TimeSeries_01.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time Series 01"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Preface\n",
    "rm(list=ls()) \n",
    "library(zoo)\n",
    "library(dynlm)\n",
    "library(forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load data and assign Time Series structure\n",
    "cpi=read.csv(\"cpi.csv\")\n",
    "y = cpi[,2]\n",
    "y = ts(y,start=c(1947,1),freq=4)     # defining as TS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl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\nQIAAAQIECBCYQ4H/B58l/leaEyUnAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Series  y”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "par(mfrow=c(2,2))\n",
    "ts.plot(y)\n",
    "Acf(y,lag.max=40)\n",
    "z = 400*diff(log(y))                 # US-cpi inflation (400= 100%*4Q) yearly\n",
    "ts.plot(z,col=2)             \n",
    "abline(h=0,lty=3)\n",
    "abline(v=c(1984,1),lty=2)            # Note: there is a structural break in 1984Q1    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Autocorrelations of series ‘z’, by lag\n",
       "\n",
       "    0     1     2     3     4     5     6     7     8     9    10    11    12 \n",
       "1.000 0.731 0.589 0.568 0.429 0.385 0.357 0.295 0.239 0.253 0.322 0.323 0.321 \n",
       "   13    14    15    16    17    18    19    20    21    22    23    24    25 \n",
       "0.333 0.301 0.262 0.280 0.292 0.284 0.273 0.289 0.295 0.327 0.313 0.285 0.242 \n",
       "   26    27    28    29    30    31    32    33    34    35    36    37    38 \n",
       "0.189 0.187 0.188 0.138 0.082 0.074 0.065 0.086 0.112 0.085 0.094 0.104 0.099 \n",
       "   39    40 \n",
       "0.125 0.112 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# printing autocorrelations until lag 40\n",
    "Acf(z,lag.max=40,plot=F) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Autocorrelations of series ‘z’, by lag\n",
       "\n",
       "    0     1     2     3     4     5     6     7     8     9    10    11    12 \n",
       "1.000 0.731 0.589 0.568 0.429 0.385 0.357 0.295 0.239 0.253 0.322 0.323 0.321 \n",
       "   13    14    15    16    17    18    19    20    21    22    23    24    25 \n",
       "0.333 0.301 0.262 0.280 0.292 0.284 0.273 0.289 0.295 0.327 0.313 0.285 0.242 \n",
       "   26    27    28    29    30    31    32    33    34    35    36    37    38 \n",
       "0.189 0.187 0.188 0.138 0.082 0.074 0.065 0.086 0.112 0.085 0.094 0.104 0.099 \n",
       "   39    40 \n",
       "0.125 0.112 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl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\n",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "z = 400*diff(log(y))                 # US-cpi inflation (400= 100%*4Q) yearly\n",
    "ts.plot(z,col=2)             \n",
    "abline(h=0,lty=3)\n",
    "abline(v=c(1984,1),lty=2)            # Note: there is a structural break in 1984Q1 \n",
    "Acf(z,lag.max=40,plot=F)             # access the ACF directly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Time series regression with \"ts\" data:\n",
       "Start = 1947(3), End = 2019(1)\n",
       "\n",
       "Call:\n",
       "dynlm(formula = z ~ L(z, 1))\n",
       "\n",
       "Residuals:\n",
       "     Min       1Q   Median       3Q      Max \n",
       "-14.6483  -1.1092   0.0119   1.0674   9.1614 \n",
       "\n",
       "Coefficients:\n",
       "            Estimate Std. Error t value Pr(>|t|)    \n",
       "(Intercept)  0.89966    0.18897   4.761 3.07e-06 ***\n",
       "L(z, 1)      0.73219    0.04036  18.139  < 2e-16 ***\n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "Residual standard error: 2.185 on 285 degrees of freedom\n",
       "Multiple R-squared:  0.5359,\tAdjusted R-squared:  0.5342 \n",
       "F-statistic:   329 on 1 and 285 DF,  p-value: < 2.2e-16\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>1</li>\n",
       "\t<li>0.732</li>\n",
       "\t<li>0.536</li>\n",
       "\t<li>0.393</li>\n",
       "\t<li>0.287</li>\n",
       "\t<li>0.21</li>\n",
       "\t<li>0.154</li>\n",
       "\t<li>0.113</li>\n",
       "\t<li>0.083</li>\n",
       "\t<li>0.06</li>\n",
       "\t<li>0.044</li>\n",
       "\t<li>0.032</li>\n",
       "\t<li>0.024</li>\n",
       "\t<li>0.017</li>\n",
       "\t<li>0.013</li>\n",
       "\t<li>0.009</li>\n",
       "\t<li>0.007</li>\n",
       "\t<li>0.005</li>\n",
       "\t<li>0.004</li>\n",
       "\t<li>0.003</li>\n",
       "\t<li>0.002</li>\n",
       "\t<li>0.001</li>\n",
       "\t<li>0.001</li>\n",
       "\t<li>0.001</li>\n",
       "\t<li>0.001</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "\t<li>0</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 1\n",
       "\\item 0.732\n",
       "\\item 0.536\n",
       "\\item 0.393\n",
       "\\item 0.287\n",
       "\\item 0.21\n",
       "\\item 0.154\n",
       "\\item 0.113\n",
       "\\item 0.083\n",
       "\\item 0.06\n",
       "\\item 0.044\n",
       "\\item 0.032\n",
       "\\item 0.024\n",
       "\\item 0.017\n",
       "\\item 0.013\n",
       "\\item 0.009\n",
       "\\item 0.007\n",
       "\\item 0.005\n",
       "\\item 0.004\n",
       "\\item 0.003\n",
       "\\item 0.002\n",
       "\\item 0.001\n",
       "\\item 0.001\n",
       "\\item 0.001\n",
       "\\item 0.001\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\item 0\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 1\n",
       "2. 0.732\n",
       "3. 0.536\n",
       "4. 0.393\n",
       "5. 0.287\n",
       "6. 0.21\n",
       "7. 0.154\n",
       "8. 0.113\n",
       "9. 0.083\n",
       "10. 0.06\n",
       "11. 0.044\n",
       "12. 0.032\n",
       "13. 0.024\n",
       "14. 0.017\n",
       "15. 0.013\n",
       "16. 0.009\n",
       "17. 0.007\n",
       "18. 0.005\n",
       "19. 0.004\n",
       "20. 0.003\n",
       "21. 0.002\n",
       "22. 0.001\n",
       "23. 0.001\n",
       "24. 0.001\n",
       "25. 0.001\n",
       "26. 0\n",
       "27. 0\n",
       "28. 0\n",
       "29. 0\n",
       "30. 0\n",
       "31. 0\n",
       "32. 0\n",
       "33. 0\n",
       "34. 0\n",
       "35. 0\n",
       "36. 0\n",
       "37. 0\n",
       "38. 0\n",
       "39. 0\n",
       "40. 0\n",
       "41. 0\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] 1.000 0.732 0.536 0.393 0.287 0.210 0.154 0.113 0.083 0.060 0.044 0.032\n",
       "[13] 0.024 0.017 0.013 0.009 0.007 0.005 0.004 0.003 0.002 0.001 0.001 0.001\n",
       "[25] 0.001 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000\n",
       "[37] 0.000 0.000 0.000 0.000 0.000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "Time series regression with \"ts\" data:\n",
       "Start = 1947(4), End = 2019(1)\n",
       "\n",
       "Call:\n",
       "dynlm(formula = z ~ L(z, c(1, 2)))\n",
       "\n",
       "Residuals:\n",
       "     Min       1Q   Median       3Q      Max \n",
       "-14.5986  -1.0967   0.0928   1.0629   9.1263 \n",
       "\n",
       "Coefficients:\n",
       "               Estimate Std. Error t value Pr(>|t|)    \n",
       "(Intercept)     0.78096    0.19507   4.003 7.98e-05 ***\n",
       "L(z, c(1, 2))1  0.63847    0.05873  10.872  < 2e-16 ***\n",
       "L(z, c(1, 2))2  0.12429    0.05871   2.117   0.0351 *  \n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "Residual standard error: 2.165 on 283 degrees of freedom\n",
       "Multiple R-squared:  0.5431,\tAdjusted R-squared:  0.5399 \n",
       "F-statistic: 168.2 on 2 and 283 DF,  p-value: < 2.2e-16\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl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",
      "text/plain": [
       "Plot with title “Series  z”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### AR(1) - Auto-regressive Regression model order 1\n",
    "ar1.mod = dynlm(z ~ L(z,1))\n",
    "summary(ar1.mod)\n",
    "# red line => theoretical ACF of AR(1)\n",
    "lags = seq(1:41)-1\n",
    "round(ar1.mod$coef[2]^lags,3)\n",
    "par(mfrow=c(1,1))\n",
    "plot(Acf(z,lag.max=40,plot=F))\n",
    "lines(ar1.mod$coef[2]^lags,col=2)\n",
    "# AR(2)\n",
    "ar2.mod = dynlm(z ~ L(z,c(1,2)))\n",
    "summary(ar2.mod)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>4.18720507613609</li>\n",
       "\t<li>2.60569978073641</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 4.18720507613609\n",
       "\\item 2.60569978073641\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 4.18720507613609\n",
       "2. 2.60569978073641\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 4.187205 2.605700"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>3.90005862485679</li>\n",
       "\t<li>1.95532087372416</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 3.90005862485679\n",
       "\\item 1.95532087372416\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 3.90005862485679\n",
       "2. 1.95532087372416\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 3.900059 1.955321"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl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\ngAABAgQIECBAgAABAgQIzHWBN42VX4vXWeIzAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Series  z2”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl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\nAAQgAAEIQAACEIAABCAAgVIS+P/HkQLYnUhnywAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “density.default(x = z1)”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Split the sample since we observe a structural break in the data \n",
    "#   Idea: before 1984Q1 high Variance, after 1984Q1 less Variance\n",
    "#   Note: we still estimate with OLS, hence assume homoskecasticity\n",
    "\n",
    "par(mfrow=c(2,2))\n",
    "ts.plot(z)                        # ignore 2008Q4 for a moment\n",
    "z1 = window(z,c(1947,2),c(1983,4))\n",
    "z2 = window(z,c(1984,1),c(2019,1))\n",
    "plot(Acf(z,lag.max=40,plot=F))\n",
    "plot(Acf(z1,lag.max=40,plot=F))\n",
    "plot(Acf(z2,lag.max=40,plot=F))\n",
    "# compare means and sd\n",
    "c(mean(z1),mean(z2))\n",
    "c(sd(z1),sd(z2))\n",
    "# compare densities\n",
    "par(mfrow=c(1,1))\n",
    "plot(density(z1),xlim=c(-10,20),ylim=c(0,0.3))\n",
    "abline(v=0,lty=2)\n",
