuOXPS2QpJvIVBgjx31OjBWDKlohaL8a82NhbKUeYFjD0fHTWYxIohNp8yjd0bcXa1kxpGqftLvDW+4ktOqLHFgGKBwCIk57FmPEpc5017Td4seE3B2mDgwjZIwg+XrEIBD6oIuFDYAAAnT2C1XrF4HXpUzaSZbdKKDs2uReup2GwhU6HCS8N4apcuAdHslcFZFwiJ1alZutE3p7fZqYOggWnudUsRwBoVL8KmSWVo8+ZOld99VsOPJtHASiQljCERmExZKU9utLwCg+1Ku7LbNrugg+MztTiGxCMr7HVr/8icyNRVd9HjASXyTGPConZHX57W5jAgAAGDg1JBm2W1rz+Xc38X6AgAgCEpNTX348OHp06dx1hcA0KdPn/Lycr1en5GRIRaLf5czPsd/iGfQAAuFwo0bN+bk5Px/HcXhcAQCwfz583Nyco4ePfpfWtufEzAJyvg2bMLpmMI3FXfekvs0+ewKb+k6lb+AFAAA9WCPN+N7E6Fe7OHn6sFf8AAA/InM7BuxxSsVNdv1tTsMIf1o/gRRH9puWttu2jK+DoVJMIEMQUTgMqOGWtetxW1jD0fFjMcTo8q/0lACCclzf90HQGDk1oiAGNLp4c0YAuJexLe1MIvdkovmnm/h68eGfhPWdt3GSiDjqpV8aLlqdeqQ9sqWyFGMiBH0h58/0fut2qLjpFDis5mDPuXNEya/qkod/mN4zPgACpsgK7SVf60pXCrjDab1fItLZsN2uYdIhy5OkVZ+p51yiZ80i5NTFo+4gbrckXUqeuJZfuEbcu1jJ8CARewmUGC73BPckzqrMlFRbD83TjJ6d+SIn8Kvv9zGG0ib/TgRcWKHEhpIAbBd4aWFEcksGPViZA5RUWyfej0uYiSjx9+484RJNB7RrvS6jChMANPvx7P4pOqfdAAAVZnj5KAmlwHp+VYQI5LUeNwYO5nJSaFUfq+lBhGaTpvtSk/WmZjpd+MABinu2lAABPsMJR+pMASVF9ty+4lyBzSZm92Ff5PnvSDGMKApc9TvMziUHmoQgRZCGH8yGkOwtMWBnCQyhmCl61Q3F7a9cCBq+Jbw1IUc4bEu+imFDaFjXgyv1w0ANZgQ3Jfaeg0fhQ4fzrCrvEahyyRyl3+tye3fdHJgk77ambY4MKQPdUZJwtBvw+KnsXwNmMMy6DABKO7acZNkbAwteFN2bU7r8V6NrTdtATGkwO5U1IlCBCj+RRbAAI3XYdtHYsAJ01j1nXWnZ7EbO+4GuuzxEDuFZVd5/VWgAQBxU5n8Scxbi2SyW7YDsQ2qMnv/D0K6lIj5t7Fo0aLY2Njf+pTFYuXm5s6fPz8jI+Py5cu/43mf49/DMxgEyMzMTE1NjY+PX716tVgs/gePY5d48ODB3Llz/zyBmv8l3CbkzlsK9UPH2CNRDz/XBPelDlzfwVms221oPmOefKkDfUl4xFi7y/BSQVz7iLnZfX6cxKFBsm/G4so2vA70eC/R8M3h/ElMc7O7eJVCVmB3mxGYDGEIRgsmjdwebm31hPSlhQ+jAwA0j5wXxktmlicERHcoRHFb0H2h9dFjAyaew2fObi+W0SNIgz/rQiz6YEwDIEDzBB1qlwEAAAMnBzf1XR3sX8DjUHuPdm+cfi+BzISP9Wycfi+Bk9TF8+CxokdShXallxVHDh9Kt8q9ikIb6sEiMwOmXOb7vHZZge3a3FanFuFPZI4/Hi2+YC5aoQyIIhob3aw40pAvQ4veUYYOoknzLTAZmt+cTKTB119uI9KgAet4FyZIqEEE5T1H7FRm/w9DLk2WcntRSQyYFUd2aLy+ii95oe3StFYCFSIQgF2DJM5gJc9lX1/QNnxzRPE7irB0GuoBky7EyArthctkc+qSLFLPid4iiAgAgDJ3RyTMYAMAxOctpR+raCFEu9JrrHcO2xLOn8B0mVCPBZFesT7apIVJoO97Id2XBfpKemxyLy2EAJOgC1mSlAWc6LEB1+e1oV5s3NFoH0vuSRHRgwQmn4S7aWWfqD02dOi3+Ex89Va9qtQ+5mCHum2XEbn8UotR6AYAS5jOTpjBCh9KhwiQb3583gSAxz9oVQ8c444+DWW33bQWvqkwCd1kDgwTIcSF9XorqOonLYEGT7nMD+lHOz20ue+7wf6FdgAA5T37zUWyefUdqpNNTe4zw5tfaU3xL7aWXrY8/EIz/W6H4r1H32p11U6c3JXXjp0dJVaX2yEARu2KSFv0x8gMFBUVzZkz5+WXX/7yyy8JhH8udfnfwPMQNHj2POB9+/bV1tZ+9dVX//YMAwcOLC8vNxgM/wcDNWQ2YcyhqIEbeOfHS9UVjr7vd8y6WdAHn6rxgoUYKN+oHfBhh2+y4skprwQCAJpO9bsD3QAAIABJREFU4VsRPPhMwxtA8+U1WfHkief4r5u6Jc/jUIMIEATsKs/V2a2GWtfVWS1331O6TeiNBW3DNofhrC8AoHaHPnI03drmefhFBz1es9jdnGfusyoIdELNNn302ICUl9nF7yhwH4nPm1EPljijg/gUjUfs+27w/feVJR+p0hYFdml9AQD6OhdAQUA0ud/akLAh9F5vBc2uThz0GU9eZDsQ0yA8bLIrvddfbht3NHrIxlBVif3UkGbNI6fL4FWXO7u9xsl5kBAzkflSQWzzWTONRwzuR6v6SQ8AGLU9ouWaNbefKLg31dTknnSRj3qwgtdlMAWySj1Zp6LTv+SpSuzic2blPXv+VClAseE/hM2tT6JyCRQu4dZiGZlJuPlKW+IMpqHBPfZoFESAojIZATHk+6tVl7KlrAQyYse6vcJJ+PWqI4bTjY1ujxVxaLxjD0c/2KC5NretcJn8/Djp483a4F6UuCnMwV/w2gtqGRFE3/ai26LAqs363H5N4cPo2TeectRhEhQ/jYXzF31ImsMW5ZpAp9dvwjSW5KKlvdeC9rHz5quyQ3FCmATBBLCwNXX4j+ERIxg+4weToIQcVmMnJzvtda680OaLfmseOc+PkZwfJ6GHETP3RLhNiFOL0EIIDzeqI0YyFrak+KrX+qwKrvxBi5snLIMOQXhnmp1AZkSQ5Hc6DEaPDTCJ3LjeDN0WBUouWOzKJ6FpxI0J9hpyB4jsKg83hbJI0+2Psr4AgOHDhz969OjRo0djxoxRKpV/1DKe45kywBqNZvXq1d99992/Qrz6B2CxWCdOnPg/G6hJmsWeVZHAjiNfyJL4t3Yp/UQVkxWAk0pozjMTSMBfNgsA4HWgtdt0E8/x225ai1cq2t+zumpn3W790O/wMbcxB6OCelIBBIUNpqEurP6AYeTOCGO9a19EPTue9DT4/CtcBuTRN9qMb8In5/MF+wz1+5/GCcu/1PR4I6izzoPHhlZ+p+3/Ucjgz0MVRXb/BnwYCkrXqwd/FtpZIqr3qmDVQ0fzGXPn5ku/HgyKVynSvwrN+Hto3U599yXcuKlMTjJlwDreq22pIX1oN19t3R9ZDwCo3qpTFNlcRlRX5Xj0tYbbgzr027DGo6a2GzYAQNknmviXWMlz2eoSe/mXGpvce3+tEnFgHhsmL7ZPK4rnTwiYfJHPSiDbVV5Li1tf4yLS4TGHo24ubDs7WkzmEKbfi0+cySbS4d6rgpxaJCs3xqFDIAJUvc0QnkHXPnIibkxZYncZvVVbdQPW8eihRN5gmuSixWdgHBpv3igxPYygrXQmzWLXHzIiLtRtQRE31vtt7vTi+BcL4lpv2trNiT9QD6Yqtw/8hDdwPQ8nc5Y0my063kW6NzCVQmbjk6kAAHo4MagXteWKteWK9dwYSf5kaWAq+eWm5KlXYwEBMtTh2z2lzOPUHzDielSQAuABH/NuL5WdHy/JnyxVVzjGHI5Omc8pWqUkUGGYBDAMTMrjT7rAb28xFP8S0ybzdu403G0RvsMg8EWhj+N7PCRMZ+ES21Quoccy7u3XZZpyx/01ykPxQtFJE4VDoPOI0+7F/ystFv6rCAkJuXTp0siRIwcNGnT37t0/djH/Z/FMGeB33nmnZ8+eL7/88n8+FQRBb7/99smTJ19//fW1a9ciCPLPj3mGEBBNyr4Vx58QcHJgk6/YQ1/jbDxqSv8KzxZ59I12wMc8nOmq22UIHUSPHEXPvhGrKnPcXirzvSILlsmHbAzDcbIAAOLzZl/7IHOLJ34aC3Fhl6a0SK9YmDEkQ4Pb1OxW3rP7c3OKVioSZ7K5aRR6GHHKJf79D1S+fuZmsbv53G+6v5EjGUE9qSQGPGpHRMEyeTvBqumUiUiFcArVPhAoUEAUkciAOzcw8EF00oQ4sZQFgYkz2Igbk1x82qWHGkKYfJk/9kg0LZTESSIb6t1miZeTSmEnkWeWJzLCiVU/6VIXBN5aJLuU3dJ20zryl4gBH/NG7YhAXOhBfoOmwknlwpGZDNSFmURuAIAo16R95JxbmxTUk3p6SNOd5fLHm/VuMwYToezrT5W0uy/hSi+br8xsSZ7FogUTQvrSVGX220tlOxh1eZliMptIDyPee1+FuLCh34XF57CuzGg5GNtwIKpBX+eytXpRD3AZkNRXOAtbU+bWJs56lDBkU1hIPxqZTUiYwRLsxVujsg3q0vXq5FmsLm1zxAiGXY3gyH0+JM1kda4jwlDATiDdfKXt/lpl6iuc+c3J/daEULkEAIHEnC6c6bAMOjWI4J9/RdxYxdea+2uUusdObhqFk0xOnMWq26mv+FrjtSP0MOKAj3ikABjXEAwiQL1WBD3u5AQnz+M053VqKjyP03TKhCOL9X47qGab3jfo0HgVxfbqn3Vmiaf1uvVClgQmQ5Mv8S0Sj77aOfF8DI5m+EeBQCBs2LBh+/bt06ZN27Rp0/OA8P8ef9Uo/I4dOwQCge/fWVlZWVlZN27cmDRpUmVlZbdu3QAA33777b+XA8ZBo9G8/PLLbrf72LFjYWFdF48+w9CUO67NbQsfRtfXutIWB+Jk8VuvW4tX4kWyEBd2OFE48Tzf1/XMY0EvTJSE9KXFTmF2/jIAwNrmOdFXlH09LrgP1SecKy+yNudZYAjETGS2XrMibkALgd0mjJNKHvr3MF2Ns+GQcVpxfDvJWV5kuzK9der12Mc/aANiyF1mf3Fi0bdek5EY8PAfwzEUnOgjGvptWPQ4PPkL+CSpp0iZsaTuS4Jwmg8AAMSJHU1rzNwb6ataFp+3lK5TzapMbL9Ajw091r1xzMGodmUxDAXHezUO/zEiKpMhv2Or+knXesPmMSEQAVDYBAwADAG0cKKpwQUTIW53Sr+1IUQGXLhMHppOkxXYXyqIC0wly4vsF7IkqBfDUBA2mB7Ui9p0xpz+Ba/7Ui74VS8CIgBGBKnveyGqEnvdPj3mAdETmMxIoq7aqSxxEKhQ2CC604iQWTCVQ5AV2mhhpF7LufHZrLurlbyBNJ9ENg6qMseNBW3tOVEMBXeWy9VljsmX+KYm961Fsrl1eDFnAEDxKgUlkIAjE4BfhZT9k6nSS5b7H6gIVMhQ635V0aGFEQBAU+64Orv1ZSFey1pywVL2iWpmeaLTgNTu0Jd/rUFcWOr8QHW5Q1flpAQSMAQjswnWNk/aosCR28IhGDo5qKn/ByG4jK/bjB7kN7zclIzzTc+OFPdbE8yfyES9mEONONRep8579x1l+HBGYCrZbUHdJtRlRDwWtPWaFaZAXjsKQYCdRA7uTQsbQguIIV+f28rtTtVUOAAE5gq66Avyh6O1tXXmzJk8Hu/AgQP/YfjwX8fzHDD46xrgDz744MGDB75/L1iwYMGCBZMnTxYIBFOmTPENVlRUFBUVvfrqq7169Vq5cuV/ci4EQT7//PO9e/ceO3Zs6NCh/+nS/2rwWNGCZfKWK5ap1+P8O4miXuzkgKb+H4X4E5fAr3rF/jq9bjOalyl2apH0r3id48m3XpMxwontMlU+aB85T2U0oS6MxIQDYsgwCYLJkL7agXoATIQmnudHj+mg1NF43FS0UkEgQXNqk9rLb9rx6Fut5qHDv/bXbUKO9RSNOxptkbprtuG1r9txcZKUP5HJG0C7MqNlXkMSTqSp4u9a5T37xLxfWWAYOJXe1Hd1SHurxPtrVTaFB0fDaThkFOw1vHj7CWft0lRpQAw5YgRdW+myqzwQDLhplJYr1sjRDHo4qem0SX7Hzooj62udGApIAbDXjsIkCHWjQb2pWaf5sltW4WGjptzhtqDtkVgIAhgARArM7UmJf5EVl80CGFazXY+4MHYSJXZSwNmR4pnliUw+CfVgFydLAyJJmXsifYZNfsdW+IZ8Tk0XphQAcDhROD43OqQfDXFjNxe22VXeSef4Pkt5OFGYdTqmXVWtHcoS+61XZXMFXUx4oq9o+JbwiBEMbaWz+B2FQ+VN/yo0LpuVP0WaNJudPA//qOT2Ew3+MhTPq8fAkVQhO5GiKrEHplEdKs+04ngaj/h4s674HQUEAIAAI5I06FNet1efbB/F5y1ln6hmVSTibPnVma3R4wLSFgc6NF5dldModBsbXW03rDY5ApOAU4fQQgg0HpHKJbhNqF3ljctmkpgECgcmswlkJmxTeGu26maUJdJCOphwRbG9YKmMFkaacCq6c3LkTwKXy/X+++9fvnz55MmT/xtNwOcGGAAAsGcFq1evHumH+Ph4AMDgwYP/9re//S7z5+fn83i8jRs3oij6u0z410LDEcMenqBmh659pPIH7bkxYtzXEDd6ILZBcdeGG2/OM20j11R+r8GN66ode8MELhPS+YzF7yl+hmt+IdfkDhYd69lYtkH1eIt2B7N2O712N7duX2T9lRxpzTad14FiGOYyIbs4tQfjGlxGL24ep967N0ygq3HixpvOmI6kNhxOErbetHZ5yYq7tgOxDV4XimHYlZktD79U+3/q0Hr3hAgMDR2mlVwyH+vViKEYhmH6OucensCm9OBvkQc9lNAgL7JhGCY6ZTqcIvQ68U+Uutx+gF+PelEMw7wu9NrcltNDm8QXzeV/V1du1rbetKoe2veGCvwPRBHM2Oi6OqvleO9GVbn93Njmqq3aLq8Lw7A7K+QlH6swDLu1uC1/qsR3ol8nwg4lNKjL7V0eWPKR8t77Co8duTBJculFqe/m+3BvrfL+B8oujkGxA7EN2ipH50/KN6pvLGy99Vrb3nBBzQ5d+zIajhguTJJ0/n79QYP/I+d1oJU/aHcHCbbTavdFCFpuWPeECHS1Tu1jx/HejT9DNbsC63awa4UnjJ2XdCRV6P+Uuq1I603rtTmtu4Pr9kUIdgXWnRnZfHuJrOIbTd0+/U5WrbnFjfndJLcV2RVY1/nHPdFf1HTa5D+ifew4ENtwb40S+yu8No4cORIcHLxjx47/wbmeJevzb+OZvQXffPMNAEAsFv+Oc7a0tKSnp0+dOtVgMPyO0/5VYBC6jvVqvPFKm8eO2BSePTyBXoC3anV79OfGiTsfe26s+NG3mgOxDbW79f7jFyZKqn7qwk6Yxa49IQLpJfPRHsKtcPU2Us3PUHXuQJG8yGaTew7w6490E+5k1v5CrvmFVJOXKb48Q3p7iaxgmex8lhhxd3jVFb4lL/ibrMsrOtFfdIBf/1vXe3ZUc93eJ6s1Nrp2B9c5NE+te/E7isI3u5g2d6CoOc/ku7THW7o2gTU7dPnZUpcJ2R9d77PEnXEyvck3j6zQui+y3v/UPuS9IBYe72Ba2m5Z90UIrDIPhmHSK5bcAaLfujRdtWNfZP3DL1Un+ja6LfjdT+l6VdEqeZcHaqsc+6Lqz40RX53TgrvPmkrHAX59l2bm3hplyUd424wi2MMv1FvhmuJ3FLgdmNuC7OLU2dV48+Z1ofsi67WPHYZ6Z/G7ip3Mum3kmiszW67Okmyj1ewIqH24SXNmRPMvxJpt5OoLkySoF636WXdhQhe2/MEX6oI3ZKoH9tJPVKeHNe0IqD09rKl4lWJHQK2yFL/5ODOiWZJvxg1en99auRn/+8oKrXt4Ak3lk92G8JhxD08gOmnC/jqor6/v0aPH/Pnzbbaun8zfC88NMIZhzxQJ67+N6OjogoKC2NjYQYMGPX78+I9ezv8anCTyjPvxmBc7ndF8+3VZ96XcwNQOihYYglVs0nZu+a4qdRiFrl4rgqZe4Zd+rJJceMJUkhXYjEJX2pIuijEKlsn7vBccM4E5pyopZR6HlUDmxJF1VU6Hxusjxdjk3sx9UUssaSO3RmgrHU2nzdZWd483uEQafPMVWTvvWl/jFOWaBn/WhdIQ4sZcOq/LhGor8dxaAID0ssWm8LbrcrATyUmzOQ+/eqLLYZN5Gg4ZB6zrgho94KOQB5+qZbdthnpX92Vd15mkzOco79sL35DxJzJ95c6d0Ws5t+onvdeO3nxVNnpHBDUYH7rs8TduzTZ9+3/tSu/1+W0vHIjycdyixwY4tIjmUReXBgDg9qASaVDVFv2ki7Gd+WUp8zmNR02ot4vwYEA0yaXzkpjw2MPRuE6Owb2pJAasLMUTmwEAibPYwmMdio60j52n0ptarluD+1AjRzNwWQNSAJwwnVW3C0/4wjxYeAbt3HjJ2VFiu9JLoIHZ1YnjT0SPO84P7kXz2tCStUrdY2dANLHHm0GTL/IhAtR9SaCx0aW857cqDCjv2c3Nrtod+uvz2hAHOnA9b5EqdVpR/NDvw+KnsVSdLiExpwu+WI9l3MebdTh+VsQIxshfIi5OkpZtUB1JbSz9WJV9PbY9JfGXQEpKSllZGYlEGjp0qEgk+qOX84zjmTXAGRkZn3zyye9OKKBQKFu2bNmwYcOYMWN27tz5+07+5weRDo85FJX2GldWYOMNwGf7BPuM9HCifytDHx58qu63NgQmQZwUyqTz/FuLZT4VpJKPVIM/DyWQ8dU/9fsNDi3S550gAACAwOg9kQHRpOhJzIQZrMszWopXKV68FTflEr/wDbmx3mVXeoh0OHQgza7ynhsjCYgiKkvtt5bIAAAAAwV/k6d/EdrZegEAHv+g5fagDv17WMEyGYZ0NDYYKF2nHvJVqL8K2MD1IQ2HjOZmNwCgZJ26+zKuf1OmdsRNZWEouL1ElrEprPOlPbmNNDhuCrM5z4JrxuyPhBlsfZ2z8E1FeAbdVzaNP1E20yRy6+tcAAAMBdfmtvZ8gxs95gmVDIJB2iJO3W595wMBALoqp13p5Q2kdWakAwDYiWRmHNlXH+UPlxE5P1YS3JcWEEWCunpzJM5ki453UfUb0pdKoEDqcgcAAHFhpR+rzo+T9HyD+9LtuLTXAjsX8gIAeq8Krt761LypSh15meKd7LrWazbEio3ZH6UotmXuieIkU6T55gMxDepSO0yBojIZ/T4IHrCON+z7J6VuMAlKe53rKxDSVTvvrVYe4DfcXipnxZKDe9GGfR82ZFNY9NiA9ux+0mx8iREAICGHLT5vcZs6lEKEZdADU8mC3fhdQsJ0Vq8VQbW7jGQWPP1+fFAv/J/Jnx80Gm3Pnj2rVq0aOnToyZMn/+jlPNP4o13wvyr+Z4GaPycUd237IgSPvnua07XJPXtCBOoKfKpPcc92IKbel0n1QXzevC+yvuGI8UiqEO2U/HVbkb2hAs2jDvM4Dd4j3YSVW7T7IwU7GDU7mLW3l7ZdnduynVZzvJ/IpvB4Hei5seKD8fXbyDU7mLVbiTUH4xpuvy7LHSjqfAoMwyyt7t3BdUaRC0Oxc2PElT90iCUKjxtPDhJ1jqaWfqK6Pr9VL3D+Vt7ahzvLZTsCav9Rzg/FTg5u2hFQ6zTgA8v+uL1Utp1ea1fhI7HtuP+hsvhdBYZh5RvVZ4Y3d0jlYpi1zb07qM5jw6/TofMeSmio3aXfFVjnNnd9FdVbddfmtvqPuIzek4NERSvlRpFrb6gA8XRxecZG195wAW4ZPpSuVxWtlCtL7Ee6CS9Pl9oUTy7Krvbs4tS5rV0s49wYcfUOXfUvuhN9RdtptYfi60WnjJWbtTvZddsoNXfekj34TLU7WLAVrt5GqRHsN7Tdsh5KaPB/0nzQVTt2MGqO9xUdiKkv+Uipr3O2X+PVOS24LyNudE+IwCx24cavzGyp+lmHG1Q/tO+LEHS4wyhWvVW3O7ju8Y/av0TS9x+jvLw8Pj5+yZIlLhf+hvzneG59sOch6H8b/0qgxmKx/PTTT2vWrPkfr+1/gLAM+oySBOFh442Fbb62a4Vvynu8wfWnSftQtl49YD3P3xeMncLstya4YKmsz6rgzo5UzTZ9xEhGcJ8O81A4hMn5/JI1ypABtNdN3ZNmsRuPm9VlztDBdJcOQVwYhmEOHYK4QfJ8zuDPQqlc2K721u01cNMoUFde6N13lD3fDGInkAEERu2MKP9K097wDvViZevV6V91ocvR973g1hvWgmXyfu8Hd+Za+4C4MMlFKyWQICvEe5DtEOw3YCgWn91FWW07UC+mvGuDYIxA/c0/0tRXAoWHjaoye+X3ujGHovzFEQEAjEhSaDq96UwHMTIMwa7Pa02YwU5bHBgxHP9pOxJnsaWXLB7LE16124ScGysJy6AP+yGcnUBmxpI6+8cAAHYiOSCS1Hari48SZ7HrduovZUsHbeBlnYppDx7QQojhw+j+vRYwFBgbXJXfad1mpOgNhfyOjZ1CDkunzW1ITpjO7v12UMI0FuLGqrfqH36hCexGpgQRsk7GpC7kRI5mcFIp/qos6geOG/PbzgwXkwII8dnM+eKUwV+EthdMJ85kt1y2tpeD+wCToIQZrM5OcPel3Jpf8M0EQ/rTwobQy79+osVmELjyMsX1Bw3Ti+N7LQ/q/Pz85dCvX7+KigqNRjNs2DCpVPpHL+cZxHMD/O/jHwRqRCLRypUrY2Nji4qKsrOz/6gV/lcREE2aVhyPurEzI5prtupNInf/D/HZX8Vdu1nsTl2ATwTwBtIgGBKdMeJiv147WvmddsC6LhocWVs8FC5B/cBpV3lH74pcpErtvTLIIvXAROzkoKZLL7YEpVHmVCeq7tsJZKjHG0GIAyXRIWWJo2CZHEOANN9yeVpL2Sdq9QNH63WrutzR3lKCFUfuuzq4cJncl6R8vFnHiiNFvdBFWTApAI5/iaV+6OjxZhdlsj483qwN7k0d+Amv/b2Mg9uMln6sHvFzRO93gqp+1OGj37/i0d+1ATHkmPFM4dHf7OjFSSKzE8lXprUO/zG8s94yACB1IaehozzT/bUqgIH0L3kAgJT5gQ2Hup6cGkSIGMnwdbXy2ND8KS1hQ+jDfngS102exxEe6frA5Lls4VG89dJVOa/OaiUw4PSvQhNnsnGf9n0vuGKT1ncf7ArvyUFNx3qIyjao9XUuRjSJFkxUlzrG58YAAOp26Q/FCwX7DAQyzO1JjZ3ChGBo6tW4dhGVnm9wfcJYzXnmM8Obr8xsDe5Lnd+cPPjLUF21E7fbowYTwofRxefwW5CkOezOPSSiMhkAdNXj4Zswab7lwnjJneWKsyPFCdNZ0+/Gc1K66PbxFwWbzT59+vS8efOGDBly7dq1P3o5zxz+aBf8WYAvULNixQq3211UVJSTk8PlclesWCGRdEG/fNaAYuWbNDsCagX7umCGnx3VXH+gi/ELEyXVW7V5L4jvva/wH3/0nebydGmX5zk9tKnhiOHBZ6q8zOb2qDLiQZvOmvZF1m8F1XuC6m4saL02r2UbtWYnq+7BZ6qd7NpdrLr9EYLtAbX7owQXsiTHezfuZNb+DNecGdFcvkkjuWT2FdKgCHZmeHPVzzqjyLUnRGBq6jrghnjQI2nCvWH1bbe7rlyyKT27g+sMQhfiRg/w61VlXRTzFL0tv730CX369LAmXNWKDwaha3dQnanZ1XrDcqxXY5fn8iHvBfH+qN8kcntd6J4Qgan5yeU0nTYdiG1oJ1R7neju4DpLi7vLY0UnTefGiN0W5PTQpoI3ZP4B1Sdx4070aQzDbHLPrsA6j/3Xj1Ds0beaPSGC+gMGwX7Dxckd/iIQD+orTzo9rKnsM9XVOS3bqTV7eIK2AiuGYeLz5t2BdT/DNffeV16YKNlGrvmFVLODUVu2Xi0rsB5Oaugc63bbkJ3suoNxDScHi0QnTe1fcBm9uzh1nQP+9YcMF6d0+iNFsQOxDbpqfDKl8nsNLiyPYRjqRWu263ayai/PbGmPqz+TKCgoiIiIWLFiBYL8ZvLl/wvPrQ/2PAT9u8AXqGltbY2JiVmyZMm4cePa2tq2bNnC5/P/+cF/dUCg3/vB445F31ujxLFpGk+Y7Epv8jy8x6OpcOiqnN1e447PjW46Y24Pw3od6KNvtV0265XmW9wWNGk2p/9HPBQBjzc/kQyEiVBAJAlDsdnViQkzWdLLFvkdO4VL8NiQqp/0RBrstiJWuRd4MSqPFD6cnrookMIl8PpStJUOTbnj0d+1B/gNt5fI9bXOkb+EP/hMfWN+W781waz4rvsu1G7XB0SQMr4JLflQ1bmRAACg5ENVt1cDOUlkmAT1eTe4sxOsr3EKj5nSf1Ud6f128OMt+MAmwMCdN+QD1vFYceSozADUjXV2vHxou2Uz1Ls8VrRLGUgAAIEMJc5kCY+YAAC6auftpbIJp6PbKWkECpQ4g/1bvmzsZKamwnF+nITbnTry5wj/gCothBg2hC4+30X4mh5O5PWn+SQ57Urv+SxJ81nzjNL4lAWchBksxV17e99ci8R9dqT47AjxkZRGi9RT/oUGdWHsRPK8hqTIkQyz2G1XeBEvBjDs0TcaxV1b0mwWnUdM/zp04KchESMZ9HCSv5+KuLCabfpj3RqpgYSIEYwZJQkJM1jtMXkymxCZ+cSh90d8Nkt+x+7UdxSahUDSTFZnJ7jbokBFsU16+Ve1UQw0nTYf7y1qPGF68VZc1onoLkl5zwZMJlN5eTmRSDx//vzYsWPVavUfvaJnBM8N8O8DX6Bm5cqVRqMxJiaGRqP982OeIcROZmbfiL3/oerBp2qfZTI2uIpWKMYexicmAQB331P2/yiEQIGoXMLEPP79D1S+tqm1Owxh6fTOUkoY+oQvDcEAgsEL+yIrNmp11U8KbO6vVQ7+PJTbgzryl8hF6m4LW1JelaXOqUkiMuAef+NSuQRGJJnEItgVXgIdkpwz8ycxcx4mTjzHl9+xJc/lhA6iCY8YcvuJTg5sRl2ottLZuZGwD0498uBzzbAfwlLmcTAE65wm1FQ4pJct7bVJ3V/nqkrt+hq/QiAMFL6lGPw5r90Exr/EtLZ6cF1jBfsMLhPSazkXAAAg0H1Zh3KjdrjN6K1FbaN3RSRMZ9Uf+M1ccurCQMFeg0uPXH6pZcSPEb7mP+1Imc+pP/gbIW4YEANgxI2N3BbROZ2Z/DL7t8LXKQs4gj0Gab7lRD9R2BD6iwVxvnaBJAacMINVu0MPANCUO07sYDZEAAAgAElEQVQObg7qTuWkUBAX6jGj9Eii9Io1Lpt9503FgeiG00OaStervHaMRIMSZ7PjX2Kbmj3Dfw7vtfxJ8L/Pu8G+qTAU1B8wHkkWSi5axp+MyToVrbhr67w9SprNFnWSkiYx4eixXRjmpDkcYadCLDKbMOZw1K3XZLY2T9Np84l+oopNmoxvwl68FRfS/5n9e29ubl67dm1ycnJJScnx48cbGxuHDx8+cODA+/fv/9FLeybwR7vgf17o9frKysqysjKVSvWvH+UL1KxZs+b3CtT8hWBTeE4OFl2d02JXe46mCdtVLPzRdNp0NE3oz6FtzjMd4NebJK694Xjysw/CY8aT6U3+I3V79cf7NHpdqPi8+WiPxi5pt5YW90523e6guuO9G8+NFe9g1W6Fqk9lNLV/uXaXfiuh5uJUiceOSC6Z94TUbaPV/kKuOTWkyV9hym1BfBzdq3Nait5+Ik+huGfbH13vT39FEexURlPtrg6XXL5RfW3e06Bl/UFD7gA8K7viG43/d3wKJ+1KDhiGOQ3eXYF1nbnQNxe1FSyTYRimLLEfSmj4B5zboz0aT6Y3+fjSnXE4Rah6gA+VI240f6rk7OjmYz2EXR7lsSP+wW1/uMzIzoDafeEC2R0rhmHqCsfRNOGuwLqd7DrxBdMubp0o17SLW7c3rH4PT3B2dPPpoU07mHU/Q9VbCdX52ZKyT5QXp0i2M2p3sutkhbaqn3WXZ3SRlfC60N3BdQ0HDcd7N54e1qS497QY4WiPRv//PlmwDdnF6eI2ik6azo0Vd54/7wVx7U78A+wyIeezJLuDBKcymprPmZ8BnvM/wO3bt6dOncrj8T788EOZrIPmzPnz50NCQjZu3PifzP/c+mDPQ9C/hfT09KCgoD59+gwaNCg0NDQrK6u5uflfOXDkyJGPHj16+PDhuHHj/q8FauhhxBdvx0EQdKJPU0g/Wrv0bjsQN3Z/rXLYD+H+9bVx2azkeZxzL4jDh+HJzwAADMHKNqjTv+gQl+72aiArnvzgU9W9NcqMTaGdnWwAgPSSJagHZcLZmJD+NHmhLWp0QEh/uqbcUbJODQDQ17lKPlSN3BquKnGoSh0BkSQAAJkBp3/O0zxynh7a7NIjVT/q8jLFe0MFe4Lq9/IEkvOWgEiSscEFAAgbQg/PoFd+97R5TtUWLUyEui3qcMk93wxqvW41NroBAG4Tcn+tcsTWCBwVqMdSbstVSzsHu/BNefclgf5hAAqHkDANz5cWnzPL79gyvgkDAIQOppGYsKzgN0nXjHCiRez+rZrj5Ll4Xxb1YtfmtEIwNPVKLOLCOqhY/AoiDU5dyKnd+XRVDo239abt9uuyo90aCTSISIWrf9KfSm8+NbjJbUKJdBhxoPlTWxAnenVWi8eMsJNIaYsDk+dx0r8MTZ7NorAJcVNYLZesld/pLFIPPZQ4uyoxYgQ9dSFHVmDDtdoFABgbXEQaXPSOcuAnvGlF8WFDnuqZJM9hd64tJtJh/kRmZ9Y3f1KA+qHDrsDH8IdsDC37VO2xoe2nu7NccSiugcKGJ1/iT78bHzeV+QzwnP8B8vLyJk+eLJFIvvzyy4iICP+PpkyZ8uDBgzNnzkybNs1k6qKM+zn+RTyXw+4an332Wf/+/RMSEkgkUlFR0fLlyxMSEiorK//Fw71e7xdffLFv374TJ06kp6f/V5f6pwMGHn6hrtlhmHg2hjewQ2iuYqNGVeaYcCYGd4TbhOzl1afM54zeHYn7SHjUWL1VP/0uvlmCXek9kiLkpFBzyrroo+CxooeThZMv8n0RV8Vd+5WclpnlibXbdeVfaUMG0D1mb5/3gru9GigrsF2e3gLBYNS2yMA0yrkx4t4ruGWfaSEASAzYY0fD0umseFLDYSOdR8RQgHqxmCzm8M1hLiOaO0A06TwfJkEkBnxmRPOM+wnsRHzyuGyD2triydwbees1GYECjfwlovNqSz5UuS3oiJ/ChUeN5V9rZz5MaO9T64O20nkpWzq/Odm31XBovMd7i8afiI4Y/kTzpPpnneKefdzR6M6TN581F72t8FiRl0UpXfagtUjcJwc3L2xJ8Z0UQ7AbC2ROvXdiHp9AgSq/02qrnLh+Ej4YG1ynhjT3WMrVPHKoHzjcVhTzYgCDyBy422uBtdv1fd4NrtqiG7AuJCaLSWLCJAZ8bXZr2y0bgLCpV2PbeeblX2sqv9cBADwWpO/7wXQekRQAx4xn0sOfpFTvva/EEDD0uye9yFxGpOQjVfNp8/9j77wDmjrXP/6e7BCSkJCw9xYQ98K9F9aFOFGvo7baatVatdZaO2/t0rZuXIjgwIGoiCKKA9yLHSABAhlk73Fyzvn9ES9iiPfX9tq68vkrnPmSQJ7zPs/zfr9R05mNF/TTyx1tHrR86/F+/LY+S3YEp3WPfpG32mC0UrRERGHhHexAAAD5U4XseDIrmly+U6mssMQuYMW/7+lUuuTtxO7fcP78+ezs7I4dO/7Z011mDAC4kgB/jDVr1gAA/lQuGntBiZrXlLqTmj3cyqqDT1ugxSWGNM8KdY2TpOXtjdLzUxvTw6prntXNRxEsM76m8aKu/Sk2E7qbVX4wotpBkdjOrc+lF1OfaVgt+VRyPqURw7CW+8Zd9PLfQWlGZPXFVGFmXE2aZ8UuRkX9Wa1WYCn5VLKDWv47vmwrrvRgBM8ohU0K2+HONeW7lagNLV4tSQ+tzp/asD+wKme4YDupbDupLCOKt51SlpfcYFHbMBRTlJtV1Wa7IDOGYVYtss+v8vFv8vSw6uepXhilcJpnhaLMtNe7sn022M6xXrWC3CdyxGeS6u1WCq2YVbbdHhXt9aJlD0x7uJXSO8YLM4XPE6bGMCx3TL29XoDa0AszhKdHCVqT8Ca5bbdHhUn+5Mr6JuuDH2WHO9UcT6zbw63cxag4N7Gh7oTmaM/a9NDqw11qlRXmm+skB4KrrrzfnMatLNvxRLxCdM2QEc07NVSwlVh2aX7zHm5l6XZ51QFVZixvK670YmqjotSU3aeu/oyj5DKGYRq+Za93JWpDMRSrSlft9a28srjZrLJhKJYeWt02Xd/KkS419gR4W+xZa32TY9e3ps6yh1vp0NTdct9UMEe4w6385GA+77C6vb6HCzsHDx709PTcs2fPnz3RFX0wDHM9g/whFi9efODAAbVaTSQ6WW35X2hoaJgyZUpAQMC+ffuYTMd+4DcbZZn5/BShb3+3/lt8hRcNlxc0D93n315V0axADsXwkm+GWzVI7qiGCVdC2bFPllHWHNY8/lUxudjJHPfxrwq74INXd6rDumGj2JbVsSblfgQ96OmHhViwI51rEzf5AAhc/0g89EDAvW9ksnsmixahsPEYCoxSG5mFDxzq3nzFAOFAzGyPqnS1mw/RqkUipjD6fP9k+sXLVF/9UAJQDMOw5OKw81ObPKJIeiFM8yM2XdITqDgSAwfhIbPC5hFF9k10s6gRZYWl5Z5xfEGYX3/nss8AgKL3RcJL+ogpzN7fOE8U12RpSrcpJl0LK9umrNirSi4Jc5BiLpzfzAgltX0rjBJbdq+6Pv/2iZzOFF01FC0RTy+NcHpxYYH+xgpJyr3wgtQmiwYZnhGoKDVLSox+A2i+fd0K5jRxEiidV3IUpeaTgwQkd5xVh5LoOHooKe5d9oMfZDgipCwzJ3zI6fnVE8WV6x+Jm68Y1LXWoXv9wyYxbm9oqTqg7vOt960NLdGpzNojGp++NF6GCqCQdx9q3598vHu6AQAq0lQNebrRxx0TJACA7F51nZZ6VqarzQpk0A4/r+5PMis310lRGEvc5GjUfe87mVFs6/+rr8P2ywubmeGkrmscF5qfT270G0hL+NDTokJ4h9QVaSqrDo1O9YiZ7fG8lngXrVRWViYnJ3fr1m3nzp1/vP/UNQMGrhT0f0Eul9+8edNkMhUXF2/btm3r1q0LFiz4C9cxm82rV6/Oz8/Pzs6Oj49/4eN8lYH16JVFIuktg1WHJp0JcchIAwAABs6+08COJdsjXNUB9b1vZcm3wsgeeAwFRzrXJv7gEzTSURMDsWAZEbzRJ4LcfAhHu9VNvBra1hbi8sJmiiehfclTVGS4OKcJT8IN/N03cIR76witWhS1ohYVemGGELVhOAJEYkIBQ+iSEqPoqpERRpr6ILzVsaAxX39hmhDDsLDxTGWFmdOZUrVfFTGV2XheHzTCXXhJn7CU0+FfrILUJjXPbFaiUTOZ4htGTbWF5IHv9bV3/CK2zYzyMjX841qIAHB4iB5KdPcnNhcZGs/pUxui7NXoVlAYswdaDMEOxdQkfOR57yvZpOth7XPd6mrLif6CVEEUkYYDANiM6MlBgtDxjK6fcHBECGAgK76m/29+dkEJAEDTJb3omlFTY7FoUJ3Aqqy02DuHmeEkXSNMoOJogQRDI9xphWfAUPfCfzUPSw/IGV5PoEK9v/WOmcOC8ODKuyIMAnXZWsSEvnMxxH/gUw3wqgOqwnnNIw4HFb3fTA8mkVn47p9yL85pYoSQTDKbTmANT2F2Xc3xiCDjKU8fI2AdeiC4emZVJNXrmTQvhoK8SY3CfH3PL706Lfds20CgLDPnjmmY0xDtUI59XhbaIZnfSstt09nxDQFD3RvO6oLH0mPns/wH0d7sEu+LRafTLVy4sKam5tixY3Yr2P8XVwAGrgD8XygsLBwxYgSCIACA1NTUzZs3s9nOF6j8EQ4ePLh8+fJNmzbNmzfvxY3x9aB0q+L2Bln/LT7tLdbv/1vGz9FNLApt1aq8/pFYWWkZdy6Yl6kp3aZMLnHyz1z6u6Lxgn7s6WD767rj2gmFofavSzXPcqK/YGZ1JNnDSb3zeCLfKIJT66OdjlPfZMuKq6F64fWNMIZiIe8waD6EqoNqN1/imOOB7HiKUWw70q121NEgiADyJjTiqZBJasMgHJkBTbkb7u5PNIhsuaPqNTWWzis5PTd6Kcstx/vw6aHE7uu8bm+QkjkEqwoxyWw+iW4eUWTBKa1ZbkNg4NGBpK6wQnhAYuIG/OoXOp6ub7Ld+04mKjJo662+iW5UL6Ky3GxsQcwyW/BY907LPP0Hu0tKjFX7VapKS+R0j8jpTAobf2qgAEUBakXNckTXCEN4AOEhAhnq9a1P/Hss3iF1+S7VxKJQ2IBeXtBcf1qHIhjNjwjr0MG7/Uo+k1rkyDuXQs6OboiZxwoYQlOWW4SX9A1ndAAACA8QE2AnkEdmBbZKOZbvUl55X4QnQQQqbvKNsNbtsgfm3JH1QSPcbSa0sUCPmjGIABAzRvMlRM9hhU1kKB6ba49pxuWFtP8ICuc1s+PInVdyWrdo6qyF85oRM6autc6TRreNvnay4mqG7A3w7uX4bHe0a22/Lb6tZfKnfwN9+V1WccImPHEoMkpt1enqij0qFEYTlnKiUz2cVspd/BF27dq1bt26HTt2TJ48+f892BWAgSsAAwBKSkqkUqn9dUxMTExMTNu9RqOxuLh44cKFNBrt/v37JNJfz0f9tUTNm4H8ofliahMrmjRwm1/r/EZSYsyb2Jh8K7ytjCJqw06PqOd0otYcUY89HdyabGwFsWKHonijjj3p8MJQcDyxruMST7t14MWZTex4cre1TsQsETN2MJwHG9BpjyKcCjeeT25kxVJ6fuEFMOzGxxKbCRu0w6/xvP7iLCFswCKmMHT1cOAI926fcmsOa26tl2r5VogARh0Oqs5QU70Jg7b7tdwznRnTwEmg2CzomJzgsu3Kyn0qWItOLg67tlysrbVaNChiRv0HuilKLYN2+vkPdm+6ZMgdLei2hhv/HjuzQy0zimRWIlYtkvChp0cU+e6XLQiMmVqQXl95le1QGJpsse+ymouM6moLgQwlLOdwO1F4WeqmAj2JjscwYNEgY3OCri2TKstM8e+zqFyipMTYmK8neeC7fuJZvkvVf4tv0WKRUYL03MCJe9+T7IG/tUH6YJM8Yhqz6aIeoKDnV96x85/2cktvGk8NEWAYhMJYwBCassJiM6L0YKKpBUFtGKxBGaFEv6G0hnP6Tss8maEk8Q1D+S6VT183Ld+qqrSQWPiAwTSvbhTfvjS//0yREQuWHlw9uTisfXZXfMN4ZVHz9LJIAADAQNl25e0vWrp/xu34gefxvvxeG71aUxet3P6iBdajfX90zEI/+EGuLDcP3e/YPsbLVFftU79zIURYoC/fqWwqNIRPYnSYz2rbR+3iL3P37t2UlJRx48b9+OOP/71g5wrAwBWAAQBjx47Nz8+3v/78888///zz9secOHFi8uTJubm5SUlJ/8u9dDrdggULamtr/3ii5o0BsWC3v2ip3Kvq9QWXEUmuPaqpy9aOPBzY/ivVrETSg6sDBtPGnHYiJVa6VdmQp0s683SX7J7pzNiG6WWRxhbbqcGC1NooIt3J+rqHP8nFN4yeHSlagXVYuuP3siBHW7xaOu1RhL0Z2KpBMmNrxp4O5najWrXo/e9lD3+RIyYMQACCAISHfHpTu3/uVfSeyKJCUh5EXJgm9Igi25cGhU9i3FglqU5XE9yg5JvhvEx1zRGNoRm2qNFxucH3N8marxhi5rL6/+arq4dPj6yPnMqsSFNNuh5amaYSnNZZdYjNhLHjKJo6S/8tvhFTmI35+nPjGkInMvwH06oPqvFkCAcBijeh+Yqh21qupsZafVBF8yem3IvIHVWvb4L1QnjCpVCfvk8iCqxHsuJqGaEkyR0TakbJbHzK3SePIJISY/5UISOURPPFq3hWfSM8tzmmtQdb1wifTWrQN8NEN1zsIpa02JT4k8+djS1NBXr/QbTmKwZGGElZbmHHkW0GVMuHAcDwFJxvP6pFg+kaYU4C2a8/rcsqDmhH0RIRPZDYvhYLADgYzhubE+TmQyyc32QQ2YZnBnpEkgAAj36RKyssg3c79smrqiynR9S3z0JbVMjBcN6Mykg372cS2iaZ7VB0DcUDR2Ti4xaxo2d6OP1rcfGXkcvlqampRqPx8OHDvr6OZfhWXAEYuJSwAABnz561/Qen0RcA4OnpCQBQKNqpBv5J6HT6kSNHFi1a1KtXrxMnTvyPV3u9wJOhPt95jy8IqUxX501shACY9iiiffQFAEhLjBQ2XnzT2N5P3qxA7n7d4tCpxO1GjUhhlnwqufNFS5dVHKffp1Yt+uAHea+vvbus4jRd0svuPSM+hcLYjY8lA7f5tcYeEhPf43Ovm+ukAAASAxc1nUlm4GdVRc6sjHznYugiY+zEq2GBw9ynl0biyLisuBrf/jRBrhbCQ55xZP4pbX2ujupFgPWYIEereGyRPzDFzmcP2eN/dnwDBkCqIFrXAGf35p/oz++2ltv7W+9eX3nlTxHKHpn1TXDPL71DxtFVlWYql8COpcB69N43Mp9+bi13TMFj6PJHZhwOGncxdERm4IisoFuftVQdUA/eHcCOpRQtFplkNk2ddVxeSGv0BQAQ3fEjjgQqKiw4nP0BAsqb1Fj6u/L25y15kxoHbvNLOhcsyNWT3PF+A2h3v/mPt0+V5WR/PqsDmUCFYCPK6URVPDYfSajFk6AeG7zUPGv8Ys8pt8N7fenFjiVPL49coOow/lLov8QxBDc8ngimPwrvsorzPJmtyKnMmna6VHbCJzMe/CQ/0qWWFUOeXBxmj74AgPApTP5JLWJx/MpmxZBJTLykxHGxMpmFD09mVOx6KiKmrLAULRZlxtQEjnAfdihw6oOI+PfYruj7wuFwOOfOnRszZkzXrl0LCgpe9nBeaVx/fE6QyWRtY63Vat2yZQsEQS9qRe+777577ty5jz/+eNmyZTAMv5Brvi54dqQkF4cPOxAgvmHMnyasy9Y62AEpHpuvvCcalh4weKf/ufENeuEz78/1FeLoVI/2cpW9v/Guz9U1Feo7LnZep3/4szx4DJ0dSya643ps8CpeLW27t2K3ihlBam1QstNhHktdYxVdNQAArq+QdP+My4wme0STA4bQWiuReCo0NieIzMSJrhisakRTazkUW3N5kShgKC1uEcszgVK0RCR/aBq4I6DqgAo2oAQ3nKbGajOhAcPdNdUWxITZK44+iW7qWitqwyYUhV5fJpY/MM8WRCcs9Tw5QJAZX8uMJI0vCGV3pBzvXRc5lSkvNZtkNqsWLV4ljn+fPTwj4OY6qVFqq9qv1tRaY+Z6lO1wlK7EbABWIwCDxl8KAwCEjqff/UZ27zsZK45iarHdWCkhs/AULn7A737lO5V3v2qRlBhPDRb4D6CJrhoipjAhAC7Nbuq8ijNwu5/0tqnltqnbWm6vL+2WSh6CHB2sQ/EUyL6QGkeEkvJCSEy8Xz8aYkJl902gHb79aCYZoqq0OO7AAApj1RmaIXv8+3zv07bT2z2AyOlEaTirczwFgIgpTqSbAQCdlnHKdihtZqw+V3d6eH3OMAHVizC9LHLk4UBXwvlvBYKg1atXZ2Zmzp0794svvkBR9P8/563ElQRwwvnz5ydMmJCYmBgYGGivAYvF4vXr12/cuPEF3kUul8+aNctsNmdlZf2XRM2bCoZgghzdoy0KdY2FHkgMSWJEzWLWHtE8/FnR9ycfe0H30S/yijTVpBth9o4q0TVDwaym6eWRrT3JbTnWo07XCM9piG7bWGvHLEcOxfCm3Am3ixJjCJbVsbbfL772/mrYgGZE8pLOhrQ3M67ar6rcq+78Mefmp5KpDyPadwDZyRkukJSYpj2KYIaT9EKYl6k2im02M+Y/kObdi1q+W1W5V4VhGKxBOy5ht9w3i68ZWB3IA7f54ynQhamNEBFnlts6Lfes2K3qspJz91sZkYEbdzakIU93Z6PUzYuIARD/HvvBDzKLBp0rjH74i0J4UQfhIU4nysCtfhiCPf5VcfNTqc2CUTzxIzICry4Vd1/PjZ71pOVN/tB8oj+fSMchJmzchZCST6Ti64YuH3t2WcOtPax5+ItCy7dS2DizCg0a4U7lEhrz9UYxDCAIQBg9mBSSRPft63btI/GcRic9UACAvEmNwWPo4cmM0yPqffu69fvZtzUbfPuLFqsa6bfZyZ/39RViMhPfY8NTjTO7urVeCBsktnFng9nxTj4OQY5u9EnHdUoGkS0rvmZWTRTF85n+KZsRPdq1Djagbr6ETh95hicz2/pSu/gHaGpqmjp1KpvNTk9PZ7Ge0YlzpaCBKwA7RaPRZGdnFxcXi0QiGo0WFhY2Z86cuLi4F34jDMM2bdq0efPmjIyMoUOHvvDrvxZoaq3XPxKLbhitGgRHgFixZAwBNj2qb4JRG+buT9Q3w4Ej3TnxlOqD6pj5rIQlbJq/Y3MH/6T21nopM4LM6Uzp+YWjn9KNlRLUhvXf8jQM1B3X3vmyZeqDCAgH7n7Voqq2Ds9wIvaE2rDM2FrEiAzZG+A0W24nd2S9+IbxX5IYp08GAACrBj0UzbOokY4feBJpOE4XSsNZHe+QxmZCGWEk9wCipsbC7khRV1mMLUjf771rsjWSYhMzkjTgdz+aD+H251JBjo4ZQaJwCNyulP5bfA9F15gVtqRzIWqe5f4mGazDEAs68kjgmaRG9wCCWYnAeqTTR5zwSQyrBskd3UD1IsTM8ahIU1m1aMIHbBITV7ZdReHgdQ1w+CRG7++8bUbs3rcyVaU5YJj7418VgcNoEdNZAYNpJMaT3+h4Ir/7Om77ZdwAgPpc3d2vWwAAPvbo2wZdvTW7N3+OMNph1TIAQHrLdGlu04zKJzpWynJL3uTGgMG0fpt9b62XEqi4nhsdP0dYjx4Iqp7Fi2p1s2ilcF4zM4LU6khtViClWxVl25Tevdy6rOL49nPNd18aNpvts88+O3z4cEZGRr9+/Vq3uwIwcAXgV4HCwsLU1NSFCxd+/vnnONzbWxQwtdgwFGjr4eKPJRAOG5MTTGbhAQbSQ3g2I0pkQAQqnh5MbC4yUDn4Hl94x6Qy7as5YT2aFVcz7GCARyT5cOfaCZdC2k6e9E3wkc6108ufbcbBQHYiP+EDdtBI+qEOvCm3wp+nt3BhhrAxX79A0eF5wxYW6K+8K+J2ofj2c+u03EnDEQDgzpctsvtmDMGCx9Lj33s2SY4BAAHEgtUe01xbKrbp0aAx7gFD3Ik0nCBXJ7tvwlAQnerRYb6Hhmet2KMWnNQQaDjUihHd8RaVDU+FcDhc1Cxm98+4NH/inY0teiHcZRXn4c+Kyj0qFMEgCBBoOO8eVI9osld36s3PpLPro/FkCEOwpkKDZ0dKq4meSWY7FFlD4RI6r/CMf98xk1+xW9V4QTfqmBOVDLPCts+3Omqmx9B9jh1SAIAT/fldP+GGjGsXuTFwMII3KjuI24VSc0Rz7UNx3x99omd7AABa7pgupjbNrHLUmAQAXJgh9OtPaz88VZXl1GBBKj/KqkUf/iiv3KcKm8jo8jHHI5rc/iIu/nmOHz8+bdq06dOnp6en27e4AjAALjGwVwOhUNinT59x48YplU4chOw8fvx4+/bt/+SoXhaoDS1c0HS0R21zkV5bbxUXG7biytI4lbABxTBMJ7RmdazZza7I6lRrd7y/vlJcMLfJfm7ZTsWxnrVt/ZEKFzSVfCppf5fmIn16aHXREtHVD0XPG4lJbtvDrUwPrRZectQ1tGOzoIdiePwcrfSOcX9AlVNdTBXPYve9l9w0Hgiqep6o4ZXFzRdnCc+Ob2hvwtOWM0kNO93KG87rFGVmFMFUVWaD6KnDT1vlSBTBcsfWtzo42ckZIWirD9oW2IjsZlWcfceJ9RCGYRYN4lTtEjYgJwbwD3etvbnOyZuMYVjpNkX+9Eanu26ul15bLi75VNJeUTIzjtdc5OQ9b8jTHelW69SGKGc4P2eoII1dcXWpqL3epIuXTl5eHoVCCQsLa2lpwVxSlBiGudyQXhECAgKuXr0aGxvbpUuX27dvt92FouiZM2eGDRs2evRordaJBfqbB4SHBu/yD5/EuPmp9OQAfs6w+t7fekB49xAAACAASURBVCNmNCu+xiSzuQcQU+6Hx85nmWXw2aSGkjXSqj0qCgtXOL9Z1wDHLWQT3HCPf33SQye6amjI0ztdCeM3gEYPIVYdUPX43DHV2cqdL1sipzF7bvS6/bnU6QFlWxWMMFLoO3Sv7lRmBKn2mJNWoKuLRd0/5boHEr17UZkRpLpsJ8c05usbzur6/+bb8QP2oy3y9na2dmxGVFluJrrjAoe7s+PIEA54RJNbTQsAABRPfEgSvTpdBQC4902LRYnYHZNa6bjE06m7MMDA5QUidgeyRY042QsAiYELHkuvOfxMV7PNhJ5JamCGkwbv9ONlaZwOO2IqszFPD+udtOGET2KUbVOIbxin3A53aKyLXcgu3+nE5DhopDtAMcHpZ/4RtHzrlUWilrtmdhx5enlk/y2+7YsULl46o0aNEgqFEAQFBQXl5eW97OG8GrzsJwAXz3Dy5Elvb+/NmzdjGKbT6Xbu3BkbG9u1a9edO3eaTE5E598eVNWWNFbFbo8Kya0ndgU3P5McCKnaCpXtD6i69bn01ufSNE7Fve9alFVmu6UubEAORlTXndA875o5QwU76RUWteOszo6mzpLGqTBIYNSGZkTz2k+CTQrbHq9KRbnZ/mP9Ge3hTjUOk7PqDNXhzjWt/seCXO2RbrUO14ENSHpodeOFJ54TmXG89kYCdq5+KLo4S3ikW23DeScGFXbstgfCAv0+v8pWT4hWEBjd51eprDQ7bL/1ufRo91qL2rbHq1Jd68QwA8OwxnzdsZ5PB49Y0dwx9RdnCe0Ox4c68OwJifacSapvP+1W11gyY3l7vCucGjA8zwUZw7D6s9rMOJ49yaGsMF9MFaZxKm6ul7Y6Rrh4xXn33XfttbaXPZCXj2sG/GoxYcKEq1ev7tmzp2/fviEhIQUFBbt27bp37967775LoTg2hb5VeESRZtZGuQcSTg7gX0xtasjTUzwJJhnC7kjGESGPaFLPjV4pd8JF141X3hX1/dHnwnThtaVi92CSusoiumpwWOwEABBdNajrrOETGfe+kzu9Y8kaaecVHDdvAoSHuq/j3v3K0d351npp1Axmq3VE8Bg6CmNNhfrWA2AdWrxaOmiHf2vzcMhYOqxHHRat3vlS5pPoFjj8SZNX3CJ22VYnk9Tmy4a6E9r+v/rGv8d2PosFAADg288NQND5qY0jMgPbe+fhCFDUTI+qA89MZOuOa6vS1WPPBJOY+KjpzOrnLN4NGOZuENlUVRYAAIaCgtlNOAIYss/f7nAckcKsOex8aW/UDI+azGd2CS/oT/TjJyzz7LHe2+lZZA982ARG5X4nIwkeQ6dwCHe/k59Pbjw1RMDqQE6ti+71pZdDC7SLV5bk5OSAgAA83vV5uZ5BXkmMRuPkyZMjIiLKy8tf9lheLRAremVx8z6/ym2ksvSw6saLuvMpjdl96vZwK8XFBhTBFOXmEwP4e30rd1DLfwePt+JLdzHKt+LLtpHKzr7T0FouRazokW61vCy1QQLv4VaqqhxnhOJiw/7AKtj4xKIOtaEZkdVtJ6bKCvMer0qHWVflPmXOCEHrjzdWiS/Na3K48qNf5flTn9ZEFWXmNE5F2zquRYOksSscJq9WPXIwvLr+rNb+Os2zQid0XuZEEexQNC+rI+9576GqyrzXp7J1Uq6qNu/xemqD2HLfdCCk2mmRFcOw6yvFNz+TYBh2bZno5GC+zfT0OGWleZ9fJerMcdGqR3Z7/Gc6i2L3vpft86sUXTNgGGaS2XZ7OE9CSG4Z08Oq297CTlOhPrt3bRqn8tEWOWxw7vDo4tVk69atAQEBOByud+/eN2/efNnDefm4ZsCvIlQqNTs7e/369YMHDz569OjLHs4rBI4IDdzqN7c5Zsrt8KCR7pfmNElvGfSNsFWLnugvSPOoODe+wd2fiMMBmwkleeC7reEu1MQuUMT0+dZbeEmfGVtTfVANACheJXHzIUROZeKIUNc1nKsfitveBbFgl98VJX7vQ6A++QeB8FCXT7j3/qMSBQC4vlzcfR3XYdYVNdNDXWWxy2xp6qyV+1S929m8d5jLEhbonwiMYODqB6LeX3u3reOSGLiIacyKtGfmuDdWSvwH0YLH0AEARBouchqzcq+TEikA4MEPMhILp2+CzUrn1VyPaDI9hCS8oAcAwHo0b1Jj72+9WzW3uV0oJAZOdN3g9NzoVI/qg+qStVJxsXFsTnDbJdesGDKVSxBfc3IikYYLm8io3KuC9Wj+VGHtEc3k4nD70iAKBx86nv5oixONOe+eVO8e1BsfP/loMBTUZWuP9awrWiKKXcie2xydsNST4Ob6BnsN0Gq1ixYtolKpy5cv79Gjh1QqLSkp6dWr18se1yvAy34CePPZu3dvUlKSv7+/m5tbfHz8Dz/8YLE4r7G15/79+2FhYe++++4fP+WtAkUwTZ1FdN1wY5V4O6Vsr09l0QeiU8P5u+jlWQk12X3qDgRU8jLV9oOlt41pnIo93MqCucI9nIqDEbwd1PIdbuUnhwgcSsUln0rOjKt3uBdiRQ8EV0luGjEM42WqszrWOO15fvCTzD7BzR1b/+BHmdNhX18hLl4twTCsdLsiu09d+1mjoty8z6+y9fqNF3UHgqssmqfHyR+Z9gdWtW32ttNy17jHq1Jbb704S/hoi/x571vZTkVecgOGYudTGgsXOM7R7/8ga7+xlb0+lemh1U4Lrg83y5/X8KwoNe31rjwUyyuc32QzPzNsrcCyh1tpUji5oFWHZETxeIfVZTsUGZHV2Yl1/FMap5NsF68mYrF4w4YNFAqFy+V+/fXXKPqc1Mrbiuv58W9n4cKFCIKsXLnyt99+69Sp06pVq2bOnPkHz+3SpcuDBw8UCkXfvn3r6+v/zmG+lkA4wAgj+fZ1S9zkM+1xBMABxIRCAHgnuk29H+HVnUqg4298LC7bpgQAePWgTr4eBnCg6oAa4MCo7MD5iph3tR3CJ9LNCuTiTOGVd5tPDhKkh1Q/+lnumUDVNcJtlYdxRKj7eq/iTyRmOXJ9pXhwmn97cQkAQNxCtvCSvny3SlNr7fihp9NhJyz1rNij1NRZb29oGbz7SQ21LexYMjOcXJ+rAwBYtejlBc2Ddvq3amIAADwTKDQ/QmO+vu1ZsB69MF04cKsfPZjYYT6rIs35FBkAEDnNo+mS4eZnUl2DdcBvfg57o1M9+Ce0NqOTvuXHvykwG+bVneq04Bo7jyXM1xuanairaviwRYV4daMOTvNvFdy2Qw8hhU6gP/rZSSVe3wRzu1IK/9XUeF4/ZG/A5BthoeMZ7d8uF68g9+7dmz17dlxcnFgsvnv3bktLy7p16yDIpUT2DK6/5b+dioqKc+fOLV++fN68eRkZGQsXLszOzubz+X/wdAaDcezYsVmzZiUmJra6Nrloj0ckefjBQMFZraLUMuxAAIQH/X/1jUhhAhx0a0NLwexm2X3Tg5/kVjWKw0M2A8ARIAIVB+tRDAMULh61YbzDmk4fsfFEHDOK/GCT7FAUbzej4lB0jV0OGgDQ4V8s2IDmJTdGTffw7uncUJJIx8XOY91YLh60w+95wof0YKJfP1p+cmPHxWx2nHOliPj3n3Ra3fhYHDSKblfNbEvsQnbF7mdCbNFikf8Q9/BkBgDAfyANMaPS2050mAEAJAaO241Stk05+nhQe+VON2+CV0+qIMdRdbl8l/LhT/Lxl0KFBXqj1Ob0d4+Yxizf9cyoEAt2fbn42jJxn3/7KCvaiT8DAADo/plX2Q6lPSsOADDJbGXbldl9+DlDBYww0oyqqNEng1xqVq8FMAwfO3asX79+KSkpcXFxtbW1O3fu/Asygg8fPiQQCBAEvdkTD1cA/tuJiopq++OgQYMAAM3NzX/8ChAELVu27PDhw/Pnz1+zZo1L2fx5BAyh+fWlBY2mt4pe9fzCa+ThwLAJjLrj6qM96kRXje6BxAlXQvAUcGIg/8I0YXooT1JiHJLmP18RC0HgwvQmowxmdyDPbY7p+aU3hYPv/innwnThjZUSxIxBOBAxhSG5YfSIJOaObcib3HBtqdiicSy16hphFMXadyC3xbMTRVlpcerHZydsMkNRZq5IUwkvGvr+4Gh2CwCInMYUXTXom55MN2uOaGT3TP1+/s+REOgwj1W5x/kkWFlukd0zkz3wz1svGzOXVb77mSJ01X7VvW9k4y+FeiZQwiYxSrcqrVq0NUMgvKBvvmxQ8yzx77HLdypbt6uqLMf71Oka4JR74QnLPGEtUnfcyVp2ehBxRGZg4bzmUwP5JwcJDkXViK8be27wmtMY3fsbb3qQa1Hva4BGo9myZUt4ePiWLVuWLVvG4/FWr17toP/8B0FRdOHChV5ez12g/8bgEgP7p1myZMmuXbtEIhGX+9wv3+chk8lmzJiBIEhWVpa3t2N3jwsAgKEZPty5NuVOOD3kGWlJDAWiQv3Z8Y3uIURTi43MwOuEMJGOG3UkMGCYOwBAy7eeGizQCWE3b8K0RxFULwIA4MEP8rpszehTwdeWivRNtt5fe59PbrAZMcQGOAlkDAN6IQxr0W6fcluFiwU52uJVkogUprYeTvzeG0eCqFzHSGxoho/2qCO64/r/4utUXdlOyVrp418VY3ODHWyaWrm2TEyi43p97a2usZ7ox3fQ4DRKbFlxNbPqouxWFk/vLrId78vv/bXXna9kQ/f5O/UFQm1YRjhv5LEgbheKsECvb4LvfilLygtRVZj5J7QN53RWPdpWdsO3Hw1HAIZmWCuAIRxwDyT69qOZ5DbRVUPHJZ4JH7ApXAKeBLXcNZ0Z2zAqO9CvPw3WoQYRrKmzyh+Z5Q/MomsGAhXH6UyJnc8KGOrefl7u4pWlurp627ZtBw8eTEpKWrVqVceOHf/HC27ZsuW3336bO3fu+vXrBQJBSEjIixjmq4grAP+j3Lp1q1+/fosXL96yZctfuwKCIF999dW+ffuysrISExNf7PDeDO5+1aIotYw8GuiwvXBeM5mF7/vTkzmiutpytEcdwQ1HZuKNEhiFASuGxI6n8E9qCTTchMJQdiwZYOB8SiPFkzBou9/5lMa6EzoIAwHDaYoH5jFngu1Z6Ac/yUtWS/0H0cacCjLLbcf78jsu8Xz0i8KksBEoEGLBcEScRxRx6P4AblcqAACFsZODBKHv0D2iyCWfSsecCmaEEDEUa+24toOhIGeYQHrLOKMiih7sfAqoqbUe78ufURZ5cjA/Yaln3LuOCskFs5vY8ZSunzwVAoN16MmB/IgUZtc13HvfyiQlxrhFbMUjs74Jjl3AYsdTWgu0D3+WN5zVGSU2UwtiUSPhUxji60ZWB3LEFKZHJOn0iPqoVI8hac+IP4uvG89Paez7s++V95rJHngIA6xYslmFKktNKAxwRIhAhRArBhtQCIIAhDEjyPQgIrcLxbMTxbcv7Xm/potXExRFCwsLt2zZYhcq+OCDDzgc51rof4qmpqYOHTocO3asrKxs1apVrgDs4o9isVhMpidVNwKB4O7+TN2urq6uf//+wcHBly9f/h9VNc6cOTN//vwVK1asXr36f7nOG4nNhGbG1Iw4EujT++ncTnzdeGGGcEZ5ZFsD9uJPJBYl0vljDs2XUHdC+/hXRfLNcGWZ+cy4BqsSSfjIM+FDDtEdlxFVwwgmtNwz4YgQiYEffylEXW29uU6acj+cSMMBAJoL9WeSGtx8iYgVc/cjWFRIcBK9fJeKwsKPORVUf0b3aLMcsWBdP+H2+MLr+kdidY0lcDi9Jkste2DGkyGbAQU44BFN7r6OGzXjiYfgrc+kkhIjtxNFI4ABBHQNVrszYNRMj7ZNTLkj601yxN2fGD6FoW+CLUrEblBB8ycEjXS3mbCzSQ0jDgfeXCdlhpNC36GX/q5kRpLCJjGqD6oFOTrYgOAIOBwB4EkQbMIgDHj1ooaMpYe+Q5feNF2a1+Q7gGYU2xALSmYRBm7z9entZlYgx3rWRU1nVqWrp96PaDUmMkpsx3rUJX7vI7pm4B3SEBlQyt0IAMCF6UJ6MHHIHn/EgtlMGIQDkhtGiAh8+9Hs756L1w6dTpeVlbV582Y3N7elS5dOnz6dSHxhD0/jx48nk8lHjx798ccfXQHYxZ/g3//+99q1a+2vBw4ceOXKldZdDQ0NAwYMYLFYly9f/mt1EQcaGxtTUlJ8fX3379/PZDL/9wu+SVTuVVUdUE8sCrX/iKHgSJfaHp97hU9mtD3MokYORddMuBxKoEDZvfkTroTaZa0QM3b1Q1HNYY09NAIMwpOAZyeqVw+qTx/q9Y8kvb72kt4yGUTwqGNBdgvCBz/Kb66RYgALGOYOQcCiQoalBxbOa4qcxuz4gafNiF5e1Fx7WBs906P5qp7MwtODScGj6be/lFo12JicQIscLV4tMYjg3t/6dF7hWXtMc2OlpPPHnFvrWmwGlOSB8+7tphdaNTwriYnr/DE3fhGLxMQDAPImN9bn6kgMPGZDERhQOIS4dz1wBEhTZxXm6wEOsqpsAAJ9f/Y1K5A7G1voQQRWDEVZaYl/n83tSj0zpoHVgZR8Mxxg4PoKcXOhofsGr6YCPf+E1qxACFQIgiAcCeq32SdqpgcAALVhZ0Y3cLtS+nzvU7JGqigzJ+UGAwjohfDJgQI3H4KaZ+kwj9V1DbdkjaQuWwsAiEhhDtzm52pdfpWRSCQ5OTmLFi36f4/k8/m7du3as2dP7969ly1bNmzYsBc7khMnTsyZM6eqqsrf398VgF38OZqamlp79phMZmstpKmpaeDAgSQS6erVq3+h9Ps8LBbLJ598cv78+ezs7P+97vImgSFYVsfa/lt87fqO1Rnq8p3KSdfC2h/58Ce5+LoR4IB3D2r7lihTCyK9bQwYQsvsUIMjQdPLI/EkSF1tyZ8mpPkRETNmlNn6/uAjvKivPqhGrRiEBxYV4tvXbVx+CIGKU9dYT/TlT7oe6hFFBgCcGiJovmwgs/AdP/Bkx5KvLRX3/cmn+qDafzCt21ouhmC3NrTc/07mP4imLLf49HVTlJoRM0bzITDCSSOyAgEAddnaK+83+/R2k9w09ljvZVbY7n0nBwBjhJCH7PX3SXS7OFOI2rCRR4LsAS8/Rdh0SW/RoDFzPZRlZggHSW4ZY+exB/zuaxTDJ/oLuq/3urNROvZ0MLcbFQBwfkqjVw+3yBTG0R58xIIS3CBTC0JmEqJTmb793Dw7UW6tk9rM2NicIAgPoTB2cgAf4HB4EpCUGPEUqNMyTtwi9n/vPnPxCtLY2Dhp0qTIyMjdu3c75O1auX79+q+//lpYWDhz5syVK1cGBTkxpvwf0Wq1HTp0+Pjjj5cvXw4AcAVgFy8AiUQyYMAADMOKior8/BzXXP7vZGRkfPTRR99///38+fNf+MVfX2qPaR5skk+5HY7asMwONYPT/P0HOWllQixYenA1wEGz+VHPa/zRCqxHutQS3fGp/Cj7yiLEjFUdUDVdMjSc09lMKNkTT2ET1DVWHAGMPh70+DcFrEMTN/n4JLpVp6tuftYybH9AdYZK9sCsqbVCALj5ElAbNiYnmNOJYm/IGpEZaB9e0WJx+Q4lngq4XakaPtxzAzd6lkdWx9qB2/zsK5Eq0lSVe1VD9vjnjqrXC2EiHRc40l18zWhvHEMs2Onh9eHJjISlniVrpU2X9BMKQnPH1ssfmFEYABwWNpmp4VnG5gafGiRI+NAzfjG7fKeycp9qXF4ImYVXlltO9hfYrAiBjPNJdLOokUHb/U4NEQSNolu1aGO+DrMB90AihYOHIGAQ2UwyG9WL4B5A9B9E6/mlV6vktYvXDvvTfH5+fnZ2dnx8fNvtR44c+emnn8xm8+LFixcuXOjm9netB1uxYsW5c+du3Lhhl4n+/fff169f/+jRo7CwsOc9FrzuuALw34vFYunWrVtVVdWmTZvaPjP26dPH39+Je/lfo6qqKjk52W6aRKU6X5/61oGBYz3ruqzimBVIfa4u6Vzw8w5LD62mcAgpd8Ofd6W8yY1e3ajNRYbIqcwO854tH2AAtWGN+fqC2U2jjgbxstRULqHPd95lO5Tlu5RGsc1/CE1aYtQ1wpwuFIBCZDZeVGSgehMQCxY2gR48hh443F16y1gwu2lwWgAvQ918RW+zYDgcZFYggcNoww8FUjh44QX9lfdFKXfDySw8hoLDHWtJTJzisRlDAIGG8+5JpXLxNjM28nAggIDsgfnsuIawCQzxDcM750OqM9R3v5OhVgDhQdwCVv0ZnbYBJlChsPGMgdv98GQIQ7DiT6SCU9qoWR6NF3Qtt8ysGJJPfzdVuWVcXgiRjmu5Yzo1WAAb0MhpzIHb/MwKxC5ySfMjULkEB1UNF681GRkZH3/88ebNm6dNmyaRSHbs2LF9+/aEhISlS5cmJSX93TIao0aNcip10KtXr5s3b/6tt35ZuALw34tcLneacz527FhycvILvJFOp1u4cCGPxzt27Fh4+HNjyVuFqMhwaW4zasPG5ATZO5Dbw8tUP/pFYRDbxp0L9kxw0hknLNAXvSeaXh4pu2cqmN00oyqy/TzvfHKjZ0dKjw1eBpHtcMeambwou1CUrt4qLDB4dqQACLv1WYv0til0PJ1Iw1s1SK+vvAS5uoazOtFVA2LBfAfQJNeNnC4UMgsnKTGhVuydi6H8ExpepjpsIiNsAqP5soGXqe62hisvtfAyVIgFo/kTO/yL1W0dtzJNdfcbGaxDqD7EAb/5YDZwaX4zngRFTvMQnNbS/AjRszyKP5EgVhA4lOYRRXq8VQEA5BFJUvOszHASCmOIFTOKYYCDPOPIoRMY9/8t8+xIGXc+xF7edvFW8ejRo3HjxoWFhZWXl0+aNOmjjz7q0KHDP3Prx48fK5VPV58fOXJkx44dWVlZUVFRXbt2/WfG8A/jCsBvFLt27Vq3bt2OHTsmT578ssfySnCiPx8A4LT6CwBAzNihDjXD0v1bbpukt00jjziuXEJt2NGudb2/8Q4ZRwcAnBwgiH+fHTn9mZa3JxG6LNKewb68oJkeQur+2TNPXcoy86kh9ZNLwpjhJNiAZoTzJl59Uhi2g6FAJ7Te+qxFcEqb+IOP4LQ2ZCyj4xK2rhHmn9DyT2mlt4xEdzysRXAkiNOJoiy3eESTk0vCAAQAAIgVa7qkv/uVTHLLBEEARwAYgiUs5UROYxLpuJMDBWNPB3tEkepzddI7ps7LPc+MbRi0w8+rJ1XNs+JJEJ4MufkQ7MYGFbtVD36UJ98Kc1g97OKNB0XRs2fP/vrrr7W1tXPmzFm2bNkLaRf9y7wNNWCXGcObxp07d0JDQ5cuXWq1OrerwzDMZrO9JV5gilLTXp9Ks8q5VfudL6XnpzRiGGbVI3t9KhVljqaED3+Rnx4laP2xMV+XGV/T1qrPZkEPxfAEuU8t5e1mf21N9FAbeqRbbcVeZeuW219IC+c7uh1Y1Lb9gVXCS3oMw6S3jemh1e29Fuw8/k2eEc073KWm/a5W/4bc0fXlaUqrFsmM5ZXvVjocVrpVcW5SQ/vTG/J0e30q1TUu54+3C7VavXnz5qCgoL59+x49ehSG4f//nL+fH374AQAgEAhe9kD+RlwB+A1ELpePGjVqwIABzc3NDrs0Gs3PP/8cGho6cOBAm815WHrDuPJ+85XFju8DhmE6oTWNU6EVPAk29zfJzqc84+RjlDqxCj7Stbb+zNNwe/fblrPvOPom5Y6ur9jzNOY9/k1+YgC/bdg2yW27WRXGlme+5grmNhUteTrOY73r+DlarB3KSnMap0JVbTkYXt1y3+T8d8YwQa42u0/dmaT6og9E7fdadUiaZ4W2/plHNEWpaY9Xpd3uycVbQnV19dKlS1ksVmpq6sOHD1/2cN46XDWeNxBPT89z586NGTOmW7duBQUF9o18Pn/NmjWRkZElJSUZGRlXrlyxtxq+8fT5zluQo5PecrQluLFSkvChZ6tiZccP2OIbRvkjc+sBNz+TRs/28Ih+xiyh80rPBz8+8e3RC+GHP8v7bfZ1uHLnlZ4Pf1HYlRqNUtudr2SDdviBNoVjiic+fBKjrZWC8KJeVGTo891TzeeOS9ilvzu65KI27NKcpt7feHtEkaJnezzPEhgAEDTKXVluNojgp+rQbSC646JmelTtf3o6rEPPpwgTv/f27uVq4nvzQVG0oKBg3LhxAwcOpFKpZWVl6enpnTp1etnjevt42U8ALv5GCgsL/f39Fy1aNH78eC8vr7Vr1zY1Pdfn9Q2mKl11tHtt24yu6JrhQFAVbHjGWvbhz7LWxGzLfee5awR+6gqcN7nh9kap0zse7lzTcF6HYdjFVGHxGkn7AxSlpn3+VfaMcdvkcys2C7rXt1JZ+cz8+9bn0pwRAvtkWie0pnlWOPwKrbTcM+5wK7+y6Lkfd8td48Hw6ifzchQ7N6nh6odO5sou3jB0Ot3OnTtjY2PtiyZMpucmUdpTXV2dkZGxadOmzZs3nz9/HkFczsz/K64A/IYjFAo7duyYkJDQPh39FoFiOcMErcHSIIHTw6r5pzQOR8FGZH9glbjYgGHYiQH88jTH0qmdhz/L8qc2Nl7UHQyvblvrbUvlftXpkYLmK/oDwVVWvfPvqRMD+DVH1RiGXV7UfHmRk0/n5meStkGx5a5xr3elQfQ0cZ07pr7qoKr9iVY9ciiG9/An2V6fytaqcHsy42tE1w0Yht39piU7sc5mcZmlv8nw+fzVq1dzOJykpKSLFy/+2dNLS0sBACQSKSgoyK75HBsb+2YXaP8BXAH4zQeG4dWrVwcFBb0ljVdOMYjgvb6VzVf0sAE51rvueTNXXqb6cALvzlfSY71q0ec831u1SBq3Mj2sum3vlQM2C7rXp/JAiJMw30rtMc2J/vzmK/p9/lVO28R0Qmsau8Iev20WNKtjTfWhZ8Jt3QnN8X517U+8NK/p0r+aMAzLTqwTnH7uIO9913J5UXNjvm6ff5W+G07TwQAAIABJREFU+ZXou3Hxd3Dt2rUpU6aw2eylS5fW1zu2LPxBVCrVtWvXWls78/PzKRTKpEmTXtww30Zcy5BeJ5qbmwsKCm7fvl1VVcXlcg8fPvzHz7Vrva5du3bZsmV/3whfZRrz9ZcXNrFiKPQg4uA0RxUU1IZVp6sfbVEoyi0AxShsfOcVnG5ruQACqiqLQWQLGExrreOeHlmvKDX/SxTzX253arBA12BN5Uc/7wAMwTIiajAA+v3iEzaB4fSYcxMaQ5LosQtYt9ZL5Q/NY3OfkRNBbVh6CO+d88FtXQh5meo7X8pS7oYT3XFVB9S1xzRJZ5yLkBia4az4WjwFGnkk0G+Ac8dDF68vVqs1Jyfnp59+UiqVS5YsWbBgAY32Ij/lwYMHSySSysrKF3jNtw2XauvrxL59+9avX+/j42O1Wun05/rIOmX8+PGxsbHJycl37tzZuXPni/1XfC0IGuneZSX35uctPTY+Y/SNoUCQo725TkrzI7I6kJVlZhIdP/Z0SPEnYkGO1iBBIAgjMfCoDeu8nBM920N0zaB4bAYoVpWu9k10Y4QS7QZEbVGUmhVlFoBgeiHsHujcKAbCQ/RQkpZvfV70BQDEv8cuWSvx6kEt36ma+sBRXwVHgGLns8p3qfr/+qQRTFNrvb5c0qqhETmNWbJaohVYGaEkx0sDQPEkENxxCUvYruj7hiGVSvfv3//777/HxMSsW7fu7xCx0mg01dXVQ4YMebGXfdtwzYBfJ+rr6wkEQkBAwIQJEx4+fNhq/PDHMZvNH3744fXr17Ozs+Pi4v6GMb7qNJzVXZrXHDKWHjaRAQCQ3jbWZmtJdFzPjV4QBF1fIeZ2pQhydIxQUvLNsIK5zbAOHZcXDABovmy4v0mmb7YZRVav7m7iG0aAA0Q3iMQkYDbg5osPGUsPeYfBjiWjMHaiPz92PlvDt1o1yMBtzgXAmwoNF2cJETM27XGEe8Bz3NwwcDCCh6Gg99dedj8iB/RN8JHOtbMbook0HGLBjifyYxew4t9/agxcvEoC4aE+//Z2vDAKLkwT4qnQsAMBf+mNdPEPYTQa/7j88oMHD3bs2HHixIlJkyYtW7YsNjb2xQ7m/PnzBQUFarU6Pz8/Li7uwIED3t6Of1ou/jiuZUivEyEhIQEB/9PXJYVC2b1799q1a4cMGfKnMthvDMFj6VPvh3smUB5tlpftVNYd1xrFMDuOcudL2Y1Vkp4bvYZnBI45FazmWXJH1Q8/EKAVWPkntQAA/8G0EVmB+garRYkywkiz66NJ7jirFsMTIcSMxC5g65ttOUMFxaskhQtEVC9C5FQmngiV71Tu9araTizfCpVthcrOjW+A9SgAwCi2FaQKhx8MiJrpUbZdqa62AAAQa7unYQiQ6DgcCTiNvgAA9wCib1+3miwNAKBosYgRRmwbfQEAce+xK/epELPjlW+sEJtktsG7XpgguYu/iU8//TQlJUWn0/2XY1AUzc3NHT58eFJSkq+vb3V1tb3V+YUPRiKRPHz48M6dO3K5nE6n/93q0G88rhnwa8lfngG38vDhw+Tk5KFDh/72228kkpP85NuDXgjzT2rdfAnhk5mttrWKUnN2Lz6Zhe+6mnN/kyzlXsTtDS2Ve1VuvoReX3gXr5GETWAIcrQoDCYXh/JPaYUXDeMvhpiVSHYfvkEE9/vZ+/YXsoBB7vJSk67BFj2L2XTJMC4/+Na6lqZCfZePPfmn9UHDaOFTmBdnNcnvm4l0iOJJMIhgghuOEUbidqF0WcXxiCI//k1Rvkulq7cywkhdV3OipnvohHDpbwqzEsERIKo3IWwiA9Yil+Y1R8/xqD+tm3gltL2Ac+7o+ogUZod/PZUVvPedrPaIZmJRqN1U2MWrTKvr6LFjxxISEhz2arXaffv2/fLLLxwOZ+nSpTNmzCAQ/onCYnV19eDBg0NDQ2/cuPEP3O5NxRWAX0v+9wAMANBqtfPnz6+vrz969GhoaOgLGtqbg1WLnhnbILlhxDAMR4AINKjnBu9Oyz0BANWH1IVzm30H0kKT6FX7VePygs++0xj/PtsgsvEy1LRAYnOhoesqjui6geKJb7lrHrzbr+WuiX9SO7EoTMu3nH2n0apBe3/nfWdjS++vvMt2KpXlFk4nslGKJJ0JtpnQxnz9418VnASK9I4RwgFWDBmBMRQGAAMGEdxhHssjmowhmK4ertijorDwNhNq1WMzyiLcfJ18+UpKjPkpwhmVkfbYfO87WUWaavL1MKcHu3g1OXTo0EcfffTdd98tWLDAvqWmpub3338/ePDgsGHDVqxY0bt37394SBs2bPjyyy8lEokrC/2Xcf0Hvr0wGIyjR4/++uuviYmJ+/btGzVq1Mse0asFiYGbdC0UAKDhWY72qJtREWW3mtcL4eKVkjGng4QX9Xe/bqF6EQ51qPHu5XZ5YTM7noLAGNENGn8xJG9yI5mFH3cuRFFuPjehcdK1UE2N9c7GFtkDEyeBgsDYtQ/FXVZzlBVmHBGicvGJm3wa8vT3N8mGpQd49aDSAohX32u2wViXFZyeX3plxtTYLFiHuaxuazmt09a641qQpvLqRa3J1GAAyB6agn2dtOb59HHzH0K7962sxxdeRe+JFKVmV/R97Zg5c2a3bt2Sk5OvXr06derUHTt23L17d86cOaWlpS/Q2PRPYTAYXsp93yRcM+BXlH379m3ZssX+unv37mlpaW33vpAZcCvXrl2bPn36rFmzvvnmm7dEn/LPcn2FGIKgvj/5AADyU4SsWHLPL7wAAIZmuKnQUJOlablrQlGM7I4fsNU3eCydl6m+vUHm25dan6uLSGGSWPjq/Wqv7pT6s/rQd+hWDQIg0PNL7/MpQliLJJ0NNsuR4tWSUccCzyQ1jjgS0FJivL1R5sbFD94XcGdji0Vp09bDRDd8yv1wN58ngbNij+rWZ1L/we6ye6bRx4OKljTLH1h8+lK7r/Py7efYs2MU2w7F1jAjSPRA4vCMALvxkYvXC7PZnJ6evnbtWj8/vw8//DA1NfWfNP8uKChgs9mttoBnzpyZNm1abGzs7du3/7ExvHm4AvArSnFxcWFhof11cHBwampq270vNgADAGQy2cyZM202W2Zmpo+PE/XgtxyjxJYVVzOtNFJZbr7ynmh6WQSB6hjD7A3JqXVRugY4Z3j9hMuh7FiyQWSr3KPkZWnwJJxFg+gbrFRfYo913LhFrMq96se/KWIXsu59J+N2pQIMiK8b3XwJ2loLnobz7uE2+nggiYnXC+EjnWshPCAx8IgZG5buT+USHv2mEJzWUz1xzAjSsPQAEhNvliNnxzegVswks+HJUNRMj4Ch7sxwkkEE2zPVsvumbuu4HRd7Qq7g+7ohEol27dq1bdu2Xr16LVu2bNiwYf/8GNatW/ftt9+6ubl5e3vL5XKdTtejR4/MzMyIiIh/fjBvDK4A/FrywgMwAABBkK+++mrv3r1ZWVl9+/Z9gVd+M7i+XAxwUOM5XeIPPiFJzhdhF6Q2ecaTa45oOn3EiZ7tpG9Zw7NmJ9ZNL4+0GdHsXvyJRaGsDmSrBhEWGFSVFvENg6HJZhTDETM9+v/iC+EAhmCnhtYHj3bvvJJTfVB992uZrt4KMAARobCJjJhUj+Ax9FZ5EMSCFc5rFhbomJFkz1iK7KFJ3wjT/Ai0AGLwGHqHeSw8ydWz+ppx7969LVu2nD17dtasWcuXL3+Jzrgoit6/f//BgwdyuZzL5cbGxiYmJr6swbwxuALw6wQMwxqNBgAwe/bssrKy+/fvAwBoNNoLzESdPXt23rx5K1as+OSTT1xrDNqib4IPxfD8+tPG5YU87xhFqflEf4FnJ8qkK6HgOW9e0RIRxZMgvmYIHkvv8jGn/QHVGerqg+p38kMAAHc2tjRfMYwvCGmr9WEzoRAE4SnOboCB593XxWuEXcTq559/lsvlH3zwwQsXsXLxiuDKRr1OFBUVcblcLpebl5cnFArtr7du3foCbzF27Ni7d++eOnVq4sSJarX6BV75dcc9gBiaxPDu+d8kEahcgs2EBo+m/5co2OkjzqPNcpsJ67zc0+kBESlMRalZVWkRXzeW7VSOyAx0UNoiUHHOoy9wRd/XnpaWlu+//z48PHzLli2ffvopj8dbtmyZK/q+qbhmwK8TKpXq0aNHDhvDw8MDAwNf7I3sSw/z8vKys7PbLz18a1E8Np8Z2zCrLup5udz8qUKIACkem6c/jnheLNTyrYdieL2/9XE6/bVze0OLUQI3XjAM3OYbPPrPaY66eE15+PDh9u3b/6+9+wxrKlv/BryRKqBiQxQJdkUQbCNFHRnLHEdBEQF1FPy/KokFiTMWZCygTgGPKFUBFREZaR4uFR1hHAuKikAogjSVJkVA6SWElPdDzjAcxlEgCTsJv/tTstl7refyMnmy9l7rWVFRUWZmZk5OTj0qVPfgwYOQkJCEhISysrLRo0cvX77cxcVFXV3981cCqZCA4R9dvXqVTqf//PPP9vb2nziNyWQqKSl94gRpcvProqmb1D76fLcktumRQ/n6zEnXjAoWeo7W/Orjo5ab/ypSHSv/PoNpk9K1tnOH5nL2lYl5k9cPWXIJdSKlHJfLvX37tre3d3Z2tr29/e7du4cP//itkU8wNTVtaGhYs2YNhULJzs729fUdNWpURkZGTyvGQ18jaRcmkAy5ubl6enq2trbNzc1//+urV68cHR1HjBhRWfnx3f2kT+n9ptCp+Vx2161zWU2ckAl5Jb838ni8l4E1t8w/vulb7uXaMP1XbCb3ysS8imcf+Sflq3jWHDQ6l1nzkT0KQWrU19d7enqOGzduzpw5ly9fbm/v/Y6QeXl5nd/++uuvBEFcvHhR4BhBtPAMGD5l6tSpz549Y7PZ8+fPf/36dcfxhIQEGxsbfvGd1NTU/nOzS/MrFWUNuVfh9V2OPz3wbuxiFa1lqgRBTNk0pPJ5a90rVpdzmB84Tw++WxKkKasoM2P38BeeHz7aBaeN92Br2SLf0YpDsSZbOr1+/frgwYOTJk168uTJ1atXU1JS7OzsBCkhOWXKlM5vTU1NCYIoKysTME4QNSRg+AxVVdWrV6/u2LHD2Ng4LCwsJCTEwMBg27Zt8+fPLykp8fLyEvoTaDH3xVH15GNVXPZfz27ePWspvNFocvK/66flBg7Q2zEs9ZfqLhc+2l0+ZYPayDkDCYKYvmXo2z+aGgq7JmmCIJKOVqpNU5xg+Y97FILk4v9y/fLLLwmCSE1NjYyMNDY2Fnov/PrMM2bMEHrLIGRkD8FBYqSkpGhoaEyYMCEuLo7sWEgW/WVBzqUa/uvWanbo5LyC6/WdT2A1cIJG5xTHNjJr/3sbOfPch3CDV+0tnI5znuyreLKvokvLxbGNwVq5rdW4+SwZPD09a2trP3sak8m8fPmynp7ezJkzAwICWlpaRBfShw8ftLW1Z82axWbjf5G4wwgYumvOnDlZWVlTp0798ccfy8vLyQ6HTAtOazx1qmwoYLXVcW7+q2ii9ZDxq/87YK3JYj6glgWNym2pYO9a7XSZkhc0KvcPu9LEw5X/itDqXD9Lnz4851Itq57TcaSlgn3v/5UuCx2rNAI3nyUAh8MpKiqaO3duenr6P51TUVHh6uqqpaUVFRV15syZ1NRUKpUquhKSra2tlpaWzc3NkZGRKCsr/jALul/Ly8uLi4tjsVgLFizo5m4qPB7v5MmTnp6eISEhy5YtE3WEYuuF94fcy3VyygNGzlZa6DWaIAh2C/eRQ0VJXKPezuF6tGFyKjLyyrKVSS0yskT0okL5gTKmgZoTLP7nxvIfdqUqY+SN3UYRBMFl825+XaRpqvLF0f7yQF063Lhxg0ajnThxostigY4iVlZWVt9///3UqVNFHUlbW9vq1asTExMfPHgwa9YsUXcHQkD2EBxI4+fnJysrS6FQdHR0CILYvXt396998OCBpqami4sLh8P5/NlSicu7sbQwZHxedWprezOnMKbhqk7+heHZr//z171ogiAujc4JHpubdKyy7GHTr9Pyf//2bVvdXzcGW6vZQaNz3j1vYTVyYlYU3TIr+vv8ahB/eXl5HYsF2traIiMjTUxMJk6c6Obm1p0b1ELBYrHMzMxUVVWfPn3aNz2C4DAC7qf464u2bdt27tw5GRkZX1/f3bt3R0dHr1mzppstlJWVrVu3Tk1NLSQkZNiwYSKNVjxxmLyX52tS3d+z6jnqXwycvm3owJFy8TvKR8xUGrtEVUaW0KMNDxz8cuBIWcuEicoacsV3Gu9tLpVVGvBVoCblX6r8Sh2vwuufH6mSV5FRnzdw0dkxA+RQy0oiNTU18TcHZDKZFAqFTqdbWlr22U1gNpttY2MTGxt7586dRYsW9U2nIDgk4H5q//793t7elZWVampqBEHweLzJkydPnDgxLi6u+42w2ezDhw+HhYVFRET0/X7gYoLD5HHauB179LJbuVnnauryWTwub/H5sS1V7YxfqnMv1REyhMLgAV/6jJGRI545VbY3c6faqikOGVD+qOXt700z94/g728IkigjI+Ps2bNRUVFfffXVsWPH9PT0+jiAbdu2Xbx4kUqldn4qNGnSpJkzZ/ZxJNAjSMD9lImJSXt7e3JycseRrVu3RkZGNjQ09HQPhps3b1KpVGdnZzqdLuwwJZuMzF+fr9ZqtrzKgI6NeKvTmHmXa7kcYsxC5TELVZRH934NKJCFy+Xev3/fy8uLwWBQqVQHB4cRI/6xvKhI6enpvXz5ssvBXbt2+fr6khIPdBM+9v1USUmJoaFh5yMUCqWpqam2tran95NXrVo1ffp0KyurpKSkgIAAVVVVoUYqJQaO/J/P2shZSiNnjSYrGBBQY2NjWFjYmTNnVFRUHB0do6Oj5eXlSYwnKyuLxN6h17AMqZ9qbW1VVFTsfIS/NKKlpaUXrU2aNCkxMVFVVXXu3Ln4LgAp9ubNG34Rqz/++OPixYv8IlbkZl+QXBgB91MDBw5sa2vrfITJZBJ/puFeUFJSCggICAkJWbJkiaen54YNG4QQJYDYSEhI8Pb2fvz48ebNm1NSUnpUAK64uDgpKSk3N3fQoEF79uwRXZAgWZCA+ykKhfL27dvOR0pKSlRVVQWcz2xnZ/fFF1+sXbv24cOH3t7eXQbZABKnra0tIiLi1KlTLBZrx44dwcHBysqf2hP679zc3JydnfmvtbW1kYChA25B91MmJiYZGRn19X9tKhAfH29sbNzTGVh/p6Oj8/z589raWhMTk8LCQgFbAyDLu3fvXF1dKRTKlStXfvrpp5ycHDqd3tPsSxCEsbHxlStXcnNzV61aJYo4QXIhAfdTW7ZsYbPZzs7O/Gm6Z8+eff36NY1GE0rjgwYNioyMpNFoJiYmv/32m1DaBOgzDAbDzs5OV1e3oqIiPj7+7t275ubmvf5tumjRok2bNk2dOlXwX7cgZbAMqf/y8fH57rvvxo4dq6Kikp2dvXPnTj8/P+F2kZycbGNjs2rVKg8PD0F2W5NQnZchgfjjcDi//fabu7t7RUUFlUqlUqlDhw4VYvsWFhbp6elFRUVCbBMkGr4g+rXc3NyOWtCi2BaNIIj3799v3Lixra0tPDxcQ0NDFF2ILSRgcrW0tHTzjnF9fX1wcLCHh4dIi1ghAUMX/W5QAp1NmzZt2rRpIu1ixIgRsbGxJ0+enD17dmho6OLFi0XaHQDfy5cvV65cGRER0WW9exf5+fl+fn5XrlwxMzO7deuWvr5+n0UIgGfAIHIyMjJOTk6hoaG2traurq4fHRRyudw7d+6sWLHizZs3fR8hSB9dXV0/P79Vq1a5u7v//a9cLvePP/4wNzc3NTUdOnRofn5+SEgIsi/0MYyAoY8sXrw4MTFx3bp1aWlpwcHBHU/X+EWFvLy8FBUVt2/fPmbMGHLjBKmxcuXK5ORka2vrjIyM8+fPq6ioEH/+f/P09FRWVhaHIlbQn2EEDH1HS0vr0aNHOjo6s2bNSk5Ofv369cGDB8ePHx8TE+Pl5SXqvcqhH6JQKI8ePRo5cuTcuXPj4uIOHjw4YcKEmJgYb29vFLEC0mEEDH1KTk7Ozc3N0NBw+fLl7e3tjo6OGRkZmpqaZMcFUktRUdHa2vrp06dWVlZbtmxhMBgUCoXsoAAIAgkYSLFmzZpp06bZ2NiUlJQId6UHQAd+ESsPDw8mk7lz5057e/telNEQXGJi4rZt2wiCKCkpYTKZ/M0K9+3b93//9399HwyIFSRgEI7m5uasrKzW1lYjIyMlJaXPnq+jo5OUlOTg4DB37txr165Nnz69D4KEfuLdu3f+/v7nzp3T19f/8ccfzczMSCyCoa6ubmVl1eXglClTSAkGxArWKYKgcnJy1q1bl52dzeFwCIIoLCwcN25c9y8PCQnZv3+/j4+PjY2NqEIkCdYB973U1NSAgIDo6GhLS8s9e/bo6OiQHRHAP8IIGATFYrF0dHTs7Ozy8/PPnz/f08vt7Oz09PSsra3v3bvn4+OjoKAgiiBBunG53Nu3b3t7excUFFCp1Pz8fDzaAPGHWdAgKAMDg4iIiH379vX6NvLs2bPT0tLev3+/YMGC4uJi4YYH0q2+vt7Ly2v8+PHu7u5UKjUvL8/Jyan72be9vf3o0aNaWlpKSkqzZ8+OiYkRabQAnSEBg1gYPHjwtWvXNm7caGxsHBcXR3Y4IAHy8/PpdPr48eMZDMbNmzcTEhKsra17WnJ8z549bm5uNBotKipq/PjxFhYW9+7dE1HAAF0gAYO4kJGRodPp4eHhW7ZsOXjwIJfLJTsiEEcdRawWLVo0cODArKyskJAQAwODXjRVWFjo7+/v7Ox8+PBhc3PzyMhIXV1dJycnoccM8FFIwCBevvzyy7S0tJSUlGXLllVWVpIdDoiRpqamwMDAGTNmODk5mZubFxYWurm5CVI67datW1wu19bWlv9WVlZ248aNDAajtLRUSCEDfAoSMIgddXX12NjYhQsXzps379mzZ2SHA+QrLCzsXDSNwWBQqdTurHb7tJcvXyoqKk6cOLHjyIwZM/jHBWwZoDuQgEEcycnJubq6+vr6rl69+qPF9EGixcXFPX36tDtnMhgMOzu7uXPntra2pqSkxMTELF26VFhh1NTUqKmpdV4izJ+9VVNTI6wuAD4BCRjEl7m5eUpKCn9NZ319PdnhgNBwOBxLS0tPT89/WifNYrGioqKMjIw2bNgwZ86ckpISLy8vbW1t4YbB4/FILNABgAQMYo1fTF9LS2vevHmZmZlkhwPCsWLFiuTk5IiIiDVr1tTV1XX+U2Vlpbu7+8SJEwMDAw8dOpSXl0en0/kbGQndsGHD6urqOv8IqK2t5R8XRXcAXSABg6C4XK6Dg4ODg8N//vMfgiBcXFwcHBz8/f2F1b6ioqKXl9eRI0e++uqroKAgYTUL5NLS0nr48KG2tva8efNevHhBEERaWhqNRtPT0ysoKIiLi7t79665ublIR6i6urpMJrPzFtRZWVn846LrFKADSuWBoDgczpIlS7ocNDY2/uWXX4TbUU5OjpWV1Zw5cwICAiRi10KUouyO0NBQBweH6dOnFxcX29vbOzo69tkAtKCgYPLkyUePHnVxcSEIgsvlzpo1S05OjsFg9E0A0M/hCwIkSWNjo729/atXr6KioiZMmEB2OJ+BBPxpDQ0Nly5dOnPmzODBg/fu3btx48aeltEQ3Pbt2y9duuTi4qKvr3/58uXo6Og7d+58/fXXfRwG9E+oBQ2SZNCgQeHh4YGBgYaGhv7+/mvXrv3oaTU1NefPn7e0tJw8eXIfRwjd8erVK19f3ytXrixdujQ8PNzIyIisSHx8fEaMGHH27Nnq6modHZ3o6GhkX+gz+IUOEiklJcXGxsbc3PzUqVPy8vIdx7Ozs729vSMjIy0sLI4cOTJ+/HgSg8QIuAsej3fv3j0vL6+UlJTNmzfv3r1bU1OT7KAASIMvCJBU79+/t7W1bWlpCQ8P19DQEMNvdiTgDkwmMzIy8uTJkwoKCtu3b7e1tZWIp/gAIoUvCJBgPB7v5MmTHh4eioqKGhoadDrdxsZGfDY0RAImCKK8vDwwMPDs2bOGhoZ0Or1HZTQ4HE52dnZycvLbt28NDAwsLCxEFydA38MzYJBgMjIyTk5OX3zxxfr161euXPntt98OGICVdeKCwWB4eXndvn1706ZNSUlJ48aN62kLK1eu7Ngaa/PmzUjAIGXwbQUSb/HixampqXfv3l29ejW/kAKQiF/EytjYeP369R1FrHqRfQmCsLW1vX79ellZ2ZAhQ4QdJgD5kIBBjOTn5x84cMDAwEBVVXXMmDEWFhYZGRnduXDs2LHx8fG6urqzZs1KSkoSdZzwUVVVVfwiVl5eXj/88AN/v15Bilht3Lhx9erVgux3BCDOkIBBjFy9ejUsLGzJkiW+vr7fffddWlqaoaFhN6siyMnJubm5eXp6rlq1ysvLS9ShQmfp6ek0Gm3atGkvX76MjY1NSEgQdRErACmASSIgRgoKCigUSkc1huLi4smTJ69fvz4kJKT7jeTn51tbW+vr6/v7+4uohnA3SegkrJaWFmVl5e6cyeVyb9++7e3tnZ2dbW9vv3v37uHDh4siJDU1NQsLi+DgYFE0DkAWjIBBjEyYMKFzLSRtbe1x48aVlZX1qJEpU6Y8f/5cSUlp7ty52Ni1p3g83qJFi9zd3T/906GhocHLy2vixInHjh2ztbUtLi52dXUVUfYFkFaYBQ3iq7y8vKioaMWKFT29UElJ6fz58yEhIYsXL/b29l63bp0owpNKMjIy169ft7GxSUhICAkJ4e+P29nr168vXLgQFBRkamp69epVY2NjofQbEBCQk5PDf718+fLly5cLpVkAcYYRMIgpHo+3Y8cOJSWl7777rnct2NnZxcbGHjp0iEajsVgs4YYnxTQ1Nfkz2gwNDTtPgktISLCxsVm4cCF8NMcvAAAM4klEQVRBEKmpqZGRkcLKvgRBFBUVZf2pqqpKWM0CiDOJfEYF/cGBAwc8PDyioqIsLS0FaaehoWHLli3FxcVRUVG9WwzTaxL6DLjD9evXt2/f7urqqqys/O9//1tOTm7Hjh2kFLHCM2CQShgBgzhydXU9depUYGCggNmXIIjBgwdHRUVt2rTJxMQkNjZWKOH1E4aGhlZWVt9//31UVNSZM2dSU1OpVCpKSAIICxIwiJ1ffvnl2LFj3t7eW7duFUqDMjIydDo9PDx827ZtBw8e5HA4QmlWijEYDDs7Oz09vfb29rS0tJiYmKVLl/b9siIfHx89PT09Pb3GxsYbN27wX2NiHUgNyb5FBtLHw8Nj37597u7uBw4cEHrj1dXV3377LYfDCQsLGzVqlNDb70LibkGzWKwbN254enpWVlba29vTaDQ1NTUS47l///6jR4+6HKRSqSjNAdJBwr4gQLqFhoba2trOnz9/z549HQeHDBmybNkyYXXB4XBOnDhx6dKlsLAwExMTYTX7URKUgKurq4OCgvz8/CgUCp1Ot7S0lJWVJTsoACknMV8Q0B84ODj4+fl1Oairq5uVlSXcjm7fvr1ly5bvv//+wIEDoruzKhEJOCMj4+zZs1FRUWZmZgcOHNDT0yM7IoD+QgK+IABEoaSkxMbGRkNDIzg4WEQ3WsU5AXO53Pv373t5eTEYDCqV6uDgMGLEiO5fnp+ff+HChbi4uDdv3gwePHjevHnHjh0zMDAQXcAA0geTsKCfolAo8fHx2trahoaGL168+MSZmZmZpaWlfRaYqDU2NgYGBurq6h48eNDa2ppfxKpH2ZcQrGo3APwXD6B/Cw0NHTFixPnz57sc53A4N2/eXLJkiaam5u+//96LlsXt8/X69WsnJyd1dXVra+snT54I0tSbN2/a29s73hYVFcnLy9va2gocI0A/Ir63yAD6TG5urpWV1ezZs/39/ZWVlRsbG8PCwjw9PZWVlR0dHTds2CAvL9+LZsXnFnRCQoK3t/fjx483b968a9cuLS0toXcxZcoULS2te/fuCb1lAGmFWtAAxLRp0xITE+3t7U1MTGbPnn3z5s1ly5YFBQUZGRmRHZpA2traIiIiTp06xWKxduzYERwc3M1tjnqq11W7AfozcfmFDiAOAgIC9u7d6+HhQaPRBG9N6CPgxsbGixcvOjo6Dhjwmdkb79698/f3P3funL6+vqOjo5mZmegme/N4PAsLiwcPHmRmZmpra4uoFwDpg0lYAH+h0Wjx8fEnT56k0+nt7e1kh9NVW1tbTEzMihUr3r9//0/n8ItY6erqVlRUxMfH371719zcXMDsW19fX/cnNpvd5a9OTk63bt0KDg5G9gXoEYyAQTo1Nzf/+uuvycnJ5eXlCgoK06ZN27FjB4VC6c61Hz58sLW1bWpqCg8PF6TokiieAXcUEomIiOh8h5zD4fz222/u7u4VFRVUKpVKpf59J8FeU1JSamtr479+8OCBqalpx59cXV2PHz9+/vx5YdUNBehHSJwABiA6mZmZysrKpqamdnZ2VlZWampqioqK9+7d6+blXC7Xzc1NQ0Ojd/Of+UT3+YqJiVFXV3dzc+PxeHV1dZ6enlpaWvPnz4+MjGSz2ULv7smTJ4//VFdX13H8559/JgjCx8dH6D0C9AcYAYN04i+SUVBQ4L+tqqrS1dWdPn16fHx89xt5+PDhpk2btm3bdvTo0c8+dv07kc6CfvPmjbm5uZqaWm5urpmZ2b59+/T19UXU10eJtGo3QH+ABAz9xZIlS6qqqjIzM3t0VVlZ2bp169TU1EJCQoYNG9aja0WUgDuKWKWkpGzatMnJyamnZTQE1wdVuwGkHpYhQb+QkpLy/PlzR0fHnl6oqan58OHDw4cPz5o1q8tj177XZYFydHR07xYoCy4xMZEgiCdPnjx58qTjoCiqdgNIMYyAQZqdO3fu4sWLdXV1paWlhw4d+uGHH3q9yc+NGzdoNJqzszOdTu/mJUIcARcUFAQGBl68eNHIyIhOpy9dulQozQIAiZCAQZrFx8c/fvy4urr61q1bra2t165dE2QLwlevXllbW+vp6QUEBKioqHz2fKEkYH4Rq/v372/cuHHv3r3dnMgNAOIPCRj6BRaLNX/+/KqqqsLCwl5Mp+rAZDIdHR0fP34cFRX12Z37BEnA/CJWHh4eTCZz586d9vb23S9i1dTUlJSUlJub29DQMHr06MWLF4ui9iQACIqk2dcAfe2nn34iCKKkpETwpi5fvqyurh4WFvbp03r3+aqoqHBxcVFXV1+6dOnNmze5XG5PW1i7di1BEEOHDh03bpyCgoKCgsKJEyd6EQkAiBQqYUF/kZOTM2DAgCFDhgjelJ2dXVxc3JEjR2g0GovFErxBvtTUVBqNNmPGjIqKiocPH/a6iNX+/fvLyspqamoKCwurqqpWrlx55MiRT2+5CAB9DwkYpFNgYODp06eTkpJKSkoYDMa+fftCQ0NtbGwGDx4slPZnzpzJYDBqa2tNTEwKCwsFaYrL5cbExCxbtszKymrChAn5+fkBAQE6Ojq9btDQ0LCjgNeQIUP4s8ZycnIECRIAhA7LkEA6ycjIHD9+vL6+nv9WRUVl//79rq6uQuxi8ODBERER3t7eJiYmQUFB33zzTU9bqK+vDw4OPn36tJaWFp1OX7NmjZyc8D+SSUlJAwYMmDlzptBbBgBBYBIWSC0Oh1NQUPD+/fuRI0dSKJSOqlhCl5CQsH79+vXr1//888+de/nEJKz8/Hw/P78rV66YmZnt3bvXwMBAuCFxudwDBw6w2ezc3Nz09PSffvoJtZoBxA1GwCC1ZGVlJ0+ePHnyZFF3tGDBgrS0tAULFgQFBT169OgTs6PZbPadO3cCAwNTUlI2b96clZUlyGYPn5aent7W1pafn6+iokJWvQ4A+ASMgAGEg8Viff311wkJCb6+vtu3byf+dwRcUVGxZ8+e69evq6urHzlyxM7OTklJSfBO7927FxMTw389adIkBweHLiew2exDhw6dPHny999/R51IALGCSVgAwqGgoPDw4cMjR47s2rVrxYoVXC6Xfzw+Pt7Y2FhTU5O/0/Dbt2+pVKpQsi9BENXV1Vl/+uhcMDk5uRMnTsjLy0dHRwulRwAQFoyAAYTs+fPnS5cuVVVVfffunba2dklJib6+/rlz54yNjUmJp6GhYejQoVQq9dy5c6QEAAAfhREwgJAZGhqWlZWNHj164MCBCxYsqKqqSk9P77Psy2azL1y40NTUxH9bVVW1detWLpdrbm7eNwEAQDdhBAwgVdra2pSVlXk83qhRo2RlZSsqKgYOHHjo0CFnZ2eyQwOA/4EEDNAD9+/fP378uIaGRnh4ONmx/KMPHz7Ex8cXFRXxeDxtbW1TU9O+3zAYAD4LCRigu1pbW2fMmFFaWqqhoVFUVER2OAAg2fAMGKC7jh8/PmzYsMWLF5MdCABIAyRggG7JzMz09PT09/cXZDfDztLT0+Xk5GRkZDCYBuifkIABPo/L5VKpVHt7+9mzZwurQXt7e3V1daG0BgCSCAkY4PP8/f2Li4t//PFHYTXo4+NTW1u7c+dOYTUIABIHCRjgM8rLy52dnU+fPi2srQxLS0sPHz7s6+srrHpYACCJkIABPsPR0XHevHnr168XVoO7du365ptvli9fLqwGAUASYTckgM+4devWqFGjOvbTLSwsbG1tnTlz5pYtWxwdHXvaWnR09P3793Nzc4UdJgBIGCRggM84fPgwm83ueHv16tWqqioLC4vp06d/+sLm5ub29nb+ayUlJSUlpYaGht27dx8/flxTU1OEEQOAJEACBviMw4cPd36bkpLCYrFcXV0/e+HatWvj4uL4r11cXFxdXV1dXQcNGmRnZ1dXV0cQBJPJJAiioaGhqalJVVVV+KEDgBhDJSyAnjEzM8vKyurO4t2XL1/W1tbyX1MoFAqFsnz58o6U3JmhoWFiYqJw4wQAMYcEDNAzmZmZzc3NRkZGvbj2xYsXNTU1HW8jIiL8/f3DwsKmTJkirBXGACApcAsaoGdmzJjR62v19fU7v01JSSEIwsjIaNy4cQJGBQASB8uQAAAASIBb0AAAACTACBgAAIAESMAAAAAkQAIGAAAgARIwAAAACZCAAQAASIAEDAAAQAIkYAAAABIgAQMAAJAACRgAAIAESMAAAAAkQAIGAAAgARIwAAAACZCAAQAASIAEDAAAQAIkYAAAABIgAQMAAJAACRgAAIAESMAAAAAkQAIGAAAgARIwAAAACZCAAQAASIAEDAAAQAIkYAAAABIgAQMAAJAACRgAAIAESMAAAAAkQAIGAAAgARIwAAAACZCAAQAASIAEDAAAQAIkYAAAABIgAQMAAJAACRgAAIAESMAAAAAk+P95ySY4J662oAAAAABJRU5ErkJggolQTkcNChoKAAAADUlIRFIAAAKAAAAB4AgCAAAAurNLswAAAAZiS0dEAP8A/wD/oL2nkwAAIABJREFUeJzs3XVgVMf+P/w56+6bbNw9BHd3dy0USgVaarSl7tRbKtRLCy0Udy0OgQSKhhAg7ra7WXc98vyx3BCShfu9v9vnLrSf11/ZPbNnz+695b0zZ+YzGEVRCAAAAAD/W7RQXwAAAADwTwQBDAAAAIQABDAAAAAQAhDAAAAAQAhAAAMAAAAhAAEMAAAAhAAEMAAAABACEMAAAABACEAAAwAAACEAAQwAAACEAAQwAAAAEAIQwAAAAEAIQAADAAAAIQABDAAAAIQABDAAAAAQAhDAAAAAQAhAAAMAAAAhAAEMAAAAhAAEMAAAABACEMAAAABACEAAAwAAACEAAQwAAACEAAQwAAAAEAIQwAAAAEAIQAADAAAAIQABDAAAAIQABDAAAAAQAoxQXwAA4K/U2Ni4efPmy5cvu93uLl26PPvss0qlMtQXBQAIAnrAAPytbNiwobCwcNSoUfPnzz99+vSAAQNcLleoLwoAEARGUVSorwEA8JehKArDsMDfVqtVJpPl5uYOGjQotFcFAOgIesAA3BOGDx++devWf9vM4/FMmDDh0qVLd2rQmr4IoZaWFpIkIyIiEEIOh2P06NHXr1//S64WAPDfgwAG4J5w+vTpxsbGf9vsyy+/rK2t7d69+79t6fV6Fy9ePH/+/JSUFISQQCCIj49/+eWX/4JrBQD8FWAIGoB7gtFo5PF4XC73Lm3cbndUVNQnn3yyePHiu5/N6/VOnz6dJMldu3ZxOJzAk2VlZRkZGZcuXerRo8dfdt0AgP9X0AMG4J4wa9asffv23b3Ntm3bnE7nzJkzAw/dbveQIUP27du3c+fOOXPmDBgwwGw2I4RcLteECRPodPqePXta0xchlJ6e3rVr11WrVv3/9ykAAP93sAwJgHvC6dOnx44de/c2e/bs6d69u1QqDTwkCOL06dN6vV4gECxcuJAkSRaLZbPZxo8fr1KpNm3axGQy251hxIgRa9eu/fnnn9veKgYAhAQEMAD3jfz8/Llz57Z70uPxFBYWsliswMNXXnnlzJkzPXr0GDhwYOCZ5cuXjx49OvB3r169VqxYUVpampmZ+T+7bABAUBDAANyLDAZDZWVlXFxcZGRk4Bmn02k0GgNTmtuaNWtWa/oihBYtWtSuJ52RkdH6d+BsdXV1EMAAhBwEMAD3nG+//fb111/PzMwsLS1dvHjx559/jhCyWCwIIaFQ2K5xdHR024fJycnJycl3OrNIJGo9FQAgtCCAAbi3lJeXP//887m5uQMHDiwvL+/atevIkSNHjx4tkUgQQna7vV17Op3+fz+51WpFCAVOBQAILZgFDcC9ZdeuXTk5OYE7uGlpaWPHjt2+fTtCiM/ny+VyjUbz35w88PL4+Pi/4koBAP8VCGAA7i1VVVVJSUmtD1NSUqqqqgJ/9+/fv6Cg4L85+aVLlxQKRdu7wgCAUIEABuDe4vV625bj4PF4Xq838PeUKVMKCgr+mzu4x48fnzRpEqxBAuBeAAEMQOjhOE4QhEAgQAgpFAqDwdB6SK/Xt+4nOHv2bC6XGxiRRghxudzc3NxJkyb9H9+lvLz8ypUr/7aKFgDgfwMCGIAQoyjq4MGDCKH09HSEUN++fc+dO+fz+QJHT5482adPn8DfPB7vpZde+uabbwIVZOl0+pAhQ1rXKf1bK1euHDVqVO/evf/6zwAA+M9BAAMQYr179548efKUKVOGDBmCEJo6dWpUVNQDDzxw+PDhJUuWGAyGtn3W559/PjY29vLly//puzgcjpqamsCKJgDAvQA2YwAgxAoLC0UiUduJVzqd7uOPPy4uLo6Pj3/llVfaHgIA/G1AAAMAAAAhAEPQAAAAQAhAAAMAAAAhAAEMAAAAhAAEMAAAABACEMAAAABACEAAAwAAACEAAQwAAACEAAQwAAAAEAIQwAAAAEAIQAADAAAAIQABDAAAAIQABDAAAAAQAhDAAAAAQAhAAAMAAAAhAAEMAAAAhAAEMAAAABACEMAAAABACEAAAwAAACEAAQwAAACEAAQwAAAAEAIQwAAAAEAIQAADAAAAIQABDAAAAIQABDAAAAAQAhDAAAAAQAhAAAMAAAAhAAEMAAAAhAAEMAAAABACEMAAAABACEAAAwAAACEAAQwAAACEAAQwAAAAEAIQwAAAAEAIQAADAAAAIQABDAAIzt7g/zrm9NUvjaG+EAD+niCAAQBBuHX4/tF1J5t2F3ysMxV7Q305APwNQQADANrzGIg9Q2vTF0r2oa97vxd+8tEmiqBCfVEA/N1AAAMA2jv5WHPcOGG3V5QIoewnZAwurfQ3S6gvCoC/GwhgAMBtytZZ7HW+3h+G33yMod7vhxeuMFBkSC8LgL8dCGAAwC1ONf7ny9pha6LoLKz1yYgBPI6CXrvHFsILA+DvBwIYAPAvFDr5aFPO0zJld267I11fVBR8og/JRQHwdwUBDAC4qXy9xa0jur2m7HgoYbLIZyPV+c7//VUB8HcFAQwAQAghj5H481Xt0J8jaQys41GMhjo/Jy/6CtYEA/CXgQAGACCE0MmHmxQ5nI6Dz63SF0g0Z1y2Gt//8qoA+BuDAAYAoKaTTv1Vj+6S22sh7tSGwaOJEpgFnxj+lxcGwN8YRlGwvh6A+x5FUA1HHFc+0VMUJk5iCuNZ6Q9JRAms1gbG6x7jNY/PTmYtlplueMzlXkVnjjiZjdGQqwXf0at66C9RFZss0nR2t1dv3QPGsFv/RFRutl5crvPo8fm1aSwR/HYH4L/FCPUFAAD+W7X77HlPqQUxTEEcU5PnTJwidGrw7b2qE6eIeryh5Ecx857R1B+0R/TjGa57LrzZQmfTwnpyz73S4tbjGY9K9Zc9mY9KKQq59XjFJitLxEidL3I04sYizxA0z63DuWEMtw4/84Jm/L64ws8NJatNXV5QhPpDA3DfgwAG4P5WssZ84a2WsTtiVf14CKHr3xmvfmmccy25xxvKopXGbT2ruUqGOJE5tzjlyqd6w1VPeC+urd4/emsMnY25WvDdg2sdDX4SJ6t22LIel7n15NWV+vylzcJ4trIrJwZlbkyvjJ8odGvx9IVS3EPS2diFN3SuFqLPB2H6Qg9GQ8puXAz6wwD852AIGoD7WMHH+pLV5omH4yUpt0abj81rkmaye7yhRAjZan1H5zQiDMky2fpCz+RjCRwF/dD0hrDu3M7Pyc+91tJ03EH4KI+BiB0jHLIqsvx3c/5SbcRAPi+cPnprDIZhbgN+ZHaD+pQroj/PWuPLWSqvP2A3V3hxJ8US01gimltHxI4W9PkoXBDDvHkFFPLZSRimBuDu4L8QAO5X5b9bytZapp9JbJu+CKGe74YVrTR4TARCSJTAmnE+iS1llG+wyjI5uIdECA34KqLgU/3G9ErDVY9bR3R6Sr5QncaW0DYkV1xcruv6ksJnJczl3hs/mWiI/ufLWpcW54bTDdfcsWMFOc/KpVlstw6PGsKnsbAZF5JmXUmSpLG3965uPOagSFS907a1W9VvEWXfYzc2pFRYKmHWNADBQQ8YgPuSocizb2TdlNwEWRa749Hcx5p5KkbvD8IRQnX77flLNVNOJRSvMhWtNOIuEiFEZ2GEj5Kkskdtig4sPTLd8OwcUMsW07jhDISQz07Y6/yNnoq0hCy/gxy6KjJ6GP/ko83a8y46k5a5SFK13SbNYHMVjIHfRCCE1HnOw7MaOVI6S0RLmiWu3GhhiuhRA3k3VpmH/BSZOE30P/12ALgfwD1gAO4/Xguxf3RdzjOyoOmLEOrxdti2rlVdlilwN5W7uHnszlhhLLPPh+F9/rXFAu4i1ydWjN8fK0llBx4emdM46NuI1HmS+oP2a98Y/TYSQ0iBotMeFGctlgmimQihrMdljSecBJPwmEhhLMtQ5PFZyMRpImkau/6Qg8JR9pOy2JGCXYNrB34TkTJbjBBKmCbeP7pOmsmWpge/VAD+saAHDMD959C0Bo8BFyWxh/8Wdac2x+Y1KXtyG/6wRwzk9Xw7rGODC2+1+KxkoP966nE17iFHrItu28De4P8h7vxSYz+OjI4QcjT5t3WvHrsrVpzMKvrSYC7zas66/U6CxBFbREudJ+n6koKrZOzoW93paXnmo9LW85SsNt/4wTj9fFLbDR4AAHAPGID7TOlvZluNb9TW2No9trvUzch6XFr4sZ7wUoHZWB1lL5FXbLT4rETdfntzrmPw95HtGghjmUXoxLWvb5afzHtak/O0LKI/jxfO6PupatzeuEcN6U+4s5Rd2H1XqAZ+EyGIYZ5aopZlctqmL0Io8zGpMIF18R3df/e5Afi7gQAG4H7iaPKff61lxO/R/AhGzChB5WbrnVrywhluI579pAyjB+938iMZMaMExavM+Us1g3+KYgqC/GtwFK2+/oPR7yCrtlst5d6uLwfJ8t7vq4q+MFAkKt9g0V12D/2lfZAjhAb/EFnyi8leBxOyALgFAhiA+wZFouMLmrosU8hzOAihzMekxatMd2p58rHmpKniugP2u5ww5xl5wSe6iP686GH8oA2MqDl6qODGD8azy7RDV0fR2UGyPHaMgMGnVW62nntFO2JtFIMX5F8VXjij09PyC29DJxiAWyCAAbhvXP3CQOGoy7KbVaiihwt8NlJf4A7S8ksDjYENWRVZf9Du1uN3OiFLTPfZyZiRgru8aefn5Jc/MMRPEEb0592pTY83w84u08RPEN1lL4fkGaLqnVZ9oecu7wXAPwoEMAD3B90ld+HnhhHro1vLTmE0lPW49PoP7TvBphLvlU/1w9ZEsWX05Jni4lXmoCekSHTq8eb0+ZLyDZa7vTEN4V4yclDwLnKAJJnlNhIxo+/W5uK7upjhgotvt9ztvQD4J4EABuA+4LUQR2Y3DlkVKYxjtn0+81FZzW5boOZGAOGljs1r7PepSpTIQgjlLJXf+NFI+IIsdrj6pQFjYIN+iDLe8BivB++Y0hAt70l19hOyO411B5xZpkmZJSr5OXjSI4S051wtF93D10XrCz36K0G67AD8A0EAA3DPo9DJR5sTJgkTp7QvZ8FR0OMnCsvW3kq+My9oJCnsjEduzkOWZbJlWZyqbe3napmKvVc/N4xYF83gYFmLZTc6dKMDhqB5HAWj/xcqW61Pdyl4cFbvsDmb8aGro8yl3uAjzBTKX6rpt0LFltI7PycvXAEbGgKAEBTiAOBe4LORFVssjno/hSNJOkucyArryW2dzXTqCbUm3+nrxK0/aI8dLazdaytda/aaCZ+N5IUxZNmcgo/1dfvsLDEteoSg4bBj9pUkhBCiUP0hu6XSx5LQzy7TGoq8YT04SdNENCYW6CX3/VQV6E9nPyHbnFXZa3kYN+y2fxCczf5RaNGg7yNpDKzLC4orn+nHbI/teOVnXtCM2hzD4NI6PS2/+rlh5Mbodm3KN1hoDCxllhghlL1EtiGpwlLhDRQAAeCfDApxAPDXo0jk1uFuPe53kqJ4Fk/FIDxUyRpz7T5b7/fDw3vdmqnk0uIX32kpWWOhMTEGB6MIKnqUwK3FzaXe5FnizMekhV8YqrZauUpGv09VF5frPAZcmsHu/JyCH81giej6QveZ57V+KyFOZan68crXWTs/L+//ucp0w3P6SQ3uJlV9eNpzLt0VN4NNQzREY2GjN8XUHbQ71f6xO2MRQvpCz+X3ddqzLr+L5CgYUYN4Pd8JEyWySD+1d0TdqryPD1M/o39Vzpqa377u9Okn1QihwT9EIoR8NnJDSsW0vARJ2q1w9dnITZmVY3fFtn7qS8t1jkb/0NV3LCECwD8EBDAAfxmvmajZYytZbTYUelgiGjeMQedg9jq/30EyBTSOkp44WVS61pw6V9L/cxVFUBff1V3/zkgSKPsJWb9PVQhD174xlqwxTz+b6LORZWvNBZ8acDs58JuI8o0WroJhKfNgDJTzjCL7SRlCyKnG9w6vTZ0niRzI2z+unvCQsWOEukvu1Lniis3WXsvDEqeKDk1rEMYxU+dJ8p/RDP0lMu9ZraXcK4xnzrqc5LeTZ5dpNWec0gy27rKH8JJx44WNx5yknxyxLlpz1mWr9U3cn4j78do9dn2hu2qblXBT8ZMEMSOFsWMEDC5N+6fr8KzGucXJLDE98A0UfKQ3lXhHbrjVCT7znAZ3U0NW3Voc7LUQG1MrZ5xPDNylBuAfCwIYgL8A4aWufWMsXGGIHMyjMTH9ZffU/ERe+M0RXb+dbMp1NBxx1B+wc+R0hwbvvyKiYoMZ91C2Gn+fj8LSHpS0nurU42qflRixIfro7MaavbbsJ2T1B+0+C+lzkPNrUnEXuWtA7bT8BIyB7RtVl/2ErOtLiuZTzgPj68P7coXRzOodNtJPzatKJb3U/jF1qfMkvd4NQxg6OqdRnMpmiWmX39PjTjJnmaJ2lzVxmrjlvJMlog9fG124wuA1EwNWqvKe0ZT9amFJ6QtqUmQSxcbhhbibFMQwGw/bfQ6KzsEYLIzAqUHfRV75WN/rvbDkmWKEkEuD6wrcyh7cbV2qJh+Pl2VzEEKGIs/+MXUP3EjhyOltv66L7+ocjf5ha6ATDP7RIIAB+G81nXDkLlYrcjh9P1MFRmgvv6+r3GabdSmJzrmtcgVFooYj9vOvao3XvNIsNqKo5NmSdoWaCS+1Lq6cwcacLfjEA/GRg3n7x9XjLtJw3cNgYn0/U/ksZMVGs0tH9HonLHII//xrWt0l94CVEXlPq8N68fSXXB4zyVUy/A6i78eqzEU3Z2Npz7n2DqtlSegzLyXlP6WpO2TnKBk0OpYyR9T3ExVGQx4TsTm7cujPUV4TcfppDeEhEycLL+woGfZcF3eLX3fFM3xtlLHIU/67JWWe5MKbLX47ETtaOP5AXNFXhpLVZpcWl2VzjNc9ghgmiaOI/lx5Nqd0rbnTU/J2lSkRQj4rsSGlctqZBLgTDP7J6O+++26orwGA+xVFUBff1V98Rzfsl6jubyhb+3mRg/kNh+x+FxnW47bCFBiGEMKKfzLzwpnSNJatFtcXeoxFHq+JsFb5TCXexuPOQ9MbPEYCd5EPFCWH9eLmLlJTODXpcHzXFxX6Ak/RV8b6I3aXFudIGep8542fTMmzJCM3xMg7cTAMFf9i5sjpDBbmaMLZUrrxukd32V1/0FG5xXr5fV3idLGtxo97yMajDp+DoAiM9JLSdLYklcWRMxhcWlg37sEp9foCz+Rj8ZYKf8Nhh5/04k0sRVfO2J2xogSWshu3bJ1ZkcPx20lHo9/W6LeW++oOOoavjR7wVUTUUL6l1KcvdDvVfo6M0XLOZSr2ihJYyi6clguumt02U7FXnsPB6BidQyM8ZM1uO2xTCP7JoAcMwP8jtx7fN6qOKaCN2RHbOtrcquWC++jcxnnlKTTGrU6wrca3Z2htz3fCFF25B8bXLahLs9f7m086NH+6CDeFEGKJaSwBPXwA9/QTmul/JlZuttQdsE/JTWDyb86INhR5KJws+c1irfAO/TmKp2IGOtnWKt/OfjWTjsY71X5+JPPScl3MKIEsi22t8pE4RfpR6lwxW0p3teC7+tdQCPHCGfJO7F7Lw2/8YCpeZaJzaT4r4bOR8ROF6jxH9HCB9pzbpcHdhEMkEvV4U5n+kCQwR7pik/XEw03SVPaEg3HbelR7DMTsa4mSFE7hZ4airw05z8i7vqio3GzNXaxmS2jTziQemt5grfSF9+Upu3Is5V5Lpa/XO2GpD0q8ZmJjasXYPbGRA+9WvgOAvzEIYAD+X1gqfQfG1QmimJJ09pCfgmw/gBDaNbAm5xl58ixx4KGjyb9rQE3315VZi2UIob0j6rKfkCXNCN4FvPC2ruW8y1rlm/5nIk/VPt39dvL3xPJZl5MD64gIL7Wzf03mI9LA5CyEkDrfmfto89yyVOz2pf71f9jzntHMvpqMu8jNWZVzrqfwIxmEh3Kq/WwpnSWiYXTM2ew/9bjaeM0bMYi3eePmlTVL/3xZ23TCyVMx6GwMd5Kx44RVW6wRA/iGIjflp9x6nKNgyjuzB30XKYxlIoQqNlpyF6uZPEyUyHZq/fJsDk/FCNzxVec7/3xJK4xjeS2E8arHayHYMgaiqIhB/NQHJAmThRjUJgD/GPB/dgD+Y5qzrt2Darq9qhy9PaZ6h9VnDb4nYLdXlAUf6RGFEEI+G3lgfH2np+WB9EUIZT4qLVlzx/JS8ROEjccdw3+L6pi+CCGmkJb+kPTaNzc3CvzzZa0ontmavgihyIF8tpTebicGtx7PXdw8fF0US0TjqRhp8yXXvjYghOgcTJTIYkvpgX2TTCVeQ5FnZkHikFWRqagXiaMx22MfNWSM3hLT/4uIuWWpA1dGjNkeW7vfRnopt4Eg/cjvJFxavP6A/dJ7um3dqv58pWXSsXhExwxX3VwlfdAPES3nXYFqIZED+F1fUtbttzedcGY+LuWFMXAXETWcbyx0H5nZsLVb1V0qVwPwNwMBDMB/pvGY49C0hhHrojMflXKVjJiRgrLfg9dSjh8vJLyU9ryL9FOHZzao+vC6vqhoPZo4TaS/4rHX+zu+kPBQp5eolV04loo77t+X87Ss7Hcz4aUajjhq99o6Lqvt/Lzi+rfGts+cekKdNl/aOuTb+Tl5ya9mv5Ns28bvJHMXq4f9FsVVMph8Wj7aVviZHiGE0ZA8hxM9jI/REKLQpfd0vZeHLWhIW+zI7Pe5KnIgv/f74eozTp+VHPB1xEP1qXQWhigk68TBndTuATUp8yVnl7Vc/kC/KbMy/zkNnYPFjhFc+9bEj2HQWbScZ+TzKlNnXEy01fg2plVqzrpar8da5Sv91XynnzgA3NcggAH4D9QftB+f3zRud2zMqJs7CHV6Sn7jBxMKeicHQ2nzJeUbLKeXqOlsbPAPEW0P0tlYymxx2yqSrfKXaiSprF7vhZcGOxogjGcpcjhV26ynFjcP/TmKLaG3a5A4TWS84bGUewMPq3fYLGXeXsvD2p4hoj+/4vadGC69q4scwIsZcfPTnUIba3bZ2v1KKP7Z5LMRXf71YyJrsUx32c1TMUZtiun/hSpyIJ8i0clHmwd8pZqWl5AyR0xn0y683uI145ff1zma/NFD+VNPJ7AENFEc02Mk+3wYdnhGo7PZr+zGnVOUTGdjB8bVNxxxlP9u2datategmupdtg2plYUrDE6t32sm2v1iAOA+RgEA/m+qd1p/VZW2XHK1e35zp8rmU46gL7HV+1bxbmzpUulzEB2P6q+618WVkbcfqdhs2ZBa4bMRhJ/8LbLUVOq50/WUrTOvjS7Le0Z9pwbnXtPmP6+mKMprwddGl6nzne0aNJ5wbMqsoMibD43X3WvCSl0t/tYGCKGzL2nOvKBpfcbR7F+jLDUW33ZVV1caDk6rb3146b2WAxPq2jYgfKS1xrsurrxig4WiqOrd1o3pFX4XUbLG9Gt46ZEHGjZmVhpveCiKMt7w/CIpWSUoXqMsbT7t8NmJis2WfWPrfuIW/8Qv/kVasopfvL1P9eWPdD5bkK8UgPsI9IAB+D+p3Ws7/ZR64qH4diuLEEJpC+64o5+51EsSWKen5K3TmNtSdOZw5Iym447WZ6zVvvylmlFbYphCGo2Bpc6TlN9hfBshRGNhTrW/8/PyOzXIekJW/rsFd5FnXtAmThVFDGi/oW/0MD5GxxpPOBBCFIlyH1f3+SC8XUXozkvlZevMPtvNfue5V7VZi6WyzNvW72Y/Lmu54DYUeRBCpmLvtW9Ng3+8bWIajYmJElgj1kWde7PFXu87vUQ9fG00g0vLeEQ6enuMW0fYarzbulVdfFfntRBdlilwF+l3klc+0a+NLi//3ZIyS/TAjeTHHZmPmTIeNWX0eF1Zts68IaWi4bADAXDfggAG4N9rOOI4Pr8pbqxQ0YXT8WjqXEn1Thvubj80airxHl/Q1OVFef0he8dXBWQ8Ii397eY4M+mnjs1r7Pl2mLLrzXfJeFha9ruFxIMMcDvV+JnnNXHjhDW7bHc6uTCWqerLu7hc13TC0efD8KBtcp6RByZzlfxiwjCU0aFoBj+KGTNCEBgq155zNZ9ydntV2a4NnYN1XSYv+FCPEMpfqun1bpggmok6iBzMD+/JPTChIeNhaXjvm79jIgfyJx+PX2zLnHgozq3H855WX3xXxxTQ2BJ68izx/OrUCQfj0hdKW+tWNh135D2tjhzIH/xT5KnHm698or/TxwfgHgcBDMC/0XDYcXxB0+CfoppOOILe6+VHMsJ6cNtNOfYYiD8m1g/4UtXtZWXzSWfbLXvbSntQ3HDY4TEQCKEzL2j5UcxOT92azCzNYIuTWHX72+c3RaITDzVlL5F1e1VZ/Is5+B1ohBBC6QulRStNQ1ZFMYXB/2NPfVDcct6t+dN14S3doO8jg64C6vKiomilkfRT+Us1/T5TMQVBGmUuljWfdt740eRs9mcubp/irWLHCiylni4vKNo9T2NiUcMEg7+PlGVxur6oeFibzuRjLBG9XQ1L4zXPiYebh6+LHvpLVOIU0fRzSRWbrflLNXf5BgC4Z0EAA3A3jccdx+Y3jtkRkzpXzBTR207QbSttvqR8/a2x4sC059S54tR5EpaIFjdeWHGHMWqWmB47VlC5xVK+3tJ41NGxPHL2E7IbP7VfrVT4uQH3kD3eUEb057FEtLv0sOv/sDP5GIOL3alBYBw495GmrMVSRecg/XuEUFgPLk/FyF+qYXBoKbPFQdsw+bROS6Tn32jpt0LVtvZIWxSJrn9nUvXjF/8SfP1VywW3+rSzx1tKBpc2dE1U3rMar/nWDxcSp0480tzvM1XUkJsTufmRjKmnE3SX3Odeb7nTBwTgngUBDMAdNec6j81rGrcnLrB0J3WuuGJj8BxNnCrS5Lta17DmLmrmKOi937s56pu1SFr8yx3nM2c8Ir3+nfHsi9qxu2KDTGaeLjJe81gqvK3PtFx0X/3CMHJjTGDZbs4z8qKvjSj/ZoVuAAAgAElEQVSYuv325tPOnm+FFa0M3iBAlsm2VPo6PXPHe8kIoczHpCWrzYO+i0B3jHLEljL8DlKeEzzFEULl6y00Fjb058iilcbWm8q3UOjsMk2fj8ID98sjB/LjJwgvvadrPX5puY4fwUh/SNL2RWwJffz+uJrdths/3HFRNQD3JghgAIJrOuk8MqdxzLaYiP435y6lzpNUbbcSviDDnUwBLWGysGydBSF04c0WU4l3xLro1qyKHMQnfZT2XPDeszSdY632d3lezo9kuLS4U+Mn/bfegs7CMh6WlvxiRgg5mvz5SzX7RtYmThIWrzLlPtZ89QsDL4xuKvYar3sQhbTnXZff1zWfclIkcrXgp55o7rU8nB/FUOc5rVXBlxT7rMSFd3Sq/rzq7da7fBuNxx1sMe0uVTL8DvLKCkPqXEnhCkPQBoSHuvh2S//PVZJ0duwYQdFX7ZtVbLLgbip13q187fNReMUmq6nYixDSF7hLfjEP/TnIBkocOb3X8rCzL2vVec67fAQA7jVQihKAIBqPOo7OaxyzLTZq6G2VincPqu2yTJ4wOUj9yJYL7mMPNuY8Lb/+g2lqXkK76tCFKwzmMu+wNVGEjypfb2FwseSZYhoTc6rx7T2rMYxyGwkaHcPdJEUhRCFhHLPTk/KkmSJRAste59veqyZpuqhiowX3UohCGIZixwhixwrNpV7DVY/usksQxST8FJNHixklUOe77I0+wkORHkoYxxSnsjVnXISXVPXlMdiY+oxLksqOGMDr82E4k087NKNBEM1MXyD5Y1LD1PwE8e179GIYRlFU/SF7/jOabq8oK7daJx+PD/qNnX1R6zHg/T5TbcqofOBGCi+ifQGvgo/1+ivuMdtjEUKBTzS39NY2hbib3JReOXLTrZ87AVe/MDSfco7fH7drQE3mIlm77m8ARVDbelTHjhVWbLDMLkxud9sYgHsWBDAA7dUfsB9/uHn83lhVv/brdkp/M9fsso3fHxf0heviK0gvMfTnaFcLrs5z+p2kIofDEtF4KqYwjnlgQv2gbyLOv9kiSWNTBDKXeqOH8Su3WYVxzB6vK88sVWMM2tA1UYlTRPZ63/6x9Qghtx6P6M/vtESau0Tt1hOIoJTduJNPJjga/LsG1ozaFBP4fXD9B3Pe081MLq3T07LuryuvfWe6+G4LRsMeKEqWpLMRQo5m/4akCgafTvqolNmipFni6m3WlktuSQq76aQDd5OEhxIlMN0thKo/j/RTHhOBKJTxiLTP8/E2h3VzdtXAbyPCunJ2DqgdtTla1af912K46tk3uu6BG8lcJSP/WQ2Di/X9VNW2gVONb+lcOfNCUutk5lNPqNkSet9Pbo7SX/lEryu4Gc9tET5qS3Zl2nxp5TbrnKLkoHPErn1jrN5pm3oq4eyLWnO5d8L+uLuMkwNw74AABuA2FZsseU9rhHGs2YVJHY/iLnJdbPmsK8mBXQdIP+WzkRw5nSKo009qytaaKQpxFHSvgeBHM302QhjHUvXjunWEvsBtr/chhLq/HtZlmcJU7Dk8o8GpxeMniMbvja3eaTv5aFPUEP64PXGtb3RgfH3UED5PxfjzRQ3upigSRQzhTz4ST2NiCKHmU86jDzTOuJCku+jOe0ad8oBYf9nDj2bW7bUyBHRRAjNxmqhio3XG+UTcRR2a2uAxE8JYxoh1MRfeaak/YO/0pPzCOy2Ej+q9PCxnqYIlojUec+yfUM8W0Sg/Sp0vSZ4lvvGjsXBznUKp8NspDEN0DiaIYiIaml14Mwj9ThJRiMGj7exXnblIFtj319Hk39q5al55Kkdxqyd6fH6TMI7Z+4NbS6EcTf6tXaoeuJHCUzG8ZmJjWuXU0wnSjCDbA9fsth2b2zhyU0zi1CADD64WfEtO1dRTCdIMNuGjdvatyV4iy3zsjtOwAbh3BKnzDsA/1o0fTJc/0k8+Ef/HhHpTibdduQmEEINHS50rKVltTp4pOv9GizrPRWdjCVNE1TusuIvs8ZbyyscGBgebXZ/Gi2D47eSpJ9T2Ov/4/XH6Avfe0XW4m9Sec64JM2CIYgpokQN4uINoPu08/aR6woG4Q9Mbtedcqr68wBsNWxO1vXe1ojOX8CGmmI47SFuVz1DkCVQCiRrCz3pcdnxBk6XcO/FwvCyLva1rtc9B0Lk0n40QxPAzFkr1lz0X3tbV/2FPmCjstTx8c6dK/VX34O8jz4m1f76upbNpyTNEugIPS0Sr2W079YQ6rAtH1Z/f/VXFsflNF99piR0j5Gzme03E+P1xcWOFhIeq3GI5/aRmXVy5PJPdnOfEaBhGQ4IoJu6hCBdpuOpRdOEIoplJM8VXPtX3W3GzE6w561LnOR8oSWn7TQqimekPSS9/oBv0XeTlD/RJM0VB0xchRHgpGgtz64Lffj73akvGQkngtXQWNnJD9K5BNVFD+eIkVtD2ANw7YBIWAAghRJHo3KstRV8bp59JUHblZjwiLfnZhBAicapqu/XM8xqv5eZ6mKzHZcU/m/aPrY8Zwe/5jpIiqLJfzRiG5lelSlLZGAPJszmBO6BMIW3Yb1GWSl/57+aDUxqGrY7KeVJuLvXK0lk0Jsbg0pxq3FTsPTC+fuTG6IgB/OFrow7PbHQ03Sy8LIhhcmSM5pMOBo/Wean8oYY0yk/tHV67f3Rd/UE76aMwGlLnOwd9H6nozEEkInHSeNUTPULwsDZdnMza3KmKzsGKvjSkzJH0/VRF52ADV0acWNhcuEJf/KOJI6FL01kOtd9S7t03uu7sMu2EA3HjD8RVb7fqr3gmHozzWYkLb7S4kWPoqqjcx5rdepzOwcJ68oQJLLcWb7nknnAgbvaVJJ6KYanyubR4xRbrgfF1h6Y2GK56er8XVrbOEpi5TZEo/1lN309VHWuBdX9dWbnVqs5zla0z93wrDAVDEdSl5bq+n6kuLtf57e0nTlsqfQ2H7N3fuPVaaQa72yvKEwubKKgYDe55MAQNACI81IlHmuz1/tFbYxwN/pZLbn2hp3KzRRTPtNb4MYQwOiL9FFtCF8YxOQpG00mHohPHayN5KgbpI+lcmqnYO2pzzPH5TRP+iD02t6n/FxHxE4WBk9fssB19sLH3+2GpcyV7htVaq/1cOW3MjriIgbyKTdaTjzaRPkqSyo4eIYgawlfnu5qO27Mek3ntxPVvTG4jTqOjUVtikqaLEUJeM3FwSoPXTLj1uMeIs2UMcTLLZyGihwtKfzVjGMpaJC3fZB2zIzaiP+/wrMb6gzYSR9JUdv8vVeJEFktEP/Foc/1+Gy+cMeVUgjiZnf+cpvgnE4WoOVeTZVkchJD6tPPInMa0hdKK3y1+J2G2mievzzIVey0VXnknzo0fTL0/CKvdZ+dIabX7HBRJYQw0/NdoZXfuHxPqIwfxxCnsK5/ou7+uJDyUOt85Znvsoan1xuuezEXyiAG8iP48Ovu227OXP9CX/mpOfVDS+73gAXzjJ1PNTtukY/EnFjbxI5l9PrqtntfRuY2KHE67ylwUiXYPrkmZI2lb0gSAexAEMPinszf4D4yro3DKqcVxNyXP4oT35UrT2KW/Wmz1/t7LlakPSjAMNZ10nlrUPGJ91NmXdX4r7lTjvHCms8XPkTJiRvFdLbjugmvQd1HpD0uaTzmPL2iacT6JH8mwVvuOL2hyNvjD+3LrDjowhLKfkjWdcHJkdNJPGa95hv4SVbTSGDtWQGNi6jyno9Fvr/fjborGwEiC7PqSgiWgG294RqyLDlwt4aWKV5nobIzwURgNec1E4QpjWA+Orc4/uzCZJaI1HnUcmtbgd5IZj0oHfRthq/Zt71Mjy2K7dYRbhyMMRQ3mt5xzsSR0jB7YkUlS8qvZrcNznpVHD+MjDF1+X6/Od4b35I3eHpMel/VJwgFxMkud55R34ozbE8uPYjrV+NacKpKkfDYibrxo/N5YhJDPRu4eVJO5SBY/Qbh/TF3MSEHZOjPuJEkScZUMRFIeM8Hg0Lq9rMh5TsES3ewN1+yxH57RMPVUQsc61Qghn5XYmF458VC8ogvH2ezf0rlqVkGyMO5mkUtTsXfv8NoHK1M7Fvkyl3p39q2Zcz1ZEBOkIiYA9wgIYPDPZanwXn5fX7HZSmdhGIbSH5a6dP7mk84ZF5IE0cxt3ascTf4FdWmtxTHOvdZSu8/mbPSH9+XZ6/2OBv+Y3bHCGGbjEUfBR3qPCaexaGwxTZjA8tsIS5WPp2S49DhHxvBZCdxDpswWD/4hki2lk37q2rdGcTI7drSAzsZq99ouf6ifefHWnC/CQ+0eUpM4VdTtFaXHRGxIrphXnsJVBp+xkfe0umSNZU5RkiQ1+D3Ugo/01mrfsNVRh2Y0COOYA76MQBQyl3n9TjJwO9mlwTdlVSbPFNlq/H4nqS9wpy+Q1B92iBJZuXknukcPIAnkd5IYhqadSZRncVouuXYPqSO9ZPrDMv1ll6ofb8BXEXQ2Zq327epfM3xtdFOu8+rnBkRDFEGN2x0bWLXlbPYfmdVoqfRhdDRuT1x4b67HiG/pVB09nG+p8E7/MzFQV6Stc6+2uPV4a3Wwi+/qLBXeUZtiAg8DWyx3Wda+qiVCqHqnLe9ZjbIrZ8KB4PPVAbgXQACDfxbteZf+srs51+Vs8RuLPBRFUQQSJbKmHE8I3Li9+oWh8ZhDlMDyGAluOMNvJ4avvdn7PPlIc+lv5rDuXFudr9OT8uaTTpKkwntxK7dZu72kwOhY0wnHkJ+ibLU+pxrH3aQ6z6nsyhEmsE49rsYwbMjPkbGjBR0viSLRpozKoasjA/W2EEInH2322Ygx22IDy2lyFzWLEljdX2+/BQJCyGshtnSq8lqIBfVpHFnw9a9eM7EhuaLLMkXtXtvU/EQ6K8ganfylGhoD6/dZ+M5+NZmLZJmPSX1WouWSe+TIkWeu5io6c3SX3YenNXosBIVThI+K6M9LmSW+uFyXuUhqKvHaqn0jfo+ms7ELb7bU7LEpu3E9BtxtIBg8mqILZ9Lh+Jvrgih09StDwccGiqB4YQxLtY8lpLGENL+TynhE0u+z21Yu2Wp923tWz7mWwo+8+cvD7yQ3pVeO3hqj6sczFHkOjKt7sDKVweswkYVC23pW93hTeeGNlp7vhiXPDF47E4CQgwAG/yAla8xnn9eQBMXg0PwuMmogv/trygOT6sN6cqecTAi0IXFqQ3IF6UPzylMQDW3tUtXpaXnkQO7hGU22eh+NiYnjmVNyE3kRDL+DDMR5WE9u9HAB7ibXxZTPvprcdiMgZ7N/16DarssUGAM1HnWM2dF+nWvA9e9NmnznqC0xCKGrXxoqNlqn5Se0RksgbBbUpQUWILV1dG4jV8nwmglFF07HHQ5aHZ/fWLPLPqvwjr1klwbfnF2Z84xcfcY1+Vh86zraQCGOwN9uHb45uypiII/Opo3aFI0QcjT5857WNByxs2V0t5Zg8jBlL67XSJiKPSwZo9fbSnWeq/GII+0hycCVt2pYFnyiv/Cmjs5CTBF9fnUqjYld+Uh/6X195mLpgC9UTg1OeCl+BOPUE2p5NrvH7ZOzqrZZL72vn30laf+YuqQZ4uwlQe7y1u61XVqum1WQ3HLRfXBy/Zxrye02WATgHgH/vwR/W00