{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "# Are there cursing students on CoCalc?\n", "\n", "Sure, we have it all.\n", "\n", "[Item Response Theory](https://en.wikipedia.org/wiki/Item_response_theory) dataset, fed into a [Rasch model](https://en.wikipedia.org/wiki/Rasch_model), and plotted.\n", "\n", "Excerpt taken out of R's CRAN package [\"psychotools\"](https://cran.r-project.org/web/packages/psychotools/):\n", "\n", "> The 24 items are constructed by factorial combination of four different frustrating situations (see\n", "> below), three possible **verbally aggressive responses (curse, scold, shout)**, and two behavioural\n", "> models (want, do). The four situations are\n", ">\n", "> * S1: A bus fails to stop for me.\n", "> * S2: I miss a train because a clerk gave me faulty information.\n", "> * S3: The grocery store closes just as I am about to enter.\n", "> * S4: The operator disconnects me when I used up my last 10 cents for a call.\n", ">\n", "> Note that the first two situations are other-to-blame situations, and the latter two are self-to-blame\n", "> situations.\n", "> The subjects were **316 first-year psychology students from a university in the Dutch speaking part\n", "> of Belgium**." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: psychotools\n" ] } ], "source": [ "require(\"psychotools\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "data(\"VerbalAggression\", package = \"psychotools\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "316" ] }, "execution_count": 7, "metadata": { }, "output_type": "execute_result" } ], "source": [ "nrow(VerbalAggression)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
S1WantCurseS1DoCurseS1WantScoldS1DoScoldS1WantShoutS1DoShoutS2WantCurseS2DoCurseS2WantScoldS2DoScoldS3WantScoldS3DoScoldS3WantShoutS3DoShoutS4WantCurseS4DoCurseS4WantScoldS4DoScoldS4WantShoutS4DoShout
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\n" ] }, "execution_count": 8, "metadata": { }, "output_type": "execute_result" } ], "source": [ "head(VerbalAggression$resp2, n=10)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Rasch model\n", "\n", "Difficulty parameters:\n", " Estimate Std. Error z value Pr(>|z|) \n", "S1DoCurse -1.556e-08 2.042e-01 0.000 1.00000 \n", "S1WantScold 6.857e-01 1.995e-01 3.436 0.00059 ***\n", "S1DoScold 8.727e-01 1.994e-01 4.376 1.21e-05 ***\n", "S1WantShout 1.208e+00 2.003e-01 6.032 1.62e-09 ***\n", "S1DoShout 2.294e+00 2.131e-01 10.766 < 2e-16 ***\n", "S2WantCurse -5.393e-01 2.135e-01 -2.527 0.01152 * \n", "S2DoCurse 3.614e-01 2.009e-01 1.799 0.07200 . \n", "S2WantScold 5.345e-01 2.000e-01 2.673 0.00753 ** \n", "S2DoScold 1.359e+00 2.012e-01 6.755 1.42e-11 ***\n", "S2WantShout 1.283e+00 2.007e-01 6.395 1.61e-10 ***\n", "S2DoShout 3.067e+00 2.343e-01 13.088 < 2e-16 ***\n", "---\n", "Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n", "\n", "Log-likelihood: -1255 (df = 11) \n", "Number of iterations in BFGS optimization: 19 \n" ] }, "execution_count": 9, "metadata": { }, "output_type": "execute_result" } ], "source": [ "m <- raschmodel(VerbalAggression$resp2[, 1:12])\n", "summary(m)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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7A1HsAACA5bp586YQokmTJrKDKAPFDgAAWK5evXqdOXOGNScMxDx2AFTlyJEja9asSUhIsLOzCw4OjoyM1Gq1skMBeHq2trbVq1eXnUIxKHYAVCI9PX3QoEG//vrrvzd++umnI0eOnDBhgo0NDygA5cnNzZ0/f36PHj0qVKggO4syUOwAqIFer+/WrdvmzZtbtWo1cODAWrVq5efn63S6b7/9dtKkSXl5eVOmTJGdEUCxbd26dcSIEW5ubn379pWdRRn4CgtADVauXLl58+YuXbrMnDkzJCTE1tbW0dGxadOmP/74Y2ho6PTp00+dOiU7I4Bii4mJEULUrl1bdhDFoNgBUINly5bZ29u/++67D2x3cHB49913CwoKli9fLiUYgJLQ6XROTk4UO8NR7ACoQXx8fGBgYNmyZR/eVadOHTs7u/j4ePOnAlBChw8frlu3rr29vewgikGxA6AGubm5Dg4Oj9xlY2Njb2+fk5Nj5kgASkiv19vY2LRt21Z2ECVh8AQANfDz8ztx4kRBQYGtre0Du65du5aVleXn5yclGICnptFoEhMTHR0dZQdREu7YAVCDl1566c6dO6tXr354148//lh0gNlDASgpWl1xUewAqMGbb77p5+f31VdfrVy5sqCgoGhjVlbWjBkzVqxY0apVK57mAIozZ86chQsXyk6hMDyKBaAGpUuX3rhxY/v27T///PM5c+bUrFkzLy/v1KlTGRkZjRo1ioqK0mg0sjMCKAa9Xv/pp5+GhoYOHDhQdhYl4Y4dAJUIDg4+fvz4xIkTAwIC4uLizp8/HxYW9t133/35558eHh6y0wEonrNnz96+fbt+/fqygygMd+wAqEfZsmVHjRo1atQo2UEAlJROpxNChIWFyQ6iMNyxAwAAFufw4cNCiAYNGsgOojAUOwAAYHGqVq3aunXrwMBA2UEUhmIHAAAszltvvbV9+3aGPRUXxQ4AAEAlKHYA1On06dMdO3ZMTk6WHQRAse3evbtFixa3b9+WHUR5KHYA1KCgoCAhIeHfW06cOPH777/v3r1bViQATy0qKmr37t337t2THUR5KHYA1GDWrFnVq1e/cOHC/S1Fi8MmJiZKywTgacXExFSsWLFy5cqygygPxQ6AGvz000/lypXz9fW9v0Wr1QohLl68KC8UgKeRm5t74sSJ8PBw2UEUiWIHQPHOnz9/9OjRV155xcHB4f5GT09PV1dXih2gOPHx8Tk5Ocxg93RYeQKA4i1fvlwI0b179we29+vXr3z58jISAXh6lStX7tKlS48ePWQHUSSKHQDFO3bsmJeXV8uWLR/YPnv2bCl5AJSEh4fHqlWrZKdQKoodAMVbsGBBZmamvb297CAAIBnv2AFQPDc3Nx8fn4e3nzp1qlmzZv8eKgvAwmVnZ1euXHnWrFmygygVxQ6Ask2ePPmPP/545K7z58/v27dvz549Zo4E4KkdOXLk6tWrGRkZsoMoFcUOgILFx8d/8skna9eufeReZjwBFCc2NlYIwVwnT41iB0DBoqKihBCdO3d+5F5/f39BsQMURafTaTSa0NBQ2UGUimIHQMFWrlzp5eXVvHnzR+51dXX19PRk8QlAQU6ePBkQEODu7i47iFIxKhaAUp06dSo+Pn7o0KG2trb/dcxbb73l7OxszlQASuKTTz5xcXGRnULBKHYAlMrV1fW555578803H3PMuHHjzJYHQMk9PNM4ioViB0CpqlSpsmvXLtkpABhNTk5ORkYGz2FLgnfsAKjZqVOngoODT548KTsIgCcbMmRISEiI7BTKRrEDoEhTpkwpX758VlbW4w9LSkqKj4//888/zZMKQEns3r3bzc1Ndgplo9gBUKTvv//e2dnZ0dHx8YcxlR2gFGlpaYmJicxgV0IUOwDKc/jw4YSEhG7dutnYPOGXmJ+fn62tLcUOsHwxMTF6vT4sLEx2EGWj2AFQnpUrVwrDRs/Z29v7+PhcunTJ9KEAlEhCQoJgzYkSY1QsAOXZuXOnn59fo0aNDDn4ww8/LCwsNHUkACXUu3dvLy+vhg0byg6ibBQ7AMrz7bff2tnZaTQaQw4eNmyYqfMAKDk3N7euXbvKTqF4PIoFoDxhYWH16tWTnQKA0ej1+q1bt+bl5ckOongUOwAKs2TJkqtXrxp+/MmTJ729vQ8dOmS6SABKKDo6OiIi4vfff5cdRPEodgCU5NChQ6+99trSpUsN/5G///47OTl5//79pksFoIQOHjwo/v/8RCgJih0AJVmxYoUQIiIiwvAfYSo7wPLpdDonJ6fg4GDZQRSPYgdAMfR6/erVqwMCAkJDQw3/KW9vb0dHR4odYMkOHz5cv359e3t72UEUj2IHQDEOHDhw+fLl7t27GzgetoiNjY2fn9/ly5dNFwxASWRlZd2+ffuZZ56RHUQNmO4EgGLk5uZWqlSpX79+xf3BsWPHPnFVWQCyODs7//XXX97e3rKDqAHFDoBitGjRIikp6Sl+sHfv3kYPA8CIqlatKjuCSvAoFgAAyBQdHb13717ZKVSCYgdAGaZPn96hQ4en+9mTJ0+WKlVqx44dxo0EoOT0en3v3r0nTpwoO4hKUOwAKEBBQcHUqVMvXLjwdD+elZWVlZUVExNj3FQASu7s2bO3b99mohNjodgBUIA9e/YkJyd379796X6cqewAixUbGyuECAsLkx1EJSh2ABQgKipKCNGtW7en+/Hy5cu7urpS7AALpNPphBDh4eGyg6gExQ6AAmzcuDE4OLgkD2u0Wu2VK1eMGAmAUej1eq1WGxAQIDuISjDdCQAF+OyzzwIDA0tyhkmTJt25c8dYeQAYyzfffDNlypRizTqOx6DYAVCA/v37l/AM7du3N0oSAMZlY2Pj6OgoO4V6FPtRbMH//5Bx5cDiebNWRP95p0Bv3EwA8G8HDhzIzc0t+XkyMzNLfhIARhQXFzds2DCj/ANHEcOLXcGaL18L8in35eV7QoiMpJXVqz3bf+iIHu2bBz075FpuwRN/HgCews6dO5s0abJ8+fISnic+Pr5MmTJr1641SioARjF//vy5c+empqbKDqIehha7+G/bvzJqybnke042GiHE6u4jknMLI/q+O+jl4BsHFrz0+TFThgRgvX755RchRMOGDUt4nsLCwoKCgiNHjhgjFADjiI2NrVixYqVKlWQHUQ9D37Gb/PleO+fAbaePtPAtrS+4MzI2xb3m15uXvi9E4d2Kruu/ny6++NmkQQFYoby8vLVr19avX79GjRolPBVT2QGWJjc398SJE23atJEdRFUMvWO3LjXLo/bUFlVchRDp1+beyC2o+UHHojO8Vts9O22TyRICsF7bt29PTU196nmJ/83FxcXT05NiB1iOEydO5OTkMDWxcRla7Bw1GqH/Z5DEpVXrhBA9XvAp+qM+Xy/0+aYIB8DKXbhwwcHBITIy0ihnq1q16rVr14xyKgAlV6ZMmapVqzJi3bgMfRTbu0KpufEfH7/zYp3SWZ9/ddKhdN3BXi5CiIKca5OO33Is+7wpQ/7PyZMnDTyydu3aJk0CwAyGDh0aGRlZvnx5o5xtypQpKSkpRjkVgJKrVq1aQkKC7BRqY2ixe3tquxk9o8K8K/uXS09IyQweNsNOIy6vH/3ysFlH7uTUfPMjk6a8LyQkxMAj9XqDJmEpKCiIjo7Ozs5+zDGJiYlCiMLCQgMvDcBYNBqNsVqdEOLZZ5811qkAwDIZWuwCeixfd972jUkrE5LyKzftv+HrZ4UQqUc3HbmS7t9m+KZvmpgy5P9sXz53wfTPomJShBChDRvZl3ie6j/++OOll14y5EhezQHMbN68ebdv3/7kk0+MeM7k5GQvLy/muAeky87Ofvnll4cNG8ajWOPSGHhn6x/63Otp+V4epYr+9PeJ7fEFfo3qVrMz4y9JfWHG675ei5PTk3MKvBxKutatIXfsvv322127dn322Wdjx44t4eUAGCgnJ6dixYq1atXav3+/sc75119/BQcHL168+NVXXzXWOQE8nX379jVr1mzy5MkffWSmh35GVBR+xowZI0aMkJ3lQQbdscu6+csb70Z7Nfl06tAgLw+H+9vdQp5varJk/0Vj4zLy05DFQw8Y5Wy2trYdO3Z8/DHR0dFCCBubkpZIAIbbvHnznTt3unTpYsRz2tvb6/V6w1/VBWA6sbGxQgiGxBqdQWUlP/vyzz///NPCGFOnMZBX63qyIwAwrZUrV2o0mq5duxrxnH5+fra2trxWAVgCnU6n0WgaNGggO4jaGFTsXH3fH1DLLfXUR7F3LGI1N7fq3+r1+pI/hwVgmfLy8jZs2NC4cWM/Pz8jntbe3t7b25tiB1iCo0ePBgYGlitXTnYQtTFs8ITGfvLW6OwunZ4LavT2yLebB/t7epR5oFVxNxWAsdjZ2XXr1q1bt25GP3NgYOCZM2eMfloAxdW5c+fKlSvLTqFCho6K9fR9RgghRMqU9wdMedQBxRuEAQD/TaPRLFy40BRn/uabb5KTk01xZgDFMnHiRNkR1MnQYmesmd8B4Ilu3rzp6elpijPXrVu3bt26pjgzAFgCQ4vd8uXLTZoDAIps3LixQ4cO+/bta9LEJBNknj59OjAw0M7O0N9+AIzuvffei4mJ2bt3r+wgKlS88Qf5GZc2r1z0xWdjP3r/HSFE+sWjaXmsxwDAmJYsWWJjY+Pv72+Kk589e7ZmzZoLFiwwxckBGGjNmjW3b9+WnUKdilHsEjdMrl2pervuAz4dP2HK9JlCiEvr36zkETB5U6Kp0gGwMpmZmdHR0c8++6y3t7cpzu/i4iKE+Ouvv0xxcgCGuHXrVmJiYnh4uOwg6mRosUu/+lPoK6PPZti89Ma7Y0fULNroVvv5innXRnWotfhquskSArAiGzZsyMjI6N69u4nO7+3t7eTkxIwngEQ6nU4wmYbJGFrsfnv1k9sFmgm7L6xbMH1gO9+ijd6tv4g/s9bdNnd0rxUmSwjAihw8eNDBweGVV14x0fk1Gk2VKlUodoBEJ06cEBQ7kzG02H1xMKVcta9HN6v0wPbSVdrPqOl+8/DXxg4GwBp9+umnsbGxXl5eprtEYGDgzZs3TXd+AI/XoUOHsWPHUuxMxNBxYTfyCsr41HrkLi8f54JTScaLBMB6ubu7u7u7m/QSs2fPTkriVxYgTc2aNT/77DPZKVTL0Dt2bd2cUuPmZRQ+NAuxPvfHw7ccyzY3ci4A1mfFihVbt2419VUCAgKaNWtm6qsA+C8pKSmyI6iZocVu1LDaWanrmg6Zfj33f/ObFOalLRjZ+peUzIC+o0wTD4C1uHv37muvvTZ37lwzXOvQoUNZWVlmuBCAB2zfvr1ixYp79uyRHUS1DC12dT/5/bUQ9+Pff1C5XMUX348VQrzQorG/l/fgqXtL+7bfMLmRKUMCUL9169ZlZ2d36NDB1Be6cOFC48aNZ8+ebeoLAXjY7t27hRBly5aVHUS1DC12Nvaei44mLv/qLR/HeydP3RZCbNl9KDnTpcfIuWcS1mmdbE0ZEoD6RUVF2dnZde7c2dQXKleunBDi7Nmzpr4QgIfFxsY6OTnVqvXot/ZRcsVYVEdj6xo5ck7kyDl/J188m5BUxjegmn8lO43psgGwFnfu3Nm2bVvr1q1NtETsv7m7u5ctW5YZTwApjhw5Ur9+fXt7e9lBVMvQO3abN2+OTfnnlRS3StpGzzatqf2n1aUd3bNtx2ET5QNgDQoLC4ODg4cPH26ey/n7+1PsAPNLTU29efMma06YlKF37Nq1a9dq7cUdnfwf3pWw9K32C/JyM04bMxcAa+Lm5nb4sPm+H1avXn3btm1muxyAIh4eHqtWrWJYukk9odiNGTPm/ucLy6aNiX3wbUd9QebBFRcL812MHw0ATGPWrFlMZQdI0aVLF9kRVO4JxW7ixIn3PyeumjPxPw7zac3KEwCe0rp164YNG3bo0CFvb2/zXNHLy8uki1sAeKTTp0+XKVPGbP/SrdMTit2vv/5a9KFnz57B788aE/aI9ydhjH0AACAASURBVJrtXTyff7GV8aMBsA7z589PSUkpVaqUOS+6ZcuWxo0bM+cCYDaFhYVNmzZt3bp1VFSU7Cxq9oRi16NHj6IPU6dODe/QpUcLWjYAY0pNTd2xY8cLL7xQNAuJeVy+fPmFF14YN27c+PHjzXZRwMqdPXs2LS3N399fdhCVM3TwhE6nE0LkZ1zaHr1DF5947+7dr6bNSL94NNe3rru9oUNrAeABv/32W15eXvfu3c15UQ8PD41Gk5CQYM6LAlYuNjZWCBEWFiY7iMoVo5Mlbphcu1L1dt0HfDp+wpTpM4UQl9a/WckjYPKmRFOlA6B2W7dudXJy6tixozkv6uLi4unpyYwngDkV3SGi2JmaocUu/epPoa+MPpth89Ib744dUbNoo1vt5yvmXRvVodbiq+kmSwhAzT755JPVq1eb/103rVZLsQPMKTk5uWLFilqtVnYQlTO02P326ie3CzQTdl9Yt2D6wHa+RRu9W38Rf2atu23u6F4rTJYQgJqFhoa++OKL5r9uzZo109P5RgqYz9y5c/fv36/RsGKVaRla7L44mFKu2tejm1V6YHvpKu1n1HS/eZjpTgAU244dOxITE6VceubMmUVv/AAwD09Pz4CAANkp1M/QYncjr8DF59FL9nr5OBfkMNUngOK5cePGCy+88OWXX0q5epkyZYKCgqRcGrBCV65c+fHHH2WnsAqGFru2bk6pcfMyCvUP7tDn/nj4lmPZ5kbOBUDtVq1alZ+f36qVtFkwo6Kirl+/LuvqgFWZPHny66+/npaWJjuI+hla7EYNq52Vuq7pkOnXcwvvbyzMS1swsvUvKZkBfUeZJh4A1Vq5cmWpUqXat28v5erJycmRkZHTp0+XcnXA2sTExHh5ebm7u8sOon6GFru6n/z+Woj78e8/qFyu4ovvxwohXmjR2N/Le/DUvaV922+Y3MiUIQGoTXJy8p9//tm+ffvSpUtLCVC+fHlbW9sLFy5IuTpgVXJzc0+cOBEeHi47iFUwtNjZ2HsuOpq4/Ku3fBzvnTx1WwixZfeh5EyXHiPnnklYp3WyNWVIAGqTmppqb2//+uuvywpgb2/v4+PDjCeAGRw/fjwnJ4cZ7MzD0JUnhBAaW9fIkXMiR875O/ni2YSkMr4B1fwr2TFsGUDx1a5d++7duw4ODhIzaLXauLg4iQEAK5Gbm2tjY9OiRQvZQaxCMYrdfW6VtI0qMcEggBKR2+qEECEhIUeOHCksLLSxYV1EwISaNm167969UqVKyQ5iFYpR7M5u/XHJ5phLKfceuXfW4p/cuX0HwAAbNmyYN2/e2rVr5Xa7qVOnfvzxx7Q6wAxodWZjaLE7t6RH0GuPW15i/pKfjJEHgPp99dVXx48fLywsfPKhpuTo6Ojj4yM3A6B6eXl5Y8aM6dOnT0hIiOwsVsHQYjfknXVObk2+nD2yYTUfh0d9vy1ty+06AE929erV/fv39+zZ08nJSW4SvV6/cOHC1q1bMxs+YDoxMTFTpkypUKECxc48DC12B+7lvPLn6nee8TJpGgCqFxUVpdfru3fvLjuISE1NHTRo0LBhw2bPni07C6BaRWv31atXT3YQa2HoyyVhpR0qeUr+eg1ABdavX1+mTJmIiAjZQYSHh4eTkxMzngAmFRsbq9FoGjRoIDuItTD0jt3kwcEv9544bv8UVx65AiiB119/3cbGRvpzWCGERqPx8/NjjmLApA4fPhwYGFiuXDnZQayFocXumUk7+zSs5lPtUP/urbVeZR8+4J133jFqMADq9Oqrr8qO8D9arXb37t16vV6j4SsrYBJ+fn6sOWFOhha7G/vmLIpLvZf/56yv/nzkARQ7AE+UkJBQuXJlR0dH2UH+ERoaun///vz8fHt7e9lZAHXasmWL7AjWxdBi92nk5Hsa9x5vDwwPfPSoWAB4vMTExFq1ao0bN2706NGys/xjwoQJH374Ia0OgGoYWuyibmW2XHz0196BJk0DQMWWL1+el5dXv3592UH+x8bGhld/ANOZOnXqtWvXvvnmG9lBrIihN98CneyaNqtg0igA1C0qKsrNze3555+XHeT/mDZt2okTJ2SnANRp7ty5O3fulJ3Cuhha7L7uFfjr57+bNAoAFTt//vzRo0dfeeUV6UvE/lt6evoHH3wwc+ZM2UEAFbp582ZiYiITnZiZoY9ia49fWa/ts427HxnRq80jR8U2btzYqMEAqEpcXJwQolevXrKD/B+lS5cuW7YsU9kBplA0NXFYWJjsINbF0GJX0TtYCCFOTuu1ctojD9Dr9cbKBEB9OnfufObMmerVq8sO8iB/f3+KHWAKR48eFRQ7szO02PXr18+kOQCom0ajscBWJ4QICAjYsGFDfn6+nZ2hvw8BGCI8PDwyMpLFxMzM0F9kixcv/q9dhbk5eYLJAgD8py1bthw8eHDcuHGygzxC48aN9+zZU1BQQLEDjKtt27Zt27aVncLqGGFKut9bab1qsYQ2gP/04Ycfzps3T3aKRxs5cuS1a9csZ85kACiJYnxDPbNu9rSo7RduZPx7oz7/7oGD1+0qXTF2MAAqcfr06RMnTgwZMkR2kP9EqwOMbv/+/d27d9++fXuNGjVkZ7Euhha7a1vfDX55ZsGjRkjYOfmN++Fdo6YCoB7Lly8XQnTv3l12kP80bty4iIiIJk2ayA4CqEd0dPS1a9dycnJkB7E6hj6K/W7wj3qbUtPW77t08cy4RhXL+I28cuXKyQNb3mnt61CmWpfmXiZNCUC5Vq9eXbFixebNm8sO8mg5OTkTJkyYO3eu7CCAquh0Oicnp1q1askOYnUMLXaLkzPKVv36vY5NqvhXf2Nyg4zrP/v4+gY3bjtt87GgzD1dxuhMmhKAcjVr1mzs2LG2traygzyao6NjhQoVmPEEMCK9Xq/T6UJDQ1mI2fwMLXYpeQUuvlWLPpcNbFmQc02XnieEsLHz+KqZ17nFX5oqIACFmzdv3tChQ2WneBytVkuxA4woKSkpNTWVNSekMLTYVXe2u3chpuizk/uLQojF19KL/lg2qEzObVaCA/AI2dnZsiM8mVarvXHjRmZmpuwggEpUqFDh448/tvBvdGplaLF7p7b73UvjBk9fkXA3165UrYauDr+/t1ovhNDnrYm+auekNWVIAIp0+vTpcuXK/fbbb7KDPEGLFi28vb01Go3sIIBK2Nvbf/nll4yHlcLQYtdtxTStk82C93sM3HRFCDG5d9XL0W8EhDZrVNtn8rnb/t14FAvgQT/99FNOTk6FChVkB3mCQYMGXb161dnZWXYQQCXu3r2bl5cnO4WVMrTYufr1Pn5682cfvvmMVykhRPMZm/o3qZJ4dF9M/E2fZgPWfcvU0gAetHLlSl9fX6YRAaxKYWFhzZo1R4wYITuIlSrGBMWlq7QeO6V10WdbR79F+xLHnz2R6eRTo4qHabIBULAjR46cO3fu3XfftbExwgo3pvbee+9FRERERETIDgIo3pkzZ5KSkkqXLi07iJUy6Bdu1s1f+vTp88G3Z/7vZk2V6nVodQAeaffu3cKy5yW+r6CgYPbs2QsWLJAdBFADnU4nhAgLC5MdxEoZVOzysy///PPPPy2MMXUaAKrRv3//zZs3N27cWHaQJ7O1tfXx8WHGE8AoiopdeHi47CBWyqBi5+r7/oBabqmnPoq9k2vqQADUoVy5cgp6shkQEHDhwgXZKQA1OHPmjIeHh7+/v+wgVsqwd+w09pO3Rmd36fRcUKO3R77dPNjf06PMA5WQm64A7tu/f/+dO3fatWsnO4ihtFrtH3/88ffff7u5ucnOAijbpEmTMjIymD9IFkMHT3j6PiOEECJlyvsDpjzqAL1eb6xMABRNr9f37t3b1dVVQcUuIiLi4MGDDg4OsoMAihcaGio7glUztNhFRkaaNAcA1Th06FBiYuLIkSNlBymG7t27K2KcB2Dh7t27d+HChbp168oOYr0MLXbLly//r12FuTl5glV+AfwjKipKKGQ8LADjGjVq1Lx58zIyMhwdHWVnsVJGmF/q91Zar1qzS34eACqg1+tXrVoVEBCguPW/Bw0atGLFCtkpAGXbv3+/p6cnrU6iYkxQfGbd7GlR2y/cyPj3Rn3+3QMHr9tVumLsYAAUqbCwsGzZsgMHDpQdpNiWLVt29epVXjsBnlpOTs7JkydfeOEF2UGsmqHF7trWd4NfnlnwqBESdk5+435416ipACiVra3tiRMnZKd4Gn5+fkxlB5TE8ePHc3NzmSVDLkMfxX43+Ee9Talp6/ddunhmXKOKZfxGXrly5eSBLe+09nUoU61Lcy+TpgQAU9NqtYmJiQzwB57a1atXhRCKmJZcxQwtdouTM8pW/fq9jk2q+Fd/Y3KDjOs/+/j6BjduO23zsaDMPV3G6EyaEoAixMXFBQcHnzx5UnaQpxEQEJCdnZ2cnCw7CKBUL7300oEDB9q0aSM7iFUztNil5BW4+FYt+lw2sGVBzjVdep4QwsbO46tmXucWf2mqgACU4/vvv4+Pjy8sLJQd5Gm0b9++cePGZcqUkR0EUCo7Oztu10lnaLGr7mx378I/a8U6ub8ohFh8Lb3oj2WDyuTc3mmKcAAUpLCw8LfffgsKCqpTp47sLE+jXbt2Bw4cKF26tOwggCLp9fpFixbdvHlTdhBrZ2ixe6e2+91L4wZPX5FwN9euVK2Grg6/v7daL4TQ562JvmrnpDVlSAAKsGfPnqSkpB49esgOAkCCAwcODBgwoGgaS0hkaLHrtmKa1slmwfs9Bm66IoSY3Lvq5eg3AkKbNartM/ncbf9uPIoFrF10dLQQomvXrrKDPL1evXp99913slMAinTo0CEhRM2aNWUHsXaGTnfi6tf7+Gmv6XNWZ3mVEkI0n7Gpf1zzH/fvSxTCp9mAdd+2NWFGAErQp08frVZbu3Zt2UGe3qZNm65fvz548GDZQQDl0el0Go2GhWKlK8YExaWrtB47pXXRZ1tHv0X7EsefPZHp5FOjiodpsgFQkjp16ij07br7/P39mcoOeDo6na5atWrlypWTHcTaFaPYCSHyMy79NP+no2cTLiZed6nkX6NGSI8hb5goGQAFiY+Pd3Z21mqV/bqtVqtdv359Xl6evT3rXwPFk5WV1a5dO9kpUJxi9+esEX0/mXcpM+/fGyeOnzRo0rK577U0djAAipGfn9+qVav69etv2rRJdpYSCQgIKCgouHr1qtIbKmB+J0+eLFWqlOwUMHjwRNLOd5uPmJXiEvTOl99t2Lrr6PHYLetXTXizc+mC69++32rE9msmTQnAku3cufPGjRvNmjWTHaSkOnfuHBER4enpKTsIrM6FCxeGDx8eHBzs7u7u5+cXGRm5a9cu2aGKp0yZMnZ2xXsMCFMwtNjN7L/IuXzLQxeOfPPxoA5tnqtXJ6xtxy5jvl1zZs8UZ1vN4gEzTZoSgCUrmuCgS5cusoOUVLNmzTZv3sxUdjCzFStWhISEzJ49+969e0FBQS4uLqtXr27ZsuWIESOUssZdVFTU4sWLZaeAEIY/iv0xOaPRsoUhpR9876TCM+/PCPpy6LnFQkwxcjQASpCXl7d27dr69evXqFFDdhZAeWJiYvr27evh4TFnzpzw8PCijUlJSWPHjp01a5aPj8/IkSPlJjTERx995O7u/tprr8kOAoPv2JW107hUefSzcx93R42ti/EiAVCStLS09PT0fv36yQ5iHC+99NLkyZNlp4AVGTNmjBBi/vz591udEMLb23vu3LlVq1adMGFCenq6vHQGuXnzZmJiYr169WQHgRCGF7uxjSrq3puf+9At4fzMv8Yeu+UR8pGRcwFQiIoVKyYlJY0YMUJ2EOOIjY1dt26d7BSwFvfu3fvjjz+ee+65qlWrPrDL0dGxV69e6enpO3da+qKdsbGxQoiwsDDZQSCE4cWu++pfKpz6sm6XERt1F3MK9EKIwryMuK1LIxs1i8v3nreurylDArBo7u7usiMYjVarZSo7mM3Vq1fz8/MDAwMfubdoe2JiolkzFd/hw4eFEA0aNJAdBEIYXuwiXhnrUsXl9JpZHcIDnB2cPSt6ODq61o3o99vJNH3BvbfDg3z/xaSJAViO48ePd+3a9fbt27KDGI1Wq71x40ZGRobsILAKDg4OQoi8vLxH7i3aXnSMJfP09AwODq5bt67sIBDC8GKn0+lOXMx1cXFxcXEp5WyXlZHjWKpU0R+dHLJv/18mTQzAcnzzzTe//fbb3bt3ZQcxmoCAACHE5cuXZQeBVahcubKrq+vRo0cfubdo+wOrryYnJ0+YMOG33367cuWKOSIaYMiQISdPnnR0dJQdBEIYPirW8l/eBGBmOTk5a9euDQ8Pr1KliuwsRtO1a9dz587x5AHm4eDg0K1bt0WLFm3durVt2/+z6npSUtKyZcv8/f2bNm367+179uwZO3Zs0eeKFSu2bNlyyZIlln9XD2bDXIIAntKWLVvu3LnTvXt32UGMqW7dusuXL5edAlZkwoQJmzZt+vjjj8+ePdulS5dKlSqlp6fv2LFj5syZ6enpv/766wOz/kZGRtauXTsmJiY2Nlan0x0+fDgnJ8fBwWHhwoVTp04NCQkJ//+YkdE6UewAPKU1a9ZoNJquXbvKDgIomLe3944dOyIjI7/77rvvvvvO1ta2oKBACOHm5rZixYpHrr4aHBwcHBzcv3//f2+sVKmSvb39mjVrVq1aJYQICAg4f/68EOLatWtXr16tU6eOs7OzWf5CkIxiB+ApRUREaLVaPz8/2UGMrE2bNvXr158yhUnXYSY1a9Y8evTohg0btm3bdv369TJlyjRu3Lhnz55lypQx/CTt27dv3759RkbGkSNHdDpd2bJli7YPHjx448aNdnZ2tWvXDgsL69u3b/PmzU3z94BFoNgBeEo9evSQHcEkzp8/f+vWLdkpYF1sbW07d+7cuXPnEp7HxcXl2WefffbZZ+9vmT59epMmTXQ6XWxs7MKFC69cuVJU7L788svk5OSwsLDw8PCgoCAbG0MHUwohUlNT586du2HDhsTERAcHh/r16/fr169r164ajaaE+VFyFDsATyMtLc3FxUWV4+C0Wq1Op5OdAjCO6tWrjxo1quhzSkpKqVL/LCK1adOmP//8s+izq6vr1KlTBw0aJITIycl5/L/rmJiYzp07Jycne3h4VK1aNTs7e9u2bRs3bmzfvv3KlSt54CsdxQ5AsWVlZQUFBXXv3n3u3LmysxifVqvduXNnWlqamiZeBoQQFSpUuP95z549iYmJsbGxsbGxhw8fdnV1FUJkZmb6+vra2toW3cl76aWXHlhPIiUlpX379pmZmZMmTWrfvn3Rfb6///57+vTpa9euHTRo0E8//WTmvxQeYGixe+6VN3r36tW903Pl7ItxtxaAKm3cuPHWrVtBQUGyg5iEVqsVQly6dIliB3Xz9/f39/fv1q3b/S3Ozs5vvfXW9u3bd+3atXnz5t9