    "lines(density(z2),xlim=c(-10,20),col=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl\nR2VuZXJpY1JHQgAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi\n6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lp\nurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZP\nC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q4\n4WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23B\naIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys\n2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y\n5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrl\nSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98\nhTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7C\nlP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmK\nPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZf\nsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJ\nxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19\nzn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNC\nUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU\n97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KT\nYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyA\ngccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/\nqwBnjX8BoJ98VQNcC+8AAEAASURBVHgB7J0HuCxFtbZB5JKTSBKBAyKIgoqiCKZDEEFFETOi\noCIGDOg1/HoVxIAZE3oxEAyY8CIKJkByRhQxICJwyFGiRFH/7z1MQzPM3ntm9oSe7nc9z7e7\np7q6uurt2b16VVX3LLCAJgEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEAC\nEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhA\nAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlI\nQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJ\nSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCAB\nCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQg\nAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk\nIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAE\nJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCA\nBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQ\ngAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAIS\nkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEAC\nEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhA\nAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJNCJwIKdEk2TQBcE1kyepVr5bs5yXmu9fbF0\nEua0Ev+Z5bmt9aYtHpEGL9Fq9NVZon5soexEWetHq0bnR3+KLo0GbculwMe0dHuWHOfPEev9\nGO2n7u327yTc1dK1Wd7anqH1ecks1yptO6e07qoEJNBcAvqj3s4912H9kf6ot2+NuSUgga4I\n/CK5/tPSP7JcfYq9XlDKd9UUeZqQfEqJw0f6aDDB6H7RHaVyCv4sr492jx4Uzda2TAHnReXy\ni/V/Jf2YaO2oV5ubHYpyplv+LfneFrV34GzVtv9C+TwoWzgFvSPqp12DqoPlSEAC/RHQH/XG\nTX+0wAJzg2w6P1Rs0x/19t0ytwQaT6DskLiQ/HgKIgZI94CZjUMiYLk4Ki7Y0y1PTL7yKMs9\nR+/uLyM0X4umK7/YxigPAVkvNjeZi/27WR7YVviwAqStc5xzW3V7bNsx/SgBCVSfgP6ot3Ok\nP+o+QCp8lf6ot+/YxOd+8MS3wAZUhcB2qcjzoiOqUqGa1GNO2vHTaLFSey7J+mkRy0dHm0bL\nRtjTosOiJ0R3R73Yp5L59aUdmBJ5anR2xHSMjaLHRdji0eeiK6IfRv3Y6dnppoiRoEUjRm9W\nigrbOSs/iH5ZJAxhycgnN1eaBCRQHwL6o+GcyzkpVn80HLaUqj8aHltLlsDICLT32NHLclFU\nvpGnMo4gQWGBBfrtsSPYKXqw/p31faL/isq2cj4cFRX5WL69nKGL9ScmD9PnijIuyPqTO+y3\nU9KYUlnkuzTrxVz2DtnvlzQ3n4r9WLaXv0jS9mzLc2g+F7ZVVsr7D2KK3RptZW5QHMylBCQw\nMQT0R72dKv3RA0eQ9Ee9fYdqn9sRpNqf4pE2cE6O9sHo/T0e9UHJ/6xom4gelBsiHsA/PmL0\nopO9MYmMYmAHRI+JdowYNcFZEjC8NSqM0Y6HRvQsMspyS3RS9KOIfXjehRGwzaKVopMjRi4u\njDrZakl8VfSIaMXo9uiq6Ojo8Igb+dnalimAALOw72flncWH0pLjUneeG+KGH9sr+lYEy27s\nC8nEecD+FW0b/ZkPbfbNfF402q+V/vAs3xvt0fo8m8Wd2fkjEaNYq7YKemRr2e2il+/S1in0\nqW0Fvzqfr4yOiab67rXt4kcJSKCCBOakTvoj/VG/X039Ub/k3E8CDSdAEFL05hNgFOtcVNYr\nseEGv9jGjXy7LZ2E06IiT3nJjTqBTfuoVJIWuCYq8r4p6/8sfb4669zEF9tZMj2M0Y5yGus/\niJZsLdu3EVw8Omo3jlduc/t+B2d7+yhPPz12H0s5Rdkcj2BsOntNNhb5WW4+XebSNkZuYF3s\ne2BpW6dVOlb+Vsp/QqdMHdLmlvbhWO09dsUuTOsr6vL7IjHLmUaQev0ufat0nOJ4xbIcXJeq\n4KoEJFBBAvqj+66ZxTWsWOqPOn9h5ya5YMRSf9SZk6kSkECPBMoOaf/sy4hMcbE5tlTWdAES\ngUk5cGD/8o16UR69+QuWymS1HCDdls9FXpZfihZuSyvyECSVp4iR//pWXoK7crlsuyhiVKKw\nTbLy74ht6I7oD1FRRpH+waSVrdxORkm6sUOSqSiPgGQmWz0Zivws3zjTDq3tjL6V99uxi/0O\nKO3TKfDtVMTc0j4cr5NDIpAtfwd4aURh0wVI/XyXDJAKsi4lMNkE9Ef6o8KH6Y8m+3+5MrUv\n3/hVplJWZOIIEHTsUar13Kx3c5P9/eQj4MAIWhgBWSZaMfpExAUP2yx6w/y1zn8WSzLBBNPn\nPhsdGLUbox5MWVstWiW6KCpsuawcHXFctnPswuZkZb3iQ5YvL60fk3X23SBaKTojKqx96laR\n3sty3VLmcn1LyfdbvTyf7i6llPcvJT9gtT1fN8eaVyqFtnPeerUXZoddI0bk3hURDJ0Ula9L\nJ+dzN9bPd+l/UvA2bYW/OJ8fG323Ld2PEpDAZBDQH+mP9EeT8b9qLSVQSwLlHrsPpYULRb+L\n/tPS1VkuG72glHZV1gtbJytFXpZvLDaUltykFnmuKKWzWh7puTifF23b3j6CROBUtn3zoSj7\n31l/eGnjw0rbyDO3tI3VpaJNI/KV7QP5UJRZDpbIc0ppW7cjSNeW9oFFNwb3og7f62aH5Nmt\ntA/7rtPFfgQ1xXFYtgdZnYqY27ZPef9O64clfzlY2qptf75zGPUt79/Ld2mNtn0JdjUJSGCy\nCOiP9EdlH6A/mqz/30rWtnzzUckKWqmJIcC0KG5MCTYwRmP2nr/W+c/cUjL7HlD6XKx+vVjJ\nklGfFUqfy6u8FIGpbtPZmW0bbyp9viTrl5U+M12ubIuUP2Sd6YSntNJekuVnotOjD7fSWLTv\nU9rU9eq8Us72YKy06d5VjllmdGFry1pZzptCBB1sK1s3xyoHlJxzgtRB2V0p6KBoh6j4PmV1\nSptb2jLb71KpKFclIIEJJaA/0h8N6qurPxoUyQkrh2lHmgQGRYAg4asRowvYG6Ib5q898E/5\nBpupYVyE2q24wS/SH52V44sPpWU3N+flgIhdealDYTcWK61lp7qUszwvHz4aPa6c2LbezY19\n2y4P+HheUjZqpc55wNYHJjAasmAp+S+tdf7P2dbJFk/iH9s2zGn73OnjmqXEeVmfKUAtZb93\n9aCsce7p+YP5bRGB6onRFVG3NsjvUrfHNJ8EJFBtAvqj+86P/ug+FlOtHZQN+qOp6DQw3QCp\ngSd9yE1+f8rfPuK5FEYo3xV1snJQwpS1TrZMW+J1bZ+Lj9xYz2TlgIi83JQXNlNAVORjuVO0\nf1RM7+IFDUdGx0XrRx+PsEE4pL/eU9T8v6vn74bR70ppX8j6b6KDI45Xfj4qHxc4lz9d2Lzk\ngc/CrbzbZXlQa50Fz+RwHj8YEYwuG20dFdbtcYr8xfJ/s9I+FbHY1stykN+lXo5rXglIoNoE\n9Ef3nB/90czfU/3RzIwalcMAqVGneySN5WaV3+rhph37r3sW8/+WRzfmldKXy/ojogtKaawW\noyesE8SUAwbSCruzWBnBEodbBEdfzvpbSscsP7/CFI/ZGlMH94wINGG3d7RNhBGMvTUineCF\nwOy/o8KuzsqfWh+uyZLnjDrZ75N4d/SziMAIe0H0lOg0PsQIjF4cvTTCiRBIcc4K+3WxMqbl\nvNJxZ/tdgrUmAQnUg4D+6J7zqD8a3fd5XulQ+qMSDFcl0BQCv0hDGYVBH4ra7agkFNuLJTft\nhS2RlX9ExbbDsl6MYJCHZ2kujIrt3MCXjZv+YtvO5Q2tdcoqtrPcsi3PnqXt7aMY3CSX9312\na9+HtqWXR1HIUmby29Y+xeKUrBRlfqRI7GJJQFLsx/L7ESNuK0VfiG6PytuL9VcnvRebk8yM\nxBX7X5f150QYAdPZUbGtvGQaXzkIzscpbW62lPd98pQ5O2/Yqm3/IlCdzXdp1bYyn9T50KZK\nQAIVJlC+9n6oQz31R/eHoj+65+VL+qP7fy/8VCJgb2kJhqsDJfDmlDbdyM6t2c7IRGHchDNi\n8YGI0RCmkq0ZYeSdagSE7VzkRmE35CAEJIXtmRVGWtD+UTlgWjKfB2GMWBGsFPayrFwWESgt\nH10VtRvB2bfbE2f4PC/bi+mBZKXsIyICoJdHHKdTL+R7ks7o3jhtNt+lW9oqDoPPRIyYaRKQ\nQD0I6I8Gcx71RzNz1B/NzMgcEqg1gZl67Gg8AUS5h6Y8glTAeUtWmB9dzldeZ5SJoKDdrklC\nkW+n9o35PIwRJA6zT1Qct315SWnbHVkvB0n99tilmPnTD48tld1+3E6ff5L8PDvUizFdj2l7\nMO9UZqc0zunbokWimWxuMpTLGNQIUnHcfr9LnUbHOM+aBCQwGQT0R/e/tnKd1R9N/92dm836\no+kZNXqrI0iNPv1Db/wncoS/znCUfbOdEQoc3E2lvIw+/SriJv8HpfRxr74vFfhcxHM7hd2e\nlc9H60YXtxIJGLZrrc92cUEK2Dx6U3RWxFS4sl2RD4dHJ5QSn591RuHWKaXNtIqz+FK0fnRI\nVDjYrM43Roo4/reiYuRlxawz1Y8RtHFbv98lAqsrS5Xn3D6o9NlVCUhg8gnojwZzDvVH3XHU\nH3XHyVwSkEAXBLgpfVz0mKjqLxBZOnXcKNpgDHVlpGdO9Mxo5ahsu+YDgSbBzs/LG/pcZxSM\nkZ4No/IzYmvk85ERx0HkqZL1+l3i+8b37onRolVqiHWRgATGQqDXa8hYKtk6qP5IfzTO75/H\nloAEJDARBFZILf8nevwIavus1rFGcCgPIQEJSEACE0ZAfzRhJ8zqSkACEpCABCQgAQlIQAIS\nkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEAC\nEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhA\nAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlI\nQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJ\nSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCAB\nCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQg\nAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk\nIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAE\nJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCA\nBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQ\ngAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAIS\nkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEAC\nLQILSqIyBDZKTRauTG2siAQkMCkE7kpFz5qUylrPiSCgP5qI02QlJVA5ArXxRwZI1fhu4YzO\nrEZVrIUEJDCBBLiGGCRN4ImrYJX1RxU8KVZJAhNEoBb+6METBLzOVS1GjpZKI4m+NQlIQALd\nEPivZLolYqlJYBAE9EeDoGgZEmgegVr5IwOkan2BCY4MkKp1TqyNBCQggSYS0B818azbZglI\nYD6BB8lBAhKQgAQkIAEJSEACEpCABO4hYIDkN0ECEpCABCQgAQlIQAISkECLgAGSXwUJSEAC\nEpCABCQgAQlIQAItAgZIfhUkIAEJSEACEpCABCQgAQm0CBgg+VWQgAQkIAEJSEACEpCABCTQ\nImCA5FdBAhKQgAQkIAEJSEACEpBAi4ABkl8FCUhAAhKQgAQkIAEJSEACLQIGSH4VJCABCUhA\nAhKQgAQkIAEJtAgYIPlVkIAEJCABCUhAAhKQgAQk0CJggORXQQISkIAEJCABCUhAAhKQQIuA\nAZJfBQlIQAISkIAEJCABCUhAAi0CBkh+FSQgAQlIQAISkIAEJCABCbQIGCD5VZCABCQgAQlI\nQAISkIAEJNAiYIDkV0ECEpCABCQgAQlIQAISkECLgAGSXwUJSEACEpCABCQgAQlIQAItAg+W\nhAQkIAEJVIbAgqnJi6MXRQ+Pro6OiL4d3R1pEpCABCQggVEQaLQ/cgRpFF8xjyEBCUhgZgJL\nJ8vR0UHRHdEvouuiz0ZnRKtEmgQkIAEJSGA6AnSufTm6MLo5+kO0R7Rk1K3pj7olZb6hEtgk\npf8n+q+hHsXCJSCBKhM4NJU7N1qjrZIPzedTotOi9k4trhlcO7iGaBIYBAH90SAoWoYExkPg\nKTns9RGdam+Mto3eHc2L8C/ddrTpjwJLGz8BHdL4z4E1kMA4CWyUg/872mCKSuDUbo22a9tu\ngNQGxI+zJqA/mjVCC5DAWAgslaNeGX0tau9MY0To5OjYaCbTH4VQO8CZoLldAhKQgAQGT+BZ\nKfKsiKkQnQynd2S0VaeNpklAAhKQQCMIEOi8OfpmdHDE6NDKEfaaiGdV3xrR4VY2ptq9OnpG\nxCjTdKY/Ch0DpOm+Im6TgAQkMBoCy+Uw18xwKLaTT5OABCQggeYReGaafH70/oip1bdFr4/+\nFr0semr08+jOqJNdkMRzIvJNZ/qj0DFAmu4r4jYJSEACoyFwUQ7zmIi3Bk1l62fDhVNtNF0C\nEpCABGpL4JFp2eHRD6K1op0jgqNHRR+KvhOtGjEVezpj+6LTZcg2/dEMgNw8OgLO+R4da48k\ngSoSYIoEvYE7T1G5LZP+r6j9GSWfQZoCmMl9E9Af9Y3OHSUwNALfTcm85XQq47mjy6PTp8qQ\n9CWif0Ttz7K276I/aifi57ER0CGNDb0HlkBlCOyemtwRMb984VatGOV/eXRj9JlWWnlhgFSm\n4fogCOiPBkHRMiQwWAI3pbiXTFPkhtnGtLt/Rq+YIt/nkn5pNNMIErvrj6CgjZ2ADmnsp8AK\nSKASBN6UWuAICYh+H/E7SLdHe0Sdpt8ZIAWMNlAC+qOB4rQwCcyawCIpgeDnKdOUxM9BkOeT\n0V3RntHDIvwG0/C+Gd0ZbRF1a/qjbkmZb2gEdEhDQ2vBEpg4ArylaPvobRGjRzi+qcwAaSoy\npvdLQH/ULzn3k8DwCFybol81TfGbZhvTsJeL8BsXRwRM/24tz8xyugArmzua/qgjFhNHRUCH\nNCrSHkcC9SJggFSv81mF1uiPqnAWrIME7k9gv3zkpyCK6df337rAAocm4ahSIiNHvNhnbrRm\nNArTH42CcsOOoUNq2Am3uRIYEAEd0oBAWsy9BPRH96JwRQKVIbBKasLv4f04Ks8q4MULX454\nO91jo3FarfzRg8dJ0mNLQAISqBGBJ6UtL4pWi5gOcUQ03VuHslmTgAQkIAEJzEiA4Gjz6IcR\nL1o4I+KFDPgdfgR264jfONIGRIA3JGkSkIAEJNA/AaY87B+dFjHHm568dSJ+sO8X0TKRJgEJ\nSEACEpgNgXOz8+MjOuKOjfA5u0SPjE6MNAnUjoBTGmp3Sm1Qgwjsm7ZeFW3c1ua18/lP0a/a\n0gf5sVZTGgYJxrL6JqA/6hudO0pgoAToaGPU6NEDLXV4hemPhse2sSXrkBp76m34hBOg5443\nB202RTvWSvodEdMfhmE6pGFQbXaZ+qNmn39bP34CvIqbzjXeQod/Yfm36AVRla1W/sgpdlX+\nqlk3CUig6gSekwr+NWK6Qye7MImMIG3baaNpEpCABCQggRIBfuIBn4FPoYNtoYjnWg+J/i9i\nSp02AgK+pGEEkD2EBCRQWwIrpWWXzNA6tq8yQx43S0ACEpBAswksm+Z/I/pQ9NGosMuy8r6I\n3zb6YsSzrZdH2hAJOII0RLgWLQEJ1J4ATmrtGVrJNDwcnCYBCUhAAhKYigCjR3dFn5wiw1eT\nTofbDlNsN3mABAyQBgjToiQggcYRODwtZvrDC6doOb9LsWXEj/hpEpCABCQggakI8DKGMyNe\n393JeBbp1OgxnTaaNlgCBkiD5WlpEpBAswjQm0dv34HR89uazlvt+C2kH0UntG3zowQkIAEJ\nSKBMgBf6LFFO6LC+ZNLIp0lgqATWSOlbRbxXfrGhHmn6wjfJZnoGeAOIJgEJTBaBBVPdj0b0\n+v0l+mn0u+jfEYHTotGwrFZvDRoWJMvtiYD+qCdcZpbAwAhsk5IIflaeosSlk359tOMU28ed\nrD8a9xno4fhvSN7vRu3BzwZJYxiToKTQjVl/b8QbQ0ZtOqRRE/d4Ehg8gTVT5O7RZyOuJVxn\nhm06pGETbl75+qPmnXNbXA0CzOo6Kzoyar9vXThpP4x43TfX/Sqa/qiKZ2WKOh2QdAKg8i/Z\n87wAwRDpBEn7RQRRPERN2j7RqE2HNGriHk8C9SCgQ6rHeaxSK/RHVTob1qVpBOho4+chzo/e\nGfHbR2+N/hBdGY2i4y2H6cv2yl7cR3MN0SpOoFOAdHDqzAl8S1vdF8/nYhsPVY/SdEijpO2x\nJFAfAgZI9TmXVWmJ/qgqZ8J6NJXAsmk407b5sVg69M+LPhOtGFXRmGb+pej2yACpimeoQ506\nBUgXJd/pHfKSxJDmddHefBih6ZBGCNtDSaBGBAyQanQyK9IU/VFFToTVaAQB7jvfHjGt7uyI\nN6PuFI3jcY8ctmd7cPZgcIFAbrOoNgFSE99ix0NuDFV2MqJfHrJev9NG0yQgAQlIQAISkIAE\nJDAAAkynIyjimdVzogMj3oz6xej4aNmoysbMK15KtEX0zOjkSJsQAp1GkIjSpxpBWj7b7oy+\nOuL22WM3YuAeTgI1IeAIUk1OZIWaoT+q0MmwKrUlwMgLnfVHRUu1tfJhrW0/aUuv0sflUplT\nIp6XekSrYrXyR00ZQTojJ48hQB5444RuFD0/Ktvq+bBvxAkmctckIAEJSEACEpCABCQwaAIv\nTYG8NOxl0S1thV+Rzy+Pto24X62arZIKnRAtGW0aXRBpE0bgxanvoRERLvMiy2IYs7DnZoXf\nMGE7Q4QLRqM0e+xGSdtjSaA+BGrVY1ef0zLRLdEfTfTps/IVJ/D01O/n0V3RvyKm1u0eLRy1\n22+TwPS7KtnaqcxF0UlR+xTAWvkjhvjqbD9K4xDGq74fX1I5COJhOJ4/+l70johAaTZG2fwT\n8GXpxtbrJpN5JCABCUhAAhKQgAQmksBbUuvPR9xr8jMz10a/iT4QMavpOdEdUWHXZWXp4kMF\nltxD/yqizgxAcN+s1ZwAbxHpFL332+y1suNtEaNS3YqgjHpoEpCABLolUKseu24bbb6hEnAE\naah4LbyhBJ6cdt8dvbLV/o9nyYwlbLXo4ojgqTA67vndo9cUCWNePiPHvyn6djTV4Ir+aMwn\nqY6Hf30aRYC0RB0bZ5skIIGhEdAhDQ1tYws2QGrsqbfhQyTwg5TNIx+F8YOvTLHbupWwfZaM\nHhUvbHhb1m+OHhKN2xjdYrTo61F59lV7vfRH7UT8PGsCBkizRmgBEmgkgcek1XSucFOrSWAQ\nBAyQBkHRMiRwfwI8977z/ZMW+EQ+84IGRol4ZTYB01bR+yJmH702GrftnAow8sU0wJnMAGkm\nQm7vmYABUs/I3EECEgiBL0YGSH4VBknAAGmQNC1LAvcQYLrcKzrAeHfSCJL+Ef07ujO6Otoh\nGre9KRUgOHpDlxWpVYA01TzCLllUPhuBRz8PuJ2S/U6tfOusoAQk0GQCi6TxVXCiTT4Htl0C\nEpBANwTOSSae4/leW+ZP5/NXozdGjCi9KuL3jwiUxmnUhZeWEdQdMs6KeOzhEPhdiqV3tVft\nOZzqTFmqI0hTonGDBCQwBYFdk35j5AjSFIBM7ovAJq3vFL3BmgQkMBgC26cYnjF6Yofi6Oyi\nU/7HHbaNOomXQ3wjYkTrWT0e3BGkHoGNM/s2OTgPxXHBJyI/IOrGzusmk3kkIAEJjJHALjk2\nD82+a4x18NASkIAEJDAzAe5FD46OiT4Y/V/E1DruTz8arRARRI3TCNQY4WKka/PojEirMQFO\n+GnRndGGFW2nI0gVPTFWSwIVJfC01IuRI1/SUNETNMHV4oaN75YjSBN8Eq16JQnwBrjdI54x\n4n8M8YOxBE4rReM03p5H8HZptF6fFanVCFKfDCZuN24iCJBOqmjNDZAqemKslgQqSuD7qddP\nIx1SRU/QBFfLAGmCT55VnwgCD0otHxXRaV+81nucFWf0ih9//Uu02iwqUit/xElqgv0pjXx/\nxAsbNmhCg22jBCRQWwLLp2XbRV+ubQttmAQkIIH6Evh3mkYwwnPyTLMbp62egzN4wGgWMxMY\nQdIkUBkCjiBV5lRYEQlUnsAeqeHFER1cteqxqzz5ZlTQEaRmnGdbKYFHB8Fl0a+jJQeAo1b+\n6MEDAGIREpCABCQwGgIERfyo4OcjeiE1CUhAAhKoNgGCj82iVaOromOim6Nx2sY5+M+jYyN+\nLoJnoTQJVI6AI0iVOyVWSAKVJPDi1IpXxT60Vbta9dhVknjzKuUIUvPOuS0eHgF+bJWfY2Aq\n3bkRgRHr/MbQuGyrHJjXeH8tGuSjNvqjcZ3RGh/XAKnGJ9emSWCABOjt49XehemQChIuB0XA\nAGlQJC2n6QT+OwDo0Not4lqNLRy9Lro12jMatb0sB2S06AtDOLD+aAhQm16kAVLTvwG2XwIz\nE1g7WZhWx9SIwnRIBQmXgyJggDQokpbTZAIPT+MJjl41BQRetPPP6JFTbB9GMqNZd0fvHEbh\nKVN/NCSwTS7WAKnJZ9+2S6A7Ary17uS2rDqkNiB+nDUBA6RZI7QACSzw9jA4fwYOvMXuf2bI\nM6jNjGYRkL16UAV2KKdW/siXNHQ4wyZJQAISqBiBxVMfHqR9c8XqZXUkIAEJSOCBBB6RpHMe\nmHy/FLaTb5jGj9MynY6O+O2jwyOtCwKDfDiri8OZRQISkIAE+iDw2uzD9Lof97Gvu0hAAhKQ\nwGgJ3JTDrTDDIdlOvmEZgyDfiRg12ioyOAqEbs0AqVtS5pOABCQwPgK75NBfiZjTrklAAhKQ\nQLUJHJXqMV117SmqyTNKvPqbfMMwZh38NNoiemZ0YqRJYOII+AzSxJ0yKyyBkRHYPEf6V7Rm\nhyPWas53h/aZNHoCPoM0euYesZ4EjkyzeM5o5bbmLZ/Pp0Y8U8oUuEHbsimQsi+Mhj2Fr1z3\nWvkjht80CUhAAhKoLgFeEXtYdFF1q2jNJCABCUigjcAr8vmI6C/R96MLojnRy6OLo+dE/4kG\naaukMAIzyn1qdGWk9UHAKXZ9QHMXCUhAAiMisFKOs23EG+w0CUhAAhKYHAJ/T1WfFvFGO0aR\nXhKtFr034ucarooGaUznY+SI55qeERkcBYI22QScYjfZ58/aS2BYBD6Sgv8WTTUNo1ZTGoYF\n0XJ7IuAUu55wmVkClSDw+NSCgOtn0WJjqlGt/JEjSGP6FnlYCUhAAjMQWCjbXxN9Phr0NIwZ\nDu1mCUhAAhKYEAKMFh0fHR29ILo90mZJwABplgDdXQISkMCQCLws5T4kOnhI5VusBCQgAQlM\nNoHnp/q/in4YvSq6O9IGQMAAaQAQLUICEpDAEAjwcoYDoxuGULZFSkACEpDAZBPYKdU/NPpY\nVDyqMdktsvYSaCNQfLGXaEv3owQk0EwC66XZTKvbcIbm12rO9wxtdfNoCPgM0mg4exQJzIbA\nm7Izo0VvnE0hA963Vv7I13wP+NthcRKQgAQGQOCdKeO4iN/Q0CQgAQlIYDIJ8Cwpv2M3SPtE\nCntHtEPE1DptCAScYjcEqBYpAQlIYBYElsy+PH/kq71nAdFdJSABCYyJwBNy3B9HN0f/jPjB\n1g9HXNtnY9yzfz16S/S8yOAoEIZlBkjDImu5EpCABPojwJRb3kL00/52dy8JSEACEhgTgZfm\nuKdFTJHeOZobfS56dXRq9NCoH1skOx0SvTDaPDoq0iRQewI+g1T7U2wDJdA1gT8l5x5d5q7V\nnO8u22y24RLwGaTh8rX0+hJYM02jc+tdHZq4TNLOig7rsG2mpKWS4Zjo0ojnU6tq+qOqnpkJ\nrpcB0gSfPKsugQESeHbK4sFbfm29G9MhdUPJPL0QMEDqhZZ5JXAfgc9m9fT7Pj5gjal3jCyt\n/YAtUyeskE2/if4SrT51tkpsqZU/copdJb5TVkICEpDAfALMLWcaBT2FmgQkIAEJTA6Bp6Sq\nR0xT3d9m25UR+boxAqKTWhmfluUl3exknsEQ8C12g+FoKRKQgARmS2DVFLB1tNlsC3J/CUhA\nAhIYOQHuqe+c4ahs7+bem6l0PGd0XrRddEukjZCAI0gjhO2hJCABCUxD4G3Z9reo6DGcJqub\nakhgjbRpq+jx0WI1bJ9NkkDdCZyTBs6dppFzso3/c/JNZxtnI36A6XrPiQyOAkFrJgGfQWrm\nebfVEigILJyVq6Jdi4Qul7Wa891lmyc12xtS8e9G7cHPBkk7M+LZhEI3Zv29Eb+hMmrzGaRR\nE/d4dSGwURry72jbDg3if5k3kxL0TGfPysZ/RLzOe9IGMfRH051Zt/VFwACpL2zuJIHaENgp\nLaGXcOkeW6RD6hHYGLMfkGMTAPE2q8J4GQfBEOkESftFBFGXRaTtE43aDJBGTdzj1YnAB9OY\nu6K9orWjZaO50bHRddG60VTGK8LZ9/NTZah4uv6o4idoEqtngDSJZ806S2BwBE5MUf04RR3S\n4M7BsEvqFCAdnIMSCPFyjrItng/Fti3LG0awboA0AsgeotYEXpHWMV2a/230z4gfjuU14FPZ\nm7KBN5i+c6oME5BeK3/04AkAbhUlIAEJ1JnAk9I43lCEg9SaRWDTNPeMaN+2Zt+Wz7tEvPZ9\n8+joqF8j2Not4ualG5vuJq6b/c0jgaYS4Fq+TbR89L8R0+mYGTAvuimayt6VDR+PXhd9c6pM\npo+WgAHSaHl7NAlIQALtBLh55W1Ff2zf4OfaE2BK5a+naCU/OMlvn6w/xfZuk5niw01btwHS\nSq2CuT9guo8mAQlMTYD/r5dE74iYPvfn6PzoWdEnIgKfPaNOtmASmTmwa7R9dHikSUACJQJO\nsSvBcFUCDSLA8yi3Rs/vs821mtLQJ4NJ2a3TFLsjU3l6mTsZvdB3Rl/ttHGIafqjIcK16FoR\neGVac0N0R8R1nOCIlzT8LHpI9ILo5ojnktqNDojvRDdGz2jfOKGf9UcTeuKqXG0dUpXPjnWT\nwPAI8Kayy6N+R/N1SMM7N4MuuQiQzkvBB0c8a/Ch6F9Re4C8etK+F/H8wg7RKE1/NEraHmsS\nCTBqxP8wwdC1Ef/Db4qwR0VnR3R8LBzx4gUCqFWiwhbLCkEUby59fJFYg6X+qAYnsWpN0CFV\n7YxYHwkMnwDTK/4a/b9ZHEqHNAt4I971xTneodGFUfHwdrG8pFSX52adh7rZdnLE92SUpj8a\nJW2PNWkEnpAKXxHxP8rLdU6J5kUEQfx/c01mmur10a4RdlnE80UYwRX/11wHHhHVyWg7161N\n6tCoSXvHeh2Y2wYJSEACEHhetGb0TT5otSfwo7Rw+2itiJukudHu0UHRMVFhC2WF54++Fj0r\n4oZDk4AExk+AKdFHRH9oVYVrOFPsfhhtGG0cfTq6OjooolMEIxh6WMQo0gnRUtFTowsiraIE\n+p3WUdHmWC0JSEACE0OAlzMwjerKiamxFR0UAd5odXxL7WUelQSeP6KHWpOABKpD4M2pCiNF\nB0ePifg/ZprcnOjcaJfop9HHI2YHbBNha0RMwzs54nrPKPGNkVZhAgZIFT45Vk0CEqgEgQVT\ni+dEz46Wiy6K6DGczVvncJiMDmwaaRIoE2D0SJOABKpHYItU6ZCIIOeh0aIRAdH3Iq7pv4wI\nmp4ZPTy6Nto2YvSI0eIzI0aV/B8PhKqbU+yqfoasnwQkME4CK+bgTIlgetSa0Z0Rgc3vo89E\nBE/92Nuz058iHuTVJCABCUig+gSWThWvixgJYiRp54gA6bToiGit6O/RCtGrIkaVvhPxA7BH\nRrzVzuAoEDQJdEvg9cn4n2iJbncwnwQkMHQCPAtCAEOv32ptRyNIYorEnm3p3XxcJJnoWXxN\nN5lnyFOrh2JnaKubR0NAfzQazh5l8gh8N1U+uFXtt2V5a8RzSMws+FV0V8RUumsiAiHWmSr7\n9ajfzrTsOjGmP5qYUzU5FdUhTc65sqbNIbBjmsp0iZWmaHLx+lZGmXox/t8pdxAdIjqkXsib\ntxsC+qNuKJmniQSYak0QtEGr8R/JkiDolOhL0bzo3xGdZzxLSHD0wagppj9qypkeYTt1SCOE\n7aEk0CWBHyTfAdPkpUfw6uiV0+TptIlRqU912tBHmg6pD2juMi0B/dG0eNzYcAJMpSMA2ici\nUHpMa/28LAmWuLa/JWJa3ZuiJlmt/JHPIDXpq2tbJSCBXggwcnTxNDswLfayaKoRpk67PjWJ\nT47277TRNAlIQAISqCSBlVOrn0fPjZh+zUsXzonOjN4aERxsExEkETztEP1vpE0oAd9iN6En\nzmpLQAJDJ0Dws/Y0R8FJzokunyZP+6bdksAvqNPbqElAAhKQQLUI8DzRJtE60aMiRol4+UIx\nlfofWT8x+ka0avTGiG3PiPaIXhERRB0VaRKQwCwJOKVhlgDdXQJDIPCilHlbNGeKsndJ+i0R\nDrUb47dtbo/oZRyU1WpKw6CgWM6sCOiPZoXPnSeUANdSRn54xojpccwQQDxTxJK08yO282ZT\nPr8/Yr/fRPOiv0cbR001/VFTz/wQ261DGiJci5ZAnwR4xujo6Nxo/bYymD5B8MQ0i27tA8nI\nlD1GngZlOqRBkbScgoD+qCDhsikEeNzk8OjK6KqIa/6d0XdbS4Kkv0WXRv8T/TN6R2u5XZa/\nj8jz2KjJVit/5DNITf4q23YJSGA6AvQabh/9JcIB8nKFn0Q4ygOivaLPR90Y19rXRl+MmKOu\nSUACEpBANQjQ4bVZdEx0bbRY9LFoi4iAiM4yRv95ffda0WHR3IgA6lvRkhF5mFGgSUACAyRg\nj90AYVqUBIZA4MkpkxEgpmDwQO7Do16MQIseSX5AcJBWqx67QYKxrL4J6I/6RueOE0rgqNSb\nzqsbIn7Em84xgiOWa0R3t9a59hMEvTjiWSRGlOjw2jwiL9Oom2y18ke+pKHJX2XbLgEJdEvg\njGRE/Rqvff12RO+kJgEJSEAC1SGwTqry42jZiKAHYwo1RiB0fPS0iE4uRotWjRaP/hqtEj0v\nOjviGSStJgQeVJN22AwJSEACVSXAm/DmRt+oagWtlwQkIIEGEyAI2jBiFOjdEc8TMYLEtDoC\no72jhaO5Ecb0u1ujn0aXR2+L9og0CUhgwASc0jBgoBYngQoR2Dd1OWVI9anVlIYhMbLY3gjo\nj3rjZe7JJrB0qs/LGZgqd1PEM6cEPXy+JPpz9JqI0SOm2hE83RExqnRXRL53Rto9b/QjyNxE\nGBIYFAEd0qBIWo4EqkWAh32vj145pGoZIA0JbIOL1R81+OQ3rOmPT3sJigh6CHSYVsf6byOm\nyzGyRNo/IwKnIjhiZIngiACKkSftHgK18kcP8qxKQAISkMDQCNDzSI/aoUM7ggVLQAISkECv\nBOgI+E20VLRgdHO0UHR1RODEM0YYnVykrxORb5GIkaTPREyf/l2k1ZCAL2mo4Um1SRKQQGUI\n4IT3i+hx1CQgAQlIYLwE1szhj4jWiwh4sAuiX0XbRMtEF0bk47rN6BH3yj+KvhNdFv0pYsqd\nVmMCBkg1Prk2TQIS6IkA18PNow0inOKp0ZlRvzY3Oz4uelG/BbifBCQgAQkMhAAzphj12b1V\nWhEc3ZjPJ0R0Zu0dPS/iTXbfjt4cLRr9MnpppElAAiMm4JzvEQP3cBJoI7BxPvPKVnoFfxP9\nMWK++bHRqlE/dkh24tWxw7RazfkeJijL7pqA/qhrVGacIALfSl15bohnQs+KeOZon4hnjXgj\nHS9aIG2niGnRp0X4gPOj90XazAT0RzMzMkePBHRIPQIzuwQGSGD9lMXDuAdEy5XKfUTWT4wI\nnJh20YutmMwEW1v0slMfeXVIfUBzl2kJ6I+mxePGCSTAqBDBEYHPudFnW+ubZElQdHT0++jw\niECKazdBE8ET29eNtJkJ1MofMeSoSUACEmgygS+k8TjI10Y3lEBckPWtI6ZivLeU3s3qW5KJ\nuerHdJPZPBKQgAQkMDQCO6dkpkzzAgYCpUsjfrT7ydEXoydGG0Tzou2jhSKm3i0REUydF2kS\nkMAYCNhjNwboHlICIcBID9MonjQNDYIdgqVuDeeKA35rtzvMIl+teuxmwcFdB0dAfzQ4lpZU\nDQJMmf5BxKjQvIjr8/ciPm8WfSLCD/B2OkaMGGni81ciBxICoUurlT/yxHd51s0mAQnUigDT\n6ugZPCxihGjLaNmok/05iWt02jBF2kuSvnx08BTbTZaABCQggdERWDqHenHEq7uZJcBzpc+O\nCIaYPcBvGREUFSI42jniJQ2saw0kYIDUwJNukyXQUAKrp93PiJhSwXzzjVrLLOY7Qp41ehof\n2myVfC5PvWvb/ICPuyXlmxEPA2sSkIAEJDAeAs/NYa+KHh7REUZA9NiIZ4wImi6OeJX3ZhHb\nGf3n88bRtyJNAhIYMwGnNIz5BHj4WhOgd/DkqJg2wfK6aKcIIzBiigXTKQiECKTKRg/jt8sJ\n06w/Ktso/wnT5BnkplpNaRgkGMvqm4D+qG907lghAh9KXQiIGAE6PWI63anR3REBEj/lwPWe\n6zUi30kR0661/gjoj/rj5l7TENAhTQPHTRKYBYFNs+9tEfPPeQj38uhj0fsinOQHIh7KxVm+\nMjotIlDC6E38dMQb7taJurGvJtPx3WQcUB4d0oBAWsy9BPRH96JwZUIJbJ16c00vnidaOevP\nim6OzomKAKkIjAia2EebHQH90ez4uXcHAjqkDlBMksAsCfDDr+dHX2uV87gscYgrtT6/IMti\nysXbs45DvSCiV/HzEfuyzvNJ3diSyYQDfmk3mQeUR4c0IJAWcy8B/dG9KFyZUAKM+p8dXRQR\n/Kwb8UjJGtEXo79HjBjdFf064jqvzZ5ArfyRzyDN/gthCRKQQDUJzE21mC733lb1HpIlTvGa\n1uefZHlC9LroCxEvbsCp8mrXNaMDokdGONtubJdkuiM6rJvM5pGABCQggYET4JXdcyOeNZoT\nMRPgLxHX/ee31pfJkmeOTo4Wji6JNAncjwA9rJoEJCCBOhIg4PlzVPQOzss6nUL0JuIwsZOi\nTeav3fNbF7/J+iOiF7TSelkQIH05oldSk4AEJCCB0RLYMYc7KOI6z2wBpkfz0oVbojkRby4l\nYKJT7MBohWjVaJ9Ik8D9CPAl0iQgAQnUkQCjOYwGFcZ0izOjDxQJWbKd+ejYstFuEc8r9Wpb\nZQde0IDT1SQgAQlIYLQEts3hvhkxVZprOp1di0aLRWtG10YMCjCteu2IPI+Obow+F2kSkEAF\nCbw+daK3g5s1TQISGAwBXsrA/9VjSsU9OesETvtGBEQ8Z/T+aL3ozIgHeBePejWm6/UTWPV6\nnPb8tZrz3d44P4+FgP5oLNg96CwIrJJ9b2uJadQfiRg1+n10VsQ20gmObop4LonP10UPi7TB\nENAfDYajpZQI6JBKMFyVwAAJ/Cxl0ZO4XKnMZ2Sd0SR6GtF5EYHULyKmXPRqOFjKodxRmw5p\n1MTrfzz9Uf3Pcd1a+LE0iGeMuJZzLf5UxCu9r4+YYkdgREBEniI4Iniik0wbHIFa+SOGGzUJ\nSEACdSWwcxrGW4r+EDFq9Mdo5eiKaMXoW9GfopOis6N+7K3Z6YLohH52dh8JSEACEpgVgWdn\nb2bg8CIeXr7A7AGeNV06worHSZbPOlPreDZpw4igSZNARwIGSB2xmCgBCdSEwLVpx1Oi3aMd\nIuai06v4q4gHehlJmo0tnJ13jvaaTSHuKwEJSEACfRF4UvZ6fMQoEcERYp2X89wVLRO9OKKD\nbKmIzqy/RAZHgaBNTcAAaWo2bpGABCaXAG8qolcR50nv4e+ijSIc5iDt5SkMp/vdQRZqWRKQ\ngAQkMCOBPZNjj4igiKlziE6r50QEQHSCbRe9J2Iq9M3RY6NdI00CEpgAAs75noCTZBUnhsD6\nqSnT5ph7zrS3YyOmVFwYbRwN0k5PYV8YZIE9llWrOd89tt3swyGgPxoOV0sdHIGnpyieJ+LZ\nUUQwhG5tLRlBQgRM/1dK4/ObI204BPRHw+Ha6FJ1SI0+/TZ+gAQenrJwnIdEzDcvjLno+0f0\nIPI67kEY89xxzizHZTqkcZGv73H1R/U9t3Vo2VfSiCIgYsk1+PKI6dR8JjDieVKWRfDE8o/R\n0yJteAT0R8Nj29iSdUiNPfU2fMAEDkh5p0Wdpg8zDYM31R0eDcIOTCFHDaKgWZShQ5oFPHft\nSEB/1BGLiRUg8OvUoQiKCHoQL11gxgDpdI4RGLHOaBHbeasdy5UibbgE9EfD5dvI0nVIjTzt\nNnoIBG5KmS+dptzNsw2HyRuPZmM8+Mu0Pea3j9N0SOOkX89j64/qeV4nuVVct7neEvgUKkaI\nmEpN2inRZREjSZdGZ7aW5GMqtDZ8ArXyRzy8rElAAhKoAwGCFqbS/XWaxrCN0SVe9T0b2zU7\nM13viNkU4r4SkIAEJDAtgT2y9eho8VauO7Lk2suMAEaGFmkt18xy2ejCiCAJf8A28r070iTQ\nE4FO01B6KsDMEpCABCpC4JbUA+e5WsQc9E7GM0o4VX5BvV/D4e4S7RsxjUOTgAQkIIHBE/hA\nivxQxDX7tojAh7eGPiRi1IhOfl7MwDQ7Or24HvOMKdvoLONafUh0QqRJQAITSMApDRN40qxy\nJQkcmlpNN6pzULbP1lk+N2UwTY/Xxo7bajWlYdwwPf58AvojvwhVIMAPuTI9jqCHgKcIkgiU\n+IzYXqxfnfUbIvKTzjX63GiJSBsNAf3RaDg36ig6pEadbhs7RAKPSdk40E9F5RFyehr/X4TT\n3DSajf08O39nNgUMcF8d0gBhWtR8AvojvwhVIPCHVILgh2eMropOigiAioDo8qwzY6D4zJIg\nqlgemfWHRtroCOiPRse6MUfSITXmVNvQERB4Vo7x9+jiaP/oa9H5EVPwXhzNxlbPzvROPmU2\nhQxwXx3SAGFa1HwC+iO/COMmwDWcQIdrLUEPYp3RIQIm1plWRzqdXkVQxPIf0baRNnoCtfJH\n9KpqEpCABOpE4Kg0Zu1on4iHdJeMCJJI+1E0G3t7dv5zxKvENQlIQAISGCwBrrG/jHh+iHtU\ngiCMz6w/OGJEiWXxOavzg6T9s5wTDeqnHFKU1lQCfME0CUhAAnUgsFEa8bqIaXb0Lp4c/XfE\n3PRBGMHWqyKm6mkSkIAEJDAYAmukmE9H20cERQRDGAEQo0JFZ/5CWeenHBhJKoIn8vCihsdG\nF0WaBAZCoPjSDaQwC5GABCQwJgIfznHPiNaMGEH6TfTS6LyI6RqDsB1TCEHSDwdRmGVIQAIS\nkMACm4UBo/JMfy6CHqbQMXUOK+5TCYoIhnjpwmpRYb/LypzI4Kgg4lICNSLgnO8anUybMnIC\njBrxsO42bUfGsX4yYk460+tma0yr+8xsCxnw/rWa8z1gNhbXHwH9UX/c3Kt3AitkF37TiFGi\nshj1/1Up7basEzARIJXz7ZzPWnUI6I+qcy5qUxMdUm1OpQ0ZMQGCoCui90xz3OOyjbnps7FN\nsjPO+VGzKWQI++qQhgC14UXqjxr+BRhh8w/KsQh47oro5CIQQrxQh/SToiIoKpaks85MAa1a\nBPRH1ToftaiNDqkWp9FGjIHABjkmznKlaY792my7dJrt3Wz6TjL9vJuMI86jQxox8AYcTn/U\ngJNcgSbyY68ERojRIUSQdGXEFDtGlphWd2NE0MQ20rnes1w50qpFoFb+qJjbWS3E1kYCEpBA\ndwSWSzYc5nXTZL8m25adZvtMm3DkL4q+PFNGt0tAAhKQwIwEeNnCTyJeFIaKlzJwg110dr2v\nlb54lotFPP9JPq73X4l4k50mgaERMEAaGloLloAERkDgwhwDp7n+NMdilIl8/dqbsuO10S/7\nLcD9JCABCUjgXgKfzdqmEcEOYtrcnVFhfP5ixOgRwRRGPuyCiLeTahIYKgEDpKHitXAJSGDI\nBC5L+SdGe0xxnOWT/pbou1NsnymZa+TrIpw10zo0CUhAAhLon8CTs+vbIjq2mFbHklEkRoqK\nN9URFJG+TGtZBEdn5zM/48C0PE0CEmgAAed8N+Ak28ShEeD3L3hT3Tcj3opU2IZZwaH+NmKK\nRj/2wuxEz+aK/ew8gn1qNed7BLw8xMwE9EczMzJHfwS4XvFsESNEt0eMzP+99Zk0OqG43rKN\nz4V4BmmnSKs2gVr5I0eQqv1ls3YSkMDMBM5Jls2iJ0VXRH+O5kUERhdFW0Y43H5st+x0cMRz\nTJoEJCABCfRP4LDsulRrd0aPGOF/SMQ1m9Ej7km5yV40KuwjWWEkiQ4wTQIjI8CwpiYBCUhg\n0gmcmQbwrNFTI6Zg0At5cnRe1K89IjtuHlGmJgEJSEAC/ROgE2vriFEigiFeunBTRMDEG+kI\nkpaOCJBWjLg//VK0Z6RJQAINJeCUhoaeeJtdaQI8d3RapWt4z80E8/M3qXg9rd7kENAfTc65\nqnpNt08FeakCARHT5bhWoWLqHMESo/4XtdLL29iHTiptcggQ3HIOa+GPnGI3OV88ayoBCYyO\nAM8s7Rj5au/RMfdIEpBAPQisnmZcGv0oWitaKFow4uYZFUYaz40uGX094pmkIkj6TNYJrjQJ\njIWAU+zGgt2DSkACFSewU6t+OHhNAhKQgAS6I7Busv0h4v6SAAhjxKhYJwDi+SM+LxwRPPEc\n0qsjRiCwb0fvn7/mHwmMiYAjSGMC72ElIIFKE9g1tdsv6vflDpVunJWTgAQkMAQCu6fMcyMC\nHwIggiHEOmLaHEsCoXIARRr7YD+Odo4IqjQJjI2AI0hjQ++BJSCBihJ4Zur1+OglFa2f1ZKA\nBCRQNQK8UIG3fhLs3BHdFjFVufiJhWIUiYCJjieCpKKTnn0QU+xeFGkSGDsBA6SxnwIrIAEJ\nzIIADpaA5okRjves6IRoNr2POPmfRs5/DwRNAhKQwDQEeH7o8IjrcGG8phsoe3MhAABAAElE\nQVTxEgauywQ/TKtjlOjv0XIRU+uKoCmr8/P5xlBIaBKQwL0EXp81LiJL3JviigQkMBOBRyfD\nORGO9zcRwRHrv4seFfVjvF6WV4Q/q5+dx7APvbBcO2rx1qAx8POQDySgP3ogE1M6E9ghycUb\n6gh2uBYh1gsRJPFD3ny+q7Qs1ot8x2ebNtkEauWPiuHNyT4l1l4CEmgagW3T4DMipm98JGI6\nHKNIq0cXRzjbh0e92puzw+XRr3vd0fwSkIAEGkKAe8efR9+JGAlihAh1MtIXb21YOEsCImYv\nIYIpjE6pN8xf848EJCCBEgF77EowXJXANASekG2nRzjZW6L/i3gomJGjvSKcMY6X3y86KOrF\ncPSXRG/vZacx561Vj92YWXr4ewjoj/wmTEeAa+xfIq7BxYhRMWrEaBFiWycV+crbGF3aPNIm\nn4D+aPLPYeVaoEOq3CmxQhUjwGjQkREOlmCocM7MfV8pemFEwPQ/EbZ9xGeCnm7tpcnIw8MP\n6XaHCuTTIVXgJNSsCvqjmp3QATaHkaMrouL6y7IIiorrMmmslz93CqSuSZ69o2UjrR4E9Ef1\nOI+VaoUOqVKnw8pUjADPBV0eXRQxb31uhMN9fsRI0V8jHvp9RUSAQ8C0