nnYIohiSNjRAylXjPvKBtPGpPmCISxTArNluV3bgYHZ16Uj3ou4iCD/WNxx0xIwQIIe05l89G0pjI0exzNOLRw/gF7+vPGHEaE+vzgSrjEcnmrErCTyGEmAJazAhB4FUIIQaXljxTXP67pbWr6jEQ+0bVZS2WZj8p8zvIc6+2uDR4xxJRCKHUueILb7Z4LYThqqdwhWHGhaS2HTtFZ44okVW335447baFsNU7bYarnlkFSYarnuPzmzo/pwhapwIhZK/zIxp2lxuivAhG7FjhlRWGB64n36mKBTeMETdeUL3D9rA2PfCMIJo5bk8s4aUsFV6vmTBe92rPOTX5LjqHNmx1VMJEYfYTshOPNJf+ag5McKOzMeN1z/XvTPIstrHYQ/NSxuseSTJbEMuUZrFKVplKVptEcSzSTzma/YhEbh0/apgzov+tYmTJs8QVGy0nFjZ7jETWHfZcuvyhvsfbYQhD4b25afMl+Us1ozbH3OmDAxBCsAwJ/A2RfurPl7QnFjbtHlK7vWf1nmG1e4bWaM84+3ykshR7TKXe4euie76lVJ9xURRy6wlFN97BifWbsyo3plXuHVFHY2EeA7Gzf23Bx3qvmSQJqt8K1RJvVvfXFLxwRvJscWBz3I7SF0rL1lkCW+P5rMS+UbWJ08XdXlEihJgCWtJ0UdnvwV/IltKjR/BL11iOz28avjY6UOWjrazHZSVrbnuto8mf95R65PpoBpem6stjCmlNJ4LvTl+21uyzkxGDeJVb7lztmULWGi9Gw+7SWSR8VMt5N42BHA3+ts/T2Zi8EydyEL/TUzK/g+r9XtjoLTF/LtMQXgqjYyPWRfd8J6zxmOP3hPKrnxv+mFjPVzHYMnqX5xWkn9o9uPb3pIqGw46uLygjBvHZUnpg4JrJp/d6L9zVgu8eVLujT7Wl8lYh636fqSq3Wrq+rOh4zxghVH/QTnipxH/VCu31Xpj+iqdm9x23TAYghGAIGvzdUCQ6MK6OxsTiJwqvf2e0VvlpTAwhivBQhA/RmIgXzmDL6D4b4TURNBYt/SEJS0RDFNJdcnuMePfXw2TZbH2h5+rnhvSFkovv6kZtimnd/w4hpC9wH57ZOL86NWhPcVNm5bDVUcpu3H1j6hSdOQO/jmg9pD3vOvlw89zSlCAvQ6h2j+34Q03dX1N23O4eIYS7yXXR5bOLbo5vUyTaN6ouehi/tbd940dT00lHx1KOrhZ8a+eqCYfi3S34ude0swuTg757+XrLtW+NoniWqh+v83O3tkVqOwRd8LFee86l6sMzl3tbZ2W31XDYkf+ses6NFDoL+2NSfeQgftcXb46K1+y2HZvXhLsJhDBEw+gsJEpg8VVMzTmXJIU960oijYFZK3ybsipZIhrupcbvjY0eLkAI6S679g6vpyg0cKUq4xGpW4cXfWVsOGans2nT8hLaZTCJU9u6Vfd+P6xtsW7tOdehaQ1zimAgGtxzIIDBfa/xuOPKx3pREqv7a2GGQnfRSoOu0EN6KISQJI2l6ssrX2+h/CjnRUVEX+6px9WdnpI1HnO4dcS0vITdQ2qH/BQZOZjf7px+B/lreJkwnjnpcHzHkdutXav6fxERPaz9qxBCVz4zWCs8XgtJZ9NGrI9uNya8Mb1y5ProsJ7cji88tURdttY852pyYMy8o9zFzeIkVqA/ffULQ81u29TTtxLIbyfXxZU/cOPWlKWAo3MahQmsvh+HIwptzKgc/mtUxwLXPhu5KbNy7K5YjIYOz2h4sCq1dUPf1gC21/m29ayedSmJLWOsTyqfcS5JnHxbqSnCR23JqRrwpSpunBAhZCn37hpYO7ckpbUgpfa86/D0hjnXUtgSGkIocOXNuc79Y+r4Ucze74dd+dRA+klLhY8tYWQulvb9+OaSX2uVb/eQWspPsWV0R7Pf76DixwlcGjxxmqj7G7f9WCn62lh/wD7pWHy7D3h2mdap8bdOnwbgHgFD0OD+duzBxpMPN1MIVW2xbkwtP/dqi+asmyunD1kVOa88JXIwv3KLFaMhlozW83VF4hTR5GPx+iuezs8pHihO5oYzOj8nv/pV+71ynWp874hacQIzciAv6H3T9IXSst+CDyanzZOUb7D6HdTwtVEd78imzROXrw+yo3DFJkvzSWfmI5LyjXccJc5YKC391YIoZCr2FnyiH742um3/jymkJU0Xla277arq/7Drr7h7vq1ECCEMZS+RXfsuyMbA51/XJkwWhvfihvXgihJY1TuDDNieWabt8rxCGM9iiWjZT8gKP2+/meC1r42SVFYgfRFCkjR28mxx626+hJfKfbR54NeRHDkdo2OtVx41lP9gTarXQuQv1djrfRkPy6bmJzJ4WNmv5rMvaEicQgiJk1ndX1O6jbhLh5NeasTvUQlTRD4neflDne6Su/UC3Dq84CP9wG8jUAe93w9rPOas2Bx8L2cAQgUCGNx/CC/l1uM3fjJtyqis3GKVpLHixgl7vhPOljGs1b6uLynG7ogt32DZnFNlKvayRLSZl5PjxgpvrDIjhOQ5nHF7YpOmiwKdvLQFEu05l63m1i1G7XnXjt7ViVNFEw7GV++w4a4gJQ3THpTU7rd3rIyIELr2nZHOoaXNl3ScsYwQSlsgrdhsabejsPGa58zz2rG7YrOXyMt+M1NE8EEpVT8eRkPqM86jcxv7r1C164CiwH3iX8ytJRh9NvLUEvXgHyMZ3Jv/mWcslDQecbg0txVV1l9xV++y9fnXNgmdn5Nf+7p9SDfnOg2FntZZ1p2fU1TvsDqbb90JduvwK5/pB3x5W/j1eiesYrPFWu1DCF390iBJZSfNCLKbgiCK2fVFhc9KPliV2vVlRUQ/3syLSaoB3Bs/mdcnVjSfcppueC6+29LvU5XPSopT2SWrzalzxbMuJ4mSWHuG1gYuo+WC+8wL2oyFEml68O0c+OH0M89pHY3+jkcBCBUIYHDfsFb7chc3r1GWrlGUbkiprN1jd2nxmZeSUudKSn4xV223CKKYNDZqOGw/NL1BlslOnStmCWlT8xJlmezsJ2Wla8yoQ7QxuLSUOeLyDTf7RqW/mg9ObhiyKrLbK0pBLDOsB7fuD3vHK+HI6VGDeTV72vcUr39nrNtv6/1BWPWO4B1ZYRxTlsVpOHTrnB4jcWhaw8CvI2RZbFk2hxfBaDx+x13l0xdKTi9RS9PZ6QuDTAAO68Fly+gNR26e/M+XtXHjhIE7qQEsMT15trj4Z1PrMxRBnXpC3fdjFVt6c6A4fqLIrcNbLrjbtjnzvKb/5yo6B2v9+OkLpW07wRff1aUvkLb7TcBR0DsvVVx8R+cxEle/NPS9fZlv2/NXbrFG9OMVfKgPPMOLYIzdGTfhYBwvnLF3eO2WnCqPkTj7opYiKGu511blX59QsX9MPUIY4SXXxVb8xC7eNaimcpNF86er4Wj7mWiEhzr/pm7wT1E5z8pPPtIMNaLBvQMCGNwfGk84t3WvLl9vkWdz4scJuGE0U7EnYYro4KSGqm3W7CfkuIcylniE0Uw6C5tfkzrou8ihP0eN3x8X2BVH1YdHYyLNWVfHM6c8IK7cbCX9VN4zmsIVhml5Ca3jqMmzxFXbgkdpygOSys23HSpbZyn8wjjxcHz6AmlTrtNjJIK+MG2+pGzdzbwn/dSRWQ1JM8Qpc24Wi8h8VFq6JvjgNkJIGM8yl3r7fBx+pwadnpJd/9aEEGo47Gg4bO/3afuWOc/Ib6wytXbBr39vYvBo6Qtu7XKP0VCnp2TXvrnVCS5ZbWZL6e1WQHV9UVG+3hLYochS7q3eYQtaJ6Tz8/Kmk47859TJs8SSlODbExWvMnOV9LF7Yqu2W1su3gr+qCH8mZeSYoYL4iYIF9SnPklkP0VlZyySem0EN4yB0ahhv0YqOnNpDMTgYkw+LWuJzG8nD4yt+y2y7NJynf1fU7WLvjYou3EiBvC6v6ogvFThZ/o7fXsA/I9BAIN7mqsFL1lt3tat+uCkenkOZ0Fd2pTchIHfRvpslEPtd7f4MxdJnWr87DI1htC00wlzrqU41Li+0NPxVBmPSEuCZZuqD4/wkTv61NjrfDPOJ7adA5U4TdR4zOmzBek0JUwSas+5XC03h3MrNlnOv9Ey6UicIJrJEtFiRwmqd94huWeLm085XVocIZS/VENn0/p8eKvWRMoDksZjDrc+yNZ7zmb/mec0MSME9QeCdMoDUudK9IVu7Tn3yceah/8WzRK3r40lzWDLMtg1O20IIacav/yhfsiPke2mc2c8Im04Yg9sysRFwovv6gZ81f7GKk/FSJ4tLlppRAj9+UpLt1cUHHmQOlxMPi17sbRqm+1Omx15zcSl93QDVkawpfS+n6pyFzUH7vsG1B2wO5r9Y3bECmNYgRvqg7+PnHgwzqXD/U7q1CI1P4rR8/0wr53kyOgDvoyYfTV52plEwksZr3u2da86Nq+p/qC98HNDv09VCCGMjo3eFnP9e1PjseDrtQD4H4MABvcij5E49bh6taRkbWR5+XqLJJ0V0Z83NTfe2eQ/8XDz+sQKwkMyuZjmT1fLRXePt5SLbJmzryaH9+bROVjn5+Q3fjB1PGfafEntXlvHG7ctF91eI0HnYOP2xrVLLLaEHjGAVx9sFJrBo8WNF1bvsCGEqnfazr6onXQkvrXOVOqDkooNwQOYKaAlThWVr7dc+8aoOeMavTWm7VwqloiWMFlYsaH9dCHSTx2d25TzrLzHW2E3fjR1HEsPoLOxzMekxxc0pc0TRw0NMkkbIdTpGfm1b40Iobyn1DlPyzruwssS0zMell793IAQmoieTZwqUnThdDxPt5eVxT+b6g/aDUWeTk/JOzYIsFT4GTxa4E5wR5fe0yXNEMk7cRBCaQ9KuEpG6/92FEGde0Xb7zNVu9qZEQN4o7fGmG54DEWe2n12W5VvSm6iU41v7Vrl1uOqvrzRm2Majjq4Ckb1TuuB8fUYujXni6dijPg9+sTCprY3sAEIFQhgcM+xVnm3dKkqW2eOnygc/GOE6Yan8agjcbpo16DaPybVNx61UzjFEtGjhgrDe/MmHIhLniluu9ds2oOS2r023N0+aLlKRtRQfmXbIWUKXf3ScHBSfe+PVPa64AmRMvuOo9CpD4grN1uqtlvznlFPOhIvy7qVZHHjBJYqb9vyEW1lPiYtWmksXGEYvy+23U4+fjuZ8oCkaKVRc9ZlKPK0jmPnPaXx2UmSQI3HHQih5tNOS7m3YqMlUG8k/1nNyUXNJxY2Xf5IZ6n02Wu97bYowF1ka+QkTBQ6NXjBR3pzubfrK0HGjRFCXV5UlG+wNB51dEbD2+0A2EoYx0yYJLTirmUAACAASURBVMpdpO77UXjr7eF2jNc8TbmOfp+ozr2q7XjUqcbLN1jaFpsc/H3E5Q/0TjWOECpZY+aGM+LGCzu+UBDDZInpE4/E8yIYKXMkUYN4My4kubT4+uRKdb7TWuVjCeluPS5JY6fNl/AiGBtSys+92hJ4bdRQfs6z8kPTGwgvrMAEIQbrgME9xFbrK/hQX7HJwotgTj+bwFMxzWXe7b1qcCeh6Mxhiej6Qrcgltn/84jYUQLCS61PKp90JF6W3b5/tn9sXcbD0uRZ7avwV223lqw2TzoSjxDyGIgTDze5DcToLTHCOObWLlUDv47ouCDYZyXWxVU8VJ/acTiX9FO/KkvpHGzS0QR5Tvtr+PMlLY2JBU2vhkP2PyY1DF4VmfnIzblUfjt58T1d1Varo8mPMIyGUYIEFpNLczb7CR/FUzFsdf6IftyIAXy/nSz+xYTRMI6crurLU3ThYDRUts7ibPYzhXSPASf9FJ1LS5snHrIqSnPWVbjCYCh0u1pwGgPDPRSdhTgKhiyL03TSMf1MYtAVyQF5TzVX77L/qH3pIrX/Tm0KPtZffLvlEV1G6xyudg6Mr48bK8h+Ur6tW1WfD8PbpenpJWqWmN73k9u+ogtvtVirfEN/idqYVjF+X5yye5ArPDqnUd6Z0/01peaM6/DMhmn5ieJkltdC7BtVpy90YzQs/UFJ4zGHz0E+WJHKUdBv/GTKf0aj7MEdvzeWG8YgPNSmzMqwXtzRW2BlMAglCGAQes5m/6Xl+orNFoyGYkYJ9QXuGecT1XmuGz8a1flOjpzhs5JsKa3ry8q0+ZK2e/4UfKy3VPiG/xbV7oTl6y3VO6zj9rbfig53kb9Fls+vSjVc85x4qCl1rrj3B+GB9UJXPtXbav1DforseHmHZzTEjhZmLmo/8bh8g+X0EnXqPEnQV1nKvbuH1s66nOTS4D4bSRIUhlDdQUfdQbu1wssLY8iy2JNPJFirfde+MZauNlOISp4p7vKigkbHzjyv1Zx1BjY4OrtMU/SVMawX11rlU3bn2uv9NDpmrvBmLpQM+SVKe951aFpDt5eV2U/KPHp8W4+a2FH86l02v5OSZbBwD9XjdaW5zFv6qzl1niRuvNCtxcvWW5pzHRSFBnwZ0elpWfNJZ90Be8NhO+GluGEMOguTd+WqenO151wlq00v+Qc6qOCTwrwWYlNGZVhPbnhPbo9gt3jVec4TDzfPLU2hs7DaffYLb7XMLkxuXRttr/dv61Y1t6z9Nou4m9ycXaXqy0UI+//Ye8vwqM6u7/vce4+7ZGKTZOIJgeAS3N3drVADSktbSlvaAnWhQiktFJfgTtDgnpAA8UwmmchYxt23vB+Ge0gmuZ77uZ/7krfXNb+DD2T7nDPHXuda51r/NfJQO3pbuifuy9Oa5kvTAnLZ5X+YyrYZZzxOIbNgXaH73Ih6diLZVu+PH8ViJ1C0Ba7J1xNJDFhxzX5pqgL3E8JsGkEQZDbsM+OZS3j/hw4WYcL8owkb4DD/YhRXnRenNEAASCawNffdPhuaNpvXdNVOFZBstT6CAKkzOFF9GaVbjfMq00KkLdw6NDdTtkSVESx1DeB34gcSpPOl6UEZpiCXpzdhHsJQ4hm+TxzsowAAcCj8x7rVLlFntu3W13DB/vQ7/bT7yS03lmwxPt9sGPx77J2V6kX16cFVRp8Vq7/oqDlk0Ra6vWaMzIR4qRQKF4EQyFTh8VkxzEvAFIgVR7bV+TjJFJ8VF3Sk2pX+qbeSgqIfuJ/YLaxixpMTJ7CfbzYO3ydOm8Mt3KAr/c1IosGCjlRhJ1rlHnPn1YKqPZYR++MSxrBQN35mcH3KNE73D0Xlv5vurtYQONHjY5GxxOO1YKOPJQQVsgo36pQ3HG49bqnxsMRkRjQpeRqHLaGUbTWYpT5OIsUq9yEUyGPE6CLknvbCHmKtx4gZyzyCLGpLNcf772gwL9Hl3YjT/eXza9KCXZODnOovz14hSJ//IsX69EB5x1cFGf+VcX3zFRUrntx7UzuWW3bMmj9fMbcijd+eKNjZofUZC3kdXnk5H7r1qspjxMaeTDjZry57hTBjEc8i8xV9qWs4b6fyERwjRh+J0xV5Cj7RQSSAewkAAyoP6fAKT3rQ2mO9KGtZ+00dwoT5R4Ns3LjxX/0MYf5DwVHi6beGm6+qEkazJlyWkChww0U76iAARAAIIlAiZQZnfJ4kfQEvqjdddthKEyAhGUNkJqy84aRwEUFWq+0IBTKVe71WPKp3qwCm/qn7+c9Gp8I/pyQ1kPgThMJFGvMcjGhS24Z9nBRKwae6pMmcF4m+BCjcpKs5aJl8IymyB632hJWdQGHEkGqPWwvWa++93Vx/xgrDIHUWB3MRLi068lB8z09EtSdtZCbit+Ejc+MGb411NWO6IrfXiOMo4dajOV9FRecwXgpAIhCEQI2X7KpbzmG7xImTOHnjG71mbNK1pN4bRAQOKrab/HZcc889bJc4aQrHZ8XyJjTx0qn9vo16+IG2ep951JH4upM29S0ngUOTriYyol8Yzppcy7MfDJOvJdH4cMNFu8+OS8ZxPEasYoepy5qIkblxnd4UdHpNULHdBBAQO4hBr46v/NP8/CejqdxTuEFX/rvJVu+P7suwVPsertOOPZXAiiNba326Qnf8qFatjuvP2RTXHIN+i4X+az4j6ES7/bq60xsCmAxZpN5HH2lHHo4j0dpJQ6k9anU0oTAJainBHaDxor3+vH3I9lgIfjlPShjFLvnFqLrr9JqwQVtjAQRoQiR5KqfjGwIqHzE89zz91qC+7RR1o6Mu3GfDhdk0hpjU/MCdMJZdts3ITaK0zUQLE+afQDgJK8w/GxwlyrebKnebjnWte7bZkDyFw4onH+9W9+ijZpgEkdiwo8k/6LeY+dL0Qdtig8Ut3dZGtJU/BACkzubWHmsnSSptLld29GUuMeYhCj7R5o1r7L0pMtClp51T5nBDSnsDwCQobS5XesAMAEBd+NU5CtVN59Q7Sep7zsMda02VvqtzmvbHSWuPW6P60MlMaOif4rkVaf1/iJl2P4nMRK7MbLr7lsah9FtqvCOPxAk70y5Na2oucE1/kERiQhhKZL0uqMm17BNX31mhNpa+KKDymjGfFSfTYXok6XR/eVRv+vgLEmYsCUKgrGX8EYfEEAQIgij4TOtQ+M8OaxBm04buFN9crjI8c88oSGHFkyEyoApghAJO9K5T33MCAGTHrA8/aJ50LbFqr7l0q3HIH7FUPlK526S86Zj9PDVrOT8wA7j9pjpxEmdyfpLiutMHPKibiBvBmnI7abmpw6T8JKvcty+u+mSOHELA+dENl6Y0cVPIlbvN5mpvcMRQN/5wbXPf76JbRiyietOjcuiBBOyH67TdPoho6zQDADxGrHy7afSx+LJtJovU23IXgYNHH2n7fhMV8vUhNGjkwbi6Y9b0+fyWJVVUHtLxNcGI/XE0IRLZh+5347ifgEjA0eSDAIR7MeV1R/wI1s3XVA/ea25X8ixMmH8oYQMc5p+Kvcl/eoC8cIPu9hsaW70P9xOG524IAQACHiOWNJU9oyCZwkMQChRSnJo0iW1r8FlqvCEXTJnGUeQ7/I7Qt2f8SJa52mtv9AMAlDccRzvLLDLf7OepHZbwxcOY9W1ErAAAKTM5jZfsfmc7L+LMxXzpQYutwX96gByhQRMuSvIXK4u+1EEIROXCqBMns+D+m6PL/zAN2SHOWPgiykpiwH2/jSIIqHKXyWPAJuRJXGr0ZB954gT2tHvJVAEJAMBNorib0ck3kuaUpjKiSXnjG0/2lZ/oVftss6HrexEABpenNWavEvb74aUx09x3XZ2lHHtWkjiObZP7DiTVsCXkgb/E3F2ltjf6x1+QmCo8Z4fWD/w5himmODVo9grB1dmKy9Ob7q/RTLqaqLzhqNprnnw9CQCAunBeKsVvJy5OagyoahRu0NnkvrQ53EuTG7uuiSgHd/1O3Nbou/mK+vmPhvOj6t06lBVPhskgpj+Dm0Jpumx/9KHOZ8GOdq4t/kYfqPIq3KAT9aQnjGaFDGPO19HPfzTKz9qMpZ7Ob7VfufT8R0PqTG5kL3r3DyPuvqVpuavulBWmQInt5UVLD1vFw1nF3+haqooCAHCUuPWqasDPMVNvJ88qTlnanDm/Mo0VT7bUeN0m3CL1Sg9ZYAQq3WrMzZDpi91trxwmzD+OcAg6zD8Plxo9mi1zajB2HNnvwDEvzkulcpIpqtvO1Fnc8XmJabO49AgSmQ2X/WZqKc8EAIBgyKn0W2S+kLAkiQ6r77tIVDgkpAwhkLXWZ631Ve4yl20zDdoa0+NjEZkFAwAQClS509xWzZHMhNX3XTAMRXRpdSnZUevlKU1uPVb+uzFxPFs8mHV1TpOxxEtmIHEjmKmzuGQ67FD6y383Z70uyH5T0PJcjwmr/NOEUODslULldUftceuEPEnSZI7fhp0b3tBtnchY4tUVuJKncTjJFPEgJiueXJNrtcl9JBpM5SOWGi+MwJIJrMj/SgaWHrDcXK4adTiOl0FV3XaaqrwkBkxmwI8+bnY3o+MuSKT7LfdWN4/KjUuZzo0bzqzYYTaUeITZdNVtJ11IgmCo/HfTqKMJj9drFdcc484mSA9aGZEkRiRS/KVeccNpKPH0/zHm2mzF8L1xWa/yp24a8Ob4D5rvOc2VXqvMN+aUhJNIaX7o6rUhsvQXI+rCZz9P6785Om0+t/JPi+qWo3SrkUSBy/8wjT8vaVkbFoAmRDwG9MkmXf+fYkIG+cVwGbAbS5Ujc+MpXCSyF710i5HEgF8cSYBr85Q5X0W1XSNwadGbS5UTLyfShKSC9dqMRS+FuJ/9YHCq0f6bY4LzOSoPyVzC1xe7zVVemoBEoITfikMIwLxE9UELiQZF9w3tFhUmzD+IcBJWmH8Spirvyd51mA+ni8jpC3hVu000AclW7+u8WpjzVRRCfenw4n7iQFLN5OuJIcL62kJ3/nzFAll6yJWlBy11p2zjzrZqhYv5iLurNFV7TT0+FPX4SBTImA3u2h8nnfE4mZMcKo7YeNFeuEk3szAFRwljqUdb4KrYYTZLvRABUB8BIIjMgFAPASFAMpbFT6d6LTgAwK3z1+fZAQ4gGDCiyZwUCi+Nwkun2pt85X+Yo3Lotjq/x+BPn8cf/EcMiQH7nfjlaU38TOrALTEOpf9odi03ldztfdHznwxuHeqzE/1/jGaKyVemNzLjKFaZF0eBeBCDGUcyPPf67JhkLFtX5LY3+Dq+LkidyTkzqJ5Eh3GUIHNhZ5OfEUvOWsoX9aST2bCx1FN/zqa86eRnUafdT6780/T4Yx2/A8WlRjutEvb8WITQIG2BO298A+YFTDHJ3uDr8XFk1V5zny8iMxbwAACJUOcf+541lHoAAHQhkjqbV73f3OlNfs0h6/B9cc9/NGBeYuzpBIQGKW86r81TECjhNeNpc3iZS7jqe67mhy5BR2r6PF5UnxcTiKq95jtvqidcTIwb3o5OyL23NYAAA399IbxlKPFcGN0wpzSVHkmSn7YVf6Of+SSl7VkPP2jGPETgrPwFSoQKDdstBoHEuu61MwtTOEmhX/Sjj7RNV+yRPeiNVx2Yl/DbsKjeTM0DB0yBcj6P6ro2nBod5p9B2ACH+cciP21rync0XLA71SiJBo04ENd0zVG118yMIQ38JQbA4NEHzXPK0loaYADAww+aESrU54vQItrcDNnI3LjInq1Sq/x2fF+8dFF9erAaVX7a9vCDZkFHmuaRc8ajlIAcdEvurdbQhEivDaEpuDWHrbeWq7jpFHuDn51AxvwEgQISA6Jw4PhR7KIvtGQGgrqJxYr0lvnAiuuOq7MU7ASKU+ObcivZ1Yw2XXPU5JrdzRhEghAqQB0EThCxg5g5X0TBFHBjsSq6H6PHxyLNfZet3qe65VDfdUEIRGbDoi60np9FsuJIZ4bUD9oamzKd4zZgRzrKaEISIAgqDxZ0otOESMIYVsyAF0lbRV/oCzdpMxbyOEkUXgbV1YxapF6Hwu+1YMLOtMiedECAO6s0AADci5OZCC+T4mjyc5Ip4iFMChdGKFDVXoux3EuPRMafTTg7vIEVSxp3XuKz4U+/0xefqZmxr2fqDM6htBq3ESNQovtHkdL95ql3kjjJFBwlbixWuQ3o+HMShAbdXKbS3Hc6VBjuxahCcvocDlVA0he7mh+5AQy6vC2MzmFcX6TMXimoPmCZ/Sw15Es3V3vPDK6fV5HWMnf94QfNThU68lDcse61fT6PSpwYGn/2GLHc9JpZz1LZCWQAAOrGT/WTZ68SZi3j31mpprDgvt+FNoGoO2l7/Il2+oPkQIYB5iHODJLrSzwDfoou/FTnsWAUNiyZwOn7VSQ7sX396jBh/i6EDXCYfyBVu8331mhQFw6TYdyHd3s/ov6CHfMRPdaJgmW154bXZy0XpM1tJZphKPFcntq0sC49ZCW4cIPOZ8dC2t4BAC5Pb0qayM5cwlffcz7+WOu34/1/iokbxry7Ss2MJbftE6Arcl+dpQheX1/srt5vqdprQd0YPZLks+KcJHL3dZEP3lcDDIruR9c99UT1pkd0pRV9pWdGkwZvj5WMfWEJHEr/id51o3Lji7/RW2q8cSNYPgvW/NhNokORveiRPWjPNht7fBzZfM8pO2EFAAAIBIQk0+fzIBhwkij8LKqxxO1qxrq+HyHIojpV/lMD6vtsigxW7FTuNMvP2SbkhZY1AwBsct+p/nKEAo04ENdWRSRI3rhGp9of3Y8xcEsMTIYIjGi46DCVe3w23GfDJGPZLAnpdP8G3I9TeDCVS7LW+qg8OHkaZ8auXormpvpztur9Fn2Rh8AJAMDMJ8kRXV/MgQiMuL5I5TGi485Ibr2pkh22whQIhiG/E0NoUEw/JltCpgoQU4VXedMJwQD3E/EjWV4jFjuU2bd1V4mLExvjhjG7rAnV8DrapTZ1FrfpimNWUQpokzxX8KnWrcOG7HhZim2Rek8Pqh+2W3xjsbJtnTHmI45kyYbuFLeS6iTA9cVK6SELmQkDGKAOHKZAAIDkSZzhB+PaVqaFCfN3IWyAw/xDwP3E3VWayl0mmAKlz+XJz9kADlA3PnyfOG1Oq8Vd2RFr1b4X6lQtOdq5dvAfsTH9Wy3IWaTes8PqFysyQwqCa49bn/9soHIRS42v98bI9PncQKJs82PXjcWq+dVpbV/cR7Jre28QmSq90oMWCIIwHx6VwxixNw714odSakS96YprToYIBgCK7EXvvTFS1J1+aXJjc6E7fhhL/8w9pzQVJkOuZjRvXEPaXF7qbK78jLVwg85vw7lpFK8Vy1ws8BhQfbF73HlJwDk7P7ohfS633U6Crmb0SEfZQnk6AODM4Pr0Bbxu77+0Q5iHOJAknXIrKSQmj3mJkzl1WcsFCA2Sn2nfQgd4+EFzyRbjMkMHCvtv5l0++rj5+Wbj6GPxJAZMEyANefbmxy7pNRWfJ5CMYydNYfMzqMd61AIc4mVSplxPYsS8MGwERlybp1TecAAceCwYjIDslULVXadT5e/0hjBY6fvoI23Jj/rIPgynBg2kSiWOYw/bLaZHkQAAinzH3ZXqOeVpba2d+p7z3LCGEQfjgj2jgvis2MHUmrZB5qarjiszmtLn8Voa5gBlvxkbLtonXk4M2W6t9R3rWou6cRIdxnwEQYCUadz6s1ZeOnXG42RSm/XsMGH+94R/VWH+zhA4aLxkz82UVe020wRI4kS2NNdCYcJjTsZ3fS9CeTO02W3yVI6+2N22U3r6fG7bngS8DCo9kqR50OIiBGjIs5f+atIVeuJHsuZL0zIW8YJlKtE5DJgCqe+2uinmI579YHCp/FdmKZquOEYcEMcOYYi60UcdjkfoEEyGeKkUxVUHAIAuIk+8mjj+gkTUg170td5jwmY/TTGWe3A/XvSVXnHNcaxrLYkJ1+Rajveo1T/1jDmREDOIGd2PMe6spPmh02vGpj1IDlhfAECX1cLyHe2rSjGiSfGjWZW7LXkTGuNHsVpaXwAAQoOylvErdoR2mHj4QTM3lZK9UpCxgKd/6jZXhaaIB7DUeKv3WWL6MWqPti9qDQDwWTFZrpWdSCYwkDCaFdmLnvAmfpCzdhNz9J705QN2CVNncou+1HdZHdHlXaG5yrtfIj2ZI78yo+nabMXBFFndCavPjntt+MCfY0bmxsvP2UcciKMJSeV/mJ79YAAA6J+6y383kliIucqbNJHzmi0rbQ636apjX5y07Dcj5iPuv9vcb3NMu76mqcLLiCE1XmqnJUbpVlPieHbbJd6ILjQCA80PXCE57X4HXvS1Pufr0KA05iWuzlb0+z56VnEqLQLpuV6UOo0jP23tvFro0vr3xUrbvXuYMP9Lwh5wmL8nzQXui+Mb/HacIAgqj4S6cJgCdXiF3+/7aAh+sVw3tyItqAsR4M6bamYcuef6VoHiQAbNElWoNFXx13pXMzrw1xjUjUsPWEp+MZKYcLe1EfVnrOJhrI6vtUpCBgCUbDHqi9wjDsYFrln2m7F8hxl140kT2Zp7Ln4nqrHEy4hGZjxOITHgyl2mR+u0ficOCKLDK4K6k9Z5VWn0SFLDBfvtN1SjjyW4dai20FWxw+S14hAEBB1pqbO4ccOZUb3pAatvKPHkjWtEaFD6XG6fL6Jaet4ERhxIrJl4WdJWvBoAoLnvyhvXkDCGPepoPNRmYmxv8h/vXru4KSOYTdZ42X7nDfWsZ6kBbc7CjTq3Hh28LdThIzDi9MD69HlcYRfazaWq+dK0dmugbyxVkRhQ8mTO3dWalD3G9z94/9GjRyKRaOnSpfv27XM4HMc/vG05zJlVnIrQoGffGyp2mdjxZLce9TuIyF70rmsjCj7WQjBkLPcM3Rlrq/M9/c4wbE/czaUKHANxw1j1520wBZ50VcKIJp0eWN/3m6i0Odz8+UpjuddU7mHEIKIe9PFtpEMBAH47nptZM/pY/M1l6t6fR6bNfukEe0zY4UzZtAfJbTsN31+jARDw23GPARtzKiE4noUbdLZ634gDoQqX997WOFX+MScTAAAuLXplehM9koTQoMaLdlYc2Sz1AYLgZVKH7YqL7vs31bPDhPmfEvaAw/ydIMC9t9Sn+8mZMSSCAAQKYAo0/VHKclOH/ptf1LDShEjKTG759lBPLnMpX7rfHNJijxVPFmTRFNdCW7emzeHWHLXcW63ZnyBtvOwYsj12VlFK2mxu2lxezeF2PLyMBbyGPLvqlvPaXMWxbrWWGh9MAXNKUsecTOjzZRTmIVA3ThchDRft+8TVd9/SsBLIFC48IS+p9oSVKkDODW84mFxzeVqT24DdWKKsPmCBYGjwdrGoG230ifg5pak9PxFF92UErZpT6Xfr0LQ53D5fRoXEvSEEylzCq9zTvhPccMFG4KDDUl5b6wsAYCeQo3IYwb5MTjV68xXVyMPxQWXsTq8LZIetXjMWcuKzzQYSHcpeKYwdyGREk+Rn2vHkVLedqluOft9HX1McK2ssWjPgW4fDcf/+/ebm5m+++UalUo3pN6nkE0fT4PxA16Ou70fQhKTMJfw5pWkL5emjj8U3XrATOJhwMWHYLvGjdVpprjVjAffKrKaYQSyvGZMdtSJUaHZxcmRPOiuOPCFPcn+NRnHNMWy3GKGA2CFMpxpVXHHsi6neyat69JHWY3j5KZ5+p48fyYoZwBxzMv7+2xpb/csy32ffG5KncdpaX1czKj1g6b5WNPj3WJ8Ne7z+RR8kjxEr22Zsm9mneeCqP2cbuuuFojgjijT5ZhI9kqQvcsNkyFzthUiAxIQIFJwZWPfg/XbaOoUJ8//Gv4MBlsvld+7cqa6u/lc/yH8uLi16ZrC8bLuZKSaZKrwwGZp6J4kegZgqPCFHdl0jrNhuCukVGNWbDpOh5seukINDWgE6lP7nPxquzFT4rbjPgc8qSh13NiGYeSQZx7bKvG3DsPXn7ZifODei3qX2j8hN0DxwTch7UeCUsYirf+qOzqFrHrjz5ympPCRhFNNS7SX84Nq8JlY8GRDAVOlhxZOn3k16zZa1oDZ93NmEnK+j0mZzu7wTUbmztSklwNPv9LffUHd5NyJEDiJIh1f4NYesbRvhlW83yc/Ze34qkub+zShxp9cFgQg2gYMbi5Wd3hS0XCBnxJAk49jV+1o9krnK+/xH47Dd4sBUoNvaiKff60Mui6PEnVVqdJI0IVW8YsUKQ9+i1+K+KS581rdv38ABMAy/HvUdZ5R7/Z+rc3JyvF4vBIPBv8U8XNfstWAAAFOFt3y7aWRuHIRACWNYs5+ndnsvQvPIzUujNF2xkxkwIABCgUp/MwU+uKAjdezphPyFSkOpp+PrAtVNh6ADDaHBXgfec32E347lZtYEVM+sdb7y7aY+X0YBAITZtO4fia7NVWA+AgDgVKOVu0y9PmtHSvrZD4ZAF0KYDI0+nlB30lq52wwAKP3VmDyNw5aQQ45/slHXa0NkS1kuhAIN/j2WwAHmJUYdic9ayodJsEPh77FeVPKLMW9CY7iVYZi/C39tA/z+++8LhcKUlJQhQ4Z8++23/+rH+Q+lIc+em1nT/MgNcMJnwZhxlLllqTEDmUN3ih+8pwnxyXgZ1Mje9LaKj2lzebI2K5QpMzkNeXZTuefZD4ZT/eXHutSaq7z9N0f3/CySwoJD3qQwGcpaLij/46V73XjZfqSj7NZrSlE3GlWAcDOolybUZy3nBwSicR9+akA97iNUN504RgCIoEUg6ruubutE86rSlhk7zClJXVCb3mEpP24YM7ovI6RmJnUWV//UY619YWgxD3F9ibL2mHXag+SeH0c0XXG0dOOCcJIoEV1o8tY6XI2X7U826cZfkGS9KmjIswesWlsk41gutd/w3PNsswH14CERewBA9luCsm0mIji3IcCdlepeG17W0iRN4vjteECWMoBWq90y9cSzvUjQkQAAIABJREFU2sdHqrZu2bLF5XLtuvmjMJMuPfBy9b35sUt1y/nqqVFlZWUymaxnz54mk0nUg548lVPwiRYAcG+1utdnkYyoF8sKEAxSZnCm3k6aWZiytDmTwocpfNhjwGRHLPsl0oJPdbUnrA6lP30+9/RA+e3XVNH9mB4D2v/HaIQCFX9rsMn9ww/GVR+wPFzbfGlKU5/Po1hxLxfRmbHke6s1AIAnm3RZrwqCHSaCuLRo9T5ztw9eDA5NiEy8klj4mVZ+1l6+3dRtbeigaR64bPW+QNFzS0p+NrDiyROvJD54r5kmIi2oSRN1oxV/Y+i/OUp5w5GbKWsryhYmzP+Uv7YS1vXr17Ozs996661r165lZWVNmTLlX/1E/1non3rOj2wo/dVIYASEQLFDWElTOUO2x7IlFAAAU0y2NfibH7hCJAlJVLhqjyVE6IopJj94v7nrO8KAyL7HhCmvO6v3WvRPXNJDVkYMudMbgkG/xSZP5XCSKMxY8oO1zV1WC0OWM3kZ1DtvqrNXCNX3nPnzFPIzdlezf9xZSc5XUS41qn3spvIQc5WXyiNdna28947GpUa5yZTuH4vsjT6vGQc4GLxNnL1SQG6RKszvQLvzhrrzamGwU0IAmAS5mlFjmSduOMve6D8/qp4eSRp3VkITIggNNpZ7fRYsqnc7mkoQAmpyrenzeP81hu4rMxTjziZEdKGR6LDuiRtHgah7OwuNEAx5rXjDeVtNrnXi5cS2LXhZceTqAxZOIoWbSgEAVPxp0j1xD/mjRd8CCEAIJDtiTZ3Fffr06caNGz9c+Vk/6bKxpyQffvFex44dYRgGAPDSqfdWqzutEMIIRODg6oymHh+LInvSRSLRmjVr9Hr9ihUrcnJyes1Kv7tKQ+BAV+geurNVd4QgxV/qMQ+Y8zxVfc/JjCGzEsg1uda6k1blNaf2kQtHAUyGqHzY3uivP2eL6ce0y31uPSY7bPXoUc0DV0AQ29bggwDESaIACCSOZxdu0HmMqHS/ZfTR+JAuWACAJ5t0/A60lkvFNAESlcO4PF0R3YfeZXWo/uWtZapOKwWRrbsOm6u8t5arx+dJIjrTMhbwSrcYa09YRx9LcKr8zzcbITLsMaIVOyy4F48bymqbYB8mzP8l/yZJWDweb8qUKfv27ftXP8j/v8C8hL3R51CigfJNhAoxIknMWDL5b9ei/LfgKKF97JafsdWfszma/AQBhNlUQ4mXxIRGHIhLnsJpebC90X+iV93ipozA2uGLp/IQe2Or55antXRfPAbsVD95/GgW6sR1RW57kz86hy4eyvQ7cavMN+pIaOP0s8PqO74maFuXcqp/vbnSA5Ggru8KKndZem+MDCgzq+86zwxtEGVT9aVeQBAkOgwgYvL1pIDuoN+Bmyu9l6Y2LqzPaJuIe3ZYffZKYcp0Tsh2c5X33Ij6kbnx+fMVnVcLu6976V0p8h0Fn2hnFLQj2+R34vvjpPOlafRIkr3Bd2pA/aCtMclTX1y8/rz9+WbD1LtJ7Q6+udJztHPt8ANxQfsdQsUOk+K6Y8yJBFczerRz7aT8xBDFR58D3RNXebnTV2XqJ6+//nr28xl8Cavvt6HLonnjG5MmsTu+LqjeZ6740zz9QXJLM3P+/Pnly5e/995741ivPnhPMzk/KWZgO1MNi9R7emD9nJJURgzJZ8VO9Krr+VlkxgKex4RZZb6iL/WseFLsQOa9tzUDt8bQI5Br85Tp87ny07bYQUzZUSsABIWNwBTYa0ZhEhQ7mDn6WDyZBZuqvcc612avFAz4ObQc3K1HD2fKZpekBp3mAIGfHEQC0+4kt2x8pHngCtQKt5xdETg41a8ucwm/0xuC4JaiL3QV2000EQl1YU41SmIguA9HPbgwmz7zSUq7y/Zhwvy3hAZwwvwbYKv31R631h63mSo8rHiy14zx0qhkFox5CZcOdar9EATokaTInnReOpWXQeGlUVkJ5GAIMQTMS9ib/KZyj6nS2/zQpbnvZESTPSYMggHCgCXj2LXHLKOOxHOSKHnjG2MHMFvKGLElZFF3Wt1pa8p0rs+G+Wy4z4J5rbigE/XuW2puCsWh9DsUfovUh6MElYeobjk6rxZmrxREdKUFvFuPATuUVuN34iHCwp1XCZ//ZGhpgF3N6KUpTdonbhINypjFefKFPqIzLWMhzyL1lm41lf9hhCCgL/GQmTCOQhQOPHSnOKj6S2bBkb3pgixa3QlrsH9tkMzF/Or95rYGOLCQfHlG09iTCSEK1XHDmNeb/BaZr22KEJkJJ4xl1Z22pc7gXhjb2G1tRND6AgAk41i3X1dZ63xt1bsAAM9+NNIiSe228AuQPp/36COtS4PeXa3u+Dq/pfW1Wq379u37+eefJ7BWTxGsOHW7v7nEf/HXxhFVoVFZAECfzyMvT2tKmcl9vF477qwkxMmbNGnSkydPZs6cqbezOrCG2up97Rrghx80d18XESgXpnCRceclZwbXCzpQRT3ojTVeW7139PE4Eh3mZ1EvT2sSD2Z2e1/0/Cc9hQtLD1noEQiBg0FbYx59rBu6U+yz4082aHcLq7qtE2FuXNSVLjtizV4lDBml4q/0aXO5IdYXAFC1xxw7kJEynXthTMPUu8nBxYsnm3Q91otCYhv1Z22AAJ1ef5lOD8Gg14ZI1W2n7om78zvCnh9HPP3e+PwHAyueYpF5czNqZj9LDciMhwnzPyLsAf9bYanxFX6mVd5ypszgpM3ixgxgQAhU9IXOoURbKhJ4jNjhLFmXdyNQB2aV+Sy1PofC77NgZA7MjCGT2TBMhvwOnMAIp8rvNeNsCVnQkcrPokX1oscOYfqs2PFutT4bTuEiqAsftkecPp/nVKN3Vql9Fiw6h+FU+906zKVDvWbMrUdRJw6TIDIHpnAQKh+hcGBAAIvU2/mdCJaYxEog81KpjBiSQ+E/3qNuiToj5IV4cVJjyjROiH4FgREHU2VjT8aLetBxlCjbZir8TAfBxPQHKSVbjBap19bg89txRjTZWufFfAQEgeTpnJyvo5TXnfIzNgoHHnOilXY0AKAhz/7kc93MwlC31e/A9ydI51WltZyj+KzYzWUqbaE7ph991NHQSwEA7r2toUcgPT9tJ0uo4YL96fd6Agdxw5htk3Lvr9FQee3IZAb0NbutFTVctI0//zc1N24tV2E+QlvonvM8NRB4kMlkv/3228GDB0eMGPHee+9lRXc/3rN2kTzj3Mj67JXCYO+mEPLGN0IwoPKRtkU7AcxNzoMZVZeFv0z3f7hIlkXhtLJA6jvOG0tV86paiYzWHrc+/lg77mzC2WENk68nCju/mB94TFjlTlPzQ5f6ntNvJ2AyEGTTcr6Iur5E2WEpv3KXeeIliagH/cHa5rLfTLifyF4h4CSTK3dbpt9PonBfTPj0T9154xvnlqcFW1gGQN14brps7OmEyF70st+MJVuM0+4mM2JI2kL31dmKBTVpwc4NAABAgOM9antvCtW8rD1hLdygm3gl8fZrKr8TH3ko3mvCTg+Rkxkw6iFIdGhmYUpbwx8mzH8D8W8Bl8tdvHjx/9u5gwcPbjssGzZs+Hs+3z8evwu7s0q9g1Vxok+t34G13OXS+XfyK91GtOXG++9qCj7Tttzi1Ph3cipUd5zq+07VbYeuyKV76jaUuHeLqiwyb/Cw5sfOnfyKP2jle6Krzg6Vl/9pujqnaX9C9a6IytMD67bTyu+9o67aZ264ZNM+cVnrvHalb09kqysQBIH58d2RVbb6VhsJgjjZt67xsj1kY/1528l+dW0/ctHXupvLlJpHzqNdZSd61e4SVhrLPQRBGKvd25CyHczybUj5b6DsD1r5gZRqr+3lmHit2C5hpa3BF3JBHCMOJEl1T91t73V9seL5T/rgn6rbjv2S6gfva2yNvp38StSNtz1F88iZm1nTdjtBEH4n9jul/MqsJqKd8whdketgqjRkl13h2xNV1fzY5XNgO/mVTo2/3SsTBKG44dhGKlfdceA4np+fP2HChOjo6HXr1imVyuAxV2Y2XZvfdCKnrt0HCNB01b4NKTfLQr+jIHffUt9boz5w4MAr1G+3j7nWcheOEcd71tYctbQ96/67mr1x1Y8/0bbdReDE1blN+QsVZdsM2+kVuwRVdaeth9JrLk1t3Bdf3VzgOtKp5jdQ9jupbDu9fDu94vQg+cl+dT4HRhAEjuLHetRWHzC3vWrxd/rLMxpf/vmN7nBWjUvrvzi5sWybMeTg+gu2o11kIcPibPbvia5qLnAFHvLpD/rdoirpIbPb5D+QLN0GlW2DyrczKtT3HX9rrMKEaZdw2ATcuXOn7bj8tXLTbHLf6f5yrwmbW5WGUOBHH2tb7qWLSIkT2FWty0/T5nJrci0tS28Z0aSkqRzdE1dMf0bsYKaoB13UjSbsTOv6fsTDtS9qH0t/NZ7sK8c8APcRPjuuK3IrrtoTRrMm5Scu03eYeje59+dRTjWauZgnGcuO7EnnJFNYYnLGIl7V3lZ3h0lQ8lSO7Fho2nP6fJ60jfqVZBzL0eQ3VYQmnQo6USt3m0/1lTOiyWapd/heMSMayV+oOJpVR+AAdREwDEh0mJdGnVeZ3lKCkcKBOyzll2wxhFwQgkH6Al5b+S0AQOYSfvV+CwAA9xOFG3VX5yoGbY3t90M0O4Ec0ZXWeLmd4troHAaOEobnoYVYgAB3VmqYMSRRd1q7+TuiHnSECjUXvCzKwlEif56yyxphVB86mQmnTONUH2jnIQPUHrNSuND5M3mdOnVat27dxIkT6+vrv/32W7FYHDwme6VAdtQ24Ofo/0MCkfyMjZ1AUt8OVS4LYG/01xy29PhQtHDhwrdvTLLnM1+f8o7b/aKfbs1hC0SC0maFrtADANLnc906FG7vxVO+w2ST+4b+Ke60QrigNp2fSbkyQ8GIJpmqvIAAp/rWOZTouDMJGYv44uHMjq/xNA+dxlLPhdGNmIco3Wqi8ZG2ycw+K/b8R0Ofz1+GGbp/KEqdzT3Vr0772NXhlVBZ0KKv9D0/iQwZlrsr1R1eeZE8DyDQ7f2IiVcTiz7XH0ioYcaSkqdzYDKEeYnTA+sDaeFhwvxfEjbAf3kU+Y5T/eSZS/kjc+PYceTxFxKUN53yM60KXTq/JSz/vUWBCgCRPekQAuladyDv+Lqg4s9QQYwubwuNZZ768/bqveb7azRUPoJ6cE4KJXYgkxlPHnk4PnMJP9iitdObAsU1R6C1e5D0BbwQYw8ASJ/LbacYaTa38aI90NQ9CIRAmUv5lTtbyXfUnrBenqbgZVCF2TQKCybRkfxFqj2RUtkRKwQR3d4XLVZmLmrKGHdO4lT721YEdV4tlO63tC34yVjIqzliIbDQdZnYQUyPEZOftZ3oVWd47plTkhoMUabP49Xktm8OU2dxZUdCdz14v9ki9Q79M7btx385DnN5NS0Kggs36GAKFCyh6bCMX7U79GsKUHy0tvSo8pxni+YotGXLluLi4tdee41GCxXeasiz0wSIS4O2cwkAAAAWqbfulG3wdnHxN3ocbedOBZ9pO78lDLSE6ty/w6AvJfGFQwcMGCCXy3E/UbhB1/+H9q374/XaPhujKnaZlDdaSax4jFjhBt2wXeJA2JwZS5r2IHns6fhAxpZT5YdJMC+NmjCGPWR7LO4BMAV+pTmTJkCaH7uOZMuKv9IP/iO27R2fbTYkTmC3TLwCAPT6LJLMJhE4cOtbjYAi3+GzYsnTWi3264vd2kJ3SMFxRBcaIxYRdKI6mvzZK4Tza9K4yWSYDBV/oy/6IrTSOkyYv0XYAP+1abxkz1+gHHMyofNbL+orKFykz+eRxd+0egtE9qJT+Yj6TitvJnV2qAkMVLsqb7U6DKFCg7fH3lquvLFMBQDw27Dhe8QLatInXpZwJJQQgWIyC06cxA5RpIroQiMz4ZYuHQAgdhDTa8FC/FpaBBI7mFl3utXsAQCQtYwvzbUEdH1xlHj0kTZ/njJrGX/KjUSPCas9ZfVZUL8NgxCCLiQtkKf3+z6KGUtiRJPiRzIzFvKe/xTq7LLiyXEjWG0rj3lpFHYCWXE91O0jMIIVR7q+QNn1vYhxZxNaNthJmc5RXHf6HThoQ/pcruyotaWlLPpCp7zhmHhZEj+S7bPhxrI2/jEAAICMBTzZUUtAcUJ5w1FzyDLqcJy5yluxw5Q3tuHy1CZLjXcbXL6TV7WdUbmTV3UwRXp0ROn67N3585W6AQ9/vPVhvD873dcHdbXzVKZKb9Vec86XkW2HJcijj7TdPohIGMViS8iyNvpipgqv4qqj67svBat7vhebzMt6te+Hffr0Obz6Ji+NEjOgnbQsxXWHTe7v+r5w1OH4/IVKp+qlAPjj9dr0udwQkc6kyZyJlyVUPpKxiI/QgK7YfaSTzFrvG3UsXn7aprjmnHIriSZEbLU+vwsHoWVZwKVFy/8wtV1Nt9b5nCp/1/ciTg+UW6Qvf4FFX+l7rheFpDQXfanvtjYipAq86EsdQUDT7ycP+VOcv1BZts0482mqqBsNgkHhRl3hBl37wxomTGvCBvgvTNMVx/WFymG7xSEvu+QpHNSJq1oHD9Pmcmtae2Pp87iyo5YQ/6bj64KSX0Lfy3Qh4jFiAABuOvVVa8dgPlTfb6OKv9aHOKwdlvCr94eqLabO4taGBJwhkDqLKzsa6iBmtBcEZkvIkrHswg06c5XnZK866UFzdH+m14wd7iBzaVBAAMxPULkIQoFH5sazE1plxnZ9L6J6rznw/K0+/nxeuz5o2wdQ33Me61YLEIidQGmbskTlIzH9GA0X24lCCzrRKFxE8+DFzKPsN2P1AcvEy4kULgKgwCpA6ANgPkJX6H7+kwF1Ezu5Vb8j5edGNNgV/j3R1UezZbffVGsL3fxMauIEtmQCe8bDpIFbRUg3k1ZhNNwAseV92HhEzKUR+b2dPiN2YXzjDlbVn8yKw1mygvVac/ULS3PvLXXvjZEdlvGdKlRb4AZtaH7s0j/zBKZ0vT6NLPpaHxISKPhU2+2DiJbFbDAZGvhrDOtKlwsnLil3wfe5uX5/aHcNQIBHH2pzvo6CyVDsYGaX1cIrs17IWumL3fXnbcG+SS1PufmKqss7wuH7xMsMHTq/I7A1+A9nyi5NbMx6TXBjifJwVq3XgpF5CO4jclNk997SvDwVBzeXqTq+Lgg2wwjyZJMue6Wg+7qI3puizgytDwyC5r7LqfSnzm4VNjdVepsLXFnLW0Wq1Xed5dtNo4/EQwiUMJo153mqVeY7M1De67Mo8RAWgRNPPtc92RSORYf57/lrG+C8vLxVq1atWrXK7XYXFBQE/t/U1PSvfq5/BrKj1ouTG2EKdPMVVeXO1gFJCHR9L+Lpd62c4PR5PPlpW0sJPX4mlZtGrT/XynJkLefb6v0tBSArd5mP9agjcJA+jze/Ko3EeOkKCDvT4kexAqqBQcRDmD4rbihp5dulzeHKjllD3uNpc7iyI9aQUGriRLb+WTvNkXK+iir/3XikU62h3OvSYKZSt/aRy2fHmbGk2SWpr9mzJt9MGvhrTMFn2lBN6Thy0hRO5a5QAeqEMSxThaftjdLm8Bry7AGP1qVBby5T5c9T9t4UNe1usteKtnSYgqTM4NSdbD+enDbnxSSjao/52Y/GyTdedvHLWMCTHrIQGAEIoC92F3yiPdlXvotbeWawXHrAQmXDgCAgGOJ3pCVN4lBYSEQ3Oj+DivsJv4uw1PkaLzoO9S6//qrCfp/GILNicpgkOkyPQBJGsfp+FxXdjwHBoMsaYZ+vo9lJlOc/G491q90nrs6fr3Q1ox3fEEAI1OUd4bPN7cRLH77f3OeLyIDPJx7KZMaQpAdfzkj0xW5tgStYIxskfgSL34Fq3hKVMSyuxHpv5MiRGo2m5QH1F+wERqT8V4C3+zoRM4Z0d4UaEODuW5q+X0cF85mDlG41+h14jw8jAAAwGRrwY8yMR8n0CJKp2vP4w2YcJXCcGHUwbm5pKk2ECDpSyraZjnWrC/j9xd/o/Ta8rVHXFrhVt5xd34sAAGQu5g3bJb44qbH2hLXoK133D0NLkoq+0HV9N6Kl3AeBEbdeUw/9Uxz8HmkRyNgzCQmjWRcnNnqMWNosDgyDJxv1d1ap2/1JhAkT5K9tgLVabXl5eXl5ed++faOiogL/D2aC/Btjrvbef1vT7d2IxYqMyTcSy3eYnnzRKuqVvoBnKve2jHAyY0nCbFrTlVbmttObgvLfjS23IFRo+B7xvbc1Li0KALj1purWqyoIgIG/xuiK3NcXKXF/K/vW5/Oost+MrQKwEEhfwAsRJeZlUJnRJPW9VlFoUXc6TIa0ha2+L4QKZS7hF3/byjBgXuLMkHrcDyASBHCCwkM8FsylRxNGMhcrMiI600gMOKIrLXMxD3Xh8nPtRbDbZC0hFCh5GqdtFJoWgUT3ZdSesBZ8oj2SLaMJkLkVaSnTORAMkqdxa0+GXhwAkDSFo8h3hnS+C5A2h1t30lax01S4QTfpWmJLb4zfgUpmwse7122nV5zoLX/6rV5b4MJ8BEyBCJyIH8MGOCEewYzuTbc3+GYUJM8qTpn2ILnrexGWBpelyusDTqffBgOYRqd2fyfKrcNGHY1frMpMnMQp/dXEkpAjutAUl+2Fn2ldKpQeTQIEcKrRmsMWU6X3T3bl4Q4y3RO36oYzqKYZQH7a5nfgLYU++nwZVbhRF3BVAQCP12t7fhoZbMrUkpxvouvP23qsib58+fLYsWO7d+9+48aNF/sI8ORzXa/PWuQ3QWD4/jhdkfv2G2rUjWcuDs2HstX7ir7UjzgQ11LvLLIXfdrDZAIFzDjy2DOSiM7UK3MVBZ/pBv4c4zFhWcv4xlLPfklN1X5L+R+m0cfiQwwqIMC9dzQ5X0UFy3Yl49iTriXeX61pfuQOCW9Ya33Km86WBcEAgJojVnoEkjihVZGSqdxTvc8ybK8YIgHUC+bLM6hCUvk206UpjW1HKUyYIH9tA7xs2bLbbcjIyPhXP9c/Fo8RuzSpsd8P0TnfRMEkiMyEe3wY8XyzoXKnWf/UHbCFCAXKXMqv3tfK6qS1yXtKmcYxVXmDwckAkb3oWcv4F8Y0HEytqdxuJjGgJZrMzm8JZz9NcSj9ZdtauZJsCTlmILP2RKvLZi7iyY6G+rupc9oJ+aYv4FW16Q7Uc72o7qQtaBh8dvxAUo1D6ScxIAIlCALy2zESFYYQaGDr7nsQAvXeFPns+9AQenRfBuYj9MWhM7P0uby2SVI+Gw7ToDtvqp1qdPaz1H4/RAcrXFNntu/p0gRIdA693ZaxnGQKwoAKPtFNvpn0UpSDALXHrfvipBaZ16H0D9oaM2y3mMyBYRIkzKYljGHHDmDIjloBBJnKPF4LNvlWklnqvTSlcU98xZk/ruZiG0wr8rmRbLY/kjy38VfSK8/3qpwav0Phx/0EJ4mcOIGlyHfon3sstT6EAhkrPD4L1mN9ZNosbsxABkNMQmiwrd7XdNXhsWCHs2RX5yjcBgwAgKPE40+0/X6IbrkOGtOfwe9ArdptBgCo7zktNb62ycMBlDccvHRq5W4zBEHr1q3Lzc1dtGjRxo0bcRxvuGjH/USIUBqZCY87m1C115w0mdM2f6rwM132KkFAVrMlJT8ZJOM4iRPZD9c2j9gXN/j32Npj1pvLlUwxRVvkSp3D9RjQm0uV2Sv4QSc1SM1hC8CJ9NbJ0hFdaBHd6FQefGOJsmWbkKIvdZ1XC1tG2gmMKPpS3/vzVqXbDoU/b3zjgJ9jMhfxpt1P5qZSzg6Wjz0dz4gm15+zX52taHeswoQBf3UD/B8I5iUuTmpMncNLGMt6ttlwvHvtqQHy0q0meiSp+Cv9zVdUeyKrczNkd1epWfFk6SFzyyXelOncpqsOn+3lKwYmQ1nL+C0bGASIymHYGv22Oh8rnvyqJSsgQEFiwIO3xRZ/rQ9JKs5cwgux9NxUCjuBrLzZahE6fR637pQV87SyylnL+bUnQpvoUflI57eEgUwWe6NvX0yVuxmFYIgZSyHR4dj+jC6rhTOLU3p8JGq55hcgcSLHqUFDbS0EMhby2pbuxA5munRYcP7hUPoLPtEeSqtBKBBMgQdti2HFt1o+jBnAdOvQdlX4U2Zw69pzjp9+p0fteOxARsD6EhghPWTZF199bb6SzIDEg5leM37rDfWNpUrcD6JzGHQRyaVBTZU+zIvjKHCqUM0D18FE6aW1Jb/f//xg+srM74nLdUc6S6eKB7E4SRT6/Q5rY3aZ9CZNz0fF3+h3cisfr9fx0qgDfxVHZNMIjCAx4bklKb02RJb8ZGjKd4w/J1kkz+jxkYjMgEkMKG4YCyYB9R3n3uiqS1Man/9sYMWT40eyQj5FzpdRRV/pUTde8Imu14bItmqdAADUjT/7Xj/iQJyxzNtwwQ4AGDZsWEFBQX5+/pQpUx5vUPf6NLS8BwBgkflYYlLFDlOII24s8yiuO7quiQg5XnPf1XDBPmR7zOBtsb0+E50d3kBhwxOvSiJ7MPRP3YbnntojFmYsGSLA40/0F8Y2Ei1+WX47/ugj7YBfYkLSrEzlHv0z9+xnqTAZOtVXbq3zAQDsDb6Gi/bOq1q5v7KjVkYUKW5YK9Wzm8tUHd8QpM3lAgAQCtR/c/SgrbFXZykyFnDZCeTa49a8CWE/OEz7/LWbMfxd2LRp019oEO6sUMNkKH4Y6+KkRiof6faBaOCW2A6v8DMX80p+MY47mzDwlxjxYKbHgNWfs1uqfOrbTjILYSeQEQpEYsCG5x6vBX9R0QgAAICXTr27Sp0ynUsTIDhK1J+131mhlh60uHVodH/63LJW/dvpIpJT5VfkO1qG4LiplIJPtMlTOcHetAAAv5NQ3nAmTX7p8VA4iPKGk8SAhS0yXcks2FThdWnQ6H6t8shEPej33lZX7jYXfKrD/SB2AIOXQdU9cffeFDVslzh+NIs+kLyYAAAgAElEQVQuIsX0ZxR9qY/oSgv0fggAQQB144rrjqSJrZwtjoR8f01zl7db9W+AIOBQ+q21PhwlHn+offRBMy+TOnSHuONrAuUNJ02AhJSvQBBwKPw2uS/YAzEIW0K5/7Yme6UwmC5L4OD+O5qG8/axZyWFG3Up07l3V6ivL1TWnbL5bThEQD4L7tL6AQBkJtxjvWjSlcQOS/kZi3gRXWhVey0BkUW/C/eiLswJCBtpwLg+675e03tQ9wujGwUdaMP3ihEa7Gj0WUoxKs4iDJQSwcWJH/VT53ucSr/sqKX3hqiEUSxjmbfsN1PCGJbhqQciwRapj0AJtw6FyLC1xmer8+EoIDNhUQ96831X4yVn4miWZDw75NMxY8nax+6mqw6b3D/k95h2+y6UbjUCALqsieBnUu+s0GS9ykcoEIfDWbx4seyc0XAXiN92x8WJQ866+Yqq2wcR0X0ZD97VpM/jBVU2b72qyljEjx3UapwxD5E3vrH/5uiIrnQAgLAzLWEM6+4qjceAIjSYxoM7rhCYK7weM54+n2ss9dgb/NUHLB1f5cNkCHXjFyc2xg5kdnwtdPX62jxl1qt88WBm8lQOIMCNRUq2hFxzyBo7kCkZ93IoCIy4OlvZf3M0J+nl702R75AdsY481CpOzk2j+qzYsx8NqBvAJGCu8uoeudLm86Bw24YwrQl7wH8lyrcb607aFPnO60uUaXN5w3aLxUOYgek8hYt0WSN8/rMRQEDYmdZtbcTk64l9vo5CPUTlLtM+cfWFMQ0lW4yxg5kh/i4rjtz1nYiL4xvvvaM5IJGW/GKMHUx3qFCIBFHYSNNVR0hOU+e3hbXHrdqily4mTILS5nADOhVB0mZz5WdtIX1/MxfzpPtD3dAu7whLtxqD8WrMS8jP2K7OVrj1mEXqCzQZ1D31KK7Yx+cldF8XEfSiIATq/qGobdllx1cFdSdtIV41O5HCS6c2XWlVe2os9fhsePHX+kfrtOKhzEUNGQO3xARininTOPI21VAgULvVRj8EAEATIuIhzLpTL3ZhHuLqrCZjmWfavSReGgWhwbkZNXUnrQgNpnKRIX/Eiocy2MmUzm8LqUKS34Gr77hUt5wAAFOV5+zwBsyDm2rcRaJT+cztXol29AOBuDff9YhxZVbTvvhqKgcZ+GtM/Xl77RGr5oErdhBzzLH42Ki47rED0qcLeGlUhxKlRZCicugZi3iuZnTozthHa7UuLQojRM0Ry93VGq8FT5nKHnU8vuMbAhIVcmlRYQcaJ4VC4cGlv5t2MCrLthlD0uN7bYqsybX2+iwypANVANSFP9tsCBT8xI9gxQ5kBEtxSCRStnJC9BLPiJHDt2zZ0vIs9V2nS+NPm83t9IYgfhTr0uSmQIBE88BlLPO2zfMq+lIn6ERtKZ0tzKbNeJysuu1szLP3/S6qxzpRQMFDke+kR5JJNMih8O+PlzoU/svTmlhx5IFbQvs3yI5avSY0e8WLe3V6UzA+T/LoQ13VXnOHZa3d32NWRhRJPPTlnIDAwaMPtTlfRbUUs3Q1o+dHNahuO+eWpCZNYgs70fiZ1MZrjpN96kLqBcKECRvgvwyKG457bzcTGIgdwBh9LE5+xtYyVxkAkLVMID9jaykukbWcb6nxjjmRsESZmbVcYJF6K3aYzFWefWLp8R51pwfIj3SU7RZWPf1e7zZixhLP+AuSbmsFTzYZYDIx7W5idH9m/lzFblHVLn7VNqg88K/oCz1Mhs4MkO8SVJ0ZUn/vbY30gCVuGFO639xS6IMRQxJ1pzdeamXwkqdwtAUup7qV+oGoO50RTZIettYet16bq9gbU/3sR4PqpgMCkLAzjUSFqveaBZ2o6Qt4gWXIlmQs4tnkvmCdTwBaBCIZy24bcE6bx5UdtfqsWP05273VmoMpNZemNlG5CE2AjDgQ1+nNVl0Ik6dyGi7a2/Zdj85h+B24qbyd+t2MhTzpISsAwKlGzwyRI1R44uVE9QP3LkG1S+Mns+Bem6LITDhuGPPJl/rU2dx5lakAA8KOFLqIlDCaees11QFJzdHsWh/itrhNh9JWdVklOlj/ndCUEh0dNf1+Uo8PRW4tSmEjxkrvDlZlwadagiB4GVRRd1rKDO7sZ6kSbvrR9HpOEnlxU3rXdyJOD6x/8qWOGUu6MlPhd+OCjlTMAyZdlqTN5iquOxLGsnmpFF46Nbo/HYJA2R9GY6mHn0GNyKYRgLj7lmZvVHXFny/FW1Q3nYwYUtt19ABlv5tiBzCF2S9iGwN+jqk5bNEXuwmCOPf93bryhg1nV86ZM2fXrl0LFy50Ol+sTRR9pe/+kShg0ftvjmHGkK4vUhI4eLxe23tjZEjprU3uK99hGvRrbMitK7abuMmUwX/EXpqiePqdHqHBU24lScaxMA+GeggSA/KasQNJUpgEDd8rDgk+++34w7XNg36PbZXn1ZMuGcfkZVDODqt/qRZCgOJvDD0/adW4QnbEApNASJeOG0uVws7UqXeS+Fm00UfjA/FqTipFX+Q+3q3O3tSmOivMfzD/Js0Y/jdA0F9gEOxN/tz0GjILSZzAHrZHDMHAWOo5N7JhwkVJZM+X8eSrsxXiIcxOb76cuV+e2pQ4kd0ya+bZjwb1HWfv/4+97wxr49y2fmdGvSKJIkAgOhiwcTe4994L7rEdt8RxnF6cxMlJdVzSe3G3ce8lgDvNBQPGdERVQ73XGc3M90McIci5X7n3fPfJucfr56BHGqa8+917r73W38J9bpIuQFhiCkOIONW+q3M7zfUen5uksuH5t+KLX+5yqrHExbzGA9Zpp2MkE9iB1NPagp4b3ZZbmWRu8Bgee3QVbk2py6n2hQ1lxk7jhA9hCjPo3DhawwGz/A/79DO9jApub1SFpNAHvREKALB3Yrpyt+a+q/2S3dbijZ7MSV7CjxzNOp3d5nPi/dYI2i/ZGCLKlOMxYYMYuJc8k93af4sofWMvBlDDfnPLaeucP+KCD6puO0vf0OQ+SgQAuHU+Y63XXO/pKnW1nLZRWJA4myWZzImdxvGbBZW+rqFy4OF/6zuvcn5c+6DXQ/uI8gMAyt7UIHTozyYKuJc8KGmcfFhy93l12lrBkLfCrs2XywvtrEjqlOOSP+Z1Ej4SpkIDXhAN3h5GZcMdl+1FW9W5lUkP3tfqKzzmRrfX5cN9OAxD8V/bZm8dF/g5kgCj9orvbFa3nLJiDpwtoWY+L3q8V497yRnnY/MXK1Y1p3jM+KXJ7dETOZ1X7enPhhA4aDhgxhykeCRTXeSa8FtUv3UCeb7j5rPKAS+IzE3e1rM2CguKn8OLmcKhsuGr8zthBBr6fljMFI7xiaf8Y71ThSFUiBtPnX5ayo2lHEuTTTkWU7BUnvsoKeAm5AdmJ46mNM+7ES/M6KnY1+7Xl3zU/jN388zW7eLFxPqf5rDZbI/Hs3Xr1rKystOnT4e5E/IXy1fJUgLpI+4lr8zsoHIRU51nZWNyn1T75joVL47aR1XD0uw9O6ottzyRG0ezy7Gba5QkCSYflrAiKPmLFfI/7ARBAggAAkAUsLA4QZzdq9NR8moXZicm/NarMO7W+fL6yZbVJBtrPLc3qmImc7J3Rmjvux59qg826sBRMq+fzF+FChxsPmap2mNYUp4YnBPXfG+s2mPAMdKt8dFFlFmXY/ucxlP82+JfIPb8/8ZfPwATKHkwpsnnIhLm8yYdkgR28bLj1sdfGpaU9ywKihuO0tc0y6qTAkc6r9rLP9EvvpcQOOK14EcSmpdW9V1GfS78d2EjQEDWttDGA+aRu8Upq0IgGDQfs1R8bsh9lBickVyc1J7xnDBpSY9qwf33dLpyZ8Rwlr7CY6r3eAw4V0q1yNCEBTyGCKHxEAAAgZHWNq+iwMFPpts7UCoXiRjGDB/GjBrL7rhq01d6Rn8ZeXp4q89NpK0VNB8xx8/jTTooCUyMmBu950a3LX2cBFMh1EZgNtxjxr1G/PYm1eC3Q+khFNSG417SY8Q9Brz1nJUjobq0PoQGCTMYwnR62GBm/X7zoFdFiUt6iS1oH7pvrlWuqE/uc9lrfzJ1lbimHOvrBaSvcBcuV6xsTvnznTo3pt3w2D31eIxD7it+WUVgAKbCVA5EYCTmIGAalLFRkL5BGDqQ4VBgp4e1TjooUd5y1PysR124EagogyxSxyCWgOHW+Sb83r2y29rQE1ktzFCKQ4kN3RHW/wVR1W594yELgZH9nhU0HrLwEmnhQxntF+zDPgij8ZHHe4z6ahc/gT7tRAwzgpKXLkNoUMxUjt/UqPWs7dY6JYBAzDSu/pF7Sp7E3oHVfGs01noJH+HzkAwhwpFQOTFUpwYzPPYiCCB8QJBBjxjGnPB79KOPdYYnnj5GUg92aO1ybPKhngt17ty5TZs2baP+ljgwFrTxVtQnBUfTw4cPv/HGG59Iz2c/k9p/qyj4qzA7cSi2KSKb2WdHZZGh50a1rZIl95oVJsH5Ce0JC3hZL3V/CUmAx18YKncbaDw4Yhhz4v5on4vMy5BhDsLnJgAJxn4f2f+F7g83Hbbc265Z9qSve9Kt9Sq6ABm1V+w/n0ef6BoOWCgMaOSX4qTFPU9O3a+mtvO24PP0GPHjmbIZ52IDNpf+UzJUuet+NTfnWSAAYS4cgqGRX4iztvX6x5/i3xN/9djz34C/fgC+sVrRet4WOZI95w9pr7SABMczZaO/iYyZzAkcOZrSPDUvJnxYd1pMEuBIfNPMS9Jga9iKz/RdJa7Z13os7QiM3B/eiLmI0CwGO4o6/ucolrhnhOPavM7oCZysl3uWDNkJa8N+89zCuMARp9p3YoBsrSrNH6cxO2HrQEtf0bAiKeIcFmrHAQAwBaJy4dqfTdJZ3EGvhdJDehY+wkeeHNBiavQCEiBMGHcTkkmcOflSV5dPV+7WPXIbaz22NtTchEIA0IUIjQfT+Ag9BKHxYFOtl8KFxCNYNB4C0yCGCGEIkZYzVp6UPuLjsOAlu/53s+K6Y9rJmF7XlwSHE5pnXYoNVFD9cOt9x1Jka1Wpf555PZYmm3xIEjGip/bgcxNFW7tUtxwkDnAUuHQYBINxP0Slrgq5t11b95tZmEGztWK8eKq5EQUA4CgJIED6SBzyuRAblxCwwij8ZDpMgWZflaruOO9sVsfP49IFSP1vZhIHmJNYWJIQNpgBANBXeS5ObIcgMPT9cOks7h+LOs01aMxUlrkR5cbRBmwTSWdwSl/XKG85Y6dyNA9cTBFFcdMxr1Bav8+iKXMNfS+s9Zytq8QFSIDZibBhDFOdd8THEeWf6OJnchuPWvpvFsXO4Ng70cZDFl2FG4YBSQC2mLLwXiJLTDkxoGXMN5Gx07sfOYcSOzmwZWlVUjBjXKlU4jgeRos+HNc0eHvYn6sLpWcflyy1ta858e1PX9NoPZwmY43n0tQOv31I9mc9NYYbq5UhafSh7/aqANf9amrYb15UlhhcWHZpfScHtsAUSJBOn7gvmiOh2trQ8+PaPQafDyUBAYZ9GDH8/bCqPYaaH01z/pD6TZ0D0JS5CpYpVtQlB/cjGg5Zil9Us8WU4R9HJC3hQzAgcfJYqmzSQUmwCN2NZ5TMMMqoL8TBX1i8ravjij0imwkIsuWsHYYhppiCUMnExSHZn0VAT3uA/974q8ee/wb8xQNw/e/mB+9rEQrUf5soY6Ogj1pQ4yFL81HL3OtxgSMVO/W2dnTCrz1VtYcf6LwWPJh+QmDk6WGtA18P9bvHYE7iaHKzS+Oj8RF+Im3sN5HiUb1KZLpyd/4S+aqWlICsAe4lD8U2Lb6fEMwIvTChfcA2UTBHRnXHWfJy19LHScHfpilzFa5U9vFhrfvFdOd5NQQAjYfQ+HDWG6HVewyYg4CpUMQIZvhQprA/g59AgxFwbnz7KllKcPA21Xouz+h8piMleHfSVeq685x6eU2vn/aY8KOJzWuUqVR2r5XvP6oqX57e0W+9IGlJX1efis/0DiU27sfufqT2gfvGGmXUGBY/mXb/bS2AISobTDsp5URTrs6XYw4ctRIMIUL4QOwMbsIi3r0daksNikLu2rQLMzeNc30dJ8piqm46SYgUptNNdV5+Mg2CIOMTD12AjP85svgVDWomVnekMISIpcl7YWL76K8iI0aw8pfIESasr3DjbgKCoaHvhQVXaIu2dtX+ZMzZIx74kuhEVou5wSuZwmWK4M4/HMIMOiuSorrtjJ/NazpmmXwoOnl5SPU3RuUNR/w83p3NqqE7wv1R8/FXxntvdAEEInESkNCE36OYYZSyNzRLq5P8w0g31yrZ0dTsT/teOgCAusiZv0TBECG5FYnBYlIAgBurlexk8MWTlzs7O0+fPh0XF9d9/BmlMIOevkF4aWpH9AS239HB3OC9MKF9lSwlOCiiVvxoimz+