+++3kyZP//pGvv/761q1b06dPb9Omzf2Nbm5un3/++Z07d37++ecPP/ywTp065vs74CGGtrQ9axYO7taqQrkqnV7/MGr70YcXjQVgPaKiomxsbLp06SI7iEl079598ODB1apVkx0EMDeNRjNhwoQDBw7cvXv3yJEjD6+bvG7duipVqvy71d3/wf79++v1+vXr15srLB7N0GK3b8OSYb3auRfeWP/j1Mg2oW7ewf3e/WKrjhUVAauTmZkZHR397LPP+vj4yM5iEtWqVZs/fz5zgMGa2dvb169fv2rVqv/eqNfrL1269F8r2xZ9F7L8lW1Vz9Bi16TDq7N/jk66c3171PyBr7RwuHV66YxPI8IDygc1GfHZnEMJqSZNCcBynDx5MiMjQ61DYgH8F41GY29vn5+f/8i9SlnZVvWK98KcjYNH626Dv1/9x807V39fOqPPi42zzx+aNf7txtXKBzZsN27msjM3s00UFICFaNiw4cGDBwcOHCg7iAk1bdp0wIABslNA5Xbu3NmgQYOUlBTZQYqhZs2aJ06cKOpwD3jkyrYwv6ccCaEvKBAaW0enUs42/0xacz528+fv9K3l7d3n05W8gAeoW6NGjR5Y5khl/v7773379slOAZUbN25cfHx8sSaQk653795///33ggULHtiemZk5Z84cZ2fnV155RUow3Fe8/58yr59eMX9yj4hG7m5+Hfq+/cNvOzPcqkYO+SRqm+5y3B+TP+jvbXfv5y+691p7yURxAcAMtFrtpUuXCgsLZQeBaul0ur179/bu3bt8+fKysxTD0KFDQ0ND58+fP378+KIly3Jzc/fs2dO3b99z5859/vnnan31VkEM/c698OvRa9as2XLwdIFeL4Rw9Q15tUuXLl26tGtW2/7/TzT90dcthn/Qq5RXmz++OCo6q22VIQDWQ6vVZmdnX79+3dvbW3YWqNO0adOEEMOHD5cdpHgcHBw2bdrUp0+f1atXr1692t7e/v6rdZMnT/7ggw9kB4TBxe6NkZOEEO5Vw155pUuXLl3aNqr2yHt99mX8bG1ty1Z3M15CADC3gIAAIcSVK1codjCFvLy81atXt2nTRolTvlWoUGHr1q27du1av379hQsXSpUqVa9evV69evn6+sqOBiEML3ZvjZnepUuXlvWqPOF0ztX+a7wMACU6f/781KlTN2/efPnyZRcXl7CwsIEDB/bs2VPdi0JGRkampKTUrl1bdhCok729/cqVK+vVqyc7yNNr0aJFixYtZKfAIxj6jl2HpjVLe3s+clfa0T3bdhw2XiQAlmLt2rV169adP3++ra1tq1atatWqdfDgwd69e3fq1CknJ0d2OhPy8fGZPHmyi4uL7CBQrU6dOvn58c4SjM/QO3bt2rVrtfbijk7+D+9KWPpW+wV5uRmnjZkLgGynTp3q0aNH2bJlZ8+eHR4eXrTx3r17kydPXr9+/TvvvDNv3jy5CU0qNzfXxsZG3YN/IcXevXvPnj37+uuvyw4CdXrC76wxY8bc/3xh2bQxsWUfOEBfkHlwxcXCfL7XAmozYcKEvLy8WbNmBQcH39/o6uo6YcKEGzdufP/99x9//LGKbzk0b97cx8dn9erVsoNAVQoKCl577bWcnByKHUzkCcVu4sSJ9z8nrpoz8T8O82n9tfEiAZBPr9dv3LgxNDT0362uiI2NTZ8+fQ4dOrRp06YhQ4ZIiWcGubm5hw/zkgmMbN26defPnx83bpzsIFCtJxS7X3/9tehDz549g9+fNSbsEa/Z2bt4Pv9iK+NHAyBPWlpaenp60eDQhxVtv3z5snlDmZVWq42Li8vLy7O3t5edBerxzTffODo6qvgbEaR7QrG7vxzk1KlTwzt06dGCkf+AVXBychJC/NcIiaLtRceolVarLSgouHLlyn+1W6C4jh8/vnfv3v79+3t5ecnOAtUy9L1gnU5n0hwALIqLi0tAQMDhw4cLCwsfXvIoNjZWCKHu2UCK+ty1a9codjAWDw+PTp06jRo1SnYQqNnjit3p08UY6FqjRo0ShwFgQfr27fvZZ58tWbKkf//+/96ekpKycOHCihUrRkREyMpmBpGRkXfv3m3QoIHsIFAPX1/ftWvXyk4BlXtcsatZs6bhJ9Lr9SUOA8CCfPjhh6tXr/7mm28uXrzYs2fPgICAO3fu7N27d+7cuampqVFRUeqe5s3Dw+Pjjz+WnQLqcfXqVRcXFzc3VmaCaT2u2HXq1MlsOQBYGhcXl23btr366qtr1qxZs2bN/e1ubm6//PJLly5dJGYzj3v37tnY2Ki7v8I80tPT69Wr16ZNm/tDEgETeVyx444xYOW8vLy2bt26f//+6Ojoy5cvu7q6hoWFde3a1dXVVXY0c2jbtm3p0qW3bdsmOwgUb9GiRampqa1aMYMETI5J1QE8QZMmTZo0aSI7hQQ2NjZxcXGyU0DxCgsLZ82a5enp2adPH9lZoH6GrhVb+rEq1//JpCkBwPy0Wm1KSkp6errsIFC2DRs2nD9/fvDgwc7OzrKzQP0MvWNXunTpB7bcS72ZmV8ohHCv+0z92uWNnAsAZNNqtUKIS5cuPbz8BmC4xMTEcuXKvfXWW7KDwCoYesfu+kMycrIuHd8yrL1/5pWC0XNbmzQlAJOKj48PCwtbsWKF7CCWpWrVqkKI5ORk2UGgbCNGjLh+/TqTEsM8SvCOnY1DlTptZ607lurj07Xrb1e29jBeKgDmc/Dgwfbt26enp7u7u8vOYlm6deuWk5PTrFkz2UGgeI6OjrIjwFoYesfuv2hsyw7v5ndj3+dGSQPAzHbs2NG2bducnJx169a1adNGdhzL4uLiMnjwYHWvnAaTSkpKqlat2oYNG2QHgRUxwqjYKyfuFOTcKfl5AJhZXl5ehw4dSpcuvXHjxoYNG8qOY4lSUlJsbGzKl+c1YjyN2bNnJyQk2Nrayg4CK2Josbt69erDGwvz0uO2LXn1zyRnz1eNmgqAOdjb2y9evDgsLKzoZTI8rHPnznq9/sCBA7KDQHkyMzO///776tWrv/DCC7KzwIoYWuwqV678mL1v/DDBGGEAmMnPP/8cEhJSp06dyMhI2VksmrOzc2xsrOwUUKSiSYknTpxoY1PSt54Awxla7J577rlHbnepoG0d+f577R9X+wBYjsLCwmHDhs2bN2/EiBEzZsyQHcfSabXanTt3pqWlMbIExbVmzZry5cv37dtXdhBYF0OL3a5du0wZA4A55ObmvvrqqytWrGjVqtWECdxof7KiqewuXrxIsUNxzZkzJy8vr1SpUrKDwLoU4/6wvjBz7eJZ74+Yc3/L4E7dR0358W6B3gTBABhft27dVqxYERkZuWnTJitZ77WEAgMDhRA3btyQHQTKU7NmzTp16shOAatjaLEryL7Yv2nAy/1HfLf84P2NJ3et//Kj1wPCe1zKKTBNPADG5Ojo+P777//yyy8ODg6ysyjDyy+/vHz58ueff152xZLe1gAAIABJREFUECjJxYsX33///YyMDNlBYI0MLXa7h7+45OCNoI7v/bpq3P2Na2L3fD34udSjUS++v8808QAYQW5ubkFBgRAiKipq6tSpvMptOAcHh8jISHowimXs2LHTp09PSkqSHQTWyNDf759HXXQu//KxtdM6Plvt/sYK1Rt+MP+Pod6lL/zyhWniASip+Pj4atWq9evXT3YQpbp8+XJiYqLsFFCMpKSkqKio1q1bV6tW7clHA8ZmaLGLTc9zq/mG0yMO17wc4p57d79RUwEwjkOHDjVv3vz69etdunSRnUWpevfu3bFjR9kpoBizZ8/Ozc199913ZQeBlTK02AWXssu8dviRu3Tn79k5870EsDjbtm1r3bp1Tk7Ohg0bXn75ZdlxlKpMmTIJCQmFhYWyg0ABCgoKFixYEBQU1K5dO9lZYKUMLXZj2/jcvvDpq/N2/9/fbfqDi9/4JOHvik1GGz8agJL59NNPnZyctm/f3rZtW9lZFEyr1WZnZ1+/fl12ECiAra1tv379Zs+ezZuskMXQeeza/vhz/W0tfhraYuPMZzs+G+LjXT7z5rX4g9FbjybbOQUs+LmDSVMCeApRUVF2dnbe3t6ygyjb/ans+C8JQ0yfPl12BFg1Q4udQ5ln9p7eM/6996ZG7V1y5s/726u1fn32nOkR5Z1MEw9AsX3zzTe2trbDhw+vUqWK7CxqUL16dSFEamqq7CCwdCkpKSkpKbVr15YdBFbN0GInhCjl3WjK8n0ffRl//K/T584nufoE1KhRK7SWv8myASie+8uFdezYcfjw4bLjqET79u23bNnSqlUr2UFg6Xr27Hns2DG+A0CuYhS7Ih7aWq20tfgNB1iafy8XtmzZMtlx1MPGxoaXFPFEcXFxO3fufPXVV2UHgbV7QrGbM2eOEKLjG2/ePHH08UeGhYUZLRSA4nv77beLlgtbunQpE+oa19mzZ3NyckJCQmQHgeX6+uuvhRDvvPOO7CCwdk8odm+//bYQIqDXwPbh4Y8/Uq9nxVhAphYtWvj6+o4ePZrheEY3ZMiQxMTECxcuyA4CC5WcnBwVFdWyZcv69evLzgJr94RiV7VqVSFEKVtNZGSkWfIAKJ5bt26lpaVVr169Z8+esrOoloeHx+7du3NychwdHWVngSVKS0tzdnYeNWqU7CDAk4pdQkJC0YcWy5ebPgyA4vnrr78iIiIKCgquXbsmO4uaabXawsLCK1euBAYGys4CSxQcHHz79m3ZKQAhHj9B8eYVv/5++J/RPcuWLdt+JcMskQAYJCYmpnnz5jdu3Jg2bZrsLCp3fyo72UEA4AkeV+x69+3z4Xeniz737dv3yyM3zRIJwJPt3r27devWWVlZ69at69Gjh+w4KlejRg0hxL1792QHgcUpLCxs1KjRW2+9JTsI8I/HPYpt6OqwfWmvHqJ9eQcbIcTZBeOGbXP9r4OLxs8CMI/Nmzc7OTlt2LChcePGsrOoX8uWLWNiYkJDQ2UHgcWJjo6OiYlp3bq17CDAPx5X7ObOfSOkz9wV388r+uPV6KVz//tgih1gTpMmTRo/fjzv8ptN+JNmBoB1mj59ur29/dChQ2UHAf7xuGIX0GPW9aZDY/+6lFuob9euXd2xiyc/U9FsyQA8bNKkSVu2bNm5c6etrS2tzpyOHz9+7969Zs2ayQ4CCxIXF7dr164+ffr4+vrKzgL84wmjYl0r12hVuYYQIiIiol7ECy80odgBchQWFg4fPnzu3LmNGjXSaDSy41idDz/8MC4u7vr167KDwIL8/vvvgkmJYWEMHRXbp0+f5yuXNkskAA/Kzc3t3bv33LlzW7ZsuXXrVqYgNr+KFSveuHEjPT1ddhBYkLfffpuXL2FpHnfHrnffPhVe29NhQVMhRN++fVutvfh8ZRdzBXsCfWHmXyfik5KSkpKSbufa+/r6+lauHFS7Zlk77mRAhWbMmLF8+fJu3br99NNPPIGVomjGk8TExNq1a8vOAkvh6urKcpqwNMobFZuXfua7KTPmL1hy6kbWA7uc3IP6vfX2ex8Nqu5ib54wgHl0797dw8Ojf//+3KuT5f5UdhQ7CCGys7NHjBgxePBgbtfB0ihsVGxeRlyb6s/sTs7U2DrXb9EuyKeCu4eHoz7777//vnX9wp5dsd9NGLZs0ZpDZzcHl3rC64OA5UtKStq0adPrr7/u7+8/YMAA2XGsWnBwsBAiJydHdhBYhCVLlixYsKBhw4YUO1gahY2K3dKv8+7kzLDXZ66e/maVsg/elivIurHii4G9J/3e6fVtCcvbSUkIGMvp06cjIiKuXr3arl07b29v2XGsXcOGDRMSEgICAmQHgXx6vX7mzJlubm6sog4LpLBRsZ9tvebqMyLmh+GPfJPO1rlir4kb0rd7vR09XgiDil1BQUF0dHR2dvZjjklMTBRCZGZm3rlzp/iRgadx9OjRbt263b59e/bs2S4uLvy/ZwnKly9/9+5d2Skg3+bNm//666/33nuvoKCAf5vWqWgclV6vlx3kEQx9Xrl582aT5jDQ2ax8l1ptHz8+ot4znvlHTht4wj/++OOll14y5Mj4+PgrV/4fe/cd0MT5hwH8vSSEKchUEUVAnLiLtSriqLtqVdyr7o114UKtde/+pKi4t7Wg1m21St17i4oDRUHZgmwy7vdHLCLLgLl778Lz+UsvMTylyXPf3Hyj5csCfI3Hjx//9NNPLMv6+fk1bdoUbzyBuH///vv37z09PWkHAcoCAgJkMlnHjh3x2SyxYmJiCCFZWVm0g+TjC4Od5si5TsNHxz64U/gz+TkzqIWF4d+hqyIy2zoYSvN9Aqv6sO2v14YWLbR9wRYtDh8+XPgWu7Vr1/777781atSoUKFCkRMDFN3r16+dnZ1Xr16Nux0IypQpUy5fvox1OQwcOLBbt24NGjSgHQSoiYyMJITI5XLaQfLxhcFu/PjxhBDnvsM6fmkFw88GyV8mNjjke6ZW3Z6/LfH+oZ2HteGnMwTVyqTr/5zYOP/nLeEfmsz/RcsXlEqlnTp1Kvw5x48fJ4SYmJhYWFgUNzhAEXTo0KFDhw60U0BuFSpUSE5OViqV1tbWtLMATT/99BPtCECZmZkZIUSY14r/wmDn4uJCCDGRMgI5RLTOjJO+N+otOHTgpx8PSKTG1rbWVlZWhkzW+4SE+Li4NIWaEOLyw4yTM+rQTgpQIJVKdezYseDg4JiYGGtr66ZNm/7444/C/OYHOWVf8QSDXYmVnp5+5syZDh064MJDIFhfGOyeP3+u+UPzP/7gPsyXMRLT+X+F9gn+08/PL/CfW7FREbFREZqHDM2sGnXo7j3eu1crN3zgQLDu3bvXp0+fx48fZy/x8/NzdHTctWsX7kMqcNmDHa5JW2ItXrx4/vz5t2/frlevHu0sAPkrbLC7evWqtq9i7PxNHTtd5NEGU6NFr3Uteq0jJDM54e3btymsSfny9laljPgKAFBML168aNWqVXJy8ujRo3/44Qd7e/uYmJhTp06tX7++Xbt258+fxzWxhKx27drYTlOSpaenr1u3zsnJqXbt2rSzABSosMHuu+++0/JVrKpsiQ8drIs8RWNYysqpqhX/PxegeKZMmfL+/ft169Y1btxYs8Te3v6nn35yd3cfOHDg2LFjr1y5QjchFKJmzZrR0dE2Nja0gwAdO3bsiIuLmzt3rlSa/9l7AEJQ6L1i+/XL+ddnx/dff58hMbCq+00txwo2SZGvH928HZWpsmkwYO4YnLsH8AUJCQlHjx719PTMnuqy1axZs3PnzkFBQc+fP69cuTKVeKANTHUlmeaixDhzAgSusMFu165d2X+OuuDrsCezWt8lh/wnVin98ShvZcor/0ldJ27aFVlpCbcxAcQvNDRUqVQWdHiWu7t7UFDQw4cPMdgJ2blz58LDwwcOHEg7CPCNZVljY+OZM2dqTocEECxtjxdZPcDP0LrrzZ0+2VMdIURmVmlCwNV+tib+g5ZyEw9Af2huM2poaJjvo5rlhV9SEahbs2bNiBEj1Go17SDAN4Zhbt26NWXKFNpBAL5A28Fu69tUC9ehppI8l2xhDAfUtEyN3pXfPwKATypWrEgIefHiRb6Pas5A1zwHBKt8+fKZmZlv376lHQR4xbKs5osZgPBpO9iZSZmUN//m+9C/Lz5IZDiDAeALnJ2da9SocezYsfj4+FwPpaam7t+/387OrmHDhlSygZayr3hCOwjwavz48VWqVKGdAkAr2g52U2tYJUcs7+l3Idf9JS6t7b349QermlN1ngxA/yxatCg5OXnEiBHZV4gkhERERIwZM+bdu3cLFiyQybS9fTNQgcGuBIqOjt60aZOjoyPtIABa0XYt0i9oycwqwwK9m13e0alPm28qOlglRr6+dXrvoesREgOr5UF9OE0JIEaRkZGlS5c2NTXNXtKlS5fly5dPmzate/fuVatWdXBwiIqKevTokVqtnj59+vDhwymmBW3UqVPHyMjI2NiYdhDgj7+/f2Zm5qRJk2gHAdCKtoOdudPgkH+YYeOnnLh5ZMXNI9nLy9TvvPx/6wc4luImHoAoKZXKCRMmbNy4ceDAgZs2bcr50OTJk1u0aLFq1ap///33zJkzdnZ2Xbt29fb29vDwoJUWtOfk5JSYmFjQGTCgfzIzMzds2ODk5PTFu4oDCEQR9vvYe/50/F7fa8H/hDx5EhbxoayTi2tVt++b1cOFGgFySUxM3L59e+PGjX/++ee8j9avXz/ntYRAXDDVlSj379+Pjo728/PDRYlBLIp4QA8j/7Zlh29bduAmDICIRUVFLVu2jGGYlStX2tjYxMXFGRnhNnd66NSpUyEhIRMnTqQdBPjg7u5+69atunXr0g4CoC3c9xDga8XGxvr4+Li4uKxevfrZs2eahZjq9NW2bdumTJmSlZVFOwjwpH79+rhHMIgI3qwAX0VzE7Dly5e7uroeOnTo0KFDtBMBtxwcHNRq9evXr2kHAc7NmjVr3bp1tFMAFA0GO4DiSE1NTU9PJ4RYWFh06dIlMDDwzp07nTt3Zpg8F/EG/YIrnpQQDx8+XLx48dWrV2kHASgaDHYARZOSkrJo0aKKFSt269aNEGJra7tjxw4vLy+MdCUEBrsSYvXq1SzLjhkzhnYQgKLB1VABtKVUKn/77bdly5bFxsa6uLh4e3vTTgQU1KlTx9ra2tramnYQ4FBMTMyePXuaNm367bff0s4CUDQY7AC0tX///qlTpzo6Om7cuHHQoEEGBga0EwEF5cqVi4uLo50CuLV79+6MjIx8L1cEIHBFGOyentq6/eT18JjkfB9ds22nlQy7okDfZGVl7d27t3bt2vXq1evSpcuxY8e+//57uVxOOxcAcKhjx45ZWVldu3alHQSgyLQd7J5t7131p32FPGH99p26yAMgFAqFYseOHfPnzw8PDx85cuT69euNjIw6dMBFHIEcOXLk6tWrCxcupB0EuFKlSpVp06bRTgFQHNoOdqN+PmRk2Xixn09D1/Ly/M64MJNicx3oj1u3bvXq1evFixc2NjbLli0bO3Ys7UQgIPv379++ffv06dNLlcLdFPXQvn37mjdvXqZMGdpBAIpD28HuSnJmtwv7f/6uLKdpAATi4cOHSUlJCxYs8Pb2xsobcqlYsSIhJDw83M3NjXYW0LG///67d+/eK1asmDx5Mu0sAMWh7eVOvjGTl7PFlfRBb7Ese+DAgebNm+/fv58QMmjQoNjY2FmzZmGqg7xwxRM9tmrVKplM1qNHD9pBAIpJ28FuyciaO/stTFaxnKYBoOLIkSMNGjTo3r37rVu3cIt3+CLNYBcWFkY7COhYSEjI6dOnvby8NBtlAcRI212x3y0627+ha3nXa4N7tnIqa5H3CTgtHERq7ty5v/76q7Gx8eTJk6dNm2Zra0s7EQhd7dq1XV1dHR0daQcBHVuzZg3LslidgahpO9hFX/p9y/34ZOWFNUsv5PsEfBJAXJ4+fVq5cmWJROLp6Tlz5sxx48aVK1eOdigQBysrq6dPn9JOAbpXpkyZ/v3746LEIGraDnazey1JZqx6jx/mXjn/s2IBxOLixYtz5swJDg7esWPHgAEDWrZs2bJlS9qhAIC+X3/9lXYEgK+l7WD3Z1xai2139varzGkaAE49fPhwypQpf//9t0wmGzJkSKdOnWgnArEKCgo6derUhg0baAcBnYmPj8ed4kAPaLvxrbKRrElTO06jABTbpUuXBgwYUKVKFVtb27p1606dOvX169d5nzZt2rR//vlnwIABjx8/3rx5c+nSpfmPCvrh9OnTGzdujI2NpR0EdGPnzp22trYPHjygHQTga2k72C3vW3nvr0c5jQJQDCzLTpkyxcPDY8+ePWq12tnZOSoqasWKFTVr1jx48GCuJ2/atCk0NHTHjh2VK2PbM3yVSpUqEUJevXpFOQfoAsuyy5YtMzc31/xvBRA1bXfFuv0SWLeNR6Oetyf0bZ3vWbGNGjXSaTAAraxatWrlypUNGjSYN29e9lmKly5dmjt3bu/eva9cuVK/fv3sJ+P0CNCV7EvZubu7084CX+vUqVOa4zRw3UrQA9oOdmXsaxJCyMOVfQNX5vsElsUl7oBvqamp8+bNc3Jy0tzINXt5kyZN1q1b17Nnz1mzZp04cYJiQtBXzs7OBJey0xerV6+WSqVjxoyhHQRAB7Qd7AYNGsRpDoBiOHPmTHJy8oQJE3JOdRqurq7NmjU7c+ZMSkqKmZkZlXigx2rUqNGoUaMaNWrQDgI6cP369Z49e2q2wgKInbaD3bZt27iMAVAcmiOcXF1d833U1dX17NmzERER1apV4zUWlABmZmZXrlyhnQJ04+HDhzgfFvSGtoOdhjI1/J/jZ24+epX84cPSlb+lvLyT5VDHygDXtQM6DAwMCCEqlSrfR5VKZfZzAAAKYm9vTzsCgM4UYSZ7dWSJW7kq7XsOnf3L/GWr/kcICT88upy185ITr7hKB1Aozaa4O3fu5PvonTt3zMzMHBwc+A0FJcXevXu7du2qVqtpB4Hi27ZtW48ePWinANAlbQe7lIid9bvNepoq6Tx84pwJ1TULLd2+L6OInPlDjW0RKZwlBCiQh4dHxYoVd+3aFRUVleuh4ODg27dvd+/e3dDQkEo20HvXrl3766+/IiIiaAeBYsrMzJw+ffqtW7doBwHQJW0HuwMDZySqmPnnwg5tWDWs/cdNIPatFjwK/ctKmjWr7z7OEgIUSCaT+fn5JSUl9e/f/8SJE+np6YSQuLi4gICAKVOmlClTZuHChbQzgt7CpezEbvfu3dHR0d7e3rSDAOiStsfYLbgaU9p1+aymuS8DZlax42/VrYbcWk7IUF1nA/iyzp0779q1a9SoUT4+PgzDmJiYpKamEkKqVasWGBhYvnx52gFBb2Vfyq5Zs2a0s0BxrFmzplSpUoMHD6YdBECXtB3sohUq8/L5n9hftryxKuSt7iIBFE2fPn3atm27a9euK1euJCYmli9fvk2bNl27dsVpE8Cp7MGOdhAojjt37ty7d2/ixIkWFvlcch9AvLQd7NpYGh27vy5V3cZUwnz2AJu19VacoUUL3UcD0JqVlZW3tzd2qQCfqlat2rFjx4YNG9IOAsVRo0YNPz+/vn370g4CoGPaHmM3c5xbevyhJqNWRWV9OgVMrUjY4NNqT0ya84CZ3MQDABAoQ0PDo0ePdujQgXYQKA5DQ8Nx48ZZWVnRDgKgY9pusasz4+hPQdW2bZxSYdeSas5KQki75o0ePbj7JiHTzKHjkSXfchkSAABAZ44fP16qVCkPDw/aQQB0T9stdhID2y13Xv2xdGx5w+SHIYmEkL/PXXuXZtrbxz/0+SEnIymXIQHyd+7cucTERNopoOTasWOHh4eHQqGgHQSKIC4uzsvLa+nSpbSDAHCiCBcoZqSlevn8/up9RsLbsKvnLz4Ke5ueFr936Rh7Q0x1QMHFixdbtGjh7+9POwiUXI8ePbp48SLOnxCXtWvXpqen4wbooK+0HexOnjx5IyZd82fLck7fejSp7lROxhBCSMKd86fP4AKPwLfp06fLZLLevXvTDgIlFy5lJzqZmZnr1q1zdHTs2rUr7SwAnNB2sGvfvv30K9H5PvR8x9iOnfvpLhLAlx0+fPjSpUsjRoxwcXGhnQVKLlzxRHQCAwOjoqLGjx8vkxXtVukAYvGFd7avr2/2n8N2rfS9kft6P6wq7eq+l2qlqe6jARTM39/f1NQ05/sTgH+awQ5b7ETE3t6+TZs2w4cPpx0EgCtfGOxy3pHpVdDvBd2eqXyr5bqLBPBlc+bMycjIKFu2LO0gUKK5uLgMHDiwZcuWtIOAtlq2bIn/X6DfvjDY7d27V/OHPn361Jy8xvcb27zPMTC1/b4DPifAqyZNmtCOAECkUun27dtppwAA+OQLg132kekrVqxw/6F77+b23EcCKMyRI0fu3LkzZ84c2kEAAAAER9uTJ27evLkOUx3Q9uHDh6FDh+7YsYN2EICPtmzZUr169fT0dNpBAAAIKXyLXUZGhvYvZGRk9NVhAL5gxYoVsbGxy5Ytox0E4KPw8PAnT548f/68Vq1atLPAZ0JDQ9evX3/hwoX379/b2to2b958zJgxFStWpJ0LgFuFDXbGxsbavxDLsl8dBqAwsbGxv/32W7Vq1fr37087C8BHmhNjw8LCMNgJyu+//z5p0iSFQlGmTBlra+tnz55du3bNz89v06ZNffr0oZ0OgEO4kA+IxoYNG5KTkxcvXowLUIFwODs7E1zKTmCCgoK8vb2dnJzmzZtXt25dzcLLly//8ssvAwcOtLe39/T0pJsQgDuFrSBx1AgIipeXl4WFxY8//kg7CMAnmi124eHhtIPAR2q1eurUqZaWllu3brWysspe3rhx402bNnl5efn4+Fy7do1iQgBOFTbY4bA5EJSqVatWrVqVdgqAzzg4OEyaNKlTp060g8BHt2/ffvXq1YgRI3JOdRoVK1Zs3779gQMHIiIiHBwcqMQD4Jq2Z8UCUBQWFjZ9+vQinc0DwA+GYVauXNm8eXPaQeCjsLAwQki1atXyfVSzXPMcAL2EwQ5EwNvbe/ny5dHR+d+tGAAgm1QqJYSo1ep8H1WpVNnPAdBLGOxA6C5cuHDs2LE+ffo4OjrSzgKQj40bN9rZ2SUlJdEOAoQQojlg4/79+/k+ev/+fYlE4urqym8oAP5gsAOhmz59uoGBwbx582gHAchffHx8bGxsaGgo7SBACCFubm41a9YMCgp6/fp1rodCQkJOnTrVokULOzs7KtkAeIDBDgTt4sWLly9fHjFihIuLC+0sAPnTnBiLK54Ih5+fX1ZW1k8//XTixInMzExCSFpaWlBQ0IgRI4yMjFatWkU7IACHMNiBoNWoUWPOnDm//vor7SAABcJgR9G9e/e6det27969nAtbtGixb9++rKwsHx+f7777ztPTs0mTJvPmzTM2Nj5y5Ejt2rVppQXgAS70CoJmZWWFnbAgcJprFOfd8Qc8uHDhwsmTJ729vXMt79atW/Pmzbdt23bhwoXExEQbG5uWLVv279+/VKlSVHIC8AZb7ECgsrKyFi9eHBkZSTsIwBfY2NgsXrwYd7rjR1pa2po1a+rXr3/8+HFCyLhx41JSUvK93IyVldWkSZMOHjwYHBwcGBg4evRoTHVQEmCLHQjU2rVrZ86cWaFCBawvQfimT59OO4L+S0xM9Pf3/9///hcbG1umTBkLCwvNcokEWygAPsHnAYRIc09YR0fHHj160M4CoBXcg5FrAwcO9PX1NTMz8/f3f/XqVZMmTWgnAhAiDHYgRMuXL4+JiZk3b56hoSHtLABftn79eltb25iYGNpB9E1YWNimTZsUCgUhZNq0aYGBgU+fPh0zZgzueAlQEOyKBcFJT09fvXp1zZo1sRMWxCIjIyM1NfXJkye4QJquPHjwYOnSpfv27VMqle7u7nXq1MEmOgBtYIsdCI6hoaG3t/fmzZtx2x8QC1zxRLf69etXp06d3bt3t2zZMjg4uE6dOrQTAYgGttiB4EgkkoULF9JOAVAEGOx0Kyoqqnv37tOnT2/QoAHtLAAig8EOhCUoKMjV1RVf0EFcnJycGIaJiIigHUSU1Gr1/v37lyxZEhMT8/r1a4Zhzpw5QzsUgFhhVywIyN27d3v16rV27VraQQCKplSpUgEBAaNGjaIdRGRYlt26dWv16tV79uwZGho6cOBAhmFohwIQN2yxAwGZMWMGIWT06NG0gwAU2fDhw2lHEJ8HDx4MGTLE0tJy9uzZ3t7eNjY2tBMBiB4GOxAKza2BBgwYULduXdpZAIqMZdm4uDhbW1vaQYQuISFhw4YNTk5OvXr1ql279r///lu/fn3cEwJAV7ArFoRi3rx5crkcd4YFkVq/fn358uXfvHlDO4hwRUZGTp482dHRccaMGQcOHNAs9PT0xFQHoEPYYgdC0bFjxx49emjOLgQQHYlEolAoHj16VKFCBdpZhOj48ePdunXLzMysU6fO9OnTcVMZAI5gsAOhmDhxIu0IAMWHK57k682bN2XKlJHL5ba2tp07dx40aFCHDh1whgQAd7ArFui7f//++fPnaacA+CoY7HK5cOFCx44dHR0dly5dSghxd3f/888/O3bsiKkOgFPYYgeUZWRkdOrUycTE5PHjx7SzABSfo6OjTCZ7+/Yt7SDcioyMvHnzZkZGhr29fcOGDfO9m/P169cnT5588eJFqVTas2fPgQMH8p8ToMTCYAeU+fv7v379+rfffqMdBOCryOXyP//8s3LlyrSDcCUsLGzcuHEnT55kWVazxNraevr06ZMmTZJIPtv5s27duhs3bgwbNszHx8fV1ZVGWICSC4Md0JSUlLR48WJHR0dc2RX0QNeuXWlH4EpISEizZs0SExPbtGnj4eFhamr66tWrgwcPTp069f79+9u3b8+5g3XdunWrVq1mftTLAAAgAElEQVSytLSkGBigxMJgBzT9/vvv8fHxK1euzHeHDoC4qFSqly9f6t9GO7VaPXDgwJSUFH9//6ZNm2YvHzBgwLRp03bu3Nm2bdt+/fplLzcyMjIyMqKRFABw8gRQVb169SFDhvTv3592EAAd2Lx5c5UqVUJDQ2kH0bFLly7dvn27b9++Oac6QoihoeH8+fNLlSrl5+dHKxsA5ILBDmjq1q3b5s2bpVIp7SAAOmBkZMSyrP6dBnT58mVCSOvWrfM+VKpUqUaNGt24cUOhUPCeCwDygcEO6EhMTDx16hTtFAC6pK9XPElISCCEWFtb5/uotbW1Wq1OTEzkNxQA5A+DHdAxduzYtm3bxsbG0g4CoDP6OthpboAbExOT76PR0dEymQynSgAIBAY7oOD+/ft//PFHp06dcMd00Cf29vbGxsYFDUDi1axZM0LI8ePH8z6UkJBw7dq1xo0by2Q4FQ9AEPBRBAp8fHwIIb/++ivtIAC6JJFIjh8/bm9vTzuIjrm7u3t4eAQGBtapU+eHH37IXp6cnOzj45OWljZ58mSK8QAgJwx2wLfLly///fffAwYMqFu3Lu0sADrWvHlz2hF0j2GYHTt2eHh4zJgx4+DBgx4eHmZmZi9fvjx69GhCQsLEiRM7d+5MOyMAfITBDvhmamravHnzBQsW0A4CoHtZWVn37t1zd3enHUTHKlWqdOvWLR8fn717916/fl2z0NnZefXq1bhjGICgYLADvtWpUyc4OJh2CgBO7NixY/jw4bdv365Xrx7tLDpmZ2e3bds2f3//e/fupaWlVaxYsUqVKrRDAUBuGOyAPyzLXrp0qVGjRjjOGvSVubk5ISQ0NFT/BjsNU1PTxo0b004BAAXCWbHAn23btnl4eBw5coR2EACu6OsVTwBALDDYAU8yMjLmzp1ra2vbqlUr2lkAuILBDgDowmAHPPHz83vz5s3s2bM1+6oA9JKNjY2lpWV8fDztIDr24sWLtLQ02ikA4Msw2AEfUlNTly5d6uTkNHLkSNpZALh15syZVatW0U6hS+Hh4TVq1Fi0aBHtIADwZTiGHfigVCqdnZ19fX3lcjntLADc0r/TJjZs2JCVleXh4UE7CAB8GQY74IOFhUX2ta8A9Ft6evr58+fbtGnDMAztLDqgVqu3bNni7OzcunVr2lkA4MuwKxY49+jRo5SUFNopAHiyb9++du3aXbp0iXYQ3WAYpmnTposXL5ZIsL4AEAF8UIFbz58/r1evHm4LCyWHlZUVIeTZs2e0g+gGwzCBgYE9e/akHQQAtILBDrjl6+ublZXVpUsX2kEAeOLs7Ez05YonarU6NjaWdgoAKAIMdsChe/fuBQYGdunSpUmTJrSzAPBEny5lN2vWrAoVKnz48IF2EADQFgY74NCMGTMYhlmwYAHtIAD8MTU11Y9hKDMzc/PmzU5OTqVKlaKdBQC0hbNigUMMw0yYMMHNzY12EABeBQcHm5qa0k7xtf7888/Y2NiZM2fqx+m9ACUEBjvg0LFjx2hHAKDAxcWFdgQdCAgIMDY2HjhwIO0gAFAE2BULnEhISNC/uyoBaCklJWXv3r0qlYp2kOJTKpW3b9/u27ev5iRfABALbLED3VMqlR4eHlZWVhcuXKCdBYCCQ4cO9e/f38rKqm3btrSzFJNMJnvy5EmZMmVoBwGAosEWO9C9rVu3Pnr0qE2bNrSDANBhZ2dHCAkLC6Md5KtUrFjR0NCQdgoAKBoMdqBjGRkZ8+fPt7W1/fnnn2lnAaBD7Fc8OX36dP/+/ZVKJe0gAFBk2BULOubv7//mzZs1a9bgEglQYjk6OkqlUvEOdjNmzHj69KlSqZTJsI4AEBlssQMdi4uLq1279siRI2kHAaDGwMDA1dU1PT2ddpDiuHHjxq1bt/r162dkZEQ7CwAUGb6NgY4tXrx48eLFtFMAUHbu3DkDAwPaKYojICCAEDJ8+HDaQQCgOLDFDnRGrVbjEicAGnZ2dpaWlrRTFJlCofjjjz8aNWpUv3592lkAoDgw2IHOeHt7Ozo6ZmZm0g4CQF9SUtLatWszMjJoBykaAwMDHx+f3377jXYQACgm7IoF3Xj27NmGDRu+++47XB8BgBBy6tSpsWPH2tvb//jjj7SzFM2cOXNoRwCA4sMWO9ANX19fhUKBo+sANMqVK0fEdim79+/fX7x4kXYKAPgqGOxAB27fvh0YGNilS5fGjRvTzgIgCGK8lJ23t7enp2daWhrtIABQfBjsQAfCwsJMTEwWLVpEOwiAUNjb2xsZGYlosIuLiwsKCvL09DQxMaGdBQCKD4Md6ICXl1dKSkqNGjVoBwEQCoZh3NzcWJalHURbW7duzcjIwBUoAcQOJ0/A10pPTzc2NqadAkBwgoODJRJxfHlmWXbDhg12dnZdu3alnQUAvoo4SgcE66+//jI3N7958ybtIACCY2ZmJpbdmgqFIjk5ecKECXK5nHYWAPgq2GIHxadUKqdPn25iYqI5ThwAcnr//v3atWu9vb2Ff99kuVweFRVFOwUA6AC22EHxbd68OTQ01MfHx9ramnYWAME5f/68r6/v0aNHaQcBgBIEgx0UU3p6+vz588uUKTNhwgTaWQCEqHz58kQMVzzZsGFD3bp1FQoF7SAAoAPYFQvFFBkZGR0d7e/vb2ZmRjsLgBCJ4lJ2KpVq4cKFarVaKpXSzgIAOoDBDoqpcuXKSUlJYjk2HIB/1tbW5ubmAh/sjh079vr1619++UUsJ/ACQOHwSYbiw1QHUDh3d3cjIyPaKQoTEBAgk8mGDRtGOwgA6AYGOyiyt2/f2trabtiwgXYQAKE7efLkX3/9RTtFgdLS0k6ePPnDDz9oDgcEAD2AXbFQZPPmzYuLi6tYsSLtIABCJ5MJumNNTEyCgoLc3d1pBwEAncEWOyiap0+fbtmypVmzZu3ataOdBUDo4uPjp0yZEhsbSztIgbp27erg4EA7BQDoDAY7KBpfX1+VSrV06VLaQQBE4MaNGytXrjxy5AjtIPl48uTJ1q1baacAAB3DYAdFc/78+W7dujVq1Ih2EAARqFChAhHqFU/GjRs3atSorKws2kEAQJcEffwHCNCjR49w4ToALVWqVIlhGAEOdi9evDh79myvXr1wc1gAPYPBDorGysqKdgQA0TA1NbW1tRXgYLdu3TqWZUeOHEk7CADoGAY7AAAONWvWTGi7O7OysrZt21a9enVPT0/aWQBAxzDYAQBwKDAwkHaEfLi5uY0ZM4ZhGNpBAEDHMNjxRKFQ7Ny5MzAw8PHjx4SQ6tWr9+jRY8CAAQYGBrSj5e/o0aPbt2+/e/duRkaGo6Njly5dRo4caW5uTjsXAHwtuVz+77//0k4BAJzAWbF8iIqKaty48dChQ4ODg83MzMzMzIKDg4cOHdq4cePo6Gja6XLLzMzs3r17p06dDh48yDCMjY3N/fv3fXx8atWqdffuXdrpAEQmLi5u6NChb968oR3kI5Zl09PTaacAAK5gsOOcSqXq0qXLrVu3hg8ffu7cuT/++OOPP/44d+7c8OHDb9261blzZ5VKRTvjZ8aMGXPgwIH27dufPn36wIEDO3fuPH/+/Jw5c2JiYtq3bx8fH087IICYPHjwYMuWLYcPH6Yd5KOpU6eWL19eqVTSDgIAnMBgx7k///zz+vXrgwcP9vb2NjU11Sw0NTX19vYePHjw9evXBXUITkhIyNatWz08PJYuXWpra6tZKJPJevToMW/evKioqBUrVtBNCCAumpvvvXr1inYQQghJSUnZtGmTo6OjwO91BgDFhsGOc3/99ZdUKh0yZEjeh4YMGSKVSgV1j/BDhw6xLDts2LC8R1V36NDBwcFBUGkBhK9ixYpSqVQgVzzZs2dPUlLSqFGjaAcBAK5gsOPcy5cvy5UrZ2FhkfchCwuLsmXLhoWF5Vo+evRoqxxGjx7N0XIPD4+8aQkhVapUyfe/xdXV9eXLlyzLFucXAVAiGRgYlC9fXiCD3YYNG8zMzPr06UM7CABwBVvjOSeTyQo5nEWpVObdJ+Lk5NSgQYOcf+VouYuLS960hJCCDvtTqVRSqRSXSAAokg4dOiQkJNBOQT58+HD37t1Ro0bh9HYAPYbBjnPVqlW7evXqu3fvypUrl+uhd+/excTEdOjQIddyHx8fHx+fvC/F9XJCSNWqVQkhd+/ezXvlUpVK9fDhw2rVquX7DwGgIOvWraMdgRBCzM3N79y5U7lyZdpBAIBD2BXLud69e7Msu3r16lx7MLMXCmq3SPfu3Q0NDdeuXZuRkZHroa1btyYkJAgqLQAUSa1atYyNjWmnAAAOYbDjXJs2bbp3737ixImff/5Zc3ViQsjjx48nTJhw4sQJLy+v1q1b002YU4UKFWbNmvXo0aPBgwdfu3ZNs082MjJy0aJFa9asqV279rhx42hnBBCZmJiY7t27h4aGUsxw+vTpyZMnUwwAAPzArlg+7Ny508jIaPfu3WfPnjUyMmIYRnOB0H79+m3cuJF2utx8fX2VSuXChQuHDRsml8sNDAxSU1MJIR4eHvv27TMyMqIdEEBknj9/fuDAgcaNG2sOdaBi4sSJb9++XbZsmVQqpZUBAHggssHu4cOHWj7Tzc2N0yRFYmxsvGvXrgkTJuzbt+/JkyeEkGrVqvXq1cvd3Z12tHwwDDNv3ryBAwfu2rXr9u3bWVlZTk5OnTp1ateuHU6bACgGR0dHQvVSdhcuXAgJCfn5558x1QHoPZENdrVq1dLymQK8JIe7u7swJ7l8ubi4zJ07l3YKAH1gb29vZGRE8YonAQEBhJBhw4bRCgAAvBHZYPfPH/4bVs3783oMIaR+w28NsP0IAASPYRhHR0dag11ycnJQUJCnp2fNmjWpBAAAPolssGvVa0zLHoNMHMpue5dy7MLlsnKc/AEAIuDl5RUZGUnlRxsbGw8fPrx///5UfjoA8Exkgx0hhJGY+syutW3MFdpBAAC0tWDBAlo/WiaT+fn50frpAMAz8Q12hJCyreoSopvBTqVSHT9+PO8123LSHPKsVqt18hMBAHiTlJQUERGBnbAAJYcoBzvLKmtZdq1OXio4OLhz587aPDMiIkInPxEASqCYmJjevXuvWLGifv36fP7c4cOHHz16NCUlRSLBgSsAJYIoBzsdatGixeHDhwvfYnfs2LHt27f37duXt1QAoGciIiKCg4OPHz/O52AXFRX1119/ff/995jqAEqOkj7YSaXSTp06Ff6ct2/fbt++3cDAgJ9IAKB/KlWqRHi/lN3GjRsVCsXIkSP5/KEAQJc+fI177N/RwcGBdgoAgAJZWVlZWFjwecUTlUq1adMmBweHjh078vZDAYA6fRjsFCkxtK4jAACgJScnJz4Hu+Tk5Pj4+PHjx8tkJX3PDECJgg88AAAfBgwY8Pz5c95+XOnSpWNjY42NjXn7iQAgBBjsAAD4MGnSJJ5/IqY6gBJIH3bFAgBATuvXr2/btq0Ab5kNAFzTh8Gu2oiDz549o50CAKAwMTEx9evXP3/+PNc/SKFQzJs37/nz5wyD22kDlDj6MNjJLR0qV65MOwUAQGHi4uLu3Llz6tQprn/QwYMHo6KiRowYwfUPAgAB0ofBDgBA+JycnBiG4eHE2ICAALlcPnjwYK5/EAAIEAY7AAA+GBsb29nZcT3YxcbGBgcHd+vWzc7OjtMfBADChLNiAQB44uTkFB4ezumPsLGxWb9+ffv27Tn9KQAgWBjsAAB4MmLEiEePHnH6IxiGwdF1ACUZBjsAAJ5wfdzb06dPQ0JCunbtyulPAQAhwzF2AAB6YsiQIYMGDaKdAgBowmAHAMCTmJgYZ2fnY8eOcfHi9+/fv3TpkpeXFxcvDgBigcEOAIAnKSkpL1++DA4O5uLFAwICCCEjR47k4sUBQCww2AEA8KRChQpSqZSLK56kpaXt3r27bt263377rc5fHABEBIMdAABPDAwMHBwcuBjsFAqFk5OTr6+vzl8ZAMQFZ8UCAPDH2dn5/v37On9ZCwuLO3fu6PxlAUB0MNgBAPBn/Pjx9+7do50CAPQWdsUCAPCna9euv/zyi25f8+eff3ZxcdHtawKASGGwAwAQscTExE2bNuHOsACggcEOAIA/sbGx1tbWe/fu1dUL7tixIzU1ddSoUbp6QQAQNQx2AAD8USqVCQkJFy9e1NULbty4sXTp0j169NDVCwKAqGGwAwDgT9myZU1MTHR1xZPIyMiHDx8OHjzYxMREJy8IAGKHs2IBAPjDMEzFihV1NdiVL1/+33///eabb3TyagCgB7DFDgCAV87Ozm/evNHVq3l6epqamurq1QBA7LDFDgCAV5MnT27evPnXv84///xz586dqVOnfv1LAYDewGAHAMCrli1btmzZ8itfhGXZ0aNHp6amYrADgJywKxYAgG8ZGRlf+QqnT59+/vz5oEGDdJIHAPQGBjsAAF7Fx8fb2NgEBAR8zYsEBAQwDDN06FBdpQIA/YDBDgCAVxKJJDU19fr168V+hdjY2MOHD7dt27Zy5co6DAYAegDH2AEA8MrS0rJ06dJfc8UTU1NTLy+vSZMm6TAVAOgHDHYAAHyrVKnS1wx2JiYmOrwpGQDoE+yKBQDgm4uLS2RkJMuyxfi3ycnJEREROo8EAPoBW+wAAPg2ffr077//nmGYYvzb/v37X79+/d27dzpPBQB6AIMdAADfvvnmm+LdB+z169fHjh3r1KmTziMBgH7ArlgAAAri4+OLsSt2w4YNKpVq5MiRXEQCAD2AwQ4AgG+JiYkODg7Lly8v0r9SKpVbt251cnJq06YNR8EAQOww2AEA8M3Q0DAzM/PevXtF+ldRUVExMTHjxo2TSFDdAJA/HGMHAMA3Y2NjOzu7ol7xxMHB4e3bt7a2thylAgA9gK99AAAUODk5FeNSdpjqAKBwGOwAAChwcXGJiYlRqVRaPn/dunVDhgzhNBIA6AHsigUAoGD27Nnt27eXSqXaPDkjI2P27Nlly5blOhUAiB0GOwAACqpWrVq1alUtnxwYGBgfHz979mxOIwGAHsCuWAAAOl69epWVlaXNMwMCAoyNjQcMGMB1JAAQOwx2AAAUJCcnV6lSZcGCBV98Znh4+KVLl3r16mVlZcVDMAAQNeyKBQCgwNjYmGXZkJCQLz7T3t5+4cKF/fv35yEVAIgdBjsAAApkMpmDg0NYWNgXn2lgYDBz5kweIgGAHsCuWAAAOrS5lN3z58/Pnz/PTx4A0AMY7AAA6KhcuXJSUlJ6enohz+ndu3efPn14iwQAYofBDgCAjjlz5hw+fNjY2LigJ1y/fv3WrVtdunThMxUAiBqOsQMAoMPBwcHBwaGQJwQEBBBChg8fzlciABA9bLEDAKDmwYMHKSkp+T6UlJS0b9++Ro0a1atXj+dUACBeGOwAAOhIT0+vX79+QfeTSE1NtbKy8vHx4TkVAIgadsUCANBhZGQkl8ufPHmS76P29vavX7/mORIAiB222AEA0MEwjKOj4xeveAIAoD0MdgAA1Dg5OYWHh6vV6lzLx48f36RJEyqRAEDUMNgBAFDj6uqamZmZ6/yJ2NjYjRs3Ghoa0koFAOKFwQ4AgJrZs2efPXvW3Nw858KtW7dmZmaOHDmSVioAEC8MdgAA1FhbWzdv3jznEpZlN23aZGtr++OPP1IKBQAihsEOAEBAHj9+/OzZs2HDhmFXLAAUAy53AgAgINWrVz969KinpyftIAAgShjsAAAEhGGYjh070k4BAGKFXbEAAAAAegKDHQAAAICewK5YAACaVCpVRESESqVycHCQy+W04wCAuGGLHQAAHVFRUaNGjbKxsalUqZKLi0vp0qW9vLxCQkJo5wIAEcMWOwAACkJCQlq1ahUdHV2zZs3OnTvLZLJHjx4dPHjw+PHjQUFBHTp0oB0QAEQJgx0AAN+ysrK6dev2/v37lStXtmnTJnv5gwcPxo8f36tXr9DQUHt7e4oJAUCksCsWAIBvgYGBT58+HTt2bM6pjhBSq1atBQsWpKSkrFmzhlY2ABA1DHYAAHz7559/CCFdu3bN+1CTJk3s7Ow0TwAAKCoMdgAAfIuKijI1NbW0tMz7EMMw5cuXj4qK4j8VAOgBDHYAAHwzNzfPyMhQKBT5Pvrhw4dSpUrxHAkA9AMGOwAAvn3zzTcqlerixYt5H4qIiAgLC/vmm2/4TwUAegCDHQAA3/r162dqarp8+fLY2NicyzMzM+fOnUsIGTFiBKVoACBuuNwJAADf7O3t16xZM2zYMC8vrwEDBjRo0EBzHbtdu3a9evVq4sSJHh4etDMCgChhsAMAoGDIkCHm5uYTJ0783//+l73QwsJixYoVkyZNohgMAEQNgx0AAB1eXl6dO3c+d+7cw4cPVSpV5cqVW7VqhdMmAOBrYLADAKBGLpe3bt26devWtIMAgJ7AyRMAAAAAegKDHQAAAICewGAHAAAAoCcw2AEAAADoCQx2AAAAAHoCgx0AAACAnsBgBwAAAKAnMNgBAAAA6AkMdgAAAAB6AoMdAAAAgJ7AYAcAAACgJzDYAQAAAOgJDHYAAAAAegKDHQAAAICekNEOIBqhoaFGRka0UwAAAABloaGhtCMUCIPdlxkYGBBChg4dSjsIAAAACIVmPBAaDHZf1q9fP6VSmZ6eTjsIAAAACIKxsXG/fv1op8gHw7Is7QwAAAAAoAM4eQIAAABAT2CwAwAAANATGOwAAAAA9AQGOwAAAAA9gcEOAAAAQE9gsAPgyZuzwWraGQBAUFALoHMY7ECURNeG74LnVW3dqtHozeKKDSAu4moG1AJwAYMdiI8Y29DG3atdpVI31g8TV2yxUKY/P/UmlXYKoEx0zYBa4FSJrQUMdiA+YmxDA7Oa++5d7upsLvzYomtDVpU8sEHDTm5Nj79OIWzW8fNvaScCOkTXDKgF7pToWmAB8shK+5CuUtNOUZis5Iddnc0JIe6jNqloh9Ge8GOrlR/6VLeUm9c9Fp7MqjOPnYuknUgr51f1JYTIzev6eFWVysuFpCpoJ9JPaAYuCD8zakFcMNjxQfht+B/1af9p37pYEkJkJratBvo+SMqkHalAwm/DvOIenN7y+0SGYYQcW6RteG5lD82X1TYBD2ln0Yp4aoFFM3AKtcAd0dWCTmCw45SY2pBl2S1D6hNCrGs1GzR8kGdNS0KISVnP05EptHPlTxRtmINq41QvQwkjMy1dtoyppmsEG1uMbejfrwYjMdase46FJ9OOUwiR1QKLZuAQaoFb4qkFXcJgxyFxtWH01cmEkJrDN2aoWZZlU6NO2hpIzSp0uJ0owLWOmNpQI+T39oSQ2iN/i8lSsazqwZmtDW2MBRtbZG2ozjx5Jepp0Ix5R8KytysINra4aoFFM3AJtcAhUdWCbmGw44qo2pBlWXbfd+Wkcrt4hZpl2bSY8x42xpq07x/tbT/yFO10nxF4Gz7dP7PREH/F5zvZ2lgaGVo0S1J+WpqZeOc7C0PhxP5IhG24aUBNiaz00tNvNH8VcmzR1QKLZtAR1ALPRFQLOofBjisiakON+ZUsDC082c/TsizrXb6UgUl1isHyFqKg21CtGFzTihBS56ffc2RWMgxjUWlhrufG3JwmtI0KYmzDN6eXlJZJCo6tOiGYY71FVwusUJtBZHMSaoF3IqoFncNgxxVhtmEhTrSvyDDMknOHcqZlWfaEZ3lGIqd2jHc+hSj0NlSkPe1dzTJXiTe1MJTKyzxO+/yIY7XC2UhmXtVGZlz5zPsM/qPmJdI2LDC2WfWRPepLZKVvJGfRTaghulpghdkMIpyTUAv8E0st6BwGO64IsQ3zCD3zp6/3ON8Fvz1PUSQ+XaU53DhnWrUyqYu1cany4yiGzFuIwm/DvJmvTvuGEGLfcl5Wjv/3itRH5jJJ67+fX3jxgVbUvMTRhurcJ+XlF7uflGEYRtp7yXne8+VPdLXAsqwwm0GMcxJqgXPirAWdw2DHFWG2YQ6q9ePbkP+4TzjFsuz+CQ0JIUZW9QLOhCjUbEb8k6mdnRlGOu/CO7pZcxWiKNowV2a18sOgyhaEEKc2Ex68S2VZVpEaNqu9AyMxPEV7DBVfG6ozV/Sp3mpaUK7Fb04tMpQwOWO/u33hUkg07/kKJMZaYIXaDGKck1ALHBJtLegcBjtdyvVNV5htqHFzZQdCSOMRq+49fbTnf3/895VXdWjZMFOphBAiN7eUMoxEZjFqtQA+sZ8XYpZCwG2YQ64Sz4i/PrBRWUIIIzGoWrNqGVMDhpH1WnGFckoRtmFWyv1WZU0JIXljX17clBCSMzZ14q8FVrDNIKY56T+oBY6IqxY4hcFOV/L9pivQNlRlvrWTS+3cF2YfcZLw5MyUIV7u3zQZMm9n1N1/Vv8yqduPvSZMn3fiyXuaQT+XsxBT4gTZhnnkXvGo0vYsm9GxiZtdhcqNW3Xedv417YBibcOM+Kv5xlakPTVgGFO5VF7KPV5B/dBz/akFhZqNuyfEZhDHnPQ51AJHRFILnMNgpxsFf9MVYhumRPoRQur63mJZVpUZs97Hy1DCMIyBsYQhhLRd+5h2wAJ9tt1OKbg2ZFn21r6FzdzdrE0MXRu0nLhwT7oq/4OBBEWkbZhvbGXGKwOG2Xrv0B+P6H/WUAv8EP6chFrgjfBrgQcY7HTgi990hSMt+vLx18mKtNBycqlUbtepX09nczkh5Lu+s66+SEoOP2smlVhV2UQ75ieiKkT1hqGNCSGlnOu2auNpLZcSQso1HnwrMVPAmT8SRRvmfTNkx27ps0ehZll11qafqsqMnROV9H/LqAXuoBb4gVoQKQx2xadpQ1ZM33RVXuXN5OZ1H6YqHm/xtpBJCCFO33bfGfxc87AiLdRMKqnURSDX0xJZIYYfGUQIqTliXbJSzbKsIuXVjC5VCSEWLr3eK9Q5MwvhS67Y2rDAN0N2bNsa3zasZkMI6bOe5v2OUAscQy1wCLWgH3HWl/kAABnuSURBVDDYFdunNhTJN11Vxvt/CCEVO67UfCIzk6Jfvvt0eUm1KnVhx4oSqem2N4K45qS4CpFl2fnOpQ1Many+b0K1uK0DIcRjxX32vx1GHeYeoZXwP+Jrw8LfDBnx14Y0dyaEmNnXmLXjGtWkqAVuoRY4g1rQHxjsiid3Gwr9m646c0Wf6p1mLSKE7IhOzflIcvixpm4tZi9Y1LNxOUJIT/+7tDLmIp5C/OgHa2Njm665FirSn5WTS83KDtP8VZUVz3uu3MTYhl98M7Asm5WaRHtdjlrgHGqBI6gFfYLBrugKaEMhf9NVZUYMqm2tOTVvdfhnF3MKGt1Ms1xqWGbGjpu0EuYllkLM5udmzTDSnS9zXytrdkVzuVl9KpHyJcY21ObNQBlqgReoBY6gFvQJBrsiK6QNWQF+01VnnrwSxbKsMv2lJrZN/XHJnx8eEX736vEjZ6PTlZQi5k8UhXjrT7/B3b5v0e5H70U7H531JoSYlu34PMeF75UZ4TVNDSxdF1EMmYsY21D4bwbUAj+E/05gUQt8EcWbgQoMdkWhRRsK7Ztuzps3Z8eu0ntFphCOfC3Uu/MThF2I6oDhTQkhMhM7C7mUkcinn3zze+8qhBCzCi2DrjxXs2xWcui0HyowDDPrqiAu4KkhljaMe34zMOjwrdcprMDfDKgFHgn6ncCyqAWuiaYWqMJgVwRatqGgvunmuglMduzqfQRX4jm/5iYo1CzLCrkQXx7oSwipN2bdB6ValRVz7MQLlmXVqpT1EztKGIYQUqqsnZFUIpGaDlkWTDus0Nvw6f6Z9fut/PSGVCs2TPr4a5QaWE/cdpcV8JsBtcAp1AJ3UAv6CoNdEYioDXMSQ+x8vuayAi5ElmV9K5oblW71Ifc5/6ptE/ueOrLDZ2Sf7xq37DfM+8C9OJ6DibANlaPq2eR8Q95c0IIQ0rTvON9JQ2wNpAwjG7vlrmDfDGL4fOVDDLFRCzqDWihRMNgVjRja8Ms3b84ZWwgbEPL9mpvt2endFAuxIK1KG1lUmp9rYczNUYSQOj7XqURiWVakbZjzDZmhVtczk9eZcELz0PuQPZWNZZrYrFDfDKgFLqAWdAe1ULJgsPsSsbWhljdv1sQWyEUBCvmaG0Z111V6zLWpw3tULWNqWc7J44ex16LSsh9aXLm0RFb6cmJmzuerVSnl5NLSLr/xnvQTkbbhp9i9FhFCTiZ8umX7+0efxRYE1AL3UAs6hFooUTDYFUrwbajMiD57cPvMydOWrPI/djOSLcrNm9UKvm8IU1AhCvNrbviJ1VVMDRjGoHojDzdnK0KIY0e/7EdfHe5LCLGuNSopx4pHlRlpYyB1aEl5vSj8Nsz3nZAdmxAyJeSzK1YIJPZHqAWdQi3wA7VQcmCw+0RcbciybPT13Y3LmpAcGvZcoRbqzZsLKUQBfs1NebPf1kBq7tT2+LNElmVZteKo/9r3OW9UpFZM8yhLCCnT6KcbESksyyrTw+d0dmQkRuufJlLJnJOQ27CQd0J2bCu3UblOLM2Ovfk1r1eAQy1wCrXAJ9RCCYHB7iNxtSHLstFXV5hIJTLDCpMXrz9z5uR2P9/GVeru+e+uzEK7eXPhhSi8r7nqgZXMDUzdridlFvIkZcbrGd1rEUIYiUGNerUdLOSMxHDACgqXZS/8m66g2vCLq8bs2NXyHKD2/tGeAfOP85kWtcAp1AKnUAslFgY7lhVbG7Isq8p8W8vUQG5W99TLAj+BQrp585cKUWBfc1PebSKE1JqUu4sVaeHblvt83/Rbt9rf/TTpt3dZKpZlz29f+VO376u7uXfqOeiP61H8p9Xmm65g2lC7VaMwTj5ALXAMtcAh1EJJhsFOdG3Isiz7dEcrQsjQM5EFPSEz6Y7fxSiB3LxZm0IcMHby4M41hfA1l2XZhNBBhJBGv4d8WqRWnNo4u3ppQ0KIRGYmYxhCiE09b+o32NH+m64Q2lD7VSP12KgFrqEWuINaKOEw2ImsDTX2NSjDSOSfHduRgzLzTYeKpeRm9d9lqYRw82btC/Ff2l9zNdLjDhBCDM2/vRmXoValXjy4oUs9O0KI1MBm+OJ98Rmq9JgbbW2MCSG+YXSPmxHZN90irRrpnliKWuAaaoEzqIWSDoOdyNpQY52rJSMxSFMV9HFUTahmSQhpvfuZ5u90b94snkL8ZFVrB0KI1NDa0cqQEMIwTOPe0268+3Rdg8jgzoSQVodfUQxZvG+6FNuwqO8EiieWoha4hlrgCGoBMNiJrA01/uniRAiZF1rgcTwJj2YSQuzq/sFnqkKIohBzUma+8e3V0FDCEEJqfd9/76XXuZ4QurkZIWT8kwQq8TSK8U2XehsW9Z1A5cRSFrXAC9QCF1ALgMFOfG3IsmzU5RGEENsGswrYoMAq0p8RQixd1/GbK0eAtGd/v07J/qsoCjGvrOTohOR8dmcoUh97Whgamn+XTOloKo2iftMVQhuK5Z2AWuACaoEHqAXAYCeCNsyHKr2TnQkhpPnc4HwfT3i8gBDiNoHOjiG18kOf6pZy87rHwpNZdeaxcx8PVBJ4IRYi/tmnQsn6EDL8G1tGYrj8agz/SXKtGkW3zUND+O8E1ILOoRa4g1qAnEriYJfrMyDwNixI3J2VxhKGYaTDV5/Mfc+dzLed7U0lstIn4tPphGPZ86v6EkLk5nV9vKpK5eVCUj+7BZNwCjGXW/sWNnN3szYxdG3QcuLCPekqlmXZp/tnGssMvaYu3X/81KaVc76xNmIYaa/lV/iPl3fVKPZvuoJ6J3zWDKgFDqAWuIBagFxK3GCX77dGgbdhQR5sGWXAMIQQN6+ZZ++Eaxa+ubbnexdzQkgf/9t0451b2YMQQghpE/DZeYLCKcTPqTcMbUwIKeVct1UbT2u5lBBSrvHgW4mZ93bPKCOXkv8YmFZecfQprZT5rhqF/01X4KtGNr9mQC1wAbXABdQC5FTiBju2gM+AwNuQLeAz8Ozwkmrmck2zlK5QydpMTghhJEYj15ylnZf171eDkRhrftXHwj9dDExQhZgt/MggQkjNEes0ZadIeTWjS1VCiIVLr/cKdUb8o/27tyz5de7Wg//GZ1I+Sr6gVSMr0G+64lg1svk1g/Brgc2vGVALuoJa4IxoakGMSuJgxxbwGRBwGxb4GWBZVpHyYtPiyS0b1SlrV6aic63uQ6aeeRz/xVfkwdOgGfOOhGWvLHOWuKAKUWO+c2kDkxqf3wZKtbitAyHEY8V9arHyU9CqUZjfdEW0amTzawYB1wJbSDOgFnQCtcARcdWC6JTQwa6gz4Aw27DwzwDtdPmIf3H7wMHj9yJSNX/Nt8TpUb0OuXr82LHz99/kXPqDtbGxTddcT1WkPysnl5qVHcZjvC8raNUozG+6Ilo1sgU0gzBrgRVbM6AWOIVagGwldLAr5FujAInqM6DcOPkHCcMQQqQGtpO23dUs/fxXrTpxrsAL+nMq6uq2trVsszvOurL76Dmb4hVqlmX93KwZRrrz5Ydc/2R2RXO5WX0aYfPxxVUj1W+6ol81smgGrqAWOIRagFxK3GCHb42curestWHpuiu2Be36fUZFQxnDyMZu+bzEzaqP7FFfIit9IzmL52xP988sJZUwEnm7vkMmT589qGNDuYQhhJg7tw2OTH13fgIhxLRsx+dpn87UU2aE1zQ1sHRdxHPU/GDVyC0BN0P+tcCKpxlQC5xBLUA+StRgh88Ap5Qsy35vafS/kI8H6r5/tKeyca4S7ydlGIaR9l5ynudwT/fPNJYwxjZN9lx7l70wOfxCdzdLQoi8VK1T71J/712FEGJWoWXQledqls1KDp32QwWGYWZdjeY5bV5YNXJJuM1QSC2w4mgG1AKHUAuQrxI02OEzwCF15oo+1TvOPWpfyinn4rwl/u72hUshfBfif/XtcS4mLddDqqzYX7o5E0JMy7Z7m/Fh/cSOmhV8qbJ2RlKJRGo6ZFkwz2nzwKqRW4JthsJrgWVZoTcDaoFDqAUoUAkZ7PAZ4JYqM0JzM2lCyK6o1JwP5f1V80zz6zUwdctb3xpqRcLg6paEkFrjzrAs++z0bp+Rfb5r3LLfMO8D9+L4DZs3HFaNnBJuM2hTCyzLCrkZUAtcQS1AoUrAYIfPAC80N5MmhNg2+Dnt88Nzs3/VKx5TuNB5yO6JcgnDMJKh664X9JyM95ftDaVSeZlXGUo+s30RVo0cEnAzaFkL77JUalWKkJsBtcAF1AIUTv8HO3wGOKVWJL15G6055ie7xKv3WZH5+cUW3j/a08d3H63rEWlT4v8MrEIIGfFQEL/VnLBq5Ihgm6GotcAKrxlQC1xDLUAh9H+wY/EZ4Ir6+MqRzqUNCSFl3Hucj0ljCy1xur74q448344Q8v3xcJ6DFQSrRh4IsxlQC7xBLXBB7LWgB/R5sMNnQIcy8lzvdOuQBoQQC9dWvTrWIYQY23iIusTvL3cnhIwKEcKFZ7Fq5FDOWmCF2gyoBe5kJb+9ePrsvdBwzf9Z1AIXRFcLekZfBzt8BnTp6f6ZlZos/GzJ9n6EEPfx65OUapZlt7StUFCJU9meoEh7NmHw4g95bnFd0K9amfHSw8LQwKT6uyy+1+NiXDXmIupVIyvUXyxqQedUWbGrRrc2lDCa/e+VWgy5FJvOoha4IZ5a0EP6MNjhM8ApZeYbzR1pvP+JyF7Y2drY2LpLlpplWVat/NDZ1sTGvVb2r1qt/JCW9nJQbesOc49QyRx7ewohpFKH2drMdqqsmPGNyxBChu3k+047ols1FkTUq0ZWMM0goo1J4qsFdcbPDWwZRtpqwLglC30717EmhFi4DNJ8jlALXy/Xu5cVZC2UEKIf7ET3GRDRxqRsV+Y1IYQYWnhE/5ehvKHUxKa7ZtV5eEI9eamGL9KVB6fUJ4QYWdXr6Vmh9rBjasV7WoFZVt2ytJE2s50qK8a7aVlCSIe5x3iOKL5VY8HvXlbkq0aWdjOIaGNSNnHVwq35zQghw/aEaP6qVqVNqm1NCFn+5uOdRVALxVbQu5cVWC2UHOIe7MT4GRDLxqSc1MrknuXNCCH1pgZrluzycrauPSgmSxV5ZgbDML7n37Esq8qKljIMIUReynnZtRiqgT/UMDH42DKF/qob17UihNB6M4hr1cgW+u5lRb5qzFR/nO0ovBnEszHps9SiqoUOVsYmtr1zLok8144Q0vlebPYS1EJxFPruZQVTCyWKuAc7VnSfAZYVxcakvN4/WWvAMBKp2YGoVJZlFWmPX6YrWbXie0ujCm23aJ6TkXiWEHLw+Yso2mfqXV3SihDSbsbmrs7mhf+qKdY3K7ZVI8uyhb97WZGvGlmWpdIMYtmYlJeIasHN1MDQvEnO/fMRwe0JIROeffZ/HLVQVF9897KCqYWSQ/SDnbg+A6xINiY93T/Ta9L/wnPcp4hl2aOjaxJCbOvNyk6cFvMHIaT5ny80f13f09nIsg39gybUGW3LmGh+b1nJDwuf7TrPPUoj4iciWjWyWrx7Wawai04sG5NEXQubGpUlhHRacyd7yWkvZ0Zi8CxdkeuZqIUi0ebdywqjFkoO0Q92rKg+A6wYNiZ9eOVnLGEIIXKLqjPWHc8+llyV+c6ztBEhZNjRjyfiZSXfkjKMoUVD/937RrerQggZc4jXc/TSY65NHd6jahlTy3JOHj+MvRb18XiprA9vsp9T+GzHM1GvGlnt3r0sVo1FJIqNSSKqBTa/Zkh+s8tcJqk7ZNt/T1F7WBiaO87M/idZKSGD2gx7lpZ7zuOBqGtBy3cvK4xaKCHEN9iJ+jMgio1JakW8ZnebhlXNdlv++XgoT9Sl2YQQeamGbzI/rghPze4mYxhCiERmPs7vLJ85w0+srmJqwDAG1Rt5uDlbEUIcO/rl+0yBzHbiWjXmQ+t3L/9EXQui2JgkllpgC26G8BMnsuePjISThJBvf3uo+WtWSkhXFwtCSI9NT3hOK/Za0P7dC7wR2WAn9s8AK+CNSTlFnB5LCLGsNmBG36aa21DW7Tz+/IsPLMtu7laJEOI2/u/sJ0fdvXgw8PDT6NSCX0/3Ut7stzWQmju1Pf4skWVZVq046r/2fZ4rXGQTwq9aRKtGcW0KFXstCHljUk7CrwVW62aIutqDEDLnVRKbY6qjsilU7LUglndviSKywU5EnwG24LVjTsJZO+Yyq64NIWTerdiIK396NbQnhEikZj0mr3kee6+mqQEjMdqT49hY3qkHVjI3MHW7npSp/b/J/lUPPvaau2SFE8WqUXSbQvWgFoS5MSkvYdcCq30zhKxpRAj5MzaN7lSnIfZaEMu7t+QQ2WDHiuQzwIpt7fj80NL9t6NzLkmJ2GMoYUzL9UxTsSyrOrdjQV07Y0KI3KJa33blCSFWNSfR2oeV8m4TIaTWpGu5livSwrct9/m+6bdutb/7adJveS/xlZX8cMayv1mqBL5qFOOmUFa/akE4G5PEVQtsUZoh/FhrQkjH7UepT3UaelMLwnn3lmTiG+xYwX8G2K9YO1LZmPTyr1nGEoaRGHad9HtU5qdaPjKsKiGkfcAjzV9VmdGbZg+yNpBmbxrpHxjGf1qWZRNCBxFCGv0e8mmRWnFq4+zqpQ0JIRKZmWaTjE09b+qHT4lt1SjWTaGsHtWCQDYmia4W2KI0Q3rSBWPpxwvq8v/r1eNaEMi7t4QTwWAnts8AW+y1I62NSRlx92f1a8IwDCHE1L6R//HHmuWKtNCqJgYy48qPcxwekfr2xrTejTVP/mH+JSqB0+MOEEIMzb+9GZehVqVePLihSz07QojUwGb44n3xGar0mBttbYwJIb5hiVQSaohu1SiiTaF6XAsC2Zgkulpgi9gMZ32bUvn16nctCOTdW8IJfbAT3WeA/Yq1I10vz21vV8NS89tr1GdWSGImy7KPN/1ACKky+FCuJ7++tHfykpM0Yn60qrUDIURqaO1oZUgIYRimce9pN959OooxMrgzIaTV4VcUQ4pu1SiWTaH6XQuZVDcm5SKuWmCL1AzqzIA1//CfUL9rQVDv3hJL6IOd6D4DrHjWjnmpVWn7V3qXN5QSQgxMXWZv+Velyuhb3oyRGO6ivRsrF2XmG99eDTV3J6z1ff+9l3LvBAzd3IwQMv5JApV4OYlo1SiWTaF6Xwu0NiZly3lDdxHVAiueZtDjWqD+7gWhD3YaIvoMsOJZOxZ0Q/f0uHsz+zbW/LadWgwJOjCdEGJTZwaVkIXLSo5OSM5nx5Yi9bGnhaGh+XfJwjjRWESrRlFsCtXQ51qgtDGJLfiG7iKqBVbAzSDSiblotUDv3Qsa4hjsWFF9BliRrB0Lv6F7WPC2ttVLE0IkstIWMgkhZMypiLxPE4j4Z5++f2d9CBn+jS0jMVx+lc5NokQ9MQt/g4dIV42sKGrhSzd0F1ctsEJqBlFPzMKvhf+3d/egdVZhHMAbtR/SRStScI6jiCCog2A7OFhwEqujsy5iBa2g0MGP2O4OpU4VBaOLFnFyKCqCih1aaHWQTiJNQcUaSzwOEZQ2wfPe3Pc9z3n4/aZkewk5/+efc+/Nw38FLXZdj8bSzTH4n4Xuf639/v7RZ+7Y+c9blHbdsv+3tRAXYNc4v3z45pt2Pvb8G8unPj1+7OV7b9u1sHDjwTe/aPU8CRpzzAuPrkdj6SEWaha69xILJVQypGjMMWOB6wUtdglGYwl/DGoWupdSrvz87QtPPBD5PRPfnXxx745/3yC/fffi0Y/ON32iJI25RLrwyDEaS+xYqFzoXnqIhRIpGZI15kCxwEaCFrtMo7FEPQaVC93XXfzqzJTPNtQfl84unzzx+pFX3v7ws0urjT+UkqYxB7rwSDcaS8hYqF/ovi54LJQwyZCpMYeKBTYUtNilGY0l7DEIvNC9d2kac5wLj5JrNJaosWCh+0gyNeZQscCGgha7NKOxBDgGfS10716uxhzkwqPkGo0lQCyUjZLBQveRJGvMcWKBDYUsdrlGY2l6DPpaWZuDxjyGZKOxtJ6OmyWDhe5j0JiZUshiZzTOSacL3Xux2VXoNfxU58JonKPKZLDQfQabxYLGzGTaF7ua6Wg0zqTjhe7x1V+FFr/Aw20YC0bjnNQmg4XuQ1XGgsbMqBoXOy8Ujqejhe7dGXoVWjTmIWpiwWicWX0yWOg+SH0saMyMqmWxm/mFQqOxRr8ra8Ob5Sq0aMx1KmPBaJxZfTJcsdB9gAGxoDEzqobFbsYXCo3GSr2srO3OzFehVKiNBaNxZoOSwUL3SoNiYVVjZkzNip3pOIEOdlN2yFXoeOpjwWjcigHJYKF7naGxoDEznmbFznScQPzdlD1yFTqeQbFgNM5MMszd4FjQmBlNs2JnOk4m8m7KTrkKHcmwWDAat0YyzJdYIIiWH55wDCYWcDdlp1x4jEcsTE8yzIVYIIiWxc4xmFLM3ZRdc+ExBrEwMckwX2KB5tr/g2LHYBoRdlNm5cJj7sTCZCTDSMQCrSyUUrbFsPL95T2Lt65/ffXXs0/vf+j4N78sfX7x0H23t32wNFZXzn38yZcXfvhx7137Hn3kwT07bmj9RBlc+OCluw8eO/DskSf33XP53Om3Xl36euXq40un3z10f+tHy0AsTEAyzJ1YoKEoxc4xoFNn3jn88FNLP/25tv7t9t2Lr7136rkDd7Z9qhzEAp0SCzQUpdg5BvTLhcdIxAL9Egu0EqXYbXMMgOuIBYBBAhU7AAC2wp+/AABJKHYAAEkodgAASSh2AABJKHYAAEkodgAASSh2AABJKHYAAEkodgAASSh2AABJKHYAAEkodgAASSh2AABJKHYAAEkodgAASSh2AABJKHYAAEkodgAASSh2AABJKHYAAEkodgAASSh2AABJKHYAAEkodgAASSh2AABJ/A27RTCFxtpiaQAAAABJRU5ErkJggg==" }, "execution_count": 