XkQe9u3Wjk/Gr3ab\nuSL5dEgVORE1qob+qEYnc4BNWTVl3RoVwRHX1yI44q11pCOmyxXrRd7iM9dqXt6g1ZNArfwR\nvQGaBCQggaoSeGwq9ofoYRGjSEyfY9QIh3tjtEWEk94z+n50Q7RNtEpE+k1RN8aPGz4j+lo3\nmc0jAQlIoEEEVkhbmVbHM58ERmVjyt3CEddkjHWMdISxPC5aJyKY0iRQeQIGSJU/RVZQAo0l\nwG8RnRwx5e290a+jz0ZvjQh+9o/o0fxEtGOE474oIpjaJTo2ojezG3tHMp0YndVNZvNIQAIS\naAgBgptTIt6yyzr3jVxrC2V1fvpdWV4fcW0uAqMiz5lJ2zzSJCABCfREwCkNPeEycwMIrJE2\n4mzvjgone23Wj4mw10T0WH492iAiD4HUZdEhEc5646gbw/Ez0vSybjJXLE+tpjRUjG1Tq6M/\nauqZ79zuY5PMtRbxXBHXSq7N5Wl1BEVsp0OqfYrdBUl7aKTVn4D+qP7neOQt1CGNHLkHrDAB\nnh/CARP0vKm1fHWWv4hwwu+OsBMiAqgLI9KLqXe3Zf3FUbf2tmQk+Fqk2x0qlE+HVKGTUZOq\n6I9qciJn2QyuhydFXFsR19ryixdIKz4XHVmkcd1mSaC0b0QHlNYMAvqjZpznkbZShzRS3B6s\nwgSYmsEPvfIbR1e06vnbLPeJ2MY8eJzv3IjfLDov4kdi6dXEIR8fMcWuF+MZp7162aFCeXVI\nFToZNamK/qgmJ3IWzeBae3rEtbYIeorAh9H5Ir19tIh0RpOeE2nNI6A/at45H3qLdUhDR+wB\nJoTA01JPeiN3jm6OmO++bURPJaNCTKPj5QzkITgiT+GUP5d18vdiWyYzDn31XnaqUF4dUoVO\nRk2qoj+qyYnssxn8NMLJUREEERhx/S0HRlx/i+suyyJ4ImBaKdKaSUB/1MzzPtRW65CGitfC\nJ4gAL2BgRIe3JuGEt4mwd0UEMkyzOzq6NCp6L4/I+vpRP/bj7MQzS5NqOqRJPXPVrbf+qLrn\nZhQ1+3QOwrWWoIdlEQAV0+mKwKn8DBJpt0Rct7XmEtAfNffcD63lOqShobXgCSOwW+r751ad\nv5zlxdGc1ucnZPmN6KoI50yP5hZRv7ZKdsTpz+23gArsp0OqwEmoWRX0RzU7oT00h2tiERTR\nAfX3iOnLF0YEQWwrRpKKfKQXo/1Z1RpMoFb+qNfpKA0+7zZdAhIYAYEzc4xHRXOi/4545uj3\n0Wci0s+OloyYI/+C6NdRv8ZoFY7/+H4LcD8JSEACNSLw87SF+0Kur9zsMqV5qWhOdGp0ZUSn\nEkYejJGmzSMCJU0CEpDAQAnYYzdQnBY24QROTv2PiniLEvPhXxsdG10eXRPhoDeNZmMPzs5X\nRLwlb5KtVj12k3wialR3/VGNTmYPTdkreQly0K2tJaNExfNGpDNSxOfy6NGr81mTAAT0R34P\nBk5AhzRwpBY4wQTmpO6XRIwc7Rjxg7FbR9+PmN7xkmi2Rrn/iJaZbUFj3l+HNOYTUMPD649q\neFJnaNITs50AqHjZQvn5I54t4nXfxdS6Ig/53x9pEigI6I8KEi4HRkCHNDCUFlQTAuukHT+M\nbohwyDhnXtDwpGgQxnSRLw2ioDGXoUMa8wmo4eH1RzU8qdM0iSl0dBYR8KCrI0aIUPEinGIb\n1+IiQPpY1jUJlAnoj8o0XB8IAR3SQDBaSA0IPDJt+FmEcy6c8YVZf0U0KOONd5T92EEVOMZy\ndEhjhF/TQ+uPanpiOzSLZ4yYtlwEQMWS6yNT6Qic+OFt0osRJNZfF2kSaCdQK3/Ew3iaBCQg\ngSoQ2CCVOCPi+aBnREtHa0ffjr4ZvS8ahL0jhRwTnTOIwixDAhKQwAQSYHoxL8FZoVV3Ah86\nprDr71kssHiWi7bWuS7zYoZPRvu30lxIQAISGCoBe+yGitfCJ4AAjpc31DGtjvV22y4JOG+e\nR5qNEXTRK7r9bAqp0L616rGrENcmV0V/VP+zv1yaeFVEUITKU+m4zqLbW+mXZ8noEaNKN0ad\nrs9J1iRQr5c0OILkN1oCEqgCgaekEowg7R7hiNvtsCQw6sPN22yM/Xno+PDZFOK+EpCABCaU\nACNBx0YrRgQ7TKHjbaG8HZRAiTSm110ckb58xD5cl3mjaKfrc5I1CdSLgAFSvc6nrZHApBLg\neaC/RVdM04Djs418szECpH2j4rc8ZlOW+0pAAhKYNAL8tAGdUQRCBDtMoyMQ4hXepHFtXDha\nMyKdUWrsC9Gh89f8I4EGEDBAasBJtokSmAACOGV+92g6Yy78bAKb52T/R0QHTncQt0lAAhKo\nKYG10q59IgIhjCWjRogXNjBSdFqEFdN3WT8l4tlNTQKNIWCA1JhTbUMlUGkCvHZ7jWiqESIc\n+fOiwnlntWfbLXvwjNN0o1Q9F+oOEpCABCaAAPd7Z0WMCmGMHvH8EekEQ0y1Y53pzrdGhd2U\nla2KDy4l0BQCBkhNOdO2UwLVJnBuqsfrvb8RLd2hqh9I2trRVzps6yZptWR6dvTlbjKbRwIS\nkEDNCPwh7Sn/MHYxpY7pdJdHLOmIYrlERADFyxrotCJ40iTQKAIMp2oSkIAEqkDgNanEcdHv\no89F50QrRq+OtoxeFl0W9WNvy0680vaUfnZ2HwlIQAITTOC41H29Uv0JfpaMmFrH1OZVI4Ih\nRotIp/Oc0aUtoksjTQISkMBYCLw+R+WCRa+NJoEmE1gqjf9wxAsbcNg3REyL46Hifo3pI9dE\nu/RbQIX3o21cOzapcB2t2mQR0B9N1vmaqbZcPwl2ENfU0yOuq3y+IyJI4qcP7o6KfKxvFGkS\n6IWA/qgXWubtioAOqStMZmoYAaZ7DMIYmWI6CT2jdTMdUt3O6Pjboz8a/zkYVA1ekoIIiuhE\nIeghGCI4elx0YVQERORhnXwsGa3XJNArgVr5oyY+g7RczvicaN2IYWVHbQJBk0AFCeCsB2G7\nppBvRPSSahKQgASaQGCdNHK/qLjPY8ljFctEJ0UEwt+N+BFYjOstOjH6QaRJoNEEin+cukPY\nMA3kBolpNtdHF0U8j8DzDNw0XRB9NVoh0iQggfoQeEqagr5enybZEglIQAIPILBYUnaOTo7u\niLjHoUO4bMWo/OJJPDIiIOIZJO4F2fb3iFEnTQISaACBPdLGomfk4qyfEh0RfT/6RcR83Csj\n8lwX7RCN2pzSMGriHq8pBL6dhvJ/Xlf7rzSMa5fPINX1DI++Xfqj0TOf7RFfkAKYRlxMmSum\ny3FtKNKYXsc6vyXHdLvivqjIc2PSCLI0CfRLQH/UL7kx7EdPCP/83CA9YZrj03PyjOjMiPyb\nRqM0HdIoaXusphCg95TX0z6vxg3WIdX45I6pafqjMYHv87B7Z78iCCovea6IQIglQRHbbm8t\ni3xFcMSI00MjTQKzIaA/mg29Ee97cI7H9DmGkLsxbqjohdmvm8wDzKNDGiBMi5JAi8D7suQV\ntQvVmIgOqcYnd0xN0x+NCXyPh2Va3HFREex0Wp5R2l4ESwRMiPwESKTzTLYmgdkSqJU/4oG9\nOhs/cHZqxNByN8bbXc6JeHmDJgEJjJYA16NnRutF9HSeGP016scYFd4l+lLEzYAmAQlIoA4E\nCIxeHH0tWrrVoGIkqOgM4p6Hm9UnRldF/J5cYQRE5OMaib0iOm/+mn8kIIHGEDgyLT03WrjL\nFhcjSJ/uMv+gstljNyiSljOpBJ6eis+L7or4xXfWcfqHRMtGvRpz8rlJKN8Y9FrGJOSvVY/d\nJABvQB31R9U7yQRFdPhcHhUjP51GjOgM4sVTbLs14hp4WnRLxDauqUUwRR6euy6CqqxqEpgV\nAf3RrPCNdudX5nBcDH4abTzNoelJ4QaNFzbQu/LUaJSmQxolbY9VJQKMGn0lKpw+/6+8afIT\n0SbRHyP+L7nw9mJ0jhzUyw4TmleHNKEnrsLV1h9V6+TwP/6riACH62SxZH0qlafT8RzmFdGV\nEYFSUQblEHRpEhgUAf3RoEiOoBwCn3dE9KRw43VZRG/Kz6LvtZanZsnFg+08yPj2aNSmQxo1\ncY9XBQL0XB4eMWrE/+Wc6OHRztEl0UnRahGv539b1K2tlYzcBGza7Q4TnE+HNMEnr6JV1x9V\n68R8LtVhVIhAhwCnuJ/hukkgVA6SCHoYNSoCpGJbp6Bq/+TTJDBIAvqjQdIcUVncMBEQXR4R\nCJXFxeb86DMRN2ODMo75qC71weSjTv5obSBojSFAZwSvluW7v3Zbq1fO50ujvaMPRwRQ3doX\nkpFRpyaYDqkJZ3m0bTRAGi3v6Y7GtP8iECrftxDwFJ+ZJsdnVARE7YFTkc6S5zt3ijQJDJqA\n/mjQREdcHg81rhY9MlpmSMfmZq+4ePWyNEAa0gmx2EoSOC+1OiDiFbOd7LVJxPm/LLq6U4YO\naYsljR87fHWHbXVM0iHV8ayOt00GSOPlXz76c/KB6yOzW8oBEPcVjBRxrftbxNt3y0FQ+zr7\n/jni5Q7FyxmyqklgoARq5Y8ePFA0k1EYFxI0TOOCtXy0cJcHeWXyfbbLvGaTQB0IEMisE30y\nek1EZ8VNUdmOyQf+j8h3Q3nDNOsERg+KfjRNHjdJQAISqDoBrmOviLjpxMqBDQESQQ/3GKtH\nGFPwuKcjrcjLKPw7o59GBFmaBCTQJYEmBkhdopl1Nh4079aYV6xJoEkE6OHE6EygF3Sn6ItR\n2YoOhu2TeFR5wzTru2bbVyNuFjQJSEACk0iAqXV0ED0uItjheslUuyJYyuq969w/PCTifq4I\njMj/jqj9mpokTQIS6IaAAVI3lMwjAQkMmgDTQ34fbR3tGX0qYgrI0VFh22aFZwTXjJ5fJE6z\nfHq2bRgxJU+TgAQkMIkEVkilz45WiYqAhyXBESNHrBdLXnRDcMRnjCXPda7VWmahSUAC/RCo\ne4D0+kDhmaNe7ZTswNvtNAlIYHgEmFbKaM9m0b7RkdGvIv731oh2iph/T6DEVJGZbLdkOCJi\nVEqTgAQkMGkENk2FGS1nCjLG9e830VP5ECsHR3xmlL0IjtjGqBPPGREkaRKQgASmJPC7bOHi\n0av2nLLE4WwgkKOOvqRhOHwttboE9kvVmA7Hs0hviH4cXRQxX/4P0UOjboxeV24mnt1N5hrl\nKXqVN6lRm2zKeAnoj8bDn2sYU/N5tuja6MKIjiGm0BE03Rlxn8D0OZbFOlPv6GhaN9IkME4C\ntfJHdR9B2ibflEMjbh5+Eh0QdWPndZPJPBKQwKwJvDElnBgxX/5dEb2gf4reGn0t4magG3tT\nMl0ZcSOhSUACEpg0Am9Lhe+OCJKuiFaKVoz2jdi2XfSDiGsio+SLRNyQnhW9IdIkIAEJ9ESA\niwi/oULvC88nVNHssaviWbFOoyZAhw1TRno15uFfHO3e6441yF+rHrsanI86NEF/NJ6zeHIO\nS+fQCdHfIwIhRo8+EGFc526OyEMARSDFfY3PXAaCVgkCtfJHvEay7sYF5HWtRn6p7o21fRKY\nYAL0njK1rlfbPjvQ0/rtXnc0vwQkIIGKEFg69bg9WjJaLroqmhd9KHp3xP3aTRHbVo6WiU6J\nfhhpEpDAgAk0IUACGT0u74+4AG0QaRKQQH0I8HIGgiN6XTUJSEACk0jg/FT6YdHjo59ERSB0\nddb3jLi+rRoRHDEV+bjoeRHPImkSkIAEaknAKQ21PK02agQE1s0xuEHYaATHquIhajWloYqA\nG1gn/dHoTzrTi4+NmFbHSxq4piE+M6rOixiKz8yKeU6kSaBqBGrlj5oyglS1L5H1kYAEBkPg\n7SmGufu8CleTgAQkMGkEFkuFeXvnUyKmGRdTjc/J+n4R0+oIlAiQeLvdetHPI00CEhgigbq/\nxW6I6CxaAhIYMwFei79D9KYx18PDS0ACEuiHAM8RHRGtH9H7zkgRL19gGh2PAyCm0xEcXRgR\nRF0XaRKQwJAJOII0ZMAWLwEJDI3Aa1Iy008OHdoRLFgCEpDAcAgQBJ0QrRLxfDTXsoWjxSOC\npr2iP0Y8g8S1jueT+M04TQISGAEBA6QRQPYQEpDAUAjsmlKZgsKcfE0CEpDApBBYKxVlajA/\nQ7JaxCgRI0eHRHtH2Pujj0eMGG0cMRVvnUiTgAQk0BgCPhTbmFNtQwdEYIuUw8PMawyovEkt\nhmk5TL/ZZFIbYL0rR0B/NNxTwlvq+D0jnjXi2aJCTK9jFInPX4/eF/Ha7/dEvPKb/3Om4mkS\nqCqBWvkjR5Cq+jWzXhKQwHQEeLU3DzZfPF0mt0lAAhKoEIFnpi5nRDw/ycg3I0foymih6NiI\nAOlF0RrRHyICqpUiXtZwXqRJQAIjIGCANALIHkICEhgogVVS2vOiLw+0VAuTgAQkMDwCz03R\nR0WMBDGdbtGo+O22j2WdwGjziI4fRo52jU6LmF7Hti9GjDBpEpDACAj4FrsRQPYQEpBARwI8\njPyE6HERnTUXRcdEMz2IzOjRvOi4SJOABCRQdQKvSgUPiJhWx0sXGPleIeK5osuidaNPRf8v\n2iTihQzkeXY0J2KK3UciTQISkECjCDjnu1Gnu/GNxfl/N6I3lN5UdEdEr+k10cuiqYxOncsj\ngiTtnlcDw4+bKk0CgyCgPxoExfvK2D2rBEaMEvG/SoB0fHRYxMgQwRPb3xh9tLVOOiIdPTrS\nJFB1ArV6BqnqsJtSPx1SU8607ZwTBFdE10ZMM3llhPPnxoCHlJmCwg3BK6JOtkMSb42W7bSx\ngWk6pAae9CE3WX80OMB7pSiua1zPGC0nQLo8uiFipJyXNfwpenNEJ9EFUdFxxJIgyc6gQNAm\ngoD+aCJO02RVUoc0WefL2vZP4NjselaE89+wrRieK+LNdDxbRAC1RNRuJyeB7do9BHRIfhMG\nTUB/NHuiTBnmJwjozNm6VdyaWXJ9I2BitJzg54cRHUIESwRCp7TWi+Doa/msSWBSCOiPJuVM\nTVA9dUgTdLKsat8E1sue9KAeEh06RSk/Tfq3InpWX9iWh1fcsj/PLGn3ENAh+U0YNAH90eyI\n8j/JNY4R8mLq6/JZvzbi+nVnSwRIBEIfjJh2x2e2IwKpIyNNApNEoFb+iF4OTQISkMAoCPC6\nWh425maB19d2smOS+Njo/Ige17Ixl//Y6PflRNclIAEJVITAkqnHz6JNo6dHp0a8iOG0iOve\niyKubbyYgWvhghHT8NgPIzgiUGL06TmRJgEJjImAAdKYwHtYCTSQAL2ivGSBKSXPiJhSsnlE\nWmELZ4V8K0Y3FolZLh3x8gan15WguCoBCVSGAAEQHTxrRE+N/hRhb41Wis6IGDlnG6NDy0T8\n9hFB0qIR0+zo/KGDiGsj10lNAhIYE4HyjcmYquBhJSCBhhA4N+18aPSsiCCIm4a1o4ujnaJT\nInpNL4sYbfp1VNguWWE+P1PwNAlIQAJVIrBaKkPQc3v0tOiaqLCXZ+XCaOWIa9otEYEU+6zS\nWv4iyyOif0ZFYJVVTQISGBcBR5DGRd7jSqBZBBZJc/ePborOi+ZFF0WPiI6NuHH4WMTNxZOj\nr0UEToXxXASjR9xAaBKQgASqQuBRqcjJEVPm5kbl4IjRoUdHjAoRIPGCGjqA3hudHTGC9Kvo\nX9FGEddGTQISkIAEWgS4+ftPtIREJFBTAjw/xIPI60Z/jC5pfb4uy59E10f/jgiA/i8ioCps\n66yQvmqR4PJeArV6KPbeVrkyTgL6o+7pPylZefnCjyOmybUbU+q4ruHfEYEQebkO/iC6PFor\nYttdrfUsNAlMJAH90USetmpXWodU7fNj7WZP4PQUsVermKWy3Du6NCpuGhhZYp2pdO12eBK+\n157o5/kEdEh+EQZNQH/UHdEtko3pcgdEjAS12z5JIDg6P2Lk6I0RzxVdFBFUrRddEJ0bkY9R\nJU0Ck0xAfzTJZ6+iddchVfTEWK2BEeCG4MUdSqPXlWko2J3RVvPX7vuzWla5qWDqnfZAAjqk\nBzIxZXYE9Ecz8+NaxvXqs1NkfXrSGS26PXpExAtnvhi9NGKKHQER+5OH9QMjTQKTTqBW/shn\nkCb962j9JTAZBG5INXkzXbvdkQRGjpaNuLiSr2xvyQfm5Z9UTnRdAhKQwJgI7Jrjfj/6QPTf\nU9ThDUn/bfSP6PkRz1TuGH0sOiRi6h3XO4xpxq+Zv+YfCUhAAhK4HwF77O6Hww81JMALFk6L\nitGi9ia+PQmMMj24tIEbCJ5b4v9D60wARgSYm3TebKoEeiagP5oaGdPgeB7ytVNnmb/lwvwl\nOGJ0iFd3z2utEzT9Mvp1xPZTop9FmgTqQEB/VIezWLE26JAqdkKszsAJrJ4Si2km7fP1n5Vt\n/AbIm9qOunM+3xzxzJLWmYAOqTMXU/snoD96IDs6dvaJGPHe7oGb75eydT4RGBEEXRx9OsLo\nxOB5pKMjZu9wPeS696pIk0AdCOiP6nAWK9YGHVLFTojVGQqBZ6bUv0d/jT4V7RH9IuJm4hNR\nu9G7+rn2RD/fj4AO6X44/DAAAvqj+0NkVPubES+SmRtNZ3T+XBQxUnRitE10d/TRaPFojYgX\nO+wfcd1j6rCPOgSCVgsC+qNanMZqNUKHVK3zYW2GR+ChKZq5+0wzOT7aL3py1G6kMXWM3xDR\npiagQ5qajVv6I6A/uo/bYlnlLZpM9X3CfclTrj01WwiIvhD9K/pLdFh0TcSUOt5mx6g4wdGF\n0RKRJoG6EKiVPyrP96/LCbIdEpBA9QjQS7pjtENUvNXpqKwzQsSzR+22WxKOjP7cvsHPEpCA\nBEZAYJkcg+Bo9ehpEdPjZrJntzK8MMtjos2ih0TLR0y5Y4reoyLeYLdhdGukSUACEpDAFATs\nsZsCjMm1IMDUkqMjek6/GO0SvT/6U0Rw1D6CtFzSboueH2nTE6hVj930TXXriAjojxZYYOWw\nPjv6Y7Rql9yfl3yMHjE6xOg3yzMjAiVGj/h8RUSgdEqkSaBuBPRHHc4oI1HrRgt22GbSzAR0\nSDMzMsfkEjggVb8gYv592Zivv3/E9JVlSxt4U9RlkSPcJShTrOqQHghGf/RAJr2kNN0frRVY\nf4tOjRj9mck2TYbfRARABEbokojr2PciRo14Ful90eURZX8w0iRQNwKN90cvyhn9aumsbpv1\nmyIuCldEXAi03gg03SH1Rsvck0SAoIgbh2dMUemFk07wxM0DRicLNxD/jw/ajASa7pD0RzN+\nRXrO0GR/9NjQujL6ZbTEDOS4tp0cce/DNe5frXU6dwiK/hl9INo74reOHhORt71DKEmaBGpB\noNH+aLucQv7Bb4+4kWGO7o0RF4dfRQRKfOYZA617Ak12SN1TMuckEnh1Kk3HyXT26Wzk+oEx\nre6uaCU+aDMSaLJD0h/N+PXoK0NT/dFTQ+uGiFGfhWcgt3K2EwhdFV0e8RIG7n/eHB0fMZ2Y\ngIl7o4MipthdH/H5dZEmgToSqJU/6vX1knvmjF4UbRwRKL0gIkj6TPTsaMPWZxyXJgEJSGDJ\nIOBB5G9EjAxxQ8ENxGui4vrDTQn5sN0iblDoZdUkMB0B/dF0dNzWC4HnJvNR0cHRKyNGf6az\nvbORnyxYMTo1OimaF3E/xL0Q6z+JuF9iVg3BE+t0LP860iQggYoTKG5QuqkmeXn7yveic1o7\nPKe1/L/W8sIsz42e0PrsQgISaDYB3t7EiPI6ESNFb4/OjD4f8Qvyi0QbRX+N1oy2jL4caRKY\njoD+aDo6buuFwI7JfFj02egtEaM80xmjSy+Nfhoxle7S6MHR9yM6eBaLPhFtFn08uiU6PVqi\ntZyXpSYBCdSIAD0jjBq9tdWmhbJkyJhelHKgRZB0SKR1T+D1yQpbLqCaBOpCgMCIGwjEyNGJ\nETcMD4vWirix4Kbi7mhu9Lno7EjrnkCtpjR03+z5PfX6ox6A9ZC1Sf6IDhuuPwRG3drDk5Hv\nHqPgvG3zFdEN0QrR76Mzo20j8uweXRTxWMKdEZ1BmgTqSqCp/mj++SQY+mHrzG6dJRcAhqQL\nY4odaZ8sElx2RaBJDqkrIGaqBQGCHXpjT4i4CeHG4Y8R8/O5gdgnYvuB0aIR15edI617Ak12\nSPqj7r8nveRsij/aK1B43pEApxdbOpm5z2EGDdevLaJ50UERU+5+HrGdbXQi8ywSU/Y2jzQJ\n1JlAk/3R/F+H5h//uOi6iAvAMyPsgxHPGnAxWC/SuifQFIfUPRFzTjqBt6YBXAu+1GoI14m/\nRFwzeGCZJdcLblC40eB/gF7YxSOtewJNdkhfCCb9UffflW5z1t0fPSgg9ou4/tDR24+dkZ2O\njs6PuBfiu8j1i1Hyl0THRATwXOcYZdo00iRQdwJN9kfze3m/lTPMcPE10W6ls83FggvBjqU0\nV7sjUHeH1B0Fc9WFAPPxuWm4MTo+Yq7+/0bPjp4YvTQ6Jzow4iZi+4jRpU9FWm8EmuyQGHXU\nH/X2fekmd539Ef8vP4wY2dmkGxgd8jwpadz/EPycFXGdo6OH+6IzIqYUE7iz/XfRWpEmgSYQ\naLI/uvf8AmHBez/ds/LYLJZqS/NjdwTq7JC6I2CuOhF4YxpT3CAwinR59NuImwiCpSWiXSOe\nQSLfDhE3E4+MtN4I6JAWWEB/1Nt3ZqbcdfVHS6bhR0Vcjx4zE4Qptq+RdIKrA6K3R0wdZtSI\nt9hxfeN6hi6Otos0CTSJgP6odbZ5U8sG0catz9z0aP0RqKtD6o+Ge00yAYIjgh30jYibhv2j\nm6JfR3+L6MFl1IiHlk+NvhcdHmm9E9Ah3cNMf9T7d2eqPeroj5ZPY0+P/hrNifo1rmWnREzT\nwx4d7RuRdnL054jnLDUJNJFA4/3R6jnr3OBwA0RPCb0n2I+jj0aL8EHriUAdHVJPAMxcCwJM\nPaFHFXFtWD/6dsQ0uvdEV0ZfjxhVooeVB5c3jZiS0u+zANm10dZ0h6Q/GvzXv27+6OFBRODC\nKPaKs8R1TfbfcZoymEnDtW+VafK4SQJ1JdBof8Q/Pc8WcAHggjMvKgKkw7JOOr0nzA3XuidQ\nN4fUfcvNWScCdJycFx0dcV04NKKn9YPRLRGdKkXHCkHUxyK2XRQVPbJZ1Xog0GSHpD/q4YvS\nQ9Y6+aN10+5LouOipaPZ2ELZmXucp09TyDKtPI+fJo+bJFBXAk32R/N/34g3vzytdXa