zbg+8tFX53aGDmAM/zC8crfhyTfG0V9HJi/jYw6iaKu6Oc9K4CQgACeWSuMhc/Ol7OheRSDCR54e2jrknbCk3j5OFya293tWwIqgPPybzmvCB70RCsGg4YBlwd34wGd05e78xfLl9cnBj9bDD3Qdl23zb3ebFtf/bi55uQtzETETOQRBUtnwlKOSP+t/PcW/D55uwP7S6PzDXvaWxmvCMRepKXUdjm++Orfzzmb17U2qgqWKyl16YSbdIvNq7vewkNKeCWk9YwtW4e+3XtCcZwkewIWp0MR90WWva2p+MHWVuA9GN7k0PggGknHs+Lncawvlffz1wocxuVJa69keVjBCh5Jy+0oZp6zs6wsUPY6NOYg+zB3xSFZIEi2YNd2wz3zneTWAAcKAY2dy2NHU2m+Nycv5CBMe803kzIvSoTvCE+bzRAMYggxG/BxezXe91LuEmQx2NEVe0IvwFTmShdn/ZPYgRMQ5rI4rfRUzknL5Laf/A87zn6SyAACpq0NaTltxL0n4yMpd+qtzO4ftCPOa8Xtv6xAmTGXBw96PaNhvPjGo1eciMAcx85J0rTpt4v5oRYnp/LpK4xN389jzg75ijXWs0b8tyXxBNPH3aBwj+j8vHPtdVMxktr0dgymAGYogDCh/qTIkhZ60jFe1x2Cs8VyY1DHqi8jERTx9lRumQZoSJwTA1BOxFA7UnGfNXyL3s/BUt50tp60zzsc2/G4+NajV3oGSJFDddgjS6CvqkxcWJ0w/FTvtZGzzCQtbQq3aY0CteObzQkuTlx1F8ZeaK3cZAAAIFXCkVFYEhSlCWJHIrfXqul9M/BR65ed6AIC+yiMvdAx5O+zPlwiQoOwt7egvxaEDGWVv9hJGtrWh8gLHkJejTp8+vWrVqpEjR+bn5wMA7J1Y5x/2zOdFDBEy70ZcV6nr1noV4SPLP9JlvdpLehoAUP21UTqT2yf61u8zO1W+YR+EQwg0ZHvY7GvSR5/o8hfLLS1emAJBMIAgAEHAIcdoHCjQ2gig5gcTM5zSJ/oqrjucSix5GT9mCmdRacLYH6Jaz9pubVSzoyn2jp7Z5Ycf6vyt/cCRJ98aZSesc/LjAiE2fYMg5/MIhhBR3HJQ2Agvjnp6WOt/ZMjxFP8OeDoH/P9lDpjEyZbTts4r9q5Sl/aBmxGKMER9RXn+j9BXuK8tVPjsRMwUzozzsbqHblO9196OCTMZEcNYoQMY5gZv1S6D14Sri1xJuXx/pZTGQ9RFLgiGAjVnOh9RF7lwDxE+pKdkyo6ihg1iNB40P9ihJVASoUJjf4wauUccPY4dNY5duEwhzKCHJPdU5xgiSuUufcbGHnoXI5RS/oF2wFZRgJzFS6CVvKTJ2CzsSXcggNoJdZEzrvdoqTCDfmu9KnQQg59AU91x5i+RAwggFIgXT8McxKA3wsb+EBUzhSOZyClcoUxayqcHZQmCdMadzeoBL4p6qwxCLaesycFK+hBwqnzmJlQyodcsKeEDbWdtyb0199lR1OqvjNHj2cGFdwAAL55W/JKm/xZRH0YujY8oCp1uPV70YhdmJ2ZckBa92KW+6wrtz4gcxzJWuZW3nQ4FOumgxNKEDnwtLGkp9/Lpa6deKmF1ShAEydkVvv7nOd4mWuc1R/w8XuNBc9s5q6Afo+WMreOKPWVlyJRjkswtoqxXQw3VHnsHamlCMSuuvOlqPmbN+SzC2eW7sVppqPaiFjxlZUjmFlHxtq6YSRyYBvETaKWvaRA6VLS1a9opicdItJy22hUYQ0jN3inWlLpMjWjKcj5dgAAAnnxnxL2AwEgKA247b0tdFRI6iHl7o2rc91FULvJghwazE0++Mc2/Ge8x4D4XgdmJ8GFM5XUHasU1993xs7hF27r6vyCKHPUPKEVt523KW46x30XFTuGUvqbhJ9BCUrsfp9LXNX4SHARB2dnZw4YNW7NmjU6n49zOjBzZPXpLYcLJy/mNBy2NB82aMtfUYzHB6h9eM359tXLKEYn/H/HD1o4WLlPOvCgN3ER2JDV9vbD2J/PDHVpePG1uYXzKCn7HZQfqIBwqX/Mxm3Q6J2Bs1XnVXvqaZvqZmOBXlfCRfyyQ53wuFqYzAo8ElQMbq72hAxhFL3YpChwECjxGvGGfeeJ+Cfz3Goy5wXtrvWphcQI7qleSHTGc5ery2Vox4xM3woCFmYyyNzQUFiLOZoKn+PfD0wz4nwwcJSt3GY4kNtf+YPJaCK+ZsLah58e2nxrS0nK6r/HA/wb6SveVOZ0kRgoy6CM+ibgwsYMZhqxuSZl7I67jsi1uNjd5OX/MN5Erm5JnX5NamrxHkprvblH7RXz6PStoONBrYmfER+HlH+mDxYpJAujK3YbHboaQAlOg4R+HB4JrxHDm1BMxd59XByfNcbO5qJVQF/eIW0UMZ0IIpC3vyW7pIYh0JrdPEtxvnaDlpDXYeA4AEDaEOeNs7PWVyvvbNRcmtZMEQGgwLQQZ/HbYkoeJiYt5/t5Y6EBG+kbBo94y1yHJtPChzJbekpBJuXzlTWcff9+kpX+yYAIgYT5XecsZLAfW/eEl/D5jXf7/KGYK+89ylZiTQOjQww+0g98KnbhPcm50u6nGw46kOJSo7JiVwAHpA5wYWtVug9uI3bKeGB89r+EZdlpCv/g5ISw6e8iW6NLXNeUf6ebfiZ98WBI3m2uuRzVlLmE6PXk5f8A2kX8vJf/DrrrtXNGQsrIxGXWSmBPHHHjxy13mBu+04zEMIRI2iDnqi8jkZfwFd+NNNR59hSt8GDNxCa/oBTUvgXpjler2BlXEcOZme/qAF4WVO3URw5i8OOq5MW3GGk/lboOi0DG3QLq4LAFhQhYZem50e9tZm89N7o9oePCeFgJQ1V6D2+g7ntnScdluaUFpPMTajCav4HtMOGbDL83swD1ExsZ/IEtJ+Mh772hzPhdDMKDxkclHJLc3qxxKDABgbUE7LtuD+QRjx46tqqqquyer+k0VtbLnvlDZ8MyLsc4uH0KH+uhsP/7CkLCAx0vopVJ5Z7N68NuhwUxsAED1Vwafm5h5Oc7w2FP+oU6QxljRmCxIowESOJTomVHt/mnvxkOWWxtUs65IA87WftT9YmZHUoP1ZAAAFZ/ph38YPvqryLWKtP5bRcpbjsuzOiEEqtpt0Nx3+SfaS1/TDHknrI8Rk6HaU7RVrbjuZIZT6AKKrtxFZcPS6dya7w031yqfTgn/G+JpAP5nAkfJgiXyxoMmAMCUPEnO5xE5n0eM+yHqGXkq7iXvva09k92qLurrNftntF2wXZrWSRIAokCDXg+7NK1j1B5xzi4xIxSJGM7M2Cy8vVkV+LA4h5WwiDf4rTCGCDmb01awVMEQIaZ6b7C2X9hgZvR4dvXf/V/l+Y6Tg1oU1x2cGJrHjKetFQx+s7uK6NL6tA/cPjfBjqLce0cT0MeAYJD5vLD+915xPWVlSLBPDgCg33pBfe9pXXYUJWOz8MGOvg6pkaNZo7+JqthlAASAqYDKhnAvCUGgj1rhoNdD2y7Y+ugUpm8U9DkTGg+WTGK3X+hVRg4fyiRxUl/Vq8RH4yPR49ntfzJsSMrltZ7+B9Xm9A29/2sSyE5Y8/rJaHyYwoJ4UtqxVJlTjlJYMOEjUQfBCKNkvSRihCGSjbjmia2irRTeMWqZeeek99Nzf8vR3nPROHBehszS5F38IJFAybMj25qOWEd8FjH8gzB7J1b3s9kvjelPoaadjIFgcHOtyufEqRyYQEmSgOydWOnrGgoLmnSoe7BVkEZf/DAxfDj7xhrlk2+NFBZsrkddWl/2zog5f8RRWPCQd8ImHZQYqt3GJ97k5SHnRrdVf22YeTFWXeQse1PjkGMeo89Q7W49Z4WoEO4lwwbT+Uk0GhdBaFDiEl7sNA4vjmZp8jpVWOspW9gABoUNOzuxkCT6P9TlaNhv5kiosdO6iVqRo1hZL4nyF8txL1n+kW7ANlFwCx8AEBYW9vbw732D1WNmZpeVlQWOe824W+tLWRlydmSb4XH3ffQY8NqfTUPf7UXsUt502DuxAb2pxW3nbDU/mmZdksbN5ORWJnmt+JmcVmeXb3ltSr9nBYAEqMV3c63qWIrs4Qe6BXfigxXiAAAeE/7oY93or3qRqtov2nAv6Sc6IAwoYQFv0OuhnEjK2O8ivWb8zmb1vrDGc6PadJVu6YweRU8CI6/M7rw2t5MZThnzbWRIKg214IAEypvOaSdjllUnwTToRFZLH8fup/gfj6cl6H9aCRr3kH8slCMMaN6NeACBu893JS/j+/tMMAIxQym2VrT/FlHxti5FoYOfTOdE97UpBQBgTqJ4m7pyp4HCglALMeZL8b3tmrkFccHys5GjWPe3ayWTOIFSG42L1HxvnHo8JvN5oduAP/pYh9oI7UNPSDKNIUD85dPwwYyb65SYk3j4vq7tgi37M7FFhqpuOcQj2eN/iYYgIDthLX1N8+A9rfaBy1jjgRCo5aT18R6j8pYD95C8OFpoFqNoa1fm8z31WK6UVrxNnfVyaKDyxoujVe0xRI1mBVfeIoazil/ukkxgs+TJ4BYAACAASURBVCN7DjYftdxYpQAkoPHh7M/EM87Fxs/l3VyrYogooQN7GnsUJkx4ybZztoSFPVkIP5n2cIdWOpMbqB8CACAINB21pPbW2XdpfaYabw9L3A8SNB+3Bhv+AADYkdQn3xojR7OCTxIAwEugVXxuiBrHZkdS1EXO66uU6iLXpH3RWS+Hmuq9pa9pMCfBlVIhBGJHUr0WfPQXYveYpkdnGztPe51ZLVmRIyOyOBmbhM3HrJW79aH9GbZOjPSRM89LH7ynffiBDnUQI3dHZG0TRY5mx0zhtJyy1u8zx03nXpkjH/FRuPqOs3CZArMT2Z+Kp+bFiEewmo9aPEbcpfEhdJgVQRGk0gEECB/ZeMDSdNhCeAGJA/EIFkmQ8XN4zccsov4MfgINAMBPpCUu4rectioKHBQGjFqJul9MTjUuzmGJMhluLe5z4JidTF7Gz/lcXPuDiSGk5FYktp+36yrc2TvFI3eJExfzm/OsNB5sbkZxD0llQbpKDzeG5udmB+C14AW5ion7ooOfgchRbHmBo/2SXXnDOTUvpk9J32PEb69Xrb2VnTk0bcWKFQRBjBo1CoKgqj0GrpQ25ptIdiSlcIWSxoPDhzLLP9bzk2m9bh8JClcohrwTFjqg50z0le7CZcrZf09qETqUuIgP/FzlcCR2CgeGIX2lmyQAW4JQWXDKKkGfbUHpqxpBBr3fup4Un8TJ/Fxlzs6IQDkdAHB7k7rfekHK8pDYaZzM54Upq0KqvjCK0umVewz1v5hsrSjCgKu/NKB2YvG9hOgJHF48LXkpP2IYs+moBbUSqrvO9A3C+Dm8kGTarWdVxhqvOJv15/70U/yPxF+aAPzfg38KC5rEySuzO+khyOQjEn9vsvilLggCo7/u5h7jKHlY2rTgbjw3jtawz1yxUy/KZCQt5UeNZfHiabiXdKqw1nO2x18YECokGsAwVHvSNwmrvzLETucM/yA8+IUHAFR+rjc3oZMOdFOdSQIcjmuafUUq+vsC1HrGen21UpTBMDd6YRoEAPBacIYQ8bnJAS+J4udyK3ca2q/aaWyIIaS4tD4ASEE/xpDtYXFzuIHFseTVLsJLxkzlyE5a5X84osezXTpf2jpBRpA/+flx7QNfFQXX6B59qneqehjCftT+ZJIdt84pkFKYsK7cXfpaV1epmyRIGg+ecV4a2F6YG70XJ3dM+C1KOqOnZ4zZiaPJzQuKE3rchAC497aWJMiRu3uyE5+LOBjdtLIpmRneE5WNTzzX5stXt6YEJ9aYgzgU07SqNSVYvBoA4Oe4jvm2r1rho0/0+mqPz45bZOjwD8L949Gd+farczpJH6ByYclETvhg5sOPdPTn2r66s51Go22K/wi/IHUAc0Sub23eRJfWV/yyuv28nSCBIJnqMeBeCyGZzEEtBJUDj/81ih1F8XPCfU7i+IAWewcqGsg013kgCjR8R9igN8P852+XY+fHtTsUqDCDMWCbqPYnE2oluHEU3UO3z00mL+WnrQm5tkDhc+NZW0Ujv4xU3nLc3qiOncYZtUdM5cLKW86ba5ROFQYgkL5B0HLGHjWW1VXijB7Hztwikoxn31inbD1tjZnGUd1yCjIYi4rjHSrfqSEtpA8sLEkQZtBbz9pKX9cgNNgh9/q8AKaQhA9aVBIfLOV9e4MKYUBjv+8rWYXZiYMxjdHj2TMvSPv86eEHOmcX5qfuy+Xy3NxcsVi876cDFwdqF5Z033eLDC3IlXNiaF2lzqUVidy4noeh7YKt/ENdbkVSYKqHxMlTQ1oHvxXm90gIwNzovTKj067AWGKEn0A31Xk8JpwRhgzdHl65Sz/h9+iAyHnFTn3zMcvC4oTgNnPTYUv97+YFRT3kZ32F+9oC+SpZSuCtqf3R1HbBNrcwDpDAUO3pvGav+8Xk7PINfis065XQ4Eeu9mdT8YtdJEHGzuCO2isWpNHtCqxgidxc7x28PSzrZVEf6vhT/M/D0wD8zwnAD/+m09xzzbnWM6fr1vvy0mXLHicFRh3uva0lcXLkHjEAAEfJpqOWstc0MA3gHhL3kOxoqjiHNeSdMGEG/e7zakuzV13sYkdREubzmvOsiYt4Y76LDNCOvGb8aFLz8rrkQBL84D2tz00GzyAW5CrEI1kDXhR6zQSEABofgWCguee6vkoJCNKlw3GUDB/KDB/CbDllTX9W0HjUMu7HqPi5PZHPP+L5TGcqlQ1jDkJ23Fq5S+9UYcM+jOi3LsSffTYeNLedt8282LOkOlXYiayWVS0pfcZ8b61X6SvcvHiavtKDOXHUStC48Nzr8cHTtAAAxQ3HnU3q5XVJwavP/Xe0uLfXf+dX41qjSA2eZSpcroie0FdtPy9dNumApM+vFCxVxEzhpG/o1b+0y7FTQ1rWKtIQRs93qu44H36g6ypxjflanPGc0P9z7RdtfyySQwhEYmTMVE7ss3DJMutN1m/YhPaXXnppZP/xeSnNmJuki4kWfYOYSKTBDNxDCtLpIUl0xXUH7iUgBHBiaF4zLkijO1WYS+tjhlF4CTSGiNKZbyPcJAmAZDJ7zh9x3TedBI2HzGVvaQe/GRo6iHltXidJQJwYxNaKkQQJIVD4ECaBA7ceG/1FpLrEWfezKXQwa/blWAiBSl/TtJ2zkiTwWvGoMexxP0b9sVBua/HCLAQGZOYLopyd3UNEBEYeS2u2t2OjvomUX7Xzk2hjv4/SlLkuz+ik8eClVUmMUKQgV9F+0caOoSTO5z/+2kjiJASDNR2p7Biq//bd3qhe/iSpD2kZAKB75L46uwPA0Pifo4MfM9RGHE1qXnQvwe8/AQDwer1vvvmm5gSycMC6pdf7Bz6Je8nL0zu0D92TDkQHuMokAU5ktYzcFRFsnFD3i0l2wjr/dk+kBAC0XbDd2azO+TxCOpObv0jOS6BlbhHeXKOyNHt58bTJRyXXlytSV4cM/zD8yXem2p9MC+7GB5PycJQ8liqbclQSTDq7Nl8eM5kdkBPBveSRxOZZl6Vhg7q3wrpy95XZnRN+ieq4Ym87b0vfIBi6IzyQ4BYuV7ads8J0iMKChel0Y40naQk/dbWg+muDpszVf6uw37OC4DLPU/wPw9MA/E8IwOoiZ+FyRW5lkt+2L4CyNzS4lwxkVNZW9OzItjXy1MBmufJzve6Re8Jv0cG77NYztpJXutw6PHYae+YlKQDAY8ILchXR49nBUrR3t6iZ4ZSAxIGtDT2T07amMzUQPLQP3QW5vYZ3/XCqfefHtjuUaOggRvhgpq7CPe1ULDeWqq9wX57ZOfuKNCDiAQD4Y4FcOpMbUH8kfOSByMbosWzlLWfMVE5SLj9qHOtYimxFXXKw9+qdzWoaHw6kp5iTaL9oq//dbKhyY06SIADASSoXXnA3IbBOBaNwuYInpWXvjAikrfYO9NSw1jXy1OCofG5M25C3w4Kte9ou2J58a5x/q9eyW/6hzmvFR3/ZK69tv2h7/KUxeI7Tj8szOlJXh6SsCCF8ZOsZ2+MvDZidGPx2WNsFm2Qie8CLIgCA/LrjyoxOCgvyOYmkj7GGD3GAwV6pNvd2v8iQmPYLtqKXNJgdD81iWFtR8VhG23UDiYMhHwpZgP/kW+OoveKosewLk9ptbejQd8JGfBIBACBxUnXXdXeL2tLkhSiAn0B3aTHUSsBUiMKEcC8ZUKUOHciEEcjU6PE5CQABCAIkAfyyJBQW7NL4YqawExfyMSdR+moXjgFmGMXZhQGSpLBgZihFmEnXPXJzpTTUglta0PE/Rdb9Yhak0yf8Gq175L7/jhahQSQBusqcY76OqvnRmLYmZOCrobKT1jub1dxY6uivxIUrFLx4ujCD3nHZPuj10IrPdV4zgVDBelM6gMCJ/i3jfooKdH8DIAlwdmRr/62ikGT61bmdc/LjArf+4Qc6eyc66WAvxTHcS/4a9fgn4oVte57dsGFD90GUPJrYnP1JRNWXBpaYMmqvWNSf0Zxnqf3JtLC4l9ZbXj/ZnPy4YPGZ+n3mRx/ppp+N9Uu3+txEQa4CQGDayZhLU9q7St0MEWX4x2FPvjR6bQSFAS0sSehjRln9lUF5yznrcs9e01DtuTKrc3VLSuClq/3J1HnN3vMZEpzJaR3woihlZQgAwKn23duuUd91pm8QKq47KCwocQm/4lO9Q4mFDmIO2CoU57ACuxB9laf2B2PrOVvoQEbq6hDJBHZw0v8U/zPwNAD/VwOw14yfHNw6/P0wZgQlNIsRPNrv1vvy+smWPUlmR3UHp8vTO1JWhQT6lD43kddPNuVYTGBPbarznh3dRqIEK5q2oi4JpkKmOq/iuqPjql11xymdwYkczU6Yzw1JoZsbvRcmtq/p7EkBL8/oSFkRkrq6pzd2flx7+gZB8BHMTlyY1G5p8tKFSNIivrrEObcwPmA4337JXvJK14qG5MDIh6LQUfamJlhJo+wNDUyFBr0Z2nrG1nLaqnvopvJgYQZ96Dvh3DgqM5yC0CCHAjs5sGX8L1EOlU97zyUvcIhzWKnPhCQu5t17V/d4tx6mQvwEqtdGhA1kZu+MsMrQ9ss2w2OPucFLYCQAAKZCEAR4CbSQVHrECGbkSFbFTn3y8pC0NT3/S+2Ppq4y15SjPQs37iUPRjUuq+m54AAAv3LFGkVasOoQgZEHJX2FRAAArWdsj7/Ux0zhNuw385NoA18Nlc7iQnBPpdHS6D01tJXCgjA7UZz4m9IrW6bZSUEo827G33tbq69yUzmQx0gsrUjUVbjvv6tzG3xhgxkqVGZu8wweOnDigWiOhFr3i6niM710Brf+dxNDRBENoOseeVALDtGg/ltEo74Q+09VX+G6sUbl0vgSFvD6bxWJMumtZ20P3tX63ETaOsGg10MxB1GwVMEIpYzeG8FLogMAPEa8/ZKt7ZxNUejAURJCIEACKheiMGC6EKEwYbfeR/jItDUCcQ6r5aRFdsImnclxqjFLE0rnI0nL+QgN0lW4VbedBEbCFCjgiRQ2iGmodpMExAhFJBPYytuOhPk8zX139Di26q7DVOtFGHDqCh6Bgz6htPtm/WySnbAuuB0PINBx2X57s2phUQI/iebS+o5nyHIr+gqj1v1iar9sT9rrXrx48eDBg3/++WcWi9V40Nx83Dq3II7wkbU/mSo+00smcbQP3WO/iwwO+SWvdvlc5Pife2rg5gbv+XHtC4vjg1s5BEbeWKP0GPCZF2PPj23XPXILMxjS6RxLG6q95556XBIs8uzfni4sjg+mSecvkUeOYgcY3QRGHk2RTT0mCRTkW05bq3YbljxMDGwlTfXeawvk9nZUOoubtJjXfNyqKXESOCC8ZNq6kPG/9LVrvLlWaZWhbAm1q8RJ4iAklU7nIy4tpq/yEBgZNY6tvusc+GooQodofJgbRxNlMgT96E8Ftv5V8DQA/1cD8JVZHbpHbpgK8xJoploPQ4i4dD5uDJUTS017RtBV5mIIkeEfduepHZftjz7rpczcdNRStdsw61IsN47m0vpODGjxuQkIBkseJPISafe3a5vzLHFzeJJJbEO1p/moJWE+T3bCGj2ePeSdsKJtXVkv9ShPtV+yV36uX1TW8+XaB+6rczvn3+pWyfeY8CszOhxKn9eM998iVNx0zL8VH5x8AwCuzOqUzuT2f+HvVVwSHEuTTToUHZCPN9V5L03rWNPZLTvlMeH1v5kqdxkEaXSHAnPrfAAGpA/AVEBhwUlL+RHDmNJZ3Wyphv3mW+tVAAIxkzk5n0fQOHDRSxp5oZ0XRxv8Vmj4EKYwk+EvD1R+rjfWeYZsDzfXezX3XJr7Ln2lG6bBg18XxUzlhg9lQAjk1vuOJsvWKlODGSu31quEGfSBr/Yycj81pHXkHnEfH/Xil7oYImTY+923xq3ztZ61yU5au4pdqav5A18L7aNMeWVWZ/Qk9oMdWp8PI1HYyTDyYBGEIv4QRWFAggyGQ4m6tThbQiFQEJJMy/lc/OQHY9tZG5UDZ2wJyf4o0t6J3dmkMtZ6YqdyTPVeY50XEIDASEYoMvA10aDXQv9MKq771fTgPV3CAp7iuoMdTRn0emjcHF5ghSUwsvQ1jbzAMfNCrKAfHUfJ1tPWJ98Z3To8c4swfb3AIkPzF8mzXhYNfC00cAeb8yzGJx5bO2qX+zAnAcEkhQFjToIdSUleHhI9js1Pol2dL3drsCHvhjXss8TN5cEUUP21EQLk6G+iIAi0nLYqbzrYUZTIsWxHJ0ZlwfLrDhgG6w39aIK+0k5uve9E/5Z5N3vcGmq+N9b8YFpQFF/+kR6mgNFf9apPEBh5LFU25ZhEnMNyOBwbN25sbGw8c/rMw/nE6K97hFcxB3F3i1p2wiqdwRnwUqjfL8SvGr28LilQue228XhB1KfjQBJAX+W+s1GNo8SC2wnHB7S4NNj0c7GJC3iK646ba5WZz4uGvBMGwcBjxE8NbR39hTiYCWiq816c3L66NSWgVNqw3yw7YQ3osxIYmZcum/BrdMDB0GvBzwxvzXolNHERr3CFEqFB08/G6B65r8zopAsQp8Y34sPwIe/0VLkef2loOmJZWJLg1/dwqrC2i7aHO3TTz8RGZDMpTBizE0eSmudck8oLHF4LbmtH1bedEBXqt06Q+bywTwb/FH9BPA3A/6UAXPWF4f7b2hEfRUSOYeXnyjnRNGurd/xPUcJMhrnRW7XX4DXhbr3vWW2aP08lCXA0qXn66ZiwgCYGCar2Gqr2GFKfCan71QTBgB1Nzdomip/LK1imoHLgyUck3cQNEpwd3Zb1skg6k1v3i+nxFwZePA2hQfP+XnElcfJIQnMf2efmY5YH7+sW30sgSXBxQjtqJ1w639DtYU1HLbMuxwr69a0AGx57rszqWNmcEtD0efyFwVjrDRC+AACnh7VmfxYRM6Un5zieKQusjLiHRBgQ5iROZrWkbxQMfqt7QWk4aLn1rBIAMOj10JG7xarbzlsbVJGjWenPCm+sVebsjEhe1sOX8Vrwo0nNSx8ncSTdiwhqw48ly2JncgxVHocSk0zkSCaxm/Osmc8Jg4k2ihuO+9u1wQYVAICqvQZLk7eP6Y2+0l2Qq5h5Udp5zd5x2W6s9UhncpNy+ZpSF+rAx/3Ql0NUdKC6Zj2EkwQCEIgGjf0msmGfxdaO+pxE6jMhnQUOyQS27LgVpkMhiTS6ANFXeniJNHsnSnhJKhdGrQSOkQRGMoSIZDInYjhTkMaQHbeoi13hQxnah+4pxyRRY9h9fhRzEnU/myp36TEnkbiIP3F/dJ+Ggh+Nhyylr2ukMznKGw5hOqP/i6K42dxAkHYosatzOiNGsMZ+30MjcKp9suOWpqMWu9zncxMxkzm2dtTc6AUkoLJgzIWTOIApEO4jIQAADAGCFGYxPFqfx+Qb/1O0OIeluO549LHOYyYihjGNdR7SR/rcJEtMXadK7TPeeGO1kiWm+NkPATx4X9d2xurU+VY1pjBCewusHjQ3H7MGC6z++uuvh9+4tjr0vc2tQ4M/eSanLWubCLXjNT+YCIxMWRmiK3eFD2EO3dEzpFTyapdDjvVx5Wo+Zil+qYsZTpFMYLdftLt1vsQl/NYzNgIjZl2Lk07nuLp8hSsUAAIT90nuPKcKG8jI2dXr/C9N65DO4AbSXxInj6XJJu6LjhrbfROffGeU5ztmX+0uR5MEuDavk5dA84vCkjh5c53KocRmXZYanngujGuPGMHUlLn6PSsc+32kVeaVFzqqvzIuupcQeAUACc6OasvYLAzUgSo/1xtrvYEikK7cfW1+54xzsa1nbA0HzYPfDMt6WRRMkniKvxqeBuD/fAD2GPDj/WVDtodFjWVfnt4x+bAkZipHdcd5c51qRX03h6jjir1wmTwkjT7jnNQ/lV+5S2+VoRN+7xUMNPdcBcsUIUk08UiWvsozaX/0yUEtKStD/FIGAbRftAU80TAH8ehjfeVe/cCXRcM/ivDHy0ef6O3yXkLQAIDyj3QVnxlIkoQpEEdCiZ7IbT5qpocgHhMu6EdPeyYkaQlfVeRE6BAnmsqLpxW9qBYNYAzZ3h04PUb8WErz6vbUQKW65nuj5r47uPbbnGep+cG0qDQh+Hedat/lGR2RI1nRE9nyPxwNB8wAAsnLQqYclZS+3tV6xjb+l262s6nWc2FSx8wLvWxkSl/XAAD8pjR+PNih9bnIUV+IXV0+xXWH4qaj84odcxHSGVzxSFboQIYog8EMRw7GNC2424sy7WeTrVWnITTI3oEaqj2Gao/2oVueb2eFU+Pnc+PmcCUTOP5Onlvvy0uTLXvSzZ4jCOLq1avffvvt0KINEjQDAEBhQ3ML4sve1OjK3QgdWl6TDGBwcWK7tRWlC5A5f8SFD2W0nrOV/01naUYJH0njQrEzePxkWvhQZvRYFl1IAQC0nrUVbVWnrAgZ/lE4lQ3L8x031ymzXhYN/jvhGXMStT+aHn9hiBrHHvpuGDuaen2lAkfJaSdj+rByLM3e6q+NzUctJAHSNwlHf9krTviBOYj8JXIKA558WKK44ajfZ9bedyUs4KWuCokcw246Ynn4N92iknhGKEX3yK0odGjL3S41ZldiqJXgRlNpQjgkkaYudSXM5zUetsAQYIopbj1OF8AAkG4t7vOQVA5MC4GdCh8/ibZK1mMVVfujqfZn06J7CX30twEAxzNavBbf8trk4DIMiZN56S3jf4kKrgADAA5lPjlu2J26VLR3714qlQoAUN1x3nlOvaI+2f+OdJW66n81Nx018+KpcXN5MZM5UWPY5kbvtQXyZU+SgunHlbv0tT+ZZl2W+oscuIc8P7YdZgBbK+rU4BAgh7wTlrIyhJ9Iu7lO1XLSKuhHz61MDN76NOdZHu81LH7Yc7DpsKV+nznAKkBtxLHU5rmFcYE6ysO/6VS3nfNuxAUiIkmAO5tU1jZ0Tn5cx0V7wTJ5+iZh4yEz8AFeIi18KDPrFVHY4B5ChuyktWq3YUl5t/mEz0UcSWied6NbDZskwJns1oGvhPr3o7Y29O4WNY6Ssy5K/0yIe4q/CJ4G4P98AC5YquDF0/o9G3JhQvvY76IC5amCXIWoPz2wB285ab23XYs5iIGvifpvFflcxLFU2fKaHna0vsqTv1geP4+bsjLkyozOtGf5T74x0XgIgZGJC3k5u8Q9dmkkOJ4pG/t9VKCodWutUlvh9prwoe+Fp28QoDYir59sYUlPpwqzE/e2a9ov2ge9GepU+1Q3HcZ6rzCNNv7X6NABjJLXNPW/mUgSkk7nkCRwqjBrKxqSQjM3oKvbUgK/m79YHjuth4rltzRY3d7DcyYJcGKAbOQecfD4EAAAteKlr2kMjz2GJx7SR/JT6LkViXc2qZ1d2MzzscEy9G3nbfff1S57khRY0fxRM5hN/WfmM2YnDkqaRu0Vm+o8xhqPsdaLewiIAtG4SPgwBgT9nTRuxXUP3AgD8ppxZgRFNIARmsUIH8Y0VXvMMjR4J+GHnz2X9Qn7wIEDX3/9tUgk2hy2G80PhygQBAHJBLa5AXUbMWYokrlFZHzi7bhkwzGSxkd8LpIkScJLAkDShQiVBU85FiM7aZWdsI74KDxjkxBAwOciil/uUt12TjkWE6z84FBihcsUdCEy6aCk/aLtwXvaqDHsoTvCA2VbkgAP39c2H7fOuiwVptMBAIZqT/mHOk2ZK2OzMHOLkPSRV+fJwwYxxv0U9edE2dqKXpvbaWlBxSOY6ZuEiYt4wYy2qr2GxkOWRaUJgW2WH48+0SsK7XFzuFV7jKFZdP1jb/JSfv3vptjp3Am/RjUfMd/briN8gB2FkADCHATuJnCUjJ7ImX8zDgCgLnIW5CoWlSX0Ua0CAMjzHXeeU8XP5XWVuuYWxgUetrpfTS0nrfNu9uLHyQscpa9rptwSPLNmtcPhOHHiRFRU1KVpHclL+cFe17eeVXFjqXHzeJ3X7KpbDm25GwJQxEjmgBdEkWNY/gep5OUu1R3n7GtxwUQBt953Jrstbg63Yb8Fc+B0EUJlwpiDEKbTU1by638zsyXUCb9G+0nRHhN+PFM262IPXRFHybw02aRD0YEaxqNP9ZZG7+Qj3Y+W4bHn8syOpVW9eJqYg2jOsz76RCfMpM++LL25VtVy2tpvnUBf6VlwNz6Yig8AwD3ksX6yyQejo8Z1/8TjLwy6cvfUE93WXjXfG1tO2RbcjQ/0m20d2PnxbTQOvOBOQp8aw1P8RfA0AP8nA3DrGdv997SLihPO5LQOeScseBVwKLCTg1tyK5L8KS+BkYfjmyf+Ft14xKy67Rz4aqitA3VpfDPOxGoeuFpOWZuPWsd+H5mwkHd6eBuMAFeXjxtPXXAn3msm7r2jsXdiwdNN9fvMbWdtASdBY43nyqzO6WdjHu7QGWu9/bcICRQYqt0zzse2X7I3HTYrbjiTlvBG7RVbW9BL0zpwL8GNoy2vSbZ3oDefVREoOfS98LsvqIbtCE9bKwAA4CjZedV+5zk17iGH/y0sc4sIoUOdf9jLP9Qtvt9T181fIpdM4mQ+1zPw03rWVrFTn1ue2EvKigQPPtA17jc5u3AKC8qtTLr3tgb3ktNPx/x5xvHy9A7pLK6faezHjWeUoVmMQPMSAHBudNvgt8MCw5oAgMIViqix7MCZoFZcnu8ofUMz+svIwG2l8xHFDYexxjPzgjRYAgK1EUcSm/x27sFnUndfdmuCbS992Yipg1555ZXQzvTC5QoKExam06xtGGolKEyIl0Rza30IHZLO5NTvs0AwgKmQZBJHnM3kJ9BUd536Ks/c/Dh/8mGq9dzepIZp0NAd4cUvqsOHMcd9H/XnvITAyOurFe0X7IJ+9Am/Rfv5un3QdNRS9rpm2EfhinyH9qF78Juh6RsFgYuJOYnCZQrCR04/HRtojauLnNVfGdXFztRVIQ4l5rUQs69I+6zvAIC7L6gdCmzmBWlw0YUkwMXJ7f57/ehjXcNBC8BJAgM+lKCyIQiBDl4/DQAAIABJREFUB78VWvO9EbUQND7iteKkjyRJQGBkxkbBkHfDz+S0Tj4kCe5W+OE14ycGtEw6JJFMZN/bru28Zp9bEMcSUzA7cTS1efYVaXDmBwA4N6at/xZR8nI+SZK7du3avXv3wY/OWvZErZSlBAiDtjb09IjWYKesllPW++9q+60JURW7tPddIal0lphiqvMsrUym8ftefGON58LE9tFfRt3ZpMRREDudM/a7SP++gcDI8o90db+Yh70flvm88M5mNZUDB0b8AQA13xs78x2zr3S/lZiDOJrUvOBuD+fr0pSOhIW8zOd7qBX33tbU/26OGsuOGMF8+LGeQodyPo94+KGexIjI0WyYAk07GdPzKpGgaFuXU4XNONddSMc9pL/76x/99xjwvHTZ/Ns9Xfb638z339VmvSzymn1dZe75t+L7iJ88xV8B//IBuLm5+bvvvpPJZJGRkZs2bcrJyfl//QYaxEDJ/zdDErscOz2sdfYVad2vJgCBPiVfAMC9t7WYAw9oETz6WOdQ+sb/EmVu8Fbs1GvKXNY2lMaBOTHUpFx+6jMhvHjavbc0db+YRVkMl8a3+EGCfxEhcfLyjM6wIczApCbuJQ/HN827Ee/PgQAA58e3939BmLSEb6j2PPnWGDA+ip3OSV7Kj5/HowsQrwU/mdWCWgiAgFUtKZYm77V58kFvhA58VQQhkLnRe25M25IHiYE0peOyvextbUgS1VDtyf4sInlpyJGEplmXe4Q+1MXO2xt7qn8AAECCU8Na+60NCcxEegz4zXVKp9pnqvVACJTzWUTlbr3HiFPYsDCDPnKPOEDs8sNU570wsX1FQ3KgWqgpc914RrlK1iOjUf+bWV5oDzaE77xqr/hcHzyFAv6RXy9mJw7HNwU3lf24/44WtRNjv+teTEtKSr799tvi4uJt8V+lcAYuKkizNHuP9ZNR6BCFC6NWkh9Pdah9PgcOUaG0Z0KsLZjqjoPKg8d8EZm8otsP4+EHurYLtvm344PLniQBil7sqvvZmLJKMPlQ3wcGAIDaiPvvaNrO2xIW8FtOWScdiJb2drDww1DtKd7W1VXqSlrCm3RA8uc4SuLk3S1dhsfuWZel2gfuip16t87X/0VR+gYBlQ2TOHl9tRJzEDPOxfbJkgmMvDS1QzySFewtiFpxw2PPtQXy7M8i+Ek0Kgv2mHBNmavuFxNqw/lJ9OnnYgEBzo1uY4QgGS8Iyt7SQYCEKQBHAZULj/xcnLlFCP6EwhUKVgQlwL2q+Exf/7t59jVp8zGLXY5NPtSrJuF3R15Rn2R32g8cOPD9999TqdTJ7S9FT2C/cWUFDHc/grc3qNjR1ADhkcDI4xmysT9G+akJBEa2X7LdXKNiRlBInExfL8h8QRRgV5gbvbY21K3HH32qy94ZUbhUCQDIfEE4NkiVxVTvLdqqtjR5CR+5uiU1sH/yu3nOuRYXUHCr2Kk31XqnHOv+L+T5jpJXupbV9FR37r+jVRc7p52I8ZfBbG3oqaFtFDaUMJfbfNyKMGCGCI6dyu0efCdB0bYuXblrTn5cYG9R+bleV+EOvAhlb2p8LiKw4LRftJW8qpl1SSrMoPtlwmAa1OeqPsVfAf/aUpSPHz/Ozs42GAyjR4+uqan58MMPMzMz09PT/++/gfCR0McjmvZ6ZSesThUmzmH9HzkLJE5enduZtlZAZcGPvzTypNTmPAtDhPDiaYE4Icpg3HlOHfAFEqTTi7ao0zcIubHUhAW8AdtE4uFMxU3X3MK4hPk8ugBpzrOWvalJWxuiLnbNPBfrD4S4l+y4YidxsmG/lRlBCR3AABCAKRBqxrX3XbHTu1dnOh+p/srY71kBS0yJn8cb+l64II1urPVOPxMbNZZNYcKEj7w4scMmx6gseMKv0QgdvjKrc8oRSeozIRAMAQCYoRRAgIaDloBHED+ZXv2VYcw3UQnzeOUf6hoPWSKy2eZ6T+BHuVJa81ELK5zS42cOgZjJnJvrVIJUekgKXX3XeWl6R8Rwpuq2k8KEeQm09gt2Gh9ZWp086LVQOh+5s1lta0MlEzkePW7vREkC8BJotg5Ue98dO7U7YeLEUBsPmvnJtMDOgJ9EK96mSd8oDFBPeQm0Bzt0iQt5wX1EzEaoS3pZMCF0yKnymWo8kom9sjFhJuPuc+qElaxTF06sWrWqoKBg6dKl+/fvH7d+YMPPNq8Zz1+iACRgRlBQM0nnwy6dj8KCYApMZcO6co+zC5NMYK+oSw4bzPQ/OTXfGxsPWubfimeG9urUNuwz1/5oHPtdVPtFm+qWUzqdG5yRKAodl6d18JPoM87HJi7kRY5h3VitROhQxPCePYpDgRVt6yr/SJexSThyt7j6G6Nb75NM5PRRz4ZgKHocu+2cvfjlLnsHOmR72Jhvo8Q5LH+mCMFQ/Fxey0mr+q4zfm4vjwEIgeJm8+5uUXmthPK6o3K34f672oqdetVdF4UBtV+w2dqxjiv29gs2eYGDEUrxuQjcS1Z/ZTTVebI/jag/aBb0o+d8EtGcZyUwACBAeMnERfw/j3rLTlpbTlinnYoJvGtRY9gMIVK4XKEpc804G0vj9aqX3t6gFufiP13Zu3btWhRFP/7443fXfWo6yT3L+vTchbPTp09nMpl2OVbyatfUYz2VlZofTF4TMSzAxoKgoq1d6RuF007GSCZy5AWOohfUqIVoOGS5s1HVes5mqvc2HLBQWLCtFUtZxu8qcerKPZYmNH4u119/Yogophqvud5L48BtF2ysSEpIEh1AoGq3gcZF+v99n4E5iMIVykn7o/2tehIn8xcrsneKhf2635TGg+aaH03zrsexxN17QboAYUdTNGUuuxyj85HwwUxTg9fc6DVUeZjhlEef6oxPPHML4gOeYA4ldmONcvqpWP8z79b7bm9UTTka479uHiN+dXbnlCOS7go5BGJncCt36gEBgkf8n+KvgH/tDHj06NEajaa6uprNZpMkOX369Orq6o6ODgbjH8g7/EfIhd7ZsOz5QW+GVe3W6x65x/0U1Vc6uDce/k2nKXNN+D06L62ZGUbpv1VEZcOPPtMRKBk6gAkgEDuD03+L6OazyohhzKxXusunt9ar+Em0ALMJAFD9leHRZ/q0NQJzvVdeYB/4api1zSvMYIz4KNznIkpf07ScsoqyGOJsluKG0/jELcxgjP5SHDWObZdjpwa3rJGn+oMQSYBjKc1T8no1FB9/aXjyjXFKXgyFARVt69I9csdOZdP4lOxPI86NaRu5WxxMOQYA4B4yL0M2aX9Ph6lqr8FY45l8SEISoOmI5f52jduIzyuMC3yg9ayt+ivDwpJeqaf2gfvKzA6WmOLW4ZJJ7LbLdioDwr1kSCrdY8SXPEzw60R6LXjTYcv9HVrcSTDCKAwR4tL6IBgS9qPrHrmXVibxU7ojbu2PJtUd57RTMYGfuL5SGTmKFZxXFW/rYoZTglVK/F2Atcq04CBnafKeH9/+TEdq8MGurq68ueWV9Q9tE6tfeumlyZMnB/5kb0ePJDWTBODGUh0KH4DJ5OX89vN2n5fgJ9AGvx1maUB1Fa65hXGBBoG8wHHrWeWissQ+U621P5oqd+vn3YznJ9JwL1nySpfqtnP6mVhhBh1HyfvvaFtOWScfkkQHOSfaO1D/SFjOLjHuISp26mt/MmU+Lxz8Vpi/tuwx4FdmdYQOYo77ITJwAl4L/uQbY80PppgpHEYooih0zL8T30cfBgDgcxMXJnbE/y/23jo+iqvvG564u3tCDHdrS/HiWlzrtFSveqlTL/WWQGzjISSQhAgRAgmQhISEGNndWXd319k57x+znWwC9/vc1/M873Xd1/vh++kf7HT35MyZM+fn39/2ILzoRTFqYV3RcZr0WrrVYQNzXo9IXBsQPtMnKMWpVjZv5cYud2YXo3agY9tGf1UyLmkhCHKYUMQKPP3csR4eNg2KdUp2c3eDIPDkb3FzXHokcFv0N54Tbm+d6mSGIKjxKY6kz/TkX3Gu9Mvd+aS+d+W/+x959oVnXnvttYSEBGwPRMzznftO6KefflpVVVVdXW2/kOLp7/7YD07b3W5EK9InEpQgCBr5WcG9qt95Iw332Yh7TM3buMABVufGY0QZVrWDcUl7+zVR9rEwJcmqoVgRKxqc5JV1LNSqcijGLBAEba5L9g52Z9Tohn6QAwdI3hwEE1T7BjNwAo3hH+WKUcuGKueOhYvUlFINnpwlumVsP8jffSttStslCIKuHeZ7+rtL7pgMAvvGmuSxXxSiXpNfhEf8qoDV5ycFLK4d5IdO98FJeHreFkNuEE41036AH5jk5Zq9CEHO6qy9/Q8Jxj/CvxH/wQKYx+OlpKT8+OOPH3zwAXaltbV1y5YtTU1N27Zt+++P4+PmR8gYe+Ln2LSdwbw2w61XRUlPBT7xa+yDSZsQBI39phj9TbmxJrl5MycwyXP/UIZRhHS9KLRpHTYjGveE/7RdweQCtXzYnHUslFapPcbIxA5HFdHSuIl7nJ3lamEb+PaRM3JBpzF1R3DkPN/Br2QHhjMQM9q8jRuS4f3YdzGYhwqgUPV8Rur2IHqVNnKB78o/4zpfFGYdmSD0GPtNIRuyTEkmol3QDHwuc9iBVeVYdT6+70PJ3rvp9U+yApO9ktYHRi32S94Y5BrtY17WDX0n2z+UgR24WKbVUYYzFcthBZeWMI1iJHymT9bhkPQ9IT5h7pXT6evLErHUZRQBwk4jo0bLqNVGzvNDzKhvuId81GJVOBLWBShGLDuvOzNCSfmq/lPSxPWB03YHD5yWzX09Ais7Ngrt0kHznfckRiGStCFg4YdRsY/72/VoWSrVlVuD12YY+FLqGpCWDpivHxccoWS63n7Des7sV8LT904y8ho3crKPOrlKhoaG/vjjj6tXrz779IkZV47uvJY+xVare5wl7jNBbhAEIE9/96QNgewGnRsEuXu5eQa4o3ZgN6I+IR7hs3ziVwYkbwr0j/asW8XeVJOE6ygYMOm7qyvNlfSDWq7pfVfy2PfRxDx1YILXmsKEiVS7v2FVO1p28wACGfi2uBUBj5+JCZjcwMNuQFt28fxjPNeXJTis4P6fytFflanbgxadigrJ8IYg6N43cvpFzUNzcEwS5PJjrIUfRVpkCK1K67CC9KeDU7cFxa3wH/peIewy7OhIc90eBoG9egHDNU6B1cXNfCHUJ9xz9FelfNiMmlHIHZr1coRPqPvYbwrEDCDIzdPfbcYLYSt+jXXzcOO1GW48K9h8JXlK9AGCIHq1duAL2caLiW37+Cmbgx7/OdbD2w04QNlMsmU9fPznrX5+ToGtZdhqH2cdY2ZhMqmxsfHtFz94x1j1HGMOTsc28rNCNmDG9TaTBKmaQ9/bn46LSUmfqfVp3pLPo8Nn+nQcFcw6Ebb402hs57PqdW0H+Bn7QrjNOr8oT5PSkX0kNDTD2y/KI31vyIT2BiBht7HjIN9uBr5hHvEr/UOzffyjPXvfkzz+c2xQipfdgJplSN+H0uRNgZAbZJE7zCqHmmSJmOMbs8wvcr5f+t5gZ6QJhbRMm3eIe81C5pr8hOvPCnyC3Y/QsmxaR/NWbmiW95rCifIzUbfx+lHBYTgT078x5tdDpExMzWJc0g58Lts/nO6aYyEfsXCbdVYtKh8y7+pMgx7Fgv/H4D9YAF+5cmX37t2dnZ1r1qzBrqhUqoiIiNOnT3/++ef//XHc3NwEnYYbzwuP0jLdvdxsOrTrJaGw07i1OcU1iAgcoOdtiaDLmH00dPgHOeTh9gw3S0u3NW7gzH8nYv57kUYRggWGo5f4Se+au98UqWm2VX/FZf0tJhvWc7IOT0raBCh0+3WRjmVbV5pYPZ+xuT5ZNmAZ+k4WtcBvTWFCQMKE4cK4pB39Vbn7ZtrIGfn9s6qswyHyIQtOCm/TOiqy6LtvpoXNmKRWj59VDp9RbG9LbdvLm/1y+ODXMoBACz+KtGpQXps+JMMb45fGy1pqFjGXfR2Nc+pePyaIWuiLG/HcFv3gadmij6Ow3gwBiV7unpBRZE9cG2gQ2NWwNTTbJ2NfSNbhEL9oT8kdU8sursMMwmb5ImZ0wfuR2UdDLUpH10tCPcf21IUkzHet59guLWXtvjUxcy3Tdnk5a8nnUWO/K4NSvJZ+EU2t1GAWJ75oZSnUHR2pE95vCKqcTl9XnOBaxUQt1zBqtK7Egdgt3PlI4vHJ6I9nftDpdC+++OLLL78cGhpKLdOM/qbYN5COqUc6lq3jsEBy1+TmCUGQmxsEAIAACvlFeW6uTYqY6wcBcHEuY3V+QvQiP8V9i+i2kVGj1TFt6XtDVufFuxKDwMXqwdOyKdIXn2Hnc8KEtQE72lMfeiaapEjXi0JRtyks23tnZ9pDNULEjLbs4Nn1qJ5vi38yYOlX0VNMq75TUnG3cef1SVm1Dhtg1evGflXK7pmzj4bMOhkeu8wfnwNAofqVrKzDoVPCt0Pfy2WDZjwPCIIg6YC5bQ/vCDXT099detd86zWRfMSMFSn5RXpqKFbEBkEAhGX7+Md5xa3wI+WrtzamTOHlhiBIx7bVPsba3pYaOd/XpnXceF5o4Ns3VCUJu4zUCs3um5MyojtfEAYley35YqLSt+UVSnNti3bDUF5eXmBgIGJCy9MnlQB1nRD6hHjghcgmCVKzmLkmPx7b6iYJ0raXF5Tqvb40AVOXe/4hZlzWhWZ4SwdN4bN9LQrHnt5prrzQGPo/lirGLNuaU9QUq7jHpKFbuU16mxENy/aBIMgzwN0sQ0xSZO4bEf4xnr4RHpwmnXLcuuDDSA3VJu038a4Zohf5WdQODdXqHeLh7gklbwyUDlo2ViVenMeY8VzYqvPxdgPaupsHQdC6koSABC+bDq19nLns6xicfuf26yKvAHesRhkxo5VZ9I3VSTgVF7VCM3haBkFQ0vpAVr0OOMD896IWfhgJPcL/EID/WJw/fx6CIBKJ5HrR09Pz5MmT/9Q42CI0rGdTStXYFcSCFoSRCNHkmiWM0d8UrAZd38eSmsWM8mnUs9B4WRq1NI3KbtJZ1Eh5OpVercGHolVpqhcyAAoAAA4b2rydc96HxGnRYf9XNmQqioOtGsT5V6xo+0Fe/WqWVYNcO8xvfZpbnkHNCyTVr2K27eeVJFLko2Z8ZNQBqubQee16AIBs2HxhFv28L5Hfoce/MPq74so6tut9DXwprcii6Ti27rdFdStZ+aGkwgiyRY1gNwiXqooTKTkexIII8nlfYkU2beh7GTFX6TqIqNtYkU3DbgebQ1kaVXbPBACwmxyKMTOrXluRRb12mCe8bTCK7fgP1TRrUSxcFAcXxVJ63ha37OYCAExSe0U2rfttEWJBXaYJxnOUtSuYqGPiStt+3uivcocdpZSpyzOol5YxSpMpwOVHve+L+z6WuA4y9L2s8yWB6xWbwUGIgjV0K35FKpX+8MMPH/lc3Jf0RkhISHV1tev3m7Zwbr0u4l3TXd3JLQglnYXGc9zH80PJOW7jOe7Eps2c0hSqTe+c5bUj/NtviFx/3vI0t3Ufr20/jxAFD5yW2o0OAAC3VV8UC6upFvAAmHVaQjRMKVNfWsa4/qzAYUOnfqFWWxQL930ssZscN54T1K5g4n/dFaJu48UFjIJQcvM2Dpg6BgAAABR0HOe37uViK2wQ2vs/kxbFwg3r2fRqzcgviprFDMQ69ZdqioUQBet5NteLiBWtyKRy2/SuF9v28e59J3P9eN6PWJFNy/EYz/EYzw8in4XGz7qNn/cl5QaQXF8WHA4bemk5c+wPheucx/5UFEaQC0JIskHTgxOzqBD8ikWNFEaS5TT9iRMnsrOzx8fHR3+Vt+7h4l9QjJmLYmBs5wMAUAdoeIo98KV00q1Z0KatnLb9PIcdBQDYTY6yadSaxYzyTGpxAlw5nXZxPsOmm7T+3FZ9SSLFJJvY9jq2tTCCbBTZ8fsqTaVK+p3zNwjthZFkLXNiQ479qcgLJBVGwOxGHQBA3GusX8PK8ycNnJYy6zQ57uM974ocdhRF0MGvpEUx8Ogf8uqFjFuvT2w8FWwhRMNmufPWhs9MunFmnbYoFhb3GbGPNr3j5klhwd+HwCP8T8B/sAD+66+/IAiiUqmuF319fV988cV/ahxMEcmGln8KNbj9TeHz47oLHcd4vA79jecEjRvZd7+Qclv12CnZd0rSfpAHUHB1J7f7LdGU0WqWMFgNTonrsKGFkXBpMqV5Gwc7hbtOCLvfFgEA9Dxbw1Pslqe5iBnltOgKI+DiRErrHi7+/tBrNIRoWNxrxEeGS9RNmznYvxEzemUt67wv8d63MsSMAgAcdvTCbDr2JstHzE1bONUL6CapXXzHmB9MKo6FCVGwoNMAADArkNonmPVrWNRy9Y3nBR3H+HaTQzpg6jjOLwwn5weTJX0Tf/TCbLrwpgH/OPS97MZzk+SchmEtjCSraRPHio5rK0milCRRcn1JtGp1SRLFILTTLmhKkymte7hTTjEAAOoAtU8wx3OU+BXJXVN5OhUTGA4bOn5emeNJrF/NwjUSJclSnEBBkQmxYRDaC8PJmNjD0f+J5OarQgDAyMjIiRMnwsLCjh071nthvDiBMtg7nJGRceLECavVCgAwK5F7X0tz/Ul5QaSBL6TnPIln3cbz/ElnIWJpKlVDs5SnU9lNzsfKuqItT6e6isP7Z5XVixiYYqFhWNsP8kpTKCNn5IRoWHzHCB4A47K2KA6Wj5gBAHajo2UXt3Ej225yDuiwobffFJWnU/GjE6Dg5qvCy48zXVfPrEQ6XxCUJFJoVRq7wVG7gvngbsSAWNG6Vazbb4g6XxIUhpNvvSZUwRM6Qcsubt8pyYO/Gjgtbd7OmXKRWa+tmkN31Za0TCshCjYrnGe6Te8oioYvP868vIxZs5RxFhrPCySdhcbPeREZ1dqiGHj0V7mrooBY0GtH+M3bH6I9dJ0QEiLJV9ayXIVW6x7u0I9y168Nfj2xJ0tLS+OjEs+FDbsqrw1Pse+fndhd/Z9KGp5io5O3IatB17qHWxhBJkSTb70m1DCs3DZ9STK1egE9L4h8dSenIJR8+TEmpqnYDI7e98WEaFh4y+A6SPsh3sDpCbk+fl6Jv7AAgI5jfFetcewPRWkKRU218K/ri+NhaoVT+7/7hTTHfVzcZ+x5V1wcB19aylBTLAAAdpMu149UGAXDxSpc6jduZI/+rkARVDFmHv1Zft6HWDaNSoiCz7qNn4XGczyIxQmU/k8l+NYCAHS97DyCHuF/Av6DBXBJSQkEQUNDQ/gVm83m5ub29ttv/1Pj4G6A6kUM/JC1ah2FkWQdxzbly/IRMyEaNortQz/KLz/OfNBwYV3RVi+g46fJwJfSzpeEIz/LCVHwlbWsmydFeYHk6kWMwkhy3ykJiqBGqT0/iFyaSoVLVaXJFFfVnt2oK0uj2gzOlwexokVxsIrsPDrNSqQglNS0lZMfQm55mkvMU/a+Jy4MJzduYhfFwWN/KhALatU6CiPg4li4eTun9z0xAEBDt1ZkUu98JMFmaDM4ytOpmNgGABgEtuoF9PwgEiaqAQBjfyjaD/HwKZmVSGEEWceeOBABAKQCVVEMzKzVAgCMEntxPCU/lEyIgskFqtJkyo3nBEWxcF4wuWI67eoOTkEYuetl4RQxrCRZCFETvgEAQM1iBrd1wtIaPC2rXcEsTqC07OJiYql6EYPXMckUa9rCoZSpXa/oRdZzgWNbV+2Kj4//4osvFAqnjdV+kDdwWqrVavfv3795+oG63eSCUHLHUb7glqHnHTF2eGH/dRzhAQB63xNfO8J3roACKYqbsCoAAIr7ZkIUjJ2SOJi12hxPYt0KJm6d4HBKX1f3BoJef1ZQt5Jl0zkMQnvtE8zm7ZypZgoKOl8S1K9mYfoW7aKmKBa+/abIqnWupEWNXJxPnyKcMGiZ1rb9vBx34rVDfFxS4jDLkaI4WHjbMOU6YkUrZ9A4V3VTrtetYlHKJ63zzVeFPe+K8Y9DP8rb9/MGv5GVJFGat3LO+xDPeRPPQuMlSVQd23ZpKaN1LxdTX8wKpG4lq20fz1VCYBDeNhTHwwaBbeRneWEkeeh7GWJBJXdNJYkU1y9bNQghCnbV/9pPkd4JIpw4ccJisQAAuK36yuk0zK4FAIh6jA+arVd3cCqn0+BiFbtRV5FNa3iKXRhJbt3Lbd3D7XlXXJJMIUTBxFxljud4XgCpaTOnNJnScZxvkk4MAgDA5ub6tpYmUyR3neavdMBUkkjBlTZOs64sjarjOo8XNdVSnEChVjpXtWEDOy+AKLtnqpxB6zohzPUnnYXGb54Ujp9Tcpp1rXu5BaHkiizahVm0vABi1Vx6fjCpcjrt4nx63UqWkmgxSuwmOVKeToVL1Ir75muH+RWZVFGPc8ealQghGlYSH+KVeYR/Pf6DBXBPTw8EQa6ORBiGIQg6d+7cPzUOLoDp1ZraFUz8+p0PxLdeE7p+06pByjOotIsaNdVSGA53vSzsOiG8/abIqkEsKgT3rLoawSapvSCMbFYgFjXCa9cP/Shv3MQuCCEPn5GrKRZ6tSY/hFyeSdXQrUVxEwq1RYUQ85RDP8guzKY3bmLjx8fdL6Q3T05MqeuEcPArqVmOUMrUHcf515/hX1nLLggji3sMAADZkKkwAi6KhWlVmtJUqs3g0LKsRXEwMW/CGgAACG8ZihMo+HFvUSF5gaSSBMrNV4Q2vcOiRgrCyEbJxFnT97Gk6+VJywIAEPcZy9OpJYmUc17Ewki4dR+3bR+v4xifEElu2cVt2sS+8bwAE/kmqb3rZeGF2XQt06pjW3En5/Vn+K7WA6lQdXXHhPVgENgKw8kWFXL/rLIsjVq3ktX5oqD9IN91DoxL2vo1LOzfWq02Ly8vOzv7zciz+bvbbbZJipSOYyuMJF9/ll+RRfsr6u6uoNebq9ux/1W/iomJ3vxgUssuLvjbgYkf2Z0vCLrprrj9AAAgAElEQVT/MWFAIGa0cjqNVjXJs+qwo3UrWXe/lPa8Ky5JpLi6EDhXdUWxk6QvBtQBOl8Q1CxiFCdSBr+RPdSZjDpA+wFe0zZO+37ehZk06YBpyhcMAltxAsVVcTGK7TdfERZGkge+lPKuGYpi4CnKEwZmnbYikzrFfwAAYDfpXKUXBlG3sTSV6uq1NorsheFkXCDZDI6iGFg5bmbWawuj4PwQ8pU1LGxVr6xhIRa080VB5Qz6ve9k5RnUvlOSB2/WrERKkym4r1vLtLbs4pZnUKtm04j5Ktdv3v1C6uqSQSxoSSKF3a3Yt2/fwoULWSzWpaUMxiWtcwER9OJ8uqsbXNJvIkTB976T4bej49iK4mBWk67vlKQslVIYThZ1G3MDSFe3c+xGtHYFs34tW9Q91ath1ToqZ9BwCQoAuH9W2bRlYgM3bGDj751V6yhNpgi6Jmk8ivvmolinx8uiQgpCSIVRZEqZ2vXdxOGwoYoxc3E8PHxGJhs2W9SISWYvjCBrWc6He+t1ketBwWrQEaJhfNojv8hdX65H+DfiP1gAW63W4ODg48eP41fOnDkDQRCNRvunxsEFMIqgZWlU6d8xJ7McKU5weU9Q0PI0t/stkcOOVmbT8gJI/Z9IiHnKqzu5eYGkvEBSfjCpZTeXXKRiXNZcWsrAx+84zncNkgEAdBzb5ceZ5RnUmoUMQjRsUSHXDvPvfOR0T/Ha9SVJlLZ9vDsfSvo/kZzzJhYnUIh5SocdNUntheFk3IhRkixFcfCUkCqzXpsXQDoLjVfNpZckUsxye3k6lXdNj1jQmsWMsT8V4AF0viBwdY51nRD2fyLpOiEsS6MKbxq6TggHv56Yv1mBFEaQp0QHAQD8G3pCNPnuF1Juq64kkTL8szzHg3jvWxkxT3lxHh2z27BlpJSqS1MpZ93Gi+Lgoli4MILc8BR75Cd5QeREdMpuchRGTjK1G55i0y5qAAAOO0qr0tQ+wcxxI3adEPJvGLDTE7GiRTHwaDvtww8/jI6O3rdvX29vrwq2FMU4Q4ZWDcJt0/e8K67IphVGkHP9SYzLWgBAf39/X18fAKDzhACTE9VLmYQo2CCwAQDqV7Pwo1Ny11ScQHG11PtOSdr2T3gIMNz5UNK0mYM5OXnX9EVx8NAPMgCAdNBEiJ5kPU9awOuG836kyuk03Ip6ELxr+vM+pIvzXdZzMkQ9xqIYWMOwIlZ0+Iy8MJLc+54Y3zDDP8nrV7MeKt3bD/L6P5M+eL1hPXs8R6GmWfnX9ewmHb1GQ6/RVC+id78txg04AMDNV4Wufux738kwn4F81FwQQq5eyOB3GLC1PedNrJpDz/Un5foSpwTycbTs4mIOG1cMfS/L9SNVzqLDJWrs9i1qhBANuzqox3OUuNs8Ly/v8eBtuSn38Psdz1FeWcvCv6wkWYpiYVd9BYOg01CSSLGoEUqZOi+QVPsES9RrzHEfH/1dYTc66lezOl8UuHqwUQe4uoODBTswWNRIUSysuO9Us6aoLF0vC6eosCapfeC09NarQkI0rKFZAABjfyiq5tFLkihtB7kP6rsAgN73xK7h3luvCXG9UAVbCFGwq+tFMWauX83K9SV1HOOzm3SIFS1Loz40OPII/2L8B2dBQxD0+eeff/vttwQCYd++ff39/Xv37l2zZk1dXd0/NYgrFeXoLwrFqAVncOVfM3S9JDwwmuET5jF8RsG+oltXnnh1K9cotB8YSQ/J8Ol5W8xp1sc/6c9uMuxoT1GRrTBBjdqBQYBsuJiI1VpoaNa6FezDcOaUOhMd23Z5OWtrU4rDgl4/LjhEyvTyd+/+h5jdoFtLSEhc56xFppSo7/+p8g51R+1gw4Wk/k+lEbN9F7zvzGNs3c2Lecx/4QdT0xrlw+amzdw9vdPIBSqjCFlfntiyi6tj2xPXBETM8806HOpaC6vn2WsWMA6RnZUMKpK1cQP7OCcbY+uNXe4vvmN6hjfBwNz3kdQsQ9YWOemcHDYw9rty7FfFU5WJUQv9quczso6GDp9RLPk0Kn1P8JW1HLwPq6Tf1POWGHKDln0Toxgy06u1T/dOs2lRSb+JeF4l7jHGPua/rTkVy9fteVvsFei+7GtnZSf9ohYuUuO93iAIurqVC3m6WeSIimSJfdzfHKqk3OaqFdqg/cpDz+2PDIu26xwWtWPkjNyiRN29ID3PHrXQL3FtQOrWoKiFfqQC1eBp2aJTUTNfCkftoG0vj9ducIOguNX+bu7u03YFzX0jgn5RO3JGvm8w3c3DDUXApSXMRaeiMvY7S6iV9y0N6zkHRjNcWYU5zfrbr4v2D2Xgj9sotLfs5oWkeYt6jKvOJ6TteAi/Fated+ukaENVElysxjrUTiGEASg09J2ceF65Oi+x7yPxnNcjXHlAXTGeo7r/lwICbiGZ3it+i3NtSgFQqH4VK/Ng6ES7yb9hFNovzmfgrJwaqlV4yyi5YxLdMum4tqBU7+BUL09/dy+s9EVkl90z+4Z72I1oxFzfpPWBkfN9O18UHKVlY9QQrlyMKpL14nzGvLcikjYENm3kQBC04MPIpV9Eq2Fr+35+6ragx3+KnehP4AC970okfabd3dNwjkkIgmw69OI8xurz8W7u0NgfStmgOfNQiE3r8PB1x/v+OmygMpO26XKyk24CQCWz7lcpf5x+MPKXX37RjCP1a9mzXwmHAGRVOxw2wK7XznghbOGHUVhtuituvyFGTOhaQoLghqFxI/exH2KsCsfIb/Jl38TOORnevI0blOyFd6Ya+EIm7DLuvDHRZaH3XYndiOITu7KGPf3ZMKyFkfCm8fpxwSFiJsa57bCB8b+UQz/I058OgSCIc1VnUaCrzsVlHwutmkVP2RLMbtRBELT8+xicJAf6u7psV1caVr+gpljrV06cMM3buIlrA/COnHCRuu+UdNHHUWrYyryk9QryyNgXHJrtTS3X4tXJj/Bvw79bA/g/gt1uf+GFF3Auug0bNqjV6v/1zybDdRGsWkeuH6nnbTHujut+W1SzlNG0mVOcSOl9T0SIgvNDyZinaOwPxYWZNMxoG/lFXr+GBVAAUDD8kzwvkOTqze56Wdj7/iSNHrGg1YsYY38qsEgbu1HnsKM3XxNVZFENoknGJYqg5RlUUbdx6AdZUQw8+puiNGUi/wjLgcITLzGoKZaSRAqzVisfNRfFwKIe48V59PPexNtviUZ+kTduZBfFwXC5mn/DMH5eienpt98UuXpW61ax6DUaAIBVg/S+Lz7nNd5+kIdbvVatoyKbRilXAxRwruoqsmnN2ziYIdK6h3tlHTsvkNTwFBsxoxdm0vC4LL1GUxQLY7/CcO0w//ozE25kbpvunDexPJ2KJXtjbnk8yo5YUUI0rGFMmDucFt2lpQyLxVJyrmJb8jPH4j45t6zznNd49SLGhVnOkFjzdk73P0QFoWS4TDPFlQoAkA2bm7dxctzHc9yJZ6HxHI/xikwqtUJdvZCBIqjd6ChNoeBxgdFf5Q0b2K7PpWYxg1w0ySNqktlxR6IrDGJ7XiCpchbtQTcvAIDXridEw7JhMzZs01ZO54uTM7p1jqYtnLpVLOxBaxjWopipGUD4o7n5qjDXn/Rf+RjVFEth5ISv0hWDX0mvrGV1/0NUnkEtSaJcf4ZPzFMqxsxt+3mYBe+Kps0cMkFlUSP86/o7H4gvzqfn+pPqVjLxB+SaGzX4tSzXnzTyi7x1Hw8LsQ+elgAALGrk6g5O7RNMzNlg0zuat3Ma1rMfdLreeF7gaghqWda+jyQ5HuOFEXDrHu6972SMS9q+U9LalUwt06plWmXD5rufSYsT4JZjjK9Dm3/zGDjvP16SQrn9pmjoe9n9HEVxAnxlPbtxE7swnNxxjK8cN+NLjc2kLM25Dwe/luZ4EoU9xupFjNIUSvtBnl5ga9rMadnNVVMsN18VliZTXGM0apqVEAXjDnleh74im4a9sA4bWpFNwxNNEAtau4LZtIWDJxDYTY7yNEpZGrXlaS6pUFWzhDF+VpkfSsoLJGnozu8MfS+rnE5z/YvN2zkjvzhj//wbhrJpVNwrdvOk8MJsOp5z1/mi4PrzgqbNnLqVrIpMGnaDj/BvxH+2BYxBKpWyWKy4uLjU1NT/jZ9PacbQ+ZxAOmi2G8GcV8O9Q9yBAwyclkMocFjQrCNhdgPq4eO2pjCB3aC79Zp4T+80jPMIOEDtCvaMZ0NnvRwOQZDotrFhLTvzUOjq/HhPP3eTGKmaQz8wkoG1yLbp0OvH+B6+7hurk4Z/lAs6jTFL/MZ+VzpsaOyyAMV9c/rekFXn43ELgHhexW3Vb21MkfSZrh0WOCzoyj/j0vc5NeL+T6QGwQR9roZmbVjPWfZ1TPax0LoVrLCZPuwGncMCdnWlYeT+BoH96k6ecsQckuUdu9wfIxpM3xM8nqs6+DdVMuOSdvysCleQ7/+pHP5B4bCj4TN9Yx/39wl1t+vQ0V+VngFugYley7+PwZogDf+kGPtV4enrZtWih4iZxHNKDd22sToJgiDaBU3ve5Id7amuXe4RE1qziPnYDzFpO51FjR1HBR4+bqJbxpjl/ivPxrXt4c16JTzj7zvteUfs5e++7BunTSwSiGpnCfM8Xo9bFPzmm29u27bNzc2t+02xZ4A7Tp2NASP/e7p72oN89NRyTfdbEpsGcfNwc/eGjjKyah9jrS9PjH8y4O6nUj3XjrlDMLL7p3snuhyO/qrgthh2dkwq4W3bxwtJ98H5mHC07+f7hnsgVqBj2rY2p7h2HJL0mVp28TZdTsIb6dgNaP0qdvreYIw3zSRBmrdyo5f4uXbz5XcYbjwnPDCS7tqaUNRtvH5cmPRUwOJPoupXsVedi8dLul0x/KNc3Gva2jhRIW2SIHCRGi7R6Dm26c+EzXktHKc1hiBIQ7PWr2QfpWe5kjEJu4w3T04iA+e16Fv38b0D3RPWBCz/LsYnzKMig3aImOkf54nZpigCzftHxL1v5Xa9A6BQ9GK/J/+Ki5zre/9P5ejvyqxDoYIbhpjlfqty4qdY/5wmffc/xAdHM1wncPMVkaef24L3IoW3jMoxi5pq47Xp/SI93X3cIAjyCXHXsuxxT/ilbg8Om+ldVX0BzZ2xoN7+1I61EATd/UyqvG/Z0pACQZBV4yDlq0fOyCPn+Vq1qBq2evi4RS/284/3EncbD8OZHt5uF2bSjSJkfWlC10ui5I2B7CZ9YJKX3eAw8u0zng9b9m2M61No2cWLe8Lf6aMC0OXHWfPeisCI54jnVax6He7F6XpRaNU4Nl1Kdt1CghuGrpdEKVuChLeMbh7Qks+iI+f7Nm/h6nn2sGxvowjxCfPYfTMNpxzB+mofJmd6+LgBFKpZyFj8WXT6nmAIgmgXNEPfyffeTccryG069OJc+qrcBFGXgVGj9Qr2PDCS7vaQ8vJH+Ffh360B/PsxZRHUVEtRDMy5qut+S9R1QnjtCJ9ZrwUAOGyopN9UnEAxKxENw0qIgqWTKxRVZEthJBlPY+58SXBhNq1qLh0rBOz/TNq0meOwo2qKpXI67eZJIWJFdWxrQRi5YjqtcSOnKBbmXdMDAKwa5OpO7tWdXDxohFjQ4ninhWRRI5eWM/MCSYqxv3V2vaMkiYIlIYu6jcUJFKygefiMvCgOrpxBu7qTc+cDp/3NbtIVxcJDP8iU45biBAqzTgsAkA6YWnZzCZHw9WNOe9RhR0uSJgqRHXa0IpPKbdezG3X3vpPd+VBy86Sw6yVhYQRMzFVi8bCh72XnvMZrn2BdWsYg5auwek2D0A4AoFaoixMoStJDEi+FtwwlSRQ8KVpx31wUB1tUyK3XhKUplIEvpa5BOxVswWzie/fuHTt2LDw8/NPFBfX7JhWC69jWwsgHKh1R0Laf1/I0d0rl0tWd3PJ0ao4HMcdjPNefxKjV9n8qwYKXOq6tMJKMzR/8HWPTsqxYPNUosU8pvgIA0Ks1ldNpD0Znx/5UVC9kIGYUoODWa8KaJQw8iqwkWgjR8JR0bgCAUWQvSaKwG3VqqqVsGtU1Bo+j75SkcRMbLzrvOyUpioM5zU7rSnjTUJI4KVyNA7GildNp2Delg6ZrR/hYarqk30QpVdc+wXzwJ9eOTM1jAABcWs7Ekw0xNG3mEHOV976VFUaSe94Rd50Q4lFeYp6yfjWrJInSfpB3cR49x52Y4z5elkLJ9SOVpVHzAkl5/qT2Azz0AQeBQWArjp+apC0dNBXHw65Pefy80tU/wazX4hX5AICrOziXXu3DkuHFdw1FMbBr2TpcrCqMgEsSKbVPMG1Gh0lm57ToOo7zc/2I14/zAQDC2wZCNFwUC99+Q9S0mYMiqHTQRCpQjfwkI0TDrl4QSqm6IpuGG6D0Gk31AmfVls3gwMqNhs/IW3ZxS5Mpub7Eqzs5xDwlnsqOoXUPd/BrWf9n0tJUankm1WFHAQoaNrKvrGcZJvu6UAeoXsjAnFXYX8cfn0FoJ0TDD2bq8dr1ZdOoiBXt/0SSF0AaP68Ej/DvwyMBPFUAAwBuPC94MD0EsaAXZtGwtJ2mrZyH1nvceE6AF/irqRZCNEzMVZanU7Hsp4psWtk0KiEaJhOcb2zlDFpeAAkuUTdt4bjmANvNaPMOjmv9z/AZOV4Jg1jR/BBSQTi58wUB5ruTDZsLw8k1ixmlqVRMpnLa9Dke41d3cLjtutJkZ/0DqVBVmkLBHaTSAVNR7ER+7/2zyhz38f5PnFmpQ9/Lbjw/4QilXdBcWj71aFaMmeueZOUFkc66jZ/zJA58LR0/p6xdwUQRULuCOfKzvP9TycV59LNu4+d9iOXp1L5TElyk4eh8SeBKatG0mUMqVAEAOC264ng4L5AkG3HqAVarNW/63f3TT6anp//www9qtdqsRArDya6HKXAptp70+Kxo40Z2xzG+WYkAFJAKVIRouHETO8eTeM6TWBhJbtvLxYQullvUupd7ZT27dgWzIJSMVyXVLGEUhJKLYuHyadTmrRxXfzJWzIMXe+CQ3DVN8Zzfel1Uu4JpNzpMUntZGhUvAJ0C2ZCpIILsulumAOOvGP1dYRTb655kNW3lTCmMuXlSOIWcBAevQ1+SSGnczClNpoz8Inclqbg4j45Tx+DANvOU4jF6zaSqAQAAp0V3cT4dAGCS2TtfEBQnwPkhJGzvYUoko1ZbFAsXx8ONT7Fz