10, "metadata": { }, "output_type": "execute_result" }, { "data": { "image/png": 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" }, "execution_count": 10, "metadata": { }, "output_type": "execute_result" }, { "data": { "image/png": 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FJpM9sLyyshIAoFQq9VEUBBkZmCMIGj6YI8gwGVljl5qaOnv27IEe3bVr1/bt20ezHshw8JQKHgYFSER9F2IEYI4gaPhgjiDDZGSNXWJiYnJy8sOfkLZt25abm+vo6KiXqqARIlQpu2TSPoWsVyHjKuRchZyrlHMV8n6FnKdU9CvlfKVCoFTwVUqBUgEAADYk8M1H+q7aCMAcQdDwwRxBhsnIGjsMBpOUlPTw8qNHj+bm5qLRcFo+I9Mpk7RLxXdlkjtScadcelcq6ZJLOmXSDpmkVyGTqdUDvZCEwbJweAYOb0uieOPwDCyegcPXl5ffPHYehE4czR/BGMEcQdDwwRxB3XLpXe1eTCrpkEk6ZZK7Mkm3XNohk9y1I4PN6/VSlZE1dpCR6pBJmsTCRrHgtljYLBG2SEStElG7VCzXPNi6ETEYSwLJlkQJZJhZEIgWBKIlgWSGJ5rhCWw8gY0jsPEEFp5AQGMe3sr/pRfdzMwflR8IgiAIGit65LJGsUC7C7stEbZIRG0SUatU9PDRBzwabUEgWRFIFC6/KrcYxD2i9R9psLGDdEysUtWKeNVCXpWgv14kqBfx60R8ifo/c3UycXhHMm2Kla09iWpHotiSKLZEModItiFRmDi8viqHoDGuWy6tEvAyqVgQFqjvWiBIPxQaTY2QVy3k1Qh5tSJenZDfIBbwtaN9/kHH4R1IlIkWtvYkig2J7ECicohkWxLFikgyx/89zvv//u//1p29At7/bPR/BNjYQcPVJBYW83pL+dwKAbeMz70tEWoQRPsQBoVyIFNjza3dKHRXKt2FQncm0xzJVAbs3gyYMDWfa3kJb2uJs7PE21mh8Dh9VwSNCIVGUyHgFvP6ygXccj63jM/tVcgAAICFB0vm67s6CBol7VJxMa+vjN9XyueWC7gNIoEK0WgfQgFgT6aOY1m4UmhuFIYLheZMoTmRaWw8Qb81Px5s7KAn1i4V5/X35HG78/t7ini9vH8+yuDQaA8qY6Gtsw+N5U1netNY7lT6I8+ZQoZMLRKLMor//gaNwlmy8Q4cvCMH78jB21ujsPAPaqzUCFIp6M/r787j9hTweioF/QrN3zswOg7vR2fNozl505l112/u+HgLuDhBv9VC0AjplktzuT15/d2F/b2FvN5uuVS7HINCuVLoc2wcfWgsXzrLk8bwoDLIGONrk4yvYmj0aRCkXMC92duR3ded2dfZJhVrl1OxuGCmWTDDPJhpFsQ086Gx8HC8sPFjJiXYLl+lvNOtaOtStHUq2jrFeRXivAoAAAqLwTtwCC62BFd7gqsdmkLSd7HQIMQqVTa3K6OvM7OvK5fbLVT9PbmaHYkyzco+hGkexDQLoLOdKbR7L/m/CzeAUKyneiFI9xAAqgX9GX3aIHQ2iYXa5SQMNoDBXmDrHMw0C2SY+dJZxtjGPcyAfga1rIerYVmQDaikMa5K0H+t586N7rvpfZ1chRwAgEahfGmsGdYOEWzLMJaFN42JQaH0XSb0HzrJEYZOwdCdid7O2m81YqmitUPe3KG4fUd++468qR1cywUoFM7GgujuQPRyIrg7oonw9LqhkGvUWX1d17rvpPV25Pf3KDUaAAAFiw1jWYxnW4WzLcNYFjZEsr7LNGhwf2QCGkSCaz13UnvupvV03Dss50VjLnP0iGBbRrAs/RksLMoED0bo8V2rPrftg1+T88z8Jm3/4f09L8/55vANnhoX8fwn5/Z+bI41wd+1UeApFVe72y92tl3qau+QSQAAODR6HNMi3oITZ24dzbaiw+FxhmU0coSmkIjeLkRvFwAAQICys1fe2Carb5XXtwrTCoRpBQCNJjjbkHxcib6ueDsrALt9fagX8VM62y52taX3dmovV2LhCNOt7OPNObHm1sFMM5Pch+kI3B+ZCLFKdbW7/VJX+5Xu9ttiIQAAjUIFMcxedHCLM+eMZ1tZEEx/Enu9NXbFWyfNWZ89PjG+9cg3npl7hPWUT77bYalu+e6Tz6fYxBdtidVXYWNTk1h4tqM5uaMlo7dLO27Un85+zs51oqVNvDmHioXD5w2UHnKEAjiOOY5jTo0JBgAou/pkNc2ymtvyulZ5Yzs4dxPDoJL83EiBHkQPRxQOHvAYWWoEyerrOtvRktzRUi/iAwCIGEyMmfUkS9tJlrbBDDM0PKY+BCORI+GtImFgASnAHctm6Lxg6AF3ZZIzd5uTO1rSejq0s2i5Uemvu/hMsbSNt+CwcAZ9rYPODf5v9+WPvl+5cnmkG0u3G37li6ygzzIzNo6Tdp8mWz0Td6D+sxfdAAAx6Guhn74FthQPugZo+GqF/ON3mo7faSrjcwEAZAx2FsdhupX9dGt7exJF39WZFFPNEc7KDGdlRosPRdQaeWObrLJJWtkgyiwRZZagCHiSnys5xJvk6wo7PN1SI0hqz93jd5pO323ukcsAAPYkymvO3jOsHSZY2FCwJvvbNqIcqft4/cev9h+/inewJgd7kYO9sBY6LhtqkYiOtTeduns7l9uNAEBAY+ItOLOsHWZaO7jcN2x0rBk8/5d//nD3lve8Y+etWLFy6eJp5njdHJSul6oixlsDAAisaAAA2/fvzzTsUJZKlqWTTUADaZOK/2pr+KutQdvPmeOJK50853CcJlnakExi6KgBMvkcoTBooocj0cOROS9R1dMvKa2VltZLimokhdUoAp4c4E4O8yV5OwN4ec0wIABk9XUdams4cadJ28/509mvOfvMsXEMZZrru7rRYEQ5YsyON584S1paJy2r551N451NwztwKGE+5FAfDIOqk7LHrG659Eh745G2phxuFwIAA4d/zt51no3TdCt7eH4JDKWxa+7vvnHy0P59+zesmPXhak7SC8tWrlwxM8J1mBv+wN/suzc/vbxzZcfV/wEACj46KE15m4gI924opTuvHubKoUcSq1Qn7jTta6271dupQRAzPPEVZ6+Fti6JFjbwGoiRNqZyhLVg0SdF0idFqnlCSUmtpLBaXFApzq/E0MjkUB9KVADezkpftRmp22Lhvta6g6312gv6/OisN119F9q6eNGY+i5tVBlRjlAYDDnQgxzogajUstpmSXGNtKSu/+T1/tM3iB5OlEh/cpAnPJL9RGRq9dmOlgOt9Ze72lWIhobFPW/v9qyd61QrOzghw38gQybprNz2+iTtqyx94j/dcU0z9Bc/RNyRHGFJAgCgsfT/HfvFGo/BM6wtaTgMzuLnmv4nXdv8+fMBANu3bx9GRaYsl9u9qvAW7execHIn6cyeRbnXzt5tlqvV+q5Lx7Zv3w4AyMjI0HchjzM2c6Ts5fEvZt79/PeW1ZtbVm/u+HqPIK1ALZHpfEMmRqZWHWqtn5h+AX3qD3Byp23KoffLc0p5fSO6UZijEcqRRqEUF9f0/H6i9a0tLas3t727re/wRXlb5zAKHyvK+dy3SrLY5/aDkztxp3fNyrx0tK1RolLqu67H0WOOhvRxQdJRdeLo0SNHjlzKq8dR7WYsfM5ZUfbDmimn0/aUH176dA0l2Tops7W1KKfCzCfCxYK0Lihg318nG+XmM5e/MdUdDjXVDbFK9Vd7w46m6iJeLwAgjGWxwsnzOTtXeNsuvRjLOcKaMejTxtOnjVc03xVll0oKqvuPXeGdSaWE+VJjQ/D28ADeg5rEwp23q/e01PbIZQQ0ZoGt8wpHz8mWtvBiCOPNEQqHJQd5koM8NSKpOL9CnFMuSi8WpRfjnWxoMcHkcT7wAN4DFBrNiTtNvzZVZfZ1AQB86KxPvIJftHcfC1e2Dsfgb6NnEgLP3SrXYBhxcxbt/GDnwtlxDCwKAPByTHTAW+8D8JRBAgBgCOZh8QnarxnuMWs3xgz6ErVanZKSIpPJHlje3t4OAJBWN2pEUjQVTpoKmiXCXxqrdjXX8JQKOg6/2sXnNRdvfzpb33WNXUaUI80/dyMYCXgnG7aTDWv+JElRtTC9WHuZBcHFjjYhjBzoCdBjvWsBANzouft/DRXnO1s1COJBZXzkGbTEwd0MD/dkAJhKjtBUEi0xjJYYpmjpEGUUiwuq+g5e6D9zgxodRIsLxTDH7qj/ezplkl+bqnferu6SS0kY7DJHj5edvMabwU+AQzJ4Y9eC8/5m96bnFs2wpfznyZyY93b8ofsLJ68vmb2pVZCWlvbIR1NTU2fPnj3Qa6sy8+588jMlwo82IRxnZabz2oxCXn/Pd3Wlp+82qxHEh8762i/8RXs3OJ5U74woRw0NDTqv5wEoPI4SGUCJDFC0dYpuFYnzK3t3ncayGdSEUGp08Nic61ih0fzV1vBDQ3kZn4tBoeZwHNe4+EywtIWt7v1MLEd4Rw7bkcN8ZqI4t1x4s1BwOVtwNZcS6k2bGDFmD2OX8bk/NJQfbmuUa9SuFPp7HgErHD0N/N6shmbwxi7YkRo8b+q9FIk7d73zRcvvv25i+c1b5af7gvoqSgrquAM9mpiYmJyc/PAnpG3btuXm5vpOScBzrEQZJaLMUnKgB31yJN7JRvclGiQEgIudbd/Wld7s7UABMN3afq2r32QrO7hXMBBGlCM3NzfdFzQAvL01+4UZzDkJoowS4a1C3qkbgotZ1LhgWmIYhjZWJtwRqpR/3K75oaG8XSqm4/Bvu/m/6errPIYna3gMk8wRmkSgJYyjxYdKq5qEN/LF+ZXi/EqilxN9chTRy+mpizc6GX2d39SWpnS2IgDEm3PWufnN5jjCsQdP4XGN3c8//wwA2L17N9/Zu4rxd78saj+w64/633/dNEIFLSpqXTTwoxgMJikp6eHlR48ezc3NJTpwrNYukd++I7iSLSmtk5TUEj2dGDNiCG72I1StIdAgyJmOli9riop5fXg0epmjx/vuAT50OGGSoTC6HKFH/foyNJVMnzaeNilCnFchvJYruJwtvJFPjQ6iT4407dNSfKXip8bK7Q0VfQoZh0j+xi/8NWdvBhwC+yimnyMUiuTrSvJ1VbR3Ca/lSoqqu2ua8U42jOnRJF83076by5Wu9k01xRl9nWgUaqGdywcegWNk+p4R8rjGbt26ddovTm5cf/qfhSgUdtzzO3VbBKKSClV4OhGjk7URnG0tXl2g7OwTXM0W51XKfjhIcHdgzIwlujvoZP2GAwHg5J3bn1cXVgj6yRjsOje/99wDbOHEwgbGSHM0+lBYDHV8IDUqQFJWL7iUJUwrEGUUU6ICGdPGm157x1cqvm8o/7GhgqdUuFBoX/uFLXFwJ6CN9W83CsZOjvB2VmbLZjNmxwuu5oizy3p+O463t2LMjCX5u+urpJFzqavti+ribG4XHo1e5eT1gUeAO9WArvoyUo9r7FQqFQCASqVua+h61Vr37ULtlYNbf91xMauys5evAYBmZuMdOfWNtetfnOQx/JXjrM3MXprFmB4juJwlzi3v3n6I6OXEmBVHcLYd/soNwbmO1s+qCkr4fVQs7gOPwHfd/S0J8KoRQ2TUOdIDFEo7+5e0slFwMVOUXiTOKaPGBNOnRpnGyVmRSvljY+XWurJ+pdyDytgeEPWCgxu8i+ugxlqOsGwG+9mpjGnRguu5oltFPTtO4J1smDNjiT4ueqlH5272dmyozM/s6yKgMatdfNZ7BDqQ4bzNujFgY7dv3z4CI3rxPPdr166B5vKc5v88GhkZOcwN1/211vfFn1yjpi9c9aYVm0VA5DxeX2n2tSVTfIqO1H6/aLgTTmphzZnsF2bQp0XzUzLEeRWyrX+S/N2ZcxJwHCM+zJve27m+Ii+b20XGYN9zD/jAIxBe+22wTCNHeqE9LSWrauKduyVMzRdlltAmhNEnR6KJxjqMWqnR/H67elNNcbdc6kKh/RAQ+aKDO5wbfCjGbI4wDCrrmYn0iRGCK9mizJLuX44S3R2YcxONevh4Ea/3o8r8K13tODT6dRefjz2D7OCJJp0asLFbvnw522PP4nnuUVFRDz+KIMgwN7xi9e8erx+r+mXBA8vTNodPe2Xl94vShrn++2HNGGYvzaRPieRfyJAUVbTyZtUAACAASURBVEkrG6iRAYyZsUZ3fqdS0P9hRd75zlY8Gv2Gq+8GzyBrIlnfRUGPY0o50guij4u1t4u0rI537qbgUpYoo5gxLZoaG4LCGtNZSwSAY+1NGyrzG8UCWxJlR3DMCkdPHJwrf8jGeI4wDCpr4WT65Ej+hXRRTnnn1v3kQE/m3ESju/lsi0S0oTL/cHsjAOAlB/f/eYeO5Tu6jpwBG7vTp0/jqSEAgOLiEbmPeLVEGTIr/OHlfrM8Vf+7OBJbxFmZma+Yo5gUwTuTKsoqFRdU0SdF0CdHovBGMBVIt1y6sapwV3OtGtE8Z+f6pe84Vwpd30VBgzO9HOkBCpACPUj+7qLcMv759P4T14Q3C5nzJpADjeNccza36+2ynFxuNxOH/9o3bK2bH7wj85OCOQIAYJg09gszaJMi+Mk3JaW10ooGamwIY3o0mmIEg3AESsWXtcU/NlTKNeoZ1vZb/CL84BV+I2bA/y92dnYAdBcUdI/QhjdGWX+4ZPGf+7+dERdqTiUCAORibknWtf+9ctZq/FcjtFEAAN7B2vKtxbKqpv7TN/gpGaKsUubseEq4HzDUEyIKjWZ7Q/lXtSUCpSLOnLPNP2Icy0LfRUFDZao50gM0ihoVSBnnK0zNF1zO7t15kujuwJw/yZCn+2qViNZX5B1tb8Si0Wvd/D71CobzDD8dmKN7cFZm5i8/I29q7z95XZiaL86rYMyIocWFAEM9AKxGkN3NtZ9WFXTLpSFM8+/8IyZYGPF5ZKMwYGMXFhb2mJcN/9D3mitZpVOnLZ0ZAwBAYwl4lFKm1AAAvBJWZF0a8ZuXE31cOF7OoqwS/vlbfX+eF94qYi+agnfkjPR2n1RKZ9u6sux6Ed+VQt8bGv+MjZO+K4KejGnnaPShcFj6lChKVAD//C1RVmnnt3up0UHMpHhDO2ghU6u/qy/9prZUolYlcRy+84v0pMFr/Z4ezNEDCC521u8tlRRV8c6k9R+/KsooZi2cTPR00nddD8ro63yzJKuE38chkveGxi9xcIfz0o2CARu7/Pz8Ed0whuC4O636q4rUy9nVd+7elQCyjY2NV+S0Cf7WI7rdf6FR1JhgcqgPPyVDdLOg87v91KgA5pwENNUgRq01iYVvlWZd6GylYnHf+IWvc/ODUyEYI9PPkT5gaBT24um0uFDu8aui9GJJUQ0zKZ4aE2Qgx93PdrS8XZZ9Wyz0pjF/DBw/ydJErsTXI5ijR0ABcqgPKcBDcCVbcDWn+8fD5GAv1vyJGJZBjNLpkEnWV+QdbK3HozEfewZ95BkEb4A0agZs7CoqKrRXIeXk5Izc5q39Epf6JY7c+geFJhFY8ydSxwf2H78qyiqVlNYxZydQowP1uIeQa9Tf1pV+XVsqU6tedHDb4hdhA6+QMFpjJEd6gbO1tFr3gqSwqv/UDe6RS6LsUvZz0/AO+twTN0uEb5VmnetoZeDw3wdEvuHiC6+Q0AmYo4GgcFjGzFhKVADv5HVJcY20spExI4Y2IRyF0dsbT40gPzdWflZdKFAqZlo7bA+IcqMaRK85dujtqliDguOYW761WFJU03/yGvfwRXFOGeu5qXg7PYzdudZ9Z3VJZr2I70tn/RoUHWducGeHoScypnKkF+RQH5K/O/9ChjA1r/O7fbTYEEZSPJo02lOiKDWarfVlX9YUS9WqF+zdtvpHwCvWdQjm6PGwbIb5y8/Iqpu4x67yzqSKc8vZi6cTXO1Gv5L8/p7XijOKeL3OFNrBcYlJHFO7L4BR0NtVsQaIHOJF9HHhp6QLUws6t+yjTwhnzIwZtWtme+Syd8tzDrTWU7DYb/0i1rn5wc/6JmAM5mj0ofA45rxESqQ/98gl4c1CSUkta9EUcpDnqBWQze16pSi9QtDvTWP+EhSdCMeG6xrM0VAQvV04G1YJruYILmd1/XCAGh3EnJOIJo/S9TpClXJDZf4vTVUYFOpDz6BPvYLJ8OpvPRnw9z537lztF0FBQQCAztuV1Y1ce58ANxtTHgKMJuJZz0ykRPhz/7oouJYjKalhPzeN6O080tvd31L3bnlun0I209rhl6BoRzgBt6kYmznSCxzH3Grdi+Kcsv7TN3r/OEUKcGc/O3Wk56oUKBUfVub/frsaj0Z/4RO63iMIDz+PjQCYoyFCYTGM6dGUUG/ukcuijBJpaT1r0WRyiPdIb/dcR+uakow2qTjW3HpHUAy8Wbl+Df4/SC27vWamL8fFb8LkOA87VtySz7gqEz/ujbe1tH53CWvhZI1I0v3zkb4D5zVi6Qhtq1kinJp5cVnhTTwafSxi4vnxU2FXZ5LGYI70AAUoUQGcT1+hhPlKy+o7Nv0hSi8GI/ZrPt/Z6nvtxG9NVfHmnNKJ8z/1CoFd3UiDORoKrCXb8s3FZkuTEETTu/tMz+8n1DzhCG2rSy59Nu/67OzLQpXy9+DYm3FJsKvTu8GPlB59aeLOG6iv9p6Z5M+5W37t3dUb40jhFb/PGoXi9AmNoiWMIwd6cA9fEueUyyqbWM9OIQd76XALGgT5qbFyQ1W+RKVa6eS51T+SicPrcP2QQRmjOdIHDI1stmw2JdyPe/gS98glcUGl2QszsJZsHW6iRy5bW5Z1uK2RicP/ERK70snLIC7HHQNgjoYKBSjhfiQfl/4T18T5lR31rcx5E6jjg4BO36kHWuvfLsvpU8jm2zr/FDieA8eVGobBG7v3kltDNhd/vMwfAABCw90FyUHr3wR6CpJarU5JSZHJZA8sb29vBwBoNBrdbg7DolusXiTOq+g/ea1312lykCfruWkYmg7eu3Ui/srCWxl9na4U+s6oWDhho8kbyznSC6KPi/WGVfzkNOGtoo7NuxlJcfTEcIDWwW7tWHvTG6WZPXLZXBunX4Ki4UXrownm6ImgqWSzZbPJYb7cw5e4f12UFFWzn5+BNdPB+et2qfjV4vSUzjZrIvlk5GQ4x6pBGbyxM8ehqW7/jlOhOlNRaN5IlvQ4qamps2fPHujRhoaGkdgoJdyP6O3Sf+yypKhG1tDKXjiFPM7nqdemQZAfGso/rSqUa9Rr3fw2+4bBEaZjAczR6EMT8axFU8ihPn0HL/BO3ZAW17JfmomzMnvqFXbJpauLM07dbbYgEI+ET3zWzkWH1UJDAXP0FEi+rpxPVvFOp4oyizu+2sWam0iNDRnOobs9zbXvlOfwlYqljh4/BESycKN9ETr0eIO3FPs3z49dvfaKy4+xXpbd1bfWvJIz4YPLo1DZIyUmJiYnJz/8CWnbtm25ublubm4jtF0MjWy+cp4kpKb/6OXevWfJxTVPd+iuXsRfXngzs6/Lg8rYHRoXY2bAs19COgVzpC8EVzvOxyt5524KU/M7v97DSIqjTwh/iokqj7U3rSnJ7FXIFtm5/BwYbUGANwfTA5ijp4MmEtiLp5FDvLmHUrhHL0tKatgvzHyKQ3d3pOKXi9IvdrXZkih/hU2YYW0/EtVCwzRgY4f67z++qQHJ9752T74INkaPYFEDw2AwSUlJDy8/evRobm4ueoRHLpODvYjujtxjlyWF1bKGNvZzU4c+6k47ou7jynyZRv22m/9XvuPgjcDHApgjQ4DCYVnPTCQHe/X9eZ536oa0tM7spVlYi6EO8e5VyNaUZB5rb7IkkE5ETJpvO+KXyUMPgDnSCaKnI2fDyv7TqaKMos7Nu5jzJlKjn2DU3YHW+rdKs3hKxTJHjx8CouCgcIM1YG/x22+/DfQQjuI3MsUYATSVZL5iriTIi3v0cu+u0+RxPuxFUwa9T2WzRLi88GZaT4cblb43NB4eqBs7YI4MB8HZlvPxSt7ZNGFaQcfm3cy5ibS40EH3askdLa8WZ3TKJPNtnX8LioEH6vQC5khXUAQ8+7mp5GBP7sEU7uGLktJasxdmDDorUJdc+mpR+tmOFg6RfDAscaY1nHbYoA3Y2L322muPXC7tOfvHKf2PCdUvcogXwd2h//BFSUGVvL6V/cIMkq/rI5+JALCruebdshyRSrnGxWeLXwQFCw/UjSEwRwYFhcOyFkwiB3n2HTjff+yKtKyO/cJMLPvR9zviKxXryrL3tdSx8YTD4ROes3t0xqFRAHOkW0RPJ+sNK3knr4uySju+2sVaOJkSPmB/fPLO7ddLMnrkshfs3X4MHM/GwxF1hm7wJgNR8XZu/ba4mav9VtR24XR+1Fuvxo1wYYYOQyObvzJfnFfRf+xqz6/HqOMDmfMnoYn/OTTdIZOsLLx1savNgUw9HTl5IrwX+BgGc2Q4CG72nI9X9p++Icoo7ty8i7VgEiUy4IHnXO++s7zwZptUPNPa4Y+QWDiPg4GAOdIVNJHAfmEGKciTeyilb/85aWkde/E0NPU/7/N+pfzNkqxDbQ0WBCIchGBEBm/sLiwLe/1wm7sNtrGH4e0EKmrvLjnw5ShUZhQo4X5ED8e+gxdEWaWy2hazJbMIbn8PJj3a3rS6JIOrkC9z9Pi/gCg6HI4wtsEcGRQUAc9+bho50KPvYErfgQuS0jr28zO0l0NJ1KoPK/J+bqykYnF/hMSuctLl7JXQMMEc6RbJ15WzYRX36GVJYbW8sZ39/HRSgLv2oStd7SuLbrVLxXM4jr+HxFoRBhlxBBmOwUd3fnq2NXp3SWnJIQIjvrzmzrEl7rlp9aNQmbHAMGmWa55jPztVLRR3bT/EO32jTyxenHfjubzrOBT6TNSUvaHxsKuDYI4MkPbemn/fpuLLPySldbnc7pAbp35qrIw155ROnA+7OkMDc6RzaArJfMVc8xVzEI2m5/cT3IMpIrF4TUnmtMyLApVyT2j8magpsKszLoM3dnfkamYAm8iaouk/J9UgEz+Kajr83kiUkpaWVi5QjMSaRxwKUONCOB+tIDjZJBcX+Z7/60h74zM2TuWTFszhOOq7OMggwBwZJjSZaLZstvnKeSqAfHTtUkxacotEtNU/IjV2pjNlZO8zCz0FmKMRQg714WxYRfRxSa+sDEo+9GtTVZSZVWHivOWOHvouDXpigzd2izmU4vXfFvHQcVTV7hahoJmHIMqRKCUxMfHDau5IrHl0yNn0/01wWRbEkKCQH2rEe3kUC3igDvoHzJEha3azmj/J/kdnkqdQmVIhW6NhoJ98ojtoFMAcjRyETt472WthOKsdDz5sFJ+9i3PFwwN1RmnwMXafHPviZPy776e/8dXa0Bhvx3UKvvOzx4a/4aCgoIcXZrw0KYiMBQCUlJQMfxOjKauva2lhWoNIMMHCZqeNL7n+Gu/cTWlFg9mSWbq9SSVkpGCODJMGQbY3VGyoyldpkA1ewe9yMaLSG90//UVLCGPOSUDh4DXshgXmaISUC7hL8tNK+H2hTPO9bqGWrbckGSXKhjazpUl4B46+q4OezOD/tiwi1jb3Lb6tYLglXT5h+3OF2GbtG/OHv+E5nsgXx8rw9MB50/8exVJaWkp1dPMyM7JpohQazcbqwu/qSvFozPaAqLfc/FAAIOuX88/dElzP7fh6zxCny4JMG8yRAWqWCJcV3LzZ2+FBZfw5LiGCbQkAoHk59/15TpiaL6tqMluahHeEezUDAnOkc2oE2VZf9llVoRpBPvMO+cQzGIdGg7UvCK7l8C+kd239kz49hjE1ChjefMvQQIb0eRRLsaR1V6YVcv1mvDbXRgf3DwYAfH60NC7uzWfW/dpv+cqJH16nYVBHjx4N+nLHkQhjmry3lN+3pCCtjM8NY1n8OS7Bi8bULkdhMcx5iaQA974/zw06XRY0RsAcGZRdzTXvlOWIVMo3XH23+IXfu2Uz1pxp9faLguu5/HO3Orf+yZgaRZ8eg8LAvZqhgDnSoUaxYFnBzYy+Ti8a889xCWEsi78fQKPoU6JIvq59+8/xz9+SltebLUnCWT/9fZah0TT4fyu17Paamb4cF78Jk+M87FhxSz7jqhCdbHvimp8a8w5LTnzgErY4865EJ+scNSpEs7m2JDz1TLWQ94VPaFbC7Htd3T3am1RSY4Nltc2dm3eJc8r0UipkCGCODEeHTDIz69LLReksPOFqzIyfAseTH7i/HwpFnxRpvX453taSfzGz67v9yrs9eioW+g+YI11BAPitqSro+qksbtc6N7+iCfP+7er+gbO1tPpgGX1qlKKts/ObPcLreQDRzW8bGlGDN3ZHX5q484bsq71ncgtyT+358s6Jr+PWXNDV5s2DF6U2lq9wKE1wNabbwlQLedFpyRsq8z2ojNyEuZ96hWBRj/5NaqfLslzzLIqA7ztwoWfHCTVfNMrVQoYA5shAHGxt8L16IqWzbZmjR9nE+Y+ZNhxnY2H1/lLGjBjFne7OLXsFV7KBBu7V9AzmSCdaJaKpGSmrSzItCMQbsTN/CIga6N7lKCyGOTvB6p2XMCx6/6nrXdsPqXr7R7la6EkNfir2veTWkM3FHy/zBwCA0HB3QXLQ+jfB77N0VgHJecuZyvjvX998qtKHauiXkaoR5IeG8k+rCpQazXqPwM99QglozKCvInq7cD5Z1X/sqjivoqOpnbVwMiXMdxSqhQwHzJHedcmlrxVnnLnbbE0kJ4+bmsQZ/H6XKAyaMTOW5O/W9+d53tk0SWmd2ZJZOCt4QkpvYI6GCQFgT3PtO+U5QqXiFWevrf6RNCxu0FcRnG05H63gJd8UphV0fDXU+yxD+jJ4Y2eOQ1Pd/p3PiepMRaF5ui4DPeOd32e8M/jz1Gp1SkqKTCZ7YHl7ezsAQKMZ2ZsG1gh5KwpvZXO7PGmMfaEJkWzLob8WTSKaLU0iB3txD1/s25csKa5hPzcNQ6eMXLWQQYE50q+/2hreKs3uU8gW27v+HBj9RPe7xDtwrNcv519IF1zP7fx6D2NmLH1iBEDD3ZoewBwNR7tU/HJR+qWuNnsS5Vj4xKlWdkN/LQqPYy2YRA706Dtwof/YFWlxDfvFmVjzBwcgQYZg8MZu/+b5savXXnH5MdbLsrv61ppXciZ8cHnkCrq+ZPamVkFaWtojH01NTZ09e/ZAr21oaBihqtQIsrW+7H/VhUqN5l33gE0+oQMduH48UoA7x9WOe+yKpKCqo6GNtWDSY269DJkSmCN96ZBJXi/OONvRYkUgnYyc/IyN01OsBIXDMucmkgI9uAcu8M6kSkpqzV6cieOY67pYaBAwR08HAWBXc8375bl8pWKFk+f3/pGMp5pmleDuwNmwknc2TXirsOOrXcw5CbT4UAAnfTQwA3YnqP/+qaYGJN/72j35ItgYPUIF9VWUFNQNOC1kYmJicnLyw5+Qtm3blpub6+bmNhIllfG5q4pu5ff3eNGYe0LjothWw1kbmkIyXz5HGuLNPXq5b/85SWE1e/E0DBPOcW+aYI70CAFgf0vdO2U5/Ur58/ZuPwZGmeGHNXsFwdnW+qMVfx+6+2YPY3oMbXIkvGB2FMAcDcdtsfDl4vTr3XccyNQj4ROmWdkPZ20oAp61aAop2It78EL/8auSomr2CzPg+ASDMmBj99tvvw30EI4yggeZFhW1Lhr4UQwGk5SU9PDyo0eP5ubmonU90Y5co95cW/J1bQmCgA89gzZ6hRAxg4+oGwpSoAfHzb7/5HVxbnnHpj+YcxOoMSFwyILpgTnSl2aJ8NXijCtd7TZE8t5xU3R1cz/toTtykGffwQu8czclRdXsF2fAGVxHGszR01EjyI+NFZ9WFUhUqledvb/1C9fVjcuJ7g6cDau0o+46v97DmB5DmxQBP+QYiAEbu9dee+2BJYJeHs2cORK9B6KSClV4OlE3PZOuZPR1vlqcUSXoD2KY7Q6NC2Hq+LQLmkIyWzKLMs6He/gS98hlcUEVe/F0OFGQiYE5Gn3378xWOXl95x/B1PXN/fBONtYfrhBczhJcye787k9a4jjmrDgUfvBB6NDTgTl6CmV87stFt/L6e9ypjJ3BsQkWOv748feou1Bv7qEUXnKapLCK/cIMOKG3IRhCf40oDmxaaWdGYliwSCyb5V8cUOjokv/aKwdfnhtjZ8nC4SlMMo5hYReZtPLgtTrdrH0YeErFa8UZcTfP3RYLv/INy0ucq/Ou7h6ijwvnk1W0hHHyxvbOr3fzL6QjKvUIbQvSp7GXI70o4vVGpJ55pyyHQyRfi535R0iszrs6LRQWw5gZa71+Od7BWng9r2PTH9IKAxpTZbJgjoZAolatr8gbl3q6iNe33iOwdOIzOu/q7iE421p/uIIxI0bZ1de5dX//iWsamWKEtgUN0eBXABR8O33ZppKl730W42XdW5+19cvlM0g+194PHeaG6/5a6/viT65R0xeuetOKzSIgch6vrzT72pIpPkVHar9f5DrM9T+1Q20N75XndsokEy1tdwTFuFFH/HYRKAJeOwEK96+L/JQMcUEV+7lpRE/dnDmCDMRYy9HoEygVG6sLf26sQqHAx55Bn3gFP90VTk8EZ2Nh/d4S4a0ifvLNnt+Ok0O8WPMnwSGzIwfmaFApnW1vlGbeFgvDWBa/B8cGM0f8LJD2Qw45xJv710Vhar6kuIa1cDI5yHOktwsNCBlMGA0f8nnBvW+Lvh6Hp4UP+qpBRTMI3quPP7w89aswAiP+Sdc2f/58AMD27duHU1K1oH/CrfPg5E6L83/ub6nTDGddT0et5l/Jbl33XcvqzT17zqh4wtEvwaht374dAJCRkaHvQh5h7ORIL460NdpcOAhO7hyfdraczx39AlT9gp6dJ1tWb257Z6vgei6iVo9+DboCc3SPceWoRSycl30FnNxJT973Y0OFSjPqOzGNRphe1Pbe9y2rN3f/clTZ0z/aBRgSPeZo8FOxtVKVRey/98uzjrVUSWuH31BWS5S2s8IfXu43y1MlqRj++p+ISKVcX5EXeP1kWm/Hq87eNZMXLXFw18OVDGg0fXIk59OXSQHukoKqjk07han5iNrgJkOCnsJYyJFeVAn6J2ekPJd3Xa7R7AqJy4if7UdnjX4ZGCbN/OVnLFYvQlMp/Sevd3yzV97QNvplmDyYo0eSa9Rf15Z4Xz1++m7zIjuXqkkL3nT1xYz+LCQoFDUmmPPZq5RwP2lVY8eXf/AvpCNK1WiXMeYN3ti97sIoXv9zp1wNANAoun55r5Dh8uA41qewMco6c8niP1Mye0V/XysuF3Nzrx57ac5Zq/Ebh7/+IUIA+KutwfPKsW/rSv3o7Kz42TuCY55o8lKdw7IZFq8usHhtAZpM6j9xrfPr3bKaZj3WA+mEaedIL/hKxTtlOUE3Tt3oubvKyat2ysKVTp76vbKc5OvK+WQVY0aMqpvbtf1g756zap5QrxWZGpijh53raPW7duLjynx7MuVqzIyj4RNtSfqc+h5DI5stTbJa9yLWks1PyejYtFNSooPmGxq6wcegbLjy82GvpQ5mu10c2dyWpn611b7qDcPf8JorWaVTpy2dGQMAQGMJeJRSptQAALwSVmRdWj389Q9FXn/P22XZWX1dZnjijuCYl5280AYz0SLJ353o5Sy4miO4mtP902FSoAdrbiLWkq3vuqCnZMI5Gn1qBNndXPtpVUG3XBrBtvwpcPzD9y/XFxQOy5gZS4nw7z95TVJYJS2vp0