5ASoC\nJC4ejCBxAXlDpHVPoE4OqftWm7NuBC5Pg46Pvhkx/Zag6ODoYRGdJltEXB+4hlwRLRLNi94Z\naf0RaLJDOiTI9Ef9fW+m26su/mijNPLaiM7bQXXaXpmydo6msidkA9e42Y5UTVW+6RKoMoEm\n+6P5Dyd+qnR2ygESyQtHN0YH8kHrmkBdHFLXDTZjLQkwuvyD6LRW67hZOCdiSt2F0dURI0g3\nRx+IXhQxve6hkdYfgSY7pOuDTH/U3/dmur3q4I/ojKGD5oCIzttB2VdS0FkRb+rsZN9J4kmd\nNpgmgQYQqJU/6mVaC8PTy0VMoZnKeKbgTxH5NAlIoFkE+N+/M3pS9PyIB6IfF/Gc0UciXvVN\n7+ri0fej3SJuKAisNAn0QkB/1AutZuWl4+Xn0dei10Z00AzKuI6tGnH9Kt/nMBr+iegl0Tsj\nTQISmHACvQRI9PpeFXHzM5XhtB4T/WWqDKZLQAK1JcDI8csifg/kJxE9uIwgPTI6OGIbNyuf\njrj2zI2+GmkS6JWA/qhXYs3Iz+gXo9gfjP57CE0mEPpFtE3E9L1LI6YVXxYRjNExdEakSUAC\nDSPAcDUPV78lWjI6NDoxwpaNmOtLD/EWkdY9gTpMaei+teasI4HF0iimltwWERhxXWBE+YaI\nawZiet3nogWjfaNTIm12BGo1paFHFPqjHoF1mX1S/dF70z6uMwQqw7CXplA6fwiAPhR9K7og\n4rr2o2ipSJNAkwk02R/ND4IuydknCLopYkTp8ojAiFf5kk4vstYbgUl1SL210tx1JkDgw1Q5\nAiOuBQRHXA8Qo0aomHqyRNZ5VnGHSJsdgSY7JDrl9Eez+/502nvS/BEdLvtEPM/4wk4NGkDa\nhinjrujdHcpi1Ihtr+iwzSQJNIlAk/3R/PPMA9X7RTxrUNwAseSm6K3RQpHWG4FJc0i9tc7c\ndSewYhpIzy0jR5+J6MFlisuFEUHT3IgRo+MibLeI9EX5oM2KQNMdkv5oVl+fjjtPkj96cFrA\nWzOZcjk3Gpb9OAUzY2Yq2ysb/jbVRtMl0BACTfdH955mAqG1ok2jh92b6ko/BCbJIfXTPvep\nN4Gj0jw6SdZta+bC+XxwdGnEw8v/iLDfRx+dv+af2RLQId1DUH8022/SfftPij9iWu9Po2ui\nJ9xX/aGsEYBtP03Jj8w2roFzpsnjJgnUnUCt/BG9L9MZDyQ+aJoMV2YbwrhYFcb0GnqUNQlI\noN4EHp3mbdlqIlNdHh9dFjFCxHXgdRE9q0WezbK+fvSCSJNALwT0R73QqnfeZdK8w6PVo6dF\nf42GZQTfS0Zc06YyXtiAUS9NAhKoAYHpgh+ad3rEQ9e96n/YWZOABGpP4Jlp4RURDyqfG/0u\nokf3mOhxEc8F0Mu7RfTbiOl1P4nmRZoEeiGgP+qFVn3zrpSmHR89JHpqNMzgKMXPf35yXpZc\nz6YyOoZ4znLeVBlMl4AEJovATCNIp6Q5vIihV7ug1x3MLwEJTCQBAqRVonMibljmRjwX8p7o\n1OjZEaPLa0afjL4cbRNpEuiVgP6oV2L1y8+0/iMjRmyeG10fjcK+k4O8M/pWdFPbARlh2iM6\nosO2tqx+lIAEJCCBXghMypzvXtpk3voTeHiayMtaGCUiKKKH/5Jol2jd6PvRDRHTbQmgPhyd\nHzEVTxsMgVrN+R4MEkuZJYGq+qMN0i5Gq38ZLTHLNva6O1Ps/hj9JuKNdoWtkRVGxJl+RyeQ\nJoEmE9AfNfnsD6ntVXVIQ2quxdaEAFNp/xxx0/LxiJGivSOm2PHAMmLaCdPvNo4ui3jTpTY4\nAjqkwbG0pHsIVNEfMZWOzpbvRQvfU82R/6UT6LCI69rl0YUR17YzokdFmgSaTqBW/mimKXbL\n5WxzMWIYm17g5SOGk2eyW5MBaRKQQH0JMCf/uIipJfSiLh4RIH0gWj16YfTp6LSIqTFcT74d\naRLoh4D+qB9qk78PU+kOiQ6M6GAhKBmHMUq0XfTI6CkR90+MjJ8VaRKQQMMInJ320luyUavd\n9JjweSbt2crvojsCr28xHfW0ge5qZy4JdCZwcJK/0dq0ZZZMn+Pm5droruim6KKIkaaToq9E\n2mAJ1KrHbgY0+qMZAA1oc5X80Y5p0z8jpudqEpBAtQnUyh/NNIJ0dM4FNz0MbWO/iFacvzb9\nH6bdaBKQQL0JMDL0noiLIteKdaInRnMiRp0Jjs6LroyeGr0l0iTQLwH9Ub/kJnO/t6fan412\nj/adzCZYawlIoCkEmCbDNLup7EHZ8Mzo8VNlML0jgSr12HWsoIkS6EBgmaTxvNEXo/YXLyyS\ntJ9HTD/5WnRcpA2eQK167HrEoz/qEViX2avgjxgxYhT6FV3WedjZmN65W/SNiOsZjJaMNAlI\n4D4CTfZH8x9KnG76HA9p/yf6yn28XOuCQBUcUhfVNIsEHkCADpGbo2MjbmaeHu0S/SG6NOI5\npVuil0Ta4Ak02SEx5XvS/RE33nOidaNVoypMsx6nP6KT9X8jnmHeOqqCPTeVYESc69l3Il4U\ncVVLz/j/7J0HmCxFvUcJXskZycglI5JEBBGQoMJTEAOiCJIERBCzPrNizhEEFBRURAVRQX2I\ngpgAESUpGeSSLjnnpO/8LtMyrBtmdid0OP/vOzudprvq9OxUV1d1Da+GBjTwuIFalUcTdbFb\nlTy3fwEswPz6sNfjLp70N19sRcvRoH6b4EkJcEYDGhi4gd9zxHwnfBjSDWZRmAk/hk/ALpCL\nnRPA0MBUDNSlPHoWEtIasT08bRQhqfilO+EH4ZZR1td1US6uUgF5YYszS5DRPH/9E/gcfBQe\nhURayL8Av4Rsk67EhgY00CADC5LXXOykVahT7mXbPIdgdG5gmHfsOk+lW2pgdAO5sNkQtoLl\nR2xyEfPj3eUfsbmzXRqI+3w3b9zl+6q4eR3Ko9xIKMrSq5k+A34BP4Q845vfErsBss2tsDMM\nOoZRHqW72q/helhr0Bke53insi4tRmPFyaw4bqyVLtdAwwzUqjyaqAUpXWe2gzVbJ/lLvP4R\nftqab3/5FzP3wzlwTfsKpzWggVoaSKvx/8J7Ic8j5TeP5oTc/d4fVoTV4FtgaGCqBqpeHu2I\ngLRC5IdOPwApK0eL2Vm4GWSAgu/DDEhFqq6R55r/D9L6nMFcZkAZIj1mtoDNx0nM11mXym2+\nC3MNZGhAAzUxMFEFKdnMl3jxRZ6m5D/AT8DQgAaabSAVn5fDu+BYyLNG6T70Kcid8HPhx3Ad\nGBrohYEql0f5X0n3ubw+NI6MtB6lnN0a0sq0G0ylgpTnnD4D06CTWLWTjXq0zXLsJy1HD0Iq\nRzdDWSLdH1PxyTlI5S29Yx6G9si6PHu9INzZvsJpDWig2gY6qSC15/Bt7TNOa0ADjTWwPTlP\n95907cpFaxGZfgmk68kLYLy7r6w2NDBpA1Urj9Yhp2fCeJWjdhl3MHMBLNu+cBLTaZHKhX5a\ndzuJTrfrZF/jbbM6K1M5ugryfZIWwjJEXL0MXgqprF4Gc0NayFNxPbD1ystsq0AqTndlxtCA\nBupjoNsKUnK+FewKS0DunOTLd2QcxYLvjFzovAY0UBsDe5GTdP/JRU0qSvkuOb9Fuprkoiff\nDWW6I0xyjJoZqFJ5dAPu83xuWnIe6eA8pOUnlapvdLDteJvczsp9xttgxLpsmxsf/Yz0Rskz\nV6fDTpAWpDLECiTip5DKWypHGZQhrzlfR8JT4bcQR7nGeSucANnG0IAGGmzg1eQ9XwQTcWCD\nHU0m6/myjdP5JvNm36OBARvIjZGMrpU7p/nc5o547qBmOhc8z4AbIetfAUb/DOSCLd77fUHb\nvxxMfs9VK492aZ2rE3ndaJxs58ZCnkE6C3KBvgkMMvpdHqVSmxsrR8KgWqs68TcvG10CqQD9\nHtJalArtffArSCUubvaFhyEVqVQ+VwRDAxp4/AZCU8ujWUNZ5qInd4yXhny5jUa+4I3ODfS7\nQOo8JW6pgfENbMPq9LVPK1G6nNzWms4Fz/1wDqSylO+JzL8YjP4ZaHIF6VK0Vqk8Srn4dsgF\ndy4iroM/wy/hB63XM3mdCVmfVou0UAw6+lke7UBmUtH4PJTtOuEdpOl62BDiPzd6Es+HnKuc\nt9wMOhlScc33YCpQhgY08LiBxpZHad3IRVF+xM3orYF+Fki9Tal7a7KB3NXORVu+B1L5OR0S\nq8NfIBd2uYDIRWsuNHKXdVEw+megqQVSlcujlfg4pEKU/5FciLeTi/DL4QuwPAwj+lUeZb+p\nWLx3GJnq4Ji/Y5tPwx5wNbRHWpf2gKT/h5DzdzoYGtDAEwaaWh7Nesgzd0zyxW301kC/CqTe\nptK9Nd3ABQhIi1FaiD4MD8B7ILEIXA+5uMsFXypRh4HRXwNNLZDmQGsdyqMFyUcqQqvCQlCG\n6Ed5lEpRKhd7lSGDY6ThEpYfBN+Bm2AxGBlpSdoFPgCnj1zpvAYabqCp5dGs034Cf3MRlMLJ\n6J2BfhRIvUude9LAbLOtgYT2O90bM/8qeBDS5eT1cExrPpWjbLseGP010OQCyfKoP5+tXpZH\n6Ub3Rcj3xCv6k9ye7DWPDaT1O63e/4R8fyXNH4XiemcBprN+CzgNDgZDAxp4wkCTy6NZI9fl\nDvFP4PnwdMhdlpHMwzKjcwO9LJA6P6pbaqBzA9uwaS4gcuGQlqP8gHRiTcgd16vhHigqR9lu\nWTD6a6DJBdISqLU86v3nq1flUUa2PAryfOKWUNbYjYQ9Aqlw3wzpFvxHOB8yCMPXIfE+yOAz\nu0Naw54JhgY08ISBJpdHsx4ovQsXufgZjwOf8OVUBwZ6VSB1cCg30cCkDGzAu/I/nwuJPFie\nfvgjIxcYuXDIBVG6qxj9N9DkAimfQ8uj3n/GelEezU2yToRUONbvfRJ7tsd0a7wD3gFzwXmQ\nz9UmcD1cDBmM5lDId9+vIN9xB4ChAQ082UCtyqPc4ekmzmXjmR28IV8qhgY0UB8D+d+/EfIM\nUr43doA3w0GQmBPSypSLhzzQ/GEwNNBPA5ZH/bQ7+X0vxFt/DulhsilcBmWNbUlYWr2/Bvnu\n+h/4EZwGf4NlYHZ4IyQWg5fCSZkxNKCB+hrotoK0X31VmDMNaGAcA7mL+n44DNLVLhenGbBl\nJ8hd1TyDlLtHiU/AsbOm/KOB/hmwPOqf28nueUneeDJMg6IVZrL7GsT71uQgt8AHIa2Rp8Lm\nsBWkW+ACsBbku217yMAghgY0oIFJGcid5HxJGp0b6EWXhs6P5pYamLyBVJJypzVDeefO6wOt\n13S/y3RakYzBGahVl4Y+aLM86l7qZMujFTnUFZAuaot2f9iBv2N3jpifK0jXubQY/R3ynXYc\nZHTBIo5i4uhixlcNaGBMA7Uqj7ptQYqVl8MOkGb03CVKpAk6+8rgDKvAoXAgGBrQQL0MfIrs\nnAN7wWqQlqXrIF1Vcsc1F0eGBgZlwPJoUKbHP87arE7LUSoZr4T8nlOZ47Uk7ghIK/h74H/h\nbFgPfgh5nvIFkIpSutS9EwwNaEADYxrYkzW5Uzwe6W+cQsvo3MBk79h1fgS31MDUDeTi4TzI\n/39ai1I5uhv+AOeDMXgDtbpj16U+y6MuhXW4ebflUbrS3QGpWBQ3TTs81FA2m5uj3gRpDU8c\nDWn5WjEzxPJwD6TbcCp9F0H+zwwNaGB8A00uj2aN6JJ+urvCMpAvkfdC7iTnjsztcAgY3Rno\ntkDqbu9urYGpG9iDXaRrXSpH6ZaSrii3wTGQitLvwRi8gSYXSBej2/Ko95+5bsqjl3D4fB9k\nKOw5ep+Uvuwx3YBzgyeDySTmg1SE0ur1bfhfuACyzaWwEhga0MDEBhpbHqUv98PwozZHpzB9\nYtv8s5jOxdJz2pY5ObGBbgqkiffmFhrorYEt2F0qRDfDNyAXEM+FN8OD8BCkH//WYAzWQFML\nJMuj/n3OOi2PdiEJuSb4WP+S0pc9781eLx+x59mZ3xHy/NFZcBFcA3lswNCABjozUKvyqJs7\nPvPjZxr8oc3TJUyv2zafka0ug5e1LXNSAxqoroH8z5/QSn7uFC8HO8MZkN9GuhqyzanwejA0\nMAgDlkeDsDz2Md7Cqu9Ans358NiblXLNraRqSXhKW+rSMp7KUSpJG8FJcDE8AIYGNNBAA91U\nkNKVIV8sa7R5SgXp6bBk27JrmM7QmYYGNFB9A2kxWgDSfXY6bAt5FiktSGkxWhVOh3RXeQYY\nGhiEAcujQVge/RgfY/EXYDc4aPRNSr30d6QuLZA7jZHKVL5fC/83xnoXa0ADDTDQTQUpOvKA\n9stho8wQf3/85T+DMuRCajPIg9uGBjRQbQNLkfxdITdGckGRbihF/IWJv0HuvF4Fy0JamAwN\nDMqA5dGgTD9+nFwvHAppNUovkWOgapHW7rQS5UbuUZCbO3tA0Zq0CNPHQ37G4JtgaEADGujI\nQO4cp89xnkfYBPKFeSU8CD+DPKOQC6bcWTI6N7APm8ZbHhY1NFAWA3uRkLQczYDH4IVQxOJM\n5P/+z5AL1Tvhs2AM1kCt+nx3qc7yqEthHW4+WnmUz9mPIN8Hz+twP2XbbGkSlMcAboOD4feQ\na5lHYCYcC3fAhbASGBrQQHcGmlwezTK1FX9/Bau1vK3Pa75ccoEfjoZUnIzODYxWIHX+brfU\nQH8MfITd/hXyf50KUEaxyw2RL8GnYEZrOjdNUllKK5IxWANNL5Asj3r/eRtZHuXG3a/helir\n94cbyB7T+n0GnAmLtR0x1y+HQL7fkr+0mE8DQwMa6N5A08ujUY2l+02+aLzrMqqeCReOLJAm\nfIMbaGAABt7PMVL5SXeTG+AfkG50aSlOi9KpkIeYcxf2FWAM3oAF0n87tzz6byfdLGkvj1KZ\nOAsuh+lQ1cizk/muGusmzsqsS0vS5mBoQAOTM1Cr8qhXLT25WDoH/jk5p75LAxoomYHccX0V\npG/+3nANLAm/hQzrnfVbwlzwOfgpGBoogwHLo96chWXYzR8hFz2bwgyoaqR7cL670ko0WlzJ\nwrQuZTtDAxrQwH8eTFSFBjSggXYDqfykO8234KuQylKe+cjoTk+De2B+yE2R94GhAQ3Uy8Cp\nZCf/39tD1QdeWog83ArjxS2szHaGBjSgga4rSN/AWe4iTxQ/ZINgaEAD1TSQO8Znw36QZ5B+\nB3+AGfBcSAtSutr9BbLe0MCgDVge9df4Bew+N0byfGHVIy1EGb1uvFiHlfmOMzSgAQ10bSB3\nk3IxNB7Xsv7tXe+52W9o7/PdbBPmviwGPkVCTm5LzHOYzih1l8EN8BLIBeoxYAzPQLo/5ft4\n4+ElYWhHtjzqj/qiPMrPdtQlViEjecZorGcld2WdA83U5Wybj2EZaHJ5NKv5eRHMt5OHONeF\nXSB3lD8PRncGigJpvu7e5tYa6JuB/D9nONyN4ONwJHwB0tXmdZDIHeYPzpryz7AMNLlASneo\n9rIo05ZHU/8k1rU8+ghq7oM8UzmtpWkuXg+AVI7e0VrmiwY0MDkDTS6PJjSWZxRyNzN9lo3O\nDdS1QOrcgFuWzcCiJCgj1v0L/gRHwaWQ+Z/AvvAQrADG8AxYII3t3vJobDfjralzefR2Mp7n\nJ3Oj5xK4F+6AN4KhAQ1MzYDl0QT+ZrD+oAm2cfWTDdS5QHpyTp2rioFDSejtkG4pmV4JzoOj\nIcsfg/3BGK4BC6Tx/c9gteXR+I5Grq17ebQgGX4Z5CbPSyGDzRga0MDUDdSqPHrK1H08aQ9p\nrk4XhyWetNQZDWigSgaeQWLfAOkumy526W6XO6xpHU532ushFxn/AEMDZTVgeVTWMzPcdKX1\n6IThJsGja0ADZTfQbQVpbjKU0atGRvaToX8/Abkb81cwNKCB6hlIS9GJkP/z97Ql/1Gm54A/\nQwZoOBa2B0d9QoIxFAOWR0PRXrmDrkGKd4M14QHIbzt9B/I8kqEBDWigJwY6GTUow2nm4Vmj\ncwN179LQuQm3HKaBZ3Hw3F3Nc0bpQpdR6l4Np0KxLKNUngSHw9FgDNdArbo0dKnS8qhLYR1u\nXqfyKDd5cnMnN3a+DEfATMj32LPB0IAGemegVuVRty1IuVucYX5HRi6ecmF1AeQL6C4wNKCB\n6hiYRlJPhqI/frrT7doiFxd3wLyQLrQvgHSvOwUMDQzLgOXRsMxX47i7k8yPwU7w47Ykp+Xx\nm5AbPWvDTWBoQAMa0EAJDdTpjl0J9ZqkCQzMwfp0iy1aiTK8d6Yzit0VkNak38OVcAtcBVm/\nMRjDNVCrO3bDVenRWwbqUB7NSV7SUvTeMc5qbg6fD18cY72LNaCB7g3UqjzqtgVpcXy9CJaH\n/GbPpXAhZLjMhyCRO9HfhkPgTDA0oIFyG/gkyVsfMuRtKke5cEglaDfIF15iM/gZbAjLwgzw\n/xsJxtAMWB4NTX3pD5wh3peGdAUeLR5lYa5T9oV3jraByzSgAQ10YiBN0t+DRyBdb0aSi6rX\nQeLNkDvOGe3K6MxAHe7YdZZTtyqbgSVI0MOQGxxXw+VwMeQO7FcgLUX5f0632TzUnPm0LH0W\njOEbqNUduw51Wh51KGqSm9WhPNqGvD84Qf5fxfq0iBsa0EBvDNSqPOqkBSnD+f4cng/3QH4L\n5Ry4BlaGNWBTSAXqNfBc+BbkLrShAQ2U28ALSV4qSKkc5f95dkiXu20h/fTfCmklTqtRLkxz\n0ZHXH4GhgUEbsDwatPFqHi/XJ3PBdJgBo0WuXfK9Z2hAAxro2sBCvONcSIvRcTAPjBbPZOFZ\nkO1ydzl3pY3ODdThjl3nuXXLMhl4G4mZCWkhSutQ0TqcLii5GfIH+BDk5khakrI8N0CMchio\n1R27CZRaHk0gqEer61Ie/R0fh43hZGGWXwcZ5c7QgAZ6Y6BJ5dFs78ZZLpi+ArmzPF68jJXZ\nNhdZK423oev+y0BdCqT/ypgLSm9gf1KYik/+dz8JqSilu90DkP/ltBhlPtPhB9BJyzObGQMw\n0KQCyfJoAB8oDlGX8mhz8pLHAj4N7Td3V2H+z5AKVEbmNDSggd4YaFJ5NGvY7lw8LdqBu3S7\n+yfkQutDHWzvJk8YqEuB9ESOnKqKgTNJaC4izobLYBP4CaSlqLjhkYpRuuFtBUa5DDSpQMrP\nSFge9f/zV6fy6MXougFy4yet4ekRk8/QKbAkGBrQQO8MNKY8SotR7iLnAmqi2JQNchGVL6N8\n+XwfjM4N1KlA6jzXbjlsA2uTgFSCPgxpKboIMpLdNyAXFbnDmv/nVKBWBaN8BppSIFkeDe6z\nV7fyKK1EO8CH4F2wERga0EDvDdSqPBqvq8xcuMvD2Bd34PBPbLMM3Ah3Q/r3GhrQQLkNrEvy\nroePQe6wfhryDOGOkP/h3GFNRelWuBwMDQzLgOXRsMxX/7j5Tju+RfVzYw40oIGBGJhjnKPk\njnKG715rnG3aV6VytBzkwura9hVOa0ADpTSQbnTTWin7Kq8rwQcgFaK0Hj0bDoJ8FxgaGKYB\ny6Nh2vfYGtCABhpmYLwWpKg4E7aGNeASmCh2am1wxkQbul4DGhi6gYw8mREn3wQvhOUhLUmp\nKG0P6a+fClK2MzQwbAOWR8M+Ax5fAxrQgAZmGXgJf/OMwl9gotFecrc5d/luhnTNMzo3ULc+\n353n3C2HaWApDp4usXl+MOR/Pa1KIS3CX4CMYLcqGOU0UKs+3xMotjyaQFCPVlse9Uiku9FA\nwww0qTyadWq/y99cOF0DO8MiUEQenF0Bigupm5h+VrHS144NWCB1rMoNe2QgzxelC20qQzPh\nKngn3AP3tUil6QAwymugaQWS5VH/P4uWR/137BE0UEcDTSuPZrUGHcGZTCWpIBdWl8IDbcty\ngeWdZiRMIiyQJiHNt0zJwAm8OyPU5QHmogUpo9Xlfzz/1xnWO61InwejvAaaViCld4LlUX8/\nj5ZH/fXr3jVQVwNNK4/+cx43Z+p7cDsUFaVcWF0Bn4KlwZicAQukyXnzXZMzkB/cLCpFRUVo\nZmtZWpQOhU9AWo3z2zNGeQ00tUCyPOrfZ9LyqH9u3bMG6mygqeXRk87pAswtB5FhTN2ABdLU\nHbqHzgy8j81SOcpNjjwz+Gr4MqQlKctSQcryotusI1Iio8RhgTTbbJZHvf2AWh711qd700BT\nDNSqPJpjkmctzylcB7n7bGhAA9UwkN898RBDlQAAQABJREFUSstQKkKJ/LbMN+EpcCrk//lv\ncCe8ClKRugoMDZTZgOVRmc+OadOABjRQQQO5MDI0oIFmGPgG2czAKqEYiOEipl8Aq8O3YBco\nRqxMhemHYGhAAxrQgAY0oIHGGJhsC1JjBJlRDdTEwBrkY0NI5ShxGOSB900gzxWma93KMA8U\ncTkThxczvmpAAxrQgAY0oIEmGLCC1ISzbB418PiPwT6CiDxrlMrQKyE/Cpt4LswJW2WmFQ/x\nmspT3mNoQAMa0IAGNKCBxhiwi11jTrUZbbiB57XyP43XdJ1bFH4JedYoN0pScUrrUaZTgfoA\nFBUoJg0NaEADlTCwNqnMDaDlIT9cn++508HQgAY00LEBW5A6VuWGGqisgdwISRe7VIzSUpTB\nGeaHl0IGYbgXiguIDOBwBnwVDA1oQANVMZDvtoPgPHgJ5HsuN4Z+Dz+BfOcZGtCABvpuIHeb\nc6dmo9aR5uv7Eet7AIdVre+5LUPODiARGZEu3eXugHSfy0h1xW8hpVJUcCLTaWUyqmGgVsOq\nTkG55dEU5I14a1XLoy+Sj1tgixH5eSbzl8HPRyx3VgMa6K2BxpdHT8fnsZCLq1xU/RESP4VP\nQO7aGN0ZqGqB1F0u3XoYBjIoQ1qIisrQaUxf0jZf/B+nW91VYFTLQNMLJMuj3n9eq1gerYSG\nfIdtM4aO1VmeFvQXjbHexRrQwNQN1Ko86raL3dL4Owd2hFxkXQ1F5EIszy38DTI6lqEBDQzf\nwDdJQobt/h18BTaDUyDPHj0Gd0MuLDLtHVYkGJUxYHlUmVPV94RuxxGuhJPHONKlLP81bD/G\nehdrQAMaeJKBbitIX+Pd6cqQi6w1IZWlInZg4pOQ5uzdi4W+akADQzOwMEfO/2K61m0Bb4f0\n098Xjoc8m7QgpLtdKkjt/8/MGhootQHLo1KfnoEmbimONmOCI6aFPJVqQwMa0MCEBrqtIL2A\nPX4