3InnPMfHzynVVIvd5DBJ7fVrWI0b2a6FUgaBrSKTOvzTpHcNRdDqRQzXdcNkm2zIhN9F1Vw67umV9JtKUyiIBeXz+U8se/L7oOsjBKc3GzGjN54XXJhJU5EtDjvaupfbundCS6NVqXM8xlue5iFWtHk75/qzguI4uHI6DS6Z+NOK++bqBfSmzRzpgEl2z+Ra4YNY0LJpVKyiT02z1q9m5QWRKrJot98UDZyWFkaSuW16aoW6dS+3NJXqmhSN7UM939b/mTQvkDT0gxwbre5J1pRIVu/74oannEoYYkZLUyjOHYiCxk1s1yPFFU1bOVgy5rUjvPxg8n+V0PcI/wL8/8EF/X+IB/sBY/SquMcYw91Ppcpxy5aGFHaDru+UdPetNHdPN6zTH6/dILppTNkaFJrtU/sYE+8h376fH7Pcb94/IvnXDLRKjW+EB7tRF5Lhk3koBLWDoe/lZplj31C6jm6786Hk4FgG5nmTDZpvvSqSj1jc3KDgad6LP4nKPhZq06Pl06j4lIa+l8uGzKGZPvf/UCJmFIKg2Mf9lePWhNUB0Yt9RbdN4m5j6vbgpy4k1ixgLP8uJm1nsHzE0rRxIh8KQ99HUj3Hhvf0bt3NU4yZI+b6rS9LBA5QkUHDM7Mw79bSr2Km5hABSDluadvLm/9uZOr24OoFjF1daaLbhuEfFYgRTHs6WNBpWPBeZPaxUC3DRi5U0yo0WUdCfcI8DAK7SYyETveOezzg1uvCHe1pkfN8IQgS3TLefEV0mJwJuUFWjaN+JdsotD9ZHVI/VJ6Tk7PSb98qv/3PDy328HCmON06KfKL8cSJ6SEIMsuRqlmM3bfTXLkqIQiyG9Get8SMS1p3b3cIAM8AD4sScXN38/CBIDe3Q/czbr8uipzvN2138J33xbx2w/RnwzL2hUQv8et8XhC/MgBvS8xt1l07Koh9zF82YM46Grrooyj/OM8bzwr8ojxxskMMiAmtXsBc/l0M5hLEV6zzBaFBYHdYQfyqgGVfRUMPg4Zmvbyc5eXvfoSWibd+mgIt01azmOEV6JF9JHT5dzFTfIl2PVo1m762ODFxbcCUX935QMJr1SdvDtpQleSa6wRBEKteN/Cl7MBIxpTRrh3kxz7h79qtGThAeQZ906Wkib7FALowk746Px5zpws6jS07uBFzfXfeSPX0cx/5SSEfMc9/J7JhHccv2t3T30NLtzls6PJvYhd+FIkN2P+JjH5Rs6EqKfYxf5MEubKWnX00FO8YgYF4TsW4rN11Y4LTePArmYZqw9v/MS5pR39R4GzhV9awZzwXln08FIKg/s8kPZeGz1perampWbJ4afsBHkCh9WWJmJPWYQNXt3ODU71X5znzp3rflrCu6EKnez/2fUzjBu6yb6Lvfi5DbeDAqLPbNwRBqB2M56jGflMYJUj2kdDZr4YHxHl6+rsP/6gQdxsTnwrktep1XJtNh26sSkrbGYwioHo+Y9k3MdN2OXcF64qu6wVhwtrAsOneYTN8Mg+E9H8qs2kcq87H335dTMpV7bs3LXK+n0XpaNzIiV7sbL9BKdUMfSvb05+ONVUc+Vkh6TVtrk+GIKjvEymFoA6b5WPg2UOzfcJn+ngFuqvJVsV9S+xy/8xDIdePCbCYQssuXtwK/wXvPSKn/PfgkQB+iACGIOju5zI9x7a+zPlKi24Z2/bzD45leIe4V2bRw2b5SnqN7p5uNiPq7uGWuDYgboU/s1ZnN6B+kR7Jm4KwzjyKMUvTZs5xVjZOw2tVO5h1OkGHwW5ARb2m3V1pYTN9Ls5hPPlHXPKmQIcN9LwlZjXoHv8hNvNQCKdZ33VCFJjo6RvhuTo3fvyc0sPb2e/lwRakEASZxIjwtlF+z2yUIBq6bU932uivCizaZ9U4Li1mLv8uBs/gxeCwgIvzGY+ficXEqnzIfHUnL3V7kOimcdPl5Pt/KQPiPZd87pQQnGZ930eS/UMZkzKoufaGdew5r4XPezvy6nZu1CK/tB1Bl5ezohf5rStLvP+HwqJ04J1hzHKk+y0xs1YbPM177huRQcleynELr90gHzQHJnsdvO9UQS4tZS49HY3FlQfax+5uR82IUTuLsr942ey5s8tSqLu6JoQrFqE8xs5yZZ8f+03Bu2bY3prqerMmKYJ16k3ZGBj7hP/ob0qHBbXIkdDpvrNfDg+d7t1xVJi6JZBZp/MNc5/5csT8tyOwR3/jeWeMDYIgCEB1K1kzXwib/myYQWAf+11JKVGn7QzmXzMchjNdWaAhCOp+S2xVO/BdhAM4QNk0ursHdIyZ9VAWaC3TdmU1e/m3MfzrBq9A91Xn4h/yJQhiXtbdeE4QnOZ9cCzjoeOwG/X9H0sOjmVgFMd2I3rvazmZoFrwbmTyxqDGTZxjjEmRXewGLy9nLvwwatrTk/pYSPpM148LjlCzXAXzyE8K5bjF9Qbv/6UUd5vwLgj864a2PfzgaV6ba5P9ojzLplH39qerYWvrHt7SL6JHflb4hLrruUjSpsBVf8VhbR44zfquF4RxT/pLB8xzXo+YkuGvY9kuP8ba1TXRD9ssRy7MpONdIgAKXZxDf+LXuOSNgdhofaekB0fT3Tzc9BxbzRLmgZGMjsHmkydPfjKzKNExY8e1VNf9bDeil5Ywl34Zjb0pVo2jIpOasCrQKEaC07yDU71ilvlfO8z3i/I4Qsly/1t3Edww3H5DHLPMzyvQQ3TbaFE67EaHXY9GLfBLXBeYtCGQfUUHuUFP/hEHPbA51bC1bR/PL9pTNmCe9nSQnouYZci8dyLufiLDmhfVrWArxsy7b6VFLfSzG9DWPTw3d2jGC2Hdr4t33XS+CFaNozKbvq0pRXbPfD9HpaFZZp2ImLYrKDDRS9RtuvOu2M3Dbf57ESlbglh1OmKuyj/Gc9rekGWnozV0W+3jzINjma6Z/I/wr8O/1wD/n4CHLoJN76jIpGKOGnGvkRAN828YUAS9upN73oc4cFqKee30fFv9albdShb2UXjLUJFNy/Ul4ZHgps2cKcQXAMt03cLByi7vfStredpZz3frdVHztkkUSLdeE3a9JBj9TUGIgsfPqQojyTiZztgfigeZArE5FMXBep7NKJ6IU17dyb395kP45xAryuvQV2TR8GTjulUs2kUNpVRNiIIHTsuK4yfVGbft402ioiVbytKcqwSXqC/Oo9NrNLl+pLqVTIACTouubBoVD0OKuo2EaLjnXbFJhnQc5zduZONBbhVsyQsglSY5OSsoZeqGDayOjo5t27bFxcX9Mr2t+0tO+yFeeTqVc1XX/6lkyr1c3cGZUt/ssKEX59GHz8jxpzlwWloYQe55V2xRIza94/JjzPJM2jnP8b6PJZeWMVAElGdQC8LIt14TMuq0rgty+TGmK8ECvVpTs4QxiYuRbSsIJxfFU6bwM2CkS2blQ6KwlDJ15QxazWL6Q52EZgVSkUUj5irB3/uQdUX74NfGzymLEyiyYdOlpQzMaf9QNKx3UkAIugzl6dSOo3w8Z779EG/o+4dEl5l12poljAevX1o6QRWHwaKeGgKw6R2F4WTXQEP1IsatV4VFMTCvXY+Tg/Z+ID7nOS7o1J/zJDbv4OQFkPJDyI0b2W37eJ0vCIrj4IIw8uXljClOdZveUTWH7spaCgC4/YbIdT9QKyfioJhHHQ9Ut+7lDn7lXPDrn8Pf+LQ/u/8lg2FqMrlsyESIhvV8Z87/wGlpx3F+91ui6gX0gnCynm/T820FoWRCFNxxlD/4taxpM6cik4oFp3B0viTAZ+XkiPkgzYEAACAASURBVJbYAQBGsZ0QNUEPTq1UE6JguFgFABD3GQnRsJJkEXQaapYwLsyiXz8uAAAYBLa8YFJBKLllN5fTouM06S7Mpp11G2/ZzeU06zQMq3zE3LyDU55OLQwnt+3ndRzjdxx3hqs0dGtpCuX+WSXtooYQBWPMXEaRvXED+5wXUS+wAQD6PpZcOzyJ0+YR/mV4JIAfLoABADqurTSF0vu+uDCSzGnWcVv1lx9jXlnHnsKtjzoAlquFfbTpHcXxcHkGFQtlie8YXZOMMNx6TXhlHRuxonq+Da8JoVVpKjKpU7JmrFoHIRpW06yKMXNpKrUim4Zz1iMWtDSVOiU5xSixlyQ6KYQ6jvL7P5EAAO7/pSBEw5cfY16cR7+ylkUmqDtfFFYvoOcHk3L9SdefFVxezsTJclkNuprFDACAmmK5OI9eFAvf/WJCSFg1SNk0KrNO67Cj976TEaJgLB5mFNkJUfD1Y/ySBArW8sFucpSnU/H0Iiw8xr/u/IgiaMsu7rXDfFyS0ao05ZnU4gTKna8EuWfzf/S8vW7W9tLSUpvNxr+uvzCLBgDgtuovzKJVL2bkB5Fc81YU981FMfCUTBaDwFaaSh06I+95R1wYQb52hI/RelhUSPViRlkq5bwPkVykIkTBkn5j/UpWri9RdNsIUFCzeCKrhd2kuzCLhk8SRdDKGTT8LjBgYW9mnbY4Hh78SurMuNE7yqZR8ZQoV2joVkI0rBw3m6T20hRnHhwOxIzWPsHEWVkAAOI7RtdQPYbBr6QVmVRs52BcXQ+V9AAA+aiZEEPuPCEsSaRMEZ9qmvXBdQMAABRUzqC5EnhhoFaoG9azp1y8+YrQdYdgV1yzxsgEVdNWjqjHWBQHD5+RF4aTMY6IiixqSSI88rP8vA+xbR+PEAUPfCWl12hI+Sr5iNlhR/s/kRTHwxNzRkHrXm7nC5Oi2rLhSTxliBUtz6DiRKq0Kk3NYmcqlqDLUJpKxWgspQOmohhYOKA+cezV7OxsEolkMziY9drOFwVVc+kN69kX59Or5tCdzM96R1EsrCJZbr0uKk6gYBPQcWwF4eS+TyR9pyTjOcoplLTMeq2r6tlxjI+nhnQc4+OMJbx2fXE8jFdAAQBI+apLyxgogiIWtHUP95wXUTJgAgAMfiNr3s4hFaguLWVcWsog5inVsOXu59KGp9hladSKTNp5H+LwGblJajcI7YURzjwGk9RekkjBlTN2o64kiYJpSyiCVk6nFidSzErEbnKUpVH5Nx5S1fYI/1/jkQD+LwUwAEBNs5Zn0M57k4ri4OqFDNcaVlfYTY7KGRN8hJK7prwgcmmyM92p80WBK6Xl0I/yqrl07NRr28fDDi/eNUN+MLnjOJ9erZnC1jv4jQzTZ41ie9Ucel4Ayfi3WcBq0JWmUnFrW8e1Vc2lD34jA38Lfh3X1n6Il+M+fu0wT9RtlI+YR39V5AaQCkLJ7AatRYWY5cjwGXlJEuW8D1HLsgEAAAoqp9MwYw4xozdPCs95jLc8zWU16JREi03ngIvVeQHE4gRK02aOkwsJBZeWM7GKzMtPMEkFKgDA3c+l7QecSWRKoqUoFp6SMWs3OWpXMHGLBKCgbBbpq035H3hcfD+8+PLxezdfmVi0C7PpmKqBOgDtgiYvmFQUA/d/JpXdMxmEdqvW0XGcf/dz51CoA6hgy/AZ+cUF9Bx34qWlTJyTSC+wlaZQ8oJIJUmU/k8l7Yd4nSeEF2bRcwNJ3Gs6AACzTls19+9mAyioXkDHcuAxkApVUySQWYlgtIsAAKPIXr+a1biRbVEjdz6U4FaIKxw29NIyBp56inFjTbRGQEH7QR7W6sMVve+LXfm2Br+WXZhFc7UOb78xiXrQFcpxc34o+cJs2kN74HQcfUh6MwCAlK9q2jrVv4JY0eJ4eEo2O0bH5iqBFGPmkqSJUnXEghbFwGqqRcu0Vs6gVc2h3/1SCgCQj5rzAoiXlzObd3BKkyl1T7IIUVN7V4i6jWXTqJ0vCawaR9/HkkvLma7+GIcdrV5AdyUAH/tDgRNAYtoSpgKiCFo1l864rDUrkZGf5XkBpByP8dwg4p9ew1+4N7/hlXcueLRhPXv0N4V00MRr15MKlXmBJEIUefy80mFDh36QtR/iARTceE5wzouIZXsxLmvLplEfXFU931YUM8F3phgzF8XBmOPKyQhtcACM8zL2gWJuFFxZxx79XYH9u/ZJVn4IWce1IVa0Iov2YHIcAACrtsdVxhvPC3Dtrf0g786Hk5JJB05La1cwsUej49jy/ImV2TQt08pq0JWnT9X+H+FfgEcC+P9NAGNAzOiUgpMHIRsyudY2XFnL6nlHXBQLD30vM4hsxQkUUY/RILD1vicuTaZgqcv86/rSFIqaYmk/xM/xJF5azrz3rax5O6cgjOxKdo8p4FipPmJGixMphRFk3LLseVeMdZKRDpiKEyhYPT7qADWLGbdeFxbFwdWLGLgk4FzVEaJgSqmamKssipvgi0ARtGoOPT+EhBUtjOcoca84AODKOlbbAV7TZk7lDFquH6lqDv36MX5FFq1uFavnXXHfKUlRNPm8L4lZq6FWqmsWM1AH0NCtOJWjRY2UJlNoFx7Sh84oshfHw/zr+u7u7n379j0ZtvO3qJ4bbTdfDfv9TGhXfggJ10Xu/6XAxTkAQNJvKo6Fe94WX5hFK4qD84NJWJZy10lh9UJGrj+pbBr15itCXrtex7N1nRASouD6NayGp9g5HsTSZMr1ZwRX1rG57fqiGJgQBbfu4WL368wB/rv9AL1aU71oopTFSeA3mUiy512xq6KAImj3P0QVWbSC8KnsKBj6Tkmw5ow4yATVhZlOgo7R3xU1SxhTuEUBloE/k4ZxGj/IwwAAsGodxfEPqTkhFagIUfDILwpC1MNNZBVsKYqFH+yFgFjQoriHUPb3fyp5sOdS3UrWFDv+8uOTKpTufCTB8tItaqRmCSPXl2TVIgCA9oO86oWM+tUsQiy5aQunJIlSEEZ2tQgBADad48azAoykc0q6+73vZK7thqyaCWUIAEAuUtU96axhIxWqLi9n3DwpLAwnV86gFc8bOfj04djY2FNvf3p5A+V84PgZj973Nn2HtcbCwOvQl6ZQr6xj165gaphW5zuIgtonWPkhJMz30P22qOEptivBC4qgdStZrjpN01bO/b+cXqsra1lYTjtiRmsWM0Z/fUglhZpmxdvAWDVIXiCpOIGiplowxpsHM5ZvvyHqOOp8wZ2uIA0CAOC0TGrl8vf8JlGrdr4kaN7GLYqFBZ2G22+IWp7mPryj5WQ86mb4fxGPBPD/WgD/N3HnA3HXCedZzG3VX5xH1/NsTVs4eYGkiixanj+pIITc/ZYI45PCajE7jvALI8gNGzgN6yeqXUU9prxAUmkq5doR/p0PJSapHTeCAXAGVksSKQ1PsUd/V0gHTRWZ1IosGiEKxpsa9Z2SFISTq+bSaVVa3EGn40xSzLltesy5jX3UMq15QaTCKJhSprYbHYSoicoZca+xLG0S+T4AwGFH6dWa4Z/kHccFhEiynmezah3FCRSs6LlxExun5rn+rMCVJhcAYJYjtAuazhcFF+fTzs+686vHwOrkHb///rvRaLy0nEmv1uh0unfn//a7+72mozD2E5vOMYWA+so6tms1CACg/1NJ40aW5K7pwb65Oo6NmKcsjCAPfiXltulLEikalrUwjFwYCfPaDXg7HWqF+tJSp8RFEbRy+iSqoNHfFFh7BtdhCyOmFkEBACpn0vJDSQ+2AcZ8xVNkJwCg4xj/5qtCyV1TUQz8UI4qAIC411gcDw+fkVdk0R4q2skEVd3KiV3ksKG3XhNWzqBh0+h8SYB7CKageTvnocWgA1/+3fkDBcpxM1ys6jsladzMPudFrJxOK5tGLZtGvTiPXr+aVb+aXTmDJuo24nYwpUzduImND6VlWQlRMCY8EDNaFAtXzabbjQ41zVoYSWrby7s4n16aRmFc1hbFwuf9iKQClUFoByhQEi33zypLkijXDvIqMmlXd3DwbYkxHrvyUd/5UIIziCFWtDTV2QJISTLnBZDyQ0m9H4sIb1750evW0tlP5OXlaaT6S8uZ15/h2/QO2lXpz349B6a9wWZPTLtpM2fsd8XAl9KSJErny0KMtc2md+QHkwhRZOFtA4qgzds4OEWXSWpv2sJp3DTR65Dbqi9Pd7477CZd5QxnZ4vbr4tqV7DG/lSQCSrFfTNAgUFgE3UbKeVqNc06cFqKh7TufiGte5JZHA/L7pnaD/B63plUhkS7qClJmmihdmUdGwuQ2/SO0hQK7lVGzCivQ3/nI0n9GtatN0SEaGfcASuaZ17RFcXCXS8Ly9Kp/Z8+nJ0bu7vOE8LK6bRcP1JBKLlhAxsPkz/C/zY8vvzyy39nDtj/AJw+ffr/yiJEL/HrfkOcsjnIL9ozJN2bXKAKne677Kvo+e9ERi3yddghPde68IOosBk+DivoOMpXDFsCk7zWEBJGf1JsupzsG+kJQRCnWX/jGX7mgRAtwx6a6e3mAd1+Q5x9OGzsD0XGvhCfMI/QTB9qqfqxM3HRi/0kvaax35VhM3wAgBwWNDDZS3LHdPczGe2Cdu5r4Rurk3r+IZ7zekTCqgAUAS07uDNfDMNZpUIyvL1D3HvfEU8/Fubh4+YT5qEmW+Me8yPmqh1mNHKBL7/DmLotCIKgwCQvYadBx7QlrJ6oZnFzdwuf5RuU5NV3SrKxOjlynm/fh5LgNO/Zr4Rzr+qZl3XrShKBAyKeV5EL1ClbglQkC2JAAxK9BJ3Gxqc4Oqnpvr63gPS1I9A8LXDmTPHGhTOWJK0KCc3y7vtAuuit2I0nHxuFh1RVQVTN2LxN6R4+biYxohi14BTZQUled96XzHkt3M3dmYkavzKAXKD28HZLXBs45dHIBs233xCvzk1I2RJ0dRt3TUHitUN81AEOjWfCBHXEHN/sI6HAAdoPCFb85szFZVTrVCTL8m+dnFaICW0/wF9blIAVZWHofkucvCEodfukuixOs57fYVh2OqbzeWHajmCsRASCIOAAV3fwFn0cFbdiUlEQBEGJawN635HSyjWrcuNjH/N/6O4KTPLithnoFzR7+tIxtrIpiJzrO/KzIjTLJyTd26p2XN3GRcxge2tqQLwXBEGR8/xunhDNeCHMNVfcuROm+fS+O2klnSuc4nXzFZFi2Hz7TTHris5hgwLivJLWBep59oy9IY+fiZ1+PDRlc1DUYj+/SA/GJa2k33z3E6m42+SwgZRNQf2fSLMOhXqHeEAQ5BPmwb9u8PR1j5jj6+7pFrnAl5SvElw3znopTM9Ggqd5uXu66xg2T3+37S2pyjEzMUdFLlAPnpZxW/SePm5LPo+e/17krJfDDXx75wtCNWzzj/O8fkSw6OMo/FnrefabLws31iR7B7lDEETMUdn0aMqmoDsfSnrelgSneR0cy9TGcEj/gLI/8/y56st5Mxdce1oUPtN3bWGCh49bRGbA9N3Rur8Svix8L3F+ZEZGBgRBkQv8Ol8UbqxKCp/tO/yDQjVuTd8bEhDn6R3soWPaaBe0gk7jwvcjyYVqFdECEOjqdm7yxqA1+U6OaJsObd7CWUNIDM3wBg7Qto//xE+xXgHuN54TUcrUQUle7l5uOqZ94HPpyM9KYo5aPmo2SZDBL2SoHQhvGZM3BfnHekbO8737hWzpFzFdL4lCs324zbqoBX7Bad5Yydb9P5RbGlKCU70hCGJd0XGa9GsK/h/23jOwiTPbHzaY3t0rvddAApsCKdSQAAmEQJYkpIdks+nJLumwaZsl2VTcJdly790GF0wxNhhjg5E0o1HvvfcyM8/74RGjsezcu3fv7r03/5fzyVYZjUYzc55zzq+kjhk75tKfdVNTx9/2dlxUVJTPQtRvlmrOumOWTlywb4YV8ev7vPIW17JnZk1OGGcXBYIO4v7MNK8B95txWZPLq8dnb582hnYu+G3E4DemzsNK44D3gezUbYXpK16K9duIM8+pku+aCqUAb8U/Gf/bK4D//fgXHoSBrw15sQhsF4trhmnxAIghWiHImsTNmcLNmsiDs6uuF1WU8Qv02oPDTqgkZbzuhWOwijtEZ18Nre4FZTaqUKNvvPeorvfP2sKF2NCPJrgDpStCK+7Ln+iaHor0PCdxsusFVdvvQ61dC+JjJqI2sb9yvaj9SSUjDoE9ZHBTVYfS3oLhVAZKlgtgG8143ctKRr0mnMTJ0pUCHsNy8T0tIx7NHM9t2CbtfkvT9bKq4g5R9hRe5qQbb9//ZWxs7JEjR1AUBbAZsBSrvV/MnsNXnnHV3iuh+tUFq4e+je45/TqfJIBD6mcmoHTti+p7xBE+gE5FgJWEUjZ2AABAgoG/GVkpqKbbjfvIqt+Jzr6igmWWQx6wi/2M+JCPHsK0hFW3SFC2WkjfzvUfTKceH1b+jor8wv1k8WIMvpGXa2HPw6hjOHjiplr4aFGzSZIzjfdrQCoAgKbbzYhHGXFhj52RIaywVa4XuVTB0lXCi+9pI1Slul5WRaClaJ8upoaIAAB9v+fM86q8GISZiHYcVtKrTACAtNExUpLl3Gvq/s/1PgsurLC17pPnzkSKFmH0ZjXdLBIAULle1PKIvOIOkXHQw4hD3NrA6d8rMidwYRen/3N92WqhXTpKgeWz4n2f6rImcAvS+bw8C1WENe+RUXgCK9+XO51XvlbEnsO//LGeEYfYhH4AwNWvDS2PygEARIBs2iWjYwBhaC66s2NurExaf/ToUYIgAABtTyigDIjxujdnOgLx1XBkI6q2cbLM7Dn87Em8zPHcvFgkAp139oiaaokhTEvNJnHP+1pGHJKfxr9+E0oprLAxE9CGHdL8tFDzA/eSCNPCiEOKFmKwo9D3mb7rRZXPivd+oMuaEJq2VN8tbtgeFi3BfWTRQgzuAOwN2MX+oZ9MF97UMuKQ0weHnboWnhd6ark1QYc8wIhFKBSbz4LXb5XWbBSj+RYzzydrcnS/pWHEIp3PqVr3ySm/LIcscOpxOSsZzYsNHdtb8c/FrQT8r0zAuI9kJqCMWER9wQXIYQNFKrymYOECDBIP9Fc8+amhm7hpyEtv/IKbuOigm/DbibrNkszx3JDzGglqNokjGrAwBv5qqN8qBWQoE8AOKlTQpGN2RNX2jsNKRjySO4OXO4PX+6EO5ulT++XXfzQFXMTpgwpmEnrm+TCMCGFZKm4XUY1ou9hftAgL8XxIULNRDMGWA3815qehzAS09wNd+1NKChkUCATyHzv75dRTR2Z8+8uUge6PhqlCanvd+amouM7OSka739aWLA8Bj+WnnCUrsdr7JU0Py9zaYMsjMh7NDlbV5WLPi3Sx1Vx0s5JRKMbptxOt++RVd4pg77r9SUXhAn7BbH7pCgHczqn9cmgzQOJk8WKMQsSI6+wV64T06S97Dt9wddiEtXm3jEKkUzH0s4nuAjt4wli2Wui34bDXRzfOowfCspTfJjz/hmZU3BY82qwkVNHuvHHSXL9VOuprAAihlyHyYOSTNqGflTTKuBcAIK6x194nASQQVdmr7hKz52GDJ4xubVDR5iy/TRj5ITjJnsOPWAcYBr3seRiVz3xW/MIb6sxxnOY9MuM1LwCACJD5qWH6DZ9tbdghvfyxrnSFoPM5Vc/7WkCC079XZI7nwilG71Fd5QZRBH0AAEAEyZZH5W1PKiV19rZDCmYCWrgAK1kuyJuFnNqvqN8iKZjNz5rIK14skDY5SJy88GaIpERnHPS8r6XbbFPh1gZ7j+qqH8C2bdu2efNmnU5nvO5lpYQOmmHQkxnN6X5bC8hIz4OAi2h6WFb1OxG1SFV2Otlz+PDSdmuDuTMRRizS9bLq2nemmo1ieGqh+ZbC+VgIeJFpLl4qoDwEXdpA1iRu+W1Clzrot+GMeIQ6dP1fGsrWCO0iP/0KGvjGQM1HGnZI6x6QMGKRUwcUrBS0Yau0aBEGryDq9Rfe0NTeJ2bP5ZuGvOdeHWYlSQRIYaWtdZ+cPQ/Lm8m79JHWqQwYBr2slNCdStfnYcQj/V8YcC95/QdT7b2SkQKit+IfjFsJ+F+ZgAEA3Bxz5QYxMxHFSqyiKntEqUoSoGmXLFQZkKD67lAeDboJunEQFW2HFHB0RwTIkmWC/NSQy4rhqoe6Hqjgs60F6XxYr1z7uzGEYiVB1V1i+pa739aUrRZyssxORcBrwi++q8mcwK3eKPbog8Zr3oLZfHhbufqVIWMsh5cXng6eelze8qg86CXFNfb81BB5EQAw9JOpZqMY95FXvzKcHMuBco+wnvZZcKvV+uOPP96XsPfEhAvleTU4jrvUwfqt0vqtUvo09MIbmq4XVTahv3ipID8NFd40US9fK5S3OC5/omMlo1eOGyhjGer4QKoVPax8X+ECrG6zJD8FPf+6Jugh1BdcdQ9IMsdxzr+uvvq1ofZ+CSCBttfNnsOH91Y03zKsPtsgooOfudnmCEiwYcBTkM6PQEsFnAQrJSTZHT7ab2nqNkta9sqvfjVKUgQ3QbOmIW/QTRQtxCKw4gAA3EtW3B4ych45mR72xTEfIw5hz8VGfRYA0PKIDGLUI4IIkox4tGQZBr94+AiToGgRBjMiPS59pIvQRAQAlK0RRjCXSpYKet7XsVLQMy+o3Jog7NCEPjFAFqTzTUPewRNG9lx+3iwepA5XbhBnT+Fe/lgXcBDdb2vqNkvosCMz11e5QdTyiIwaNpME0PZ48mKQwW+Nwkqbot2pOe9ixIdIt1CzHWa1U4/LIRdIUm9nz+WHuQYkkDQ4GrZJGbEIIx5hz8UyxnKKFmPf7CxeMHtRT09P067wjPzsERUrGT3zgooIki2PyIYtdEiAsCysJPTU4/Khk+b8ZBRhWMR19gtvaLKn8ArnY2aO12vC4W8Nbjo3hwHwAPQe1dEH5zd+NpWsELDn8M1c35Xj+s7nwvyri+9qq+8WU80Vw6AXyp0SAbL7HW1GNLfrJbVTGWj7fYi1j/vJ3j9rq+4UUcsvpzLAiEUQpoWZiKIFFkZ8uN0Fw2vCixZicCELAKi9VwJX2D5LiIhIHf/a+yQh2Pat+K/HrQT8L07ARIBkz+ULSm1Fi7ALr2sqN4gozKHfTpw9oq69XwKX3ny2teKOkKTDuVfDTGJ6wGU7JLA6JP7sKbz8VD6Uje14Rkk3LYfZF3a/fRac0qTFSkLAIr+dMPN8Pe/rKtYJI1qdZ4+oq+4WFczmay+5mx4KV5mnDyoYcUjzbhncAdxPVt0lzp3Oq7xDRHXbLKiPEY9c+yGkdN36WKih3bxH1v4B780334yJiXnx8ddyEzj0uzOJk5c/1bPn8dXnXKYhr99OBBxEQTpfddblNeOlK4V5sQgJj1KRFXaGdX2e4qWCvFiE7hsfkjXgD4M7aS666zZLmIlo1iTeyShO7wfaoiVYznRE0+22S/yM+FDTrGaTGN5fSJwsXhKmvSranFQJDig7yOEiz7BVEPFj9X2mH1nCkgSo2Sj5VcVdEjQ+KKXM/iAwPgK52vWyio4Aj8BmU2ET+gtm81GWpXSVELp6jAxVl6t0pSDivXaJv3GnlJmIND4kHbnZq18bRhrCWzFffipKXwkBAAb+ZoyQnr76leHcH9R+O9H7gY4Rj/R9pmclhwlL/Z/rYYeWm23OmcbrOKwEADgVAUYc0vKojJWCXv3a0LBd0rxb5rXgmm735Y91zASUm2OO2MnmPTKKZQsAOH1QAZl48G8ISFZ2OgsXYEEPYeF5c2YgpauEBbP5jFik5l5x8WJBxe0iUbWdasMqOpx5cUjzbllW7LU901/99pXcwgUY/LJOZSAvFmnYIW16SGbh+SJaVgAAnwUfPGHMnsIrmIMVL8aaHpL1vKdhxIaQd+deU8Ny3CEL0J0zYBBBsmyNUFAemgUE3QQzER36ycRKRuWnnXT5DkCCK8f1zAT0+g8m46CncAE29LNp6GcTex6WOwO59l1oAlW8RBBueJCg/SklneHW9ZKq75hed9mTn4o27JDST10iQNZtllCrJWGlrXytkMRJQILWvfKItReEbVO1+634L8WtBPwvTsAAgOs/mk7tl/tteMsjstIVwuypPLTAcuOkGa6d4dI74CQK0kOYYU23m+pWAQCIINn/paHtkKJmk7j2PknXETXFAe16UdXxlDI/Fe37TG/mednzMGGlzakMXP5El5/GD7t+vhiyNwh6iPwUtO33SvZcfs40Xl4smjGWU7pawGdb6f03nwVnJaFQr2PwW2PhAgw+6zEEGXFI75+02VNCk6f2pxRND0mZCejlT/XCShtWbGUlocwEpPpuMb/ECtfRBEE0fHf+xJTz6clzjh07ZtAba++XRPj5eAzBtt8rsiZyM6I5RQsxRhzS/Y6Gk2kuXSkgAmTQReTOQGrvFRNBkgiS7Hkh8g/uJ3uP6jLHc2vvlXAyzPDeN/STqfoeMe4lzBwvN9tccbuoeImAk2mmviDUANFecgMSNGyTwpGeuNZefluI78svtFZuECEsy5kXVNV3izMncLOnchlxSNkaYes++an9ivJ1QnqygcV9RJr06IOMuFGazCROlq4SFqTzqYYBPXi5luq7xfSNtz+ppE9q+WxryTLBsE7sCHYyAMAu8bPn8mF1y2db6RZSEVG+NpyeSQJc+87IiEcGTxhhSTRSlMOlCjBikZE2xpXrRREmTi5VgBGH0LsCTmWAERdaeVgF/tr7JLkzeJRmmccQzItB4FqQk2XKGMsRVdsAAJwsc9WdIv1Vz/k/qivWiTKiuZnR3MoNogtvaOgweBj9XxoqN4iopK7sdFJTCV2fpyCdH3QTcGQrqbfz2ZbM8dzSlQL5KaddGuh5T5sXg+Snoudf10Qk9Y5nlP2f643XvBWb0GPT6/4a03Y9X009dfUrPXTrOvO8im7BBABwyANFizD64qzpIRnESZh5PmYi6jXhRICsuF00YU0uNQAAIABJREFUatWo6xvm8nT5U/25P6ihXfTpg4oIApsF9bU+Js+ayM0cx81P43ccVvYe1ULmldcUaQ2C+0ndJXfxUoyTGfpc2B7w2wmH1F+2Rpg5ntv9rtY05O3/XF+0CGvdK6ckZQpmhzweBr4x1GwUj2zdn3ttWBP7VvzjcSsB/+sTcNBNsJJRM9cHu1t190sYcUjTQzLK3Q8AcOlDXciLngRla0Wn9ssr14tKVwoq7xCVLMdqH5BgxVZNtxstsOanoLnTePBm55AFGPGIBfG1/V6RNwspWiTInMDNm8k7/0c1RV8JVVEOQt/vKVkmyJ7E7f1AZ0F80KnQrQsqO531WyTFizE6qGroZ1P9Fom+38NKRktXhpvhfcf0FMuQCrvYf+ENzekDipJlWPFSARyOth1SdH+kyMnJWb5s+fEpjYzXGgOBAACAx7DUbBTTp0SiajsrBe15Xxv0EMIKW34qqrno7v2zlhGPlCwXwLmysNKWO5PXuleO+8ihn02n9tN4yZvFF15Xn3lBlZ/Gz09FCxdg2VN5mRO4JcsEHU8r5aec9JupmetjpYQ0QKDDOYmTJE6WrhAo2p1eI379e2PWJF7uTKTtCQUny8zJNBXO43sMQa8RN173CqvsjDikeCkGdxhCfjqeVo4csp5/XTPSggkAcOOkuX6LxMzxMhMiabVeE85KRulnBaB6HrIAuHmLjODFAgCkTY6y1eERtdeIFy/GKIFGIkCy52ERihZUIExL824ZAMCpCNQ9IKnbLKEWDacPKDiZo/CRGh+UjqRxD/1kGlnu1z0QSQhu2CYV3ZwmABJ0PqvKmsC9/qMJ7nzH08pr34XoaqefUGRP4XGzzYAEDTuklIyo346fPqho2CEdyS7DSqzseRhFygp6iKJFGKVWUb9FAo0Ch3421WySNGyT5qeg1feIAQB+G968W1Z7n8StC/rtRO29kjPPq+jLIJvIH7IWJcGVv2p/njDw5fiOoaEhcFNVJuAiVGddxUsEuTORM88rNRfdqi5X2yFFXgxCz6ziWnvpipCsacOOEEeo/3N90y4ZtVLh5VqoBe6ZF1XN1IgKAI8+mBeDuHVB05C3bI0weypPQlt4mTnepodkzbtlPisBX0whJdsOhQlLUC4XMvjL1ggzorlX/mKAXOH2J5UhVzcS9B7VMuLRgtn8C29o6EarPe9rzzyvAiBE7ldfcBsGPHDOBRc3AACXOsiIRyLE2m7FPxK3EvC/PgEDAAZPGCl0MREk6zZL2p9UUut02LZ1qYPGa96qu0SZ47nn39Coz7mMVz01G8WF87HcGIS6n/qseO39kpwpoSFZ14shQieJk/ornt4/ael9uYCLKFyAXf3a0LBdWpDGz57GCyl4+MnSFQK6XK2gzMaIQwdOGG0if8BBEEGydIVA1uowDXkZcUh+ckjJKOAgWMlhozd68Aut7DkhZbuBGuFPM/qSY1N3797ddLyPmnz7bTgrZdjbJQ2OgnQ+Xc6Cl2spXIC5tUGnIlC6Spg1keuQBgAJKu4Q1WwUN2yXegxBVlJYgElz0c2eG5rdQiSz8ZqnaH54XkWFTeQvSOdDJWcIoobJjJNprvqd6PRBRV4MUrNRXLoyPFdufFBK11UW14RUka2Yr+dPWkYc0nFYkRcb6Tfs1gYZcUiEcDF19CBeCc23lK4U0EvJzmeHDRGo6Dumb39SSQTJ6rvFI3FeMCo3iGCqg9KVEfXHjV9MEdUSFUEPwYhHuDkWVhI68I2BvjBStDmrfjeKBLSgzBZR54Gb9WtEG4CXZ6EvlQAA/EIrXbE86CHyYpDydaKGHVK3Jmi46mHPDZ1pXhOeF4MUL8G6XlKZOV5GPEJ1dEic7HpJVblBRL/Fq8+56N5/AIBLH+moXr200VG6SkjipNeM58UgjATk3GsaZiLqUgUCTqLqLvHZV9TU9Rh0E3UPSCIg4meeD4PG9Vc8GdE3Xpr4bV5uHgDg1ONySHPHfeSlj3TZk7lla0Xla4VDP5noJ4ZDHmbeS+pDlATTkCd3BlJ9pyhjLCd7EjdvFq9oMWZBfNRPULpCkBHNpVZCZ4+ElD6JAHlqvyIjmlv3gOTca+q2QwpWEnrt70ZqtNHxtBI2h5WdzqKFIdFNbY87P40/eMJIwSdbHpGXrRKy5/INAx7TkJeVHOJnkwRoelhGV3oHAJg5XmZiSEigZqO4eKmAlYJWrBPmzUIq1osYcQgjDml7QoEWWM/9QXWrCP4n4lYC/rck4IArfOcFAOBesuURWeODUvV5l8+CFy/Gzr2mrt8qzU/jM+IRCind/pSy7QkFESTtEn/pCkH3Wxp4byJxkpmI5qeidokfTjHpdyIzz1d1l7hkmeD0AUXxUgyCJ9EC65kXVJQQ3ZW/6CEBIxQk4OVa8mKQzPFcZiKaM5V38V2tsMoG71kW1Jc1mdfySIi2xGdbS1cKItCzkgYHKwW1oL7u7u6DBw7+eVzZJ9t/USgURIAsWhTWlb34rpbSRgAQ6Z2I0tfX1O5VbhAF3UTQQ5SuEDITUJ8VF9fZK9YKzrygqtko7js2TC/+9EFFhI2Bmetjz+HTC1PjdW/BbD6cZ5MEqHtAMvitkQiQvDxL5nhO4TyMk2n2GoOFCzBq+msY9BbM5tMlR6ruEtObvV4jXr5amD2NF2Hie/E9bffbo5S/UMef+rfjaSU1T4Vzh5FVHYDutmn8sy+rKKvXkSFpcJSvFZI4OH1AAVUS6QGlVEbV9CBxsnK9KHcWMvJXIAlQMJs/suDGvWSECgqMpl0yuk0FAMBnxXNnDludBFxEXswwrZLzf1Rf+Yv+ynE9KwWVn3ZW3SmiBGR6P9CdPaLqeknFnss//0d1xe0iusLl5U/1RYsw0w0v7JwzE1A67QemCvhBuJcsWogp2p1EkKxYJ8qZxlN2OMvWCLFiK+4l67dIul5WRRwxtybIShoGoIMUNeq7DH5jzJnJeWdG3rOHnldftbFSwow4bra5fK0wYsYP3ZpDedpLFi3CFO1Oq8CXM41XtAgT19jd+mD5OlHDdikrGY1wH2/dJ2fEo53PKoNuwi72MxNCSpZwVXrhLc3QT6br3xvpJw/svQdcBBEky1aH/CcEpTa6Pg8MOCngZFmYiaig1Na0K+wW47fhJcsF1L9EkKzZJOZkmf02vOkhaeY4DifLjPtJNN/CiEEK52HVd4tsIj+ab6m9T1J7ryQvJmxCcyv+wbiVgP8tCRgML4LBzcluxR2ijGhO1iRu406poNQWxioDoGgP4UTgvz4rXveAhOpqCitt7Ln8gtl80w1v99saurg0AIAkgOGq5/zr6rxYxHjNA+Cc8qb6IOQFUoxJrwlvelhWuV5k5vkgflLS4Gh/Ulm8VFB+U1lX2uTInsRrfUwOL/L2J5X0pbG4zs5IQFjHq9asWbN06dKfni4vvz2EWrpx0kypA0IqM1UXevRB9jyMwphExNkj6ubdMhIn/TYiZyq3dJXAbyMq1gnFNfaL72qLFgmYtJKI3qelwqUOVtwhan1MbhX4IWiF4rZe+7uxcoP48qf6gnQ+ew6/YUcosXGyzI0PSqkttO6VU6qBAABFh7NkmYBeI7p1QUYcomhzlq0WdhxWwluw14SPBJGCm1A4+lQ44CCgoRMRJEtXCcU1o3gcwbj8kT5rApfuKRQZJKi4Q9T+lKJmk3ikdCUAoOd97Uigss+CNz4orb5LzEpCI/wDYPQe1dF9IKg496o61KukBVZshd1serQ+JoeNXyo6n1Nd/yF8VA2D3sL5GEkA9XlXwWx+8x55/dbQxNprxGGmV55xFS3EGPFIx9NKemeYX2zNm4WWLBXU3iehLy8CLqJsjRCqPAIA+o7pTx9UmLm+stXCrIlcK+a7/LGuda+cCJLNu0eh/4a+TomVMmCAQe+QB90EMx5t2iv526zO+1fsrNoxrNXc/qTy9AEF/b0X39VSS9i+z/SnHpcjTEvOVF7xMgEggM+CV64Xwf6H14SXrhLSD5pbE2TEIm1PKEpXCa1836nHw4g/eE1RFTO1b8VLBDDRXv/B1LBNqmhzliwTnIzi5ExHSpYJIiCElz7UnX9dY7rhLVyAtT+lKFzAp8a6VoEfjpMdskDH08qmh6TXfzTlp/FzZyGiGjsAQNHmZCWjVsxHEqDt96FGN4mTlz/R5UzljZQpvRX/cdxKwP+uBBxRBAMAAAn6jumr7hTDC9VrxKH7GAAA95LFi7EI0rBd6GfP4YcyFgkqbhddfFfLTETFtXbqjVSIa+yslPCDTbtk1EXbvFsWvgOSoHm37Nyr4f6bqsvFTERtQr+4zg61F+Du1W2W1j0gYSai/V8anAp/4XxMUG6zIL6qzfwf43rviNm8bdu2xsZGpyrASgo1mQOuYTycpl2y698bcR/pUgedikDjTtlIoTttj7vqLnHhAqxwPpYzndf6qByQAGVZWMlo9T1iUbUdmhHxC605U3k1m8L6D33H9BHKGACAoIfo/1KfPRXJmsg986ySk2ke+MZw+qAiM5rLTEC639FI6u3MxNCaAPeSBbP5FMcGmgrQC/36LZKItnbv0ZATYtBDdD6rLFsjdMgClz/RjcQJAwB6/qSNWCcB6Mkzl3/9R9NIWyEqiABZtkpYkM4fVXyfisuf6jMncEcKYcKAcAF6i9ilCpSuEna/pSGCZO19kgj7PBgWxJefxo+ANwMA1OdcFesiCcGwuo2Av4qq7A3bh301VVfkeyvWCWGPxGvEGx+WZU3gUponlz4KyUniXvL6j6bM8VxGPNK4U9rxjLLjsJKVhBYtxFip/Iat0nDzmQSnDyjOvBBqtNhEfkY82v2mmpmAFi8W8HIssKHtUgU6n1GWrhB2Pqvq/bPWMOABJNBcdF/7ztj2e0XVXeKmh2UF6fyWPTKq1jdc9bDnYdTR6PmTtud9LSfTfHL64K6pr2TGDFI1KO4jW/fKG3dKg24CkKD/c33RQgwuf62YjxGHNj0kLV0hyJvFs2I+v50oWy2kV71mno+ZMOyKPvuK+vKnel6ehZmIcjLM9MYML89SfpuQWnWRONm8RwY9mjz6ICMerd8uLVosKJzPh7WsuNaen8anLxfcuiAjFvGacK8Zb3xQmjsTuXEy/GzASVz+RJcxjnMyilO9UdS6T37+dXXLIzJws4NFpXM4G6Kud06WOcKW41b8p3ErAf+7EjAAgJNpLpjNv/at0SELSBocFbeLKm4XUWVN18sqqsC9clxPH54FXET/FwZGPJIXi2SO4/a8rw04CFmzo3SVUH3ezUpGW/fJmh6SwheTBBCU21hJKFQ8AADAAgJeseoLLrqS89DPpoo7RBHCzjdOmsvWCIMewjDgyZrIheQQSJM1XvN0PqvMmcbLncE7OYbz47iru6a88spLryIIAt/buldOkUD6P9e3P6kEJDAMeLpeUmVN5rFS+VkTuKxklBGHZozhFKTzWx+T3/jF5DXjPgve9aKqIJ0vKLXZxX672C+osGVN5BUtxHSXPFV3ies2S2vvl9RsCtnxanvdmdHc2k0SiFrCvWTZamFEsWUY9EJxf06m+cpx/blX1VAJaOAbIyx6GrZJKRTu9R9N8LYCo+2QggL+AAB0fR72XD79buK3ExFl99BPpvxUfu4s3kgxILcmSJcSo0f7k4rsqbxRx+owrn5laHpIRsdpjwynMsBKQQvS0QhzCHrQdUusfB+U14D/YiXDtJrpUbleNJLFRBIgP40fUXgBANp+r4jQkca9ZF7MMD9gkgAF6Xz6sPbGSXN4oECCxp3S7Mk8ONL223BmYrjCE1bY2PP44loHn23l5Vlg1UsEyRsnzcxEtHmPTNbi6Pss5JJEBEgoG5czhdv5rPL6D6bK9SIiCKrvEd/4xdy4U5YRze18RsnNMV/6UMdMRHOmIyUrhd1vafhFVs1Ft6zZMfC1MXsylxGHVN8jhgUl3QKZWtPoLnvyUm58Nb7zi3WlEGkIACBx8szzqpLlgvqt0qo7RZB35LcRRQuxnKm83qO6U/tD1menDypGrtgQlqV8bfjnhp6VQQ+h6XazUtCiJQL6WrD9SWXjgyFU2tlX1I0PSuGJ2rRTljuDd/E97dlX1XT7LKciwExE6Uoync8qKQma9qeUmeO4/V/oXeogiZPqc66OZ5QVt4v8NhyQwCELQF0trxlnz+ELK4Z1sBBWCNgI/63fIomYStyK/zhuJeB/YwImCVC6XFC3WcqIQypuF0kaHNTkyTDgYaWE+AYQckm1iC2Ij5WCth1S2ER+EicvvK1lxKEV60RubRB6FVgxX/1WaUY0t/pu0fnXNRAWAa22AQC4lyxZLqDAqDUbxZS3kumGl5mAjiod13YoxNnHSu0ZYzlYiQ3cFIrCcby+rHnzndvvS91zIrr7vXU/OKyhoSnCslSsE8KL360L5s7inX1FXTgfK16MFczmd7+tgekK94UEGu0Sv6DU1vG0Mm8WwkxETz+hiOC9WHi+3Bm8vFjk2rdGVgra+Yyycr2I0uS7/qOxeAnGSkZPH1Dw2VZll4uZgJqued2aIC/XAut1ukAYiZONO6UUNkRUbS9bI4TdthA86iYOHN7v6Gyf1n1yyiMZxtWvDSHgOi06DiuzJnEjXJkBAOf/qKZolBHR/bY2e/KvJmCrwM+ICwk2Vf1ONGqbGuKzBr4xXP/eOBKjToWiw1m+VgigambKsCMDx7qjVs9DP5sgJTdyt9/ShL0jb4akwUF3gIDR+awyAjvW876W3vzw23BGLELNC71mPHcGUjif33FYCXm09MVo18uqUfcn6CF4DEvJUkHGGE5+Kp+VgmZP4bHnYcxE1Cb0haxB+jxDP5uqNojZc7HsyVxNjwfAJekCrPEhWd1mSf1WaQSO7NTj8sFvDZJ6e9lqYe39kivH9XQAWsujcrimCbiI9lfEv0TdeDv15GChzKUKmDnegW8M7HlY7jReyXKs6WFZzSZx1iRuXgxi5fsgNyHoJjiZ5rLVwlH1yKrvEdOxBU27ZHB96ZD6oZuLhRc6XUmchNqunc+pKm4XBRyETeRv2C7NHMcR19hlLQ66G7FbExw8Yex4RslK5mtunqimG978tHBVXfk7ERTPYsQiFXeI+r8wUI2Nxp0hRHrXSyrY/hkWJKi+O6wIK20KuYnfin8wbiXgf2MCBjeJfV5TcBjogwRVd4W1JNsOKSj/MtxPVtwu4mab6S9u2CZtekhWuABDWJaS5SHIrrbHkzONd/4NTURCvfielsKCwvsIXFYTAbJ0lTCip+pUBC6+qy1ZLuh6WcVKRqUNDgBA405pznSeqNquum76ZdrAsvTVGzdurKysxHFcO2T7Or3pqwntbR9yRTU2RjwqrrOLa+09f9LmzeLlzUQufaQzDXkV7c7ipQJqsNT/eWS7uP0pZelKATMBPXtEHeF/LKywFaTzYQv64nua1n1yVhLKzTIBAIggWbpSIK62c7PN0MI9I5qbMYbDiEdPH1CI6+wR09DutzWNO6XwcPltOHsOn8qUfceGwaM6n1PRmcpw0ka/NePeUez5cB+Zn4oiDAszcZgV4K+BosFNauy1b42VG0SjVLckqNsc1hWCSKuROKy+z/SNO6WABD4rzohFRtorUVsrWoSJKu2sFJQu9QzjzPOqUe3wILx5JPFX2+suWSagvqCs2TH0s+nCG5qsSdzm3bLTBxQdzyi739EMfGO48hdD+bphUiGGAU/RQoz+SPuTSvq4vesl1ZXj+u63NPlpfEGZrWA2n1pQBt1E6SrhqH5N/V8Y2PMw0w2vQxZwqYMQhwWHPudf15x9Re1UBvJiEEY8kjeTp2hz4l7y4nva/FQUFrUkTnY+N0zkBNy07w16CJIACMvCSkZzpvKoQZKy00kngJ19Rf1TSs+7EwqyZg6x52HnX9fITztxH2m87pW1ONBCGzMBNQx6ofWZpMEBV8CyFoeg3OY14XaJn5Nh7npZVXuv5MwLqovva9lzw+NY+enQ+gnuauEiLHcGcv6PaoRl0XS7r39vzJ2J5Ezj5afwWSlofgrKiEWEVfagmyicj8Eeht+GX/pIx4hDYLOteBGWO4PX8ogMnsb1WyRUvtf2utlz+T4LHtGzEZTZym8TEkFSfcGVn8b3GoPU/lhQn6TB4bfhsmZH+W2hY0ISoGy1MEJg5Fb8B/HbTsCFhYWPPfbY7Nmzo6Kinn322X9uI/9uR4oLb2goVjuMG7+Yqu8J6cGabnhZySg1TOr9s3YYXBkAAIBN6GfEIwMnDKwUtOJ2ESXpwC+0Fi8R0Nt9movu/FQUpjToi0DNlW/8Ymp6KMw+JAlw7jU1Iw7peV+r7XUP/M1YtkqQOZ5r4njtEn/OTO6PU65snLr3k6Xs2t/fiNgf1tHa1yadPBl9I3cmr2S5oHm37NxrGkY84oeQURJU3SmiwFawcUcX9L/+o6l8rTDgInwW/MKbGlYyGgEq7n5HU7dFUjiPnzONZxzyVt8typ7MhQWTtMlBESsBCXBfSGNvJJy47zN96SohVWZ1vayihKkh2IeCRznkATreFQDQ9aIqotrjZpvp/WoYnMzQg9JGBys5LCt48V3tqJxgAEDHM8q+z/SABLX3SUaqQoYMlWlKkBXrhPJTwxrC2h43KxmlyK9dL6t+TeQSAHDhTU3OVO6oZswjR7NUND4ojeg0AugQnIic2i8vXiJgxCGND0rPvaa+9p2x9j5xxzNKYaUNLbBe+7ux531tw4PSjGhOXgzS8qj8+vdGuEAsXSGgS1oqzwz7dDPXl5+K4n5S0+0uv01YvFRAf9Ym8rOSUbqSms+Kn3leVXGHiDoOsCsA1y7aS25WCuo149V3i3Km8srXCq8c13uNeM1Gces+OX1oTeGl6d+0da+cYgF5DMHiZQJG/E26NgnK1oR/EZ8Vz0/jt/x0MS0t7dixY9C/AUbQTZStEcIp7MBfDc27ZbiPZM/mM2KRwvlY405Z9mRu1iRu53NKToZZecbFyTB3HFZmTuDW3CsOfSkS0PFTyjOuwvnYlc/1HYeVkEQHR04W1OeQBy59pIM9594PQnwBhzxQOB8784KKGmlDbNeVv+iZiWjvBzppo71sTXgxcfqAIgLJ7zXi+amo7rIHLiA6n1eyUlBGDMJKQbMn8YoWYvVbpYxY5NxrashghO8aaUJzK/6D+G0n4J07d65du/bll1+eNGnS/9kETATIugcklICi/JSTlRzuAzfvDvt1q8668tP4HkNwJApm4BtDyyMyca2dEYfkp6BUHoVdL0j2DbiI4sWYpD7UtOTlWWrvl3iNOMKytB1SZERzsiZysyZwsyZxC+dj5bcJS1dHalJW3SXKmHTjqU2vPj/l6+9ua2Yk8i59qGXP5kdo/NpE/tykG3sSX3rzzTdJkgQA1N4nocaNkgYHfXh55oVhTrSGqx5WMkqfpOr7PaWrhBW3i0qWC/JT0ayJ3Np7JWWrBL1HdXmzEAhMLUhHixdhMMs2PSSjtBsBAIAEXS+q6jZL6DfWvs/0ZauFdHFB9jyM6jB3v6WhN9POvqKmN0hh/UrfGkmA4sWRapRQolLbE3qQz7YWLcQ8hqDXhP/a9NfM9VFWrMZrXlYSSj/+QTfBnsPXdA/7FEGZrfruMPQs4CSKF2NhaQsAjNe97DmjwKYAAE5FID8VzZnKG1nOgpuko1G9ldACK9352Mzxdr2sYsQhBen8xgelUGGGCkWbcxRzpFfVfZ/qhRW2c39QwxFJw3bJWbpQJQmKFmJ02k/Ddilch5E4yc2xZI7nlq0R8gutsA+h7HRC2lvASVz9ysBMQLteUtFXXVRXAPeTpSsFwkrbxXe0meO4Hc8o6x6QWPm+4sVY7we6kYlB1uIoXiKg905UZ10ly8OCnU5FIGcajxmPDp4wkgTAiq11D4S77tImR+F8TIYpN27cuGvXLrM5lLk7nlHCgYVDHmAmoBbUV36bMHsqT3PRbbzuLV6MNe+WtTwqa903bGmu6HDmzuAx4pDr3xsBCYZ+MtFHubX3RaICYUAug1sbNHNDAgMWnq8gnU95clNx4Q1Nz/tarxFv2C6t3yIpWYKpukKXts+Cs+fyqYF30ENU3yOGQutnX1FlT+GdPqhQn3dX3SmqvkvESAjhLt2aYN8xfe4MpHiRgPplKZL6rfhP47edgKkl58yZM//PJmAAGThz+Vf+ojde87CSUOquDZE+2h537we6qjtFmeO4J6M4lz7SsZLQtkMKRadT1+e5/qPp3B/UJq63eKlA1uqQNjqyJnK73wyDONACKyMeufiutnKD6NyranBToyNnBq9yvSh3JnL6oKJ5l6x1nxzeiHEvOfSzKS8WrbhdWLpKCMEmDocjJydn7dI7/j7uUsbU62ixiRGP6Po8zXtkhfOx/JSQmZJbF7z0kY4Rj3BzzFartaCgANClYm/2oKjLGKrnhItLEtTeK4lATnlNePMeOTMRZSWj0iZHwEXw2Vb2PH7WRO7gd8bMcdy+z/QWxJs1iVuxTmiX+ClUCLUFEicvfaiD2Qv3k93vaOjZN+AiihZiFM42gkgNxYfpbfCeP0WSesU19pEKFViJtfb+YePPy5/qazaKe/+kO/faKKBoAEDrY3KK1gIAOPeqmu6vfvlj3ciBLtSpprLymRdUlMMdFdX3iEdaOHjNeOkKwfUfTI07pb+Gi+n9QEcxxenhtxO5MxGvGVeddTXskOanov1fGlzqoP6Kp3iJIOLFRJBkJqJQLZwK5RkXFDABAEDG0emDioyxnFMHFJTlVP/nejq3TdbiqLhdRP83P4XftEuWPYVXvFTQvEdWuUGUOY6bNYnXdkgRVkUGAAAgKLUVzA5pwlw5rm/aJbv6jSEjmtN7VJefxj/zoipjHCdnCo89l48VW0fm4NZ98mFLOgDK1ggpLjsAoOVR+cA3htp7JXWbJXaRr2jhMKGxjsPKc6+pm5ubFyxYkJSUdOnSpb5j+rI1Qni5Ne+RXf5EV36bMGsS1yb2GwZhUJfnAAAgAElEQVQ8rGQU9oeIAFm/VRpB3am9V3LjF1P13eKmXTKHNEABAgAA+iseVjIaMbl3a4LsuXxRlZ0kQM0m8eAJY+fzysxoTn4qmjON13ZIQQcSQmygRx8kcfLyx7q8WKTqzvAxh80V05CXxMnWvfKOp5VkkOz7VHdyLIeXZ3EqAsVLBHARI66zs1LCVYQV82VN5DZsk8I1LoSL/udw6FtV8m89AVPxfzwBAwCcykDTLlnODN6F1zVWgd/K90kaHFAGuXip4NKHOvUFFwXNcOuC3GxzQRqaF4N0Pqe8/KmemYC2P6UsWsTHfSQ325IxlgNl7uHrlWdceTN5meO5rBS0dIUgewovLwYpWoJJGx24l4RCcVQnCg6iYPEhbXIULOZ+u7w5LW7O7t27Ozo6ZM2OgjkYMwE986IKTkkFZba8GCQjmgP16+mylwAAtzaYnxpeUvALrdAzFUbHYSV9tioos1H+E6G3a4LsOfye97W4n5Q0OJiJKJz2EUGy81lVxjjOxXc0GdFc7SX3udfUNZvEzAQUYVkGvjGMBPHKWh3MJJQRw6vfKqEn1M5nlXQxkNa9ckqsHwBw9sgwGVufFWfEIREOuNV3iyO0l0NekxE0IRK07pVnTeRGEJRhGK568lOH+Rl7DEHKGcIu8TNiIz8XBjfbDKcSIbGFEQ59/KJISHPQQ9RsFEMesKjK/msOhmaOt2A2f1Sgdd0WSekKQdEiDC2w0jHzRQuxCO1MAMDZI2qosE0FiZOspEijgsoN4vOvaYqXCCo3iATlNofMz4hD6G4BJcsF9AZA08OywW+NuI80c7ziGruwwjbwlSE/jU8ft8PDwkoKaZyZuT5mAnrmBVXeLF77U0pWMlowm581kTt4wuQ14+oLrqo7RY0PRhoRWlAfK2nYT8PJMrc+Fu4BwHEsiZODJ4yMeKRlr7xlX2ge4fV6CzKLv5h46rnUT3NycirKKl+c/LdfZvfCwbyo2l60EGPPw1gpfKzYqr/iYSWhVI8KAOC34VCjg3pEVGWv2SQmgmTvUV3BbP7pg/KL79FWaZ/qhymLuYnK9SKIIOFmm8tWC9lz+Oy52Pk3NACAgJNoeUTW+aySnurO/zF8wsuaHBnRnI6nlNR3F5TZGPFo1e9EFXeIBOW2inXCvBjk0kc6Eidr75XQL5zBb430Ydm1v5sgmRAuXJoelo0KQgx6iCvH9VB68+eYy7dy8K0E/D+UgGFgJda23yvY87CiRVjjTmnfp/r/wF894CK639EULsBsIr9LHTx9UJEznXf1SwMA4MzzqpJlgoJ0ftMuGVSG4+VaSJyEUBQL6mPEhWHVZ4+ow4UOCaruEkPJgu7u7gMHDiTFpny1upKVyjt1QD74rdFrxFv3yjsOK1mJKDMBCRF8HUTpCsHVL/URgCmSAA3bpZQoFe4nCxdgFNDJgvro0OKgh2DP5dMBwyQB6rdI6JpWVoG/dKWAoim3PirPmsCtXC/Onc4zXfewklFRla18rbD2PknhfIx+09f3ey68oWHGo6175Yw4pGajeOAbg6zZ0feZvnS5gOpVylodxYvDNq5Qn5LeB+7/XA+Vb6lQX3AVLxFEZCn5KScFPKHH5U90eTHIMAzdzWjcKR2ptNz/pQGCgE7tH7YsoAfuI1kpqP6Khz2XP6oRIe4jWUmoVXAz25Hg9EFFx9Oh2y7uJ5kJ6KipHUAPweEQbp8V73pRxYhDSlcKR8ru9x7VjfR/VHSMomF57lU1ndYFAOBkmKEIhqTeXrNJXLwYK1sloCD6YITtIxSBiqitIZP7xi8hNWnotAG/QtBDFC8VFMzFqu8Ss+dh9Vul2ZN5uTN49I49SYCGB6Wt++R8tvX698aBbwx8tlXV5WraJaUjt4NugnIhg4e0eHHIEcQu9jdsk2SM43a+Kzr+0RcJCQm7d+8+Vd5VtAjrfkvTuFNafh9v/eo7n3rqKZPUnheD5MYgpw/Im/fIrHwfKynSAQkAIKy0VW4ID01JnKRMghXtzvxUNHsS160N/XxEgKxYJ4RDq6CHaN0rh6erWxvMmYEwYtGul1TV94TtPYJuououMV1lE2IyqIx7+RNd4TyMmYi27pMPnjB2HFbmzkDy0/nV90iaHpKd/6MaEgf6P9c3bJPSrwJIo6f01KB3E49hKZjNP/eqWtrkyE9DI4QNdJc9hQuwticU4jo7MxFdEnUn+P99jAEARP32Y9asWXv37i0oKPgn3jtmzJiRDx47duz48eP/zb36lwQv19L/uXFP69y4NZPOvapBmZYn0SWTE8eVrRLe8XHC9PTxU1LGTUsfPzlxHPWW9kPKWUsm/u4viVFRUTZhoHaj5Cls8cSY6KioKHG14+pfDf43e//+/d99Pt9rr722Z9nhvnfNfhsRdJKp903V9nhmb5+qOuu54+P4/r8YY5dN3H9pQVRUlF0UqN0kebBidur9U6kPGvybUX7KtffMvDHRY6KiojgZFnmrc3fL3NBuPKmMv23S7UcT4L9XjhtsmH9H2Wzq7Ve/MKjOuh/tCL0dRtBJth9SujTBhY/PXHxgZsfTSjPXN2bMmElx0avfiJPWOx49M1/W5ORmW9RdrqnpEyYnRgdsxJixUUsPz1r2fMy09PFEAKi73IrTTn2f13DVO37qWL+diDiqs3dM013yABxMio1O3jg1cf3kpLsmx66aVLZcuO/8/FlLJ1KvbH1UPvfh6StfiaW/vX6LdMWLMUuemkV/EPeQhfMFWwvSzzyn2t0yN3H9ZOopbY+n87DqSf7i6AljIt5Ssky44bPEq18anuIviZ40yqkYFRXV/7lBWG5PvXfqAzmpo76g98+6MWOi7v5bMjyq8lOuvWfnR08Mbe38a5pp6ePv+Chh5BsHvzE6FcH7M0ObldQ7LryuXbBvxoZPE4qXCA+LlkyKj6a/3jjgbXtC+bRoCf1BQICCNGz/pQUz5k+gHlR1uS99oDtwZSH1iM9CFC0QPCtfMmFmdFRUlKbb3f2G1ob57/pr8oqXYsZPG0sEQMkSwc6qOYkbQodu8IRJc869u3Uu/eMckkD7UyrcQ6bdP0VQ6tjCSkvfOtV0zXfmebVLGbjzy6ShH0zp26YJS2zjpkdvyUtb+PiMqKgon4lAC6yyRqdx0AvIqIR1kxI3TB47YYxHh7uUQeOAlwiA9R8nLH02Zvqc8VFRURff1o6fEX3n54nwQ69/bzJd920rTIf/tjyD8UqMkydMTr1/6qyU6eMmj1F2uFxKfPrccbta5k5KB5/s+Smta8v0uMk72HM7n1PvOz//1GOKxYdmrX0nbvy0scN+AxBVuUF8x4cJC/fPCH3rvxmtqH9rQXpUVJTfRlSuEwecxJ1fJi17Zta4KWPtokDDdln6/VPU3Z6Ue6ZsYaURAVC2Shh0g635aV3Pq/dfWjBz4QT4le2SgIXnu/i29vHLC2OWh87q5t3yhftnLH8+JioqKugiixcLtpfM9upx3SXP9Hnjlz0XMyk2Gv5eZauED9fPBQQ49Zji4MCiqanj6DvOzbbIGp3Ur3PpQz3hIzccS+z/3KC75LUivjFjxmz8IXnp07O8RmLoRxMvy7KtZPbU1HHNu+Tbi9Pn7Jj+/0b2+W/F//YK4B8Nl8tlvRleb2TV+FupgP+5EJTb8lNDU8+KdUJmEuqz4pJ6e/FSwUiXWYRlKV0hoCg0bYcUFEpWrdD8FNt756wHoYgVSZI2oZ+VHFKLlTY5mImorNlx9hV1wWx+7f0SQZk1YxyXglApz7iYiSjVjJU2OVjJYYXLgJPITw2LgZg5XmgaA/+Fzob0Okx9wcVKQSPUFkmc7P1Ax0pBWUlI7nQeMxEpXyPInYnkTuexUtGKdaLytWHxDazYmp/GV7Q7I2BBMJyKAHsOny6E2/+FgW5RoO/3MOJRRYcTK7F2v62p+p0oazKvYDZf0uCgKj9ophRxkPX9noLZ/JEjrus/mCDbSlhpK146zHchwuOBHpwsc14MEoEDjwhpgyNjLMcmiNTBoMIm8kMJM0m9PT+NHwEB0132FC/GRm33OeQBRhyC+8mAi+h6SUV3PobqiSPfUrRoGHgKxq91oSP8GVv3DROqJAIkMxFtfFDKTEB7j+qsAv/Qz8PUUYggCYXNIz6OCJCnH5dnT+blzURypvKyp/AKFwgg/uj0QcWp/YqMsVxGLALfaLrhbX9KmTcL6XxOpWhzBt0ENKeiCxfjfrJ8nah+m5QRh5zaL1efd5k53oL0MLrNZ8XzYsLUMtxPFi7gCytsoio7wrIM/WzS9rqJIAnNgE9GcUpXCrLS+1MS07KX9HFzLeVrhYx4JD+NnzcL6Xha6ZAHvEZcd9kDLx/5KSdFLwQAQAMJCgao7/cwE5GWPXJmAnpqv7xpl6xirTBrIq9stbD7HU3ns8rsabzcmYhbG6y4XQSh9X4b3v22Ji8Gqdwgat0rL1yAZU3gnnleBfttslYHHWQ+eMJ4+sAwLhaM0wcVF97QQH8XUaVNc9FtGvLiPlJcY1eecfksOO4nC+eHcYhQZZriHwMANBfdDduleTEIIxZhJaG9R7UBJ1G4AIPs9v/7N97/gfjNHIIHH3yQWjQcO3Ys4tn/txMwAICbYy5aiLm1QY8+mD2ZW7xM4FIH2w4pKGoNDH2/h5kYNqinOE5Xr149cuTIw9Ne/uvsZkrEym8nSleEtdfBTVlKzUV336f6rIncG5nmGxnmjLFcTqYZdp8MVz0F6fz+zw19x/URpkYX3tTQm7et++R0EGbPn7R0xA0RIIsXYxHtOBIn259UNuyQwrEon21lJqKDJ4zsufzM8dzc6byG7dKCOXxGbFho6cpxfeX6UThIVr6PPZdPbypa+b4IHau2JxR08wbcR7JS+FeO62s2ivNTQz4zHc+M4jx4+oBipJkrESDZc8MduY5nlNRPYxjwsOfwI9THqBCUWTMncNXnf1XQCveTJcsFjTukEf4TEVH3gGToJ9OoXhcAgJJlw1hA9KjZKL5x0lS8VND5rJI+YBaU2ZoejmReAQB6P9CN9L0ZFQt9/o/qCIqUuNZOhxADAPqO6c/9QW0T+Xv+pGUlozX3SvJmIaqz4aMBx7qUTCPEIRctwpp2yeBAxG/DIQPYMOARlNmKFmGZE7jZU3nla0U505H8NH7uDN7gt8YIn4Czr6gjAGjyU87KDaKAk+BkmosWYU0PycrWDBvzd72oop8MgnLb6GRuANTnXKwU1KUKNL8z9MHk8u/izkJDCCh+WbJckBnNyZuFVNwuYiWjjDik6WFZ8VKBiIYc7nxORW/gtzwiu/6jySb0Cytt0iaHstPpNeLyU87BE8Yrn+uZSajmorv/CwNs4ENV2q6XVVQKDzgJZiLa/Y4WEpCCLqJ4iYDCkQXdwxRkYVz/3li5XoR7ye43tcVLsOwpvPLbhNlTeDnTeHWbJbX3SnJn8EpXCs79QU1f1HY+F8nfAwDYxf5r3xlqNolJnDx7RA1VM8Fv5Mb7747fzCHgcrndN0Muj2TK/j+fgAEAF97Q5Ezh6a+4B/5qKF0pKJyPGa95SpaFp2geQ5A9l0+HCzU/Iit56fy2bdsWLFjwt798x0jihT2ASdDyiGwkXlfR7oQ38QtvaTLGcW0i/6nHFcwktHSFgF9kVZ5xXf3awExAsydzEZaFWrNrLrrz0/jUPc4wMAxwBM3q6WUZJ2OYCwK4KYnX+KCUXm5qLrpZKei1b43la0Unx3IzJ/KuHNPnTEfohvNdL6no/GYAmU4pKJ2wQQTIyg0iupiD9pK7IJ1Pl9q4cdJMgUpMN7yte+X5qWjOdF6E8+Awdxpa8BgWumSS304Uzg9Br1sekVHmkhEBFyLd72hH+v1R0f+5vnWv3MwLMWV/7WW8PEvuDN6oNSsA4OpXhl/DZncdUWdN4o1ESgecRO6MUfxt9P2e4sXYyC8yErwGkw39ETiQHgbi0wQZsaGyiQiQ4jp7xTpR5nhuwzbppQ91wgqbvt9z5S/6okWYsNzW/Y6meKmg+h4xRZ6BW2DPw9ACq0MeYMSh2VN5GeM4ebHIqf3yvFjk1AFF+W2ikYAglzrynCQJwJ7LhxAzIkAO/WTKncErXIBRgHnjteGMLxLUbBKPpProLnuYiaiy02nFfIx4tHA+8lP04H2rdyCXxG1PKFjJ6OC3xvZDitMHQh5Wbl1QUGorWohlT+EiLAt8UHfZU7QQo7I79A0cedYRARLCHaB0DFZsLVmKZU3kNu6QRvxwQz+bmvfIPPpg+5PKooXYhdc1bYfCVS+fbS1ZJqCKV/UFF+QKylodmeO5rXtlphte9lz+meeVZauFIY4ACRRtzuKlgswJXIqmOBJUAW4qXdvFfkW7s3A+RkFHfys33n9rjB2tLf1/MVauXLnpZsyZM+d/e3f+F2LTjykzF02o2yybMCuaDEbN3zejaac85d4p3W/pNBfcV78ylq8WrXgpdsHeGVFRUXa7/ad38m+0SHJ4x44cOYJh2JYxh+fumBG3ZhLcmqja7lLj9/6YQv8Iwg8c0kDc6klND8vWvRcff9vE2nskm35IHjtuzPIXY/j51v7PDQ5pYP0nCTsqZiN51oLZ2IU3tCjT2vm06nfHE6OiovxWwqUMXnxHt/TpGNMNn7LTZbjq7XlPN++RGXAIHRUVFXSR/V8a7vo6if7RPe/rvEb84fq59DloysYp+y8uQPOtqfdNjls1EQRJhGXdwkxTX3A375YF3WRUVNT9Wanjp41tflgWcJC4l7xy3NC4U/ZAdtrSZ8ID2v7PDZNio1dRc1wQdfFt7V1fJ42fGjr/CR8Y/Jtx/cehKWnc6kkP1c1Jvmdq9KSxnYdVHi1Oberad6aVr8REjPEAGXXtW9MdH4aHrBNmjN3CTDv3qkZ3yaPv9y57fti0mApulmXm4on3/C3JLgpoezwjX2AXBYZ+Mm/6ITl2xcSY5ZPEVfZRtxMVFaXpduM+MPeh6aM+u+TpWaJKOxmMHLkN/NUob3FGT4hasG9GxFPjp41N2zxN1uSMeDxx/WSSiDLf8NEfHDt+zLw9M6T1DvqDKfdMwb3Awg2/MnrCmMWHZvLZNuqRKSnjZj84DS2wwY0s2Dtj/6UFU1PHzd4+LXrSGGGF/dyrGmmD06PHL7yhmRQbvbUgbX/PgrTNISBC0Ek275KteiVm6eFZ7YeUZJDEvWDi9OiZiyb4LMTBqwt3Vs5+tGueot3V95mBvm9TU8eteCm2/wsj9ciYsVHLnovh51vhnqx5M+4QstitCZYuF13/u4kIgPi1k6amjZfU3zwgY6K2FaYPfmMyc8JfUN/nbXlEvjU/LfX+qe1PKqMnRPksUXvqFu7f8mTDJqUpWvm0aMm69+O35Kc75QG0wBoVFTUladziQzOfRBePmxo99IOpfqvULgok3Tl5wsxoVacLbjZuzaS0B6be+Nkc8Vtc/lg/YVb0uvcTzrygnrlowsV3dR49cV9G6qxlExu2Sn3mMPRh5ZFYfZ834CC3l6Tf+3OKqNYhrXfaBAH47NJnZqVvndpxWAXIKEO/t/2QamtBulXgb31UsejgzI3fp7Tskd/+54QtrPR9F+YLK+zGQW/UmKjZO6Yd4ixKuXtK08NyrNAWFRU1fd6E+Y9OH/rBRH2uXRRofUR+z4mkiTHRXS+otzDTJsz4zSSd/4n4314B/LeCy+VWVVVVVVVNmTLlgQcegH9bLKMXAb8Wv6GD4NYEGQkIey6/8zlVyXKBYdDT876WEYecHMNp3CmDnWcMw958882EmKQTs852fhMSsfLbcGYCSrEnoWsvvYwAANw4ac5PRZselg2eMBak87PGc2+cNOVM5VXfLRbX2wvnY6N2ege/NZYsF+TNQvLT+HkxSF4MwkxCM8dzym8XVd0patgmLb9NmDmOU5DGz57MY8/DmnfL6jZLGrZL6TNUfb+HlYRG+OoAALwmvO2QonixIGsiL2siN2ca9+QYTvtTStUZV9Ykbn46v/cDnaLD6ZAFWh6RFaShBbP5bU8oqLE0jJB0FI09yWdbq+4cJtYz9JMpQugK6mk45YG+z/T5aSHwtkcfZMSOojEpqh6FKAwA6HxWWbxEMKriI7hpHgWn5twc86j93oYdUqrGktTbK+4YXWiXX2QtWS7oeEYZMYilR80mMR2VShLg/B/VFXeIXOpg/VZpJM/q5mZH6n8BAHre19LFVWBIm0bRhe79szbC7BbWUvTOrbbHXbwYoz/CZ1tr7x22KSJInj6oaN4jo/cAAk6ifosEct/PvarOmsA9OZaTPYXLjEc5GWb67+s14gXpYXnL0IMmPC8GoZdrTkWAmTBs5H/mBVXPn7SQDc9nW8X1keKgaL6lbE1IcE1UZWcmhqC/3W9rcqbySlcIut/RcLPNrCS05dtL6enpR48exXEcAKC56C5cgNGvgr7P9OdfU13/wcSIRwa+MXAyTfTurk3kZyaEMRYAAE6mmT0P85rxa98Zc2fw6rdKWYkopTF+6UMd3TQJAND7gY7inXtNeMlSQd4shJNphp0qIkDW3ispWogxYpCBr40X3tTkzuBVrhe51EH2XD69hYOwLJSQHwDAIQvkxfBKlgvaDincmiBEFUAWFuyEQYmerpdU9CEU+E3deP998ds+BB9//PHIJUV/f/9/aSO/rfMA8nTZ87Cy1UJ4ZycJIKlzMBPRqrd69uzek5ycfPTo0Y43RPRbZ99nemr0AgAY+tkUcbvnF1lLlgnoFM+m3dLsKbwzzytzZvBa9snbDylHkWIHgMewsOfyw3LEJKi9X0IHHHW/rYE9K5IA0L47ezK3fJ2QEYt0PK1Udjohs4JOR4EBLet73tdaEJ9d6j/1mDx3Bi9jDOfkGA4vzzLwjaHsNmHfp/qajWJWMlq3WVJ9jzgvFqGbtAMAHP8fe+8dF8W5vo0/W2Gpu8AuvbOAgB1779HYe09M0VRNNzExMYk5MT0m2AVEAUVFRexdwYKAqJQtbIFd2GV3YXvfnXl+fwxZZgdyvp/39z05Oed9vf5jmD6zcz/3/Vz3dbUSqVhOM0KYvcbmwPCfNgjhg60q7MsOIWy9ZMoL5zXs67q/paO3wyCE8MRIMb650wPlPcsucr1HeoKAmn+oPY7RhClkDOLThuKsnl4g1I0eThL0nuI1SBy5bF5XvU1RYSnOJAplePD0906P/DVm3XNqnASrBzbsxdkT4eDQu/cHNRIMMyCEyvuWwjTigdx29ACLKEytqbMdTiLyv44NaiY8phPDRXgtEdSNFmf1yLlgQJzoxcWtJ4aLMCljq9p1fJjoxqttiAOp/EC5i1y/169xF7m+IF7QM8+CQ+MBLWH6GUJ4ZRXRN6JsutRjLYBdKaZiraiwlI4VF/UTHoriEcr1le8rCxIFpePExVnNGCOpfk/nLnLD+fmtxwY1V36gzGU3Pfm9E0Ko0WimT58+ceJEpVIJISybJsVPGZjbXQdDmpxGxCh1lM9qKc5q3s9sxLPYmkv0R1IEdp0bReDdD5WFaUKD2KGosOymNlxaIsuP5uPFQyCE52a3eLy/4B+Sq55pF5PcuT+46dzsllw2r2yq9MRw0aFo/tH+zYVcYXGG8PYbioOhPL3IcXqSBN/KDyFEEXhipBg/xXNhQeuTnZ2V7ysPhjRdXiG7slp2OJF/Z6PCw9nENP7w/Cz43/bh/Yvw7Bb8970HN15tu7hElstp2h/UaG5zmkymffv2DY+b+DGt5PeUCsklbUeVNS+c5/kU2nVu/MSb04jkR3ULF2DQCR25HGIEQpzoiRHiAyFNhamCksGikmzRoVgBwUS2+bg+P6pHAxlCyD+iKxnao2ZsUbrwnCkIYeV7SiyQWxSup793Hh3QnMtuInCGIYTCYn1eBLGPsPpr9YHQphxQv4vUIDppKJsq9Qh8Ymi7Yc6L5FW8o8CSdZvGXZQuxIv+Q0wsd5VXsOnNAsUKBvipSoPYUcgV7mU09PaSarthLkwjNgpjuLpGfmmJ7MSIPqg62CHwt+7xr514FyC3Ay3kCgiNvzX/UBOUsFAEnpog6U6yUXgkRYB3ncPDqnIdYDW5rAjiRC8sbC2f2eIRwbBp3Ni/em9VPqsFH5D+OCosiOMTHKkhhFdWyXv3Ohf1E+J1oyCET3Z2Eh6B8JieICvWetHUR9EFhZhF7sXFsrxI/uXlssc/dx7hCvb4NOSyeTmgfo9PY24YL5fDa7tJHPSgbrSon5DwRrXfMhdneQliC4/pCX7GHvdibP1TEyW7qA2lY8RX18ofblPdeKWtOFO4169xr3/j+fmt9z7uKO4v3E1ruPVm+8EwXkECfze14fJy2dEBzWVTpQaxA0XRHTt2xMbGVlRU9E6CLy5u9TSRC4/p9wc1Horht140eUYwFe8oSoaIyqZKT42X2Lrc0nLjbnrDhXktZyZLPK6gHmjqbHmRXp4i5+e14hXIL6+Q1f2o0YscsiumjgdWz9uIONHj2aKmPG31dvWZyRJXr1YLRYWlMK1HrbP9jhmrYTj07se/dJ6aIDnCFRzhCmRXzCgCn/zWuce3QVxKfIv+6z68fwWeleP/+zD2l8jOOlv2pxzEje4ffi8xMbG8vPzz3R90rr1223L8zsb2U2PFEMCCGMEuUsO9DzvOzWxlcChVn6nLn2s5OVJ8JFmI2ODN9YqLi2T3P1HxD+svzGsd9W142CBf/FHINNLzZ+Po/mSHDtGLHJzBvmQquPFSu+qBFQBglrsefaep2KScdy2Rld7dX+g0IPc3d0zcE+Xp6639VpO+juVpH7Rp3PxDOqwz2C+S2v+t0DkX4hEnDIihHkkSPv6p021FAQBGqbNik3Lu5YT4WV4zmtmfsSfkRNH8yBDCyyvk3BXB/EO61os9k5TRk/xXPOU6dMjRzGZ+vr58VkvykuD+b4V6Vuh4YOUf0o35KcKzxGVC637sHLaNgz/Qk51dCbMD8V2tQUn01NXBVH/yo+80EPV6HI++0wzZHEbq9UsySm69YYUAACAASURBVJytF0wT90VR6GTBYR3hv3U/dibMCfTcOgBA5qss5V2rtsnRfQ6/dLIyfGOnB+C36reOJTphcJl6zuDxT50QgQM2hQEAAAmkrWYKjuhBX2BwqOzBvq0XTFdWyiECZp6JozK6T9o3jMLJZsgumntvlbwoSFzaa+KZBJIWBkl6LecuC24uIS5MXRHcfNRrYeoqZut5k0PXM0OZvCjIJHVqHtk8S+KeC4ga73f/ExXhuBkvswa9Eya7ZPZjU+xdiJZvBxAwwqk2jZudzVhv7PeSJn16cczlpfL2WxavTSmkUd+GP9iiArh58Kjx/qgLdtzvmX1PmhekeWQzyVyeJRmvhDTu03avP8F//vVEZhItcW5gzCR/iIKwQYyph2NeNfRbxeOmrgim0AHNn5L1Roim1o66UHsXspLHnX40dmltctQE/4sLZagLbN68OT8/f9myZYcrfw9Oojcf67k5ma+GNOzRem7mSn6qQ4/c/UCZF84/OUpyZbm8pdxkkruwEz42QHRtbVtIP9+QgQyIguzP2AAAvcBx78OOK8vl555vrf5KHRBNe7SjZ567/xshDbt7JpKHfsKu+6HTh0WJnRYQPoLheRsfblP7R9NCMnwf/9TpssFDkfy6HzsRR8+NixzrRwsgy/+Yoo4a5+8TQmkpN9KDKQPfCV1wK3EVjxs11v/qavk+RuPjHzujxvsnLQwGz9AL/5cIcfxvQCL9992EyzkPGj9CD9M/ecX0e+QM+sLyNCzm5X96quM7FnsCefHukYGJdAqd1NVgPzlSnP0JJzCB5htKJZFIl5e3ziiJowWQzW0ufbOTn68zt7lY/XzSX2ClrWZiwguWdtedjUoyheQXTuUd1kEEsNLp2Z9xar5Wdz52MNPpNrU7cU7QoA/CQjJ6QkjFJiXigBP3dqs6WNpdxwaKVjZxPSIhD7aoHAZkwq4eNYnbbyroAeRR30VoGx0Pt6k67llHbA/n5emS5gcNej+McNX2LuTBFpW6xtb11I66UZofOXZGYMc96+IHSYEJdPyaT3O67n3Q4cOiTC2I8cQwtxUtGSwe+Y9wj+IBAKDqc7WpxekRWAAAuEzokWThwrtJTG7PPlEXLEwRTj8a8+AzdVAifdKBaCzidj6xn5/dulqcSlDYAADc2qBghFNHfMXR1NrOzWldxeNiAhQAAHsnUpQuXFqbEhhPw29S843GJHVOOhhtU7uLM5sX3U1ipvoQdntxoSx+VmDGKywAgLbBfmZyy5KHPZdvanGeHCl5QZ5GpvWh6dG4t6t2RxcrnT6rLN4j04Gh6YCu7bp5+rFYwib2LuRIkuBFRbqHsIZBWWm985Zi2eMU/ELECfOj+LPL4iEAbhsKAAAQ2Lvct9/sWPYoKSCG5hmZXV3VFj6CMWBjz9io7sfOzjr7tKKeB+HQIccGiKYVxni0X5R3rVVbVYgDTsmPZqb6QAReWixXPbRaFO6oCf4LbiV6tm2/Zbm8RD7ut0iXFTUIHfYuxGlEAQDyq+boSf7soQz2EF9ONoPBptb92KlrckzOi/Zse/sNhX80zcPIcxqQwwnClU1cv8ju11h+xXzrdcWK+hSqH3HYVbFJqRc62IN8H//cRaaTljzskb8AAFyYLwsb6Isp5Mjl8mXLlmUi46eCl5ZV/SFsAkFhqnDGsVj20G4pkoqNSqofecDGUKPUaZQ6Q/r5sIcyHHpEccdKpoLr69on7I6682Z7+Ch/RxdikDhRB5q5ISQk05ceRHYaUUGhvvWiKWF24JgfIphpPgCCovTmKQXRESP9sP3feVsJIByf0/OTbLthubpavuBm4vFssV84deS34X5h1JtvKBxahOZPDoihMVPpAzaFqqpsLedMs85082GbSwwNu7QL7vQ8AgzSMuOt1xXLalM8d8+D/8YP778cz27Bf9N74HA4SkpKfv75Z5vN9nbYb5HklEGb2FfXyOnBlNBMH98wqqLCkvol3LBzyZAhQ/bu3evn53dhvowzjOH5mtz/ROUyIZ7fm1HiPDlSsqKRq22w8wt0LeWm9HUsVrpP1WeqrNdDmKk+nY9tTXk66AJOCzpsG2fYp+wHW1SiEsPC+0l+HK9flLrGdn5O64pGLiajAwC487aSyiCN/r473XTokEKuV9SxtLuODRCt5HMZbKpnJxcXyFwmZP7tpLCBuIwcAl6+7sEWFXdFcNL8IL3QefstBeqEQUk+TiNCoZHmXI4P7e+LuqCmzi44opecMkzYHe22ojXfqKkM8pDN7KSFQZXvKO1aZFphzyfeKHWeGC5e/jjFP7onENZ+q9E1OaYe6VkNAMDL04mOG+ZcSnCZ0fKZLZxsxthfIgEAV1bI2UMZgz8gjhWsSvfR/s0red2XdnN9u08wZfQP3bfi/scqp8lrIILBrkWKuMIVjdyqrSofFsVz6/BovWiq3qZeXJUMEXhylCRzfQgWjD04NU4yZDM7YXYvOjQEV1a1iU8Y1qnSPc+o59BdSGGK8EVFmict9uDstJas10OSFnrRpCEKDsXwF1Yk0QLI7TctyrtWbaO9q97u1KM+TDIzzcezH8QBNbU2CoPkMqEMDjUwgRaUSCdRSG1XTc+dimem0n2YFACAy4QWcoXzriWEZPU8d9kl842X22aUxGmb7I37dC4zOvDd0Mz1ISQygCi4+Up7yzmzTeNipvqsEnCxTdQ1NnGpUXHboqm10fzJCXMDmak+DA6VHkwGAMgumtW1tvhZgZoam7rGxuBQI8f5iUoMa6VpHs0vVZXt2hr5KkEq+GOIcvPV9sAEuudHBAC4urotIIY2aocXk//Jzq7GfdoxP4Sfny+n+ZGmFcUmzA4EECjvWdtvWhR3LKZWp1HqCu3vGznWL2ayP2eMz/YftgX/PH3UoaAJq4ZiO6n9h8Ykc3lGsaZW1/Fs0Yp6rl+E18/NpnGfHCkZ9jnnwccdbhtMmBMoPWeKHMXQCx2L7iXjdfHOz5VRGaT2m5aUpUHDvwznF+g6n9inFnS/3g4dUpzRPPdyAtYf0XHfemG+bEp+9K0NChIVrGzk1nyjadijTVkSnLmeRWdSLO2ujge2J790Ro33a7tmXVrbPfiDCCxMbZ5WFOMJ7QAAg/gP+bzx/qAX/os+vH8dnt2C/473QKVSHTp0KCcnJz09fePGjbNnz7apkcPxguSFQT6hVKPYMfDdMEOzM3F+kH8U1WQyvfrqq6mpqS+P+rDynY7lT1OwdMfehRSlC5fVpQTEdMebay+0MVPo2Vu7C7CWdteV5fKO+9aMDSFjf4rEOoKsKvfRLBGA0KFDZl9IiJsRUPmeUlVlm3Mh3pPSmeWu0jGScb9Gej7TZrmrZLDIE4EAANVfqs1y16SDPalGxUYlxYfkCUsAAL3AcWqcdND7oY9/6spcz8reysHOvPortfSMcXJejKdOjrrB/oBGxAGDkukkCjBLXQwO1WFAgpLoMVP8sz/jdMcYCKRnjY++7zRJnW47XNGQ4h/VE2svLpRxhjHw7UMuC1qYLJx/KxFfHIYILM4QTToQhX1HnEb01FhJxius+OcDS0dJ1ohTaYHEoFX5rpJEIY35sfvSbGr30SwRllX3fgp43H5TAd1Aeta4it+TMeMBUXAkSTCrLF5+1dx6wTT/eiLwznUb92vbrltmlBBz2arPVLIrZh8Wpd9LLO6yPuqBZyZLB74TljiXGLkb9mqVlVb8wAUAoOM5rr3QZm5zIXYYPcE/aoJ/aH+fkCxfzSNb7TeahZVJ+JWf/t6lrrZNzo22KN2mFqdR6jKInU93dvpF0CxKF5VBZqX7+EdTzXKXTYP0W8cEAKBuYNe4rR3uthtmhxZNmBuYuT4kbkZA98VCcOOV9uZivdsOSVTS0I/DkhYESctMwiI9iUJKWRoUOy0gbADj2MDm6UdjI0b3hASXBT0cL1hWlxIQSwMAdD21yy6b677XuO0wbTUz/UVW+AgGAOBof9HEvVGRY7o31PEdZyZJ10hSPaMKm8Z9rL9o5qk4z85rvlYLjugnHYw+O72FyiAP2BQ67HOO6ISh9h8aAEHcjICoCf5BifTmEr3sojllaXDbdbOqyhY/K7BNJbt9/8bgfwRu2rQJYEO3rOa1rWmeVrcHn6oMIif+gSIOWDZVGj3RX3HHqnlk6/9miKDQMOtMHCeb8fALdetF04JbiZ7sXHbZfP/jjnnXEqu/VItOGIZ/wbm/RbWK31OX4uXpar/VzDodhzjguedbh38VXrNd7dAhq4Tc+x+pDBLn82XxBEVSlxl9+ltXzXZN3Az/GSfiyFQSAKBhj7a5xLDgZvcL6TSipaPEAzaGEmRcPfiv+PD+5fi7Jp//c/AffhNqa2vXr18fFha2fv36xsZG/L8Exfrd9IbaHeriTCEvn9h8ZdHZPOYkGO597EXi7Wqw54Xz8OJHmFyUosJyYUFrIVfgsaaxadz7gxsPspq6NZtQeGej4tjAZsw53GFAjg5oJjTbXF4mw0vAOwxILpuHZzBZFK4DrCaPoTqGS0tltd9pIIQWpeviotaj/Zs7n9pkl02HYvgEFzYIIeJEd9Mac0B9UZrw6hr5qfHi3o1MGNpumA+wms5MlORyeFWfqzBpBdkV05EUAb5PA0JY/ZWqNx+YX6A7PcmLImSUOvKj+WenSfHX6AHWrUS4tNrvNFhXyb3NHYR+DDwMYsduesPjX4hKW3g83Ka6ukaWyybaDWGw69wHmE0E/ZDG/dojyQKrysU7pMM3t+CBp0njYelwHWA2Yc05iBMVFOmODxMdiuVfWNhanNlMsCJGnChBcQxi/C9mE54NBCF8/GsndqvNbU75dbOgSFf3swZzMbq3ueP+lo7Hv3YKi/Vd9bYHn3YU9RN6TJBQBF5eJssh1e8C9btpDQ+/VuVH8nfTGm6/1U6Qc2rK0xLamSCEFZsUBD8J0QlD6VhJzTfqQq6gOKv58a+dVV94dQ1ATE3Fm1/WesmUy+EpKiwoAis2KY4NalbctewLaDwYwsuL5O3xbcwhNRxgNRH6u9x2NC+Cp22yQwgdevfjnzUFCfxd1PqZiSvXrFljsVgghBcXt+Lbftw2tJArwHPCr66VX1oiu/u+chel4c4mRVE/Id434vy8Vq9uNBQWcrvdHdQ11pKhorxw/vWX2vDU9KY87b6Axn1+jaXjJLlhvNxwnvi0oWya9ML81j6peRgMYsfZ56Qlg5sxIQ4UgaVjxJiyXlej/cRwUZ8tAx78h394/z14dgv+Q98DBEHOnj07derUxMTEHTt2eIy+CTg/t3VfQGPNN5pcdk8LIMT6TF5qw/vL2jrdB8Oa8D2yFxa04qMminR7kWJ/ik8b8qN4Fe8qsBDV1WDb49NwgNm0L6Cxcb/WaUZqv1UXJAj4h3Wnxkkq3vWKKO13zAXxfDyxuXq7mvBxr9ikIGylfmTLj/baindIdzCUty+o0SO1g4fDgFx/uS0H1OeA+j2+DaXjxWefkxICKoRQ9dCay+Fhe9AJHTc3tB8Mabr1pqIwVUBodLGqXAfDmghRDXWjhWlCQs80hFBabswh1Ssq+6Ac9xli3Xb0cJJAUmYkPAUCWi4Y9wU0Ps35ZwHYJHPuptX31sj04OJiL7JrywVjXmR3tHYYkAPMJkJDCAaMst6n2NapcRLJGcOT3zoPxfDPTJZIy40oAhEXmsvmeWwuPbjxahvBBwlCeG5OC0Gly651HwxpIshW8w7pTo4S9yaNC4/p88J5115se/yz5nCyIAfU55Aackj1BQn8EyPFwqP6KyvlFxe1EjZE3WhRupDAiNYJ7HkRPDz3GNPnMsmcEIXtt81X18j3BzftoTdIzhg9O+x4YD2cKCDYQ8mvmQ6wmvLCeUezmq+tke8LaNwX2Lib2lA6VpIXzuMV6K6ulp+b3UKQDa/6XIVXJUMRWDK4+WBY0zexZ8clzmpsbFRUEBuj226YD8Xw1bVWpwm5vEx2cpT4zluK3ZSGW2+2F8QRpb8xAVr87+jR9xqPTCzqRh9+qdpDbyhKF979UHlvc0fFu4r8aP6ZyZKb69v5R3RXVsmvvSC/skp+ZaWcMLrqE4IiXWGq8OQosfCoXlisPxjSdPcDRS6b17C3q0/5cQ/+Mz+8/2Y8Y0H/x8FgMOzcuTMpKem7775bv369UCjcvHlzSEjfZZzJedFUBqlhT1fkOL+LC2U2jRsA4LailxbLTS3O8Tk9Qlc1X6u5y5mesqe62qausWW93sOCadynRZxo1uvdB0qaH7S8ntv5yJ7L5uWF844PEQcm0JwmBKKQf1hXECvoqneQSPD6ujYSlTTq254yMuqGd95Ujv010lMEcxrRp791ZX/WwzS2qtyCI/ohH3n581R9psrewsYTW9LWMAPiaIwQSs12jbXDjV+5+ZihOKOZRAZT8qIBCSB2qKywdtXbLy6SIfY/6loQ8PJ0555vnZwbjRF5mFz6xL1RKxq56gcWU4ur7YbZoe/h4j74TNVvHQtzkvFAdNzIYFM80ksetF0zx88MvP6i3K71slqya5GmA9res8IUH9LIb8Jvv67APwUCIALvb1Zlf8p++puWwLXGQ37VTPMn92a1eJC2huXhQuv4jhvr2meWxmHXRQ8iR03wl54l6lsBAPwiqMw0H4U3eRgAAFHgH029urpNfsU8qyxu3vXEhNmBJDIgU0nxzwdKThsJ66euYDYfJTKxszaENO7X4pf4sCjpL7LqfurEL0xbw6T4kPBSShi4y4KXPU4JSfep2qYxSZwUOglAGDXOf3pR7OL7SdzlwZPzo20apH6Xl1YUiULKer2Hw4yBmerD5PrILvdQvil0UvLiIEGhHpBA1Hj/qYdjXmhNZWX4VLyjOBTDv/O2sv2WJSTDJyCGJj7RfbFuG9p63sTL01PopOjJ/sGpdDKDDEgklxkNSqbTA8lLH6Wkr2VOzo8GJHD7TYXXrXgtpPmowfPikcggeyuH1c939oejVxi27x98/8bNG7QgiuyyF71/1HfhZdNbjiQI9M0OAEFziSFxfqDomHHKoRg8gwEAENrfN3KMH/6q+61jSc4YMdo5iUIa9jknZlpAzJQA31CKD4vsG0qdfT5+3vXEifuifJgU1QMrK91Hx3NMOhiFtyn7M6SuZK7kcQe9FyYo1D/N6aIzKXqha+mj5MwNIeB/3vr/dTwLwP9BaG5u3rRpU2Ji4t27d0tKSiorK5csWUKl/ul3FgDgG0oZ91sULZBi70RIFFLJYFHtt5ozk6W0IPLsiwmeSURtg735mGH4Fz0h8OGX6qFb2B7dR2uH++EX6sl5MfifnFXp1vEdyYuDIEKaWhQ7cFMYxYeM2IBB5Fr6MClyjN/kvJgXWtOpfqTj2WKPkmL9713+0VRMERPD09+74p4LwJOKn+7sSlkejOeVKCut2iZHP28+kbBQT/MjrW5OjRzrdzxbrLjTHRt4ebqHn6ueOxk7aX90+jrW1MOxgAQABFalW37FfHqyVMdzyK+aT0+QNu7Xzr2SQGAkqWtstk5keX2K2wKL+zU35eoABNoGe8tZE8GzD6Kg5hv1sM+9mpQAADaNW3BEP/lgdNL8oGur2/DB8unOrqRFQQR6M4aYSf42tYs92Lf3v/64Lr1vKGXIx2x6MFl2qY8YCQCwdyIPPlVlbw3n5fbdbgQAiJ8ZoOM5jFKnXYucn9M64pvwiFE986B9NgthSFoYJC71CqiaR7bSUWKD2Emigpmn49hDGPj/cpcF47toMERN8LdpEG2jA78w7rkAq9Ld+cRLwHLwh2GCw3qbumdoRSKDybnRj77r1PG8NgcA1O/uuv9ph8uIQAgQJxz6GWfB7UTPFCyFThq3M/LRDk3P8AsAAEDaWqbsshl/CABA6qpgYZGesBompoiBHkwZuT3cL4K28E6SfxT1/ieq/Ei+Xui4vq7t+FDx8WxxfgT/0Q+d7KG+q0Wp04tjJ+yKajlrcFsQ3xBKwuzA58/FY613ZCppenGstMykF/Rcjl8kNX5mIKZ5iSFhTqCh2RE3PWC9YtCMD4dKvqYpm7ruvKlou2HR1Nq0DXb+IZ2wyABdIGSAb/zMQFaGD4NDlV02o2704iLZ6QlSVZUNfznZWzl1P3Z2E9EB8A2jxM8M5OMucNS34eKThqzXQ4dsZmd/ysYIj2a56+Yr7ZFj/Kq3a547GdubjvdnIJFB8uKg2efiF91NWiNOnVUW92dDzGcg4u9Owf9+/O03AUXRq1evzp49GxOxam//ZxMnfeLSElnl+4qnOV2lYyR57Kaab9RexZ9e6lTqGmtBHB9fra14V1Gxyatqitn5CYv1EEJ1rfVwkuDuB0qdwL4/qHEXueHUeAn+EM3H9Ydi+OfntjTu1+I1LyE2+8vB2cVD6NC7D4Y2EYzWT02Q8A97CQy5bWhBPN/jjie7bMqL4D3+tVNTZ8M7PmG4t1mZQ67PIdXvptbngIbdtIaTI8QeEyc8DBJHXjjPM6GoqbOdHCU+OVpcOlaMlw3CwC/QlY4hmvxACO9+oMTmt1A3WjZN6tFAcBiQg2FN+IvFo/J95fm5LcVZzX2qdmB+jpjQFf+IjiAH4cHlZbJ7H3cgLpQggULA7TfbH36pOj1Jcu9jonOR04TsD27q7bIAMTF9Dg8rtLrtaOV7yrwIHi9fC1F4fJiodx0ecaF54bze4iR3P1AS5lkhhA+/VBHMuyCEt15vJ2hVQgjr93QdG9iMmR1BCB0G5MQIcQ6pfhe5YRelIQfU72U09Wk7Uf58i0fIwgOCixGE0K517w8m1uEL03qmmSGEqBs9FMvH/PsghBCFBomjfGbL5aUydY0VL2DptqEl2aJd1IY9Pg013/YhBVr9tfraC17zL+13zATNssr3eu5Ye3v7VO7CX8jVR/o3lQwVFfUTXljYKjyqx2RJuuptuWG8ff6NxZlCY4vTZUWrt6tzObz7H3fU/agRnzJgv75zs71q/u23zUXpQvxv9toLcryODeJET44Sn5/bsotS/2eWHv9a/O0f3v8EPMuA/06Yzeb9+/dnZWVt3rx5zpw5Uql0x44dUVF9m67/E0zYHdV81BCa5bOwMjF1LUtQqNfhRty8fJ3bimL+2xiqvlAP+YTt6QS1qtyCAv3gD3uqpogdls9sGfhOKHdFMACAPYSxpDq5q95+5y3lwookMhUoKiy33+oprKUsCV7dnMrK8L39ertfJEUvdHqSwt7pb/1ubfysQHznbsd9q1nuSl3pRc2t390VNojhYaLGTg9Y/CCZl6c9PV4y9pcIZppXg+yoHRHpq5kkAFA3CQCIuqCq2gZRSNDHsKndFxfKhnzC9li+hw3yXViZxEqnqx7YUCfEqzS4bWjVVhXmco+HVenm5emGbuEAAEgU0tQjMU0HdfIrZgDA052d8bMC8Rfbs1WHm5+vm7A7yodJFhb3kbzW/dgZPSmAk80AAKQsDdY2OfA2BhhaL5pUD23Zn7HJVNI/0dwAAKStYT35pZPqRx75TTjhX7QAcuxUf8kZYukYABCYQA9KorffsGibHCdHiM1y14pGbvqLLEACyQv7UOQgU0nJi4NEx3spcqxkCgr1wJvimvEyS1RicJm9autDNrMb92sJGWrWayFxMwNPT5Sa21xPfu7KZfNUVdagRDqJBiACM15hLXucdG9zh0HsJBx32FZO7Y5OgudE5oaQxv06fJXCh0WJmexPKJ6nrQrG308ShdRvHatx/x95KgkEJdKnFcUoKi0OPeLp40Kc8NISWddTO0QgiQxq/6EmVLwBAP3fCmk5bzK19Jxt1Fh/xAHVNT1pa7+XWLxD+mZB86ZNm/r37x8ymGp67lEzvznoS9HKJu7M0jju8mBaANmuRS7Ml0EAfViUFU+4qirr8SEiXq6O6k9uvWQ2t7n4h3RlU1qODxH5RdIa9/Yk2VHj/UlUkqeGBAAY/mV44z6t5JQRAABRcOPldrvWLb9uzlwf0u8lr0LUM/yF+LtHAH8//pabIJFINm/eHBYWNnv27KtXr/4Ldlhm3B/ciMkQNuVqc9k8LHk1tjjzIrxkJnunv5XvK++87ZX+Pvpec2E+kSuLutGrq2T7AhqvrGrbRa7fRaq/sqYNS6RQNyq7asoL50nPGDCWbEE8/+GXKmWlhUDWdVmRvAgeJufrwfl5rQTDPrvOncvh9RY7vDC/pTBNcGK4CC9vCSE0yZ2nxknyo3g5pPqCOP5ev4a9jMYcUn1xRrPHTs4gcRRyBb1dBExyZy6H11JuPDlaXD6rxZMaVm9XX1rah1H5nbcVHlF7DG03zYdi+HqJI5dNTM17ttrYvZWiwlKQICBwnTDHRrzwb/VXqpsbvPJFpxkpSBB4VJS7Gu350fw/o8kIinR7aPXyXjkrBuExffnMPlwWIISPf+ksHSvOZfOa8rzSIGOL05Mc49HbcxBDcYbQU73w4NISWW9rirsfKPFO0hgcBqR0vBirauSA+msvtmFG97ff6H5RH/+sOTVB0ruWUDZV2ltXvGRws+yql6inuNRwZoq0jwvEEaYsStfB0CYC/b71kik/ind1rdwkd7od6OmJkt30+hxQf3Wt3K5z65sdmEsu4QTub+kg2EFWf6XCk4QrKiq+Dbk0InDmxo0bW1q6H03B8EeLgt7ZvHkzgiAQQsSFnp4kzY/g7fNvbL9pPjao+fgwESZW6jQjR1IEmNAmikD5dfPVNfJd5PqbG9o9fPgnOzvxFoQQQk2dLT+KV71dXTpWksvhHU4SFKYJ3L2EJ/8iPIs+8BkLGv7b34Oampo1a9aEhITgf2n/EpyaINnr14jp7qprrcWZwtMTJHnhTYT2ifLnW/DOuFjPDJ5Iaet09w4kiBN98FlHXgTvyirZXkbjAVZTDqjfTW84wGw8O0N6gNl0dEAz3pBAU2e7/ZZiD73hcJKAX6DzNDM8/b3TY7uLQdtkz4vgEbod7m/pIPSBQAjbb5kPJwncdrR6u/pQLN8zqjC3u/KjeLXfqlEEybTnpgAAIABJREFUXlzcmkOqL0wT7qbVF8QLdpHq9wU0mtpcrRdN+dH8Pnx5UVg2XVq9XQ0hRFxoxbuKw0kCTZ3N0uE6GOYVETGYZM6DoX0YIlW+pyxKE954hXjOGCwK18GwHqOCsqlSrFvDgxuvtt390CuoW9UuglfP3Q+VV9d4VTJLhogI+vsYNI9tuRzerdfaCQMFD1wW5ACzyVPj9cBtQ6+skO2i1PeUXnE4MVKMORx7AYUFCX34H9T9qOnd1KR+ZDsUwycw1Z1GJD+a360XjcL2O+arq+W7qQ05pPpdtIYcUL/bp2Gff2MOqMd8dboPi8CTo8WE2wghFJcaCLLSEMLHP2sIMd5tRw+GEunopWPFBGJ8xbtErj6E0GlCHnzWsZfRmAPqd5MbckD99Zd6dm5WuA4nCh5uUzce1IpLDW03zXqRw6J0HWA14aWtTXLnwbAmtx212WxZWVkDBgzYt+7M6ale8x3GFueB0Mblg1+fPHlyR0fHjZfb9jMb9/g2PNymwtx/8SVlcamB4EZ15y1FcVZzLpv38EuVXeu269wHWE2EkWtXve1wIj8vgnfn7fY8Dq9PH4u/CM8CMHxWgv63wel0njhxYuTIkStWrBg6dKhMJtu5c2d8fPy/8BCzz8f7MCnls1rvvt+hrLSmv8hU1djcVtj52O7hgLReMOn5DnyJqe7HTu6KYDyRsma7OmVpEL7Gi7ph2dQWTa19WV3KtMLY+bcSaf5kvyga6oRkOillWfAqIXf5k5TEeT3Eq7BBvqH9fUIH+o7+Iby5xFAQK6h8T9n52Fb7rWbY515Ep7ofOvu/GYpnfDgNSOM+rUcepBsQ3NvcMeJrDsWHlP0pe+wvkWdntCjuWAAEN19pz9wQMuRjNokMnjsRN3QzWy90UBhkc5uTzCC7rWhBDP/iYjl3WXDqaqIv79OcLqcBGbI5DABAppLG/hw58h/hZ6e3XFvTlv4CKyiJWEyu/lqduSGEwSEy4wa+G6oXOUIHMEBfqP5KnfESyy+8e6uR34ZXf6XxcGS0TQ5pmQmvBwIAYLCp8TMDPcwgbYNdcFjvUfbAkLaG2Vtl2mlALi2Sjf89csCmUOFRPUT60Dqg+pFjpwUQqtCWdlfpWAmEIGKkv6nV1Xur1BXBvenNgAS4y4mcJgBA+jpWS7nJ3ulFEWcP9g3t74unOwEAaIHk7M/Crq6U33xVcThecGlpm/Co3odF8eNQgxLomW+EkqkklwV9rjQ+49We95ZEBmN+iqj7oZNAF4+fHajjOQwir+o0dzlTcsboueEAAIoPKWl+EIFBlr6WRajqD/mILTisJzDwaQFk7rLgwHha4uwgFMK4mQGTc6O1TY7qr9SlYyTF6UKIgsc/a5QVVkGh/uEX6rLJ0uKMZjKVdOPldk8hOiCGFjaQIT1r9PX1LS4ufvLkyct75xr4rs7HPfMOgfG050riZmo3zep6b29sNa9AR6aS/SJotTs0YQN8khYE4WnGCXMDjVIn3px44HuhNpV73s1EU6urkCus/UYTPzOgZnu3vDZEAb9Af+75Vs4wv1V8bucTx8D3Qj1+4c/w78GzAPyXQ6VSffHFF0lJSfv37//0008FAsGmTZv8/fvQZvtfguZPnn40hkIDVD+yQexUVdkW30taI0nzi6Senig9M0nauF93+3XFhD1RHuFim9rNy9MN+bjn02+UOAWFegLv9/HPXRRf0uzz8RhvOXw4Y/GDpIAoKj2AZNcgdT93UXyIL5JZ7qr6TD0lPyZ5YfDs8/FLH6VQGeTScVJAIuFV+C3tLmmZMesNryarhr3a+FmBBCKx+JQRdULu8u4ImrwoaPrR2EtL5LdeU9h1CJ69PPLb8OytbLcZZQ/yRWwoiUwiUQBiRaRlxoI4waPverTpxaXGRzs00wpjMSkfDNxlwSO+5rTfsPTWt8IiZW+RagDAk1+7khcF1X6jtijchH/phQ7RScNgXM8VJ5vBGerrmV+891HH0C1sHxZR96r/myH1u7ogCiAKbm5QjNgeTgj8qSuDpWdNLotXCLr1uiLuuYCUpcGsdB//SFr7bSvoCylLg8UnesKP5pHt5CgJd1nw9KOxqSuDRX3RpLnLg6VnTfgwhqHfOib/sB51e0V63xBK0vwgXj5xfJC9lV27Q+OyoKqHtvpd2mtr24pShQ8+UbvtqLTc6DSjND9SQByNTAPcFUwyFUhPGdxWNDCWausgjgkiRvr5sCgEujiFTkpdFcw/5HVcv0gqewij9YKX2wR3JbPZezI+ZWlQ2zUz/gn6RVDT1jJrvul5ZyAKmg7ozkxpyXiF2XLB5BtG5S5hnpkkPTtN6jKhI77ivKTut1aaysrwjZsRMPNU3ILbiWtb01bxuZkbWMoK68mRkhPDxU9/77J3If3WMXl5OgBA//79sTMfsCm07gevFqyYKQGLq5LDLdwITnQzucqudaFOdPrRWL9oWtm0FnwLHJlKylwf0rC7ZwY6KJEeOsBX22CfnBu99FEKmU7SNtgb9+lKBomK0poPhvB4ubrpJbEzSmLrfuoiUUDv3rln+KvxTAzsL1REq6ur27t376lTp1JTU5VK5dmzZ7Oysv6KA+FR+w9NyznT/FuJeHsA1AWlZab7H3eY5a7Qgb6x0wJipwVEjvG791EHgGDsrz3twldWykMyffGytwaR8+Qo8ZKHyXh3IACA24peXCSTX7FAANhDGQtvJ3iyWE2d/dIi2YCNoQPf6ekzxpSfB3/MFhToqH7k7M84iXMCuyUbcfZEiAMeSRLMveylCYy64dFM0ficyNhpXu5AohLjlZXy0d+H9w6Kt99QNuzpCu3vS6GTMjaEVLytRBxocCKNHkwJGeA7aX+04o7l2pq22RfiCa01TiN6bKBo5Pbw2h2a+OcCRn8f4ckzyqZIkxYG93+T2JON2U4sf8ptOqhVVlrnXk7ApyaXFss4w/2GfOR1htoG+9kZLaubU9XVtuvr2lfyuAR3BAzHh4pHfhNukjkFh/ULK5J6N1ZemC9LnBvoKWnU79I27tcufpCEPYu6Hzv1AsekA9HEzQBwW9FDMYKVPK5fOLWl3HTjlfaJe6OSFgQBAGxqd1Fa84vtab3NBs5Ob8lcH5K8OIiwvHS0ZOgWogC1utp2ebl8dXMqiQwQO9Q8sqmqrJrHdskpI+KEoVm+nGwGZzjDN5TycJu664mdRCaRfUgkCKMm+A/bFn7u+VbEgiIudOapeFaGT+lo8RpxGj3I65T4h3SCI/rBH7H1Qoeh2Wlud9lUbrPcZW53e9ak0Em+YRSIktwWJG0NMzCRHpxMD83y9QmhHI4XzLmUEJKJMxTZqKQFejHX7J3I8WHiMT9EJC8Oar1oevCJiupHHvwx59L8FggAPYjstsEhH4UN+5yDN8Bov2W5+Wr7KkGqhwaIumFBnGDe1QSLws0v0LeeN0VP9m+/bllSkxSc8oefmBE9kixYWp3soSjKr5gr3++IGMEI7e9T+V6HmdZVPW3PwcJ9wUHBle8rtY2OuZcTPAe1adzF/ZrXiFM9/Yei44aGvdr5N3o8Eu591NH11D5uZ6RPCAWTiVXctlxZKV9a04dfwl+KZ1KU4FkG/FcARdHy8vJp06YtWrQoKSlJIBDcvXv3q6++mjhx4sGDB//qow/9hO0bRrn/cQd+IZlGCoiluW3oC/K0MT9EkEjg/scduWH8hl1a31Cqjt9doNYLHW3XLQM39URNAMHt1xXZW9iE6Kuqsl1ZIVfX2IK5dIBCTbW1ZJBI12g3Spz8Q7ryGS2jv4/AR18AwIPP1JmvhQz5MGz5U+7Qj9nV21Qlg8W8fB2efQ0AEBzWhw1m4KMvAICXpwuMoxGiLwDgaU7nsM/ZT3/rIlBP229ZxCcNw7ZytE0Oi8Ilv2R6SZ3mH0k1tro1T+3Ke9aCeMGlxfLU1Uy3jfgJqHxXGTcjIHVV8ILbicq71pvr27EqruiEwd6FZL3WB0H0/hZV1msh/lHUoVvYDh3SdLAn/VJV2VRVtgFvE2N2SJZv5Bj/+hzt3Q86Rn0X3mf0BQAM3BT66DtN1Vb1xL1RfcoaZLzC8hxOU2ev/lI9s7THZ5C7PFhy2og3kvOA6kdOnBvYfMzAy9fdeq199vl4LPoCABgcavgIRp9iHdwVfVSbAQD91rGwZA4PZpoPiQIuL5GVjpYcDOVVbFIaJK7oCf5TcqN9mZS5lxPS1jBFJYbLS+VuM1x0Lzl5SRBiQxEnYKb6nJshdWrdZBpcUc9NnBfI5NLjZgRiVnoQBZpaW90Pnefntt7/RNV+y1LztVrHdwQl0dNWMUd9FzH3akJIls+k/dFrxKlrxKnLnqTMKIkb/V24rROBEHbctVZtVRWlCfMj+IAErr0ob9ijlV8zm2QuAMGATaFNB3SYLSYGOpM86tuIay+0FaU1332/Y9g2znOlsRcXtEAAghPpU/Ji5l5KaMrVddzzqjRET/T3YVLkV3tybjKVlLaKKSg0xE4LmFYYs7YlNX5mINWfVDJIfPOVdmGx3tLuogeRs14LqXyvw6JwS8uMZVNb7mxUDt/GSVvLqny3wy+c+rpsWFRS+PDhw+sb6kd/F6EXOjse9ByXwabGTgvAV9GTFgTpBQ6PxyUAYNhWTle9vf2WBYu+VqX7yqq2qYdj/s3R9xkwPBuD/CsHYkajMT8//5dffgkLC9u4cePKlSvxMhp8Pn/x4sUen6J/yRH7hEOHnBwhHvopO/2F7mghOW28/aZiQk4U3tPmxsvt9k43I5wqv2wmUUmJ8wINzU7OUAbeHJeXr2vcq110Lwkv0GGUOk+OlIz4mpO2mkn1I9dsV1dtVZNIgEwn+0VSfUMpUw9FEyKo6qHtwrzWVYLUngwGgvJZLeqHNs4wxthfIzHzA4jA4n7Nk3Kjo8b1lOghAovSmqcejsGr6gMAWi+Y7m1WLX+SYmpxnpkkHfYFB0sEMaH86Udjoyf5q6ps5c+1OI1o1ES/jJdYmPmaQ48CACg0UtgQhrnNFTbQd8TXHCwPlpw23vuwY9njFEwK321FLyyQ+bIoE/ZGlQwUTSuKjRxLfHDqGtuF+bJVfC62ibbRcWaSdFldMjatfnqiNG0NM+PlPsK2Xug4MVzMTPFZUp38Z5pBiBMeZDalrmL2mcViN+dIknDW2fjgJPrxbPHwrzgEo4WyKdKs10N756wAgLbr5uvr2kkU0txL8YS2LsERveiE4fmzRI6Cy4wWxAlWNhHNeZxG9HC8YJWQy2BTdXyHtMwou2RW19qCk+g2jXt6cSxnOMMzLLCq3FdWyjsf2QNiaIgTJs4Lip7od+ctpcOADNvK7nzqFBToAIRJ84OmHYv1FHLU1baz06VxzwXKr5r9wqnRkwOiJ/qHD2fU53RBCAjOUU9/79I8sk/J97pplxbL4mf1VAusHW7pGcODz9TJi4L1Qoe+2Wlp96pypywNVlfbLApXYAKdyaUr7li4K5nBybR7H6kBhEM+ChuxPRzLepuPGZ780rn4gddzbNynlV8zP3cizrNEx3OUTWt5oTXV82vS8R2nJ0iyt7Dbb1uVlVaHDvEJoTh0CMWXFDXWP3F+YL+XWFa1+0iCgOpLXtuahs1TFBYWvvPOO999990I14LW86bny3sek/ya+f5m1dLaZM+S+5+oUCfEF5kMIuf5ua1R4/yp/mRRiX7A26H4Sah/G55lwAA846H9i8h4QqFw48aNLBZryZIl9+/f/7PVjEbjsmXLBg8eLJP10d/yL4SWZ9/n11iUIazdob66Vl7IFXSzTD1n0uLF5tU8tlW+p9hFaSiIF9R8o8aMBBAnWpAg6HjgJXeMuNCTo8RPdnppVjTl63JA/W5K/fFhIoINAITQonAVxPHFp7xU6Y2tzoMhTeZ25+NfO3PZvPtbOtx2tLlEf3I0UfhCeEzfW1IforBkcA/vWid0HIrhCwp1EMJrL7ZVvt/D/nUakdOTpbvIDQUJgiNJwhxSfVGGcBelPjesqShDWJAg2B/ctIfRcHGJjHdIl8vh4dUYIIRuG3puTkthmvDKqj6MCiCEp8ZJCE4YD7epyp9vgRBKzxqLM4R/1inkNCP7/BtvvPrPdFdaL5kOhjRdW9f3oTE82Kqq2KS4ukZ+c30fu+If0ZXP6pts/+DTjt20Bk9fE+HcDjCb+jS3uPFKW+2OPmSoz89vLZsqKUwTHorl335L0XLB6LIiEIUlQ0Ti0u7HpLhjKckW5YD6XeT63ZSGU+MkZyZJLixoPZIsuLxcdn5ui/Cofq9vQw6or3y3+wm67aj4lOHi4tb9wU154bxLy2QE6nJ3O5Z3PxLWQUTo9RKdNJRNlRJO++iAZsIdUFRYMJcOm8atFzk8jUnmNue9D5S7yPU5oL7tuvdNQ+HxYSLhMT1+mcOAHGA1ebrgMBzPFhEaokrHij2vMeJELUqX8p41l8NrPq5321BFpWUvo3EXuf7YEJHwqB51oVqeve2m+eYPjfNiXn1jxid5kU1eIvAILIjjax73kJkNEkcum0doLnLo3ddfajucyL+45K/9EP0TPIs+8BkL+n8JCOG1a9fmzJkzfvx4BoNRX19//PjxkSNH/tn6gYGBx44de/vtt4OD+/CD+xeCle4ztSjGpnZrG+0+TMrSuhS8GCGAoPJdZf83Qz2knrCBvqgLDH4/dGZprEnmOprVfHmpvOpzFZNLxwzaPKjaqvYNpQx426u83O9F5vSjMSgCNLX20tEivK4CYocXFsoyN4R4KpwYar/RZG4I8Y+iDdwUurw+Rcd3HB8ievCpCj/9jKHu+06MpYyH6ISBTCclzu3eJ5NLn3sl4e6HHTXfqNtvmIfjknhaIHn+9YQRX4db5C5zu2vwh2wyhTStKNZpQE1SZ8Z61vLHySO3R8gumm+81OY0obdea7+6Sq6s7K7sUXxJA94KNbW6UAfaW59ZdMLgsqBpa70S3CGfsE2tLkGhvvJd5didkX8mqFv7D03s1ABpmRHziu8NtxW9/YZiwv4o6WmTVUXkdnmQ+SqrKVenrrGN/aUP/+DkRUGqKqtZ7s1gguDu+x2tF0xZG1ht14nizwAAmj85bkaA6GQfVKyMV0J4uTqPyAbqgqLjhrIpUuUdi6rKPvVQ9AutaeN/j4yfGUhlkAEJjPiac/+Tjtp/qAvTmstntTi63MvqkjdYMpMWBCoqLB0PreHDGRP3RrXfMNs1yPUX2yAKxv8WLS03Ku9b77ylOBTDf/p7V9yMwLXS1OdK47qe2AkyhyEZPn4ciuK211X4RVBDMnzbrnmxrhKeD1TX2ggsuf5vhtTneM1fRI71C83yfbRD4xtGCU6me2Z2m3L1dT91QhTETPIPH+ldCCGB0d9HVH2qQpw9KR09iJw4L4hA+U5bQ5RPydwQ8vS3bglrMo3kF0GNGMWYejimYbc2L4JfNqXFbUfDsxnJCwLvfqDMC+efn936cJvaVRf06vBPYqsnGlWWs3MkD7aoNLU2AACJTJTVDEqkc4YzmnK9JggoPmSnEeFk+804RrStfIZ/J54F4P+fwESs+vfv/9FHH82ZM0cikezYsSM6uu86IQHr1q0LCuqjJPivRdL8oBFfh3fcsw3dwqb5ez3oJzu7zG0uPHPY3okIi/UDNoWxhzIm7o1a25IWPd7v8c9dVqUbL1uvuG0RFumn5McQSqayS+amg3oKgwRRqOO5ijJFmJavQ4dce6EtOIlO6LHR8R3iU4ZBf7Au/cKpM0vjYmcEmlpdmlobnk8rv2pGnDB+lhe7B3XDqs/VI78Jx58Gq5/P82fjH27TpL/A8nipepC5nuUTSgEkKCzUByfTRccMy+u5ZBrp4Va1ssJC8ydDFCWRSKxUug+TqnpoOzVBksfhPdiq6nxiv/5S+8zSWFsXcvsNBV7dyWlA7n3QMfaXCILeFoVOmnww+vbrClY/n9ipxHlrDAaRs+mAbsKeqLjnAp7+3tXnOlVb1ZFj/FIWBScvDmraT9RX8sBlRlEnTHuB1ZszBQCgMsjJi7wmbiEKbr+pUN61zLuemLkhRFjUd6tS6iqmsLCP6d7wEQyKL1lxx+LQITXfaA4nChv2aLNeD31RmR4+gqHjOzwPxaFDbrzU/vALtVHikl22BCfREmYHrhKmMtjUik0K8SljaJYvYocd923n5rXaDaiq2uYbSl36KBlFUUuH+9J8mV8kbWltyvwbiRmvsHxYlMgxfhAFqoc2wilxVzJ7i4slLwkSnfDqs6L4khLmBBL0vFJXMRWVFkLb1ficyPpdWo8eNUTBxYXyh9tUEIJph2MD4minxkoI6l3RE/0D4mgEda2MV1iEyMddEdxy1oSXA+MuDza3u+XeY4W4GQHzbyYmzApAnGjC7EBGJK0pV5+1IWRhRdJqUeqCW4nTimKeL038uGs6Y/ej362vCQSCKyvkR/uLnuzsSloQJCzS4+XARn8fUf2V2nPCBpGzdLSYTCNNPRJDehYB/lY8u/3/x1AoFNu2bUtMTCwvL//1118fPXq0fv16BqPvBtC/F1mvhaSuYp57vtVp6GlXUD20PdqhmVESiyf+1GxXc1cwMQV5AAAtkOzDpoYPYwz9lH33PWXZFKnmkQ0AcG9zx5ifIgju3F1P7dfWtmWuZ72s6TetOAaQgKPTfbS/6Oz0liNJQiqDNDk3Gh8pURe8trZt5PZwj54fAABA0H7DPOlgtKLSWjalxZOm1H3fOeTDMEK8FxbqA6KpMVOIsU1xxxI+jNGwT4sX+cN2fn1dW8bLrHXK9OAUmuSssf2m5dYb7eNyomiB5Ktr2++8pYidErCKz0URkDA7YHVz6jp5esQo/ye/dJ7IFvuFU0MH+M4+F69ttFe8o/TsteKdjvjnA6PG99FR5hdJRRFI+nM7mIp3lEM2h/lFUodt5Tz9rat3EqyqsgmL9NjU3eAPwup3awk2AxgQO7yyQp7xKqv1XB/SkhjS1zF5+d3CkBAFtza0axsc864m+rAoIVm+jHAqfozlQdzMAFOrC99X6gF3RfDtt5SFXKFR4pxzMX7+zcTkxUEUOmnIJ+xH33VCBCgrrWent+SG8VrOG10WSPYB6oc2s8w18J3QGy+3Hxsgarth6f9W6NwrCcEp9JZyI+oEZAqp38us+FmBp8ZJNbW2Md+HU/zIQz9hB8Z55btpa/tofe6Ta5ayJLil3IhPSUG3U5NXAKb5k9PXshr2eI1v/KNpw7dxrr3QZm5z2buQE8NEkjMGEgCTcqNT1wRPORQTMdrv4RdqwmlkvMLie7ddRY7xg26oru55GxlsasQYP2lZz8MiU0kjvuJUfaryUu6E4N6HHcITBj8OVVVlixrvt4rPzd7KYWV4TdUDANZvWH/w6i9f1r1YPXP3mJ1sTa2tbEoLRMGjbzs946qQDJ+0Ncz7H6ucRrRhr7Z0jCTj1ZDpxbF/Rv17hn8bngXg/wPU1tauXbu2f//+Op2upqamvLx86tSpf/dJ/Q8Y/iUncoxf+cxWlwkFEHTct15eKpt0MBrPatbxHMKjXl5JAILaf2iGfsrmLg9e9iQlZVnw+Tmt5TNaHHokeZFX8dzehVxYIBv3W2TK0mCaPzl1BXNRZTIgAwih/Lp58AdhUw7FeDyXMNRs1/iGUDLXexGDJWeMJCopfQ1zzsWEuBkBx7NF7Tctqoc2vdCB6VH3nBoKHn3fOfRTokORy4LW/dA56UD0pAPRF+a14oWCn+Z02buQ4V9xfJiUBbeTFtxOogSQlRXWB5tVcZP9yVSAIpAzyi8ohT77fPzjn7skp4x+UdSZp2KjxwdAEoAutDBJWJjabOtERMcN9z/qAABIy4zKSsvoH/qo+gIA7r6nHPIhW9fswLR2CZCeNRklzgEbQwEAwSn0uOcCnu706v5EnPDGy23jfovEqKrMNB/2EIagr3y08l0lM81n7K+RRqmrt3Y0hoiRfph8N4DgzlsKHc8x+3y8p8s5cwPRsA8DmUrKeJXVsNfrX24rWvut5vFPncZmx6yy+Mm50aH9u9l2NrU7OJnmsiAFsfzLy+WqKtu04tiXVP1WNqWM+jYScaBGqevSYnlIpu/wrzhkGgl1gaNZzYgVQgCiJ/pHTfCTlhkDYqir+Nyph2OyXg/1DaW0XSeODNJWM5tLDIRYGxBDC+3v23rRi7bdZxU6Zqq/Qew0Sr1kOrLeCMH00vELM18LSZgdeKy/qCBeoHlkBwBMOhid8QeBa/iX4aKTBry8MwAgaUGQusZmknkl09yVTOFRYhWaX+Ddf7wkGHVBT/bstqFXVsif/t5FJpE4w/0ws79/Eiyzs7Orq6sFQsGaL+dm7CCvbUkd9G6otNx4MJR/bnZr9VfqR99p6EFkcamxIE4gv2KecynB4zr6DH8vngXg/xmYiNWoUaP+OhGrvxTjfo0MG+R7YqS4IF5w89X23v2ale8qsz9j4/NaSZmRTCPFPxcI/mjwX9mU2vnUblMiXvN/bnhluTxlcRB3eU+MjBjNmFkaRyKRKFRS1RfqC/Nl+CxE9dDWuF9LKGJDFNR8rR62lQ1IgEQGQ7ewpxfFXlkhv/lq+5DNbHx7JQCgpdxICyDHTCbmnQ27tVHj/UMyfRLnBmZ/xrkwr9VlQgEA9k6k5mvNlIIYj9pG1Fi/dfK0CTmRdi3ScsEUOz2QEUKp+VJ9aYnMl0WZdTb+1usKRYXl8jK5VeMOiKLqhM6sN0IwP93IMX51P3WeGiu59ZpiyqEYQm0fg+iEQdvoGPoJe3Ju9J2NSrzwCADAoUfuvKmYuDfKc10jvuQ82dmFL2nWfqNhcn1Slvbc1UHvh9X9SFR9Ep80yq+ZJx2IJlNJ/V7COQf0Qsb6kMb9upsb2rUNjjmXEvAaI9zlwcpKq7mtD+mrzPUhomOG7uwcAl6erjC1ufOxfdH95AGbQjEdD4jA+5905Efz8yP5hSnNQUk+EAGIE11wJzFuRoCwSH9xkazyXWVQEh1FYEimT1Ai7d4HKqv52aG9AAAgAElEQVTSBRFIDyZbOlw+LIqmxpo0P2itNG3YFxwPLyH9BWKgAgAExtNC+/u2nie2SKWuZIp6GSNylwcLi7wWkqmk1JXBTQe8blRwMj1min/ttxr8QhIZOHSI04S4rSiZSlr2KAWvH+cbSun/Rmj1V16bUBnklGXBggKvnaetZopKDPgif9L8IG2jHa94BUhgzM+Rt15XSMuMZrnrzERpS7kJccJh2zjPl8V5FYr+BKGhoRcuXJg1a9bQoUPvVN8c8gl7SXXyGlFqxsss1AkdOtRthSO/4awRp848FfdPDDGf4d+MZ0Twf8aGV6vV+fn5u3btSktL27hx4+zZs0mk/86iDQQ3XmlXVlrm30zy1JkxSMuMD7aolj3+/9j77oAozu3td2b7LltYYOksHcTeETuxYCVRsUZNjFFvEo0mMZrEGNP1pmkSY+8dGxbsBQQVUBBpC8vC7gLbe68z8/2xBpeB3Hu/e3NvEn8+f+m7O++8MzvMec85z3lO4lM7h4ETfUWDvwj1t9OSC5bS9aqxB6NuvS4jMeDRuyJZ8eTqrfqmU6bsG7E4npHyvr1gqUxX7fK16aUFE3PKE5gxJJ/2xdDvwxOmd0iB1/yiFx7FC000nTVfm9nae1VwxqYOud7TQ5v7rArG1dV4bOjhRGH2jbh2UYWCpXK7yjvxbEzxOwoMAcN/DAedUPKhsnqr3mNDA2JIdpmXzIbJHGJWbnTrVUvpenVgGsWu9A7fEs5OJF+YIB1/PFpb6aj4u3bg+pA7bynIbMKcmiQMxZrPmtVldlY8OWwoI3I4w2VETvQVTbrA9zVcurNc4bWjmXuekgNuLZIRGfCInzqs585yBYH8RJBEU+G4OFE6syIR90vl9hMN/jyUP+nJj2JscJ0ZIZ5yiR/SnwYAsLZ6TvQVLWzpQj0DAODSI/si6oP7ULNvxHVOkBe+KafziAM/wQcVAABXZ7VGjmSEZdAL35RjKMjYFBrSn0ZiwDa593jPxonn+TdfbbNIPKHp9N5vcz1W9P77KqcB4SRTKBxYW+WMGs0AAKBeMDmff3GyRHnP7jKirFgyPYyoKrETaFBANLnvu0H316rm1CW1S3X64NQhhxOF88XJFE4HC1S/3yA+Z5lwNsZ/0GVADsULF7al+G+JnHrkcKJwoTTFf8NhbHSfGda8UJriH5ixyTzH+4hm3E9gJ5IBABgK8kaLFUV2mAwwDNC4hOE/RyRMZ9lkHnW501DnNDa6jUKXqsRBDyfCJAiCAJlDoHIJBAqsKLaN+CUiqAeFk0Lx1VDlDmjK+HuY/5axYpNGX+cacyDK/xIUd235k1o8dhRDMAwFgz7jDfy4i1/kH+P27dvz589fvHjx+vXrYfhP7V89L0MCzw0w+I3n4OHDh7t27crNzZ0yZcqaNWu6d+/+h6zt90XFJk3NdsPki/x2K+U2o7n9RCO3RfhrXDQeN1V+p80p8ytqxEDugKaB60PislkYgj3eoiv/WtN/TUjlD9pJF/BKUtZWz6n0pvQvQ1lxpPPjWhAv5rvBMWMDdDWuUdsiYqcwcd/P7d/0UmFcYLcO+a38qdKIYXRJvpXGI4w9FO17XcqLbLdfk80VJOFM/qNvtOqHjvEnnlI6ETeWN0ocPpQu2G+YU4N/uQMADALX2ZHi2VWJZon7xsttVpkHcWIECoR6MGowMag3RXbbPq0oLiydDgCQF9quzGydei1WV+24tUhODyfa5R4MARiACGSIzIFRD/CYERQBJBoUNpQ27vgTx8VjQY/1bMzcE+nLWLdctRb+TT67KhFnBX0aRjkPEhjhpNz+ogHreLjAOwBAeNRYu8PwUmEcAMBjRU8Nbuq9Kjht8VO37PJLLdHjArqMLt57XynYb+z9dlBnkjkAQFflvDhZOr852V+S04eWq5br89pgItRvTYhN5RXs0SMuLHQgLWYiq2qz1q7wMqKJfVeHeMyIsdGtfezUVjoBBggUaOgPYakLOPpaV/5k6aBPeYK9Bofaa5F5GeFEtx7BMEAJJAz9PixhOhuCwc1XZUE9KJ3lzC5Pb+FPYPpfIwDAbUYPxDQslD7Ve/LhQpYk7XUubm936cWW+JdYqQs7aIBfnChNnMXGDT76RisrsE3O52sfO/MyxS4DwoolWuVI9vU4+R1b+edqIhOGYIg3gMZNo3CSKax4kvCoCYJB/w9CMAy4jYhTh1hlnpIPVIHdKA611yzxcNMovIE0h8aLesC4o1Hte6Mnilflib4Mt1HoEp0w1e0xBPei6WodFrFn1M6otMV43fJ/ETKZbNasWYGBgQcOHOBy/7yh5ucGGDw3wKDjc+D1ej///POtW7c6HI7Vq1evWLHiz/wE/xsQnTTdeUvxwt5I/iSmXem9OFESPpwxfMtTbwxDsGM9RcO3dBB9FJ+3PNigmlme2G6SjY3u82MliBudU51EDXr6HvQ60DPDxclz2L6XqaXVc3a42NrqgQgA9WApCzgv7MMTLy+92MIbQBuwroNh0FQ48qe2zBclAwBuLGhz6rwT8/gkJpw/RRo7hYnLH3d2f32wK72HEoSJOawX9ndwNXy4kCWJmcD0yX5hKDAKXY83a+v2GMlM2GNDUTdGpEMwCeb1p0EwQDyYWeS2yT0wBRAoBMSFQTCGIYBIh6dei/U18QUA3F4sqz9oZEQRXQak73sh3FSKpc2juGNvu22dcDYmqCc1t58oc29U5/g5AKB0vdra4qYGEW0yz7iuikMwBDuS2vjC/qjwDPrV2a1kFoxT51Des99Y2DavHr87ufueUlFkG/xl6J035PMakrtkhuWNFndfyuVPZFpbPZJ8s1HgJnMJTo1Xct6MeEFwL6q+xknjERmRRLsCMUvdmBvDIABhILAHlZNIZieROUkUk8jVct0W/QJdcc9hbfGM3h1xY14bBgC3O7X320G1ewytV60ECiCzCEO+Dk2Zz2lfp7zIVrhMPqc2Cbcq8XnLo28004riceOXX2qJn8ZKmd/BRNXtMbRdt+JuXdNpc802ffaNWP9Bab6lbIM650GC/6DXieX2bnTqUafeC8EQtxtFJ3CFDqDpBa6oFxgUDkFf65pR0mElRqHr7CjxwpYU/41LxUaNpcUz8pcIrwPVVjrVDx2KYnvzGTNMgmihRE4SmcknkdkERZEd8aABkSSj0O2xIok57OR5nLINaully5CvQv9DZQyv17tu3bpjx47l5uYOHjz4P5nqv4fnBhg8N8Dg1+dALpevWrXq7NmzJBJp1qxZW7ZsYTKZ//zgvyAUd+1Xclp83dHjp7GHbOzQsL3+gLFul35acYcXzclBTf3XhviraLnN6JFkIX8yq+26Zdyx6HaNqhvz2zAMjD3sZ/AwkDdarCyxM6PJpiYXNYSY8yCeGfOEAtZ4zFT+tWZmeQIu0XspWxr1QoCPpuSrWpYX2zM2hd5YKJsvSsaxuh5v1inv2cfn4o2W+qHj4iQpBMC0e/G+DG47JBcs99YoZz9OxJ23YIlMUWw3NXu4aRSb0kMPJRJp0ID1PBINduqR4lUKhwYZ9n3Y/bUqmAQN2xx+5005BIOpN+JC+lKb88yFb8izr8bWHzIK9hs8JpTEhBOmsdnJ5IZDRmur22vDON0o8VOZdhXidaK8/rTYyUwmn2RTeOlhRMSJHYxtgAnQHEHSb6X9arbppZctEcMZopOmaXficfcBAHBmWHOvt4MSc556z6Ufq6T5luybcZRAQm7/pkEbeL4IhNuMWiRuVjy57ZZNUWxruWrV17oIVAiCAIYCGo9gU3gxL0iayQYQEOUaY6eygvvQhEeNAAO9lgeZmtxVP2p7vRmkq3Fm34gDEDA2us8MbX7pThwzhnQkpZEaBGurXPQw4qhfIjSPnI++06JuDCYDGIbaFZ38cbRb4wv7o3BF56gH2x/ZkPMwAceFFh41Nh7HC3V1GYVGXNj+yPpZlYn+1cMYCo4kC1/YHxU+jO7UIW23rNJ8i+Si1etCERva/kKMHMHo8QY3dgqTSINRL3Y4QZh1OqZ9s+XD6YzmAR+H8Cc8fVdYWjwnBza90pbi/2j5No5RmQHGRpe11eM2oy4DUvWzrvfyoKTZ7MA0KgSBKzmtTWdM3RYFZu7+l6oZ/ynOnTu3dOnSDz744O233/5dJvx98dwAg+cGGAAAQVD//v0rKioiIyPff//95cuX/9Er+q/DIvVcyJKQOYTsG7H+byuPFT3eS/TC/kj/0pqWq9a77yhmVyf5e64PPlObRO4xB6Ok+ZZbi2V93wvu806wJN9yf40y52GCf29BAIBN4T3Rp9GpRggMGHWjqBckzWGP2R/VcMhY8qFqcv6TLGY7JBcsd99VzK5K8jcw9z9QVW/VDfiIhxPlQNzYkSThhLMxuEg4ACB/qpQ/gYm4scajxmnF8e0vRMSNHe8pGr4lPCYLX8jktaMHY4VEBoQ4MSqXYFN4CRSIwiWEpdMlFy3pX4XqKh012w1Tb8Ypi21Np839Pwi59boMJoAhG0NLPlJPucwPTKVcnd2qqXAgdizyBYZF4nnxVpxD5z2a1oi5AZEBwSQoZQGHGUsW7DIY6p0AgyjBBK8VZSeRDQIXK4E8tzYJQzBZgc2pQzw2lD+eCQjApUdcBoQaTDw1pIlAgnIeJgREkTAEc2gR/+h68xlT6SfqYT+EAwAsEk9znllX6ZhZnkgLJQIAmk6bH32rzToZ/eATdWOuCQDgtaGMCFL3ZYGhA+kFbyrcZm+/90MYYcS7q5WpCzgEKizKNVICiWaJmx1Htsq96V/ykudwnHrkeG9R5Cg66sGMQnefd4KTZrPPDGtOmcdmRJErf9Aa6t0AAgQSIDEJJpEbIjxp/5exKezWYlnSHHZKp76QFRs1ZrFn1I4I3PjtJbLAFHx02mNF90c1LBAn4wx5l1HogmXygGhSe+zdY0V1NU7BbkPzWQs9jGCVecOH0QOTKLW7dBgKwSTgtqAwEZr9OCGwWweyUuX3WvUDx7hjHfZ5Ndv18kIbbvB0RvPA9Tz/p6v1urV4lWJOdZJ/+EFb6byQJcncFxkznpk/VSq9ZEl4iZV1ukNu+z9EY2PjlClTkpOTjx079t/owPaf4LkBBs8NMIqiJBIpOTn5+PHjvXv3/qOX87+D14HeeVOhvG8fdzw6uPeTF82NBW1EGox7CZ4dIe7xN65/StJtQg4lCmeUJPjcSkuL5+rMFmYM2dDgGvQpL/7FDq8/DAUXxks4qRSYCKp/1kNEiJNM0le7iExCQARxYl4MToXYbUaP9WgcczAqclSH94Xyvv3CBAk9jPRSQZy/ELFgn6HxuMm/J4wPuirnhQmS+U0pBAqUny0N7kUd/MUTX//Rt1pFkW3iuS547L5GQDARzKxM1FU66/YYVA8cdoWHFkzMvhHLiiefSm+mBsEQDE26wL+1SEYNIUaNZtxY0OZxYGMPRSVMZ13KltLDSaN3RahKHFdyWgJTKUaR22NCEA8gMaDZVUmqB/Zbi2SIC+u2kJM0m91w1CS5YBl7KPLOWwpqCFFRbGNEkBAXxoojUblEa6tHX+eCiIAZQ6IGEcxit0ODUDiElPkc9QOnrtoBEyEmnxT3IgsmgeazFoPAhXkxdhLFrvC4zSiGYgACEATxBlJjp7AiRzCuL5A5NR6ICLHiSL3fDg4bQit6W0njEQau550a3EQOIgSlUU0id+beSJ+rlzdaoiq1wRSYQADzGp8YvKszW5l80sANvMMJwuE/Rdx5Sx42lGaoc6EeQA8j9l4Z3HbdUrvbQAqA46ayLC0elwEZ+Uu4T99blGuq222Yeg3/e/lYXQtb8SSytpvW+x+ocsoScN+/PL0lbio+uSvYa5DkWyb42TCb3Nt6zVq0UpH2aqCxyaWvcdlVXm4aJbgPVVVijxzNGPZDuEHgOtGvCQBACyE4NEjKXI7HiQSmUAd92oED5bGgB+MacsoS/LtEuwzIwTjhAkkHptjjLTptZUclagwc69E44ueIyNEdnmpFsf1ClsRjQyEYSpjGHH/yd7O+GIZdv379xx9/LCsr69mzp1wuP3Xq1J+Ky/LcAIPnZUgwDK9Zs0YoFH766ad/9Fr+pyDS4My9kQM+Djk/VlL1ow5goOonna7KOWxzh8JWWYHNpvAk5HSwqdVb9bGTWe1BXWYM6aXCeIfWa2x0h/TBu6HlX2kQNzZ8c9iwH8InXYwhMiBdlYvEhDwWxNLqgTuFWu+vVcZkBeCsLwCg9GP10G/DE3NYF7Ik7YU9GAoefaPtt6aLhFn5V5o+7wQTqBCAQObuSME+g/yODQDgsaGV32rTv+q6fvf+B6q01wO7LQq8956SP4k54UzMK60p04rjIRjk9ms6ndEc3IeafTOeEUW6MEGa8W2Y5Jy54bCBSININOjeu4pL2VIyi5C5OwImQsxYUtRouvyO3WvHEC/Ivh7be1Xw1Tmt9XsM3G4UbneqWeLh9qCO2hYx4qfw/MnSgBhSv9XB1CCiQ+3FvBjiwdQPHVFjGdPuxvm8txE/R5ACCBl/D/U6sNpdel2VI3I0Y3xudEA0qfxLTf0+47Afwl7TpPZ4g2tocAb1pgZ2o7wiS33D22P0zgiDwK195Lw6t83c7PI40B5LuBPO8lMWcNhJlKxT0cZG16n0Zv4kplnkhklQzoMEn/VtOmVSldgxAA3+lBedxSz5UAUAEB4x6gWuwZ+Hkhhwr7eDhIcMnESy+KwFIkDJL3NYfPKNhW31B42RowOC+1Jbr1tjxgfMqkho764RN5WlqXB0rnpiRBBD+tOkl/GFv5GjGNYWj39Vtw+JOWxRLr7uKGIYo/WatXS9+sbCttwBTTuZdSf6iur26Mks2Cx1dXs1cOq12CXmbjkPEkbvisw6za8/ZDw/Tnqsl4jEgBJnse0q78D1vMz9kcM3R9Rs0xsbXP6Tk5hw6iv4Wi9KICF6LKPpdIdq76RZbPE5cwfhFAj0XB7ULjnZjvChdG5PCgSDQZ/yfi/r63Q6Dx482KtXrxUrVowdO1Yikdy8efODDz7IzMw8fvz473KK5/i98GzuQdxu9zfffOPxeFauXMnh/HMy4fXr17Ozs0NDQ0tLS3m8/2/q/18apib39bmtMBkyNrhnlMZ3aDuIgbOjxd1e4aS+8pSG6rWjh+KF2bfiuH6iPBiCHeshihrNaD5nnnCG357J81XTznzYoaKmZK2q4lttXHaAOM+KoVhwH2rqK4GpCzkUDkFeaLs2r21OTSKu8kReaLu1WDa3LgkmQffXqmS3rdk34khMuPmsuWKjZkYp3j3ylejMb05uD7BLL1sK31DMrkyo2a7XPnJ2yXJSP3BcelE6V5BMoEDHe4uGfhvWXoiFoeDGgjbhURMpAIoazUhdGFi7S6+pcEIAeOzo3IYk1T3HtbmtEAGa9TjRofTUbNO3XrOmLeGyYkiFy+VEBjz+aHRkZsCBmAZaCDz7cRKAwP01KslFy6SL/IaDhvr9Bo8FI3MImXsiHm/WqUrtJAaMuMHonRG+uqPyrzVlG9RpiwPlBbaAGLJD7X2pMK5olaJ+n4EVSx6+JfzxFh2NR4wZH3D/AyXiwChBhBklCe255JZr1kvZUtQNei4PbDxuDu5B1dU4KYGEqBcYUZkBgr0G6RULK5bce1VQ5fe6OdWJRDosOmG6Nq81aTY7cTb73nuqGSXxpwY391gWWL5RO/VqbHAfattNa+W32pZrVogIhQ6maSqcmBeQ6FDaMm73pYEFi+Vtt23TiuI6iJADAAAoWCZnxZE6b5tqd+plt/HhXABA4ZtyZgz++x4beiCqYXZ1ornJLS+2q0rtqlIHwABMhjiJ5JQFHG4PamAK2ceUlhfZbi+WzxU8TaM83qy7t1qBIQDDAEwGVC7RqfOO2BrR/fUn/L7K77WKu/YJHQPC+lrXxYmSBZIU/0hy8xlz9S94ntf5cZJurwb6x408NvRwgnDC2ZinNwQDeWMk8lu2fuuC0z/vQMX494Bh2Jo1a/bu3Tty5Mjly5ePGjXK/9PKysqcnJzMzMyffvqJTCb/xhz/Ozz3gMGz6gFv2rRp3bp1n376qdHYhXhQZ4wdO1Yul1Op1Ojo6Ly8vP/28v5UYCeQpxXHhw2mYxjWLn7rQ90eg8eMJHdM19XuNESMYHA7SuI1HDbReMQRv0SM3hWZP1Xq0/TxOtAb89sy90Ti6lnTN4YmzWE1n7UQaYBAhXSPXRVfa/JGixsOGK/MbM3cE4mzvqgXu/uectCGJw3Ph3wdGtKflj9Vijiw8q81Xbu/G7W9lgf5p7f5E5j8iQEFb8gf/6Ab8BvllcXvKNK/DCWzYAIFGrU94s5yRbtmL+rF1GX2CWdj+qwKNghcV2e16h67yCwYAxhvAK3mZ73HjhKpEIZgx7oJb70uDx9Kn9+UHNSDUrpBPfZIFDmAcG1u68VJkohhdI8dE5+3wERo6Hdhfd8Pzu0nEuw3UoKI1BBC6GAahUNQlToQF5iQxx93NOrOcsXtJTKb3Nt8xhyYSqnfa+j5VtCUS3yYgF3KlioKbS/ejOvzbnDBMjmRCsluW4tWyrndqMxYMgBQe+dHm9xbuk4FMBAQRRz2fUTm7kirzLNAmjL2aDQrjlz0tkKSbyFQYI8d9TowVgypaIWi/GvNjYWylHmBYw9Hx01mMSKITafMo3dG3F2tZMaRqn7S7w1vuJLTqixxYBigcAiJOexZjxKXOdNe03eLHhNwdpg4MI2SMIPl6xCAQ+qCLhQ2AAAJ09gtV6xeB16VM2kmW3Sig7NrkXrqdhsIVOhwkvDeGqXLgHR7JXBWRcIidWpWbrRN6e32amDoIFp7nVLEcAaFS/CpkllaPPmTpXffVbDjybRwEokJYwhEZhMWSlPbrS8AoPtSruy2za7oIPjM7U4hsQjK+x1a//InMjUVXfR4wEl8kxjwqJ2R1+e1uYwIAABg4NSQZtlta8/l3N/F+gIAIAhKTU19+PDh6dOncdYXANCnT5/y8nK9Xp+RkSEWi3+XMz7Hf4hn0AALhcKNGzfm5OT8fx3F4XAEAsH8+fNzcnKOHj36X1rbnxMwCcr4NmzC6ZjCNxV33pL7NPnsCm/pOpW/gBQAAPVgjzfjexOhXuzh5+rBX/AAAPyJzOwbscUrFTXb9bU7DCH9aP4EUR/ablrbbtoyvg6FSTCBDEFE4DKjhlrXrcVtYw9HxYzHE6PKv9JQAgnJc3/dB0Bg5NaIgBjS6eHNGALiXsS3tTCL3ZKL5p5v4evHhn4T1nbdxkog46qVfGi5anXqkPbKlshRjIgR9IefP9H7rdqi46RQ4rOZgz7lzRMmv6pKHf5jeMz4AAqbICu0lX+tKVwq4w2m9XyLS2bDdrmHSIcuTpFWfqedcomfNIuTUxaPuIG63JF1KnriWX7hG3LtYyfAgEXsJlBgu9wT3JM6qzJRUWw/N04yenfkiJ/Cr7/cxhtIm/04EXFihxIaSAGwXeGlhRHJLBj1YmQOUVFsn3o9LmIko8ffuPOESTQe0a70uowoTADT78ez+KTqn3QAAFWZ4+SgJpcB6flWECOS1HjcGDuZyUmhVH6vpQYRmk6b7UpP1pmY6XfjAAYp7tpQAAT7DCUfqTAElRfbcvuJcgc0mZvdhX+T570gxjCgKXPU7zM4lB5qEIEWQhh/MhpDsLTFgZwkMoZgpetUNxe2vXAgaviW8NSFHOGxLvophQ2hY14Mr9cNADWYENyX2noNH4UOH86wq7xGocskcpd/rcnt33RyYJO+2pm2ODCkD3VGScLQb8Pip7F8DZjDMugwASju2nGTZGwMLXhTdm1O6/Feja03bQExpMDuVNSJQgQo/kUWwACN12HbR2LACdNY9Z11p2exGzvuBrrs8RA7hWVXef1VoAEAcVOZ/EnMW4tkslu2A7ENqjJ7/w9CupSI+bexaNGi2NjY3/qUxWLl5ubOnz8/IyPj8uXLv+N5n+PfwzMYBMjMzExNTY2Pj1+9erVYLP4Hj2OXePDgwdy5c/88gZr/Jdwm5M5bCvVDx9gjUQ8/1wT3pQ5c38FZrNttaD5jnnypA31JeMRYu8vwUkFc+4i52X1+nMShQbJvxuLKNrwO9Hgv0fDN4fxJTHOzu3iVQlZgd5sRmAxhCEYLJo3cHm5t9YT0pYUPowMANI+cF8ZLZpYnBER3KERxW9B9ofXRYwMmnsNnzm4vltEjSIM/60Is+mBMAyBA8wQdapcBAAADJwc39V0d7F/A41B7j3ZvnH4vgcyEj/VsnH4vgZPUxfPgsaJHUoV2pZcVRw4fSrfKvYpCG+rBIjMDplzm+7x2WYHt2txWpxbhT2SOPx4tvmAuWqEMiCIaG92sONKQL0OL3lGGDqJJ8y0wGZrfnEykwddfbiPSoAHreBcmSKhBBOU9R+xUZv8PQy5NlnJ7UUkMmBVHdmi8vooveaHt0rRWAhUiEIBdgyTOYCXPZV9f0DZ8c0TxO4qwdBrqAZMuxMgK7YXLZHPqkixSz4neIogIAIAyd0ckzGADAMTnLaUfq2ghRLvSa6x3DtsSzp/AdJlQjwWRXrE+2qSFSaDveyHdlwX6Snpsci8thACToAtZkpQFnOixAdfntaFebNzRaB9L7kkR0YMEJp+Eu2lln6g9NnTot/hMfPVWvarUPuZgh7ptlxG5/FKLUegGAEuYzk6YwQofSocIkG9+fN4EgMc/aFUPHOOOPg1lt920Fr6pMAndZA4MEyHEhfV6K6jqJy2BBk+5zA/pRzs9tLnvu8H+hXYAAOU9+81Fsnn1HaqTTU3uM8ObX2lN8S+2ll62PPxCM/1uh+K9R99qddVOnNyV146dHSVWl9shAEbtikhb9MfIDBQVFc2ZM+fll1/+8ssvCYR/LnX538DzEDR49jzgffv21dbWfvXVV//2DAMHDiwvLzcYDP8HAzVkNmHMoaiBG3jnx0vVFY6+73fMulnQB5+q8YKFGCjfqB3wYYdvsuLJKa8EAgCaTvW7A90AACAASURBVOFbETz4TMMbQPPlNVnx5Inn+K+buiXP41CDCBAE7CrP1dmthlrX1Vktd99Tuk3ojQVtwzaH4awvAKB2hz5yNN3a5nn4RQc9XrPY3Zxn7rMqCHRCzTZ99NiAlJfZxe8ocB+Jz5tRD5Y4o4P4FI1H7Ptu8P33lSUfqdIWBXZpfQEA+joXQEFANLnf2pCwIfRebwXNrk4c9BlPXmQ7ENMgPGyyK73XX24bdzR6yMZQVYn91JBmzSOny+BVlzu7vcbJeZAQM5H5UkFs81kzjUcM7ker+kkPABi1PaLlmjW3nyi4N9XU5J50kY96sILXZTAFsko9Waei07/kqUrs4nNm5T17/lQpQLHhP4TNrU+icgkULuHWYhmZSbj5SlviDKahwT32aBREgKIyGQEx5PurVZeypawEMmLHur3CSfj1qiOG042Nbo8VcWi8Yw9HP9iguTa3rXCZ/Pw46ePN2uBelLgpzMFf8NoLahkRRN/2otuiwKrN+tx+TeHD6Nk3nnLUYRIUP42F8xd9SJrDFuWaQKfXb8I0luSipb3Xgvax8+arskNxQpgEwQSwsDV1+I/hESMYPuMHk6CEHFZjJyc77XWuvNDmi35rHjnPj5GcHyehhxEz90S4TYhTi9BCCA83qiNGMha2pPiq1/qsCq78QYubJyyDDkF4Z5qdQGZEkOR3OgxGjw0widy43gzdFgVKLljsyiehacSNCfYacgeI7CoPN4WySNPtj7K+AIDhw4c/evTo0aNHY8aMUSqVf9QynuOZMsAajWb16tXffffdv0K8+gdgsVgnTpz4PxuoSZrFnlWRwI4jX8iS+Ld2Kf1EFZMVgJNKaM4zE0jAXzYLAOB1oLXbdBPP8dtuWotXKtrfs7pqZ91u/dDv8DG3MQejgnpSAQSFDaahLqz+gGHkzghjvWtfRD07nvQ0+PwrXAbk0TfajG/CJ+fzBfsM9fufxgnLv9T0eCOos86Dx4ZWfqft/1HI4M9DFUV2/wZ8GApK16sHfxbaWSKq96pg1UNH8xlz5+ZLvx4Milcp0r8Kzfh7aN1Offcl3LipTE4yZcA63qttqSF9aDdfbd0fWQ8AqN6qUxTZXEZUV+V49LWG24M69NuwxqOmths2AEDZJ5r4l1jJc9nqEnv5lxqb3Ht/rRJxYB4bJi+2TyuK508ImHyRz0og21VeS4tbX+Mi0uExh6NuLmw7O1pM5hCm34tPnMkm0uHeq4KcWiQrN8ahQyACVL3NEJ5B1z5yIm5MWWJ3Gb1VW3UD1vHooUTeYJrkosVnYBwab94oMT2MoK10Js1i1x8yIi7UbUERN9b7be704vgXC+Jab9razYk/UA+mKrcP/IQ3cD0PJ3OWNJstOt5FujcwlUJm45OpAAB6ODGoF7XlirXlivXcGEn+ZGlgKvnlpuSpV2MBATLU4ds9pczj1B8w4npUkALgAR/zbi+VnR8vyZ8sVVc4xhyOTpnPKVqlJFBhmAQwDEzK40+6wG9vMRT/EtMm83buNNxtEb7DIPBFoY/jezwkTGfhEttULqHHMu7t12Wacsf9NcpD8ULRSROFQ6DziNPuxf8rLRb+qwgJCbl06dLIkSMHDRp09+7dP3Yx/2fxTBngd955p2fPni+//PJ/PhUEQW+//fbJkydff/31tWvXIgjyz495hhAQTcq+FcefEHByYJOv2ENf42w8akr/Cs8WefSNdsDHPJzpqttlCB1EjxxFz74Rqypz3F4q870iC5bJh2wMw3GyAADi82Zf+yBziyd+GgtxYZemtEivWJgxJEOD29TsVt6z+3NzilYqEmeyuWkUehhxyiX+/Q9Uvn7mZrG7+dxvur+RIxlBPakkBjxqR0TBMnk7warplIlIhXAK1T4QKFBAFJHIgDs3MPBBdNKEOLGUBYGJM9iIG5NcfNqlhxpCmHyZP/ZINC2UxEkiG+rdZomXk0phJ5FnlicywolVP+lSFwTeWiS7lN3SdtM68peIAR/zRu2IQFzoQX6DpsJJ5cKRmQzUhZlEbgCAKNekfeScW5sU1JN6ekjTneXyx5v1bjMGE6Hs60+VtLsv4Uovm6/MbEmexaIFE0L60lRl9ttLZTsYdXmZYjKbSA8j3ntfhbiwod+FxeewrsxoORjbcCCqQV/nsrV6UQ9wGZDUVzgLW1Pm1ibOepQwZFNYSD8amU1ImMES7MVbo7IN6tL16uRZrC5tc8QIhl2N4Mh9PiTNZHWuI8JQwE4g3Xyl7f5aZeornPnNyf3WhFC5BACBxJwunOmwDDo1iOCff0XcWMXXmvtrlLrHTm4ahZNMTpzFqtupr/ha47Uj9DDigI94pAAY1xAMIkC9VgQ97uQEJ8/jNOd1aio8j9N0yoQji/V+O6hmm9436NB4FcX26p91Zomn9br1QpYEJkOTL/EtEo++2jnxfAyOZvhHgUAgbNiwYfv27dOmTdu0adPzgPD/Hn/VKPyOHTsEAoHv31lZWVlZWTdu3Jg0aVJlZWW3bt0AAN9+++2/lwPGQaPRvPzyy263+9ixY2FhXRePPsPQlDuuzW0LH0bX17rSFgfiZPFbr1uLV+JFshAXdjhROPE839f1zGNBL0yUhPSlxU5hdv4yAMDa5jnRV5R9PS64D9UnnCsvsjbnWWAIxExktl6zIm5AC4HdJoyTSh769zBdjbPhkHFacXw7yVleZLsyvXXq9djHP2gDYshdZn9xYtG3XpORGPDwH8MxFJzoIxr6bVj0ODz5C/gkqadImbGk7kuCcJoPAADEiR1Na8zcG+mrWhaft5SuU82qTGy/QI8NPda9cczBqHZlMQwFx3s1Dv8xIiqTIb9jq/pJ13rD5jEhEAFQ2AQMAAwBtHCiqcEFEyFud0q/tSFEBly4TB6aTpMV2F8qiAtMJcuL7BeyJKgXw1AQNpge1IvadMac/gWv+1Iu+FUvAiIARgSp73shqhJ73T495gHRE5jMSKKu2qkscRCoUNggutOIkFkwlUOQFdpoYaRey7nx2ay7q5W8gTSfRDYOqjLHjQVt7TlRDAV3lsvVZY7Jl/imJvetRbK5dXgxZwBA8SoFJZCAIxOAX4WU/ZOp0kuW+x+oCFTIUOt+VdGhhREAQFPuuDq79WUhXstacsFS9olqZnmi04DU7tCXf61BXFjq/EB1uUNX5aQEEjAEI7MJ1jZP2qLAkdvCIRg6Oaip/wchuIyv24we5De83JSM803PjhT3WxPMn8hEvZhDjTjUXqfOe/cdZfhwRmAq2W1B3SbUZUQ8FrT1mhWmQF47CkGAnUQO7k0LG0ILiCFfn9vK7U7VVDgABOYKuugL8oejtbV15syZPB7vwIED/2H48F/H8xww+Osa4A8++ODBgwe+fy9YsGDBggWTJ08WCARTpkzxDVZUVBQVFb366qu9evVauXLlf3IuBEE+//zzvXv3Hjt2bOjQof/p0v9q8FjRgmXyliuWqdfj/DuJol7s5ICm/h+F+BOXwK96xf46vW4zmpcpdmqR9K94nePJt16TMcKJ7TJVPmgfOU9lNKEujMSEA2LIMAmCyZC+2oF6AEyEJp7nR4/poNTReNxUtFJBIEFzapPay2/a8ehbreahw7/2121CjvUUjTsabZG6a7bhta/bcXGSlD+RyRtAuzKjZV5DEk6kqeLvWuU9+8S8X1lgGDiV3tR3dUh7q8T7a1U2hQdHw2k4ZBTsNbx4+wln7dJUaUAMOWIEXVvpsqs8EAy4aZSWK9bI0Qx6OKnptEl+x86KI+trnRgKSAGw147CJAh1o0G9qVmn+bJbVuFho6bc4bag7ZFYCAIYAEQKzO1JiX+RFZfNAhhWs12PuDB2EiV2UsDZkeKZ5YlMPgn1YBcnSwMiSZl7In2GTX7HVviGfE5NF6YUAHA4UTg+NzqkHw1xYzcXttlV3knn+D5LeThRmHU6pl1VrR3KEvutV2VzBV1MeKKvaPiW8IgRDG2ls/gdhUPlTf8qNC6blT9FmjSbnTwP/6jk9hMN/jIUz6vHwJFUITuRoiqxB6ZRHSrPtOJ4Go/4eLOu+B0FBACAACOSNOhTXrdXn2wfxectZZ+oZlUk4mz51Zmt0eMC0hYHOjReXZXTKHQbG11tN6w2OQKTgFOH0EIINB6RyiW4Tahd5Y3LZpKYBAoHJrMJZCZsU3hrtupmlCXSQjqYcEWxvWCpjBZGmnAqunNy5E8Cl8v1/vvvX758+eTJk/8bTcDnBhgAALBnBatXrx7ph/j4eADA4MGD//a3v/0u8+fn5/N4vI0bN6Io+rtM+NdCwxHDHp6gZoeufaTyB+25MWLc1xA3eiC2QXHXhhtvzjNtI9dUfq/BjeuqHXvDBC4T0vmMxe8pfoZrfiHX5A4WHevZWLZB9XiLdgezdju9dje3bl9k/ZUcac02ndeBYhjmMiG7OLUH4xpcRi9uHqfeuzdMoKtx4sabzpiOpDYcThK23rR2ecmKu7YDsQ1eF4ph2JWZLQ+/VPt/6tB694QIDA0dppVcMh/r1YihGIZh+jrnHp7ApvTgb5EHPZTQIC+yYRgmOmU6nCL0OvFPlLrcfoBfj3pRDMO8LvTa3JbTQ5vEF83lf1dXbta23rSqHtr3hgr8D0QRzNjoujqr5XjvRlW5/dzY5qqt2i6vC8OwOyvkJR+rMAy7tbgtf6rEd6JfJ8IOJTSoy+1dHljykfLe+wqPHbkwSXLpRanv5vtwb63y/gfKLo5BsQOxDdoqR+dPyjeqbyxsvfVa295wQc0OXfsyGo4YLkySdP5+/UGD/yPndaCVP2h3Bwm202r3RQhablj3hAh0tU7tY8fx3o0/QzW7Aut2sGuFJ4ydl3QkVej/lLqtSOtN67U5rbuD6/ZFCHYF1p0Z2Xx7iaziG03dPv1OVq25xY353SS3FdkVWNf5xz3RX9R02uQ/on3sOBDbcG+NEvsrvDaOHDkSHBy8Y8eO/8G5niXr82/jmb0F33zzDQBALBb/jnO2tLSkp6dPnTrVYDD8jtP+VWAQuo71arzxSpvHjtgUnj08gV6At2p1e/Tnxok7H3turPjRt5oDsQ21u/X+4xcmSqp+6sJOmMWuPSEC6SXz0R7CrXD1NlLNz1B17kCRvMhmk3sO8OuPdBPuZNb+Qq75hVSTlym+PEN6e4msYJnsfJYYcXd41RW+JS/4m6zLKzrRX3SAX/9b13t2VHPd3ierNTa6dgfXOTRPrXvxO4rCN7uYNnegqDnP5Lu0x1u6NoE1O3T52VKXCdkfXe+zxJ1xMr3JN4+s0Lovst7/1D7kvSAWHu9gWtpuWfdFCKwyD4Zh0iuW3AGi37o0XbVjX2T9wy9VJ/o2ui343U/pelXRKnmXB2qrHPui6s+NEV+d04K7z5pKxwF+fZdm5t4aZclHeNuMItjDL9Rb4ZridxS4HZjbguzi1NnVePPmdaH7Iuu1jx2Gemfxu4qdzLpt5JorM1uuzpJso9XsCKh9uElzZkTzL8SabeTqC5MkqBet+ll3YUIXtvzBF+qCN2SqB/bST1SnhzXtCKg9PaypeJViR0CtshS/+TgzolmSb8YNXp/fWrkZ//vKCq17eAJN5ZPdhvCYcQ9PIDppwv46qK+v79Gjx/z58222rp/M3wvPDTCGYc8UCeu/jejo6IKCgtjY2EGDBj1+/PiPXs7/Gpwk8oz78ZgXO53RfPt1Wfel3MDUDooWGIJVbNJ2bvmuKnUYha5eK4KmXuGXfqySXHjCVJIV2IxCV9qSLooxCpbJ+7wXHDOBOacqKWUeh5VA5sSRdVVOh8brI8XY5N7MfVFLLGkjt0ZoKx1Np83WVnePN7hEGnzzFVk771pf4xTlmgZ/1oXSEOLGXDqvy4RqK/HcWgCA9LLFpvC263KwE8lJszkPv3qiy2GTeRoOGQes64IaPeCjkAefqmW3bYZ6V/dlXdeZpMznKO/bC9+Q8ScyfeXOndFrObfqJ73Xjt58VTZ6RwQ1GB+67PE3bs02fft/7Urv9fltLxyI8nHcoscGOLSI5lEXlwYA4PagEmlQ1Rb9pIuxnfllKfM5jUdNqLeL8GBANMml85KY8NjD0bhOjsG9qSQGrCzFE5sBAImz2MJjHYqOtI+dp9KbWq5bg/tQI0czcFkDUgCcMJ1VtwtP+MI8WHgG7dx4ydlRYrvSS6CB2dWJ409EjzvOD+5F89rQkrVK3WNnQDSxx5tBky/yIQLUfUmgsdGlvOe3Kgwo79nNza7aHfrr89oQBzpwPW+RKnVaUfzQ78Pip7FUnS4hMacLvliPZdzHm3U4flbECMbIXyIuTpKWbVAdSW0s/ViVfT22PSXxl0BKSkpZWRmJRBo6dKhIJPqjl/OM45k1wBkZGZ988snvTiigUChbtmzZsGHDmDFjdu7c+ftO/ucHkQ6PORSV9hpXVmDjDcBn+wT7jPRwon8rQx8efKrutzYEJkGcFMqk8/xbi2U+FaSSj1SDPw8lkPHVP/X7DQ4t0uedIAAAgMDoPZEB0aToScyEGazLM1qKVylevBU35RK/8A25sd5lV3qIdDh0IM2u8p4bIwmIIipL7beWyAAAAAMFf5OnfxHa2XoBAB7/oOX2oA79e1jBMhmGdDQ2GChdpx7yVai/CtjA9SENh4zmZjcAoGSduvsyrn9TpnbETWVhKLi9RJaxKazzpT25jTQ4bgqzOc+Ca8bsj4QZbH2ds/BNRXgG3Vc2jT9RNtMkcuvrXAAADAXX5rb2fIMbPeYJlQyCQdoiTt1ufecDAQC6Kqdd6eUNpHVmpAMA2IlkZhzZVx/lD5cROT9WEtyXFhBFgrp6cyTOZIuOd1H1G9KXSqBA6nIHAABxYaUfq86Pk/R8g/vS7bi01wI7F/ICAHqvCq7e+tS8qUodeZniney61ms2xIqN2R+lKLZl7oniJFOk+eYDMQ3qUjtMgaIyGf0+CB6wjjfs+yelbjAJSnud6ysQ0lU7761WHuA33F4qZ8WSg3vRhn0fNmRTWPTYgPbsftJsfIkRACAhhy0+b3GbOpRChGXQA1PJgt34XULCdFavFUG1u4xkFjz9fnxQL/yfyZ8fNBptz549q1atGjp06MmTJ//o5TzT+KNd8L8q/meBmj8nFHdt+yIEj757mtO1yT17QgTqCnyqT3HPdiCm3pdJ9UF83rwvsr7hiPFIqhDtlPx1W5G9oQLNow7zOA3eI92ElVu0+yMFOxg1O5i1t5e2XZ3bsp1Wc7yfyKbweB3oubHig/H128g1O5i1W4k1B+Mabr8uyx0o6nwKDMMsre7dwXVGkQtDsXNjxJU/dIglCo8bTw4SdY6mln6iuj6/VS9w/lbe2oc7y2U7Amr/Uc4PxU4ObtoRUOs04APL/ri9VLadXmtX4SOx7bj/obL4XQWGYeUb1WeGN3dI5WKYtc29O6jOY8Ov06HzHkpoqN2l3xVY5zZ3fRXVW3XX5rb6j7iM3pODREUr5UaRa2+oAPF0cXnGRtfecAFuGT6UrlcVrZQrS+xHugkvT5faFE8uyq727OLUua1dLOPcGHH1Dl31L7oTfUXbabWH4utFp4yVm7U72XXbKDV33pI9+Ey1O1iwFa7eRqkR7De03bIeSmjwf9J80FU7djBqjvcVHYipL/lIqa9ztl/j1TktuC8jbnRPiMAsduHGr8xsqfpZhxtUP7TvixB0uMMoVr1Vtzu47vGP2r9E0vcfo7y8PD4+fsmSJS4X/ob853hufbDnIeh/G/9KoMZisfz0009r1qz5H6/tf4CwDPqMkgThYeONhW2+tmuFb8p7vMH1p0n7ULZePWA9z98XjJ3C7LcmuGCprM+q4M6OVM02fcRIRnCfDvNQOITJ+fySNcqQAbTXTd2TZrEbj5vVZc7QwXSXDkFcGIZhDh2CuEHyfM7gz0KpXNiu9tbtNXDTKFBXXujdd5Q93wxiJ5ABBEbtjCj/StPe8A71YmXr1elfdaHL0fe94NYb1oJl8n7vB3fmWvuAuDDJRSslkCArxHuQ7RDsN2AoFp/dRVltO1Avprxrg2CMQP3NP9LUVwKFh42qMnvl97oxh6L8xREBAIxIUmg6velMBzEyDMGuz2tNmMFOWxwYMRz/aTsSZ7GllyweyxNetduEnBsrCcugD/shnJ1AZsaSOvvHAAB2IjkgktR2q4uPEmex63bqL2VLB23gZZ2KaQ8e0EKI4cPo/r0WMBQYG1yV32ndZqToDYX8jo2dQg5Lp81tSE6Yzu79dlDCNBbixqq36h9+oQnsRqYEEbJOxqQu5ESOZnBSKf6qLOoHjhvz284MF5MCCPHZzPnilMFfhLYXTCfOZLdctraXg/sAk6CEGazOTnD3pdyaX/DNBEP608KG0Mu/fqLFZhC48jLF9QcN04vjey0P6vz8/OXQr1+/iooKjUYzbNgwqVT6Ry/nGcRzA/zv4x8EakQi0cqVK2NjY4uKirKzs/+oFf5XERBNmlYcj7qxMyOaa7bqTSJ3/w/x2V/FXbtZ7E5dgE8E8AbSIBgSnTHiYr9eO1r5nXbAui4aHFlbPBQuQf3AaVd5R++KXKRK7b0yyCL1wETs5KCmSy+2BKVR5lQnqu7bCWSoxxtBiAMl0SFliaNgmRxDgDTfcnlaS9knavUDR+t1q7rc0d5SghVH7rs6uHCZ3JekfLxZx4ojRb3QRVkwKQCOf4mlfujo8WYXZbI+PN6sDe5NHfgJr/29jIPbjJZ+rB7xc0Tvd4KqftTho9+/4tHftQEx5JjxTOHR3+zoxUkisxPJV6a1Dv8xvLPeMgAgdSGnoaM80/21KoCB9C95AICU+YENh7qenBpEiBjJ8HW18tjQ/CktYUPow354EtdNnscRHun6wOS5bOFRvPXSVTmvzmolMOD0r0ITZ7Jxn/Z9L7hik9Z3H+wK78lBTcd6iMo2qPV1LkY0iRZMVJc6xufGAADqdukPxQsF+wwEMsztSY2dwoRgaOrVuHYRlZ5vcH3CWM155jPDm6/MbA3uS53fnDz4y1BdtRO326MGE8KH0cXn8FuQpDnszj0kojIZAHTV4+GbMGm+5cJ4yZ3lirMjxQnTWdPvxnNSuuj28RcFm80+ffr0vHnzhgwZcu3atT96Oc8c/mgX/FmAL1CzYsUKt9tdVFSUk5PD5XJXrFghkXRBv3zWgGLlmzQ7AmoF+7pghp8d1Vx/oIvxCxMl1Vu1eS+I772v8B9/9J3m8nRpl+c5PbSp4YjhwWeqvMzm9qgy4kGbzpr2RdZvBdV7gupuLGi9Nq9lG7VmJ6vuwWeqnezaXay6/RGC7QG1+6MEF7Ikx3s37mTW/gzXnBnRXL5JI7lk9hXSoAh2Znhz1c86o8i1J0Rgauo64IZ40CNpwr1h9W23u65csik9u4PrDEIX4kYP8OtVZV0U8xS9Lb+99Al9+vSwJlzVig8GoWt3UJ2p2dV6w3KsV2OX5/Ih7wXx/qjfJHJ7XeieEIGp+cnlNJ02HYhtaCdUe53o7uA6S4u7y2NFJ03nxojdFuT00KaCN2T+AdUnceNO9GkMw2xyz67AOo/9149Q7NG3mj0hgvoDBsF+w8XJHf4iEA/qK086Payp7DPV1Tkt26k1e3iCtgIrhmHi8+bdgXU/wzX33ldemCjZRq75hVSzg1Fbtl4tK7AeTmroHOt225Cd7LqDcQ0nB4tEJ03tX3AZvbs4dZ0D/vWHDBendPojRbEDsQ26anwypfJ7DS4sj2EY6kVrtut2smovz2xpj6s/kygoKIiIiFixYgWC/Gby5f8Lz60P9jwE/bvAF6hpbW2NiYlZsmTJuHHj2tratmzZwufz//nBf3VAoN/7weOORd9bo8SxaRpPmOxKb/I8vMejqXDoqpzdXuOOz41uOmNuD8N6Heijb7VdNuuV5lvcFjRpNqf/RzwUAY83P5EMhIlQQCQJQ7HZ1YkJM1nSyxb5HTuFS/DYkKqf9EQa7LYiVrkXeDEqjxQ+nJ66KJDCJfD6UrSVDk2549HftQf4DbeXyPW1zpG/hD/4TH1jflu/NcGs+K77LtRu1wdEkDK+CS35UNW5kQAAoORDVbdXAzlJZJgE9Xk3uLMTrK9xCo+Z0n9VHen9dvDjLfjAJsDAnTfkA9bxWHHkqMwA1I11drx8aLtlM9S7PFa0SxlIAACBDCXOZAmPmAAAumrn7aWyCaej2ylpBAqUOIP9W75s7GSmpsJxfpyE25068ucI/4AqLYQYNoQuPt9F+JoeTuT1p/kkOe1K7/ksSfNZ84zS+JQFnIQZLMVde3vfXIvEfXak+OwI8ZGURovUU/6FBnVh7ETyvIakyJEMs9htV3gRLwYw7NE3GsVdW9JsFp1HTP86dOCnIREjGfRwkr+firiwmm36Y90aqYGEiBGMGSUJCTNY7TF5MpsQmfnEofdHfDZLfsfu1HcUmoVA0kxWZye426JARbFNevlXtVEMNJ02H+8tajxhevFWXNaJ6C5Jec8GTCZTeXk5kUg8f/782LFj1Wr1H72iZwTPDfDvA1+gZuXKlUajMSYmhkaj/fNjniHETmZm34i9/6Hqwadqn2UyNriKVijGHsYnJgEAd99T9v8ohECBqFzCxDz+/Q9UvraptTsMYen0zlJKGPqELw3BAILBC/siKzZqddVPCmzur1UO/jyU24M68pfIRepuC1tSXpWlzqlJIjLgHn/jUrkERiSZxCLYFV4CHZKcM/MnMXMeJk48x5ffsSXP5YQOogmPGHL7iU4ObEZdqLbS2bmRsA9OPfLgc82wH8JS5nEwBOucJtRUOKSXLe21Sd1f56pK7foav0IgDBS+pRj8Oa/dBMa/xLS2enBdYwX7DC4T0ms5FwAAINB9WYdyo3a4zeitRW2jd0UkTGfVH/jNXHLqwkDBXoNLj1x+qWXEjxG+5j/tSJnPqT/4GyFuGBADYMSNjdwW0Tmdmfwy+7fC1ykLOII9Bmm+5UQ/UdgQ+osFcb52gSQGnDCDVbtDDwDQlDtO7GA2RAAAIABJREFUDm4O6k7lpFAQF+oxo/RIovSKNS6bfedNxYHohtNDmkrXq7x2jESDEmez419im5o9w38O77X8SfC/z7vBvqkwFNQfMB5JFkouWsafjMk6Fa24a+u8PUqazRZ1kpImMeHosV0Y5qQ5HGGnQiwymzDmcNSt12S2Nk/TafOJfqKKTZqMb8JevBUX0v+Z/Xtvbm5eu3ZtcnJySUnJ8ePHGxsbhw8fPnDgwPv37//RS3sm8Ee74H9e6PX6ysrKsrIylUr1rx/lC9SsWbPm9wrU/IVgU3hODhZdndNiV3uOpgnbVSz80XTadDRN6M+hbc4zHeDXmySuveF48rMPwmPGk+lN/iN1e/XH+zR6Xaj4vPloj8YuabeWFvdOdt3uoLrjvRvPjRXvYNVuhapPZTS1f7l2l34roebiVInHjkgumfeE1G2j1f5Crjk1pMlfYcptQXwc3atzWorefiJPobhn2x9d709/RRHsVEZT7a4Ol1y+UX1t3tOgZf1BQ+4APCu74huN/3d8CiftSg4YhjkN3l2BdZ250DcXtRUsk2EYpiyxH0po+Aec26M9Gk+mN/n40p1xOEWoeoAPlSNuNH+q5Ozo5mM9hF0e5bEj/sFtf7jMyM6A2n3hAtkdK4Zh6grH0TThrsC6new68QXTLm6dKNe0i1u3N6x+D09wdnTz6aFNO5h1P0PVWwnV+dmSsk+UF6dItjNqd7LrZIW2qp91l2d0kZXwutDdwXUNBw3HezeeHtakuPe0GOFoj0b//z5ZsA3ZxeniNopOms6NFXeeP+8Fce1O/APsMiHnsyS7gwSnMpqaz5mfAZ7zP8Dt27enTp3K4/E+/PBDmayD5sz58+dDQkI2btz4n8z/3Ppgz0PQv4X09PSgoKA+ffoMGjQoNDQ0Kyurubn5Xzlw5MiRjx49evjw4bhx4/6vBWroYcQXb8dBEHSiT1NIP1q79G47EDd2f61y2A/h/vW1cdms5Hmccy+Iw4fhyc8AAAzByjao07/oEJfu9mogK5784FPVvTXKjE2hnZ1sAID0kiWoB2XC2ZiQ/jR5oS1qdEBIf7qm3FGyTg0A0Ne5Sj5UjdwaripxqEodAZEkAACZAad/ztM8cp4e2uzSI1U/6vIyxXtDBXuC6vfyBJLzloBIkrHBBQAIG0IPz6BXfve0eU7VFi1MhLot6nDJPd8Mar1uNTa6AQBuE3J/rXLE1ggcFajHUm7LVUs7B7vwTXn3JYH+YQAKh5AwDc+XFp8zy+/YMr4JAwCEDqaRmLCs4DdJ14xwokXs/q2a4+S5eF8W9WLX5rRCMDT1SiziwjqoWPwKIg1OXcip3fl0VQ6Nt/Wm7fbrsqPdGgk0iEiFq3/Sn0pvPjW4yW1CiXQYcaD5U1sQJ3p1VovHjLCTSGmLA5PncdK/DE2ezaKwCXFTWC2XrJXf6SxSDz2UOLsqMWIEPXUhR1Zgw7XaBQAYG1xEGlz0jnLgJ7xpRfFhQ57qmSTPYXeuLSbSYf5EZmfWN39SgPqhw67Ax/CHbAwt+1TtsaHtp7uzXHEoroHChidf4k+/Gx83lfkM8Jz/AfLy8iZPniyRSL788suIiAj/j6ZMmfLgwYMzZ85MmzbNZOqijPs5/kU8l8PuGp999ln//v0TEhJIJFJRUdHy5csTEhIqKyv/xcO9Xu8XX3yxb9++EydOpKen/1eX+qcDBh5+oa7ZYZh4NoY3sENormKjRlXmmHAmBneE24Ts5dWnzOeM3h2J+0h41Fi9VT/9Lr5Zgl3pPZIi5KRQc8q66KPgsaKHk4WTL/J9EVfFXfuVnJaZ5Ym123XlX2lDBtA9Zm+f94K7vRooK7Bdnt4CwWDUtsjANMq5MeLeK7hln2khAEgM2GNHw9LprHhSw2EjnUfEUIB6sZgs5vDNYS4jmjtANOk8HyZBJAZ8ZkTzjPsJ7ER88rhsg9ra4sncG3nrNRmBAo38JaLzaks+VLkt6IifwoVHjeVfa2c+TGjvU+uDttJ5KVs6vznZt9VwaLzHe4vGn4iOGP5E86T6Z53inn3c0ejOkzefNRe9rfBYkZdFKV32oLVI3CcHNy9sSfGdFEOwGwtkTr13Yh6fQIEqv9Nqq5y4fhI+GBtcp4Y091jK1TxyqB843FYU82IAg8gcuNtrgbXb9X3eDa7aohuwLiQmi0liwiQGfG12a9stG4CwqVdj23nm5V9rKr/XAQA8FqTv+8F0HpEUAMeMZ9LDn6RU772vxBAw9LsnvchcRqTkI1XzafP/Y++8A5o61z/+nuwQkpCQsPcWEPfCvRfWhThRr6O22mrVWrXWWjtv7dK2blyI4MCBqIgiigPcix0gAQIZZO9xcs75/REvYoj31/bauvL5K5z5kkCe8z7P836/UdOZjRf008sdbR60fOvxfvy2Pkt2BKd1j36Rt9pgtFK0RERh4R3sQAAA+VOF7HgyK5pcvlOprLDELmDFv+/pVLrk7cTu33D+/Pns7OyOHTv+2dNdZgwAuJIAf4w1a9YAAP5ULhp7QYma15S6k5o93Mqqg09boMUlhjTPCnWNk6Tl7Y3S81Mb08Oqa57VzUcRLDO+pvGirv0pNhO6m1V+MKLaQZHYzq3PpRdTn2lYLflUcj6lEcOwlvvGXfTy30FpRmT1xVRhZlxNmmfFLkZF/VmtVmAp+VSyg1r+O75sK670YATPKIVNCtvhzjXlu5WoDS1eLUkPrc6f2rA/sCpnuGA7qWw7qSwjiredUpaX3GBR2zAUU5SbVdVmuyAzhmFWLbLPr/Lxb/L0sOrnqV4YpXCaZ4WizLTXu7J9NtjOsV61gtwncsRnkurtVgqtmFW23R4V7fWiZQ9Me7iV0jvGCzOFzxOmxjAsd0y9vV6A2tALM4SnRwlak/AmuW23R4VJ/uTK+ibrgx9lhzvVHE+s28Ot3MWoODexoe6E5mjP2vTQ6sNdapUV5pvrJAeCq66835zGrSzb8US8QnTNkBHNOzVUsJVYdml+8x5uZel2edUBVWYsbyuu9GJqo6LUlN2nrv6Mo+QyhmEavmWvdyVqQzEUq0pX7fWtvLK42ayyYSiWHlrdNl3fypEuNfYEeFvsWWt9k2PXt6bOsodb6dDU3XLfVDBHuMOt/ORgPu+wur2+hws7Bw8e9PT03LNnz5890RV9MAxzPYP8IRYvXnzgwAG1Wk0kOllt+V9oaGiYMmVKQEDAvn37mEzHfuA3G2WZ+fwUoW9/t/5bfIUXDZcXNA/d599eVdGsQA7F8JJvhls1SO6ohglXQtmxT5ZR1hzWPP5VMbnYyRz38a8Ku+CDV3eqw7pho9iW1bEm5X4EPejph4VYsCOdaxM3+QAIXP9IPPRAwL1vZLJ7JosWobDxGAqMUhuZhQ8c6t58xQDhQMxsj6p0tZsP0apFIqYw+nz/ZPrFy1Rf/VACUAzDsOTisPNTmzyiSHohTPMjNl3SE6g4EgMH4SGzwuYRRfZNdLOoEWWFpeWecXxBmF9/57LPAICi90XCS/qIKcze3zhPFNdkaUq3KSZdCyvbpqzYq0ouCXOQYi6c38wIJbV9K4wSW3avuj7/9omczhRdNRQtEU8vjXB6cWGB/sYKScq98ILUJosGGZ4RqCg1S0qMfgNovn3dCuY0cRIonVdyFKXmk4MEJHecVYeS6Dh6KCnuXfaDH2Q4IqQsMyd8yOn51RPFlesfiZuvGNS11qF7/cMmMW5vaKk6oO7zrfetDS3RqczaIxqfvjRehgqgkHcfat+ffLx7ugEAKtJUDXm60ccdEyQAgOxedZ2Welamq80KZNAOP6/uTzIrN9dJURhL3ORo1H3vO5lRbOv/q6/D9ssLm5nhpK5rHBean09u9BtIS/jQ06JCeIfUFWkqqw6NTvWIme3xvJZ4F61UVlYmJyd369Zt586df7z/1DUDBq4U9H9BLpffvHnTZDIVFxdv27Zt69atCxYs+AvXMZvNq1evzs/Pz87Ojo+Pf+HjfJWB9eiVRSLpLYNVhyadCXHISAMAAAbOvtPAjiXbI1zVAfW9b2XJt8LIHngMBUc61yb+4BM00lETA7FgGRG80SeC3HwIR7vVTbwa2tYW4vLCZoonoX3JU1RkuDinCU/CDfzdN3CEe+sIrVoUtaIWFXphhhC1YTgCRGJCAUPokhKj6KqREUaa+iC81bGgMV9/YZoQw7Cw8UxlhZnTmVK1XxUxldl4Xh80wl14SZ+wlNPhX6yC1CY1z2xWolEzmeIbRk21heSB7/W1d/wits2M8jI1/ONaiABweIgeSnT3JzYXGRrP6VMbouzV6FZQGLMHWgzBDsXUJHzkee8r2aTrYe1z3epqy4n+glRBFJGGAwDYjOjJQYLQ8Yyun3BwRAhgICu+pv9vfnZBCQBA0yW96JpRU2OxaFCdwKqstNg7h5nhJF0jTKDiaIEEQyPcaYVnwFD3wn81D0sPyBleT6BCvb/1jpnDgvDgyrsiDAJ12VrEhL5zMcR/4FMN8KoDqsJ5zSMOBxW930wPJpFZ+O6fci/OaWKEkEwym05gDU9hdl3N8Ygg4ylPHyNgHXoguHpmVSTV65k0L4aCvEmNwnx9zy+9Oi33bNtAoCwz545pmNMQ7VCOfV4W2iGZ30rLbdPZ8Q0BQ90bzuqCx9Jj57P8B9He7BLvi0Wn0y1cuLCmpubYsWN2K9j/F1cABq4A/F8oLCwcMWIEgiAAgNTU1M2bN7PZzheo/BEOHjy4fPnyTZs2zZs378WN8fWgdKvi9gZZ/y0+7S3W7/9bxs/RTSwKbdWqvP6RWFlpGXcumJepKd2mTC5x8s9c+rui8YJ+7Olg++u649oJhaH2r0s1z3Kiv2BmdSTZw0m983gi3yiCU+ujnY5T32TLiquheuH1jTCGYiHvMGg+hKqDajdf4pjjgex4ilFsO9KtdtTRIIgA8iY04qmQSWrDIByZAU25G+7uTzSIbLmj6jU1ls4rOT03einLLcf78OmhxO7rvG5vkJI5BKsKMclsPoluHlFkwSmtWW5DYODRgaSusEJ4QGLiBvzqFzqerm+y3ftOJioyaOutvoluVC+istxsbEHMMlvwWPdOyzz9B7tLSoxV+1WqSkvkdI/I6UwKG39qoABFAWpFzXJE1whDeADhIQIZ6vWtT/x7LN4hdfku1cSiUNiAXl7QXH9ahyIYzY8I69DBu/1KPpNa5Mg7l0LOjm6ImccKGEJTlluEl/QNZ3QAAAgPEBNgJ5BHZgW2SjmW71JeeV+EJ0EEKm7yjbDW7bIH5tyR9UEj3G0mtLFAj5oxiAAQM0bzJUTPYYVNZCgem2uPacblhbT/CArnNbPjyJ1Xclq3aOqshfOaETOmrrXOk0a3jb52suJqhuwN8O7l+Gx3tGttvy2+rWXyp38DffldVnHCJjxxKDJKbdXp6oo9KhRGE5ZyolM9nFbKXfwRdu3atW7duh07dkyePPn/PdgVgIErAAMASkpKpFKp/XVMTExMTEzbvUajsbi4eOHChTQa7f79+yTSX89H/bVEzZuB/KH5YmoTK5o0cJtf6/xGUmLMm9iYfCu8rYwiasNOj6jndKLWHFGPPR3cmmxsBbFih6J4o4496fDCUHA8sa7jEk+7deDFmU3seHK3tU7ELBEzdjCcBxvQaY8inAo3nk9uZMVSen7hBTDsxscSmwkbtMOv8bz+4iwhbMAipjB09XDgCPdun3JrDmturZdq+VaIAEYdDqrOUFO9CYO2+7XcM50Z08BJoNgs6Jic4LLtysp9KliLTi4Ou7ZcrK21WjQoYkb9B7opSi2Ddvr5D3ZvumTIHS3otoYb/x47s0MtM4pkViJWLZLwoadHFPnuly0IjJlakF5feZXtUBiabLHvspqLjOpqC4EMJSzncDtReFnqpgI9iY7HMGDRIGNzgq4tkyrLTPHvs6hcoqTE2JivJ3ngu37iWb5L1X+Lb9FikVGC9NzAiXvfk+yBv7VB+mCTPGIas+miHqCg51fesfOf9nJLbxpPDRFgGITCWMAQmrLCYjOi9GCiqQVBbRisQRmhRL+htIZz+k7LPJmhJPENQ/kulU9fNy3fqqq0kFj4gME0r24U3740v/9MkRELlh5cPbk4rH12V3zDeGVR8/SySAAAwEDZduXtL1q6f8bt+IHn8b78Xhu9WlMXrdz+ogXWo31/dMxCP/hBriw3D93v2D7Gy1RX7VO/cyFEWKAv36lsKjSET2J0mM9q20ft4i9z9+7dlJSUcePG/fjjj/+9YOcKwMAVgAEAY8eOzc/Pt7/+/PPPP//88/bHnDhxYvLkybm5uUlJSf/LvXQ63YIFC2pra/94ouaNAbFgt79oqdyr6vUFlxFJrj2qqcvWjjwc2P4r1axE0oOrAwbTxpx2IiVWulXZkKdLOvN0l+ye6czYhullkcYW26nBgtTaKCLdyfq6hz/JxTeMnh0pWoF1WLrj97IgR1u8WjrtUYS9GdiqQTJja8aeDuZ2o1q16P3vZQ9/kSMmDEAAggCEh3x6U7t/7lX0nsiiQlIeRFyYJvSIItuXBoVPYtxYJalOVxPcoOSb4bxMdc0RjaEZtqjRcbnB9zfJmq8YYuay+v/mq6uHT4+sj5zKrEhTTboeWpmmEpzWWXWIzYSx4yiaOkv/Lb4RU5iN+fpz4xpCJzL8B9OqD6rxZAgHAYo3ofmKodtarqbGWn1QRfMnptyLyB1Vr2+C9UJ4wqVQn75PIgqsR7LiahmhJMkdE2pGyWx8yt0njyCSEmP+VCEjlETzxat4Vn0jPLc5prUHW9cIn01q0DfDRDdc7CKWtNiU+JPPnY0tTQV6/0G05isGRhhJWW5hx5FtBlTLhwHA8BScbz+qRYPpGmFOAtmvP63LKg5oR9ESET2Q2L4WCwA4GM4bmxPk5kMsnN9kENmGZwZ6RJIAAI9+kSsrLIN3O/bJq6osp0fUt89CW1TIwXDejMpIN+9nEtomme1QdA3FA0dk4uMWsaNnejj9a3Hxl5HL5ampqUaj8fDhw76+jmX4VlwBGLiUsAAAZ8+etf0Hp9EXAODp6QkAUCjaqQb+Seh0+pEjRxYtWtSrV68TJ078j1d7vcCToT7feY8vCKlMV+dNbIQAmPYoon30BQBIS4wUNl5809jeT96sQO5+3eLQqcTtRo1IYZZ8KrnzRUuXVRyn36dWLfrgB3mvr727rOI0XdLL7j0jPoXC2I2PJQO3+bXGHhIT3+Nzr5vrpAAAEgMXNZ1JZuBnVUXOrIx852LoImPsxKthgcPcp5dG4si4rLga3/40Qa4WwkOecWT+KW19ro7qRYD1mCBHq3hskT8wxc5nD9njf3Z8AwZAqiBa1wBn9+af6M/vtpbb+1vvXl955U8Ryh6Z9U1wzy+9Q8bRVZVmKpfAjqXAevTeNzKffm4td0zBY+jyR2YcDhp3MXREZuCIrKBbn7VUHVAP3h3AjqUULRaZZDZNnXVcXkhr9AUAEN3xI44EKiosOJz9AQLKm9RY+rvy9ucteZMaB27zSzoXLMjVk9zxfgNod7/5j7dPleVkfz6rA5lAhWAjyulEVTw2H0moxZOgHhu81Dxr/GLPKbfDe33pxY4lTy+PXKDqMP5S6L/EMQQ3PJ4Ipj8K77KK8zyZrcipzJp2ulR2wiczHvwkP9KllhVDnlwcZo++AIDwKUz+SS1icfzKZsWQSUy8pMRxsTKZhQ9PZlTseioipqywFC0WZcbUBI5wH3YocOqDiPj32K7o+8LhcDjnzp0bM2ZM165dCwoKXvZwXmlcf3xOkMlkbWOt1WrdsmULBEEvakXvu+++e+7cuY8//njZsmUwDL+Qa74ueHakJBeHDzsQIL5hzJ8mrMvWOtgBKR6br7wnGpYeMHin/7nxDXrhM+/P9RXi6FSP9nKVvb/xrs/VNRXqOy52Xqd/+LM8eAydHUsmuuN6bPAqXi1tu7dit4oZQWptULLTYR5LXWMVXTUAAK6vkHT/jMuMJntEkwOG0ForkXgqNDYniMzEia4YrGpEU2s5FFtzeZEoYCgtbhHLM4FStEQkf2gauCOg6oAKNqAEN5ymxmozoQHD3TXVFsSE2SuOPolu6lorasMmFIVeXyaWPzDPFkQnLPU8OUCQGV/LjCSNLwhld6Qc710XOZUpLzWbZDarFi1eJY5/nz08I+DmOqlRaqvar9bUWmPmepTtcJSuxGwAViMAg8ZfCgMAhI6n3/1Gdu87GSuOYmqx3VgpIbPwFC5+wO9+5TuVd79qkZQYTw0W+A+gia4aIqYwIQAuzW7qvIozcLuf9Lap5bap21pury/tlkoeghwdrEPxFMi+kBpHhJLyQkhMvF8/GmJCZfdNoB2+/WgmGaKqtDjuwAAKY9UZmiF7/Pt879O209s9gMjpRGk4q3M8BYCIKU6kmwEAnZZxynYobWasPld3enh9zjAB1YswvSxy5OFAV8L5bwWCoNWrV2dmZs6dO/eLL75AUfT/P+etxJUEcML58+cnTJiQmJgYGBhorwGLxeL169dv3LjxBd5FLpfPmjXLbDZnZWX9l0TNmwqGYIIc3aMtCnWNhR5IDEliRM1i1h7RPPxZ0fcnH3tB99Ev8oo01aQbYfaOKtE1Q8Gspunlka09yW051qNO1wjPaYhu21hrxyxHDsXwptwJt4sSYwiW1bG23y++9v5q2IBmRPKSzoa0NzOu2q+q3Kvu/DHn5qeSqQ8j2ncA2ckZLpCUmKY9imCGk/RCmJepNoptNjPmP5Dm3YtavltVuVeFYRisQTsuYbfcN4uvGVgdyAO3+eMp0IWpjRARZ5bbOi33rNit6rKSc/dbGZGBG3c2pCFPd2ej1M2LiAEQ/x77wQ8yiwadK4x++ItCeFEH4SFOJ8rArX4Ygj3+VXHzU6nNglE88SMyAq8uFXdfz42e9aTlTf7QfKI/n0jHISZs3IWQkk+k4uuGLh97dlnDrT2sefiLQsu3Utg4swoNGuFO5RIa8/VGMQwgCEAYPZgUkkT37et27SPxnEYnPVAAgLxJjcFj6OHJjNMj6n37uvX72bc1G3z7ixarGum32cmf9/UVYjIT32PDU40zu7q1XggbJLZxZ4PZ8U4+DkGObvRJx3VKBpEtK75mVk0UxfOZ/imbET3atQ42oG6+hE4feYYnM9v6Urv4B2hqapo6dSqbzU5PT2exntGJc6WggSsAO0Wj0WRnZxcXF4tEIhqNFhYWNmfOnLi4uBd+IwzDNm3atHnz5oyMjKFDh77w678WaGqt1z8Si24YrRoER4BYsWQMATY9qm+CURvm7k/UN8OBI9058ZTqg+qY+ayEJWyav2NzB/+k9tZ6KTOCzOlM6fmFo5/SjZUS1Ib13/I0DNQd1975smXqgwgIB+5+1aKqtg7PcCL2hNqwzNhaxIgM2RvgNFtuJ3dkvfiG8V+SGKdPBgAAqwY9FM2zqJGOH3gSaThOF0rDWR3vkMZmQhlhJPcAoqbGwu5IUVdZjC1I3++9a7I1kmITM5I04Hc/mg/h9udSQY6OGUGicAjcrpT+W3wPRdeYFbakcyFqnuX+JhmswxALOvJI4JmkRvcAglmJwHqk00ec8EkMqwbJHd1A9SLEzPGoSFNZtWjCB2wSE1e2XUXh4HUNcPgkRu/vvG1G7N63MlWlOWCY++NfFYHDaBHTWQGDaSTGk9/oeCK/+zpu+2XcAID6XN3dr1sAAD726NsGXb01uzd/jjDaYdUyAEB6y3RpbtOMyic6VspyS97kxoDBtH6bfW+tlxKouJ4bHT9HWI8eCKqexYtqdbNopXBeMzOC1OpIbVYgpVsVZduU3r3cuqzi+PZzzXdfGjab7bPPPjt8+HBGRka/fv1at7sCMHAF4FeBwsLC1NTUhQsXfv755zjc21sUMLXYMBRo6+HijyUQDhuTE0xm4QEG0kN4NiNKZEAEKp4eTGwuMlA5+B5feMekMu2rOWE9mhVXM+xggEck+XDn2gmXQtpOnvRN8JHOtdPLn23GwUB2Ij/hA3bQSPqhDrwpt8Kfp7dwYYawMV+/QNHhecMWFuivvCvidqH49nPrtNxJwxEA4M6XLbL7ZgzBgsfS4997NkmOAQABxILVHtNcWyq26dGgMe4BQ9yJNJwgVye7b8JQEJ3q0WG+h4ZnrdijFpzUEGg41IoR3fEWlQ1PhXA4XNQsZvfPuDR/4p2NLXoh3GUV5+HPiso9KhTBIAgQaDjvHlSPaLJXd+rNz6Sz66PxZAhDsKZCg2dHSquJnklmOxRZQ+ESOq/wjH/fMZNfsVvVeEE36pgTlQyzwrbPtzpqpsfQfY4dUgCAE/35XT/hhoxrF7kxcDCCNyo7iNuFUnNEc+1Dcd8ffaJnewAAWu6YLqY2zaxy1JgEAFyYIfTrT2s/PFWV5dRgQSo/yqpFH/4or9ynCpvI6PIxxyOa3P4iLv55jh8/Pm3atOnTp6enp9u3uAIwAC4xsFcDoVDYp0+fcePGKZVOHITsPH78ePv27f/kqF4WqA0tXNB0tEdtc5FeW28VFxu24srSOJWwAcUwTCe0ZnWs2c2uyOpUa3e8v75SXDC3yX5u2U7FsZ61bf2RChc0lXwqaX+X5iJ9emh10RLR1Q9FzxuJSW7bw61MD60WXnLUNbRjs6CHYnj8HK30jnF/QJVTXUwVz2L3vZfcNB4IqnqeqOGVxc0XZwnPjm9ob8LTljNJDTvdyhvO6xRlZhTBVFVmg+ipw09b5UgUwXLH1rc6ONnJGSFoqw/aFtiI7GZVnH3HifUQhmEWDeJU7RI2ICcG8A93rb25zsmbjGFY6TZF/vRGp7turpdeWy4u+VTSXlEyM47XXOTkPW/I0x3pVuvUhihnOD9nqCCNXXF1qai93qSLl05eXh6FQgkLC2tpacFcUpQYhrnckF4RAgICrl69Ghsb26VLl9u3b7fdhaLomTNnhg0bNnr0aK3WiQX6mweEhwbv8g+fxLj5qfTkAH7OsPre33pAePcQAAAgAElEQVQjZjQrvsYks7kHEFPuh8fOZ5ll8NmkhpI10qo9KgoLVzi/WdcAxy1kE9xwj3990kMnumpoyNM7XQnjN4BGDyFWHVD1+Nwx1dnKnS9bIqcxe270uv251OkBZVsVjDBS6Dt0r+5UZgSp9piTVqCri0XdP+W6BxK9e1GZEaS6bCfHNObrG87q+v/m2/ED9qMt8vZ2tnZsRlRZbia64wKHu7PjyBAOeESTW00LAAAUT3xIEr06XQUAuPdNi0WJ2B2TWum4xNOpuzDAwOUFInYHskWNONkLAImBCx5Lrzn8TFezzYSeSWpghpMG7/TjZWmcDjtiKrMxTw/rnbThhE9ilG1TiG8Yp9wOd2isi13ILt/pxOQ4aKQ7QDHB6Wf+EbR865VFopa7ZnYceXp5ZP8tvu2LFC5eOqNGjRIKhRAEBQUF5eXlvezhvBq87CcAF89w8uRJb2/vzZs3Yxim0+l27twZGxvbtWvXnTt3mkxOROffHlTVljRWxW6PCsmtJ3YFNz+THAip2gqV7Q+ouvW59Nbn0jROxb3vWpRVZrulLmxADkZU153QPO+aOUMFO+kVFrXjrM6Ops6SxqkwSGDUhmZE89pPgk0K2x6vSkW52f5j/Rnt4U41DpOz6gzV4c41rf7HglztkW61DteBDUh6aHXjhSeeE5lxvPZGAnaufii6OEt4pFttw3knBhV27LYHwgL9Pr/KVk+IVhAY3edXqaw0O2y/9bn0aPdai9q2x6tSXevEMAPDsMZ83bGeTwePWNHcMfUXZwntDseHOvDsCYn2nEmqbz/tVtdYMmN5e7wrnBowPM8FGcOw+rPazDiePcmhrDBfTBWmcSpurpe2Oka4eMV599137bW2lz2Ql49rBvxqMWHChKtXr+7Zs6dv374hISEFBQW7du26d+/eu+++S6E4NoW+VXhEkWbWRrkHEk4O4F9MbWrI01M8CSYZwu5IxhEhj2hSz41eKXfCRdeNV94V9f3R58J04bWlYvdgkrrKIrpqcFjsBAAQXTWo66zhExn3vpM7vWPJGmnnFRw3bwKEh7qv4979ytHd+dZ6adQMZqt1RPAYOgpjTYX61gNgHVq8Wjpoh39r83DIWDqsRx0Wrd75UuaT6BY4/EmTV9widtlWJ5PU5suGuhPa/r/6xr/Hdj6LBQAA4NvPDUDQ+amNIzID23vn4QhQ1EyPqgPPTGTrjmur0tVjzwSTmPio6czq5yzeDRjmbhDZVFUWAACGgoLZTTgCGLLP3+5wHJHCrDnsfGlv1AyPmsxndgkv6E/04ycs8+yx3tvpWWQPfNgERuV+JyMJHkOncAh3v5OfT248NUTA6kBOrYvu9aWXQwu0i1eW5OTkgIAAPN71ebmeQV5JjEbj5MmTIyIiysvLX/ZYXi0QK3plcfM+v8ptpLL0sOrGi7rzKY3Zfer2cCvFxQYUwRTl5hMD+Ht9K3dQy38Hj7fiS3cxyrfiy7aRys6+09BaLkWs6JFutbwstUEC7+FWqqocZ4TiYsP+wCrY+MSiDrWhGZHVbSemygrzHq9Kh1lX5T5lzghB6483VokvzWtyuPKjX+X5U5/WRBVl5jRORds6rkWDpLErHCavVj1yMLy6/qzW/jrNs0IndF7mRBHsUDQvqyPvee+hqsq816eydVKuqjbv8Xpqg9hy33QgpNppkRXDsOsrxTc/k2AYdm2Z6ORgvs309DhlpXmfXyXqzHHRqkd2e/xnOoti976X7fOrFF0zYBhmktl2ezhPQkhuGdPDqtvewk5ToT67d20ap/LRFjlscO7w6OLVZOvWrQEBATgcrnfv3jdv3nzZw3n5uGbAryJUKjU7O3v9+vWDBw8+evToyx7OKwSOCA3c6je3OWbK7fCgke6X5jRJbxn0jbBVi57oL0jzqDg3vsHdn4jDAZsJJXngu63hLtTELlDE9PnWW3hJnxlbU31QDQAoXiVx8yFETmXiiFDXNZyrH4rb3gWxYJffFSV+70OgPvkHgfBQl0+49/6jEgUAuL5c3H0d12HWFTXTQ11lsctsaeqslftUvdvZvHeYyxIW6J8IjGDg6gei3l97t63jkhi4iGnMirRn5rg3Vkr8B9GCx9ABAEQaLnIas3KvkxIpAODBDzISC6dvgs1K59Vcj2gyPYQkvKAHAMB6NG9SY+9vvVs1t7ldKCQGTnTd4PTc6FSP6oPqkrVScbFxbE5w2yXXrBgylUsQX3NyIpGGC5vIqNyrgvVo/lRh7RHN5OJw+9IgCgcfOp7+aIsTjTnvnlTvHtQbHz/5aDAU1GVrj/WsK1oiil3IntscnbDUk+Dm+gZ7DdBqtYsWLaJSqcuXL+/Ro4dUKi0pKenVq9fLHtcrwMt+Anjz2bt3b1JSkr+/v5ubW3x8/A8//GCxOK+xtef+/fthYWHvvvvuHz/lrQJFME2dRXTdcGOVeDulbK9PZdEHolPD+bvo5VkJNdl96g4EVPIy1faDpbeNaZyKPdzKgrnCPZyKgxG8HdTyHW7lJ4cIHErFJZ9Kzoyrd7gXYkUPBFdJbhoxDONlqrM61jjteX7wk8w+wc0dW//gR5nTYV9fIS5eLcEwrHS7IrtPXftZo6LcvM+vsvX6jRd1B4KrLJqnx8kfmfYHVrVt9rbTcte4x6tSW2+9OEv4aIv8ee9b2U5FXnIDhmLnUxoLFzjO0e//IGu/sZW9PpXpodVOC64PN8uf1/CsKDXt9a48FMsrnN9kMz8zbK3AsodbaVI4uaBVh2RE8XiH1WU7FBmR1dmJdfxTGqeTbBevJmKxeMOGDRQKhcvlfv311yj6nNTK24rr+fFvZ+HChQiCrFy58rfffuvUqdOqVatmzpz5B8/t0qXLgwcPFApF37596+vr/85hvpZAOMAII/n2dUvc5DPtcQTAAcSEQgB4J7pNvR/h1Z1KoONvfCwu26YEAHj1oE6+HgZwoOqAGuDAqOzA+YqYd7UdwifSzQrk4kzhlXebTw4SpIdUP/pZ7plA1TXCbZWHcUSo+3qv4k8kZjlyfaV4cJp/e3EJAEDcQrbwkr58t0pTa+34oafTYScs9azYo9TUWW9vaBm8+0kNtS3sWDIznFyfqwMAWLXo5QXNg3b6t2piAAA8Eyg0P0Jjvr7tWbAevTBdOHCrHz2Y2GE+qyLN+RQZABA5zaPpkuHmZ1Jdg3XAb34Oe6NTPfgntDajk77lx78pMBvm1Z3qtOAaO48lzNcbmp2oq2r4sEWFeHWjDk7zbxXctkMPIYVOoD/62UklXt8Ec7tSCv/V1HheP2RvwOQbYaHjGe3fLhevIPfu3Zs9e3ZcXJxYLL57925LS8u6desgyKVE9gyuv+W/nYqKinPnzi1fvnzevHkZGRkLFy7Mzs7m8/l/8HQGg3Hs2LFZs2YlJia2uja5aI9HJHn4wUDBWa2i1DLsQACEB/1/9Y1IYQIcdGtDS8HsZtl904Of5FY1isNDNgPAESACFQfrUQwDFC4etWG8w5pOH7HxRBwzivxgk+xQFG83o+JQdI1dDhoA0OFfLNiA5iU3Rk338O7p3FCSSMfFzmPdWC4etMPvecKH9GCiXz9afnJjx8VsdpxzpYj49590Wt34WBw0im5XzWxL7EJ2xe5nQmzRYpH/EPfwZAYAwH8gDTGj0ttOdJgBACQGjtuNUrZNOfp4UHvlTjdvgldPqiDHUXW5fJfy4U/y8ZdChQV6o9Tm9HePmMYs3/XMqBALdn25+NoycZ9/+ygr2ok/AwAA6P6ZV9kOpT0rDgAwyWxl25XZffg5QwWMMNKMqqjRJ4NcalavBTAMHzt2rF+/fikpKXFxcbW1tTt37vwLMoIPHz4kEAgQBL3ZEw9XAP7biYqKavvjoEGDAADNzc1//AoQBC1btuzw4cPz589fs2aNS9n8eQQMofn1pQWNpreKXvX8wmvk4cCwCYy64+qjPepEV43ugcQJV0LwFHBiIP/CNGF6KE9SYhyS5j9fEQtB4ML0JqMMZncgz22O6fmlN4WD7/4p58J04Y2VEsSMQTgQMYUhuWH0iCTmjm3Im9xwbanYonEsteoaYRTF2ncgt8WzE0VZaXHqx2cnbDJDUWauSFMJLxr6/uBodgsAiJzGFF016JueTDdrjmhk90z9fv7PkRDoMI9Vucf5JFhZbpHdM5M98M9bLxszl1W++5kidNV+1b1vZOMvhXomUMImMUq3Kq1atDVDILygb75sUPMs8e+xy3cqW7erqizH+9TpGuCUe+EJyzxhLVJ33MladnoQcURmYOG85lMD+ScHCQ5F1YivG3tu8JrTGN37G296kGtR72uARqPZsmVLeHj4li1bli1bxuPxVq9e7aD//AdBUXThwoVeXs9doP/G4BID+6dZsmTJrl27RCIRl/vcL9/nIZPJZsyYgSBIVlaWt7djd48LAIChGT7cuTblTjg95BlpSQwFokL92fGN7iFEU4uNzMDrhDCRjht1JDBgmDsAQMu3nhos0AlhN2/CtEcRVC8CAODBD/K6bM3oU8HXlor0TbbeX3ufT26wGTHEBjgJZAwDeiEMa9Fun3JbhYsFOdriVZKIFKa2Hk783htHgqhcx0hsaIaP9qgjuuP6/+LrVF3ZTsla6eNfFWNzgx1smlq5tkxMouN6fe2trrGe6Md30OA0SmxZcTWz6qLsVhZP7y6yHe/L7/21152vZEP3+Tv1BUJtWEY4b+SxIG4XirBAr2+C734pS8oLUVWY+Se0Ded0Vj3aVnbDtx8NRwCGZlgrgCEccA8k+vajmeQ20VVDxyWeCR+wKVwCngS13DWdGdswKjvQrz8N1qEGEayps8ofmeUPzKJrBgIVx+lMiZ3PChjq3n5e7uKVpbq6etu2bQcPHkxKSlq1alXHjh3/xwtu2bLlt99+mzt37vr16wUCQUhIyIsY5quIKwD/o9y6datfv36LFy/esmXLX7sCgiBfffXVvn37srKyEhMTX+zw3gzuftWiKLWMPBrosL1wXjOZhe/705M5orracrRHHcENR2bijRIYhQErhsSOp/BPagk03ITCUHYsGWDgfEojxZMwaLvf+ZTGuhM6CAMBw2mKB+YxZ4LtWegHP8lLVkv9B9HGnAoyy23H+/I7LvF89IvCpLARKBBiwXBEnEcUcej+AG5XKgAAhbGTgwSh79A9osgln0rHnApmhBAxFGvtuLaDoSBnmEB6yzijIooe7HwKqKm1Hu/Ln1EWeXIwP2GpZ9y7jgrJBbOb2PGUrp88FQKDdejJgfyIFGbXNdx738okJca4RWzFI7O+CY5dwGLHU1oLtA9/ljec1RklNlMLYlEj4VMY4utGVgdyxBSmRyTp9Ij6qFSPIWnPiD+LrxvPT2ns+7PvlfeayR54CAOsWLJZhSpLTSgMcESIQIUQKwYbUAiCAIQxI8j0ICK3C8WzE8W3L+15v6aLVxMURQsLC7ds2WIXKvjggw84HOda6H+KpqamDh06HDt2rKysbNWqVa4A7OKPYrFYTKYnVTcCgeDu/kzdrq6urn///sHBwZcvX/4fVTXOnDkzf/78FStWrF69+n+5zhuJzYRmxtSMOBLo0/vp3E583XhhhnBGeWRbA/biTyQWJdL5Yw7Nl1B3Qvv4V0XyzXBlmfnMuAarEkn4yDPhQw7RHZcRVcMIJrTcM+GIEImBH38pRF1tvblOmnI/nEjDAQCaC/VnkhrcfImIFXP3I1hUSHASvXyXisLCjzkVVH9G92izHLFgXT/h9vjC6/pHYnWNJXA4vSZLLXtgxpMhmwEFOOARTe6+jhs144mH4K3PpJISI7cTRSOAAQR0DVa7M2DUTI+2TUy5I+tNcsTdnxg+haFvgi1KxG5QQfMnBI10t5mws0kNIw4H3lwnZYaTQt+hl/6uZEaSwiYxqg+qBTk62IDgCDgcAeBJEGzCIAx49aKGjKWHvkOX3jRdmtfkO4BmFNsQC0pmEQZu8/Xp7WZWIMd61kVNZ1alq6fej2g1JjJKbMd61CV+7yO6ZuAd0hAZUMrdCADAhelCejBxyB5/xILZTBiEA5IbRogIfPvR7O+ei9cOnU6XlZW1efNmNze3pUuXTp8+nUh8YQ9P48ePJ5PJR48e/fHHH10B2MWf4N///vfatWvtrwcOHHjlypXWXQ0NDQMGDGCxWJcvX/5rdREHGhsbU1JSfH199+/fz2Qy//cLvklU7lVVHVBPLAq1/4ih4EiX2h6fe4VPZrQ9zKJGDkXXTLgcSqBA2b35E66E2mWtEDN29UNRzWGNPTQCDMKTgGcnqlcPqk8f6vWPJL2+9pLeMhlE8KhjQXYLwgc/ym+ukWIACxjmDkHAokKGpQcWzmuKnMbs+IGnzYheXtRce1gbPdOj+aqezMLTg0nBo+m3v5RaNdiYnECLHC1eLTGI4N7f+nRe4Vl7THNjpaTzx5xb61psBpTkgfPu7aYXWjU8K4mJ6/wxN34Ri8TEAwDyJjfW5+pIDDxmQxEYUDiEuHc9cARIU2cV5usBDrKqbAACfX/2NSuQOxtb6EEEVgxFWWmJf5/N7Uo9M6aB1YGUfDMcYOD6CnFzoaH7Bq+mAj3/hNasQAhUCIIgHAnqt9knaqYHAAC1YWdGN3C7Uvp871OyRqooMyflBgMI6IXwyYECNx+CmmfpMI/VdQ23ZI2kLlsLAIhIYQ7c5udqXX6VkUgkOTk5ixYt+n+P5PP5u3bt2rNnT+/evZctWzZs2LAXO5ITJ07MmTOnqqrK39/fFYBd/Dmamppae/aYTGZrLaSpqWngwIEkEunq1at/ofT7PCwWyyeffHL+/Pns7Oz/ve7yJoEhWFbH2v5bfO36jtUZ6vKdyknXwtof+fAnufi6EeCAdw9q+5YoUwsivW0MGELL7FCDI0HTyyPxJEhdbcmfJqT5EREzZpTZ+v7gI7yorz6oRq0YhAcWFeLb121cfgiBilPXWE/05U+6HuoRRQYAnBoiaL5sILPwHT/wZMeSry0V9/3Jp/qg2n8wrdtaLoZgtza03P9O5j+Ipiy3+PR1U5SaETNG8yEwwkkjsgIBAHXZ2ivvN/v0dpPcNPZY72VW2O59JwcAY4SQh+z190l0uzhTiNqwkUeC7AEvP0XYdElv0aAxcz2UZWYIB0luGWPnsQf87msUwyf6C7qv97qzUTr2dDC3GxUAcH5Ko1cPt8gUxtEefMSCEtwgUwtCZhKiU5m+/dw8O1FurZPazNjYnCAID6EwdnIAH+BweBKQlBjxFKjTMk7cIvZ/7z5z8QrS2Ng4adKkyMjI3bt3O+TtWrl+/fqvv/5aWFg4c+bMlStXBgU5Mab8H9FqtR06dPj444+XL18OAHAFYBcvAIlEMmDAAAzDioqK/Pwc11z+72RkZHz00Ufff//9/PnzX/jFX19qj2kebJJPuR2O2rDMDjWD0/z9BzlpZUIsWHpwNcBBs/lRz2v80QqsR7rUEt3xqfwo+8oixIxVHVA1XTI0nNPZTCjZE09hE9Q1VhwBjD4e9Pg3BaxDEzf5+CS6Vaerbn7WMmx/QHWGSvbArKm1QgC4+RJQGzYmJ5jTiWJvyBqRGWgfXtFicfkOJZ4KuF2pGj7ccwM3epZHVsfagdv87CuRKtJUlXtVQ/b4546q1wthIh0XONJdfM1obxxDLNjp4fXhyYyEpZ4la6VNl/QTCkJzx9bLH5hRGAAcFjaZqeFZxuYGnxokSPjQM34xu3ynsnKfalxeCJmFV5ZbTvYX2KwIgYzzSXSzqJFB2/1ODREEjaJbtWhjvg6zAfdAIoWDhyBgENlMMhvVi+AeQPQfROv5pVer5LWL1w7703x+fn52dnZ8fHzb7UeOHPnpp5/MZvPixYsXLlzo5vZ3rQdbsWLFuXPnbty4YZeJ/v3339evX//o0aOwsLDnPRa87rgC8N+LxWLp1q1bVVXVpk2b2j4z9unTx9/fiXv5X6Oqqio5OdlumkSlOl+f+taBgWM967qs4pgVSH2uLulc8PMOSw+tpnAIKXfDn3elvMmNXt2ozUWGyKnMDvOeLR9gALVhjfn6gtlNo44G8bLUVC6hz3feZTuU5buURrHNfwhNWmLUNcKcLhSAQmQ2XlRkoHoTEAsWNoEePIYeONxdestYMLtpcFoAL0PdfEVvs2A4HGRWIIHDaMMPBVI4eOEF/ZX3RSl3w8ksPIaCwx1rSUyc4rEZQwCBhvPuSaVy8TYzNvJwIICA7IH57LiGsAkM8Q3DO+dDqjPUd7+ToVYA4UHcAlb9GZ22ASZQobDxjIHb/fBkCEOw4k+kglPaqFkejRd0LbfMrBiST383VbllXF4IkY5ruWM6NVgAG9DIacyB2/zMCsQucknzI1C5BAdVDRevNRkZGR9//PHmzZunTZsmkUh27Nixffv2hISEpUuXJiUl/d0yGqNGjXIqddCrV6+bN2/+rbd+WbgC8N+LXC53mnM+duxYcnLyC7yRTqdbuHAhj8c7duxYePhzY8lbhajIcGluM2rDxuQE2TuQ28PLVD/6RWEQ28adC/ZMcNIZJyzQF70nml4eKbtnKpjdNKMqsv0873xyo2dHSo8NXgaR7XDHmpm8KLtQlK7eKiwweHakAAi79VmL9LYpdDydSMNbNUivr7wEubqGszrRVQNiwXwH0CTXjZwuFDILJykxoVbsnYuh/BMaXqY6bCIjbAKj+bKBl6nutoYrL7XwMlSIBaP5Ezv8i9VtHbcyTXX3GxmsQ6g+xAG/+WA2cGl+M54ERU7zEJzW0vwI0bM8ij+RIFYQOJTmEUV6vFUBAOQRSVLzrMxwEgpjiBUzimGAgzzjyKETGPf/LfPsSBl3PsRe3nbxVvHo0aNx48aFhYWVl5dPmjTpo48+6tChwz9z68ePHyuVT1efHzlyZMeOHVlZWVFRUV27dv1nxvAP4wrAbxS7du1at27djh07Jk+e/LLH8kpwoj8fAOC0+gsAQMzYoQ41w9L9W26bpLdNI484rlxCbdjRrnW9v/EOGUcHAJwcIIh/nx05/ZmWtycRuizSnsG+vKCZHkLq/tkzT13KMvOpIfWTS8KY4STYgGaE8yZefVIYtoOhQCe03vqsRXBKm/iDj+C0NmQso+MStq4R5p/Q8k9ppbeMRHc8rEVwJIjTiaIst3hEk5NLwgAEAACIFWu6pL/7lUxyywRBAEcAGIIlLOVETmMS6biTAwVjTwd7RJHqc3XSO6bOyz3PjG0YtMPPqydVzbPiSRCeDLn5EOzGBhW7VQ9+lCffCnNYPezijQdF0bNnz/7666+1tbVz5sxZtmzZC2kX/cu8DTVglxnDm8adO3dCQ0OXLl1qtTq3q8MwzGazvSVeYIpS016fSrPKuVX7nS+l56c0Yhhm1SN7fSoVZY6mhA9/kZ8eJWj9sTFflxlf09aqz2ZBD8XwBLlPLeXtZn9tTfRQG3qkW23FXmXrlttfSAvnO7odWNS2/YFVwkt6DMOkt43podXtvRbsPP5NnhHNO9ylpv2uVv+G3NH15WlKqxbJjOWV71Y6HFa6VXFuUkP70xvydHt9KtU1LuePtwu1Wr158+agoKC+ffsePXoUhuH//5y/nx9++AEAIBAIXvZA/kZcAfgNRC6Xjxo1asCAAc3NzQ67NBrNzz//HBoaOnDgQJvNeVh6w7jyfvOVxY7vA4ZhOqE1jVOhFTwJNvc3yc6nPOPkY5Q6sQo+0rW2/szTcHv325az7zj6JuWOrq/Y8zTmPf5NfmIAv23YNsltu1kVxpZnvuYK5jYVLXk6zmO96/g5WqwdykpzGqdCVW05GF7dct/k/HfGMEGuNrtP3Zmk+qIPRO33WnVImmeFtv6ZRzRFqWmPV6Xd7snFW0J1dfXSpUtZLFZqaurDhw9f9nDeOlw1njcQT0/Pc+fOjRkzplu3bgUFBfaNfD5/zZo1kZGRJSUlGRkZV65csbcavvH0+c5bkKOT3nK0JbixUpLwoWerYmXHD9jiG0b5I3PrATc/k0bP9vCIfsYsofNKzwc/PvHt0Qvhhz/L+232dbhy55WeD39R2JUajVLbna9kg3b4gTaFY4onPnwSo62VgvCiXlRk6PPdU83njkvYpb87uuSiNuzSnKbe33h7RJGiZ3s8zxIYABA0yl1ZbjaI4Kfq0G0guuOiZnpU7X96OqxDz6cIE7/39u7lauJ780FRtKCgYNy4cQMHDqRSqWVlZenp6Z06dXrZ43r7eNlPAC7+RgoLC/39/RctWjR+/HgvL6+1a9c2NT3X5/UNpipddbR7bduMruia4UBQFWx4xlr24c+y1sRsy33nuWsEfuoKnDe54fZGqdM7Hu5c03Beh2HYxVRh8RpJ+wMUpaZ9/lX2jHHb5HMrNgu617dSWfnM/PvW59KcEQL7ZFontKZ5Vjj8Cq203DPucCu/sui5H3fLXePB8Oon83IUOzep4eqHTubKLt4wdDrdzp07Y2Nj7YsmTKbnJlHaU11dnZGRsWnTps2bN58/fx5BXM7M/yuuAPyGIxQKO3bsmJCQ0D4d/RaBYjnDBK3B0iCB08Oq+ac0DkfBRmR/YJW42IBh2IkB/PI0x9KpnYc/y/KnNjZe1B0Mr25b621L5X7V6ZGC5iv6A8FVVr3z76kTA/g1R9UYhl1e1Hx5kZNP5+ZnkrZBseWuca93pUH0NHGdO6a+6qCq/YlWPXIohvfwJ9len8rWqnB7MuNrRNcNGIbd/aYlO7HOZnGZpb/J8Pn81atXczicpKSkixcv/tnTS0tLAQAkEikoKMiu+RwbG/tmF2j/AVwB+M0HhuHVq1cHBQW9JY1XTjGI4L2+lc1X9LABOda77nkzV16m+nAC785X0mO9atHnPN9btUgatzI9rLpt75UDNgu616fyQIiTMN9K7THNif785iv6ff5VTtvEdEJrGrvCHr9tFjSrY031oWfCbd0JzfF+de1PvDSv6dK/mjAMy06sE5x+7iDvfddyeVFzY75un3+VvhtO08EAACAASURBVPmV6Ltx8Xdw7dq1KVOmsNnspUuX1tc7tiz8QVQq1bVr11pbO/Pz8ykUyqRJk17cMN9GXMuQXieam5sLCgpu375dVVXF5XIPHz78x8+1a72uXbt22bJlf98IX2Ua8/WXFzaxYij0IOLgNEcVFNSGVaerH21RKMotAMUobHznFZxua7kAAqoqi0FkCxhMa63jnh5Zryg1/0sU819ud2qwQNdgTeVHP+8ADMEyImowAPr94hM2geH0mHMTGkOS6LELWLfWS+UPzWNzn5ETQW1YegjvnfPBbV0IeZnqO1/KUu6GE91xVQfUtcc0SWeci5AYmuGs+Fo8BRp5JNBvgHPHQxevL1arNScn56efflIqlUuWLFmwYAGN9iI/5cGDB0skksrKyhd4zbcNl2rr68S+ffvWr1/v4+NjtVrp9Of6yDpl/PjxsbGxycnJd+7c2blz54v9V3wtCBrp3mUl9+bnLT02PmP0jaFAkKO9uU5K8yOyOpCVZWYSHT/2dEjxJ2JBjtYgQSAIIzHwqA3rvJwTPdtDdM2geGwGKFaVrvZNdGOEEu0GRG1RlJoVZRaAYHoh7B7o3CgGwkP0UJKWb31e9AUAxL/HLlkr8epBLd+pmvrAUV8FR4Bi57PKd6n6//qkEUxTa72+XNKqoRE5jVmyWqIVWBmhJMdLA0DxJBDccQlL2K7o+4YhlUr379//+++/x8TErFu37u8QsdJoNNXV1UOGDHmxl33bcM2AXyfq6+sJBEJAQMCECRMePnzYavzwxzGbzR9++OH169ezs7Pj4uL+hjG+6jSc1V2a1xwylh42kQEAkN421mZrSXRcz41eEARdXyHmdqUIcnSMUFLyzbCCuc2wDh2XFwwAaL5suL9Jpm+2GUVWr+5u4htGgANEN4jEJGA24OaLDxlLD3mHwY4lozB2oj8/dj5bw7daNcjAbc4FwJsKDRdnCREzNu1xhHvAc9zcMHAwgoehoPfXXnY/Igf0TfCRzrWzG6KJNBxiwY4n8mMXsOLff2oMXLxKAuGhPv/2drwwCi5ME+Kp0LADAX/pjXTxD2E0Gv+4/PKDBw927Nhx4sSJSZMmLVu2LDY29sUO5vz58wUFBWq1Oj8/Py4u7sCBA97ejn9aLv44rmVIrxMhISEBAf/T1yWFQtm9e/fatWuHDBnypzLYbwzBY+lT74d7JlAebZaX7VTWHdcaxTA7jnLnS9mNVZKeG72GZwSOORWs5llyR9UPPxCgFVj5J7UAAP/BtBFZgfoGq0WJMsJIs+ujSe44qxbDEyHEjMQuYOubbTlDBcWrJIULRFQvQuRUJp4Ile9U7vWq2k4s3wqVbYXKzo1vgPUoAMAothWkCocfDIia6VG2XamutgAAEGu7p2EIkOg4HAk4jb4AAPcAom9ft5osDQCgaLGIEUZsG30BAHHvsSv3qRCz45VvrBCbZLbBu16YILmLv4lPP/00JSVFp9P9l2NQFM3NzR0+fHhSUpKvr291dbW91fmFD0YikTx8+PDOnTtyuZxOp//d6tBvPK4Z8GvJX54Bt/Lw4cPk5OShQ4f+9ttvJJKT/OTbg14I809q3XwJ4ZOZrba1ilJzdi8+mYXvuppzf5Ms5V7E7Q0tlXtVbr6EXl94F6+RhE1gCHK0KAwmF4fyT2mFFw3jL4aYlUh2H75BBPf72fv2F7KAQe7yUpOuwRY9i9l0yTAuP/jWupamQn2Xjz35p/VBw2jhU5gXZzXJ75uJdIjiSTCIYIIbjhFG4nahdFnF8YgiP/5NUb5Lpau3MsJIXVdzoqZ76IRw6W8KsxLBESCqNyFsIgPWIpfmNUfP8ag/rZt4JbS9gHPu6PqIFGaHfz2VFbz3naz2iGZiUajdVNjFq0yr6+ixY8cSEhIc9mq12n379v3yyy8cDmfp0qUzZswgEP6JwmJ1dfXgwYNDQ0Nv3LjxD9zuTcUVgF9L/vcADADQarXz58+vr68/evRoaGjoCxram4NVi54Z2yC5YcQwDEeACDSo5wbvTss9AQDVh9SFc5t9B9JCk+hV+1Xj8oLPvtMY/z7bILLxMtS0QGJzoaHrKo7ouoHiiW+5ax6826/lrol/UjuxKEzLt5x9p9GqQXt/531nY0vvr7zLdiqV5RZOJ7JRiiSdCbaZ0MZ8/eNfFZwEivSOEcIBVgwZgTEUBgADBhHcYR7LI5qMIZiuHq7Yo6Kw8DYTatVjM8oi3HydfPlKSoz5KcIZlZH22HzvO1lFmmry9TCnB7t4NTl06NBHH3303XffLViwwL6lpqbm999/P3jw4LBhw1asWNG7d+9/eEgbNmz48ssvJRKJKwv9l3H9B769MBiMo0eP/vrrr4mJifv27Rs1atTLHtGrBYmBm3QtFACg4VmO9qibURFlt5rXC+HilZIxp4OEF/V3v26hehEOdajx7uV2eWEzO56CwBjRDRp/MSRvciOZhR93LkRRbj43oXHStVBNjfXOxhbZAxMngYLA2LUPxV1Wc5QVZhwRonLxiZt8GvL09zfJhqUHePWg0gKIV99rtsFYlxWcnl96ZcbU2CxYh7msbms5rdPWuuNakKby6kWtydRgAMgemoJ9nbTm+fRx8x9Cu/etrMcXXkXviRSlZlf0fe2YOXNmt27dkpOTr169OnXq1B07dty9e3fOnDmlpaUv0Nj0T2EwGF7Kfd8kXDPgV5R9+/Zt2bLF/rp79+5paWlt976QGXAr165dmz59+qxZs7755pu3RJ/yz3J9hRiCoL4/+QAA8lOErFhyzy+8AACGZrip0FCTpWm5a0JRjOyOH7DVN3gsnZepvr1B5tuXWp+ri0hhklj46v1qr+6U+rP60HfoVg0CINDzS+/zKUJYiySdDTbLkeLVklHHAs8kNY44EtBSYry9UebGxQ/eF3BnY4tFadPWw0Q3fMr9cDefJ4GzYo/q1mdS/8Husnum0ceDipY0yx9YfPpSu6/z8u3n2LNjFNsOxdYwI0j0QOLwjAC78ZGL1wuz2Zyenr527Vo/P78PP/wwNTX1nzT/LigoYLPZrbaAZ86cmTZtWmxs7O3bt/+xMbx5uALwK0pxcXFhYaH9dXBwcGpqatu9LzYAAwBkMtnMmTNtNltmZqaPjxP14Lcco8SWFVczrTRSWW6+8p5oelkEgeoYw+wNyal1UboGOGd4/YTLoexYskFkq9yj5GVp8CScRYPoG6xUX2KPddy4RazKverHvyliF7LufSfjdqUCDIivG918CdpaC56G8+7hNvp4IImJ1wvhI51rITwgMfCIGRuW7k/lEh79phCc1lM9ccwI0rD0ABITb5YjZ8c3oFbMJLPhyVDUTI+Aoe7McJJBBNsz1bL7pm7ruB0Xe0Ku4Pu6IRKJdu3atW3btl69ei1btmzYsGH//BjWrVv37bffurm5eXt7y+VynU7Xo0ePzMzMiIiIf34wbwyuAPxa8sIDMAAAQZCvvvpq7969WVlZffv2fYFXfjO4vlwMcFDjOV3iDz4hSc4XYRekNnnGk2uOaDp9xIme7aRvWcOzZifWTS+PtBnR7F78iUWhrA5kqwYRFhhUlRbxDYOhyWYUwxEzPfr/4gvhAIZgp4bWB49277ySU31Qffdrma7eCjAAEaGwiYyYVI/gMfRWeRDEghXOaxYW6JiRZM9YiuyhSd8I0/wItABi8Bh6h3ksPMnVs/qace/evS1btpw9e3bWrFnLly9/ic64KIrev3//wYMHcrmcy+XGxsYmJia+rMG8MbgC8OsEDMMajQYAMHv27LKysvv37wMAaDTaC8xEnT17dt68eStWrPjkk09cawzaom+CD8Xw/PrTxuWFPO8YRan5RH+BZyfKpCuh4DlvXtESEcWTIL5mCB5L7/Ixp/0B1Rnq6oPqd/JDAAB3NrY0XzGMLwhpq/VhM6EQBOEpzm6Agefd18VrhF3E6ueff5bL5R988MELF7Fy8Yrgyka9ThQVFXG5XC6Xm5eXJxQK7a+3bt36Am8xduzYu3fvnjp1auLEiWq1+gVe+XXHPYAYmsTw7vnfJBGoXILNhAaPpv+XKNjpI86jzXKbCeu83NPpAREpTEWpWVVpEV83lu1UjsgMdFDaIlBxzqMvcEXf156Wlpbvv/8+PDx8y5Ytn376KY/HW7ZsmSv6vqm4ZsCvEyqV6tGjRw4bw8PDAwMDX+yN7EsP8/LysrOz2y89fGtRPDafGdswqy7qebnc/KlCiAApHpunP454XizU8q2HYni9v/VxOv21c3tDi1ECN14wDNzmGzz6z2mOunhNefjw4fbt2/+vvfsMaypb/wa8kSqgYkMUCXZFEGwjRR0ZyxxHQREBdRT8vyqJBYkzFmQsoE4BjyhVARURGWkeLhUdYRwLiopAKII0lSZFQOklhJT3Q84wHMZRIAk7Cb/7U7LZe63n8jJ5svZe61lRUVFmZmZOTk49KlT34MGDkJCQhISEsrKy0aNHL1++3MXFRV1d/fNXAqmQgOEfXb16lU6n//zzz/b29p84jclkKikpfeIEaXLz66Kpm9Q++ny3JLbpkUP5+sxJ14wKFnqO1vzq46OWm/8qUh0r/z6DaZPStbZzh+Zy9pWJeZPXD1lyCXUipRyXy719+7a3t3d2dra9vf3u3buHD//4rZFPMDU1bWhoWLNmDYVCyc7O9vX1HTVqVEZGRk8rxkNfI2kXJpAMubm5enp6tra2zc3Nf//rq1evHB0dR4wYUVn58d39pE/p/abQqflcdtetc1lNnJAJeSW/N/J4vJeBNbfMP77pW+7l2jD9V2wm98rEvIpnH/kn5at41hw0OpdZ85E9CkFq1NfXe3p6jhs3bs6cOZcvX25v7/2OkHl5eZ3f/vrrrwRBXLx4UeAYQbTwDBg+ZerUqc+ePWOz2fPnz3/9+nXH8YSEBBsbG37xndTU1P5zs0vzKxVlDblX4fVdjj898G7sYhWtZaoEQUzZNKTyeWvdK1aXc5gfOE8PvlsSpCmrKDNj9/AXnh8+2gWnjfdga9ki39GKQ7EmWzq9fv364MGDkyZNevLkydWrV1NSUuzs7AQpITllypTOb01NTQmCKCsrEzBOEDUkYPgMVVXVq1ev7tixw9jYOCwsLCQkxMDAYNu2bfPnzy8pKfHy8hL6E2gx98VR9eRjVVz2X89u3j1rKbzRaHLyv+un5QYO0NsxLPWX6i4XPtpdPmWD2sg5AwmCmL5l6Ns/mhoKuyZpgiCSjlaqTVOcYPmPexSC5OL/cv3yyy8JgkhNTY2MjDQ2NhZ6L/z6zDNmzBB6yyBkZA/BQWKkpKRoaGhMmDAhLi6O7FhIFv1lQc6lGv7r1mp26OS8guv1nU9gNXCCRucUxzYya/97Gznz3Idwg1ftLZyOc57sq3iyr6JLy8WxjcFaua3VuPksGTw9PWtraz97GpPJvHz5sp6e3syZMwMCAlpaWkQX0ocPH7S1tWfNmsVm43+RuMMIGLprzpw5WVlZU6dO/fHHH8vLy8kOh0wLTms8dapsKGC11XFu/qtoovWQ8av/O2CtyWI+oJYFjcptqWDvWu10mZIXNCr3D7vSxMOV/4rQ6lw/S58+POdSLaue03GkpYJ97/+VLgsdqzQCN58lAIfDKSoqmjt3bnp6+j+dU1FR4erqqqWlFRUVdebMmdTUVCqVKroSkq2trZaWls3NzZGRkSgrK/4wC7pfy8vLi4uLY7FYCxYs6OZuKjwe7+TJk56eniEhIcuWLRN1hGLrhfeH3Mt1csoDRs5WWug1miAIdgv3kUNFSVyj3s7herRhcioy8sqylUktMrJE9KJC+YEypoGaEyz+58byH3alKmPkjd1GEQTBZfNufl2kaaryxdH+8kBdOty4cYNGo504caLLYoGOIlZWVlbff//91KlTRR1JW1vb6tWrExMTHzx4MGvWLFF3B0JA9hAcSOPn5ycrK0uhUHR0dAiC2L17d/evffDggaampouLC4fD+fzZUonLu7G0MGR8XnVqa3szpzCm4apO/oXh2a//89e9aIIgLo3OCR6bm3Sssuxh06/T8n//9m1b3V83Blur2UGjc949b2E1cmJWFN0yK/r7/GoQf3l5eR2LBdra2iIjI01MTCZOnOjm5tadG9RCwWKxzMzMVFVVnz592jc9guAwAu6n+OuLtm3bdu7cORkZGV9f3927d0dHR69Zs6abLZSVla1bt05NTS0kJGTYsGEijVY8cZi8l+drUt3fs+o56l8MnL5t6MCRcvE7ykfMVBq7RFVGltCjDQ8c/HLgSFnLhInKGnLFdxrvbS6VVRrwVaAm5V+q/Eodr8Lrnx+pkleRUZ83cNHZMQPkUMtKIjU1NfE3B2QymRQKhU6nW1pa9tlNYDabbWNjExsbe+fOnUWLFvVNpyA4JOB+av/+/d7e3pWVlWpqagRB8Hi8yZMnT5w4MS4urvuNsNnsw4cPh4WFRURE9P1+4GKCw+Rx2rgde/SyW7lZ52rq8lk8Lm/x+bEtVe2MX6pzL9URMoTC4AFf+oyRkSOeOVW2N3On2qopDhlQ/qjl7e9NM/eP4O9vCJIoIyPj7NmzUVFRX3311bFjx/T09Po4gG3btl28eJFKpXZ+KjRp0qSZM2f2cSTQI0jA/ZSJiUl7e3tycnLHka1bt0ZGRjY0NPR0D4abN29SqVRnZ2c6nS7sMCWbjMxfn6/Wara8yoCOjXir05h5l2u5HGLMQuUxC1WUR/d+DSiQhcvl3r9/38vLi8FgUKlUBweHESP+sbyoSOnp6b18+bLLwV27dvn6+pISD3QTPvb9VElJiaGhYecjFAqlqamptra2p/eTV61aNX36dCsrq6SkpICAAFVVVaFGKiUGjvyfz9rIWUojZ40mKxgQUGNjY1hY2JkzZ1RUVBwdHaOjo+Xl5UmMJysri8TeodewDKmfam1tVVRU7HyEvzSipaWlF61NmjQpMTFRVVV17ty5+C4AKfbmzRt+Eas//vjj4sWL/CJW5GZfkFwYAfdTAwcObGtr63yEyWQSf6bhXlBSUgoICAgJCVmyZImnp+eGDRuEECWA2EhISPD29n78+PHmzZtTUlJ6VACuuLg4KSkpNzd30KBBe/bsEV2QIFmQgPspCoXy9u3bzkdKSkpUVVUFnM9sZ2f3xRdfrF279uHDh97e3l0G2QASp62tLSIi4tSpUywWa8eOHcHBwcrKn9oT+u/c3NycnZ35r7W1tZGAoQNuQfdTJiYmGRkZ9fV/bSoQHx9vbGzc0xlYf6ejo/P8+fPa2loTE5PCwkIBWwMgy7t371xdXSkUypUrV3766aecnBw6nd7T7EsQhLGx8ZUrV3Jzc1etWiWKOEFyIQH3U1u2bGGz2c7OzvxpumfPnn39+jWNRhNK44MGDYqMjKTRaCYmJr/99ptQ2gToMwwGw87OTldXt6KiIj4+/u7du+bm5r3+bbpo0aJNmzZNnTpV8F+3IGWwDKn/8vHx+e6778aOHauiopKdnb1z504/Pz/hdpGcnGxjY7Nq1SoPDw9BdluTUJ2XIYH443A4v/32m7u7e0VFBZVKpVKpQ4cOFWL7FhYW6enpRUVFQmwTJBq+IPq13NzcjlrQotgWjSCI9+/fb9y4sa2tLTw8XENDQxRdiC0kYHK1tLR0845xfX19cHCwh4eHSItYIQFDF/1uUAKdTZs2bdq0aSLtYsSIEbGxsSdPnpw9e3ZoaOjixYtF2h0A38uXL1euXBkREdFlvXsX+fn5fn5+V65cMTMzu3Xrlr6+fp9FCIBnwCByMjIyTk5OoaGhtra2rq6uHx0UcrncO3furFix4s2bN30fIUgfXV1dPz+/VatWubu7//2vXC73jz/+MDc3NzU1HTp0aH5+fkhICLIv9DGMgKGPLF68ODExcd26dWlpacHBwR1P1/hFhby8vBQVFbdv3z5mzBhy4wSpsXLlyuTkZGtr64yMjPPnz6uoqBB//n/z9PRUVlYWhyJW0J9hBAx9R0tL69GjRzo6OrNmzUpOTn79+vXBgwfHjx8fExPj5eUl6r3KoR+iUCiPHj0aOXLk3Llz4+LiDh48OGHChJiYGG9vbxSxAtJhBAx9Sk5Ozs3NzdDQcPny5e3t7Y6OjhkZGZqammTHBVJLUVHR2tr66dOnVlZWW7ZsYTAYFAqF7KAACAIJGEixZs2aadOm2djYlJSUCHelB0AHfhErDw8PJpO5c+dOe3v7XpTREFxiYuK2bdsIgigpKWEymfzNCvft2/d///d/fR8MiBUkYBCO5ubmrKys1tZWIyMjJSWlz56vo6OTlJTk4OAwd+7ca9euTZ8+vQ+ChH7i3bt3/v7+586d09fX//HHH83MzEgsgqGurm5lZdXl4JQpU0gJBsQK1imCoHJyctatW5ednc3hcAiCKCwsHDduXPcvDwkJ2b9/v4+Pj42NjahCJAnWAfe91NTUgICA6OhoS0vLPXv26OjokB0RwD/CCBgExWKxdHR07Ozs8vPzz58/39PL7ezs9PT0rK2t79275+Pjo6CgIIogQbpxudzbt297e3sXFBRQqdT8/Hw82gDxh1nQICgDA4OIiIh9+/b1+jby7Nmz09LS3r9/v2DBguLiYuGGB9Ktvr7ey8tr/Pjx7u7uVCo1Ly/Pycmp+9m3vb396NGjWlpaSkpKs2fPjomJEWm0AJ0hAYNYGDx48LVr1zZu3GhsbBwXF0d2OCAB8vPz6XT6+PHjGQzGzZs3ExISrK2te1pyfM+ePW5ubjQaLSoqavz48RYWFvfu3RNRwABdIAGDuJCRkaHT6eHh4Vu2bDl48CCXyyU7IhBHHUWsFi1aNHDgwKysrJCQEAMDg140VVhY6O/v7+zsfPjwYXNz88jISF1dXScnJ6HHDPBRSMAgXr788su0tLSUlJRly5ZVVlaSHQ6IkaampsDAwBkzZjg5OZmbmxcWFrq5uQlSOu3WrVtcLtfW1pb/VlZWduPGjQwGo7S0VEghA3wKEjCIHXV19djY2IULF86bN+/Zs2dkhwPkKyws7Fw0jcFgUKnU7qx2+7SXL18qKipOnDix48iMGTP4xwVsGaA7kIBBHMnJybm6uvr6+q5evfqjxfRBosXFxT19+rQ7ZzIYDDs7u7lz57a2tqakpMTExCxdulRYYdTU1KipqXVeIsyfvVVTUyOsLgA+AQkYxJe5uXlKSgp/TWd9fT3Z4YDQcDgcS0tLT0/Pf1onzWKxoqKijIyMNmzYMGfOnJKSEi8vL21tbeGGwePxSCzQAYAEDGKNX0xfS0tr3rx5mZmZZIcDwrFixYrk5OSIiIg1a9bU1dV1/lNlZaW7u/vEiRMDAwMPHTqUl5dHp9P5GxkJ3bBhw+rq6jr/CKitreUfF0V3AF0gAYOguFyug4ODg4PDf/7zH4IgXFxcHBwc/P39hdW+oqKil5fXkSNHvvrqq6CgIGE1C+TS0tJ6+PChtrb2vHnzXrx4QRBEWloajUbT09MrKCiIi4u7e/euubm5SEeourq6TCaz8xbUWVlZ/OOi6xSgA0rlgaA4HM6SJUu6HDQ2Nv7ll1+E21FOTo6VldWcOXMCAgIkYtdClKLsjtDQUAcHh+nTpxcXF9vb2zs6OvbZALSgoGDy5MlHjx51cXEhCILL5c6aNUtOTo7BYPRNANDP4QsCJEljY6O9vf2rV6+ioqImTJhAdjifgQT8aQ0NDZcuXTpz5szgwYP37t27cePGnpbRENz27dsvXbrk4uKir69/+fLl6OjoO3fufP31130cBvRPqAUNkmTQoEHh4eGBgYGGhob+/v5r16796Gk1NTXnz5+3tLScPHlyH0cI3fHq1StfX98rV64sXbo0PDzcyMiIrEh8fHxGjBhx9uzZ6upqHR2d6OhoZF/oM/iFDhIpJSXFxsbG3Nz81KlT8vLyHcezs7O9vb0jIyMtLCyOHDkyfvx4EoPECLgLHo937949Ly+vlJSUzZs37969W1NTk+ygAEiDLwiQVO/fv7e1tW1paQkPD9fQ0BDDb3Yk4A5MJjMyMvLkyZMKCgrbt2+3tbWViKf4ACKFLwiQYDwe7+TJkx4eHoqKihoaGnQ63cbGRnw2NEQCJgiivLw8MDDw7NmzhoaGdDq9R2U0OBxOdnZ2cnLy27dvDQwMLCwsRBcnQN/DM2CQYDIyMk5OTl988cX69etXrlz57bffDhiAlXXigsFgeHl53b59e9OmTUlJSePGjetpCytXruzYGmvz5s1IwCBl8G0FEm/x4sWpqal3795dvXo1v5ACkIhfxMrY2Hj9+vUdRax6kX0JgrC1tb1+/XpZWdmQIUOEHSYA+ZCAQYzk5+cfOHDAwMBAVVV1zJgxFhYWGRkZ3blw7Nix8fHxurq6s2bNSkpKEnWc8FFVVVX8IlZeXl4//PADf79eQYpYbdy4cfXq1YLsdwQgzpCAQYxcvXo1LCxsyZIlvr6+3333XVpamqGhYTerIsjJybm5uXl6eq5atcrLy0vUoUJn6enpNBpt2rRpL1++jI2NTUhIEHURKwApgEkiIEYKCgooFEpHNYbi4uLJkyevX78+JCSk+43k5+dbW1vr6+v7+/uLqIZwN0noJKyWlhZlZeXunMnlcm/fvu3t7Z2dnW1vb7979+7hw4eLIiQ1NTULC4vg4GBRNA5AFoyAQYxMmDChcy0kbW3tcePGlZWV9aiRKVOmPH/+XElJae7cudjYtad4PN6iRYvc3d0//dOhoaHBy8tr4sSJx44ds7W1LS4udnV1FVH2BZBWmAUN4qu8vLyoqGjFihU9vVBJSen8+fMhISGLFy/29vZet26dKMKTSjIyMtevX7exsUlISAgJCeHvj9vZ69evL1y4EBQUZGpqevXqVWNjY6H0GxAQkJOTw3+9fPny5cuXC6VZAHGGETCIKR6Pt2PHDiUlpe+++653LdjZ2cXGxh46dIhGo7FYLOGGJ8U0NTX5M9oMDQ07T4JLSEiwsbFZuHAhfDTHLwAADOJJREFUQRCpqamRkZHCyr4EQRQVFWX9qaqqSljNAogziXxGBf3BgQMHPDw8oqKiLC0tBWmnoaFhy5YtxcXFUVFRvVsM02sS+gy4w/Xr17dv3+7q6qqsrPzvf/9bTk5ux44dpBSxwjNgkEoYAYM4cnV1PXXqVGBgoIDZlyCIwYMHR0VFbdq0ycTEJDY2Vijh9ROGhoZWVlbff/99VFTUmTNnUlNTqVQqSkgCCAsSMIidX3755dixY97e3lu3bhVKgzIyMnQ6PTw8fNu2bQcPHuRwOEJpVooxGAw7Ozs9Pb329va0tLSYmJilS5f2/bIiHx8fPT09PT29xsbGGzdu8F9jYh1IDcm+RQbSx8PDY9++fe7u7gcOHBB649XV1d9++y2HwwkLCxs1apTQ2+9C4m5Bs1isGzdueHp6VlZW2tvb02g0NTU1EuO5f//+o0ePuhykUqkozQHSQcK+IEC6hYaG2trazp8/f8+ePR0HhwwZsmzZMmF1weFwTpw4cenSpbCwMBMTE2E1+1ESlICrq6uDgoL8/PwoFAqdTre0tJSVlSU7KAApJzFfENAfODg4+Pn5dTmoq6ublZUl3I5u3769ZcuW77///sCBA6K7syoRCTgjI+Ps2bNRUVFmZmYHDhzQ09MjOyKA/kICviAARKGkpMTGxkZDQyM4OFhEN1rFOQFzudz79+97eXkxGAwqlerg4DBixIjuX56fn3/hwoW4uLg3b94MHjx43rx5x44dMzAwEF3AANIHk7Cgn6JQKPHx8dra2oaGhi9evPjEmZmZmaWlpX0WmKg1NjYGBgbq6uoePHjQ2tqaX8SqR9mXEKxqNwD8Fw+gfwsNDR0xYsT58+e7HOdwODdv3lyyZImmpubvv//ei5bF7fP1+vVrJycndXV1a2vrJ0+eCNLUmzdv2tvbO94WFRXJy8vb2toKHCNAPyK+t8gA+kxubq6VldXs2bP9/f2VlZUbGxvDwsI8PT2VlZUdHR03bNggLy/fi2bF5xZ0QkKCt7f348ePN2/evGvXLi0tLaF3MWXKFC0trXv37gm9ZQBphVrQAMS0adMSExPt7e1NTExmz5598+bNZcuWBQUFGRkZkR2aQNra2iIiIk6dOsVisXbs2BEcHNzNbY56qtdVuwH6M3H5hQ4gDgICAvbu3evh4UGj0QRvTegj4MbGxosXLzo6Og4Y8JnZG+/evfP39z937py+vr6jo6OZmZnoJnvzeDwLC4sHDx5kZmZqa2uLqBcA6YNJWAB/odFo8fHxJ0+epNPp7e3tZIfTVVtbW0xMzIoVK96/f/9P5/CLWOnq6lZUVMTHx9+9e9fc3FzA7FtfX1/3Jzab3eWvTk5Ot27dCg4ORvYF6BGMgEE6NTc3//rrr8nJyeXl5QoKCtOmTduxYweFQunOtR8+fLC1tW1qagoPDxek6JIongF3FBKJiIjofIecw+H89ttv7u7uFRUVVCqVSqX+fSfBXlNSUmpra+O/fvDggampacefXF1djx8/fv78eWHVDQXoR0icAAYgOpmZmcrKyqampnZ2dlZWVmpqaoqKivfu3evm5Vwu183NTUNDo3fzn/lE9/mKiYlRV1d3c3Pj8Xh1dXWenp5aWlrz58+PjIxks9lC7+7JkyeP/1RXV9dx/OeffyYIwsfHR+g9AvQHGAGDdOIvklFQUOC/raqq0tXVnT59enx8fPcbefjw4aZNm7Zt23b06NHPPnb9O5HOgn7z5o25ubmamlpubq6Zmdm+ffv09fVF1NdHibRqN0B/gAQM/cWSJUuqqqoyMzN7dFVZWdm6devU1NRCQkKGDRvWo2tFlIA7ililpKRs2rTJycmpp2U0BNcHVbsBpB6WIUG/kJKS8vz5c0dHx55eqKmp+fDhw8OHD8+aNavLY9e+12WBcnR0dO8WKAsuMTGRIIgnT548efKk46AoqnYDSDGMgEGanTt37uLFi3V1daWlpYcOHfrhhx96vcnPjRs3aDSas7MznU7v5iVCHAEXFBQEBgZevHjRyMiITqcvXbpUKM0CAImQgEGaxcfHP378uLq6+tatW62trdeuXRNkC8JXr15ZW1vr6ekFBASoqKh89nyhJGB+Eav79+9v3Lhx79693ZzIDQDiDwkY+gUWizV//vyqqqrCwsJeTKfqwGQyHR0dHz9+HBUV9dmd+wRJwPwiVh4eHkwmc+fOnfb29t0vYtXU1JSUlJSbm9vQ0DB69OjFixeLovYkAAiKpNnXAH3tp59+IgiipKRE8KYuX76srq4eFhb26dN69/mqqKhwcXFRV1dfunTpzZs3uVxuT1tYu3YtQRBDhw4dN26cgoKCgoLCiRMnehEJAIgUKmFBf5GTkzNgwIAhQ4YI3pSdnV1cXNyRI0doNBqLxRK8Qb7U1FQajTZjxoyKioqHDx/2uojV/v37y8rKampqCgsLq6qqVq5ceeTIkU9vuQgAfQ8JGKRTYGDg6dOnk5KSSkpKGAzGvn37QkNDbWxsBg8eLJT2Z86cyWAwamtrTUxMCgsLBWmKy+XGxMQsW7bMyspqwoQJ+fn5AQEBOjo6vW7Q0NCwo4DXkCFD+LPGcnJyBAkSAIQOy5BAOsnIyBw/fry+vp7/VkVFZf/+/a6urkLsYvDgwREREd7e3iYmJkFBQd98801PW6ivrw8ODj59+rSWlhadTl+zZo2cnPA/kklJSQMGDJg5c6bQWwYAQWASFkgtDodTUFDw/v37kSNHUiiUjqpYQpeQkLB+/fr169f//PPPnXv5xCSs/Px8Pz+/K1eumJmZ7d2718DAQLghcbncAwcOsNns3Nzc9PT0n376CbWaAcQNRsAgtWRlZSdPnjx58mRRd7RgwYK0tLQFCxYEBQU9evToE7Oj2Wz2nTt3AgMDU1JSNm/enJWVJchmD5+Wnp7e1taWn5+voqJCVr0OAPgEjIABhIPFYn399dcJCQm+vr7bt28n/ncEXFFRsWfPnuvXr6urqx85csTOzk5JSUnwTu/duxcTE8N/PWnSJAcHhy4nsNnsQ4cOnTx58vfff0edSACxgklYAMKhoKDw8OHDI0eO7Nq1a8WKFVwul388Pj7e2NhYU1OTv9Pw27dvqVSqULIvQRDV1dVZf/roXDA5ObkTJ07Iy8tHR0cLpUcAEBaMgAGE7Pnz50uXLlVVVX337p22tnZJSYm+vv65c+eMjY1JiaehoWHo0KFUKvXcuXOkBAAAH4URMICQGRoalpWVjR49euDAgQsWLKiqqkpPT++z7Mtmsy9cuNDU1MR/W1VVtXXrVi6Xa25u3jcBAEA3YQQMIFXa2tqUlZV5PN6oUaNkZWUrKioGDhx46NAhZ2dnskMDgP+BBAzQA/fv3z9+/LiGhkZ4eDjZsfyjDx8+xMfHFxUV8Xg8bW1tU1PTvt8wGAA+CwkYoLtaW1tnzJhRWlqqoaFRVFREdjgAINnwDBigu44fPz5s2LDFixeTHQgASAMkYIBuyczM9PT09Pf3F2Q3w87S09Pl5ORkZGQwmAbon5CAAT6Py+VSqVR7e/vZs2cLq0F7e3t1dXWhtAYAkggJGODz/P39i4uLf/zxR2E16OPjU1tbu3PnTmE1CAASBwkY4DPKy8udnZ1Pnz4trK0MS0tLDx8+7OvrK6x6WAAgiZCAAT7D0dFx3rx569evF1aDu3bt+uabb5YvXy6sBgFAEmE3JIDPuHXr1qhRozr20y0sLGxtbZ05c+aWLVscHR172lp0dPT9+/dzc3OFHSYASBgkYIDPOHz4MJvN7nh79erVqqoqCwuL6dOnf/rC5ubm9vZ2/mslJSUlJaWGhobdu3cfP35cU1NThBEDgCRAAgb4jMOHD3d+m5KSwmKxXF1dP3vh2rVr4+Li+K9dXFxcXV1dXV0HDRpkZ2dXV1dHEASTySQIoqGhoampSVVVVfihA4AYQyUsgJ4xMzPLysrqzuLdly9f1tbW8l9TKBQKhbJ8+fKOlNyZoaFhYmKicOMEADGHBAzQM5mZmc3NzUZGRr249sWLFzU1NR1vIyIi/P39w8LCpkyZIqwVxgAgKXALGqBnZsyY0etr9fX1O79NSUkhCMLIyGjcuHECRgUAEgfLkAAAAEiAW9AAAAAkwAgYAACABEjAAAAAJEACBgAAIAESMAAAAAmQgAEAAEiABAwAAEACJGAAAAASIAEDAACQAAkYAACABEjAAAAAJEACBgAAIAESMAAAAAmQgAEAAEiABAwAAEACJGAAAAASIAEDAACQAAkYAACABEjAAAAAJEACBgAAIAESMAAAAAmQgAEAAEiABAwAAEACJGAAAAASIAEDAACQAAkYAACABEjAAAAAJEACBgAAIAESMAAAAAmQgAEAAEiABAwAAEACJGAAAAASIAEDAACQAAkYAACABEjAAAAAJPj/eckmOCeutqAAAAAASUVORK5CYII=", "text/plain": [ "images/3d-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun 3d-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :unset :key)\n", " (gp :set :isosamples 40)\n", " (gp :set :title \"j_0(r^2)\")\n", " (gp :set :xrange '(-4 4))\n", " (gp :set :yrange '(-4 4))\n", " (gp :set :ztics 1)\n", " (gp :set :view '(29 53))\n", " (splot \"besj0(x**2+y**2)\")\n", " (format s \"~&replot~%\"))\n", " output)\n", "(png-from-file (3d-plot \"images/3d-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PM3D-PLOT" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/pm3d-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun pm3d-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :unset :key)\n", " (gp :set :isosamples 40)\n", " (gp :set :title \"j_0(r^2)\")\n", " (gp :set :xrange '(-4 4))\n", " (gp :set :yrange '(-4 4))\n", " (gp :set :ztics 1)\n", " (gp :set :view '(29 53))\n", " (gp :set :pm3d 'nil)\n", " (gp :unset :surface)\n", " (splot \"besj0(x**2+y**2)\")\n", " (format s \"~&replot~%\"))\n", " output)\n", "(png-from-file (pm3d-plot \"images/pm3d-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PM3D2-PLOT" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/pm3d2-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun pm3d2-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :unset :key)\n", " (gp :set :isosamples 40)\n", " (gp :set :title \"j_0(r^2)\")\n", " (gp :set :xrange '(-4 4))\n", " (gp :set :yrange '(-4 4))\n", " (gp :set :ztics 1)\n", " (gp :unset :surf)\n", " (gp :set :view '(29 53))\n", " (gp :set :style '(line 1 lt 4 lw 0.5))\n", " (gp :set :pm3d '(at s hidden3d 1))\n", " (splot \"besj0(x**2+y**2)\")\n", " (format s \"~&replot~%\"))\n", " output)\n", "(png-from-file (pm3d2-plot \"images/pm3d2-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CONTOUR-PLOT" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/contour-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun contour-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :unset :key)\n", " (gp :set :cntrparam '(levels 10))\n", " (gp :set :contour 'base)\n", " (gp :unset :sur)\n", " (gp :set :view 'map)\n", " (gp :set :xrange '(-4 4))\n", " (gp :set :yrange '(-4 4))\n", " (gp :set :iso 100)\n", " (gp :set :samp 100)\n", " (gp :set :key 'rmargin)\n", " (splot \"sin(x)+cos(2*y)\"))\n", " output)\n", "(png-from-file (contour-plot \"images/contour-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CONTOUR-BOTH" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/contour-both.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun contour-both (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :unset :key)\n", " (gp :set :cntrparam '(levels 10))\n", " (gp :set :style :line 1 :linecolor '(rgb \"#cccccc\"))\n", " (gp :set :contour 'both)\n", " (gp :set :hidd 'nil)\n", " (gp :set :iso 50)\n", " (gp :set :samp 50)\n", " (gp :set :yrange '(-4 4))\n", " (gp :set :xrange '(-4 4))\n", " (splot \"sin(x)+cos(2*y)\" :with '(lines linestyle 1)))\n", " output)\n", "(png-from-file (contour-both \"images/contour-both.png\"))\n" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "VECTOR-PLOT" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/vector-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n", "SB-KERNEL:REDEFINITION-WITH-DEFUN: redefining COMMON-LISP-USER::VECTOR-PLOT in DEFUN\n" ] } ], "source": [ "(defun vector-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :unset :key)\n", " (gp :set :xrange '(0 pi))\n", " (gp :set :yrange '(0 pi))\n", " (gp :set :iso 20)\n", " (gp :set :samp 20)\n", " (gp :a := .2)\n", " (gp :set :iso 50)\n", " (gp :set :samp 50)\n", " (gp :set :yrange '(-4 4))\n", " (gp :set :xrange '(-4 4))\n", " (plot \"'++'\" :using '(1 2 |(-a*sin($1)*cos($2)):(a*cos($1)*sin($2))|)\n", " :with :vec :size '(0.06 15) :filled ()))\n", " output)\n", "(png-from-file (vector-plot \"images/vector-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "VECTOR-CONTOUR-PLOT" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/vector-contour-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n", "SB-KERNEL:REDEFINITION-WITH-DEFUN: redefining COMMON-LISP-USER::VECTOR-CONTOUR-PLOT in DEFUN\n" ] } ], "source": [ "(defun vector-contour-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :unset :key)\n", " (gp :set :xrange '(-pi pi))\n", " (gp :set :yrange '(-pi pi))\n", " (gp :set :zrange '(-pi pi))\n", " (gp :set :iso 20)\n", " (gp :set :samp 20)\n", " (gp :set :ztics 1.5)\n", " (gp :set :view '(37 300))\n", " (gp :a := .9)\n", " (splot \"'++'\" :using\n", " (list 1 2 \"(2*a*cos($2)*sin($1))\" \"(-a*sin($1)*cos($2))\"\n", " \"(a*cos($1)*sin($2))\" \"(a*cos($1))\")\n", " :with :vec))\n", " output)\n", "(png-from-file (vector-contour-plot \"images/vector-contour-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IMAGE-MAP-PLOT" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/image-map-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun image-map-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :unset :key)\n", " (gp :set :xrange '(-4 4))\n", " (gp :set :yrange '(-4 4))\n", " (gp :set :iso 100)\n", " (gp :set :samp 100)\n", " (gp :set :view 'map)\n", " (gp :set :pm3d '(at b))\n", " (gp :set :palette '(\"defined (0 'black', 1 'gold')\"))\n", " (gp :set :logscale 'cb)\n", " (gp :unset :surface)\n", " (splot \"sin(y**2+x**2) - cos(x**2)\"))\n", " output)\n", "(png-from-file (image-map-plot \"images/image-map-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CONTOURS-IMAGE-MAP-PLOT" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/contours-image-map-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n", "SB-KERNEL:REDEFINITION-WITH-DEFUN: redefining COMMON-LISP-USER::CONTOURS-IMAGE-MAP-PLOT in DEFUN\n" ] } ], "source": [ "(defun contours-image-map-plot(output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output\n", " :terminal '(pngcairo))\n", " (gp :unset :key)\n", " (gp :unset :surface)\n", " (gp :set :xrange '(0 pi))\n", " (gp :set :yrange '(0 pi))\n", " (gp :set :iso 100)\n", " (gp :set :samp 100)\n", " (gp :set :cntrparam '(levels 10))\n", " (gp :set :view 'map)\n", " (gp :set :pm3d '(at b))\n", " (gp :set :contour 'base)\n", " ;:palette '(\"defined (0 'black', 1 'gold')\")\n", " ;:logscale 'cb\n", " ;:cbrange \"[a : b]\"\n", " \n", " ;(gp :unset :surface )\n", " (splot \"'++'\"\n", " :using '(1 2 \"($1**2-$2**2)\" \"(sin($1**2+$2**2))\")\n", " :with :lines :lw 2))\n", " output)\n", "(png-from-file (contours-image-map-plot \"images/contours-image-map-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SURFACE-W-IMAGES-PLOT" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/surface-w-images-plot.png" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(defun surface-w-images-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :unset :key)\n", " (gp :set :xrange '(-pi pi))\n", " (gp :set :yrange '(-pi pi))\n", " (gp :set :iso 40)\n", " (gp :set :samp 40)\n", " (gp :set :hidden 'front)\n", " (format s \"~&f(x,y) = sin(x)*cos(y)~%\")\n", " (splot \"f(x,y)\" :with (list \"pm3d at b, f(x,y)\") :with 'lines))\n", " output)\n", "(png-from-file (surface-w-images-plot \"images/surface-w-images-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PATH-IN-3D-PLOT" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/path-in-3d-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n", "SB-KERNEL:REDEFINITION-WITH-DEFUN: redefining COMMON-LISP-USER::PATH-IN-3D-PLOT in DEFUN\n" ] } ], "source": [ "(defun path-in-3d-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :set :xtics 0.4)\n", " (gp :set :ytics 0.4)\n", " (gp :set :parametric 'nil)\n", " (gp :set :samp 40)\n", " (gp :set :ztics 1)\n", " (splot \"cos(u),sin(3*u),cos(5*u)\" :lw 2))\n", " output)\n", "(png-from-file (path-in-3d-plot \"images/path-in-3d-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PARAMETRIC-SURFACES" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/parametric-surfaces.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun parametric-surfaces (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :set :param 'nil)\n", " (gp :set :iso 50)\n", " (gp :set :ztics 0.5)\n", " (gp :set :xtics 0.4)\n", " (gp :set :ytics 0.4)\n", " (gp :set :urange '(-pi pi))\n", " (gp :set :vrange '(-pi pi))\n", " (gp :set :hidd 'nil)\n", " (splot \"cos(u)*cos(v), sin(u)*cos(v), sin(u)\"))\n", " output)\n", "(png-from-file (parametric-surfaces \"images/parametric-surfaces.png\"))\n" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PARAMETRIC-SURFACES-DEPTHORDER" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/parametric-surfaces-depthorder.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n" ] } ], "source": [ "(defun parametric-surfaces-depthorder (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :set :param 'nil)\n", " (gp :set :iso 50)\n", " (gp :set :ztics 0.5)\n", " (gp :set :xtics 0.4)\n", " (gp :set :ytics 0.4)\n", " (gp :set :urange '(-pi pi))\n", " (gp :set :vrange '(-pi pi))\n", " (gp :set :hidd 'nil)\n", " (gp :set :pm3d 'depthorder)\n", " (splot \"cos(u)*cos(v), sin(u)*cos(v), sin(u)\"))\n", " output)\n", "(png-from-file\n", " (parametric-surfaces-depthorder \"images/parametric-surfaces-depthorder.png\"))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#10 Surveying Special Topics\n", "\n" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ROTATE-LABELS-PLOT" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/rotate-labels-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n", "SB-KERNEL:REDEFINITION-WITH-DEFUN: redefining COMMON-LISP-USER::ROTATE-LABELS-PLOT in DEFUN\n" ] } ], "source": [ "(defun rotate-labels-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :set :xrange '(0 2*pi))\n", " (gp :set :xtics '(0 0.12*pi 2*pi) :format \"%.10f\" :rotate :by -30)\n", " (gp :set :rmargin 10)\n", " (plot \"sin(x)\"))\n", " output)\n", "(png-from-file (rotate-labels-plot \"images/rotate-labels-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LABELS-PLOT" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/labels-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-KERNEL:REDEFINITION-WITH-DEFUN: redefining COMMON-LISP-USER::LABELS-PLOT in DEFUN\n" ] } ], "source": [ "(defun labels-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo enhanced) \n", " :title \"label plot\")\n", " (gp :set :xrange '(0 15))\n", " (gp :set :yrange '(6 10))\n", " (gp :unset :key)\n", " (gp :set :rmargin 10)\n", " (gp :set :xlabel \"one thing\")\n", " (gp :set :ylabel \"another\")\n", " (format s\n", " \"~&countryname(string,size) = sprintf(\\\"{/=%d %s}\\\", size, string)~%\")\n", " (plot\n", " (lambda ()\n", " (loop for r in '((1 5 7 10 15 24 0.3 \"quick\")\n", " (2 10 8 11 20 23 0.4 \"fox\")\n", " (3 9 7 11 7 22 0.5 \"lazy\")\n", " (4 6 9 10 40 21 0.3 \"dog\"))\n", " do (format s \"~&~{~^~a ~}\" r)))\n", " :using '(2 3 |(countryname(stringcolumn(8),$5))|) :with :labels))\n", " output)\n", "(png-from-file (labels-plot \"images/labels-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LABELED-CONTOUR-PLOT" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/labeled-contour-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n", "SB-KERNEL:REDEFINITION-WITH-DEFUN: redefining COMMON-LISP-USER::LABELED-CONTOUR-PLOT in DEFUN\n" ] } ], "source": [ "(defun labeled-contour-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output\n", " :terminal '(pngcairo)\n", " :view :map\n", " :contour :base\n", " :xrange '(0 5)\n", " :yrange '(0 5)\n", " :style '( fill solid))\n", " (gp :set :for '|[n = 1:4]| :cntrparam :levels :discrete :n**2)\n", " (gp :set :for '|[n = 1:4]| :object :n :circle :at '(n n) :size 0.2 :front :fillcolor '(rgb \"#ffffff\") :lw 0)\n", " (gp :set :for '|[n = 1:4]| :label :n '|sprintf(\"%d\", n**2)| :at '(n n) :center :front)\n", " (gp :unset :key)\n", " (gp :unset :surf)\n", " (gp :unset :clabel)\n", " (splot \"x*y\")\n", " )output)\n", "(png-from-file (labeled-contour-plot \"images/labeled-contour-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SOFTENED-AXIS-PLOT" ] }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/softened-axis-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n", "SB-KERNEL:REDEFINITION-WITH-DEFUN: redefining COMMON-LISP-USER::SOFTENED-AXIS-PLOT in DEFUN\n" ] } ], "source": [ "(defun softened-axis-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo) :style\n", " '(line 2 lc rgb (\"'#999999'\") lt 0 (\"#grid\")) :style\n", " '(line 1 lc rgb (\"'#999999'\") lt 1 (\"#border\")) :grid\n", " '(linestyle 2) :border '(linestyle 1))\n", " (gp :unset :key)\n", " (gp :unset :surf)\n", " (gp :unset :clabel)\n", " (plot \"sin(x)/x\" :lw 2))\n", " output)\n", "(png-from-file (softened-axis-plot \"images/softened-axis-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ARROW-AXIS-PLOT" ] }, "execution_count": 130, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/arrow-axis-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n", "SB-KERNEL:REDEFINITION-WITH-DEFUN: redefining COMMON-LISP-USER::ARROW-AXIS-PLOT in DEFUN\n" ] } ], "source": [ "(defun arrow-axis-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo)\n", " :tmargin 5 :rmargin 20 :border 3 :tics 'nomirror :grid 'nil)\n", " (gp :set :arrow\n", " :from :graph '(0 1) :to :graph '(0 1.1) :filled)\n", " (gp :set :arrow\n", " :from :graph '(1 0) :to :graph '(1.1 0) :filled)\n", " (plot \"sin(x)/x\" :lw 2))\n", " output)\n", "(png-from-file (arrow-axis-plot \"images/arrow-axis-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PLOTTING-WITH-IMAGES-PLOT" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/plotting-with-images-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n", "SB-KERNEL:REDEFINITION-WITH-DEFUN: redefining COMMON-LISP-USER::PLOTTING-WITH-IMAGES-PLOT in DEFUN\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "\" set terminal pngcairo \n", " set output \\\"images/plotting-with-images-plot.png\\\" \n", " set title \\\"elbonian warhead inventory\\\" font \\\"times,24\\\" offset 0,2 \n", " set xlabel \\\"year\\\" font \\\"times,12\\\" \n", " set ylabel \\\"number of operational warheads\\\" font \\\"times,14\\\" \n", " set tics nomirror \n", " set xtics scale 0 \n", " set for [n = 0 : 3] ytics (sprintf(\\\"%d\\\" , (n*10)) 200*n) \n", " set for [n = 0 : 3] xtics (sprintf(\\\"%d\\\" , 1990+10*n) 91+200*n) \n", " set xtics add (\\\"2020\\\\n(projected)\\\" 691) \n", " set cbrange [0:250] \n", " set pal gray positive \n", " set view map \n", " unset key \n", " unset colorbox \n", "splot for [n = 0 : 3] 'images/bomb.png' binary filetype=auto center=(91+200*n, 300*0.2*(1+n), 0) dy=0.2*(1+n) with image\n", "\n", "set output\" " ] } ], "source": [ "(defun plotting-with-images-plot (output)\n", " (with-plots (s :debug t)\n", " (gp-setup :output output :terminal '(pngcairo))\n", " (gp :set :title \"elbonian warhead inventory\" :font \"times,24\" :offset '(0 2))\n", " (gp :set :xlabel \"year\" :font \"times,12\")\n", " (gp :set :ylabel \"number of operational warheads\" :font \"times,14\")\n", " (gp :set :tics :nomirror)\n", " (gp :set :xtics :scale 0)\n", " (gp :set :for '|[n = 0 : 3]| :ytics '|(sprintf(\\\"%d\\\" , (n*10)) 200*n)|)\n", " (gp :set :for '|[n = 0 : 3]| :xtics '|(sprintf(\\\"%d\\\" , 1990+10*n) 91+200*n)|)\n", " (gp :set :xtics :add '|(\\\"2020\\\\n(projected)\\\" 691)|)\n", " (gp :set :cbrange '(0 250))\n", " (gp :set :pal '(gray positive))\n", " (gp :set :view 'map)\n", " (gp :unset :key)\n", " (gp :unset :colorbox)\n", " (splot\n", " \" for [n = 0 : 3] 'images/bomb.png' binary filetype=auto center=(91+200*n, 300*0.2*(1+n), 0) dy=0.2*(1+n) with image\"))\n", " output)\n", "(png-from-file\n", " (plotting-with-images-plot \"images/plotting-with-images-plot.png\"))\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BROKEN-AXIS-PLOT" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "images/broken-axis-plot.png" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SB-INT:SIMPLE-STYLE-WARNING: The variable S is defined but never used.\n", "SB-KERNEL:REDEFINITION-WITH-DEFUN: redefining COMMON-LISP-USER::BROKEN-AXIS-PLOT in DEFUN\n" ] } ], "source": [ "(defun broken-axis-plot (output)\n", " (with-plots (s :debug nil)\n", " (gp-setup :output output :terminal '(pngcairo font \"times,8\")\n", " :border 2\n", " :zeroaxis '(lt -1)\n", " :tics 'out :samp 5000\n", " :xrange '(0.007 .1)\n", " :yrange '(-.05 1)\n", " :xtics '(0.005 0.005 0.025) \n", " ;; :object '(\"1 fillstyle pattern 5 lw 0\") \n", " :key '(font \"times,12\" samplen -1))\n", " (gp :set :xtics :axis :nomirror)\n", " (gp :set :ytics :axis :nomirror)\n", " (gp :unset :key)\n", " (gp :unset :surf)\n", " (gp :unset :clabel)\n", " (gp :s := 0.2)\n", " (gp :b := 0.03)\n", " (gp :w := 0.001)\n", " (gp :h := 1)\n", " (gp '|h(x)| := '|sin(1/x)**2|)\n", " (gp '|f(x)| := '|(x