+OpE+KgNfM6gTM0f2qhbx3ynIudbXRsLgtfuHr3PzxBjDHihbBzZ7z4XLhrSL++fTeP04R3R2YCybh7YY1Cyw0RIM3djTH5+vafX/57WhVfbfl4pcXvbYmyHxYk3xqYQiOu9Oqv6pIvZxdfefuXQkg29jYeEVOm+BvPfiLh61NKv6oIu+vtgYMCv2Gq+/n3qH6PUr3SCgcljEjhhIZwDt9XVJcI6tspMaFMqZHo8k6+P1Do8wkc6QXV7vvvFuWUy7gcojkPaHxyxw9DOXT2H2w5kyLVxfIqpv6T1zjX0gXZZYw5yRQwnzhHP3DBHOk1SOXbawu/ON2jRrRLHX0+No3jEMk67uoh6DRtIRx5FAf/vlboqySzm/2UqMCGLPiMAyqviszcYM0dkpxyaebjkz58PN3Ptk8Epu39ktc6pc4EmseSL9S/k1t6Y+NFTK1eoa1/Vb/SG+aQd/tDsumm6+cJ29q7z95XXgjT5xbTp8SRYsPReFG/Io/SFdML0d6UcLvW1+Rd6WrnYTBbvAK/tAjkDqE+5frEdHbhbNhlTC9mJ+S3rf/nPBGHnNuItHLWd91GSuYIwCAWKX6v8aKb+tK+UpFrLn1Nv9Iwzlc/UgYGpm9eBotLqT/5HVRVqm4oIo+IZw2ORJNHJF5iCAwaGOHaKTff/ttQ9LaCdFGP+ugRK36pbHqm7oSrkIezDTb4hcx2dJW30UNFcHFzvq9peKCSv65m7zTN4RpBcyZsZQIf3gncqNgSjnSiyax8LOqgsPtjQCAJQ7um3zGOZCN5EM/Gk2LD6WE+wouZQtvFnT/dITo5cSckwBvVvEUxniOlBrN7pbaL6qLOmQSNyp9T2j80934WC9wtpaWby2WVjTwzqTyL2WKMovpU8dTY0NQWKOfCNoADdLY4WlRf34wZeX8Zbt/W+fNYd07ex8ZGTnSlemQQqP5o7nmq5riDpnEmUL7MXD8YjtXwxlON1QoQAnzJQd7idKL+Jcy+w5eEFzNYcyMIYd4w/M7Bs40cqQXbVLxlzVFe1vqlBrNNCv7b/zCAhnGd3cWNInInJdISwjlnU8X55V3fruPFODBnBWHszHoYy2GZszmSI0gh9oavqguahQLrInkX4OiVzl54QxmON3QkfzcSD6uopwy/oX0/hPXhDfy6NNjqJH+wAh/FkM2+Om8xVsuAwBWPXPl/oUIoqPZvkeYXKPe21L3TW1Ji0RkQyT/HBT9spOX4QwvfQooLIaWGEaJChBezxPeyO/dcxZ3KYsxPYYc7AnbO0Nm1DnSizap+Nu60j9u18g16hgz6y99x8WbG/dxGgyLbvbSTPqkCP75W5LSWmlZPTnEizEtGrZ3QzfWcqRGkCPtjZtqimqFfBaO8JVv2FpXPwrWmMfhoFHUuWqkuwAAIABJREFU8YGUMF9RehH/cjb3UIrgchZ92nhKuD+81ayuDP7+KC4uHoU6dE6iVu1urv22rrRdKrYkkL7zj1jj4jMKM9GPDjSRwJgZS0sYJ7iWI0wr7N19Gscxp08dTwn1gSdnDZOR5kgvmsTCLXUl+1rqFBpNOMvic5/QaVb2+i5KZ3Acc/OXn1G0dfLPp0sKqyVF1eRAT/q0aLw9vGBwcGMnR0qN5kBr/dd1JQ0iAQOH3+gd8rabP2Nk7o83+lA4LG1COGV8kCitQHAjj3swRXAxiz4lkhIZAE/ODt/jGp3+6iv7T6d3qlmJC5ZP9dbDnJ9Ph6uQ/9JU+VNjZY9cxiGSvw+IfNXZm2wqLd390BQSc04ifWKk4Eae6GZh375k/vlbtAnh1KgAOLeC4TDSHOlFMa/vu/rS4+23VYgm2szqE69gU2rp7oe3t7Z4faGitYN/MVNSWispqSV6OdMnRxK9nPRdmoEaOzkSqpS7mmu2N1S0SkRsPOF/3qFvufmycAY3b8PwoYl4+rTx1IRxopuFght53MOX+BfSaRPCqbHBaKIJ/ryjZsB2pytzo1v8lyK1BgDw3ecbP75WtylB/+dB1Gp1SkqKTCZ7YHl7ezsAoAuNvFGSub+1XqRSulBon3uHLnf0JGJMvP1HU0nM2fH0SRHCW4XC1IL+Y1f4Kem0uFBqbAiGrs9pKiFgnDnSaEb7ZicIAJe72n5oqLjS1Q4AmGJl95FH0Mjdttxw4B04Fq8uUN7p5l/JlhTVyGpu4x2saRPCycFe8LjF/cZIju5IxT83Ve1oquIpFdZE8ha/8NddfGiGfen38KGJePrUKFriOFFmieB6Hu9MquBSFmV8IC1hHNaMoe/qjNKAjd0HC7ah7V8qTf/eHnX3/fiYbQte39R7ZjQre6TU1NTZs2c/+rHn535jS0GaqkKZ5u95BCy0ddHDDVX0B00mMqZF0ydGiLPLBNfz+CkZgivZ5BBvWuI4eP2dHhlfjgBoaGgYtUqEKuXB1vofGytrhDwcGr3Y3vV998BRuG25QcHZWpovn6OaHS+8nifKKe/bl8w7fYMWF0qJDsTQ4GczAMZAjjL7un5srDh9t1mp0XjRmN/5R7zk4E5Aj6HmHoXH0RLDqLEhkoJKwY184Y08YVo+OcCDGh9KdHcEY2hnrgMDNnZHuyXjdnwUYMcGgL1+Y8CepedHs6yBJCYmJicnP/wJadu2bbk2Vv4S1c/T5sWaG+iUkqMAhcNS40KoMcHS8nphar44r0KcV4F34FBjgynjfOD52dFnfDnKzXVzcxuFGsoF3N+aqg+21gtVSjae8KFn0BoXHzu93gpJv7BmTNaiKYykOFFmiehmEe/cTf7FDFKgJy0uhOBmmuejh85UcyRQKv5qb9zRVF3K70MBMMXK7k1X3+lW9sY3aYOOoLAYSmQAJTJAVtMsvJEnKa2TlNTiOObU2BBKuC+aBCfnH5IBGzu5BiFY/n2Sm2hJRBD1aJX0OBgMJikp6eHlR48ezf1p74ot347lru5faBQp0IMU6KG40y26VSjOr+IeSuGduk4e50ONDMA72ei7vjHE+HKUm4seycvGBUrFkfamPS21udxuAEAo0/w1F+/n7d1MchTsU0CTiPRJkfQJ4ZKyelF6kaSoSlJYhbMyo0QFUCL8x+zgCtPLUWZf176WuiPtjSKVkoHDv+Hqu8bFx8uwZ8sfTUQvJ6KXk6qnX5ReLMou7T92hXf6BjnYixodRHC1hwfwHs+E/pnKFfquwODgbS3Zi6cz502Q5FWKskpE6cWi9GKcjQUl3I8yzgfDouu7QGisUCPIle72Q60Np+82S9QqKha3wsnzVWfvcMOeNF9v0GhykCc5yFPVzRVllIhyy3lnUnnJN0k+LpRwX1KAB7zxjJFqlggPtTb82VpfJ+IDAMJYFq84ey22czPuGUxGDNaCxXxmAiMpTlJYLcoq0Z6DwpqzKBF+lHBfrLkpX0MzHI97M1V9//aLxykAAElHBQDgxRdfvPfQwYMHR7oySFfQRAI1LoQaF6Jo7xJnl4nzK3lnUnln04hu9uRxvuQgDzTV8G4yaELGco40CJLF7Trefvtoe2OXXIoCYLyZ1XJHz0V2LiY/JFwnsJZs5jMTGLPjpRUN4uwyaVWTtKIBTSSQgjzIId5ET6exc42FUeeoUyY5ebf5cFtDVl8XAoAVgfSOu/9yR08/OmxNBofCYSmR/pRIf2Vnnzi7TFxQyb+Qzk9JJzjZkkO8yCHeGCZN3zUalgEbO1tbW9CYn9ao/Q5ta2ublpY2SkVBIwNvZ4VfOJk5b4KsqkmcXyktr5fVt3KPXiJ6OJKDPEn+7jAeOjc2c6RCNLd6O8/ebTl193a7VAwA8KQx1rj6vGDv7kKB77EnhsJitAfw1EKJpLBKnF8pzikX55SjyURSgAc50IPo5WTaI2iNNEetEtHZjpYTd25n9HVqEISCxT5v7/a8vdsUK1ssCk7G+8Rw1mbMeYnMOQmyumZxboW0rL7/5PX+UzcIzrakIA9yoCfWHJ7LBuAxjZ32gm3I9KCwGFKAOynAXSNTSMvrJcU1sqomWU0zOHoZ78AhBbiTfF3xdtZwEINOjKkc9SvlV7ruXOhsvdDZylXIAQBuVPrHnkEL7VyCjPA+YAYIQyPTEsbREsapenmSohpJcbU4p0ycU4bC44jeziQ/N5KPi0l+PDO+HCWO32pNXHfpMACAjME+Y+O0wNZllrUDPOWqA2gU0cuZ6OWMKFXSqiZJYZWsslHe1M47dQNna0nycyX5uRGcbMfyXP3wTTZ2oYl4SpgvJcxXI1PIqpqkZXXSykb+uVv8c7cwdArRx4Xo5Uz0dBqz47WhoVAhmvz+nmvdd6503cnmdqkRBAAQyjRf5+Y3h+MUwGDru0DThDVn0qdE0qdEqvr40rI6aWmdtLxeWloHUABva0X0diZ6ORNc7eBQPL0ZF9CPRi119EiydphubQ+vDRoJKByWHOhBDvRAlCpZbbO0pE5aUS+4nC24nI2mkIheTtr+D8sec6PJDeLdhqikQhWeThwrg0UMDZqIJ4d4kUO8ELVG3tQuq2yUVjVpz/UAFMBxLIgejgQ3e4KbA4YGR+MZrlHLkQrRFPP6bvV23OztuNXbyVcqAAA0LG42x3GGtf10K3vbMTxrySjDmjFoiWG0xDDN/7N31+FRXG0fgM+su8WFhLh7SNCQ4A4txVpKi9SoQOWtt/QthSotVSjFCi1uBYpLoEjcXYh7sslmXef7Y3nz0UAEspvN7j731atXdnb2zMlmf8wzZ2fOyBSKwgp5frmioLzzYlLnxSSMTKJ6ulC93Wi+7hR3Jyjy+skwOfr9yHoX/9cXjDdQp0BvMDKJHuxND/ZGOK6qapDnlskL7sgyimTphQghkh2f5utO9XGj+bhZ5Hj2/UwZ9eILf3zzy9azt/IbW0U6hNg2zgEjp76y5p2lk3xN2CtrhhEJNB83mo8bb16CViRRFFUoiqsUxZXixDRxYhpCiOxgQ/Fwpnq4Uj2cyU62yJjzYoB+GpwctaoUKcKWJGHzzbbGlPYWiUaNEKIQCCP4dpPsXSbZu4wU2MNpQyZEYNAYUQGMqACEI1Vdk6KoUlFUqSyvURRXif7+ByMRKW5OVA8XiqcLdbizlezeHoqBc9TcCmEwAQyjDHemDHfmzo7TSeSK4kpFUYWipFpyM0tyMwshRBJwqV6uFA8X6nBnsqsDRrTMv5LJCruSfWuClv7oNWr6glWvOgj4VFzZ0dGWffvSsimBGQeKv13oZaqOAT0il8WMDWHGhiCENC3tirJqZWmNsqLu7kgeQhiFTBnmQHFzogxzoAxzJDvaQJ03+IyXozaVIrOjLbOjLaOjNaW9+Y5UrF/OIpFj+HZjbR3jbBxH2TjAd0xDDoYorg4UVwfOpFhcq1NVNyhLq5XltcqKOuWdWnQZIYSIXBbF3YkyzFEfXqjzYH9keQgs+t1DHYS07Z2K0mpleY2yvFaali9NzUcIYWQSxdWB4uZIHuZAcXUkO9lazDXmJvtHecXqX31fOlTw8xPdlidujJn2/MpvFyaaolPgwUh2fJYdnzUqDCGkFctUFXXKynpVVb2qqlFZfvekZoxEJDvZkZ3tyM62ZEdbsqMtyYaLrHX+9EFj+BxNHLvVjvr12X11cql+AQHD/FjcZ9x9R/DtRgnsQ7kCGJkzFxiRQPVwoXq4IIQQjtRNbaqKOmVVvaqyQZFfLs8p1a9GYNIpznZkF3uyky3Z0RZXqU3ZaVOA/ZFlI/I5zJhgZkwwQkgnlSsr61WV9aqqBmVVg7KiTr8ORiSQHGwoLvZkJzuyky3ZyZZkwzPTKzBMVtgVytSRs2LuXx48y0/zydnB7w/oJyKbob+oFiGEcKRpbVfVNKlqG9W1zeqGFmlybteaGJlEtheQ7AUkez7ZTkCy45NseUQuG663NSDD5ygyuJxKDKMxpjq4hnNtIng24VwbFsw5ZwEwRHa0ITvaMEeFIoRwjVZd36KqbVLVNKrrmlW1TYrSav2KHTm3TNpRE4D9kfUgMOn0IC960N1RWG17p6qmSVXTqKprVtc1S9PyEX53TYxEJNnyyA42JHv9/otPsuOReOyh/92UyQq7daMc3122ZM/vX82Ii7Jl0RBCSqkw69alT57/y2H0BlP1CjwcDJHs+CQ7PiPSX79AJ1eo61vVja3qxjZ1Y6umWSjLLkY6/P9fQSISBVySgEMScIl8DonPIfLYRB6byGURGHAfwIdm+Bxt3fuli//r8+cZuKNgiMFIRIqbI8XNEaEw/RKNUKRuaFU3tFLFleiGaXs32GB/ZLWIfA6dz7k7VIGQTqHSNLWp61vUjW3qpjZ1U5s8rwzX6rrWx4gEIo9DsuES/7cXI3JZJD6HyGURmHQT/RLdmaywe/nCreyp056ZORYhRCBRKZhaodYhhPzjV9w6t9pUvQIDRKDTqF6uVC/XriW4Rqtp7dC0tmta2jWtHZrWDo1QpKqsVxRVdnstRiYRuSwih0VgM4gcFpHNILAYRBaDwGYQmXQCi0Fg0ODKvm4MnyOxdKgfjQLjIAm4JAGXHuTFyE9Ce03dm8EF+yOgR6BRKO5OFHenriW4VqcVijQt7eqWdk1Lu0Yo0rZ2qGqadCVV3V6LkYhEDpPIZet3YYqCO4Pb9/9nst0kkeq+I7FwQ97V87cL6+rrZYjh7OzsP3LahBBHU3UJGANGIuq/AOq2XCdTaDvEGqFI2yHWiiTaDrG2U6oViTVtHdrKeqTTPbg1MonApBPoVAKDRqDTCAwaRqMQ6FQCjUagU1XVDcb/hYYWyBEAAwc5Aj3BiAT9F1PdvlHSKVTa9k6NUHR3/yUSa0VSbadE096pq2nENVq5FRZ2eo7BCc8EJ5i2D8AkCAwagUEjOz/oHvA4rpXIdRKZViLTdUq1EplOKtdJ5TqZQidT6H/QtLTrZApco733ddKc/EHq/RADOQJg4CBHoP8INArByZbsZPvAZ3VSOedbHN04Pci90htyX2xdXjZnfXVnT/cB1Gq1Z86cUSgU3Zbrbzij62GYB5gZDCOyGUQ2o88z9nG1RqdQ4XKFTqHSyZWsnVJTBWmogRwBMHCQI/BoCEy6CW/aNOQKu7a8rLQSYU/PXr16dc6cOT09W1XV/TtvYNkwMolIJqH/3Q/jweN/VglyBMDAQY6AORpyhd3CjOqFPT+bkJBw8uTJ+4+QDhw4cOzYsVWrVhm1bwCYC8gRAAMHOQLmaEgUdv2/Nx+RSJw9e/b9y3Nzc48dO9bY2Mhg9HgzU7VavXXrVk9PT8w4s+biOF5cXOzn5wftm6r948ePG6NlcwE5gvYN0j7kCHIE7Q+8fRPmyELuFUsgEBBCkydPNkI3gZkhEi3ktjD9BDkCxgA5ghyBgTNJjizkXrErVqzQaDQajaaXdQoLC0+ePDlixAhnZ+eB9f3B6uvrU1NToX3Ttr906dKoqChjtD80QY6gfWO0DzmCHEH7A2/fZDnCTWQMlxqw+vD9y69uGEHljjfGFg8dOoQQOnTokDEah/Ytvv2hCXIE7ZtX+0MT5AjaN6/2e2eySeYLZWqXnu7NJ8sb/P4AYI4gRwAMHOQIWBKTFXbrRjneXLZkz5mbrZK7lxQppcLki4eenvuXw+h1puoVAOYFcgTAwEGOgCWBe8UCYMYgRwAMHOQIWBK4VywAZgxyBMDAQY6AJYF7xQJg9iBHAAwc5AhYBpOdYzf46HR61/+hfWgfPBpz/ztC+6ZtH+iZ+98R2jdt+30wybW4JqHRaM6fP6/RaKB9aB88MnP/O0L7pm0f6Jn73xHaN237vcNwHDdNRQkAAAAAAAzKir6KBQAAAACwbFDYAQAAAABYCCjsAAAAAAAsBBR2AAAAAAAWAgo7AAAAAAALAYUdAAAAAICFgMIOAAAAAMBCQGEHAAAAAGAhoLADAAAAALAQUNgBAAAAAFgI6yrsJFWJq6aOdBYw7Nz8F771U4taZ4yttKS/QOdPNGCDWmX1m09MdrNheoSOfm9frgFbvpfBu93F2G97c/L+OSNDBAyai1fw6i8PGOWPCu4BOeoF5Aj0E+SoF5CjATHJHWpNQqfpnG3H4HrP/HnH3p+/fMOFSvRcuNOwm5AL61OvHpnnyqLxJhiuVd0bEbY0/ugvfvpt3SsTMIz43u1GwzWO48bq9l3GftvV0lxvOsl91prte3Z/+PJiIobN2VpowPZBN5CjnkCOQP9BjnoCORo4KyrsWrJWIIS+KO/QP8z4NBLDiBUKjQE3sWE4V18uG/ATKa79ASG0OqNZ//DtYRyB/9eGalzPGN3uYuy3veLERIRQjlStf/i6C5vn9a2hGgf3gxz1BHIE+g9y1BPI0cBZ0Vex6o5hixYtWj6MrX9IZpAQQmQMM+AmXs+409LScny6mwHbbEw8ghB6N1Cgf/jEAndRxWbDju4ao9tdjP2224SsP3fuQgiDJG6tz0m5cr1TaT8uwlCNg/tBjnoCOQL9BznqCeTIAAa/lhwKSs9ucqOShk391RiNX5nnYcBDjZS3QjAiveth4dbRCKF6pdZQ7XcxbLcfyHhvu1J0U/95pvGn1CgNedQLegE5uh/kCDwsyNH9IEcDQTJBLTlYJHfS0qol+p/j4uP1g5PKtqwPXnpp0+Ek3+mvXj6x0uDtGwOGuh9PaHDcaFszCgO+7Q9EZgScOnWitSbnq7fWxy3cfccIm7BakKOhA3JkviBHQ4fl52jwa8lBk/ZuWNevKdfiOI43/POdF4PM8Uz44ViKzgjt6xn2UKN0bxxCqO5/h0Sp/wklUuyNcQhgvCMkw77t3ZTs37V9zz9dDzM+jsAIFInW4NuxXpCjhwI5Ag8EOXookKOBsOTCrhuVJHMYlRS87PMmI4wb38uwn0hx7fcIoTcK2vQPP/Pi8X03GqrxexkpSMZ+268v9SEzArqSk7jKn0i2U8L+yGggR72DHIH+gBz1DnI0EJb8VWw35X+8UqPULA0g7Pnh266Fz73+JpdoyPNVDY7l8urasE+3TX4m6LtV8sL9H90Rv/PPClN36iEY+22P/PIz6v4lY556f+2sEHF10qe/l0asOUsZ0n9S8wY5MgnIkYWBHJmEteRosCtJ0zk3wfX+X/+O3PCjyAY/1NDIK9bMS3Dl0d2DRr73Z44BW76XkY6QBuFtLzn1Q1yIN5tKdfEKXvXZH1L4/siYIEe9gxyB/oAc9Q5yNBAYbm6nPQIAAAAAgAeyonnsAAAAAAAsGxR2AAAAAAAWAgo7AAAAAAALAYUdAAAAAICFgMIOAAAAAMBCQGEHAAAAAGAhoLADAAAAALAQUNgBAAAAAFgIKOwAAAAAACwEFHYAAAAAABYCCjsAAAAAAAsBhR0AAAAAgIWAwg4AAAAAwEJAYQcAAAAAYCGgsAMAAAAAsBBQ2AEAAAAAWAgo7AAAAAAALAQUdgAAAAAAFgIKOwAAAAAACwGFHQAAAACAhYDCbpDoVI0YhkX+N9PUHXk4wqInMQybfq3e1B0BACHIEQCGADmybFDYDV10IiH+YLlhX/uwbVJYETNnzowRUAfYHwBMBXIEwMBBjswIydQdACamElVWKRx9HGgPfJbl+p/Tp/8zyF0CwOxAjgAYOMiRQcCInek1Xt82M9qPz6AIHN3nvfiZSIsjhJypJIUOv7bY2336JYSQvCn5pdlxrgK6ravfyo92yHUIISRt3IFh2N7EX6eODuEw+OGTlieJVPe/tsu9y/Wv/ebLJ21svB7/IqenbtxdrVbSU5sADBGQIwAGDnJkCXAwKLTKBoRQxCcZ3ZarZcUuVKLHY6/+vHPvj19+ZEMmjtiQheN4VnoahYBFbjieXSzSqhrH82iOYx5f/8POn79+24tO8l+6D8dxScN2hBBn+MJLGcVFyRcfs6W7jD/c7bX3buve5frXMp0nbTn4V1qFuKdu6Ff7ukbcU5sADCbIEQADBzmybFDYDZKegqSSZG7ZsiVHosK1qtqSrPE8qse8K/qnaARs/IEyHMdL9yRgBNr5lPTMzMzMzMzjH4VjBFqtUqv/lC9OadKvf2HyMJbzK91e203X8ruvvd3Yeze6gtRLmwAMGsgRAAMHObJscI6diZHovqymH1aO+rakvEHg7quUa6j3rVN/rgbXKabGRN27MFeqGocQQijCia5fghGxh916mAuj/90AYMiCHAEwcJAjywCFnYkVb5/5zIacY1evTogJZpMJs2wYBfetYzvSlnhYJJQ3cYgYQqij4Ozf2bJpfJq0ESGECOih89OFhGH97wYAQxbkCICBgxxZBijsBlVbxont29O7HjrGLfCjE5BOVVFSeLU29eaVA38L5TZlF66WRSV4c0gY1nLryiVXTvyq3YHvhUQ89uqHi+M0LWXb1n0qnrHnqSW9bajrtZPG2D1w+Sivf61P7KEbMay+2wRgkEGOABg4yJHFMvV3wdZCf05DN2N3F+s04k9XTHHk0fguvnNf+jLxz/di/PxXnajEcXzHczMd6LTgRYk4jneWXXx6wghHDtXGxXvpuz+JNTr83ycc4Dh+cZpb1zkN9772Xl3Lu722p27cu1pPbQIwaCBHAAwc5MiyYTiOG6xIBCalFBb/sbtg5RuPmbojAJgxyBEAAwc5MiEo7AAAAAAALARMUAwAAAAAYCGgsAMAAAAAsBBQ2AEAAAAAWAgo7AAAAAAALAQUdgAAAAAAFgIKOwAAAAAACwGFHQAAAACAhYDCDgAAAADAQkBhBwAAAABgIaCwAwAAAACwEFDYAQAAAABYCCjsAAAAAAAsBBR2AAAAAAAWAgo7AAAAAAALAYUdAAAAAICFgMIOAAAAAMBCQGEHAAAAAGAhoLADAAAAALAQUNgBAAAAAFgIKOwAAAAAACwEFHYAAAAAABYCCjvDUysUao3O1L0AwLyZNkeQYmAZIEdWCAo7Q5JUn1sxK4bBYFDIRDKT7xsyYtGarwuFyvvXPPusH4ZhOxqlXUs+cudi9+A6uMeOn/rqxj1iLf4wXdDdOvjN0/OnB3s60rkOYbHj135zUPRwLQBgYqbNUZ9b96STMQybcr5mgL8mAEbV5ycZ10r2frI8OtCDSeP6ho1c/dUhme5uTAYhR4+s9wBW/jURwzAKM3DgGzJjODAUnWKGLf3+d5jM8DvTLNOvopaLa0vTfvloERHDEELbGyRdr/7QjfPAP9CwKf/V9rcH2m+fDru/BY7n7DyJ2uC/LgBGYdoc9WPrHjQSQmjyuWqD/+rHAm0RQvbhpwzeMrA6/fgkb5rq2u1Zj/k79E8NQo4eWe8BrDgxASFEZgQMcCtmDUbsDEZSv+VMqxwh5DHr5d/2nbyZeHHnV28KyAS1rPj5xSf164TaCFx9olevP6jFH3zcw3J68dSpU6dOndq9ZdOCcBuEUM2FdcvP1/anA8XbH39jbzZCiOUa9/5nm37f+euHz80mYFjnnVOznjxsmF8SACMzbY76s3UAhr4+P8ny1sNvnq9FCC348khhWcGhz+chhCqOrtxS///j35Ajc2XqytJytJe9qn9LzwkVXQvT1kUghKjcOP3DpyaOHzNmzKjYAP2a94808L1/7lqi03Q8ZktHCPG8Pu5aWHz2pxnxMa4COt/ZO27aoiPpzf97RjueS0UI0QTTahWarvXPrw1GCBFInDa1Vi0t0G/3gwqR/tm8zbEIIbpgpv6h/tnH8pu2vznfgU2tUGjUsrJv1j4R6OlMo7CG+4Ut/3BrnfLuAZtOK9v7yYqRod4sOi84JuGtLZcN9lYCK2baHPVn6/oBg0lnin946YkAVx7PyWvhu9tk94xj9NR47wF8xZnV9c8yieYx8HcSWLM+P8mNyTMRQmS67/8+uVoHChEhNPlsNT4oOcJx/ObvH00YGWbLpDp5Bs1f812NXNNny/gDRux0p756KSZgGNN2+NTFHyQfikdWP2IHhZ3BqCQZAjIBIRSx/MMTVzOlGh2O41qlqKWlpbVVeO+a8ra/+7NDwnE8Y12EviyTaHU4jt/6fE63uhwjUF87VoHjuKz1qH7JhEPl97agluYePnz48OHDDcr+FnZ+qyP1P9yRK1+Psuu2RZdJn+E4juvU74x16vZU1Io/DfyeAutj2hz1Z+v6/Qo30PbeFiZ/n6d/tpfGew/gt3MnBzDI+n1SXMITRnhrgRXp85PcWbF33bp1n33xh359rbqVRSQghOanN+GDkqNTa0Z1e7ld5H/UOrz3lvH7CrtjL464d02aHQ1BYWfqDliUvO1v2FOI+o8XkcoPHTnxuf9sOH2rsttq/d8h1V2fpl8zqVOpkmRySQSEkNvst2/nlOanXFwaaoMQorCjZVpd1xHSlzWdPXWvn4Udkeqy+uMvf/31l4a6Hfol6y9lNjVVXTuxXv/wQLOsMelFhBCJ6nbgamaHuOna8S9JGIYQ2nXPbwTAozFhjvqzdf1+hcqgkbsKAAAgAElEQVSJ2Xb84rVTe+c4MhFCbJc1OI733nifAYRz7IAB9TNHOI7jWtmWF0MRQiSa2x25Bjd+jpSi61QChhAas/a37JKyCwc36cvK59Ka+mz53sJO3vaX/kTbkKc3XEtJP7n7Yz6JAIUdFHYGJm8qPPjrV6uWzI3w+//zUqesOf6vdfq9Q6r/Z7p+zeROZcOtxxBCGIFcLLt7JURn9c/6Z3+sk7SXvaL/eVOtuKe+9bOwi/kmR/9Q2vS7fgnLJWjByje2HThz9kZmYWFhs0qbuMALIUSieY7/H30UYzblDvgtBMBkOerP1vX7ldFbC/UP9cMY+hD13jgUdmCQ9SdHqs6CF+JcEEIEIuu/F2r1C42do7qrMxFCRLJtu36MDsfPfPTWyy+//MXfNX22fG9hV/L7OP2eSNjVzkIvKOygsDMYeVNZbm5uXn5J15L2yuzf1s1ACGEYYd89lwL1f4eU+Wkk+t/Qt/4TTGGFdz2rUd49iXVViVDWckj/88x/XyukkmTv379///79ZXJNPwu7ebktXS/f9tp0/YGUHkagjFu0rkOjOxlhjx7E+8lrBngrgRUzbY76s/Vu3wTdG6LeG4fCDgyafuaoLfvQSHs6QojKC915u7FrZWPnqHDraIQQlTvu/p733jL+7wAmvx6MEGI6ruhauXjnWCjs4KpYg6k5tzwkJCQkJLRIrtEv4bmHPvPWZwghHNedapE9bIO4Vvz5T0UIIY7760wCxvK2QQipZfllCq1+BXnzaf0PgQwy3Xb+aA4VIXRtxQf3TjWUv+25JUuWPPnkUoXu/xeKtXdnjJTVPqBXGAHT/6AWtc5+b2dBftaxXZtXPTHZmUXGdap/Dv73qdNVvCAuQojnuanb56n0z7iH/TUBuJdpczTArffeeNdqvQcQgIHrzye5OXmTd9TipGa5+8SXUitTl4906KVBw+aI6cFCCKmleV3TrJb+fezAgQPnsoT9DJEeN5CLEFKKrnft9aqvND3K+2VhTFJOWiRp014ChiGEbKMW7zh29lbKraN7t62Z54MQwgjU253KrjV7GWlgOb989uzZs2fP7tv+41Mj7l648PTZahzHVeI0/eCZx+MfpRdVFWdefSbcBiFEYYXrT2XN/2mGfn2bsPlf/7zz2OF9X7/zLIdEQAjZRW3AcVyn6dCf1uA2991T127++fOGICYZPeCq2Fb9Q/1wApkZfCWntF0sqi1P9qaTEEIx3+Q2pb6EECKQeH8mVak1yuqCSzGebi4uLu+m/v+1SwA8AtPmqD9b72XErvfG+wygfsTOJnD/oL3bwFL1+UnWqdvDWRSEEN02/q8zZ7uktSlw4+dILvxbf25c7NpthZVV109utSMTEUJPJtb1uae7N4DSpj/0vYpc9c3trJxzf35mSyYiqx+xg8LOkI6uHfPA6nnqR1fuXa2XHdL9hk3+pGsiheufTu/2LEagrjlacfdpnfqLRQ+YbptuF3P5fwPvP05wufcpph0N9VzYKTuT9cm/F5HidKxZhutUr8d0/zbWKW6tUme0NxdYDdPmqM+t91LY9dl47wG8ttgbIYRhJDefUQZ/V4G16f2T3Jz+7AOfnZZYhw9KjvatCO32lP2INxS6vlvuFsBdTwXduyaBAhdPQGFnaIUXdy+aPNbX3ZFKort4+I+f/sz+a6Xd1unPDolj7zZi3ORXNuzu1PyrVio4/cO0uGgXAZ3r6Dlu6r9m98FxHNepr/y+YdHsSb6uNlSOXVDUmFXrtjfcM62dSpL35uNjnXg0O4/gha9tyd7xmJeXV1DUSv2z+k13FXY4jnfeSXx72VTf4c4MElng5D5q5sojyXe3qNN0bnv7yaiA4TQyc5h36OpPt7WpoawDhmHaHPW+9d4Lu94b7z2A8taLsyM96SQigx80oLcPABzHe/0k53z5r1lCujywsDNGjnBce3HrW+OiAvl0qpNn8KK3fqy7Z1fVS8vd57HTqf/4YHm0nwudPyx+7muXji/y8vLyC55q0DfSzGB4D1O3AwAAAAAA8wIXTwAAAAAAWAgo7AAAAAAALAQUdgAAAAAAFgIKOwAAAAAACwGFHQAAAACAhYDCDgAAAADAQkBhBwAAAABgIaCwAwAAAACwEFDYAQAAAABYCCjsAAAAAAAsBBR2AAAAAAAWAgo7AAAAAAALAYUdAAAAAICFgMIOAAAAAMBCQGEHAAAAAGAhSKbugGFIpdILFy5oNBpTdwSYmJ2dXXx8vKl7Ya4gR0APcjQQkCOgZ7Ic4RZh48aNJnjvwJCUkZFh6s+juYIcgS6Qo0cGOQJdTJIjCxmxk8vlCKHNmzc7Ozubui/AZM6cObN7926ZTGbqjpgryBFAkKMBgxwBZNIcWUhhpzdt2jQ/Pz9T9wKYTH19vam7YAkgR1YOcmQQkCMrZ8IcmVlhp9Vqz5w5o1Aoui3Pz89HCKnValN0CgAzAzkCYOAgR2BoMrPC7urVq3PmzOnp2e3bt2/evHkw+wOGjg61qoOIITrN1B0xA5AjAAYOcgSGJjMr7BISEk6ePHn/EdKmTZuSk5Pd3d1N0itgJGKNukkhb1MpWlUKoUopVCmFaqVQpWxXKTvUqna1UqRWdapVIo26U61CCCFnOvriPVP32gz0niPbJrFw/zkCk0Zg0AlMGpFBJ7AYBBadyKQTmAyEmaTLAAw5sD8CQ5OZFXZEInH27Nn3Lz948GBycjKBANPymZlGhaxWLq1XyOrk0kalvF4ua1LKGhXyBoWsVaVQaLU9vZBOJPHJFC6Z4kJnBpApXBKFS6aU5uZeO3QaRU0czF/BHPWeI01tk+RG5oNfScCILAaBxSBy2UQOk8hlEjksIpdN5LGIPDaRy8aIkEFgLWB/BIYmMyvsgJlqUMjuSMXl0s4KqbhSJq6SSaplklq5VKnrXrrRiER7Kt2Fzgzj2thRaXZUmj2VbkOh2VCoAgpVQKYKKFQ+hUolEO/fyvf/ZFy7mToov5Al48+f5LrqBZ1MrpMptFK5Tv+fRK6VyLRiqU4s00pkyju1uFLV/ZUYRuQwSQIuUcAl2XBJAi7Jjkey5ZMEHAQ7OQAAGBRQ2AEDk2o0xZKOQnFHQWd7qaSzVCIqkYhk2n/N1ckjU9wZ7CkOLsPoLFc604XOdKExnGgMZzqTR6aYqufgLgwjsOgEFr33tXCVWtsp0Yqk2g6xtlOiEXZqOzq17WKNUKSsrEP4Pe0RCUQbHtleQHawIdkLyI42ZCdbArOP9gEwa/LsEsk/mSQHAcXZjsBimLo7wIpAYQcG6o5UnNnRmi0S5nUKc0TCCplYh9/dqxMxzI3BGmfr6M3keLE4nkyOB4PtzmBxoXozfxiFTLLlk2z59z+Fa7Satg6tUKRpFWla2zUt7epmoaKoQp5X1rUOkc0ku9iRXewpzvaUYQ5kJ1sY1QOWRFFaJTxwTv8zgcWguNiRneworg5kV3uykx1GesB3DsACiDXqHJEwW9R2SEBB82eYpA9Q2IGHViuXprS3pAibU9tbMjpaO9R3v5IjEwi+LO4CF49ANj+Awwtg831YnAd+ZwosG0Yikh1syA42/1qqwzVCkbqpTd3QqmlsUzW0KCvqFUWVd19CJpFd7CnDHKnDnSjuzmRHG4TBZRrAjHGmj7N/bIG6sU3d0Kqub1FVNyqKq/RPYSQi2dmO4uZIcXemDncmO9nCp918KXXazI62ZGFzWkdLentrsUR0d2iDSUKhASbpEhR2oG86HM/tFF5rbbjd1nyzrbFGLtUvZ5HIETybCK5tBM8mnGcTyOZTYNAF9ISAkWx5JFsePcjr7hIc17R1qGqb1TVNqppGVXWjpLJe8g9CCBHoVKqnK8XTheo1jDrcGSPDv1TAzBCZNFqAJy3As2vJ3U97bZOqpklV3SC5kYVuZCGECDQKxd2Z6uVK9R5G9XDBKGTT9Rr0S6tKcbOt6Xprw622psyONv3J4hhCXizOQhfPcJ5NONcm5dDRj9dtQhMfG/zuDaF/LrWKFqGOb8cYQl2ycgWd7Zda6q401//T1ihUKRFCBAwLYvNnOLrFCuxH8O0C2DwiHGgOMeaUIwy7+2Vu+N0J+jXCTlVVvaqyXllRpyipkueXI4QwEpEy3Jnm607zG071dIFvbMEgMEaOSDY8kg0Phfne3YRIoqpqUFbUqSrqlBV1iuJKhBAiEKjDnWm+7lRfd6qnCxzSDB0itepaa8OVlvorzfV5nUL9+UY2FNpke5dYgf1IgX003+7ec8SLdKbqqSkLO+2pTW//cjLFJnjS5u/+s/O5uV/sv9KhJcc++eGpXe/bkuDfbtPoUKsuNteebaw511TboJAhhMgEQjTPbrydU5yt4xiBAwdOjxtaLCpHJAGHJOAwIvwRQrhGq6puUJbVKsuqleU1yrIa0ZkbBBqF6utOD/SkBXmRBFxT9xdYDBPkiMhl0UN96KE+CCGk06mqGxXlNcqyGmVpjfJOLTp3E6OQaT5utEBPepAXye4BJ7MCY8MRyuhoPdtYc76pNknYrMF1CCEnGuPJYd7jbB3H2TgGcPhDcGzDZIVd5jeT5r5ze3TC+OoDX/jd3CkuZX749VZ7bdXXH/53ivP4jC/Hmapj1umOVPxXQ+XJhqobrU36z24IR7DY1WuivfN4WycWCb4aGKIsOEcYiUj1dKV6uqIpI5FOp6xqUBRVKooqFPnl8pxShBDZ2Y4e7M0I86W4O8O0yWAgTJ8jAoEy3Jky3BlNjEU6XFXTqCiuUhTeURRXyvPL2w9fJDvY0EN86CHeVC9XOCHP2BRa7aWWulMNVacbqusVMoQQm0Se6ThsioNrgp1zAJtn6g72oe/C7rn3vl25cvlIbwMfLjz/6a3wj2/eWBctbz7OcHg8bm/px0u9EUJjCZeiPnoNfdnD/KjAoIrFosN1dw7X3ckRCRFCDCJplpPbdIdh0x2HDaMzTd07iwI5GhACgerhQvVw4U4fo1MoFUWVirxyeX5Z54XbnRduE3lsRpgvIzIA9nkWzypyRMAo7k4UdyfOlJG4UqUoqZLnlcvzyjovJXVeSiKymfQwX0aEH813OCLAp92QZFrN343Vx+oq/26sFmvUCKFADn+pm88Mx2GjBQ5k8zkJpO/C7vxP7+748q2AcY+tWLHymSXTbCmG+d1K5ZrY0Y4IISp/DEJIEHT3WxVBFF+juGWQTYCe1Mil+2rK9tWU6es5Wwpt5XC/uU7DJ9k704lwSodRQI4MhUCjMsL9GOF+CEeqqnpZdrE8u1R8LV18LZ3IYzMi/JkxQRQ3J1N3ExiFteUIo1LoIT70EB+EI1VtozyrRJZdLLmRKbmRSWQzGJEBjOhAqocrjFgPhFqnO99cu7+m/GRDlUSjJmDYSIH9487D5zkP92JyTN27R9H3XryyvfnK0T9/3/37BytmvbvaafZTz65cuWJmrFefL+zd2yE2X7/60fltKxsufoIQSnvvD/mZ12m4eNcH2RyP1QNsHDyQVKM5Undnd3XJ9dZGHY7bUGjPe/gvcPFMsHOGayCMDXJkeBjSf3vFm5ugrmuWZhTK0gvFV1PFV1PJjjbMmGBmbAiRxzZ1L81MsrD5MJ+Clj1h6o48mPXmCEOUYY6UYY7c2XHqxjZZRqEsvUB/PEOy5TNjg5mxISQbOOv04WR2tP1eXbKvpqxFqcAQGilwWDLMa76LhzPNzCeUxvtN1pi/6aVJ+lfZB47/aOslXf9ffB9pw8lYezpCiEDifHLoZ0cKkcJ1tGeTiWS7n4raH7a1+fPnI4Q2b948gB5ZsmRh86r06+y/dqGj2+gndi5MvvRXfaVSqzV1vwxs8+bNCKEbN26YuiO9gRwZlbKiTnjoQs3bm6tWb6x65fPmXw5Js4p1Gkv7qBtcq1L+TUl24MXD6Og2dHQbemc15Gjo50hZ09h+7Ertez9Urd5Y9fLGpu/3SdMLdGqNsbdr7jpUyp/L88MvHdV/2gMuHNpYlFkh7TTsVky4P+rX926yhoIjBw8eOHDgXEopmeU6Y8FiD1XOdy9POZ64M3f/M49WUDIcZ9+srs5IyrMJjPW0o68ND92972i50nbm8lem+sBhh2FINZp9tWVb7xRmdLQihEbw7VYM91vs6gW37TIJyNEguDuG9/hERX655Ha2/uQkIpfFGhPOGhtB5LJM3cEh52Zb09aKgiN1FQqt1pZCW+MdTLmR+vWXv6DZT5q6aw8GOepCcXWguDrw5sbLC+9Ik3Pl2SWK4koCi8EaHcoaFwmXjd8vs6Pt5zv5B2rLpRoNl0x5yTPwGTefWIG9qftlYH0Xdo/Hh526nqsjcuPmLtz29rYFc+K4JAwh9NzYMaGv/QehRwwSQohItR0xPl7/M9dn7Jp1Y/t8iVarPXPmjEKh6La8trYWISQvLNdJ5H3e49IaVMrEP5cXbK8s6lCrOGTKas/AFz0DQjgCU/fLeplRjnQ6082/ZCAYkaCfSEIrkkiTciQ3skRnbojO3WKE+7InxFA9XEzdQdNT6rQHa+98X5anP+obb+v0gkfA4y7DqQTi91dTTN27HkGOHoCA0YO86EFeOolMkpQruZnVeSGp81IyPcSHPT6K5jd8kLoxhKl1umP1lT+W591sa0IIjRI4PO/hv9DVk2Gh55T3/VtVkQO+2LF+8cIZLsx/rew09q2tvxn+wsnLy+asr+5MTEx84LNXr16dM2dOT68tuJlS9+FPzNhg9oSY7rczshop7S1fl2Qfr6/U4nggh/95cMzSYd4wX4nJmVGOysrKenrK7BC5LM7U0ZzJo+T5ZeLrGbLMIllGEWW4M2diDCPc3zovKhSqlL/cKfipPL9JKWeRyKs9A1/xChr6MzjoQY56QWAxOJNiORNjFcUV4mvp8pxSeXYJxdWBPTGGERWIEc3mok4D6lSrtlUW/VieXy2T0ImklcP9XvYMiuBZeHnQd2EX4c6KeGxqV4qkjdvf+LTq11/W84MfWxVs+A615WWllQh7ejYhIeHkyZP3HyFt2rQpOTk5aEo8xclBciNLcjObEebLmTySMtzZ8F0cknCEzjbWfFWSfa21AUNouuOwNV7Bkx1crXHHNSSZUY68vb0N3yHTImD6SwvVTW3iK6nSlLzWHSdItnzOpFjmyBDrmdy/Ri7dVJqzo7JYolEPZ7C/CYldOdzfvE7MgBz1DUM0fw+av4emrUN8JVVyO6ft91MdfyVyJsawxkZYz/3KmpTyb0tzt1YUdqpVTjTGhqARL3j421Bopu7XYOjtX7SffvoJIbRjxw6RR0ABl6pfKKndu/230l9/WW+kDi3MqF7Y87NEInH27Nn3Lz948GBycjLNzclhzTJlRV3nhduy7BJZVjHNbzh3xliq9zAj9XYo0OH4iYaqz4oyMjvaKATCs+6+//EJDeTANOVDhdnliGA+0zU9LLKDjWDJNN6c8eJr6eJracID50Rn/mFPimWPi7TsHd4dqfjz4qw91SUqnS6ca/O2b9gCVw8SZk5/aMjRwyLZ8PgLJnNnjpPcyBInprYfvSw6f4sdP4IdH0WgW3J9Uy2TfFWSvbOqRK7VBHH4b4WOWjLMi0ogmrpfg6e3wm7t2rX6H46ue+f4/xZiGCn6yW2G7QSukYs1FA7NMO871cPF7oUn1I1tnRdvS1PyFd/9QfVx484cR/NxM0j7QweO0NG6iv8Wpud1tjOIpLXewW/5hLrAxMJDjJnmyIIRmHTujLGcSbGSW9mdl5I7jl0RX0xiT4xlj4+yvPLujlT8aVHGn9VlGlw3ztbxA7+IqQ6upu7Uo4AcPRoCg8aZMpKdEC1Nyu28lCQ6fV18OYU9YQQ7YQSBTjV17wysRi79vDhrR2WRSqcbwbd73y98jpM7wfom8+qtsNNoNAghFou1qazpBUfDlwvFF/745petZ2/lN7aKdAixbZwDRk59Zc07Syf5DrxxsqONzdOzuNPHdp6/JU3Obd78J81/OHdWnMWcN32qofrjgrQsURuLRH7bN+xNnxB7Klw1MhSZdY4sGEYhs+OjWWMjpLdzOi/c7jhxVXw5hTNtNGtsBEayhJ16tUzyWVHm7uoStU430d7lI/+I8bZmPG8z5GggMDKJNS6CNSZMmpovOndL9Pc/4qupnEmx7IQRlnEw06iQbSjO+q2iSKnTjhI4rAuINNMDGIPosbDbvXs3lTtmyWM+ly5dQpW5SZX/enbkyJED3HDJvjVBS3/0GjV9wapXHQR8Kq7s6GjLvn1p2ZTAjAPF3y4c6ISTeiRbnuCpGZxpY0RnbkhT8hTf7KGH+PDmxpOdbA3Svkn809r4Tl7KbWETg0h6yyf0bd8wO6olj6ubNcvIkQXDSETWuAjmqFBpUo7o7M32wxc7LyVzZ45lxYaa76UVbSrFxuKsn8sLlDptnK3T+sCoOHMu6RDkyFAIBGZsCHNEkDQlX3T2ZsfJa+LENM60Mawx4eZ7MNOhVn1dkv19eZ5Uo4kV2H8SEDnNwZJPvuqPHgu75cuXC3x3LnnMZ9SoUfc/i+P4ADe8YvWvvi8dKvi5+/zmiRtjpj2/8tuFiQNs/14kG67N0zM5U0aK/r4hyyiQ55exRoZyZ44zu1np8zvb381LOd1YTSEQXvEK+sAv3NHcJ8i2dJaUIwuGkYissRHM2BDJjUzRuVvCP86Ir6Ty5sbTg83sOhK5VrO5LO/LkmyRWhXNt/s8aMQke0v4jgJyZEgEAnNkCGNEkPRWlujszfZDF8RXU3lz4xnh/uZ1azKVTrflTsH6osw2lSKIw98QNGKuk7upOzUk9FjYHT9+nMKKRAhlZhrl/seFMnXkrJj7lwfP8tN8ctYYWyQ72NiumKuaFNtx4qrkVrY0rYAzKZYzeaRZDEQ3K+XrCtK3VxZrcd1iV6/PgqLN9B521sbycmTBMDKJnTCCOSpMfDGp80pKy5bDND933vxJFBczmL8UR2hfTdl7eSk1cqk3i7MtYtwCV0+z2k33BnJkcBiRwBoXyYwNEV9N67x4u3X7caqHC2/+RHM5W+lIXcV7+Sllkk43Buvb0Pilw7yt8Fy6nvRY2Lm6uiLUnJbWbKQNrxvl+O6yJXt+/2pGXJQti4YQUkqFWbcuffL8Xw6jNxhpowghipuj/WtLFAV32o9fEZ25IbmVzZsznhkTjIbqZ0Kl020uy91QnNWpVsXZOm0KiY3m25m6U6C/LDVHFoxAo3Bnx7HiIkWnr0uSchq/2MkaGcqdM57IHrqXJd1qa1qbczu1vcWGQvshbPSLHgFkU1+SaViQIyPBKGTO1FGsMeGiM/9IbmQ2bdrDjA7izUsYyl9nZYna1mTfvt7awCVTPg8ascY7mG6h8ww/sh7fjhEjRvTysoEPfb984Vb21GnPzByLECKQqBRMrVDrEEL+8StunTP6TZdpgZ5O/h6SW1mi09fb9pwWX88QLJxCcR9yp6GcaaxZm3O7VCLyYnJ2RY1/3Hm4qXsEHo5l58iCEbkswVMzWPHRHUcvSW5lyzKKuDPGsuKjh9osr/UK2bt5KX9Ul5IJhDd9Qj/wD+eTLe1SRwQ5MjICi85fOIUdH91+9LI0NV+WXcKZMoozKXaoTfHYqlJ8kJ+6o7IYIfSiR8D6oGhb65iX7mH1+GdLTU016oaJVPcdiYUb8q6ev11YV18vQwxnZ2f/kdMmhDgadbv/j4CxxkYwogJFZ25IrqU1fv07a1Qob248gTUkzlq7IxW/ln3r78ZqFon8RXDMWu9gq5qGx2JYfo4sGsXF3v61J+XZJe3HLrcfuyy5nc1fMHmI3KNJrdN9X573aWGGWKOe4Tjsu9BRviyLvTco5GgQkOwFdi8tUBTeaT9ySXT6ujQpl79g0hA5zVSH49sqiz7ITxWqlPF2TptDR4VxLfzuEQPRY2GXl5envwopKSnJeJt3DE54JjjBeO33iUCn8udPZI0Oaz98UXIrW5ZdwpsTzxoTZsJvZpU67Vcl2Z8XZyu0mqVu3l8GxzrDFRJmy0pyZNnoYb60QM/Oi0mdF243/7CfERXInz+RyGWZsEvXWxtezrqZ19nuzeLsC50wy9HSJunsBnI0aGgBno7vr5IkponO/NOy5TA91Ie/YDJJYMpjhtT2lpcyb6R3tLrSmVtixi509TRhZ8yCya6KHVLITrb2ry2RZRS1H70k3H9WmpTDXzyV4uow+D251Fy3OutmqUQUxOH/Ej7G3CcpAFaVIwuGkUncGWOZI0PaD1+UpRcoCsq5s+LYcVGDPyVKq0rxVm7ynqoSKpH434Cot33DaETLH8uHHA0mjEhgT4xhRAe2H7ssSytQFFVyZ45lJ8QM/nkIIrXqg/zULRWFJAx72zfsI/8IuO95f5jsqtghiBHpTwv0FJ35R3w1rfHL3ZwJMdyZYwftmtkWpeLN3KS91aVMEumr4Ni13sEWdvqzdbLCHFkwkoBr98IT8pzS9sMX2w9flKbmC56cPmjXzOII/V5V8p/c5FaVYrrDsB/DR1vPpfGQo8FH5LJsl89VjA4XHjjXcfyqNDlP8OT0wbxm9mDtnddzbjcoZONtnbZEjA1g8wZt0+aux8Ju3rx5+h/Cw8MRQo0V+YXlwmGBod7OFnsaB0KIQKPwH5/IjA0R7jvbeSlJllUkWDyNFuBh7O3+XlXyZm5ym0ox09Ht5/Ax7gxTfssDDMg6c2TZ6KE+NP/hor9vdF5JafxiF2dSDHfGOGOfZl4m6Xw+85+rLfVONMbBmInW9m0U5MhUaH7uTh+s6rxwu/PC7aZNe9lxkdw58QQaxagbrZFLV2feON1YbUuh7Yoa/4y77xCdtGKo6ntMSKuoeHlmkJNn8ITJcb6u/LhlHws1Fj7uTXGxd3xzGX/BZJ1E1vzTgba9p3VSuZG2VSkTT7159tn0axQC4VDsxNOjp0JVZ5GsMEcWDKOQeY8lOL7zLGWYQ+eFpIYN2xWl1UbalgbXfVWSHXr56LXWhhc9AgomL7C2qu5ekKPBh9TaQEEAACAASURBVJGI3BljHd9bQfVyFV9Lb/jsN3lemZG2pcPxn8rzgy4ePt1YvdTNu3DKgmehqnt4fR9lHnx64rYr2IZdJyaFONXnXnpz9bo4ekzer7MGoXOmRMDY8dGMMF/h/nPSpFxF/h3+oimMCH8DbkGH4z+W539QkCrTaFYO9/smZCSPbNzDIGBCVpoji0ZxdXB86xnxtbSOk9eav/+TNSaCNy/BsDdWzxa1rUi/ntHR6sfm/hYRN87Wii7SfCDIkamQHWwc1i6V3MzsOHG1ZcthZkww/4lJBKYhb1BeIhGtyrj+T2ujB5N9OHaSNd/sdYD6LuzeOlkduTHz/WdDEEIoKsan82T4O68iEwVJq9WeOXNGoVB0W15bW4sQ0ul0ht0ckc+xW71QmpLXfvRS6/bjjHA//uJpRLYBrlEtkYhWpl+/0dboxeRsGzVugp3zwNsEQ5k158iSETB2wgh6iI9w31nJjUx5Xpngyen0IAPcWlSl020sztxYnIUQet8v/CP/SGu4SKJPkCNTwhBrbAQ9xEd44Jw0JU9RWGGo8Q4tjn9XlvtxQbpSp33NK3hj0AgmaWhNoWde+n7vbMkElvf/T0LN8mBhhA5jdqk3V69enTNnTk/PlpUZZXyYGRNMC/BsP3RellGkKKsWLJjCiA585NZ0OP5dWe5HBelKnXaNd/DGoBEMmDXbCkCOLBjJlmf/6hLJ7eyOY5dbfjnEHBXKnz+RQH/0qVMzO9qeTU/MEQnDuDY7o+IiebYG7K1ZgxyZHJHLsnvhCVlagfDwhdbtxxmR/oJFUwcy/2uhuGN5+rVkYbM/m7c9Mm6MjQnmo7AwfZcUv2+cP271mgueP4zzt28uvP7y80kT3j4/CD17oISEhJMnT95/hLRp06bk5GRvb2NNpUhkM2xXPiaLLGo/eL5111+MzKJHG7orlYiWp1+72dbky+LuiIoba2PtX6xYD8iRhcMQa3QYPcCjbd9Z6e0cRWHFow3dqXW6DcWZG4uzMIQ+CYh63y8cro6/F+RoiGBEB1L9hrcfOCfLKFKUVAsWTWVEPvTQnRbHN5XmrCtMV+t0b/mErg+MhmFpg+ixsMP+PUPv1NCTXT/7nDyL1o0xYqd6RiQSZ8+eff/ygwcPJicnE4z8LyAjwp/m4y48dF6WXqgoqxEsntr/UWj9GXXv56cqdNrXvUM2BEXD7e2sAeTIqhD5HPuXF0lv57QfvdSy5RBrVBhv/kQCrb9n3eWIhM+kJWaJ2sK5Nrujx8Pc+l0gR0MQkc2wfe5xWUah8OCF1h3HGZkBgsVT+3/WXYlE9ExaYpKw2Z/N2xU1fqRgkKYNsgY91hZbtmzp6SkyM9g4nTEDBBbddsU8Wbi/8OD51u3HGdGBgoVT+vwoV8rEy9OvJbY0eLM4u6LGw0Cd9YAcWSHmqFCa//C2P89KbmUriioFS2fS/Nx7f4kWx78qyf6kMB1H6OOAyA/9ImCg7l6QoyGLERlA9XFvP3BOllGoLKsWPDmdHuLT+0v0wxzv5acqddo3fUI/g4E6Q+uxsHvxxRcfuFze8tdvxyzunNCHxIj0p/q4te8/K0srUJZWC56a0dN3LjhC2yuL3sxJkmjUL3sGfhkcC+eEWhXIkXXSD91JbmZ1HL/c/OM+9vho3tz4nmY7LxaLnk1PTBI2B3H4e6Lj4Yy6+0GOhjL90J00Nb/90IWWrUdYo8J4T/Q4UN01zOHF5OyOhmEOo+i7yMA1Hdu++SqzUqh/KKn5+3jqqNdeiDNyx4Y6Ipth+/x8aUpe+6GLLb8cYo0O482f1G3axgaFbGX69bNNNW4M1vGRkyfaD96c3WCogRxZHQyxxobTAoa37f1bnJimKKwQPD2z28T9OEI/lue9m5eq0mnf9g37NDCKSoChi95AjoYs5oggmo+bcN9Zye1sRXGl4OmZNN/uA9U7K4tfz00Sq1WrPQO/gmEOo+n7bf372REv7a/xcSaVt3ADhqO84vplez8bhJ6ZBWZMMM3Xve2PvyW3shXFVTbLZlG9h+mfOlh7Z3XWDaFK+ay77/ehozgwR511gxxZJ5INz2HNk+KrqR0nrzV9+wdn8kjujLEYiYgQqpZJVmRcv9xc58Xk/B4dDxcD9gfkaCgj8th2Ly28O1D9wz72+GjevAT9TVmalPLnMq6faqh2pTOPxE6aDMMcxtT3aRwf/VU9ZkdWdtafVO743KK6Q8t8khNLB6Fn5oLIY9u/vFiwaKpWLG3a/GfH8SttUumSlCuLUy6TMcKJUVN2RY2Hqg5AjqwXhrEnxDi+s5ziat95/lbT17+r61v2VJeGXj56pbnuBY+ArImPQ1XXT5CjoQ5DrLHhju+vpHoNEyemNX6+U1XVcKy+MuTSkVMN1UvdvHMnPQFVnbH1XdjVKbW8UAGNP0XXfkquwye+N+rO/reM0ZXExMTcTpUxWjY6DLHiIp3eW0Ed7nwyMyPo9L4DteWPOw/PnfTEXKc+TpoGVgJyZOXITrYObz3DnTG2oaVt7qlDz6QlMomkM2OmbY0YyyI9+Nw7cD/IkVkg2fAc1j7FeyyhXSR68u+j85Mu4jg6Ejtpb3QC3GBpEPRd2C1xYma+81VGByGOpdlRJe6s7MBxtTG6kpCQ8G6h0BgtDw6lgPPJBM9nw7kyDP+uSLqrg2kHn2DwP5AjgBEJ1yLdpsU7nLWjzG5SXinVTSKx+34ZuAfkyGxgWGrosKkJTkcdqRNbVZeLNHOIHFP3yVr0fY7dh4c+PTr+zf/888qGNVFjA9zXqkQeiw4NfMPh4eH3L7zx9KRwBgkhlJWVNfBNDKZbbU3PpCeWSTon2Dlvcw5ilF7qOHVNnldms2wWyV5g6t4B04McWblOtWptzu1dVSUCCnVf1PhpKVXia2mNG3fwHp/IGvOAPyJ4IMiRWZBpNe/mpfxUns8ikbeFj1mQ19yZm9T4xU7e3Hh2fDT696yEwOD6LuzsYtdUti2pUHG9Z58/4vJTntR5zSvzB77huX74p4dyKJywx6bfneM3Ozub5e7tb/Po9+ExCZVOt64w/euSbAqBuDl01GvewRhC+DvLRaeud15Obvh8J29eAjsuCsEn2bpBjqxZYkvDs+mJVTLJNIdhO6LinGkM5O5LD/UR/vG3cN9ZeU6p4MnpRC7L1N00A5CjoS9Z2PxMemKxWBRn67Q7arwHk408A+khPm17TrcfuSTPLhE8PYtkwzV1Ny1Zvy42JjHt2c35ienC4BkvznM2zN/jvwez4+JefXztL+32zx/57iU2ETt48GD4Z1sPxJrTrDbZorZlaYk5IuEIvt2e6Hh/Nk+/HCMReY8l0EN92vacaj90QZ5TInhqJkkAA9FWDXJkheRazXv5qT+W5zOIpK0RY5/3COg6xKP5DXd8f1X7kYvSpNyGDdsFi6cyIgNM2VczATkaslQ63fqijC+Ks0kE7JuQ2Ne9Qwj/G5yjerg4vbei/fgVyT8ZjRt38J6YyBoVZtreWrC+z7HTKipenhnk5Bk8YXKcrys/btnHQg1ukG1PfPnH8pT9siNve45YcrNeZpA2B40G120szoq5eqJQ3PFpYNSt+DldVV0Xqper0/srWeMiFMWVjRu3S5NyTNJVMBRAjqxQsrA58srx78vyxtg4ZE+c/8I9VZ0egU61eXqW3fPzMQLWuuNE684TOqncNH01E5CjIStHJIy9euKzosxQriAt4bE3fUIJ//7KFaOQBYum2r+yGKNRhH+cadlyWCuSmKq3lq3vwu7g0xO3XVFs2HUiOS352M7P6o58Hvfy34bavG3EwqvluSvcsuO9zOm2MIXijjGJJz/IT/VlcZPj533kH0nCHvxOYlSKYPE0+5cXYVRK296/W7YegY+ydYIcWRWlTvt+fuqYaycrZeJvQmITx83yZPZ4nQQ9zNfpw+cY4X6y9MKGDdvluTB/R48gR0OQfphjxNXjeZ3tHwdEJsXPDeLwe1qZ5u/h9OEqZkywPK+sYcN2WVrBYHbVSvT9VexbJ6sjN2a+/2wIQghFxfh0ngx/51X06yyD9YDu8eWJ/PHfvrTxWH4ga6hfRqrF8e/Kcj8qSFPrdO/4hv23fzPF0wI8nT5c1X7oojQlr+FOLX/BZOaIoEHoLRg6IEfWI72j9dm0xLzO9hF8u91R4wN73sl1IbD+dVMmZmwIf8EkAh1O8OoOcjTUFHS2L0+/ltLeEsTh/x4dH9WPG+IR6DSbZ2Yzwv2E+8+17vqLkVXMXzSVyGYMQm+tRN+FnS2ZwPL+/2NNlgcLI3QYuhuEGW/8OuONvtfTarVnzpxRKBTdltfW1iKEdDrj3jSwSNyxIv36bWGTH5u7Oyp+pMC+/6+9+1GO8BfuP9u2+6Qss0iweBqRwzReb8GQAjmyBkqddn1R5pfF2QQMfRYY/Y5fWE9j+Q/EHBFE83UX7jsrTc5VFFcKlkyjB3sbr7fmCHI0dGhx/JvSnE8K0zU6/F2/8HX+kTTiQ9wQjx7m6+Q1THjovCy9UFFaLVg0Bc4xNZS+C7vfN84ft3rNBc8fxvnbNxdef/n5pAlvnzdehy4vm7O+ujMxMfGBz169enXOnDk9vbasrMxIver6BKt1ujd9QtcHRtGJj3KTO3qoj5OXq/DQBVlaQUNZDf+JScwYGPO3CpAji5fa3rI8/Vp+Z3skz3ZX1PhQ7qPMc0TksuxeWiBNymk/crlly2FmTDD/iUkEJt3gvTVTkKMhIrdTuDL9emp7SyCHvytqfAzf7hEaIbDotivmySID2g+ca91xgpFeyF80FcY7Bq7H6gT792mPU0NPdv3sc/IsWjfGSB1qy8tKK+lxWsiEhISTJ0/ef4S0adOm5ORkb2+jHN3miISrMq6ntrf4s3k7o+JGCQZ08x8Ck267fK48MkB48Hzb76dk6YWCJdOIPJin1DJBjqyBXKtZV5j+XWkeEcMeYaDufsyRobQAT+G+s9KUPEVRBX/RVEa4n6F6a44gR0OHSqf7vDhrY3GmDkfv+IZ9EhD1UAN192OE+9G8hwkPXpBlFCpKq/nzJzJjQwzVW+vUY2G3ZcuWnp4iM404yLQwo3phz88SicTZs2ffv/zgwYPJyckEwoD+Mb2fUqfdWJz1eXEWjqNHGGruBT3M18l7WPvRy9Lk3Ib1v/HmxbPGRsJcd5YHcmTxrrU2PJfxT6lEFCuw3x4ZF9yPM+r64+7QXUpe+5FLrb8dY4T78RdOsdq57iBHQ0RKe8uq9Ou5ncIQjmBnVFz0Iw3U3Y/AYtiunCeLDmw/cK5tz2lpWoFgyTSSAOa6e0Q9FnYvvvhityWdrR1sW54xag9cIxdrKByaYWomQ7nR1vhC5o2CzvZwrs2OqLjIfpwT+lAITLrNslnM6EDh/nPCA+elaQWCJdPJjjaG3QowLciRBWtXK9/JTdleWUQnkjaFjFzjHUw09JT6zJhgWoBH+6GLsoxCRUkV77EJrFFhVngECDkyOYlG/WFB2k/l+UQM+yQg6j2/cIqhK1dGmC/Nx6396GVpck7D+t94c8azx0cjgvV93AesH38YXLV3/UpXGzrXjk/nOy//dK/KMNMGoeILfzw3b6yrPZ9MYfIYZK6d68jZK/+4VGKY1gegQ616MfNG3LVTFVLxhqARKQnzDF7VdaEFejp9uIodH60sr238fIfo739wjdZI2wKmZH05smwHa+8EXjzyW2XRJHuXnEnz3/AJMXhVp0dkM21XzrN74QmMQhb+eaZp8x/qxjZjbMg8QI5M4XRjdfClI9+X5Y0U2GdOeHxdQKTBqzo9AoNm8/RM+1eWEDms9iOXGjftUdU0GWNDlq3vKwDSvpr+7PqsZ976eKy/Y2vprW8+Wz6DHnjpP1ED3HDJvjVBS3/0GjV9wapXHQR8Kq7s6GjLvn1p2ZTAjAPF3y70GmD7j+zPmrK3cpMbFbKJ9i5bw8d6s4x+uwiMStFPgCLcd1Z05oY0rUCweBrNz93Y2wWDydpyZMHKpZ0vZ90831RrS6HtiY5/2s1nEDZKD/Vx8nUTnbwmvp7R+PkOzuSRnKmjMfKjXMJl1iBHg6xOLn0t+9ax+koumfJz+JgXPQIIxr/TK81/uNMHK0VnboivpDR+tZsdH82bNQ6jwuwz/Yb3ZQSbEvnftK6HGZ9HU9gxfb6qT2O41IDVh+9ffnXDCCp3/MO2Nn/+fITQ5s2bB9Klws72CddPo6Pb7E7v+b2qRDeQth6NViu6cLt67ddVqze27Dyh6RAPfhfM2ubNmxFCN27cMHVHHsB6cmTBFFrNp4XptBM7sKPbnk1LbFHKB78Pyoq6hg3bq1ZvrPv4F1luqTE2ATnqYs05Umm135Rks//ahY5uW5R8qV4uNUEf6pobv9lTtXpj7fs/StMLB78DA2HCHPU9mlos19iN+//75TmOs9fIiwdeUBbK1C6zYu5fHjzLTyPLG3j7D0WiUb+TlxJ2+Whia8MLHgFFkxcuc/MxwRf7BAJn8kinj56jh/rI0goa1m8TX03FtRY+GZKVsIYcWba/G6uDLx35uCDdi8lJjJu1K2q8LcUEEwhThjs7vruc/8QknUTesuVwy69HNG0Gn8ht6IIcDY7EloaIK8feyk22p9LPjfk/9u47PIqy6wPwM9t7Se+99wIJoYfeiyKKLxaKDQv28r76YUNFRbEjgmKlKUgxdBJaSO+99962953vj8WIgRTIbnZ3cu7Ly4vMzj5zkuwvc3Z25pmF++NmOzPMMIEw1cXe8fm1NmsW4hpt154jHV/s07SP4/MQRmz4xu4JH37uK1+2qXQIIb26/asXs/k+A89jvQNbEpyuPrjmp6SrXdLr14qrZD3pZw8+sPyo4+Qtox9/hHCEfmusCjxz8MOK/DCeTeqMZTujp9rQ6GNWwM0oNnz7x1bZP76KxGL2/n6u7f09yrI6M9YDjILYOSK2Kql4aerpJamn25SKbWFxubPumm7nbM6CSCRu4kTn/3uUFRuiKKhsfec70YlLuFpjzpLGCuTI1Brk0vsyzidePlEjk7wVHFs0Z9V8RzdzFoRhnKlRLv/3GGdypLK8vu29PX1HLugVKnOWZPGGP0Xjf2e+3Bf0kIftHh9Pm576ml6d497S/41+w0+eSc2fv+ChxVMRQiQKnYZplBo9Qiho5vrUU5tGP/5IZPR2PldwLbW73ZbG2Bk99RGvoDE4e2CEmOH+jCBv8dk08dm0ji/2MSMDhCsSKQ53MuUpsAQEzhGBiTTqreW5n1cVq/W6+939PgqPdzHHcYtbIvM5duuXK6dF9x46Kzp5VZpWKFg+kz0hlNjXzEKOTEeu035Ykf9hRYFCp13u7PlpRIL34Dc4HmMkDtPmP4s4U6J6DpwRn0uXpRfyl83kJEQgi9llW5ThGzuu5/0VTaFffXOgpLLDYc0jqx9/MsrOCB9AkOmee1JKtxYln75W2tzSIkcsFxeXoEkLZoU7Df/kUWtUyF4ryvitsYqMkZ7yDX0rONa8R+luCaNS+IumsidF9B05L88tUxZXc6bH8hdOIbHgDpLWh5A5IjAtrt9dV76lJLtDpZggtP80YtJUW0v8kTL8PZxfXSe5nCv663L33mOSlCzh3bPpPmY9xGJKkCNT0OP4Tw2Vb5RkNSlkoTzhpxEJcx1czV3ULdC8XJxefkiWVth3LKXn1yRpSpbgrlmMIG9z12VxhmnsNLK8N97ZP+/Vt55//T1TbN4pLPGhsERTjDyYXo3qg/L8z6uLlDrdIif3j8MnBXMFY1nA7aLY8Ow2rFTVNPX+cV5yIUOWXsibl8CdETsOL4izXsTLEbH92VL3WnFmmaTPhcHaGzvjAQ9/yzmWfwskEndGLHtCiOjkVeml7PZPfmZFBvKXzaA6Em1STMiRKZztaH65MD1P1G1HY3wZNeUx76BR3jfFtDCMnRDBjA4Sn06VJGd2fLGfEeIjXDmL6mKcqZKJYZjmANcrPvnww6qlm2dNMes5JcYg12m/qi75oCKvR62KFthuC4u3zDclt0T3cXN68SFZVrHo+MW+IxckKVmCxdPY8eEweaNVIFKOiO1SV+t/izOvdrdzKdS3Q2Kf94tgU6zjHRSJzRSumsOdHtN3NEWeXy4vqORMjuAvmkakm1VAjowrvafjv8WZFzpbGGTyq4FRrwZE8qnWMaUIiUETLJ/JmRYjOn5RllncWrqHPTGUv3gaxc6iD9OMmWH+ZtG4CT+9PG/D3Q/v+ebZYGdhfxs/adIkU1dmRGq9/ru6sq1lua1KuTeb+3nk5DVuvhb9FvyWMMSeGMqKDpJezhGdutr9y1/is2n8xVNZMcFwnoGFI0aOiC2zt/ONkqzT7U1UEmmTT8iW4BgHOtPcRd02ioON3SN3qWqb+/5Mll7Jk6UXcabF8OYlkLmWcmrgaECOjKVA1LOlNPtoSx0Jw9Z5BrwZHOvBsr43ABQbnu1DS7mz4vqOpcgyiuTZJezJUfwFk+He68O/GV2z7TRCaONdZ25ciONGmu3bxFR63Q/1FR+U59XLpS4M1pdRUx7xCjLRlNljA6OQuYkT2QkRkvMZkguZXd8fpZ5K5S+cyooOhPbOkll1jogts7fz7dKcv9oaSBj2oIf/luBYH4s5Z/zO0L1dHZ9bqyiuFh2/JLmQIb2Sy50Zy5sdT+JYfXsHORqlQnHPW6U5h5trEUIrXbzeDZ1o4ScjDYvm7ujw5L2qyoa+oynSyzmya/mcKVG8eQnjub0bvrHLzc0dgzqMTq7T7qkr/7Aiv0khc6AzPwqPf9InhEm2jk9VhkVi0PmLp3FnThCfS5OkZHftOUJ1tuPNn8yODYEPZy2TleaI2K52t28tyz3Z3kjCsHvcfN4MjrX2ndyNmKG+zBBfeUGF6MQl8Zk0SUo2Z2o0b068VX84Czm6Y5m9ne+X5x1trcdxfKmz55bgGNPdKnPs0f09HF98UFFcLUq6IrmYLb2ax06I4M2dRLElTqJHbqhGp7f0zI9HLrfphImr1s0PFo5ZTaPUo1Z9VVP8RXVxp0rpzGB9EjHpMe9gFlFauhuR2EzB8kTe7EniCxnSi9nde4+JTlzizorjJERgNKq5qwPXWWmOCAxHKKmt4YPy/CvdbSQMW+Pu+3pgdAiPiL8aDLEiA1gR/vL8CvGpq5ILGdJL2ey4MO6ceKu7tAJydMfOdjR/WJF/rqMZQ2i5i9frQdGxBGrpbsQM9WWG+iqKqsSnUqWXc6VX89kTQnhz4qmuDuYubUwN2u60X93iN+NdqU6PEProrS3/PVfxzkzzn6+q0+mSkpKUSuWA5U1NTQihdhL+VN7VHxsqpVqND5v7VnDsOs9ABplsjkrHDonDFCybwZsTL7mULUnO6j14RpR0mTs9ljMthsxjm7u68c4ac6TXE/ZmJwqd9pfGqs+qiorFvXQSeaNX0MsBEf4cvrnrMjEMY0UFsiIDFSXV4tOp0tR86bUCZrgfd1Ycw9/D3MWNCOToDqj1+v1N1Z9UFuaLuikYaa2H3ysBUWGEfAPzb8wwP2aYn7K8Xnw6VZZRJMssYgR68+bEMYJ8iD3LY79BG7uXV20nuT+Qf/kTd6zlpRlTt6964p2uP8eysltKTk5etmzZrR+7f8UHrmy8piRWYPdiQMQ9rj7k8XTOGYnF4C+YwpsdL7tWID6fIUq6Ij5zjRUTzE2cQPMw/1/Accv6coRQVVXVWBYzNhrk0m9rS3fVlnWplQIq7eWAyM1+YZYz2/BYwK4fz1DVNInPpSsKKhUFlTRXB07iBPaEUAufPglydFvalPJva8u+rS1tVcq5FOpmv7Bn/cK8WOPrnDNGoCcj0FPd0CY+ny7PKVOW1VKd7bgzYtlxYRjdOi7+vWODhvlAh3zCztci3GwQsnllS8T3D50Yy7IGk5iYeOzYsZvfIW3fvj3dxTFcrv1ywcppduNiSslbwqgUzvQYztRoRWGlJDlTllEkyyiieThzpkWzJ4TA57Njz/pylJ7u5+dnlqpMQY/jZzuav6kpOdHWoMNxPw5vS3DMw54BHMr4zQLdx83+UTdtR4/kYrYsraDnl6S+I8ns+HDO1CiL/XwWcjQSOEIpnS27assOt9Sq9XovFndbWNyj3sECK5nExBRoHk5265ZrlydKL2ZLr+X37D/ddzSFHR/OmRJF4KnvBm3sVHqc7nD9ZgwMBwaO68aqpKGQyeSlS5fevPzAgQPpX/ywftuH47mr+wcJY0YGMCMD1M0d0kvZssySnl+T+g6fZ00I4UyKoHm5mLu+ccT6cpSeTrLmy8b7NSpkP9SVf19fXi+XkjBskaP7Jt+Q+Q5u1jfPkWlQHGyE98zlL50uSyuUXs6RXMiQJGcw/DzYCRG4ziJepTeCHA2tVSn/uaFyd115pVSEITTbwfUp39AlTh7j6mOrIVBseIKVifzFU2VZJdKULElKliQli+7typ4cyYoJIjEs7r5To2TRh99vj0pt7gosDs3VwWbNQsHKWfKMYmlqnvRyrvRyLtXFnh0Xxp4QQhbyzF0gAEYm0WoON9f+3FiV3Nmix3FXJvv1oOgNXoHj7XOoESIx6NyZE7gzJ6gqG6RX8+R55crKBlFJhrnrAiOi0GmPtTb81FBxur1Jh+MOdObLAZEbvQKJf9roHcFoVM7kSM7kSFVts+xqviy7RPVrUu+hs6yoQHZ8GCPAizBzSgzV2JV88tzaQ2yEkLy1CCG0du3a/od++eUXU1cGjIXEoHOmx3Cmx6ib2mXXCmSZxX1/JvcdTWH4ubMmhLKiAggwu5UlgxyNAaVOl9TeeLCp+nhrg1ynpZPIK5w913sFLnB0h4MWI0H396D7ewjlSnlWCenjInOXcwuQo34avf5sR/P+puo/W+okWg2VRFrs5PGwZ8BiJw+rnqV1zNC9XeneroJVs+U5ZbK0AllmkSyjiMxjs2KCWRNC6F6u1n6NxaCNnaurK6rOTKk2fEVydXVNSUkZo6KAadDcHGn3zBWsnKUs8AvrrwAAIABJREFUqZFlFisKK5WVDT0HTjECPFlRgcxw//E8o6OJQI5MSqrVnGxv/LOl/nhrvUSrIWHYFFvH/7j7rXbzEVKJ9vHKGCCxGJzpMbzcOHT8N3PX8i+QI4SQQqc909F8uLn2eGtDr0aFITTJxvE+d5/73Hyt8S4pZkdi0A0H8LSdvbLMYnlWieEjWrKAy4oKZEUF0n3drfQY3qCNneGCbUA8GIXMjPBnRvjrlWpFYaU8t0xZUqMsq0MHTtM8nJkR/sxQX5qbk7W/ZbEQkCNTqJNLktoa/2pruNDZotTpSBgWL3RY7eazytXbjQlT/BDQeM5Rq1L+V1vDidaGsx3Ncp0WITRBaH+3i9d97r5wgoFRUOyF/EVT+Yumqpva5dkl8txyQ4dH4jCZIb7McD9GsDeJyTB3mbeBQOfYgdtEYtDYE0PZE0P1SrWypEZRUGG4B5Ho+CUyj80I8WEEeTMCvWAyPGAJZFrtxa7Wsx1NZzuai8W9CCEaiTTT3mWFs+dyF6/xNXEJIDqFTnu1u/1MR9Pp9qYCUQ9CiIKRptk5LXX2uMvF29MK7+tqFWhujjQ3R8HyRHVzhyKvXFFUZfiUFpFIdC8XRogPI8iL7umMLP7zboto7HCtQqKl8RgEn0nYYpEYNFZMECsmCNfpVTVNyuJqRUmNLK1QllaIMER1tmcEeNL93Ol+HsS4lThRES9HMq32Wk/7xa7WlM7WjN4OtV6PEHJhsNZ7BS5ydJ/n6MYdx7OWABMxV47kOm1GT+elrtbkrpZr3R0qvQ4h5EhnPuDhv8jJfYGj+3ietWSM0VwdaK4O/MXTdH0SRVG1oqRaVV6vqmkSnbhEYtDpfu6MQE+6rzvN3dEymzxzNnblZ375+OudJ1OL27pEeoS4ti7Bk+Y/tfmVtXMCzFjVeIaRSQx/D4a/h2BFok4kVZbVKsvrleV1huPSCCGqoy3N24Xu7Ub3dqE621nma3q8IViOamWS9N6OtJ6Oq93teX3dWlyPEOJTafMc3GY7uM51cA0dB1Png7Fnlhw1KWRpPR1pPR2p3e1ZfZ0avR4hxKFQE+1dZtm7zHFwjRLYwkkxZkQWcDlTozhTo5Ber6ppVpbXKcvrlKU1iqIqhBBGp9G9Xek+rjQvF7qXC4ltKWc6mq2xq/htc+jaL3wTFt6z8WlHGyEdV/X1dedfO/fgvJCc/eWfrPY1V2HAgMznsOPD2fHhCCFtZ6+yqkFV2aiqbb5+JA8hjEaluTvSPJxp7o40dyeqky30eWOPADmqk0vy+rpz+rpz+royezs7VArDcgc6c4mzxzRbp+l2TtECO7i4FZjOmOWoQS7NF/Xk9HVl93Vm9Xa1KuWG5UIqfb6D2zQ7p6m2ThOF9lT4W2ppSCS6nzvdz52/eBqu1qiqm1TVjaqqRlVNk7KsFiGEMESxE9I8nGgezoaPdM1YrNkau/Wbvg144mDJV6sGLE95L27Boxs+WZ1ijqLArVHshRx7ISchEiGkk8jVtc2quhZ1fYu6vk1Vff2kZoxCpjrbU13sqS52VCc7qpMdxZaPYGdsYlaXo06VsljcWyrpLRL3Fop7CkQ9Is31GSjpJHIk32a1m0+c0H6SjQPMxQXGjIly1KVWlor7SiS9ReLeYnFvXl93r0ZleIhGIkXwbVe4eMUL7eNtHAK5AvhbaS0wGpUR7M0I9kYIIb1e3dShqm1W17WoG1rlOWXy7FLDaqLKbHNVaLbGrlSuiVkSd/PysCWB2jdPjn09YITIXJbholqEEMKRtqtX3diubmrTNHVoWjtl6YX9a2JUCtXBhuJgQ3EQUu1tKPZCip2AzOfC9bZGZMk56lIra2WSapm4SiqulIrKpaIKiah/x4YQElLpUXzbCL5NtMAuWmAbyhXCgQpgFsbP0QN3/8+V9eyJn/sX8Km0cJ5NJN8mUmAbI7AL59nAnHNEQCLRPJxoHk5oRixCSK9Ua5ra1U3tmqYOrKFw2GebiNkauy0JTq8+uOanHz9cND3WjsNACKlkPXmp59589Kjj5K3mqgrcHgxR7IUUeyErJsiwQK9Qalq6NG1dmrZuTVuXtqNHnl+O9Pg/z6CQyTZ8ig2PYsMnC3kUIY8s4JIFXDKfQ2JZ0/XkFsLsOVLotM0KeYtS1qiQNcqljQpZg1xaJ5fUyaVSrebGNZ0YrAi+TSCXH8wVhvKEIVyBK0xNAiyD8XPEZTtq9LMCQwK5/HCeTTBX4AGXso4DJAbN8IktQojXXYlO7DNLGWZr7J48k5o/f8FDi6cihEgUOg3TKDV6hFDQzPWppzaZqyowSiQmg+7rRvd161+Ca3Xarj5tV6+2s1fb1aft6tP2iNR1LcqyugHPxagUMp9D5nFIXBaZxyFzWSQOi8xhkbgsMptJ4rBILAZGtYjruC2HSXOkxfXdalWPWtWlUnarlZ1qZbtS0alSdqgUrUp5h0rRopT3f5Daj04ie7A4CTYOXiyuD5vry+H5snl+bB4PrukDlsr4Ofr6p2cCYjavmWbcOgEYCbPtJsl0zz0ppVuLkk9fK21uaZEjlouLS9CkBbPCncxVEjAFjEKmOtlSnWwHLNfLlbo+ibZHpOuT6ERSXZ9EJ5bpRBJtd5+urgXp9bcejUohsZkkJp3EYpCYDBKLgTFoJCadxGCQmHR1Q6vpvyHLYvwc3bf8I0fGp6f29WrU4puatn52NIYjgzlRaO/MYLkwWC5MlhuT48ZkuzPZzjClHLA2sD8CRGLm4x9OYYkPhSWatwZgFiQWg8RiUF3sb/EYjuukCr1UrpPK9WKZTirXyxR6mUIvV+rlSsM/tJ29erkS1+pufJ6soHiMqrcwxsyRvY2KhFzozECuwIZKt6HRbWkMWxrdjs6wpdEd6SwHOsOezoTTgwDxwP4IEIPFfbB1/sFl7zSIB7sPoE6nS0pKUiqVA5YbbjijH+QwD7AyGEbmsshc1rCTz+IarV6pxhVKvVKtV6g438vQlRNjUaHFu/Mc/ZH+X+/w51avMHmJAFg82B8Ba2RxjV13UV5WRc9gjyYnJy9btmywR+vr601TFLBQGJVCplLQ3/fDuPXxv3EJcgTA6EGOgDWyuMZudU7D6sEfTUxMPHbs2M3vkPbv33/48OGNGzeatDYArAXkCIDRgxwBa2QRjd3I781HJpOXLl168/LCwsLDhw+3tbWxWIOeuK3RaHbu3Onj44OZZtZcHMfLy8sDAwNhfHONf+TIEVOMbC0gRzC+UcaHHEGOYPzRj2/GHBHkXrEkEgkhNHfuXBOUCawMmTzWd+82L8gRMAXIEeQIjJ5ZckSQe8WuX79eq9Vqtdoh1iktLT127NjEiRNdXFxGV/uttbS0ZGZmwvjmHX/t2rWxsbGmGN8yQY5gfFOMDzmCHMH4ox/fbDnCzWQKnx686dDNy5O3TqTzZ5hiiwcPHkQIHTx40BSDw/iEH98yQY5gfOsa3zJBjmB86xp/aGabjKpUrnEd7N588qKxrwcAawQ5AmD0IEeASMzW2G1JcLr64Jqfkq52Sa9fUqSS9aSfPfjA8qOOk7eYqyoArAvkCIDRgxwBIoF7xQJgxSBHAIwe5AgQCdwrFgArBjkCYPQgR4BI4F6xAFg9yBEAowc5AsQwju7kzWQy+/8P48P44M5Y++8Rxjfv+MDA2n+PML55xx+GWa7FNQutVnv69GmtVgvjw/jgjln77xHGN+/4wMDaf48wvnnHHxqG47h5OkoAAAAAAGBU4+ijWAAAAAAAYoPGDgAAAACAIKCxAwAAAAAgCGjsAAAAAAAIAho7AAAAAACCgMYOAAAAAIAgoLEDAAAAACAIaOwAAAAAAAgCGjsAAAAAAIKAxg4AAAAAgCDGV2MnrU/ZOH+Siw3L3iNo9Ytfdmr0pthKZ/ZjTOFsIw6oUzW8sGquhy3bO2Lya78VGnHkGxm97H6m/rF3pO9bNinchsVw9Q3btG2/SX6p4AaQoyFAjsAIQY6GADkaFbPcodYs9FrxUnsW32/xV3t+/mrb8650ss/q7427CUVPS2by7yvcOAzBLOONqn8+2o4hnPzBl99teWoWhpFfu9ZmvMFx3FRlX2fqH7tGVujHpHgu2bz7p72vP3kfGcOW7Sw14vhgAMjRYCBHYOQgR4OBHI3eOGrsOvPWI4Q+qO4zfJnzdgyGkWuVWiNuYqsX39AuG/EVKWn6HCG0KafD8OXL7jyboI+MNbiBKcruZ+ofe+2fsxFCBTKN4cvnXLkC30+MNTi4GeRoMJAjMHKQo8FAjkZvHH0Uq+lzv/fee9e5cw1fUlkUhBAVw4y4iedyajo7O48s9DDimG0pvyOEXg2xMXy56h5PUe0O4x7dNUXZ/Uz9Y7cNf+fUqTPhLIqkq6Ug48IlscphWrSxBgc3gxwNBnIERg5yNBjIkRGMfS9pCSpPbvegU9znf2uKwS+s8DbiW42MF8MxMrP/y9KdkxFCLSqdscbvZ9yyb8l0P3aV6Krh9cwQzmtUGfNdLxgC5OhmkCNwuyBHN4McjQbFDL3kWJHWZGU1SA3/nj5zpuHgpKo7739PPLH9UFrAwqfP/7nB6OObAoYGvp/Q4rjJtmYSRvyx3xKVFXz8+J9djQUfvvjO9NV7a0ywiXELcmQ5IEfWC3JkOYifo7HvJcdM1quR/d+mQofjON56+VNfFpXnk/j54Qy9CcY3MO5bjcqfpyOEmv9+S5T5UgSZ5mCKtwCme4dk3B/7ABX7ftj90+X+L3P+Lxoj0aQ6o29n/IIc3RbIEbglyNFtgRyNBpEbuwHU0lx3OiXswffbTXDc+EbGfUVKmj5DCD1f0m348l1fgTDgPWMNfiMTBcnUP/ZLa/2prOD+5KRsDCJT7VWwPzIZyNHQIEdgJCBHQ4McjQaRP4odoPqXpxpV2rXBpJ8+/6R/4SPPvcAnG/N8VaPjuD79bOTbu+Y+FPrpRkXpvjdqJK9cXm/uom6DqX/sMdvepe9bM+U//312SbikIe3tHyujN5+kWfSv1LpBjswCckQwkCOzGC85GutO0nxOzXK7+duvURj/KLLR32poFbWbVyS6CZieoZNe+7XAiCPfyETvkMbgx15x/PPp4X5cOt3VN2zju7/I4PMjU4IcDQ1yBEYCcjQ0yNFoYLi1nfYIAAAAAABuaRzNYwcAAAAAQGzQ2AEAAAAAEAQ0dgAAAAAABAGNHQAAAAAAQUBjBwAAAABAENDYAQAAAAAQBDR2AAAAAAAEAY0dAAAAAABBQGMHAAAAAEAQ0NgBAAAAABAENHYAAAAAAAQBjR0AAAAAAEFAYwcAAAAAQBDQ2AEAAAAAEAQ0dgAAAAAABAGNHQAAAAAAQUBjBwAAAABAENDYAQAAAAAQBDR2AAAAAAAEAY0dAAAAAABBQGM3RvTqNgzDYt7KNXcht6en7H4MwxZebDF3IQAgBDkCwBggR8QGjZ3lYpJJMw9UG/e5tzsmjRO9ePHiOBv6KOsBwFwgRwCMHuTIilDMXQAwM7Worl7p5O/IuOWjHLeXTpx4aYxLAsDqQI4AGD3IkVHAETvza7u0a/GEQCGLZuPkueLxd0U6HCHkQqco9fjF+/w8F55DCCna059YOt3NhmnnFrjhjT0KPUIIydr2YBj2c8q38yeH81jCqDnr0kTqm5/b78blhud+vO1+W1vfuz4oGKyM66s1SQcbEwALATkCYPQgR0SAgzGhU7UihKLfzBmwXCMvd6WTvVc+/dX3P3+x7Q1bKnni1jwcx/Oys2gkLGbrkfxykU7dNkPAcJpy1zuff//VRy/7MilBa3/DcVzauhshxPNafS6nvCz97Eo7puuMQwOee+O2blxueC7bZc43B45m1UoGK8Ow2keNksHGBGAsQY4AGD3IEbFBYzdGBguSWpr7zTffFEjVuE7dVJE3Q0D3XnHB8BCDhM3YX4XjeOVPiRiJcTojOzc3Nzc398gbURiJ0aTSGV7l92W0G9Y/M9ed4/LUgOcO0L/8+nOvtQ1dRn+QhhgTgDEDOQJg9CBHxAbn2JkZhRnAaf98Q8InFdWtNp4BKoWWftM6Lacacb1yflzsjQsLZeppCCGEop2ZhiUYGbvdrUe6skZeBgAWC3IEwOhBjogBGjszK9+9+KGtBYeTk2fFhXGppCW2rJKb1rGbZEc+JOpRtPPIGEKor+TkX/nyBUKGrA0hhEjotvPTj4JhIy8DAIsFOQJg9CBHxACN3Zjqzvlz9+7s/i+dpt8TyCQhvbq2ojS5KfPqhf1/9Shsq84kV8Um+vEoGNaZeuGcG2/mxr0hr4VHr3z69fumazurdm15W7Lop/+sGWpD/c+dM8X+lssTfP+1PnmQMuI4w48JwBiDHAEwepAjwjL3Z8HjheGchgGm7i3XayVvr5/nJGAIXQOWP7Et5dfX4gKDNv5Zh+P4nkcWOzIZYfem4Dgurjr7wKyJTjy6ravf2le/lGj1+L9POMBx/OwCj/5zGm587o36lw947mBl3LjaYGMCMGYgRwCMHuSI2DAcx43WJAKzUvWU/7K3ZMPzK81dCABWDHIEwOhBjswIGjsAAAAAAIKACYoBAAAAAAgCGjsAAAAAAIKAxg4AAAAAgCCgsQMAAAAAIAho7AAAAAAACAIaOwAAAAAAgoDGDgAAAACAIKCxAwAAAAAgCGjsAAAAAAAIAho7AAAAAACCgMYOAAAAAIAgoLEDAAAAACAIaOwAAAAAAAgCGjsAAAAAAIKAxg4AAAAAgCCgsQMAAAAAIAho7AAAAAAACAIaOwAAAAAAgoDGDgAAAACAIKCxAwAAAAAgCGjsAAAAAAAIAhq7O6dRKjVavbmruA1WVzAgPHhNAjB6VpcjqyvYukBjdyekDafWL4ljsVg0KpnKFgaET7x380elPaqb1zz5cCCGYXvaZIYvv4mwxzCMzpvYv8LZpV4YhpEp7J6/X+VF2+MxDMMwLKlHOfYF3y4fJhXDsHmnG2/5aN3R2RiG0dgho98QIJhhX5O4Tvrzm+smhHizGfyAyEmbPjwo1+PIfCFCCCGkTz3w8QN3LwzzcWLyHSPjZzz78QGRDjfqJgC4DVaXo2ELHnqfAkYEB7dLr1xkx7z5J0llBSZ1yA2raBSSpsqsr9+4l4xhCKHdrVLD8qp9iYaVr4hUhiUbnNiGJe/Uiw1LfomyRwgxbRaPpsbDIXYIIYeo4yMs+I55MygIobmnGm75aO2fsxBCVFbwKLcCiGYEr8nt890GPOp99x7cXCHCcRzXffJA5M0183yWFkk1o9kQAHfI6nI0goKH3qcYrRJCgyN2t03a8k1SlwIh5L3kye9+O3Y15ez3H75gQyVp5OWP3nfMsE6ErY2b/4RN7xzQ4f96N++24DXDP3ZWixBCek3Xrx1yDKMghE6ebDY8tLtOghBynf/CWBYMwFga9jWp6Dr0wukmhNA9234vrSo5+P4KhFDtHxu+aZGZJUQIofLddz3/cz5CiOM2/b/vbv/x+29ff2QpCcPENceX3H/IiBsCYISsLkewMxoj5u4srU9v1dOGH92pHmX/wqwt0QghOn+64cv/zJ4xZcqUhPhgw5r9R+xwHF9px0QIhW1Ox3FcXL8VIeS+5A2EkEPsrziOa2TFhqc8XtCF47iqr+CtR5YEejnTqSxXn6DVm7fVKLSGcQIDAwMDAzeV1b+3bnmQK4/v7LP0qU+7NDocx59y4fT/fikM75EUjOP41R/fmDUp0o5Nd/YJvXvzp41/bwjH8fKTXy6aGedmwxS6+E1fcO/v2R39D9307kp//MMn4oLd2XZe8+/7X/rBmQiO2IGbDPuabEtfjBCiMgN01x/UOdLICKG5Jxtwc4QIx3Uz+HSEEMNmQZPyn2icfjYMIUSi8Lo1Oo2sxLD+/2pFhkeLdsSjGw54GB5dWdy++4W7Hbn0WqVWI6/6+NlVIT4uDBrHKzBy3es7m1XXv2O9Tv7zm+snRfhxmIKwuMQXvzlvst8GsFZWl6OR7IwM+5Q5SeWfP7Eq2E0gcPZd/eouua5/9UH3R0MH8KZEExk0drdNLc2xoZIQQtHrXv8zOVem1eM4rlOJOjs7u7p6blxT0f3XzY3d5XWBCCG+9/s4jpf/MBUhtPxScySHRudNwXG8p/wpw36iTa3DdfKNQcIBjbjr7I8N4xi+FIT9a4Xoly/jOP7J8rnBLKqho5qeuGokBR/fnDBgQ/YxL2n0OI7jqe8vG/AQRqI/c7jW8MQBjd3hxyfeuCbDnoGgsQM3GfY1Ka79ecuWLe9+8IthfZ2mi0MmIYTuzm7HzREiedcfhkdnHay+8RvRyAoPHTp06NChVtVIG7vATTGGf9QoVM/F2g+sbc67OI7jes0rU50HPBS7/ldT/16AdbG6HI1kZ2TYp/BD7G4cbe5nRYZHh9gfDR3AAZWMxa/HfKCxuxNFu593oJENryEyXRgxafYjL209kVo3YLVbNnY9pc8hhCh0d40ePzzFGSF0vFuxO8wOIZQqVhVsm4gQEvpvw3G8r/a/hlftnpOXq+oqT3+/HCGEYWSpTo//nSWWw5wfjp+/ePzn/wQIEEIM4TzDVgacTDB0wSrRJToJQwhNefa7/IqqMwe2G8L/SFa7WprLp5AQQh5LX75WUFmccXZthC1CiMadINfp8X83doruo4ZzCsMf2HoxI/vY3v8TUkgIGjtwKyMMEY7juE7+zeMRCCEKw8NwkGDsQ9R/pGFbo3iw72iEjR2Z7rrp/7Z9++3Xrc17DEveOZfb3l5/8c93DF/u75C3pT2OEKLQPfYn5/ZJ2i8e2UbBMITQDzf8JQEAt7YcjaRgwz6FzovbdeTsxeM/L3NiI4S4rptxHB96fzRsAMfPOXbQ2N0hRXvpgW8/3LhmeXTgP6emztt85F/r3Kqx02t67alkhNCBTvlSWyaV6a/D8YKPJiKE7s9q/ynSHiGU8E0JjuNqSdm1a9cunz998fTR3V99+swqH8NorSod/neW+g+VVR+ciW44wnzzK3iIgpuTFyOEyFS7XsMxOhxPeuPFJ5988oO/GltTVyKEMBK1XH799HBxw1eG537RLMX/3dhV/DgNIURh+PT0j7PaFxo7MJiRhEgtLnlsuitCiETmvHWmybBw7EPUW/WUYeXtTZLBvp0RNnZxHxcYvpS1/2hYwnENvWfD87v2J528kltaWtqh1qXc42uI0oy/GfZncdsLjfSzB8RhRTkaScGGfcrknaWGL3O2RPeHaOj9ETR2/aCxu22K9qrCwsKi4or+Jb11+d9tWYQQwjDSbzdcZ3rLxg7H8a/C7BBC844nkzBMGPA5juN9VS8jhIIfT53GpyOEfmmX4TiO6xTvrptpOJaGEKILeTdnaWVxl2HMhlNzB8vSsAWX7pyMEKLzp938zRp6NRonqn+JVtVk2PTGih78341d+nNhCCG20/r+lcu/nwqNHbjZCEPUnX9wkgMTIUQXRHx/re3GEcY4RPLOg4aVF//7Yj21NH/fvn379u2rUmhH2NitKOzsf/quZxYajo4bYCTatHu39Gn1x6Id0K343X/RSL8BQARWl6ORFDzg9J4bQzT0/ggau37Q2N02w2sLIzFK5f/McaCW5BheUmv+fnHjgzd2Vb8lIoRsY6MRQlGvZ+M4rlU1UjGMabcSIUTnTTEc76o7tgIhRGH4fLhzX0ZRTWf5pjvL0rAFN5yehxAiUYR92utH2ipO/LFv376Tud0tV1cghDAStfLv82QljTsNT/ykSYL/O4Rl301BCFGYfuK/xzm71h8aO3CzkYSoPe1jw0f5nrOfKOhTDRhhjEOE47rJPDpCiOPyQP/LG8fx3E/iEEIYRi6Safr3K89U9RoezXgx/ObGrn9z6r7O1tbWhrKCwz/s2LhqrguHalhh8Z+1l9b6I4QEPtuN9yMHBGR1ORpJwUM0dkPvj4YNIDR2YFCy9p9JGIYQsou9b8/hk6kZqX/8vGvzCn+EEEaiXxP/k5zBGjtlz0n0t0eLuw0LH3C8PoeQ55Ikw5K0Z0IRQgzhnKyS2rrSjGfiHG43S7Yh+0ZSsKLnL8O5cfHP7iqtq790bKfh+Pz9Kc1qSZbhiIL3XW9kl9WX5yY/FGWLEKJxoqQ3nWMna//FUFXMxo+v5RWc+vVdOyoZGjtws2Ffk3pNbxSHhhBi2s08mnSyX1b39YvpxjhEOI4Xf7nIsL5t5N0fffX94UO/ffTKwzwKCSFkH7sVx3G9ts9wSMNj+avHL1799autoWzqEI2dYY9FZYddKKjslYiaqtP9mBSEUNzHhe2ZTyCESBTBr2n1Gq2qoeRcnI+Hq6vrq5n/XJAOgNXlaCR7zyEau6H3R8MGcECiCQwauzvxx7NT0K3Mf+PCjasN1tjhOL7c9vokjQWy629cTi/yNCxZm3b9UHnb1WduHJzKtjH8I1+qxofL0sX7/BBCGEbx8E8YScG/rY8Y8JDDxOeVehzH8UtvLxzwEEaib/6j1vDEASH84T+hN65JosHFE+DWhn5NdmQ/fMtHF6Q0948wxiHC9ZoP7r3FPVSY9nHn//7M64tZrjc+xLZnoMEbO5U43bDTvRGZ5ny4Q47r1c/FDfw01nn6s6p/jhUCgONWmKNhd0ZDNHb4cPujoQM4MNHEBY3dHSo9u/feuVMDPJ3oFKard9CMhQ/tu1g5YJ0hGruLDwUghBjCOf1L6v+aZ3iN1twwgdwf7z3i6yJk2XsvWPNKUXt+kL+fr6/vik+L8eGypOg6uzTGh0khs4ShIytYd3bni9NiQ4RMurNP2L0vftF8w2RdJSc+XzB9gqsNk+/kM23+kPPY6TW//G/dhEBXptB95vJnzh2519fXNzBs/m3/fME4MMRr0nBF3tA7pLEPEa7XXPhx671L5wS42dJ59qGxUzZu2d16Q1LU0qIX7prqLGDYe4etfuab/D0rfX19Q2M3GB4dsDkcx8U1KS8/OD/Ay4VFodo4eyYs3vB7+vVw6bXiXS/fHxvsxaCy3f0iNr20H0noAAAgAElEQVS9q1sDbR24BavL0dA7o6EbO3zI/dHQAbxFogkKw/99awQAAAAAAGCl4JZiAAAAAAAEAY0dAAAAAABBQGMHAAAAAEAQ0NgBAAAAABAENHYAAAAAAAQBjR0AAAAAAEFAYwcAAAAAQBDQ2AEAAAAAEAQ0dgAAAAAABAGNHQAAAAAAQUBjBwAAAABAENDYAQAAAAAQBDR2AAAAAAAEAY0dAAAAAABBQGMHAAAAAEAQFHMXYBwymezMmTNardbchQAzs7e3nzlzprmrsFaQI2AAORoNyBEwMFuOcEJ47733zPCzAxYpJyfH3K9HawU5Av0gR3cMcgT6mSVHBDlip1AoEEI7duxwcXExdy3AbJKSkvbu3SuXy81diLWCHAEEORo1yBFAZs0RQRo7gwULFgQGBpq7CmA2LS0t5i6BCCBH4xzkyCggR+OcGXNkZY2dTqdLSkpSKpUDlhcXFyOENBqNOYoCwMpAjgAYPcgRsExW1tglJycvW7ZssEd37969Y8eOsawHAGsEORoPdDgu1qpFGrVUq5XrtGKNWqLVKHRaqVYr1WpUep1Io1br9TKdRqHTKXU6mU6j1usVOm2DIwM9ttbc5VsByBGwTFbW2CUmJh47duzmd0jbt29PT0/39PQ0S1UAWBfIkfXqUiu7VMoutbJbrepWKbvVql6Nqket6tWo+jTqPrVKpFWLNRqxVi27zasy2RQKDSOzKBQlCSEa1UT1EwnkCFgmK2vsyGTy0qVLb15+4MCB9PR0Egmm5RtfcITalPJGhaxNKW9SyE7yaWhmgrmLsgKQI4ul0etblfJGhaxZIWtVyg3/daiULUpZp0rZoVLocHyw5/KoNAGVxqfQfNlMLoXKo1L5VBqPQuNQqGwKhUehcSlUJpnMoVA5FCqdROZTaTQSiU2hMEkUBpncP85nn3327Bc/oHs3jMl3bMUgR8AyWVljB8YnHKEWhaxGJqmRiWvkkjqZpF4urZdLW5QytV7/z3o8Clo213xlAjBSWlzfIJdVy8Q1MnGtTFIvlzYopHUySZtKob+pdeNQqC4Mli+bF2/jYE9jODCYdjSGLY1uS2PY0ug2NLqQRreh0kkYZpbvBQBgUaCxAxZHqtWUSfpKJH2lkr5KqahSKqqUihW6f32uZEOje7I4EXwbDxbHlcFyZbJdmexzh/54/5X3UfI8c1UOwC31qFVF4p4yiahc2lcm6auSimvlEs2N70kQcmawPFmcKbZOrkyWB4vjwmC7MllOdJYLk8Uiwx9q66MTSXCtDqOQh18VEJEWQ4hqnuTC3wtgZjhC1VJxrqgrr6+7SNxbJO6plUn6D1lQMJInizPDztmfw/Nl83zYPG8214vF4VBucQ5QoUaP4Eo0YG4avb5E0psv6skXdReIeorFva3Kf+ayopPI/hzeYicPPzbPh831ZnO9WTwvNodOgg6AUMRn0xo7P6baC6ku9lQ3B5qLA83dkSzkmbsuYCr1cmmeqDu/r7tQ3FMo7ql0Y6EP/2eWSqCxA2bQIJem9XRk9nZm9XVm93ZJtNe7MRqJFMQV3OfuG8oVBnEFwVyBP4dPhVNVgGXDESqT9KX1dGT1dmb1dhaIe5Q6neEhDoUawhUsdHIP4QqCucIgrsCTxSHDZ6bjADPYhxUZoGnplOeXo9wyw0ISh0Vzd6J5OtG9XGheLmQu27xFgtFoVykMO7LM3s6s3s4etcqwnIxhfhxeuFybf/QMmmiGs4OgsQNjQYfj+aLuS11tV7rbrnW3t/x9AINHpcUK7aL5dlEC22iBbRBHAG0csAoKnTazt/NSV9vV7va0nvY+jdqw3JHOnGXvEiOwi+TbRvFtfdhcOPVtfGKE+tptXIkQwjVaTWunuqlD09SubmhTVTcqS2sM61DsBHQfN7qvG93Xnepkh+CVYtlwhErFvZe62650tV3raa+RSQzLWWRKlMA2RmAXybeJFtiFcoUMMvmzzz57NuWaWeq0oMZOp+zs0QvtWXdekl4x8LJzYEY4QoWinvOdzec7Wi53t4k1aoQQGcPCeDYrXLzibRwmCu0DOXzY7RnX6HMEBqPR69N6Oi50tlzobEnv6VDpdQghBpk8QWA/ycYhwdZxotDenQnHYIjAiDnCqBSahzPNw/n613q9uqVTXduiqm9R1zTLMopkGUUIITKXRff3YPh7MoK8KA42o98uMJYKqeh8R/P5zpaLna1daiVCCEMoiCtY5xkw2dZxotA+lCekYBZ0SMKMf/11x7e//PWxDNuwOTs+fen7R5Z/sO9Cn44af//rx3/4rx3lTn5Gor8ut2qEjGAfZqgv3d8Dzlo1iy618kx706n2ptPtTR0qBUKITiLH2djPsHOeZus02dbxlqfHgTtl/ByBAerkkpNtjafbmy50thhOG+BQqLMdXKbZOk2zc54gtIPT46zfGOaIRKK5OdLcHDnTohFCeqlcVdOsrGpQVTbI88rlOWUIIYotnxHszQjxZQZ5YXSaMbcORkasUZ/vbDnV3niqvalBLkUIkTEsVmD3sGfAdDvnKbaONjS6uWsclNkau9yP5yx/5drkxBkN+z8IvPq9pJL9+kc7HXT1H73+1jyXGTnbpt3BmHQvV71SLUnOlCRnYjQqI9ibFe7PjPAnsZlGrx8MUC4RHW2tO9Zan9bTocNxDKEoge3DngGz7V2m2jnBZX0mYoocAYQQjlBGT8ex1voTbQ0Foh6EEAUjTbJxmO/oNsveJc7G3qLeoINRMmOOSBwWM8KfGeGPENIrlKrKRmVZraK0VnolT3olD6OQ6f4ezHB/VmQAWcA1XRnAoEEuPdZaf6y1/mJXq2EurUAu/2nf0DkOrjPsnPlU62iyh9/dPvLaJxs2rJvkJzTuhh99OzXq/65e2TJB0XGE5XjX9J8r/2+tH0JoKulc7BvPoG25dzAma0KI6+anNK1diqIqRVGVorBKkV+BSBjDz4MZFciKCYIzVY2uUNzze3Pt7821JeJehBCXQl3p4rXIyWOBo5szg2Xu6iyIFeVoPNPj+OXutj+aa4+01DUpZAghRzpzg1fgIieP2fYu1vJnncCInSMSk2Fo8oQIabv6FMXVisIqVWW9srS299AZmqcLKyqQFRNMseWPTT3jR7VMbNiRZfV2IoQYZPIcB9clTh4LHN292dbXTw/f2J3+8tU9214MnrZy/foND61ZYEczzvvUSoU2frITQogunIIQsgm9/kq1iRVqlamjGZnqbEd1tuPNnaSXKRRFVfL8CmVprbKivvf3swx/D9aEUFZ0IInJGP23MJ7VyiS/NVb91lRt6Occ6czHvINXuHgm2rvAx1K3ZHU5Gm+yejv3NVUfaKppVsgQQn4c3isBkStdvCYK7eE0UMsxfnJEsRNwZ8RyZ8Tiao2iuFqRX6Eoqur7M7nvaDLdy5UVG8yaEAKHKkapVSk/0FTzW2NVZm8nQkhApT3g4b/CxWu+gxubYsWfMg1fel1vx4U/fv1x74//W7/k1U3OS//z8IYN6xfH+45ywy+H23709Bund21oPfsmQijrtV8USc8xcMkP/8vneW8a5eAGJDaTHR/Ojg/H1RpFYZU8u0RRUqMsr+89eIYZ7s+OD2OG+CC4BvN2iDXqA801e+srrnW34wg50JlP+oSscvWZZucEMzgMzXpzRGzNCtkvjVU/1leUSvoQQn4c3htBMatcvSP4cPa6JRqHOcJoVFZ0ECs6CNfqlGW18uxSRUFF7+/NvYcvMIO92fFhzIgAzEwT4VoppU53pKVub0PF+Y5mHY7zqbSHPQPucfWZ4+BKI0ZLgI+YvK14+xNzDM9yCJnxxs5z+pE/+Say1mPxDkyEEInCe/PgV040Mo3v5MClkqn2X5b13u5od999N0Jox44dQ6+mUyil1/LbP/u1/sn36ze91/Ta571HkzWdPXf6TYwjl7taH8hMZv35PfpjF+vP79dmXkhqa9Dodeau61927NiBELpy5Yq5CxkKAXJEABq97s+WukVXT5IPf4f+2GV/4qfN+akZPR3mrssiQI4sPEd6tUaWU9rxzaGGpz+o3/Re44uf9Bw8o25qN9HmiCSvr+uJ3CuCY3vRH7toR3avuHbm96YahVZrim2ZMUcjavPlrSW/Hziwf//+UxmVVI7bonvu81YXfPrkvCMp3xfue+jOGkqW09KrDQ05aUW2IfE+9sxnoyL2/vZHtcpu8bqn5vub6gQCEoPOnhTBnhSh6xVL0wtlqQXi09fEZ64xgry502OZYX6IBIed/kWsUf/UULmztrRY3IsQmmLruM4z8B5Xbx6cbHT7CJMjq9ailH9bW7q7tqxFKadgpKXOng97BixydIcJFK0F5AijUgzH8PRSuSyzWHo1T5KSJUnJonu7cmbEsqKDYEaIAZQ63YGm6p21pWk9HQihSL7tm54B97v72dOJeVLW8I3dXTMjj18q1JP505ev3vXyrnuWTedTMITQI1OnRDzzEkJ3GCSEEJluN3HGTMO/+f5TN2+ZOuxTdDpdUlKSUjlwvrqmpiaEkP7f914catNCHn/BFP78ycryeunVXEV+hbK0lmLD58yI4UyJgjPwEEKVUtEX1cU/NlSKNWohlb7ZL+wx7+BgrsDcdVkrQubIulztbv+iuuhwS51Gr/dicd8NmbDOK9AFLvGxKpCjG5E4LG7iRG7iRFVts+xqviyruHvvsb4/znGmRHOmx5D5HFMXYPmaFbJvakt31ZZ2qpQsMmW9V+Bj3sFxQntz12Vawzd29dTgD/a8c9/qRa7sf63sPPXFnd8Z/8zN8w8ue6dBnJKScstHk5OTly1bNthzq6qqbm9jGMYI8mIEeelEUumVXOnVvL4jyaKkq5yECG7iBIqdkS+8shaXulo/riz4q61Rj+NRfNunfUPXuPsyYb6S0SFyjiybDscPt9RuryxM7+nAEJrr6PaUT+hiJ3e4JMIaQY5uie7tSvd