d/jTKnnOB9VHIyFcZNtjQgAaGayCtRKkEPdhKRrqfLApvhLQa5Y7rYZDvgWxnCxISjMoY\nsDyqzKnqe0JncoSVJjhK1mc7QwMa0MCEBrqpIOVO8yKQpuqxIneqL4RsZ2hAA8M1kMEZ0u8+\nFaSDIM8O/g9cDGlJWgZyMyP/r7+A28DQQBUMWB5V4SwNLo35/poO245xyPR42Rp+NsZ6F2tA\nAxp4koFuKkh5VuFGeM6T9vDkmRRa6WJ3yZMXO6cBDQzYwJIcbx1Iy+40uBkyytO34DS4D9Jq\ntC78G94GhgaqYsDyqCpnajDpnMFhvgTfhZEDMeQ7Lq3jqUT9FgwNaEADExropoKUnZ0Ee0Pu\nTM8P7ZHnHfLltBD8pn2F0xrQwMANPIMjZoS6tCBlhMl0f10MiouH45g+FzK4Sv5vrwFDA1Uy\nYHlUpbPV/7S+n0N8B34F+W77EZwO58Bf4XVgaEADGuiLgVSCciGVO8551igtStdDmq3TPSfL\njwSjOwP7sHnczdfd29xaA2Ma2Jg1+UzlZsZDkNajtOxmWTG0d7rEpgI1BxjVNPBUkp1zmvPd\ntLA86s8Zr3p5tAZa3geHQG4MbQiGBjTQfwNNLo9m2V2cv4dBLrpSMBekgvRmyLMNRncGql4g\ndZdbtx6EgYw2mW50r4W3wP0wo/V6E6/pencD/ASM6hpoeoFkedT7z26VyqMXkf2MZpjWonSx\n2xQMDWhgOAaaXh79x3oqQivB82CZ/yx1YjIGqlQgTSZ/vmc4Bj7NYWfCyrAU5MZGWo2y/GOQ\nkezGe6aQ1UbJDVggPX6CLI9690GtQnm0INn9JaQFPK9pLfo15DvtBzA3GBrQwGAN1Ko8ykPa\n48VcrByv+80NrA+J3LEuIhdh+aIyNKCB4Rn4MIdeG86Br8NGcDqsAq+AN8HZYGigCgYsj6pw\nlgaTxmM4TG78PBMubzvkukxnQIbcDNoDDA1oQAN9MXAeey260HXz+pG+pKa+O63CHbv62q93\nznKDI5+vPLScZ49uh59AKktG9Q3U6o7dBKfD8mgCQT1aXfbyaEvymZaj1cfIb77b8l23zhjr\nXawBDfTHQK3Ko4lakM7AYQZi6DbyA5SGBjQwfAO5UDgc1oJcVFgxQoJRSQOWR5U8bT1P9Hbs\n8TS4dIw9n8Xy3BDaFi4YYxsXa0ADGhjXwEQVpP3HfXf1V65AFnIXKr8Rky/bB8DQQN0MzEuG\ndoO31i1j5qdRBupeHjXqZE4hs0vw3msneH/WZztDAxrQwKQMjPd80UQ7nMYGacLeChadaOMh\nrd+X4x4D7c9HJSl5LiPPXsyAkyF3m26A98CcYGigTgbSZSb/67loWLBOGTMvGmgZqEJ55Mnq\njYHr2M1qE+xqVdZnO0MDGtDAwAwszZFSqXgI2p9Luor5N0KZ4tskJmlcqC1RyzN9Z2t5Kkl5\nmDOVqHyZZtsvwaAjF7A59nyDPrDHq7WBVIa+BelmV5D/23zm5wej+gaeShby3bFx9bMyqRws\nzbtOhnyu46HgKqbLVh6RpEpE2cujDbCYnyl47hg2X8LyDBK18hjrXawBDfTHQKPLo/VxmpaW\nXGylUPoyfByOhNydTuH0FZgdyhCjVZC+T8KSzvyAZnukG1Kx7oXtKyY5nVarXIR2QtKSNFlB\nQoLREwP53OWh9uL/9WCmd4Yd4DLIzYF85o1qG2hygVS18qgqn7SyV5Di8QjId9sW0B7bMXMH\nfKZ9odMa0MBADDS5PJpVgciXz7NHUR0xuQjLhf4mo6wfxqLRKkhXkZA8xDlapFJzK3xqtJVd\nLFuFbXOHKy66wQpSF5LddFwD32BtnqnL5zA/4nwqpOU0FxU7wjXwCTCqbaDJBVJuaFWpPKrK\nJ60KFaRpyMxPF+T77UL4P8iNn/zEyKchXYoNDWhgsAYaWx7NiedcaL1rHN/ZZiZMtYIxziG6\nWjVaBSl5yN2nseJPrDhxrJVdLM9zTqlIdkJa4VKRsoKEBGPKBhZmD+liciXkguFQeCksAp+F\njGb3OUhlyai2gaYWSFUsj6rySatCBalwuToT74B8r70FpoOhAQ0Mx0CtyqOndOEw26bbzvXj\nvCd3c2bAiuNsM+xVfyMBqbyMFoux8Dlw1Ggru1z29y62T1cRQwO9MpAKdy4gp0O6w6av/q5w\nL+wPR8O2sBQsCreDoYEqGahLeVQl52VM66UkKhga0IAGemqgm2bohzjyX2APGOt9K7BuPfgD\nlCmS7u9D7jSdARvA9tAeT2cmXQRTA/59+wqnNVAxA3u00nsPr/lM57P+NEhL0rGQmwRrQiL/\n14YGqmagyuVR1VybXg1oQAMamMDAaqy/CX4JaWlJZSIxL+QiLHdy/gq5M53WmII82zOMeBUH\n/Qn8E0Y+C3RNW4JyNz1dkbLN6TA7DDL24WB2sRuk8foe6xVkLa1Gxee5+Nzn/3JTSOvS9ZDl\n+X81qm0g38E5lxtXOxuTSn3VyqNJZXIIb7I8GoJ0D6mBGhhocnk0687z/ZzE4qIrXeruapsv\nlo98fV8JTvxCpGFzeCscCUdBEanc3Q3fgFT2Bh0WSIM2Xt/j/ZmspYJ0L+Q5pBdAWovy3F2e\nPdqx9Zr/0fwvGNU20OQCKS2hVS2Pyvypszwq89kxbRoor4FalUfdPIOUU/IXuHoS56YMd6pT\nkUvXudG6z/2G5Wntyl13QwNVNZBfjt8Arofl4PtwEnwHfg25SfBdyP/9ffBVMDRQVQNVLo+q\n6tx0a0ADGmiEgW4rSPvV1EqGQzY0UHUDO5OBhyADNKQV6eUwE9KKlOksy7pEnkcyNFBlA3Ut\nj6p8Tky7BjSggVoYGGuwhVpkzkxooGEGnt3Kb54BvB1yAyStShn2O0PIpxU1FaR0r/scGBrQ\ngAY0oAENaEADIwx024KUty8AuRBLF57ibjSTT4rzmDv/SUuc0YAG+m3gxRygGBAllaF0Hc0A\nJOkXnArTspDnks6BW8DQQNUNWB5V/Qyafg1oQAM1MJBBDm6C3IEejwNZb3RuwIdiO3fllqMb\neA+L8z+ZgVMOh6sg3evSlS43Kx6EdLFLBSnd7Yx6GKjVQ7FdnpLN2d7yqEtpHWxuedSBJDfR\ngAb+y0CtyqNuW5Ayylu67HwbctGVkd9Gi7QgGRrQwGAMpKvs+yCtRgvC4rA27AkvhDsgo31l\nEJJUkn4OhgaqbsDyqOpn0PRrQAMaKKmBbipI85OH1SEjYu1V0vyYLA000cCzyHRGqEsF6VTY\nBH4Hh8HBsDKsBqk8nQVpZTI0UGUDlkdVPnumXQMa0EDJDXRTQcqwwHmOwWcXSn5STV7jDKTF\nKK1DqQB9GdKC+wH4CCwJMyG/GbM1nAOGBqpuwPKo6mfQ9GtAAxoosYFuRrHL8w2/gF1hWonz\nZNI00DQD15Lh/E+mZejj8ENIF7sfw1owHW6FbHMUGBqougHLo6qfQdOvAQ1ooMQGumlBSjb2\ng5PhFPgWXAOjdde5urWOF0MDGuizgcvZf/4Pc8NjPUgr0e9hY3gT/Ax2gD9AWpIMDdTBgOVR\nHc6iedCABjRQAwPLkoczIXfvxuNA1hudG9iHTeNzvs7f4pYa+I+BTzJVjFD3XaYvhHyeMohK\nKk5Zl66x84JRLwNPJTs516kMNy0sj/pzxstWHuV7Kz+C/Vn4FLwMur25y1sMDWigzwZqVR51\n+yVzFHKfC7kA+yPkmaTRIneqDQ1oYDAGDuAwF0GG+k7L7txwNiwCK8ENkG54GcnO0EBdDBxF\nRiyP6nI2R8/Hliz+PuQ77c+QC7C3Qr7PXgX/AEMDGtDAUA3kiykXWGcMNRX1PHjZ7tjV03I9\nc7UR2UoLwm6t7KUV8tVwIPwvpGVhM0grki1ISKhZ1OqOXRfnxvKoC1ldblqW8iijcz4AGXhm\nnrY8LMr0sXATpBXR0IAGymGgqeXRrCbtezgHB5bjPNQqFWUpkGoltSGZyd3VVJBWGye/GZ4/\n2yw1zjauqqaBphZI6f1gedSfz2xZyqPfkr3jxshizv9f4JtjrHexBjQweAO1Ko/m6MLfo2yb\nB79fBN28r4tDuKkGNNCFgYXYNv3xc5d13bb35eKhPdZhJheTeQ7J0EAdDFgeVf8s5mIq3YPT\nJX8G/BUyCmdaiNI9eAv4IowWOf9fg1eOttJlGtCABgZtYHkOOAP+D14Ma8Bio9DeHM5qYwID\nZbljN0EyXV0yA+8gPTPhDHgYigEZ0p0uw3p/GOaHjGp3OBj1M1CrO3Zdnh7Loy6Fdbj5IMqj\nXDfkOcnctPk07A7vg0sg32mvgLR65zfexoo8f5Zt5hprA5drQAMDNdDk8mjWhdhd6M6X0ngc\nONBTUv2DDaJAqr4lc9BuYHZmLoPrIRWikGcEz4e0KD0Cuct6J1wHS4JRPwNNLpDO4HRaHvX+\nMz2I8ii/qXguPG1E8vN5/hFcA7nGeDaMFXnWMt9vhgY0UA4DtSqPRnbFmUhxLr5unGgj1l/c\nwTZuogENTN7A//DWlaG4UfEWpl8DGZBhBuR5o7khLUgnQB5oNjRQJwOWR9U8m+uT7JfAWjCy\n229awveEf7bYn9e9YGTkBtF+8PORK5zXgAY0oIH6GBjEHbv62DInMZB++2k1ug/+DB+BdLlL\nJSkXFJl+ALJNLjoWBKN+Bmp1x65+p6eSOep3efR2rFwwgZlvsf43kJbw98OcUERu/BwKd0Fu\nEhka0EA5DNSqPOq2BamTU5AvsvQb9o51J7bcRgPdG1iBt2wCqfjMAxvAM1rz6duf7iu7w6aw\nOSwMz4IMsmJooEkGLI/Kd7bnI0mp3IwX6TqX7nc7wbdhb8hNoWnwAsiNn7RCXQmGBjSggZ4b\nmEwF6eWkYgfICFr5skqkuTv7ysXaKpC7OweCoQEN9N7Am9hlni/K3Zr87+Ui8N+QZ5Dyf7ke\nnATnQyLrJvO/PuvN/tFAiQ1YHpX45IyRtEtZ/i7I4AoPjbHNhiw/E46HVIx2gYzUmVbxD8Ex\nkNZzQwMa0EApDOxJKnKxNR6XsT6FltG5gX53aeg8JW5ZdgPFRUXuoIb8L6YbyllwA+SOauZz\nhzbTqUg9BkuCUT8DterS0OXpsTzqUliHm/e7PEoL0k3w0THSsx3L85219hjrXawBDZTTQJPL\no1mDL+TCa1dYBu6B98Jq8Fq4HQ4BozsD/S6QukuNW5fVQO6q5v+vvXJUTOfGxM2Q0Z8ugVSW\nsu5ByF1Yo54GmlwgXcwptTzq/ed6EOXRy0h2bt58GYqbNxlQ5s2QlvCxKk+sMjSggZIaaGx5\nlG48eebhR20n5hSmT2ybfxbTufPznLZlTk5sYBAF0sSpcIsyG3g/iSsqQ2k1SteUjABVLMvr\ntXA15MKjWH4d08UFCJNGzQw0tUCyPOrfB3lQ5dHWZOFyyHdVbq7me+s2yMh1hgY0UD0DtSqP\n5ujCf+7uTIP0By4id6rTL7iIc5nInezcHTI0oIHeGNie3XwcciExe9sun870D9vml2M6y3Lx\nmO1y0ZGbFunOYmigTgYsj6p/Nn9NFlaD3FDdC7aEpcFeKEgwNKCB4RropoKUrgy3whptSU4F\nKRdk7Xeo08VnzbZtnNSABqZm4FO8PRWekBbaPGMUdoedIZWke+FhSLfXRLb7CqSVydBA3QxY\nHtXjjKY1/G/wU/gj5DvM0IAGNDB0A91UkJLY8yADMGyUGeLvj7/8Z1CGBZjfDO5uLfdFAxqY\nmoHFefszIRWiVJBSAUo3lFwgfhFeDEfCvJBRnfI/nYuOTB8EhgbqasDyqK5n1nxpQAMaqJiB\n9Uhv7vCkq88mkIuxKyEPgv8M8pB4Ls52A6NzA4Pq8915ityyLAZWIiH5nyqeKype8z+Y/7u0\nFOUObLYp/jezzOcAkdCAqFWf7y7Pl+VRl8I63NzyqENRbqYBDTzJQJPLo1kituLvryB9hxPr\nw0zIBVo4GlJxMjo3YIHUuaumbZkhcVMpKipJaUm6DB6AdKvL8lSUUmHKdCpHdnFFQkOi6QWS\n5VHvP+iWR7136h410AQDTS+PRj3HeSg8FaXc7Ta6N2CB1L2zprzj7WS0aDVK5Sfd61IZyrI7\nIZWikGVhUzCaY8AC6b/PteXRfzvpZonlUTe23FYDGigM1Ko8ekqRqym85g732pAR7Mb6Vewp\n7N63aqDRBj5M7vPsUSpBeV0EUjFKC1JGfGqPPZj5U/sCpzXQMAOWRw074WZXAxrQQD8MdNIV\nLpWoV0G6zrU/15D3fhdyR/tMyAh3h0Pu3hka0MDUDezNLhaCVIzy44m5AZHphWGZ1nTRgnQA\n8/l/NDRQZwOWR3U+u+ZNAxrQQIUMfI20Fhdhr2hL96dby2fy+m34R2v+K7wa3RmwS0N3vpqw\n9QfIZLrMFf976VIXMhBDKksXwh2QGxTZZgMwmmegVl0aOjh9lkcdSJriJpZHUxTo2zXQUAON\nKo925iTn4uti2BVy9y7xDMjyDDW8PCTSonQaZHkxDDiTRgcGLJA6kNSgTb5OXlM5Cnnu6Ap4\nDeT/MP9zaUnKa25O3AL3wTQwmmegSQWS5dFgPt+WR4Px7FE0UDcDtSqPUqkZL3JRlpGy8uD3\n9yB3sBPpcpf4Klw7a+rxi7nc9U5s/PiLfzWggS4NbMn2+0FuNOT/La/LQW46pJXockjLUSpO\nD8Bi8HN4BAwN1NmA5VGdz65504AGNFAiAxNVkNYhradDuvG0x1atmV+0L2T6H635XMgZGtBA\n9wbewltSKcqzRnmeL69pIXobXAoZDGUJyLNJK0Li3Y+/+FcDtTZgeVTr02vmNKABDZTHwHgV\npHTZWQHShac95mHmuXA3/K19BdO5q51uQUVXvBGrndWABsYxkMrQi6H4v8xrmBu+A6kYvQhS\ngSq2OYPpohWXSUMDtTRgeVTL02qmNKABDZTTQHGRNVrq0mXnGshFWXs8n5lcsJ0GqRC1x7rM\nZJ9/b1/otAY0MKGBtBb9FYo+vKks5f8ro0PmpsTukIrQspBIJSmx6+Mv/tVArQ1YHtX69Jo5\nDWhAA+UyMF4FKSk9H/L80eKZacUurddfFgvaXndqTRdd7dpWOakBDYxj4Husexak4pNR6vL6\nIOQZo6shLbPTW6+pPCW+C1fNmvKPBupvwPKo/ufYHGpAAxqohIF098mF2XWQZyMOgzw4PhMW\nhCLSpW4vyEVdWp0WAaNzA/uwadzlRw6N5hnYkCzn/yxc2Dadu+bntebz+SjIdpeBXVmR0PAo\nWhybMDCO5dFgPuyWR4Px7FE0UDcDTSqPZp27D/K3uDDL6z2w/qw1j/9Zk5d0A8q6PEy+Hhjd\nGbBA6s5X3bbOs3z5/0nFp3iOr6gw5YbEyOWpHM0PhgaaViBZHvX/M2951H/HHkEDdTTQtPJo\n1jlcib9vhT1h6VlLnvizGpM3whHQhLuYT+S8d1MWSL1zWbU9ZQS6kZWhzOdGxMOtdcUNiqLy\ntDrLDQ3EQBMLJMuj/n72LY/669e9a6CuBppYHo17LudgbTAmb8ACafLuqvzODLCQylBRAcp0\nutWlJTatsjPhergBsk0qSGeDoYHCgAVSYeLxV8ujJ/uYzJzl0WSs+R4NaKBW5VEvnmHIRZ2h\nAQ10ZyCDL3y79ZZUiq6CZSHPoeUibxrk/zP/X5lPBSnTrwRDAxoY3YDl0eheXKoBDWhAA10Y\nsOWnC1luqoEeGjiKfWVo77QWnQGpJGU+F3hpOcr07ZCKURE7MHFtMeOrBjSgAQ1oQAMa0EDv\nDVhB6r1T96iBiQyklWgbuBdSQcogDYtCWoyugOUgQ3mnlSkVpcSH4MRZU/7RgAY0oAENaEAD\nGuibAStIfVPrjjUwpoG1WZMudGkdmhfeAGktSqVoZbgQMvBJ0Xr0ANNfBEMDGtCABjSgAQ1o\noM8GrCD1WbC718AoBor/uwVYl+G603K0KtwND0FalH4LRWRo4/xorKEBDWhAAxrQgAY00GcD\nvRikoc9JdPcaqJ2BDN+d1qEZsFCLVJrSne5yeB0UrUfHMv1lMDSgAQ1oQAMa0IAGBmCguJM9\ngEN5CA1ooGXgPbxeD3NBnkHK/2EGZ1gQ1mnNZ9nRsBMYGtCABjSgAQ1oQAMDMmAFaUCiPYwG\nWgbynNG2kNclYRFI3A9pNUo3u0chkR9nNjSgAQ1oQAMa0IAGBmjACtIAZXsoDWAglaJ54CqY\nDhdBWo/yPFIqTXk9oTX9NF4NDWhAAxrQgAY0oIEBGrCCNEDZHkoDGNgTUiE6HG6C5eEdMB2W\nhrQabQ2PwQ1gaEADGtCABjSgAQ0M0ICDNAxQtofSAAbSve58OABSCcpzR9+BuyDxbfgqnA33\ngKEBDWhAAxrQgAY0MEADtiANULaH0gAGloAfwAqQilBGqSsqR+le9xVIHPf4i381oAENaEAD\nGtCABgZpwBakQdr2WBqYbbZrkZBK0r7wU9gZ8uOwaU16DuQHYzNYw5/B0IAGNKABDWhAAxoY\nsAFbkAYs3MM13sDxGHg9HASpFGWo71SMFoK3QYb2vhHOAkMDGtCABjSgAQ1oYMAGbEEasHAP\n13gDaR1aBBaFDNaQyBDfC8OXYV7YEYqhvpk0NKABDWhAAxrQgAYGZcAK0qBMexwNzDbb/yDh\n65DBF+aDDOt9OSRWgVSY0np0Ihga0IAGNKABDWhAA0MwYBe7IUj3kI008FRy/SNIC1IqR9fA\nJZDnj9LN7khIhWkxSEXK0IAGNKABDWhAAxoYggErSEOQ7iEbaeBAcp1R6hJzwoqQH4w9EK6D\n58Kf4RbYCAwNaEADGtCABjSggSEYsII0BOkeslEG8j/2TXhvW67Tle5hWAHeD/nB2Pwe0iOQ\nSlMqUIYGNKABDWhAAxrQwBAMWEEagnQP2SgDR5HbvSDd5/J7R3ndDr4I6W6XytA2cB6sCRnN\nLtOGBjSgAQ1oQAMa0MAQDDhIwxCke8jGGNiUnL4OMpx3Wo1S+UmlaB1Iy1Fakd4BiQz1neeP\n7oafg6EBDWhAAxrQgAY0MAQDtiANQbqHbIyBXclpKkG5ERHSepT/uU9DKkG/ac3n2aQlIet3\nhgfB0IAGNKABDWhAAxoYggErSEOQ7iEbYeDd5HJvyOh1ibQcJfIatoU/QUa0K9alwnQSGBrQ\ngAY0oAENaEADQzKQu9qGBjTQWwPfY3e7tHaZH3xNK1JuRswN97Re01qU/790vctzSOmGlxYn\nQwMa0IAGNKABDWhgiAZsQRqifA9dSwPpIhfSKpSK0QOt6YxOdwKkO13xf5dR6zKdbQ+Cm8HQ\ngAY0oAENaEADGhiigeJCbYhJ8NAaqJWBD5Kb/F+lRei3cAekm10qQ8+H30MqTqkUTYPEXyBd\n8gwNaEADGtCABjSggSEbsII05BPg4WtlYH5y84xWjtKVLv9fr4VUhNKVbhHYDOaF4tmky5jO\naHfpimdoQAMa0IAGNKABDQzZgBWkIZ8AD18rA0WlJ5nK4AubwItgJnwU/ga3QiKtSOFzYOUI\nCYYGNKABDWhAAxoogwErSGU4C6ahLgZuJyOpDKVbXVqM7od0nTsEMrR3fuvoA5DudhmYIet/\nCIYGNKABDWhAAxrQQEkMOIpdSU6EyaiNgcPJyZsh3eoWg9yEeCVcDalAZTCGYvS67ZhOJcnQ\ngAY0oAENaEADGtCABtoM7MN0HtpPtyyj2gYylPcZcBekFSmkK10Gbcg5zny62a0PhgamaiDd\nOvO52niqO/L9GmgZsDzyo6ABDUzGQK3KI7vYTeYj4Hs0MLaBRVmVylAGbEjk947SmpTXVIx2\nhMXhHDA0oAENaEADGtCABkpmwC52JTshJqfSBlIpOhuKrnXJTO7unwUXwa7gbx0hwdCABjSg\nAQ1oQANlNWALUlnPjOmqooH8EOzS8CW4E/aF57Wmd+D1RDgYDA1oQAMa0IAGNKCBkhqwglTS\nE2OyKmdgA1K8JXwH/glpOToa/gwvgZNhTVgHVgNDAxrQgAY0oAENaKCEBqwglfCkmKRKGsiD\nzfk9o1PgffBXeAGk210qS2+H1SHbLA+GBjSgAQ1oQAMa0EAJDVhBKuFJMUmVNLA2qc5odUfC\nii2O4fVaSOVpJsyAPPeXwRoMDWhAAxrQgAY0oIESGnCQhhKeFJNUSQPLkuq54CH4DWzbms9z\nSHnuKMN/Z/CG2+ACMDSgAQ1oQAMa0IAGSmjAClIJT4pJqpyBZ5LidJt7BOaFbeAGSAvSJ+Be\nOBSeCu+AdLkzNKABDWhAAxrQgAY0oIExDPjDfGOIqcDieUjjVdD+o7D3MZ9njfJ7SJm+BLL+\nOjA00EsDqXSnwr1xL3fqvhptwPKo0affzGtg0gZqVR7ZgjTpz4Fv1MAsA1/h73JwO+RCdSE4\nHfLs0dawDKwKaUX6KRga0IAGNKABDWhAAyU24CANJT45Jq30BlL52RvmhLQOZcS6LSCDMGwP\nS0K63aU1KctuAkMDGtCABjSgAQ1ooMQGrCCV+OSYtNIb2IwUPgD53aO1IC1EZ8DO8DRIc/Pn\n4W6YDhm8wdCABjSgAQ1oQAMaKLEBK0glPjkmrfQG5iOFGdr7Fsj/UgZrSMWoPfLs0cJwI5zV\nvsJpDWhAAxrQgAY0oIHyGfAZpPKdE1NUHQOXktQ8c7QBpCvdOpBudKkM/QoySMPukGeTjgFD\nAxrQgAY0oAENaKDkBmxBKvkJMnmlNnA+qcvvHuUZpAvhefBleBD2gK0g/2PhCDA0oAENaEAD\nGtCABkpuwApSyU+QySu1gS+QurQSJdaDPIOULnfPh6/DipA4EDLUt6EBDWhAAxrQgAY0oAEN\ndGDA353oQFLJNlmf9OT5opBR6kK60hXL8ppud+eCoYF+GchAIPnc+TtI/TLcvP1aHjXvnJtj\nDfTCQK3KI1uQevGRcB9NMrA6mf0j/BVmb5EL1MTVcBmkspTK0Udh5KANLDI0oAEN/JeBFViy\nNaQ1Oj9AbWhAAxrQwJAMWEEakngPW0kD25HqC2CTVupTMUqlKM8cpatdRrVbFtJqdBu8FPJ8\nkqEBDWhgXxRksJaRlZ+1WXY2zICTId8fN8B7wO8PJBga0IAGBm3ACtKgjXu8qhpYnoQfC9Mg\nFaO0HiUOhtXgWsi6VIzmgsXhWWAXOyQYGtDAbBvh4LWQbihF5HslLdIZCTOt0t+AH8C98Bn4\nPBga0IAGNKCBRhqwz3f5T3suVFL5uQdSQQqZPg/mh82heB6pWJ/Xl4OhgX4ZyMV2Pmc+g9Qv\nw73b77db52qhtl1+v7XsgLZlmZwXinUvHLGu37OWR/027P41UE8DtSqPbEGq54fUXPXewKat\nXaZ1KM8X5aL0GJgb/gJLwp2QSlIi6++Hn2XG0IAGNDCKgfw0QL4/0hLdHvnu2BtyU2ar9hVO\na0ADGtBA/w1YQeq/Y49QDwOpCCVy4XL9rKnZZluF1+fC7+AIWASmQSKVqCwzNKABDYxlYEFW\n/H2MlQ+wPD8PsNYY612sAQ1oQAN9MmAFqU9i3W3tDOSHYHPBcissAWkpymANufP7YcjzRmk1\nKriD6Y+DoQENaGAsA39jxdpjrFyM5c+BDNhgaEADGtDAAA08ZYDH8lAaqLKBtAblAesMzhAe\nhXS3y7KdIC1GRdzERJ4JSWXK0IAGNNBuIF3q/gqpHJ0BH4Lt4UQo4ulMfBbSp//3xcJJvi7N\n+74HRev2RLtJd+FEbvYYGtCABhppwApSI0+7me7SwGpsn5GlispRLhzmhFSS0qo0P6SylDgO\nXjNryj8a0IAGnjDwf0wuDOvBzi14mRVpiS4qSNsynWcXUz6nApXvnqnE3bz5FEhlq5OYzkar\nQ77fDA1oQAMa0MDQDDhq0NDUj3vgXKB8A9KdLqRilNdcOBRd6YplD7PMh6mRYAzUQC568xlM\ni6VRHQMZyW5zeCscCUdBEWlNSqUm3z0ZzW7Qkc9SPlOdVqgGnT6PpwENlNNArcojW5DK+SEz\nVcM3sBRJSDeYZVpJeZDXG2BFuA9SUboelm5N52HrtCoZGtCABiYycBcbpOtce/e5dIFLmfwb\nyPNH7d12mTU0oAENaGBQBhykYVCmPU6VDKSyczGkcpQ7qWkdmgmpHF0K10FGs0u3uvlgHkjl\naQ0wNKABDUzGQH5rLd8rzwQrR5Mx6Hs0oAEN9MiAFaQeiXQ3tTJwGrlJF5hUjorudeny8hik\n8pShd9PCtBz8E/JbJVme55EMDWhAAxrQgAY0oIEKG7CLXYVPnknvi4FPsNcM2Z3IDYTZIXdz\n82D1nZDnxX4BF8ACkGcE8prfQPoDGBrQgAY0oAENaEADFTZgBanCJ8+k99zAXuzx/ZCWowzE\nkO4u+R8pHlbOM0bvgPNbyzKfbnh5duDXcBkYGtCABjSgAQ1oQAMVNmAFqcInz6T31MDm7O3w\n1h5TMUqk4pMWonSzS/e6PG+0FVwF6WKXZ5DSynQ7vBoMDWhAAxrQgAY0oIGKG7CCVPETaPJ7\nYmAl9nIKpDtdKkNpMUrlKC1J50G612V51mc0u+mtaV5my4/CrgsZlcrQgAY0MFkDR/PG/Hhs\nbsAYGtCABjQwRAO5+21ooMkG0nKUrnHpLvcw3AKpHCVSQUrlKK/5XwkZsS4VpcR34elwc2YM\nDWhAA1MwkJ8V+B5k0BdDAxrQgAaGaMAWpCHK99BDN/ASUvBzSIUn3erSOpTBFlJRCqkMJYoK\nUaZTWboXNoG/g6EBDWhAAxrQgAY0UCMDtiDV6GSala4MrMjWx0MGY7gRzoRUfNKSlEpTnj3K\n/0cqR6kUpYtdXrP9dLByhARDAxrQgAY0oAEN1M2AFaS6nVHz06mBA1sbZgjvDL7wLMjAC2fB\ndnAOZFjvRFqXiv+V1zOdQRkMDWhAAxrQgAY0oIEaGigu+mqYNbOkgXEN7MjajEKXuArStS7P\nEm0MN8CakGVpNUoFKpEhvvMgtaEBDWhAAxrQgAY0UFMDVpBqemLN1rgGdmZtni9K61Fe14Lr\nYH7Ij8CuAHNDuteFxFvhK7Om/KMBDWhAAxrQgAY0UFsDDtJQ21NrxkYxsDrLXgEfh7QMZVCG\n/A9kQIa8LgQvhjxnlPlskzgGDpo15R8NaEADGtCABjSggVobsIJU69Nr5loGFuP1O7AtpNKT\nVqG8LgCJtCLlt48ySENaka6F6ZD4Kew6a8o/GtCABjSgAQ1oQAO1N2AXu9qf4sZncFkMXAYZ\n0jtRdJn7GtNpOcrodImMWpffP3oMpkO2+zLsAEVLEpOGBjSgAQ1oQAMa0ECdDVhBqvPZNW9p\nOToPFoRUhFL5eaj1+gZe87xR5rMu3ery3FERGcHuncWMrxrQgAY0oAENaEADzTBgBakZ57mp\nuTyWjC8K6Uqa3zcqOIPpiyDDeX8S8n+QytMtcA+kxehwMDSgAQ1oQAMa0IAGGmbAClLDTnhD\nspvhu9M6tCWkq1wqP4lUflJZylDeq8FMSNe7bHMFXAcZ2jtd71JxMjSgAQ1oQAMa0IAGGmbA\nQRoadsIbkN20Ev0ctmrl9VZer4R0n1sVMrR3KkaLQSpGz4NERrjL/0Naj/aFu8DQgAY0oAEN\naEADGmiYAVuQGnbCG5DdPcnjppAhvBNXQypDK0AqSZfCUpDK0CXwAKRlKf8LqRz9E74LhgY0\noAENaEADGtBAAw3YgtTAk17zLL+H/GU0urQOpcLzdFgCMhhDWo6Wg3TBy/Q2kO0SGaghkd9B\nMjSgAQ1oQAMa0IAGGmrAFqSGnvgaZjutQ3nuaGVIxeg+yMh0aT36EaTSlCG/54OsTytSIhWj\ncAOcApeDoQENaEADGtCABjTQUANWkBp64muW7XyOz4Ci9SeDLOR3jXaAa+HV8H+Q54/yY7Bp\nNQr3w4/hFbA4fBUMDWhAAxrQgAY0oIEGG7CC1OCTX5Osp2Xoz7AepNJzJlwBebboBPgc/Ab+\nB9K1bmFIi9HNkErRa2AtSAvSSWBoQAMa0IAGNKABDTTYgBWkBp/8mmT95+Rj/VZeUkF6JqTC\ncySktejr8FfIUN+pPCUygEOG985rRr17AxwCxXNITBoa0IAGNKABDWhAAxrQwLAM7MOB81xM\nno8xOjPwfDa7EeItFZuCY5i+rjWflqVbIQM0FOvTsrQ8FPFyJrIsrUmGBqpm4KkkOP8D+W0v\nQwO9MJDPUj5T+WwZGtCABjo1UKvyyBakTk+725XJwEdJzGmwBKQgTyUozxilReiVcBxcAEtD\nnkfK5zzPH90BX4A8l1TEAUz8ALIPQwMa0IAGNKABDWhAAxoogQFbkDo/Cd9k07QG3QJ51igV\nn3Sdy7KMQpeBFzK9C6Ty9Ba4E9LF7ibIqHZFrMZEtn1OscBXDVTMQK3u2FXMfV2TawtSXc+s\n+dJAfw1YHvXXbyP3bgWps9O+L5ulO1xais6DAyEVnOfD9ZBK0ImQZddAhvqe2Zq/m9f1oD2+\nxky64RkaqKoBC6SqnrnyptsKUnnPjSnTQJkN1Ko8sotdmT9qpm2kgfey4FS4CNI6lEpPutZ9\nHF7Ums9odZfAQjAXLAVXwvKQSlURed5rN8ggDoYGNKABDWhAAxrQgAZmGbCC5AehKgaWIaHT\n4S+Qys/fIJWi/WFV+AYcCE+BuSGj04WzYDW4C9pjV2YehTyvZGhAAxrQgAY0oAENaGCWgVxM\nGhqogoG0BiXWhZUglaAMwpAK0kZwEHwJMtT3ivAYXA6bQlqbRsZ+LDgc0l3P0IAGNKABDWhA\nAxrQwCwDtiD5QaiKgTw/lIrO2nB+K9HpMve/8Cv4DOSZoocgLUPXwRaQitLIyDNLa0FanQwN\naEADGtCABjSgAQ002sAi5H46rA7LQp5FGXbsQwJy8V+GtAzbxWjHTxe5jE53JlwGeZ7oDLgN\nfgOpEMVfyAANx8N4v2v0I9afAIYGqm6gVg/FVv1k1CT9G5OPfJfms2VoQAMa6NSA5VGnpkq0\n3bNIyxFwMxQX0u2vV7I8rQlPg2GEFaTxrefcnQYLwt/hQngpvBn+CBmsIRWjmTAdxosM2pDf\nRsrzS4YGqm7AAqnqZ7B86beCVL5zYoo0UAUDlkdVOEttafww00Vl6Gqmz4BfwA/hJMhD/DdA\ntsmPhe4Mgw4rSOMbv4LV+7Y2yQAN34KHoDivaV1KBWkLmCgOZIM8mzT7RBu6XgMVMGCBVIGT\nVLEkWkGq2AkzuRooiYFalUd1H6RhRz40H4U8o/IBOAdGi1wsbwZfhO/DDEhFyiiHgflJRipG\n74aF4XTI0N5LQypGaVW6HfLPOV7k857K6OcglStDAxrQgAY0oAENaEADjTKQyk66z83VYa7z\nfFK6ax3W4fZjbbYiK26BOzvkPrbLBfs8YDzZwALMpmtkKkIZlOHXMBPugTdCIgMuxN90GC9e\nzcq4TiXL0EAdDNTqjl0dTkgN8mALUg1OolnQwBAM1Ko8qnsL0jp8QM6EdMfqJO5gowsggzdM\nJa7hzbvBRC0axTHWYCKjsD1WLPB1loG07KUbZDzmHB4Cx0C61L0BMmpdnid6OfwBZsB48SZW\nHg2puBoa0IAGNKABDWhAAxponIG0NlwM0zrMedGC9PkOt+/VZt6xe7LJtKQdADdAWo7uhbQY\npQJ5F7wOEp+AVJyybE0YL57JyrQyrTfeRq7TQMUM5OZBPtf5DjE00AsDlke9sOg+NNA8A5ZH\nFTrnu5DWXDycCPkx0bGieAYpAzY8CpuMtWGfllsgPSE23eWugrQSPQLpIpmKbtHFLucn06kU\n5dxmPpWpieJQNsiId4YG6mTAAqlOZ7McebE8Ksd5MBUaqJqBWpVHde9idwyfriUgLQ0ZFvp6\nuA5ugzxrlGGjF4UVYGnIxfY74XQwBm8gAzGkS10qSMvBRfADSPfDLeEE+CQsD6+CDeFISEVp\nvMhzTK+DfcbbyHUa0IAGNKABDWhAAxpoioGVyGgutFNBysV0O3lo/3L4AuTCexjhHbvHrX+Q\nl7QYHQU/hrT8HQxF7MlEutqlUpsK7isho9ftCOPFW1h5I+TuhqGBOhmo1R27Op2YCufF8qjC\nJ8+ka2CIBiyPhii/F4dOq1EqQqtCWizKEBZIj5+FP/HyMTgNDoR9IaMBFqPOzcX0A/A/8Df4\nbmt+MV7Hi7REfXS8DVyngYoasECq6IkrcbItj0p8ckyaBkpsoFbl0RwlFt2vpKXl4VpIq1Ge\nYzHKYyAVnZmQ0QSXhCPhJvgZPA0egnSPzHap5O4An4YsGyteyIrV4PCxNnC5BjSgAQ1oQAMa\n0IAGNFAuA96xe/x85PmjdK07Du6B7eDpcA6kYvtTeAyugAzUkEpPBtgYL/Ke7M/QQB0N1OqO\nXR1PUAXzZHlUwZNmkjVQAgOWRyU4CXVLggXS4608V3FiU/H5B6QrXSpDF8I68Bo4H+6HVJ7y\nTNlEkYEeHoUtJtrQ9RqoqAELpIqeuBIn2/KoxCfHpGmgxAYsj0p8cqqatKYXSMtw4m6An8OZ\ncDG8DNIN8kFIZekMSOUpFZ4fQv4RJ4pPskGePzI0UFcDFkh1PbPDy1fTy6PhmffIGqi2gVqV\nR018BqnaH796pv7zZCsVoQsgzxulJSmv/4aMPJh/uo3gNHgJ7AQPw3iR9+wF7aPgjbe96zSg\nAQ1oQAMa0IAGNDDbU3SggSEbeCfHfy3cDqkELQ3PgDw79HuYB+aHd0EqRw9BJ5Ghv+eF73Wy\nsdtoQAMa0IAGNKABDWhAA+Ux0NQuDW/jFOSZorQUrdV2OuLjaji+tWw6r9lmhdZ8Jy/pqndQ\nJxu6jQYqbKBWXRoqfB7qlPSmlkd1OofmRQPDMGB5NAzrNT9mEwuktTmn6SaXbnUZjOH7kBHr\niliTiazfGp4Hef5oAegk1mOjVKiyD0MDdTZggVTnszucvDWxPBqOaY+qgXoZqFV55DNI9fpw\nViU3eYbor5Ahuk+GtBal+9ylsAskMrjCL+BVkGeJToeMXtdJvJmNfgsO0NCJLbfRgAY0oAEN\naEADGtBAyQw06Y5d8voI/BJS6UlsAGktyih2WbcZJD4DqeRk2fOhk1iEje6DV3aysdtooOIG\nanXHruLnoi7Jb1J5VJdzZj40UAYDlkdlOAs1S0OTCqRTOXcZOGEfmAFFpEJzL9wB18KXIAM3\nZFjvolWJyQkjgz5cBw5AMqEqN6iBAQukGpzEkmWhSeVRydSbHA1U2oDlUaVPXzkT35QCaS70\np8KzJWTAhUxvA0UszcQRkOeNfgMZ+nt/6DTSZe9y+GCnb3A7DVTcgAVSxU9gCZPflPKohOpN\nkgYqbcDyqNKnr5yJb0qBtAT6M3hChvFOfBluggzvXcQqTGSbc+As6OY5uRezfbrqLQWGBppg\nwAKpCWd5sHlsSnk0WKseTQP1N1Cr8shuSPX/wJYph7eRmHSjy+hyF8O7YUE4A9L1LsvyPFIq\nSKnovAzSmtRpvIkNfww3dvoGt9OABjSgAQ1oQAMa0EC7gW7uzre/z2kNTMZAhvNOBeY9MA3S\nxS4j1G0CF8LTYWX4A2Ro77QudRorsmFakA7u9A1upwENaEADGtCABjSgAQ2U00CTujQswym4\nATJi3bJtpyPLfwapFC3ftrzTyc+z4fmdbux2GqiJgVp1aajJOal6NppUHlX9XJl+DZTJQK3K\nI1uQyvTRqn9a5iaLL4K0EKUQvgbScnReazotSJtDRrHrJrLfPeGgbt7kthrQgAY0oAENaEAD\nGhhpwArSSCPO98vAuuw4zxh9EfKM0YmQ4bgzKEN+62greDZcAt3Ga3nDnHBMt290ew1oQAMa\n0IAGNKABDWigfAbq3qVhOZTfCqkUZVCGIjIs936QZ5FeWiycxOvZvOdLk3ifb9FA1Q3UqktD\n1U9GTdJf9/KoJqfJbGigdAYsj0p3SqqfoLoWSPNwavJsUH7PKK1GISPZfQQySEMRn2PismKm\ny9eN2D4j3a3W5fvcXAN1MGCBVIezWK481LU8KpdlU6OB+hmwPKrfOR16jupYIKVydCbMgAy8\n8F7IoAx7Q4bhPgmKYeZXYDqVp9Wh2/gub/hVt29yew3UxIAFUk1OZImyUcfyqER6TYoGamvA\n8qi2p3Z4GatjgfRpdGYQhvw4bH77aFsoIkNyp8vdO1oL8ixcWoGe35rv9GVxNkzr1FS653V6\nLLfTQBkNWCCV8axUO011LI+qfUZMvQaqYaBW5VEuTA0N9NLAOuzsJ5DfOspw3efCQ5DlRVzF\nRLrV5fmjRH77KM8jXZ+ZLmIftk1r1C+7eI+bakADGtCABjSgAQ1oQAMlN1CXO3bb4zktOr+G\ndJl7JaRLXVqLUknKiHVFPIeJbDMvHAbd/oZRKvcz4H/B0EBTDdTqjl1TT2LJ8l2X8qhkWk2O\nBmpvwPKo9qd48BmsUoG0KHq2ge1ghZaqPFuU1pwH4FDIfCo/xTNF+RHYrMsADUtBYhPINh+H\nR2Bz6CZexsapjKWbnaGBphqwQGrqme9fvqtUHvXPgnvWgAa6NWB51K0xt5/QQBUKpPnIRVp6\nUplJxeQeSAXnOsjzQ/fBw63pc3hN17fiGSMmZ9sSst1DcBpcAdlXWpfS8tRtpJXqqG7f5PYa\nqJkBC6SandASZKcK5VEJNJkEDWhghAHLoxFCnJ26gbIXSPnQ/wlSqXkx5EdZsyzPF6VidAv8\nFvJc0dPhWEiL0V2wFhRxMRMHw7chlalUuBaEbmNV3pDK1obdvtHtNVAzAxZINTuhJchO2cuj\nEigyCRrQwCgGLI9GkeKiqRkoe4H0LrKXobqXbsvmW5hOxSgDMZwBaTH6JCQy4MKJkGVpafoE\nbAFXwqmQylMqSpONr/DGv0z2zb5PAzUyYIFUo5NZkqyUvTwqiSaToQENjDBgeTRCiLNTN1D2\nAukfZPF9I7J5NvMfbS17Aa+PwVmt+bysB+mC925IS9OjkFafi2AnmGxkUIc7YPfJ7sD3aaBG\nBiyQanQyS5KVspdHJdFkMjSggREGLI9GCHF26gbKXiDlWaFUgtojlZSXtxYswGsqQ9lut9ay\ntCKl0rQFZMS5dLv7e2ual0nHG3hnnluae9J78I0aqI8BC6T6nMuy5KTs5VFZPJkODWjgyQZq\nVR495cl5c04Doxq4n6ULjVhzN/OLtZYV6/LjsHm+aF04HlIxyvNCH4ANYHNIK9JUYn/efARk\noAhDAxrQgAY0oAENaEADGqihgbLfscvzRD8c4f1I5vM8USKj1c2EVIgy/PcFkBalolUp718F\nphqbsYO0Sq041R35fg3UxECt7tjV5JxUPRtlL4+q7tf0a6CuBiyP6npmh5ivshdIz8VNniHa\nu81RfuMoLUtpzclADG+CIjZl4l74FExmlLpiPyNfU0lLZcvQgAYeN2CB5Ceh1wbKXh71Or/u\nTwMa6I0By6PeeHQvbQaqUCDtRXrzjNFJsB+8Hk6BdJnLCHfpRvc2OA7SyvNV6GUsxc4yNHh+\npNbQgAYeN2CB5Ceh1waqUB71Os/uTwMamLqBWpVHPoM09Q9EU/bwLTKakevSnS4VoWmQQRf2\ngLUhXesycMKFkAEdfge9jDews6shPxBraEADGtCABjSgAQ1ooC8GrCD1RWttd5pni/YYQu7y\nOU0F6YuQ55oMDWhAAxrQgAY0oAEN9MVAHqo3NFB2AxlOfFE4quwJNX0a0IAGNKABDWhAA9U2\nYAWp2uevKanPABDfh/z2kqEBDWhAAxrQgAY0oIG+GbCC1De17rhHBtZkP1vAIT3an7vRgAY0\noAENaEADGtDAmAasII2pxhUlMXAA6Tgdzi1JekyGBjSgAQ1oQAMa0ECNDThIQ41Pbg2ytgB5\neB3sW4O8mAUNaEADGtCABjSggQoYsAWpAiepwUncnbw/AMc32IFZ14AGNKABDWhAAxoYoAEr\nSAOU7aG6NpAfpP0m5AdiDQ1oQAMa0IAGNKABDfTdgBWkviv2AJM0sBXvWx1SQTI0oAENaEAD\nGtCABjQwEANWkAai2YNMwkCG9j4Brp3Ee32LBjSgAQ1oQAMa0IAGJmXAQRompc039dnAsux/\ne9imz8dx9xrQgAY0oAENaEADGniSAVuQnqTDmZIYyLNHV8BvS5Iek6EBDWhAAxrQgAY00BAD\nVpAacqIrlM1ppHVvOLhCaTapGtCABjSgAQ1oQAM1MWAFqSYnskbZ2JG8zAffq1GezIoGNKAB\nDWhAAxrQQEUMWEGqyIlqUDIzOMN34e4G5dmsakADGtCABjSgAQ2UxICDNJTkRJiMWQbW5e/z\n4A360IAGNKABDWhAAxrQwDAM2II0DOsecywDB7Did3DhWBu4XAMa0IAGNKABDWhAA/00YAtS\nP+26724MLMzGO8Pu3bzJbTWgAQ1oQAMa0IAGNNBLA7Yg9dKm+5qKgT15853ws6nsxPdqQAMa\n0IAGNKABDWhgKgasIE3Fnu/tlYHZ2VF+++gweLRXO3U/GtCABjSgAQ1oQAMa6NaAFaRujbl9\nPwxsw06nwxH92Ln71IAGNKABDWhAAxrQQKcGrCB1asrt+mkgQ3sfDzf08yDuWwMa0IAGNKAB\nDWhAAxMZcJCGiQy5vt8GpnOAl8Dm/T6Q+9eABjSgAQ1oQAMa0MBEBmxBmsiQ6/ttIM8eZVjv\nP/X7QO5fAxrQgAY0oAENaEADExmwgjSRIdf308Bc7Pz1cHA/D+K+NaABDWhAAxrQgAY00KkB\nK0idmnK7fhjYiZ1Og+/3Y+fuUwMa0IAGNKABDWhAA90asILUrTG376WBDM5wFNzXy526Lw1o\nQAMa0IAGNKABDUzWgIM0TNac75uqgQ3ZwQbwuqnuyPdrQAMa0IAGNKABDWigVwZsQeqVSffT\nrYG0Hv0GLuv2jW6vAQ1oQAMa0IAGNKCBfhmwBalfZt3veAYWY+Wr4TXjbeQ6DWhAAxrQgAY0\noAENDNqALUiDNu7xYmBvuBl+mRlDAxrQgAY0oAENaEADZTFgBaksZ6I56chn7o1wKDzWnGyb\nUw1oQAMa0IAGNKCBKhiwglSFs1SvNG5LdpaGb9UrW+ZGAxrQgAY0oAENaKAOBqwg1eEsVisP\nGZzhWDishkkAACOTSURBVLilWsk2tRrQgAY0oAENaEADTTDgIA1NOMvlyeMqJGVr2Lg8STIl\nGtCABjSgAQ1oQAMaeMKALUhPuHCq/wbSenQOnNX/Q3kEDWhAAxrQgAY0oAENdG/AClL3znzH\n5AzMy9v2gIMn93bfpQENaEADGtCABjSggf4bsILUf8ce4XEDu/DyL/iRQjSgAQ1oQAMa0IAG\nNFBWA1aQynpm6peu/clSRq57oH5ZM0ca0IAGNKABDWhAA3Ux4CANdTmT5c7HJiRvHdih3Mk0\ndRrQgAY0oAENaEADTTdgC1LTPwGDyX8GZzgJ/jmYw3kUDWhAAxrQgAY0oAENTM6ALUiT8+a7\nOjewJJum5ejlnb/FLTWgAQ1oQAMa0IAGNDAcA7YgDcd7k466D5m9Fn7VpEybVw1oQAMa0IAG\nNKCBahqwglTN81aVVM9JQveFQ+DfVUm06dSABjSgAQ1oQAMaaK4BK0jNPfeDyHm61S0GRw7i\nYB5DAxrQgAY0oAENaEADUzVgBWmqBn3/eAYyOMMxcMd4G7lOAxrQgAY0oAENaEADZTFgBaks\nZ6J+6XgGWdoS0r3O0IAGNKABDWhAAxrQQCUMWEGqxGmqZCLTenQmnFPJ1JtoDWhAAxrQgAY0\noIFGGnCY70ae9r5nen6OsBvs1/cjeQANaEADGtCABjSgAQ300IAtSD2U6a7+YyCVowfguP8s\ncUIDGtCABjSgAQ1oQAMVMGAFqQInqYJJ3J80HwEPVzDtJlkDGtCABjSgAQ1ooMEGrCA1+OSP\nkfW5Wf4u+CvcBpfD1+Hp0ElkYIY14LBONnYbDWhAAxrQgAY0oAENlMmAzyCV6WwMPy2LkoRT\nYGk4FP4BS8HucAG8FP4I40UGZzgRrh1vI9dpQAMa0IAGNKABDWhAAxoYy8DGrPg3PHWsDQa0\n/ASOcy7kx13bY3ZmDoZbIZWosWJZVjwCLxhrA5drQAM9NZDvjHx35DvE0EAvDJSlPOpFXtyH\nBjQwOAO1Ko/sYje4D07Zj/RMErg9pLUoXevaIxdgb4M74Q3tK0ZM78v8lXDqiOXOakADGtCA\nBjSgAQ1ooBIGrCBV4jQNJJGbcpQrIF3pRotHWZiuc9lutJjGwn0gzysZGtCABjSgAQ1oQAMa\nqKQBK0iVPG19SfQ87PW+CfZ8L+uz3WixAwvz+0ffGW2lyzSgAQ1oQAMa0IAGNFAFA1aQqnCW\nBpPGizjMM2DhcQ73PNZlu9EigzMcDXePttJlGtCABjSgAQ1oQAMa0IAGOjVQhodi00Uuzw9l\n9LrR4iUs/Bc8a5SV67AszymtNco6F2lAA/0zUKuHYvunyT13YaAM5VEXyXVTDWigJAYsj0py\nIuqUjLIUSJsh9QFIS9DqLcEZ0e6dkOUfay0b+fJNFvxu5ELnNaCBvhuwQOq74sYdoCzlUePE\nm2ENVNxArcojfwep4p/GSSR/G96zLTwN8ltFx8NZkMhvHD0fDoFLIEN2p2XpJngLHA4jYyEW\n7Ax7jlzhvAY0oAENaEADGtCABjSggckYGMQduzxb9Gt4CH4Bh8Fv4TE4ElIRao+VmXkhrA9z\ntq8YMZ3hv2eCle0RYpzVwAAM1OqO3QB8eYiJDQyiPJo4FW6hAQ1UzYDlUdXOWAXSO4gC6Td4\n+AesNMLHhszfAJMZnjs/IHspfAQMDWhg8AYskAbvvO5HHER5VHeH5k8DTTRgedTEs97nPPe7\nQMoACw/CimPkYwuWpyVptTHWj7V4a1Y8DEuPtYHLNaCBvhqwQOqr3kbuvN/lUSOlmmkNNMBA\nrcoju0VV5xO7OElNl7cl4Do4BTodUns7tj0ZroLR4ncsvAxSkcprp5GhvX8KaYEyNKABDWig\nGQamUh41w5C51IAGKm3AClL5T1+6sX0I3gf5IdfrYQXI8vfCWMNys+o/kUrVNf+ZG30i67Nd\np5E0pOK1ZadvcDsNaEADGqi0gV6UR5UWYOI1oAENaGBwBsbr0vBFknEn7ARztJKUARX2h3Sb\nyyAJE8VX2OBXE2z0T9Znn53Gp9nw751u7HYa0EBfDNSqS0NfDLnTbg30uzzqNj1urwENVMOA\n5VE1zlOlUjlWgbQ2ucizQelaN1rswcL7YanRVrYt24zpR2HdtmXtk69kJs8SLd++cJzpuVh3\nC+w7zjau0oAG+m/AAqn/jpt2hH6XR03zaX410BQDlkdNOdMDzOdYBdInScPp46Qj3R2uhjeO\ns02x6gdM5HePcqz2eDkzd8FH2xdOML1b6z3zTbCdqzWggf4asEDqr98m7n0Q5VETvZpnDdTd\nQK3KI59BKvfHNUNyj9eN7d+sH23o7tFytScLM5R3KlzZZypLq0OeJfoMHAidRgZnOAryTJSh\nAQ1oQAP1N9DL8qj+tsyhBjRQaQPFMy2VzkSNE38HeVtygvxlfbabKPK80l6QbntHw8VwEKwK\nH4ZUtjqJDdjoOXBIJxu7jQY0oAEN1MJAL8ujWggxExrQgAY00F8DY3VpSPe3tNIsPcbhU9n5\nF6TSMqg4kgPlR2cNDWhg+AZq1aVh+DpNAQaqVB55wjSggfIYsDwqz7moTUrGKpDSwvdnOAPy\nuxPtka5xaQX6SfvCPk8vxv4fgFTcDA1oYPgGLJCGfw7qloKqlEd1825+NFB1A7Uqj3wGqdwf\nx7QOvQJ+CfkB1+PgGki3uB0hlac9YFDxeg6U0et+PqgDehwNaEADGiiFgbKVR6WQYiI0oIF6\nGvAZpPKf1xtI4obwTkgr0othbtgDXgh3wyAin5X94DDI0OOGBjSgAQ00y0BZyqNmWTe3GtCA\nBhpqYKwuDWXSsR2JeQiWKFOiTIsGGm6gVl0aGn4uy5L9KpRHZXFlOjSggScM1Ko8sgXpiRPr\n1PgGMrT3sXDz+Ju5VgMa0IAGNKABDWhAA9U14DNI1T13g0z5yhxsG3jeIA/qsTSgAQ1oQAMa\n0IAGNDBoA7YgDdp4NY+3P8k+FzIohKEBDWhAAxrQgAY0oIHaGrCCVNtT27OMzcOe9oSv92yP\n7kgDGtCABjSgAQ1oQAMlNWAFqaQnpkTJ2rmVlh+UKE0mRQMa0IAGNKABDWhAA30xYAWpL1pr\ntdMMzvBtyA/EGhrQgAY0oAENaEADGqi1AQdpqPXpnXLmMtzrepAfpTU0oAENaEADGtCABjRQ\newO2INX+FE8pgwfw7pPgyintxTdrQAMa0IAGNKABDWigIgZsQarIiRpCMvODsK+CVwzh2B5S\nAxrQgAY0oAENaEADQzFgC9JQtFfioPuQyuvgV5VIrYnUgAY0oAENaEADGtBADwxYQeqBxBru\nYk7ytC8cCv+qYf7MkgY0oAENaEADGtCABkY1YAVpVC2NX7g9BhaHjF5naEADGtCABjSgAQ1o\noDEGrCA15lR3ldEM7f1DuL2rd7mxBjSgAQ1oQAMa0IAGKm7AQRoqfgL7kPw12OcLYIM+7Ntd\nakADGtCABjSgAQ1ooNQGbEEq9ekZSuL256hnwd+GcnQPqgENaEADGtCABjSggSEasAVpiPJH\nOfRTR1k2yEXzcbDd4S0wXlryuZkdDA3U1cC/ydijFcjceP+nFUi+SSyxgSp8tlIOeR1T4g+R\nSeuZgZRHKZfKHFX4zujYn18sHavq64aPtPZ+T1+P0vnOj2LTYGhAA9Uw8HA1kmkqK2CgbOVR\nBZSZRA1ooM1ALcojWwHazuiQJ/PMz7Qhp6GTw+fHY18LH+lk4xJtk+6kh8Fn4coSpauTpOzR\n2uioTjYu0TYrk5b3wBuhasPFf5Q0/wB+DGWPFEZ2iS37WapW+qpSHp2I1hMg3cKrFKuT2HdA\nfk6jarFHK8FHVS3hpPcb8CW4tGJp34j0vgwywnDZw/Ko7GfI9PXNwH7s+aK+7b1/O05raZqn\nN+nfIfq256PYc6haxHWcV7GlOp/xfNYNDWigvAauJWmvK2/yxkzZlqyp2k2jIjNHMRGqGHEe\n91WLfMbzWTcGaMBBGgYo20NpQAMa0IAGNKABDWhAA+U2YAWp3OfH1GlAAxrQgAY0oAENaEAD\nAzRgBWmAsj2UBjSgAQ1oQAMa0IAGNFBuA1aQyn1+TJ0GNKABDWhAAxrQgAY0MEADVpAGKNtD\naUADGtCABjSgAQ1oQAPlNmAFqdznx9RpQAMa0IAGNKABDWhAAwM0YAVpgLI9lAY0oAENaEAD\nGtCABjRQbgNWkMp9fkydBjSgAQ1oQAMa0IAGNDBAA1aQBijbQ2lAAxrQgAY0oAENaEAD5TZQ\nxV+4L7fR+qfuYbL4SAWzmV/QfgyS/qpFFdMcx0l3nFfxF+PzGa+qd5JuaKARBqr6f1rVdOdD\nVeXvxaS9itcvSXeVvedzY2ig9gbmIofLVzSXK1c03YuS7lDFqKrzfMbzWTc0oIHyGliBpFXx\nRu/spHul8modN2VVLo/iPO6rFvmM57NuaEADGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0\noAENaEADGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMa0IAG\nNKABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENaEADGtCA\nBjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQ\ngAY0oAENaEADGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMa\n0IAGNKABDWhAAxrQgAY0oAENaEADGqijgTnrmCnzNBADK3GUjWHN1tFuG8hRe3uQl7O7/A/c\n0tvd9mxvSVscbwiPwu1QtZhOgreFv1ck4fOSzvVhE1gY7oaHwNCABsprwPKo/+emDuVRLJW9\n3B95Juvw2R6ZJ+c1UEsDS5Grn8G/R/Bb5vOPXJXYh4QmD+8saYJXJV0Xt9JYuL6Q+eVLmt7R\nkrUgCy+Ce0ZbWcJlu5Gmm6DwnddUkN4ChgY0UD4DlkeDOSd1KI9iquzlfvvZrMtnuz1PTmug\ntgbmIGe/g1w4/gheDJvDt+Bf8A+YG8oeLyOBD0PyUcYK0uyk6w+Qi/PXwSqQL/b74WqYD8oe\ni5DAX0EcV6GC9CLSmc/wVfA+WAtSMboEkoddwdCABspjwPJoMOeiDuVRTJW93G8/m3X5bLfn\nyWkN1NrA5uQuF4tnjJLLX7bW7TjKurIsWoyEHN1K54Ot1zJWkPZrpW1fXtujuPs1cnn7NmWY\nfgWJmAn5rKR7WhUqSKe10rs1r+3xHGaSj7TeGRrQQHkMbE5S8r9pedTfc1L18qgq5X77Waz6\nZ7s9L05roBEGdieXV8Heo+R2J5alsPrIKOvKsuisVhqP5TXdqZLeMlaQks5U4PIMTHuky9oD\ncHb7wpJNv5j0xOutsD2cA2WvIOVu3V8glaDRnstMK1KeARttHYsNDWhgCAZ255hXgeVRf+VX\nuTyKmaqU++1nseqf7fa8OK2Bxht4PwZyYZwuYWWNQ0jYC1uJy8V70lu2CtI00pRWlwtgtDiX\nhekemO3KGOmq9nFYtJW4KlSQxvOYLqN3wRXjbeQ6DWigVAYsj3pzOqpeHsVCFcr9bs5WFT7b\n3eTHbTVQawOLk7uMBJcLyaUqktOyVpCWwF8qbqeN4fHU1vplxlhftsVVryB9pOX7s2UTa3o0\noIFRDVgejaplUgvrVh6Vtdzv9ORU8bPdad5Kt91TSpciE1Q1Axkw4BeQf9x0dbgRjMkbWLD1\n1nRRGy1uby2swkANo6W/SsteTWI/DJfDgWBoQAPlNmB51NvzY3nUW59T2Zuf7anYm8R7rSBN\nQlrN3/JU8pffghkZd45cwHwqRSfCRvA1yGh2w4x8med5kvbIszyhKlGkdWQ+ivQXz8E8Vizw\ntS8G9mCv34RbIKMf5dkvQwMaGKyBbr7Ty1QedVOODtZod0ezPOrOV7+2LtNnu195dL8aKL2B\nDGecLl4jGTl898pskzvr2e4TUIa4kkSMTPdnxkjY9q1ty/YMUm5aZLjp08ZI9+9YnjwuNsb6\nsi0+hwSVfZCGkc7SahTH/4TVRq50XgMaGJiBTr/Ty1YedVqOFiItjwoT/X0tq+fxcl22z/Z4\naa3VOluQanU6e5KZ69jLL0bZUy7ai8hvxPwangZvgMOhDPFbEnHRiIRcMmK+7LMZLe1mKAY5\nGJneLL8fRmvRG7mt890ZyO99fAXeAmfDS+EmMDSggeEY6OQ7vYzlUSfl6HCMdndUy6PufPV6\n6zJ+tnudR/engdoY2ICc3AZ3w9YVzlWZ7ySl9egRSLN6e6RCmuV/aF9Y8ulzSF8VWpDSpfFI\nSMvRT2G0bqYsNjSggRIZsDzq/8moU3lU5nJ/5Jmsy2d7ZL4qMz/Wcw6VyYAJHaiBeTjacZCH\nBbeBtCIZvTdwELtM6+7rR+x6r9byPO9l9NZAfnx3D0jl6FWQVjpDAxoorwHLo8GcG8ujwXhu\nP4qf7XYbQ5q2i92QxFf0sO8j3dNhJrwHRotfsPCI0Va4rGMDP2PLi+HTsAD8HraA+M8F/I/B\n6J2BxdjVp1q7W4jX48fY9etYfu8Y61ysAQ0M1oDl0WB8Wx4NxnP7Ufxst9twWgMVMHAuaUwX\npPH4agXykSSWval9cdJ4EuTZr8L3yUwvBVWKKnSxexlCC8fjvS5SJfH/3969AFtRF3AcRx6C\nj64wyIhYPniEofIILLAJUCSxh6BZYTmD0cOxSZq0tDKjaNSYXuNI02MsRxTLKAx8RDgaESXG\nYFJYKhqQYSAo+CZR7Pfj7P/6v8s55+5e7r3n7rnf/8zv7u5/9+z+93P23v/+754LtBWBOheg\nP2q/N7he+qOO3u+Hd7Seru1wTkwRQACBVhXwE6TRStEGRq2KwM4QQAABBGouQH9U87eABiCA\nAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggg\ngAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAII\nIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAAC\nCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA\nAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCA\nAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggg\ngAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAII\nIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAAC\nCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA\nAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggg0DoCB7TObthLJxHoqvOcmuNcV2nb\nF5VJyuPK35R6LO/QSR2l3Km80oYneIr2fYSyRHktx3FGa9txypuVncqjyl3KLqVIJe3cR42f\nqPh8HlIoCCDQeQToj8q/1+mfk+W32v9a+qOm/T790f5fU+wBgcIK9FTLX8+Radp2eLL9dZrW\nQzlRJ7EgdSILtWyXfqn61l5cmhznoIw7Pknb/SV5Tfp92676j2fcTy02y+I8Njm3ubVoIMdE\nAIGaCtAfdemS5edkW71J9EdN+336o7a60mq03+41Oi6HLabAbjX7glTT367lWco9yk2pdQ9o\nuXeqruiLt+kEeqVOwufpQcsrqfpaLp6qg9+uHKLMV25V1ilvU6Yo05XrFT/h+6XS0UpRnDua\nG+1BoLMI0B916VKUn5P0R53lu5LzRACBRgE/JfLTiXmNNU1n6u0J0nqd3hNNT7HdlrL+xs6D\nUrdxj/KhCq0bpvqdyv+UyRW2qWV1Fmd+Y1fLd4hjI9DxBOiP2u89oT9qak1/1NSj8Es8QSr8\nW1ioEzhUrXUHNkLZqPxe+YeSLr4u36eMVPwxigcVPw15WUmXA1VxjuKPk7msVe5QXvJCVE7T\nvD8j7P3MVPoqixU/VXFp7pgN2uZsxdMeygxlg7JCmaAcq/gpzS4lFO9zjOLfnvVW/DdYflrj\n33zG5XAtTFKGKt7uMWWl4u1bUj6tF/nvjfxEzx//K1fs/kHlbsVPko5VXlfcFtvbZY0SF3+2\n3U+glig7ohVZ2m/7s5T7lC3KGcrJylbFbQjn2hJnvXyfMkQ1fs9tulFZroRjaLaxHKm5c5VB\nylPKQ8qdyqsKBQEE6leA/oj+iP6ofr+/OTMEai4wTS3wjfW8Ci0Znqz3b5v+mcz7qYVf45tQ\n35zGZaAW7le8/lllezLvG3rvKy6jtOAnDd72OcXbe951vpmPiwdGmxS309s4vjF3yXJM33D7\niUx4red/rrh4EOL6fl5Iigc6f1dc77Y9n8z7POKP6E3V8rZkndvvAZZf43+E4TIlLjb0uoPi\nyjLzf022O77MunRV8PMf3LqMVXyMuV5IlWu17HUe4IaStf3hOpijF3oQ4v34I4me7lY8qHPJ\n41yprZdqP77G/B75SZqvM3tepRyghHK6ZoK3r7NwXa7W/FFhI6YIIFAYAfoj+qMs/Sn9UWG+\npWkoAsUVyNoh+UZ4keLBiAcIH1V80+qBQ7hp9dQ3p64/P6qfrPmnlUcUPzFy8SDhYeUFZbrS\nVfHrz1E8INmsNCih3K4Z3yjvUD6pnKeMV/IcU5vvHXz5pjsuC7Xg8wsDpJ6aX6H45juch9t7\nueLtrlBc3D631ec2RummHKLY1DfrLymHKaEs1YxfX22A5H34PD3o8BOs5sqt2sD7vCjZcGyy\nPDdZjifpAVKe9g9P9utBi5+ijVPcPg+wfK7PKAcroazXTHPO5dr6Ab3O5/MHZYDi8iblFsX1\nM5RQ/qUZd6bDkgr/RtmDKG/3raSOCQIIFEeA/mjfARL90b79Kf1Rcb6naSkChRXI2iH9W2cY\nPznxCa9UfDN6tBdUpite9mAmXeaowusuTFZ8Plm+MlmOJ5ck62ZHld6nX//ZqM6zeY7p7bPc\nuHtA52N93y+Iigdj9yjLlB6Kb/CXKp9Q0iW098Rohbf1fqsNkI5Mtnksel212S8l238z2cht\n8jGyDJC8rduUpf2hQ9qo7cMgV7N7iwdMPqa3CSWLc7m2PqwdeF+jw46SqQeeHnA+qfh98LXo\ngfhyxcuh+Gbiy8qZoYIpAggURoD+aN8BEv1R6Z7C/ULoT+mPCvMtXbuGZvkNc+1ax5HrSWCt\nTmZX6oSWa/ldykDFAyjf8Lrcq8Q3y67zR9Nc/KTlx8oIL6gsKE2afL1ZS99VvG263J+qyHPM\n1EsrLo5K1ixKbeEf0JOiulWanxIte9A0SBmp+P87comfqpRqqn/10xgXDwiylDDY8lOsvKUl\n7V+jg/ijdXHZmCw0xJUtmO+t1wxVPLjaraSvodWqG6/4ydJm5U/KBOXPigdpSxV/DPQahYIA\nAvUrQH9U+kUS/RH9Uf1+l+/nmTFA2k9AXp5ZwAOgdAk3892SFUOS6ffSG0bLg5N53wh7wPFE\ntC7MPqWZl5Wwbaj3dEO8oPk8x0y9tOJiGLyVa1v6RW7jpcpExfPdlT3K84pL/HSjVFP96zNa\n7XPvr/gjY/4IYrVyfLJyXbWNqqzL2/4tZfa1K6nrWmZdnqrwXnrqG6BKxW3erJyr/EI5VfFA\n2dedr4/5ytVKeiCnKgoCCNSBAP1R+Tcx78/z8nt5o5b+qHSPQX/0xjVRmDnfjFEQaA8B3/Q3\nV8KN8se04dYKG/tvdlxeVDx48BMQPy2Iy4Fa6KWE/cXr0je9YZssx4z3U20+tKe5pz8enPjp\nhf9G5nfKTcqDip90fF35jNKS4o/xvV95t/LbKjvw9394yuZ/OCEu5QZmHnDFpSXtz3IdxMfI\nMx/eS1t+u8oLw2DQA+nTlLcqZypTlInKbGWccoZCQQCB+hPI8nMo/DzJ0jfQH1W+RuiP6I8q\nXx0deA0DpA785nTCpj2anLMHQf6hGhd/fMo381uSyvWaTlKGKauSujDxjbtv8DeFiirTPMes\nspsmq8Lf/wxSbfhoYNjgMs2MVb6gzFL6KBcoNypx8U27S7fSJNfXn2prD5DmKsuU1xQX78sD\nph8oi5UvKgOT+f9q6hJuCnqVFpt8Hdxkqe3anzpM5kW7+6ni4Ur6+vFO3qnYwk/n/BHEUco2\n5RHF18G1Sl9lrfIeZYDypEJBAIHOJ5Cnb6A/qnx90B/RH1W+Ojrwmq4duG00rfMJLNEp+wb3\nK0p6YDBPdXcr/s2+y29Kk71/UJ9+2uHXu9xWmlT9mueY3tFuxTfX1cpdWunzuDi1UYOWr1BO\nV/wRr+MUlw2lSeNX37iH8+zRWJt9xjZXKScpC5TDFJc+in8p4vUPKLOVHcpFSijbk5nxmsbv\ngfc1OlkXvNuq/T5MFuekOY0Tf7RwmeJ2vrextjRzgiYrFHfWfm882PujcrMSl6e1sEnxQCoM\nFuP1zCOAQOcQyNM30B9Vviboj+iPKl8drEGgjgWm6dx8w+kBTLkyXJVef12ZlVcm6yZF636W\n1K3U9CPK2cqNSd1iTeOySAve9x2Kt5uqhLqfaD7cyGt277+M520bvJAqeY65XK/1fm5QZiou\nCxXX9fNCUq7X1HVu81nKhcpqxXWzFBc/wfHyGuU85RTlcmWb4ht1r/N5hbJUM67zxwqzlB9q\nI2//H8Xt+ZxyjbJBcb3jziu9v/uidedr/huKn6T4SYtfM1JxydP+4drery13HcxJ1nlQFspy\nzXj7G5RKzn4S5238pCyUoZrxQMmZrUxW/NTOT5deVcYoodyrGb/eBjOUDyvzFdf9WqEggECx\nBOiP6I+y9Kf0R8X6vqa1CBRSoLU7pK5S8I33TsU3qs4e5VdKfyUufrrim+sXlLCtb4SvVuLB\nkRarDpDyHHOC9rVV8fHWKS7lBkh++vJVJW6bn9ZcrITibTyI8Y17aL8/QvgpxTfyrvuREkre\nAZLP6xLlcSXs39OXFA86v6PsUjyAmq6EcoxmVijhNc9q/mvKzKRuhKYuedqft0OaoP035zxW\n27iN8QBJi138EUu330+Bwjn4HGcocemrhVuU2P85Lc9TfG1REECgWAL0R/RH8c/zSv0p/VGx\nvq9pLQIIpASO1rJvxhtS9elFD4YGKW9Jr2jBctZjHqF9l/s7nfQhPUgZrPjJRvf0ymTZ5zdS\nGVBhfWtU99dOTlbclp7RDo/TvAefHlSmSx9VnKB4IFSttGX7szqXa9/BqrTrMUq1czhU632e\nQ5T0wFpVFAQQQGDv/9dHf9Q6FwL9UWVH+qPKNqxBAAEE2l2g2gCi3RvDARFAAAEEOq0A/VGn\nfes5cQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAAB\nBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAA\nAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBA\nAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ\nQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE\nEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAAB\nBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAA\nAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBA\nAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBNpA4P/nQgD1uClA\nWwAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “Normal Q-Q Plot”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Qantile - Quantile Plots\n",
    "#   Handy tool to test whether your data is distributed as assumed\n",
    "#   e.g. normally distributed\n",
    "#   Why? This is important for further inference and to identify potential outliers\n",
    "par(mfrow=c(1,2))\n",
    "qqnorm(z1)\n",
    "qqline(z1)\n",
    "qqnorm(z2)\n",
    "qqline(z2)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}