2Fdw1S3otX3opV3TqqvhcGmtCCG9WHNXVYczKsCh5ou6PKwoONtdo9Ho/Du9/gdEPewaMkwvbh99bR3tyolfO70+RrG3382/Xf/v1O8KwlRvDjF9Qd1FeVkXPYI8mJiYeO3bs5ndI27dvT09P9/Pzu7ONkvkc/uJpvPmT5TmlkguZkpQsyaVsVnQwb34CbdykQo/jR1vrt1Xkp/d0kDBshbPnZr+w6XbOwz8TjMB4yJGlUep0P9SXf1RZUCuTMMmUx7yDn/MLD+Ra3CdrYOQgR0MgsRi82fG8WXGKwirxhQxZWqEsvZAZ4subl0D3cx/jYszoQmfLB+V5ZzuaEUJzHFyf9Qtb6Di+3sgN1dh9+eWXCKE9e/aIvINL+NcnWZY2/bz7u8pvv37HRAWtzmlYPfijZDJ56dKlNy8/cOBAeno6aXRnyWAUMjsujB0XpqxsEJ+5Js8ukeeUMEN8eQun0L1dRzOyhdPh+IGm6vfK84rFvUwy5XHv4Bf8I/w4PHPXRRDjLUeWQKbVflNb8kllYatSbkdjvBkcu8knhKjn04wTkKORwjDDZHjqhjbx2TR5XpmiuJru48ZfNIUR7GOeksYEjlBSW8PWsrxrPe0UjHS/u9+L/hHRAltz12UGQzV2zz77rOEff2x55cjfCzGMMuH+XcYtAtcqJFoaj2Ep53sy/D0Y/h7qpnbxmWvynDJFcTUj2Ie/aArdx83cpRmZHsd/a6x+uyynUiriUqivBkY95xfmQIcbdRjTuM2RWci02q9rSj6qzO9UKV2Z7E8jEh7xCrLqKamAAeTodtE8nOw2rNB29orPpcnSCju+PED3duUtnMIMHe3sMBbor7aGLSXZ2X1ddBL5ce/gVwIjvVjWN7GwsQz1906r1SKEOBzO9qr2x5yMf/pC+ZlfPv5658nU4rYukR4hrq1L8KT5T21+Ze2cAKNv6w7Q3Bzt1q/QLO4Wn7wqyy5RltYwQ335S2fQ3B3NXZoR4Agdaqp5szS7VNInoNLeDI59xi9USLXcm99Zr3GeozGj0uu+qSl9vzyvQ6XwYHG+iZ663jOQILNSAcjRnaLYC23WLOQvmCI+mya9mtf59UG6jxt/2QyGv4e5SzOOsx3Nb5Rkpfd0MMmUZ/3CXgqIhCuiBm3s9u7dS+dPWbPS/9y5c6iuMK3uX49OmjRplBuu+G1z6NovfBMW3rPxaUcbIR1X9fV151879+C8kJz95Z+stpS3FFRHW9uHl/EXTRUlXZFllShKqlnRQYKlMygOVjx/6dmO5teKMrL7urgU6htBMc/5h0FLZyKQozGgw/GfGirfLM1ukEvdmOyvo6Zs8AqClo5IIEejRBbyhKvn8eYliE6nylLzO3b8ygjyFiyfSfNwMndpdy6zt/PVoowLnS10Evkp39DXAqOgpTMYtLFbt26dTcD3a1b6JyQk3PwojuOj3PD6Td8GPHGw5KtVA5anvBe34NENn6xOGeX4xkVxsLF9eBlvXkLf8YvynDJFfgV7ShR/0TQy18peRrl93S8XpZ/raGaQyS/4R7wWGGlLgxOPTAhyZGpJbY0vF6UXi3ttaYyPw+Of9AllkK3+QzQwAOTIKMgCrs2983lz4kV/XZFlFrV9+AN7Qih/6XSKrZXNY1UtE79alPFHcy0Jw9Z7Bb4ZHOvOhLur/WPQxu7IkSM0TgxCKDfXJPc/LpVrYpbE3bw8bEmg9s2Tptji6FFd7O0fW6Wqbe47fEF6KUeeUcSbN5k7a6JV3M6lWSF7vSTrp4ZKDKF1ngFvBsd6sGCWI5OzyhyNejc5NvJE3S8Wpp/vaGZTKK8HRb/kHwHzZhOVVebIUlFsBbYPLuHNndT3Z7Iss1ieW8adMYG3cAqJaQWf2/RqVO+W5X5ZXazW61e4eG0NmRDCG6cTkw1h0I7Ezc0NoY6srA4TbXhLgtOrD6756ccPF02PteMwEEIqWU9e6rk3Hz3qOHmriTZqFHRvV8cXHpDnlfcdTek7liK9mitYMYsVE2Tuugal0Gk/qijYVpEv12nnObp9HB4fzrPiz5GtizXmSHwhU7W82ZKvBO9QKV4vztpTX44QWu8V+HZwrCu8Xyc0a8yRhaM629k/cY+ysqHvyAXx+XRpeqFg6XTO5CiLvf2SFtd/W1u2pSS7W62ME9pvj5g01daKP0c2qUEbu4kTJw7xtNEf+n7yTGr+/AUPLZ6KECJR6DRMo9ToEUJBM9ennrKCm5ezogKZ4f7Si1mipKtde47QL3nYrJ5HdbG4+az/aK59sTC9Ti4J4Qm3h8cvcBxHsxlZAmvMkV4kad/+E3tCqGDlLEubvF6j139RXfx2WY5Io060d/k0YlIkfzxOZzDeWGOOrALD38PppYdlGYV9R1N69p2SXsoRrp5ngZPeJXe2bM6/VijucWeyP5+YuMbdz0LbT8swaGOXmZlp0g2T6Z57Ukq3FiWfvlba3NIiRywXF5egSQtmhVtND46RSdxZcey48L4Tl6RXc1vf/547PYa/ZJqF3JGsTNL3VH7q+Y5mAZW2IyLhSd8QCgank481a8wRd+4kpq2fLLNYUVjJWziVmzgRI1vEKye5s+Wp/NQSca83m7snZvrdrt7mrgiMEWvMkdXAEDs+nBUdJDqdKjmf0b7jF4t6U9ekkL1QmHawqYZJpvxfcMwrAZEsuA3ScAb9ARUVFRmuQkpLSzPd5p3CEh8KSzTd+GOAxGHa3DefMyWq9+AZSUqWPLtEcNds9sQwZL43FHKd9t2y3O2VBVoc3+gV9F7oRJia1VysMUdkLtv+iXsURVW9h871HbkgSyuwuXc+3ayTI7Qq5S8Upu1rrGaSKW8Fx74cEAlXSIwr1pgj64LRqIKlMzgJEb2/nze8qeMvmc6dEYvMd3W5Rq//rLrordIcqVZzl4vXJxEJnnBe+MiY7apYgqG5Ozo+/4Aso7DvyIXuH4/LUvOFaxZQHc3wIdGJtoan8q7Wy6UxAruvo6bE24yXW6JZJuvNETPMjxHoJT6XLj6d2v7Zr+z4COHKWSTOWE9ercfxnbWl/y3OFGnUy5w9d0QkeLPH77yj45b15si6UOyE9o+vUhRV9R462/v7OVlaofC++WY53Ta1u/2x3MtF4l4/Du/zyNkL4SSi22G2q2IJCEPs+HBmuH/f0RTp1by29/bw5iXw5k/GKGN0aKFFKd+cn/p7cy2fSvsicvITPiHk8XR3PMtk1TnCqBT+winsuNDeA2dkaQWKwkrhylnsSRFjdjQ6T9T9WM7ljN5OTxbn5wmJS50JMqUquF1WnSOrY3hTJzp1VXIuvX37z9zpMfxlM0iMMbpmtk+jfrUo47u6MhqJ9GZw7CtweP72DdrYrVixwvCPqKgohFBbbXFpdY97SISfC9xCeygkFsNmzQL2pPDefadESVfk2aU29y809bmoOEK7aktfKcoQadSrXL0/i5wM8zRaCALkiGIrsN+0Wp5T1vv72e5f/pJlFtmsWUixN+0UAwqd9q3SnO2VhRiGXgqI2BIUC7cFG88IkCPrglEpgqUz2BPDevafklzMludX2Nw7nxnhb+rt/t5c+3R+aptSPsve5ZvoqQEc+P3eieE/Ptcpa59cHOrsEzZr7vQAN+H0B/+vRwvHvYdB93Z1fGWdYPlMbY+ofccvPftP6ZUqE22rQiqaeenE47lXBFTaicnzD8XPga7OAll7jlgxQc5vPMqZGq2sqG/dult8Jg3p9SbaVnJnS8T5P7ZV5EcJbDMTV3wYFg9dHTCw9hxZF6qTrePm/9j8ZxGu1nR++3vX7iM6scxE22pWyFZcO3NP+jmNXv/jhJnnpi2Gru6ODf/n8sADs3ddwLb+8OeccOeWwnMvbNoynRlX9O2SMSjOqmFkEm9eAismqOe3k9LLuYqiaps1C4x792Utrt9eWfhmabZar3/aN/S90IkcCtWI4wMjIkCOSEy6zZoF7ImhPb+d7DuaLM8ttV27mOpqzJM4xRr1S0Xp39WWsSiU7eGTNvuFwekE4EYEyJGVwRBnciQzzK/30Bl5Tpmyol5492x2fLgRt4Aj9H1d+QuFaSKNeo27746IBAf6WJ/LSzDDN3YvHmuIeS/3vw+HI4RQbJy/+FjUK08jMwVJp9MlJSUplcoBy5uamhBCepMdQrhjFDuhw9P3S1Pz+o5c6Pz6IDsuTLhqDolthFdtobhnffalrN7OYK5gT+z0BBvH0Y8JTIcwOaL7uTu9tl508or4bHrbth948ycb60TSk+2Nj+VcblTIZtm7fBcz3QcukgA3IUyOrAuZx7bbsFIxoaLnwOnun07Iskps719IFvJGP3K9XPpo7uUz7U1uTPavExMXO8F5tEYwfGNnRyVx/P75C8vx5mCkPlOWNJTk5ORly5YN9mhVVdVYFjNSGOJMiWKG+vbsOyXLKFKW19nct2A0Jytocf375XnvluXqcfRaYNSW4Bg6Cc4ttXREyhFGpQiWzWRFB/X8/Jco6Yoiv8LmgSU09zt/ayHSqJ8vTPu+rpxPpe2KmbbRKwgO04FbIlKOrA4zMsDZ36P38HnZtYLWrbsFd83mJETe8aVUhlPDXypMl2o1j3gFfRQez4dbAhrJ8I3dj+/dPW3T5jM+n08LcugovfTko2mzXj49BpXdUmJi4rFjx25+h7R9+/b09HQ/Pz+zVDUSZAHX/ol7ZOmFvb+f6/z2d3ZcmPCeuSTWbU8vVyTufTgrJbuvK5xn88OEGbECO1NUC4yOeDmiuTs5vrJOfDpVfDq1/aO9d3zo7lR74yM5l5sUsoWO7rtiprnBzcHA4IiXI+tCYjFs1y5mRf8/e/cd31TV/wH83OydNOnee+8WaBmFsrcoCCoIsvwpqIh744JHFHx4XCgPIAjKBmXvllkK3Xsvukfa7J37+yPYBwsd0LRpku/7D17k3ptzT9N8er+5OffcQOEfZ4S/n5ZnFgkWTifyHvnkeo1cujzj6sXmOg8G62jcpIn2Q/cGhuao28IO++fQlinhxzv/73f8DFo3agA71T0ikThr1qwHlx84cCA1NZVguqkU+4g5IowW6PW/U3cLp/d91J0W139dkvN5YYYOxz8MjPokMJoy5H9eYNk5wogE7vTRjAj/tj0nDafuBEtm9X3UnVijfiP31o6qYi6ZsjNm7FIP/77+AMDKWHaOzA49xMfpo5UdRy5JU7IbvtxuM28iM66vo+5whHZUFb2ZmyrRqF/0CtwUFseGoeHG1m1ht3Xr1u5WkZmhA9MZq0DksuxemidLzW0/dLHlp4Os+AjevAm9ThFUJOl4If1KqrA5hGOzK2ZsrM2QuykteChryBHZxd7h7RfEZ2+Iz91s/HoXd9pozuS4Xiesv9RctzzjarVcOtnBdUd0ApyoAz2whhyZFwKdyl80nR4VIPz9dNuek/KsYv5z04icXlJcr5SvSL96pumuG515aPiEyQ6ug9Nba9NtYffSSy89dLmi5a//HrWcMaGmwhwRRgvwbPv9tDQlW1lcxX9+Bs3f46Fb6nH8P+V5H+anqfW6t/3DPw+KhdkazYiV5AgjErgzxtDD/Np+O9Fx4oo8t1SweGZ3d16R67Tv5d3+oTyfSSJvjRr9f15BMKIO9MxKcmR2DKfu2g9dkN3Oa1hfy18wlREd2N3Gf9wteyXrZrtG9YKH/5bweBhRN3B6H2OHazu2bfo6s0poeCi9e+rYnfjX/i9hgDtm+Yg8tv2qBdIbWe1HLzV/t489Lpb3xDiM/I/fSJVcsjT9SnJLgy+Lsytm3CgBXPpqrqwhRxR3R8f3lolOXhVfSm386lfeE+PYY2O7jK2+JWxekpZcIhUl2Dr9GjMWLn0Fj8QacmReCAyaYMksemRA+74zrTuOMbKD+fMnd5n5oVWtfDnz+uG6Skca46/YybOdHn4WAxhL74XdqReGvbzvrp8zqbyFG+SJ8orrF+/5chB6ZhUwxBodSQv0bNtzUpJ0R1lQIVg8k+LpbFi5s6p4be4tiUa9yjv4mypALx4AACAASURBVLARDCLM0WrGrCRHGInIm5NID/dr++1k+6ELipwS/qKZJD4HIaTW6z8vythYnE0iYJvCRqz1DSPAHHXgEVlJjswOI8Kf6u3avu+MPK1AVVojWDSDFuxtWHWysWZlxrVGpfxpF++fokbZUh75kkHwqHof3fnxXzWjdmRlZ/1O5Y7NLao7uNgvNbl0EHpmPUi2PIfXF/KeTNS2dTRu3iM6ebVRLnsi5fzyjKscEvnsqGk/Ro6Cqs7cWVWOqN6uTh8sZ42JVpZUN27YLruVmyduj0v+c31RZgSXn5745Jt+4VDVgcdgVTkyL0Q2w/bFuYLnZ+JqTfNPB4T7z4rl8pUZ12bdPKfS6X4flnhwxASo6gZH74VdnUrHC+fTbCbr208o9PiE9+Mr9r01EF1JTk7OFasHomUzgGGciXGO7y6luNgdTLsTeuqP4w3VC918cyfOg+GllsHacoRRyPxnptivXoBTyP+6ein24uFcUfsnQdEp454I5gzsfWaBBbO2HJkdZlyY4wcraP4el3Pzwo7v3V5VNNnBNXfi3OfcLHDylyGr98LuWSdm5rtfZ3QQEljaHdUScVUHjmsGoiuJiYnvFQoHomVzIbfjvjfR+8Vwjl6P/1wg3yph8uA6cEthnTlqcLdbNMljvS/TVa77M1/xnoZDttw5IMAgsM4cmRcdj7lpvM+CWF4LEX1RIttXT3Imw4m6QdX7F3wfHfz8yNg33772yvo1MaODPF5Xi7wWHOz/jiMjIx9ceP35iZEMEkIoKyur/7swL5db6pemX6mRS2c4uv9k60cqutB+5JIip5T//EySAO6FbPasMEc7qorX5qRItZpXfULWaTiKnIstvxxmxofbzJvY6/w+ADyUFebIvGR2tC1OS8oTt8fx7Xd4RvIrk6TJaerSmkea4RL0U++Fnd2INVVtz1aqub6zzh12+SFP5rzmlbn93/ETAfjnB3MonIgnp927Ojo7O5vl4RsosLrSXqHTvpd35/vyPBaJvC16zErPQIQQ/v6yjj+TJFfTGzfs4M2bwIqPMHU3Qb9YVY4alfKVGddONta40Zmd08rr/DyFv5+WpeSoiqt7mN8HgB5YVY7MixbXbyzO/rwoAyH0ZXDsuwERJIyA3losOntTfPZG49e7uDPGcCbGIQIMrh1wfRqST2Las5vzk9OFodNfmuNsnLNHnx3ITkh49anXf2q3f/Hwv19mE7EDBw5Efvnz/hGORmnfXKQKm5ekJxdLRGNsHXfFjOuc/QGjkG3mT6aH+7XtOSXce1qRU8p/tvfpH8FQZiU5OlhbsTrrRqtaudjd77uIkZ2zVRG5LLuX50tvZLYfvdz83R/sccMenN8HgF5ZSY7MS7FEtCQ9OVXYHMbh744dF8X7ew5LAoE7fTQ91LfttxMdfyUrcssEi2eS7GCU7cDqfbyLTlm5ekaIk3fo+EkJ/q42CYs/EWpxo+x7wurvy2/vkx9+x3vYszfq5UZp04yo9foP8++MvnKiWi7dFDYieczMB+f0ogV6OX20gjk8VJFT2rD+v/KMIpN0FfSfNeSoTa185valBbcvETDsWNyk3bHjus5BiiHW6CinD5ZTvV0lSXca/7VTVVlnos4Cs2QNOTIvehzfUpYXdfloWnvLu/4Rd8bP+V9V9zeKu6Pju0vZE4arKusaNuyQXElHxvmlgYfrvbA78PyEbZeV63/9MzUt9ejOL+sO/yth9Slj7d42an5See4y9+xxPtZ1W5jMjrZhScc2FGdF8gQ9z/5AoNMES2bZvjgXw7DWHcdad/6llyoGubeg/yw+R8cbqkMvHjlQW/Gks2fuxLlznD2725Jky3NYu4j35HitUNT07Z6Ov5JxrW4QewrMmMXnyLxUyCSJ106tzUlxoTOuJsz6KnQ4lfDwGyNhZJLNUxMcXl9I5DDbD55v/n6fViga5N5aj96/B3nreE30hswPXghDCKGY4X7i45Hvvop+mWm0HtC9Nv6ZP/bblzcczQ9mWf49RjR6/YbirPXFmRhCnwfHvB8QScJ6L68ZEf40H1fhvrPy9AJVSbXNs1MZEXDHdHNiwTnq0Khfz0nZXV1iQ6buHZa4sC/zGmAYZ+IIeohP256T4vMpirwywfMzKe7wtRfohQXnyLzgCG2tKHg377ZMq3nVJ+Sr0OF9mWyV6uvm9MHy9mOXpdczG9fv4D01njUyEsGgO2Pr/TdhSyawfP/3FSHLi4UROozdDcL0N36Z/kbv2+l0utOnTyuVyi7La2trEUJ6/VC/aWC2qO2FtCtZorYIrmBX7NhI7sNvpvlQBBbDduVT8rQC4cHzrduOMIeF2Dw9qcudW8CQZak5OtVY82LGtXqlfKaj+y/RY5xpjL4/l+xk6/jWYvH5W6Iz1xu/2c2dHM+ZNgojwa2QQbcsNUfmpUImWZFxNaml3ovJPhE/ZZydU9+fi1Ep/GemMiIDhL+fFv5xRp5ZJFg4nWjDGbjeWqHeC7vdG+aOWbXmvPd3YwLtmwuvrn7x1vh3zg1chy4tnv1FjTg5Ofmha5OSkmbPnt3dc8vKygaqW/2m0evXF2duKM5CCH0cGP1RYBTlsSb0YsQGU/09hPvOyO7kK4uqbJ6ZwogMMHZngfFZXo6EatXrOSl7akptyNTdseMWu/s9TkcJBM7UkfRwv7Y9J0Vnb8hzSgSLZlA8HuE4AayK5eXIvOhxfGtl4Xt5t2VazcvewV+HDmc91mSrtEAvxw9XdBy5JE3JbvhyO+/JRNaoKDh1ZyzdFnbYP4d8TQk/3vl/v+Nn0LpRA9ShtrystJJup4VMTEw8fvz4g5+QNm/enJqa6us7ROe2vtPesjz9aq5YGMEV/Boz9sGxpY+EyGHa/d88eVqB8ND51v8eZUQH2syfTGTDBbNDkaXm6Ehd5eqsG00qxQxH922PeKLuQWRnO8e3l9w7dbdpN2fCCO6MMXDBLOhkqTkyLyVS0YqMq9daG72Y7L/iJ4+3c+5PawQalb9wOiM6SPjHGeG+s/KMQv5z00m2PGP11pp1+6dz69at3a0iMwdwYOn8jJr53a8lEomzZs16cPmBAwdSU1MJQ29Se4VOu64w/dvSXCKGfRYU835ApLFm3mfEBlMDPNsPnpNnFCmLq22emsCMCzNKy8CILC9HDUr5q9k3j9RVCii0PbGJi9yNdPQynLqL8G/be0p84ZY8u0Tw3DSqn7txGgdmzvJyZF60uH5zae6nhelqvf41n9D1IbGPd6LuQbQgL8cPV3T8mSS9ntGwfjt35hhO4nCY666fui3sXnrppS5LxK0dbFveQLzeuFYh0VI4NEsbW3Ohue7lzOvlMvEIvv2O6IQQY98ik8hm2C5/Uh5b0n7gXNuek7I7+fxnp8InniHFknKEI7S9quid3NQOjfppF+/vI0c6UI08xJPsZOv45mJx0m3RyWtN//mdFR/Be2o8gQ6TxFo7S8qR2Ulrb1mZcS1L1BbI5u2IThgpcDBu+wQahf/MFGZMUNsfZzqOXpanFfIXTqO4GnkvVqUPHylw9Z4vlrsK6Fw7G7qN89LP96iNNANN8fm9K+eMdrW3IVOYPAaZa+caN2v53oslxmndpFpUysVpyZOvn25SKbaEx98YO9voVV0nRoS/08crWaMilcWVDeu3i8/fwnUWO2jXjJl5jgolHYlXT76YcY1FIv8VP/ngiAlGr+ruIWCcCSOcPlxBC/CU3sxu+OK/8vTCAdkRMEdmniPzItVq3si5FZf8V4Gk/ePA6KwJTxm9qutE9XN3+mA5Z3K8urapceOujmOXcfWA3AXYGvQ+iiXt62kvfJG15K1PRgc6tpbe3PTl0un04Itvx/RzxyV/rAlZ9L1P/LSnV7zqwLeh4qqOjrbslIuLJwdn7C/+dr5PP9s3FT2O76gufi/vtlCtmuno/mPkKHcGa6B3SqDT+M9NYw4LEe472/FXkuxOHv+5aVQvl4HeL+g7882RQqfdUJz1dUm2FsdXewdvCBnGIQ/4NBAkW579K8/KUnPbj11q3fknLSWH/8xkki1MWG/tzDdHZudofdWa7Ju1CtlIgcO2qDEDd26iE0Ym8Z4Yx4gNFv5xRnwxVZ5RZLNgMj3U0oYqDga8N8PYlOjP0jofZvwrlsIe3uuzejWKSw1adejB5Unrh1G5Yx+1tblz5yKEtmzZ0v+O9Ud2R9vI5L/QkW3Op/YerC0f/A7oNdqOU9dqXttYvXpD295TOol88PtgQlu2bEEIXb9+3dQdeQgzzdHJhmqfs/vRkW1Rl46kCpv709XHo5PIW/ecrF69oWbN1x2nr+vVmsHvg7WBHHUy6+PRY6uQimfcOIuObLM5vntrRYFOrx/sHuj14uS0u29url61ofnnQ5rWjsHugDGYMEe9n7ErVmjjx/xv4lDHMfZaxY3+F5SFck30zOEPLg+dGaD99Ez/2x9kHRr1JwVpWysKcYSv8Q39PChmEM5qPAgjEbnTRzNjg4UHzktvZsuzS3izx7JGRaJubmsBBo3Z5ahSJnk9J+V4QzWbRP42PO5Vn5C+zKRtdAQWXbBoBisuXLj/rOjkVdmtXJunJ8KHeKtldjkyLwqd9uuSnI0l2UqddpG776awuIEacdEzDGOPjWFEBrQfuSRPL1AWVXGnjGRPHAGTXPZR73+pX/bmZr77Q6NKhxDSq5t+fCud6911HOtjWBfveGPxs7+dvtEqvXetuEomTL1w8Pkn/nIYua7/7Q8aPY7vrCoOOH/w+/L8OL592vgnt4THm6Sq60Sy59u/+ozt8icxMkm472zjxl9V5bUm7A9AZpUjNYY+KUgPuXj4eEP1s24+RZPnr/UNM0lV14nq6+b4/nLek+P1UlnL1kMtWw9pm7udhAJYMDPKkdk5Vl8VcvHwp4XpPkz25TEz98Qmmqaq+xuRy7Jd9oT9a8+RbDgdJ640fPFfRU6pCftjRno/Y/fh+R/2BS5xF+zw9uALqyvadQ67Cj/s/45Xn7+ZPWXqkhmjEUIEEpWCaZQaPUIocNyym2dX9b/9wXG1tWFtzq2MjlZHGuO32HGL3P2GzpkxRnQgPcRbdPam5PLtpn/vYcQE855IJPFhgm/TMJscxUZscKJ3FGWEcmy+ixiZ2L+pqowIIxI4E0cwh4V0HLssS8tXFlWyx8Vypo0i0Kim7hoYPGaTI7OSIxKuzUm53FLPJVO2hMev9gk27Qe5+9ECPBw/WC5JThOfudHyy2FakJfN3IlkJ1tT92tI672wY3s8V1Ib8uPWAwWlzfbPrpz/0upIWyPMPkCkeuxILlyfl3QupbCuvl6OGM7OzoFxU8eHmcf9Istl4vfybh+uq6QSiO/4R3wYEGnas3QPhVEpvCfGsUZGtB+9JE8rUGSXsMcP50yOJ9CGXFctntnkKDFeg2E/RI76P6/AofPHvRORyxK8MJuVEN1+6IL4YqosNZc7fQxrdCSyoDnDQA/MJkdmokEp/7QwfUdVMUJopWfglyGx9iY9S/dQGInImTiCOTy0469kWWpuw4YdrFER3BkJRHa/5kW3YL0UdhpZ1sdf7J/83mdvfLRhIHbvGJq4JDRxIFoeOK1q5ReFmT9XFqj1+qecPb8Ji/Nmsnt/mumQ7Gzs/m+esriq48gl8bmbspvZnGmjWKOjMCIcCweJOeUoKeVDt6DV3sHGaW1gUL1dHd95QXYrt+PEFeGBc5LkNN6cRHr4Y93TDJgPc8rRkCfVajaV5mwqzZFptePsnP4dHv9I9y4ffEQOU/D8DPbYmPajl6TXMuV3CtiTRnDGD8coxpkq2ZL0cmjH9Ypvv/76p3wYzoIQQhKt5vPCDN9zB74rz4vm2V4bO+tI3KQhXtV1ogV4Or6/jL9wOiJg7QfPN3y+TZ5WgHAjzQEFemROOUrLZujN4V2BYcz4cOdPX+LOGKPtkLT8crhp02/K0hpTdwsMIHPK0RCm1uu/L8/3PXfgs8IMdzrrePyUpDEzh3hV14ni7ujw+kK7F+cSOEzRiav167ZKr2bA1K1d9HLGjsKO/+2dycvnvrBj6+tBTjadZWBcXNxA92xIUei0P1UUfFWc3apW+rO426MT5rp4DZ3hdH2FYayREczYYElymvj8rdZf/yKfT+HNGEMP94e7Lw8oyNEAwShk7vTRrNFRojPXZTezm7f8Tgvy5s0cQ/EcKkMDgRFBjvpJi+v31JR9VpheLZe60Jm/RI1Z5uk/BEdc9Ioe4U8L9ZWlZItOXxceOCe+lMqdNoo5PBSGZBj0Psbu2Y3nEEIrnjp//0Lcas70yHXabZVFG0uyG5VydwZre2jCEg8/c0xCJ4xC5kyOZ42KFF+4JbmS3rLtCMXdkTtjDD3EF8q7gWPlORpQRA6Tv2AKZ8II0alrsjv5jYUV9BAf7owxFA8nU3cNGBnk6PFo9Pq9d8vWF2WWy8S2FNo3YSNWewfTib0XAEMWRiSwRkcxh4dKktPEF1Pb9pwSnUvhThvFjA2G8q7332tmZuYg9GMIkmg1v1QWbirJaVIpXOjM7yNGrvQKpBIsZB4dApPOm5PInjBcfP6W9FpGy9ZDFFcHzpSRjKgAmPRuIFhtjgYNyZYnWDKLMzledOaGPKNQkV9OC/bmThlJ9XUzddeA0UCOHpVKr9tVXbKxJLtSJuFTqJ8Hx6zxCR2Cl/o9nnvnKRKiJZfvSC7fadt9QnTqOmdKPHN4qDVPetdTYddeeH73sWuNOpvEeUunBFnRzXyaVYrvyvN/Ki9o16jc6MwfIket8AywmJLufkQ202buBM7EEeJLqdJrma07jpEdBOyJI6w8FcZltTkyCbKTre2yJzTTRonO3JBnFioLKqg+rpzJ8fQQH/jEYtYgR49KotX8XFH477LcBqXcjkpbHzLsVZ8QNskCLzUg0Kjc6aPZibGS5HRJ0h3h76dFp6+zE2NZo6KscwqIbgu7phvrfMd+KdXpEULffLbug4slX4wz/fcaOp3u9OnTSqWyy/La2lqEkF7f3xGUBeL2LWV5e+6WKnW6ADZ3U9iIRe5+FEs/r0vksmyemsCdPFKSdEdyNV34+2nRiSvscbGsUVEE1pC79N28WGeOTM5Q3mlbEsTnU2S381q2HiI7CNjjhzNHhGJkM/76yWpBjh5JtVz6fXn+9qoikUbtSmf+Ozx+pWcgk2Th73wCncadNoozfpjkWqbk8u2Oo5fFZ26wRkexx8USeeZxjaOxdPubfmfeZoLb89nXvnXD6t8eO3rzvJe/aP1zMHv2UElJSbNnz+5ubVlZ2eM1q8fxU413f6zIP99UiyM0UuDwpl/4HCcPgjV9xCew6NxZCexJcbKUbMnl2x3Hr4jO3GAOC2GPiyW72Ju6d+bKqnI01JDsbPgLp3NnJkiS70ivZQn3nek4cYU1KoI9JppoAzN1mxPIUR8ltzT8WJH/Z321FteHcfhrw8MWuvla/LmJ+2FUCmfiCPa4WNmdPMml2+ILt8SXbjMiA9iJsVRvV1P3bpB0W9gdaJbH/vx+uCsfIf6768J3Ljk5mN3qTmJi4vHjxx/8hLR58+bU1FRf30e+g2STSrGruuTnisIquYSEEea7eq/1DRvBt946hkCjsBOHsRJiFFnFkuQ06c1s6c1sqrcra0wUIyoQznY8KivJ0VBG5LJ4TyRyp46SpuRIrqSLz6WIL6Qywv1YoyJpQV7w/axZgBz1TKRR771btrWiIF/cTsCwKfaua/3CJtq7WO2bGyMRWfERrLgIRUG5JClNnlkozyikuNizxkQxhoVY/O1quj1Oq/Q41f7eD0+zp+G4brC61BMikThr1qwHlx84cCA1NZXQ588lOhw/11S7o6roRGONRq93ojE+CYp+0TPQhc40an/NFUYkMGKCGDFB6poGyZV0eXph2+4T7YcvMoeFMOPCKW4Opu6g2bDsHJkRjEphj4tlj41VFlZIrqTLs0vkWcUkAZcZH8EcEQa32hviIEcPhSN0vbVxe1XR4bpKuU5rQ6au9Q172TvIj8Ud6F2bBwzRQ3zoIT6apjbplXTZ7Tzh/nPtx5KYMUHMuHCqt6ulTgRhdSdgcsXC36pL/7hbVq+UEzBskr3Lcs+AOU6eZEs8mPUfxd1J8PxMm7kTZam50htZkuQ0SXIaxdWBGRfGiA4iclmm7iAAjwJDtGBvWrC3ViiS3cyWpuSITl4VnbpG8/dgxoUxIvwxqjUOtQZmp0Im2VtTuuduaZlUjBAaKXBY4Rm4wNWbYc4zmAwcsoPAZv5k3pxEWVqB9EaW4Zsokj2fOSKUOSyEJOCZuoNG1tOboODbtYsOMRFC8oY8hNCiRYs6V+3du3ege2ZcZVLxgdryA7UVuWIhQsiXxfk0KOYFD38PBpQmvSMwaOzEYezEYarKOtmtXHl6Yfvhi+1HL9H8PRmxQYxwfwITrrHoliXlyGKQ+FzuzATu9NGKggpZaq4ip1RZXCWkkOlhvsyYYFqwN4w6GGogRwihOoXsUF3lwdqKW8ImHCFnGuMtv/ClHv7BHLhMuHcYhcwaGcEaGaGpb5HdypXdzhOduCo6eZXq5cqIDWZEBljMqYpu/3i5uLig8jvJ5YZHBBcXl+Tk5EHqlPEUiNuP1Vcdq69K72hFCNlSaC95BT3v7hcvcLDQU7ADi+rlQvVysZk3UZFfLr+dp8gvVxZVthPPUv09GVEB9HA/Ihu+y/4Hy8iRxSIQ6KG+9FBfvVwpzyiUpRXIM4rk6YUEGoUW4sOIDKSH+sCdKIcCK89RpUxiOJDdFDbpcZxNIi90913k5jfR3oUIg0QfHdnZjvfUeN6ccYrCSnlagTy7RFVR237oAtXbhREVSI/wJ/HN+7vsbgs7wwXb5kit119rbTjVePdkY02pVIQQ4lOoL3j4L3D1nmjvYtY3jRgiMDKJERnAiAzQK5SK7BJ5ZrGyqFJZWIH2naV6OtPD/eghPnAhrYH55siqEBg01ugo1ugoXYdEnl4ozyo2VHgYmUT1c2eE+9FCfGEcnglZYY50OH67vflkQ82pxrvZojaEEItEnufitcDVZ5qDq1nfNGKoIBAMI/D4ao0ir0yeWaTIK1eV17YfvkhxsaeH+9FDfSkeTuZ4fZUFvTnsba+zSEkp5y+31Eu0GoSQG535ik/IHCePsXZOUM8NBAKdxowLZ8aF6xVKRV65IqdUWVChqqzr+CuZyGPTg71pQV40fw8Ci2HqngLQJ0Qemz1hOHvCcJ1IqsgukeeUqkqqlQUVCJ0jOwpowT70IC+qrxucxgMDpFYhO99Ue6G57mJzXataiRCyp9KXevg/6ew1yd6FRoR5440Po5AZ0UGM6CBcrVEUVipyShV5ZaIzN0RnbhBYdHqQNy3QixboaUaT4Q2Jwg7XKiRaCofWv7fsknmHbSikxrtxfPvpjm7THd0iuAIjdRD0gkCnMYeFMIeF4FqdquyusqBCUVBuGKCKMERxtqf6e9D83Kk+bjDj8cAxTo4AQgghIpfFSohmJUTjKrWisFKZX64orJRcvi25fBsjEiiezjR/D6qvO9XLGa63sDCDn6M6hexqa2Nya31yS0OJVIQQImBYFFfwf95Bsxzdh9nYWdWMqiaEUciMCH9GhD/S46qqOkV+ubKgQpZWILuTjxAiOwio/h40Pzeqr/sQH41nysKu+PzeTT/9fOZmfmOrSI8QW+AcFDfllTXvLpro/zjN3c5a7hvy7dIXLeYueOYIIxFpgZ60QE/eU+O1QrGquEpZXKUsrpIk3ZEk3UEYIjvaUj1dKN4uVC8XsqPAHM9yDzVGzhH4J4xKMQw8QAhpGlqVhRXK4mpV2V1VeS1CNxCBQHFzoHq7Ur2cKV4u5j40x5oNZo40en2WqC1V2HxL2Hy9rbFaLjUs92ayl3kGTLJ3mWjvYkuhGX2/oK8IGNXblertimaN1UnknQcy6bUM6bUMhBDJ1obq7UL1cqF4u1Cc7dAQm1XDZIVdyR9rQhZ97xM/7ekVrzrwbai4qqOjLTvl4uLJwRn7i7+d7/PILV65FfbkM1DVDR0kPocUH86MD0cIaZraVGV3DYdDaUo2SslGCBFoFLKbI9XdiezmQHF1IDvwh1o8hj7j5wh0j+xkS3ayZY8fjvR6dU2jqrxWWX5XVV6rrm6QJCGEEJHNoLg7UdwdKW6OZFd7y5tGwVINdI7Uen2BpD2zoy29vSW9ozVL1KbU6RBCGEJBHJuVnoGjbR3H2Tq5wywNQw+RzWDEBjNigxFC2jaRqqzGcCCT3cmT3c5DCGFkEsXVgeLhRHF1ILs5kJ3sMKKJD2QmK+yWrfrF/+WDBT/O67I8ecPwqS8u/3Z+sik6BQYK2UFAdhCwRkUihHRimaqyTl1Zp65pUFc3qkprDNtgZBLZyY7sYkdxsiM725LsBSQ+11InkDQWyJFpEAgUT2eKpzN7wnCEkLalXVVZp66qV1U3KEuqFfl/X71Jp5Jd7MlOdhRnO5KTLdlRAJeND03Gz5EtP5dO/FdxVp64PVckLJJ2aP6+dawdlTbO1nkE3264jX0c355PsfC7IFgSkoBLEoQxR4QhhPQyhaqyTl1Zr6ppUFc3qCrrDNtgJCLZ0ZbsZKssqjJZP02140K5Jnrm8AeXh84M0H56ZvD7AwYNkcO8N44BIYTjmmahprZZXduovtusaWhR1zTI/t4So5DJDnySHZ9kb0O245PsbEi2vCE+uGGQQY6GApKdDcnOhjk8FCGE6/Sahhb13UZNbbO6rllT16wqu9u5JYFBIzsISA58kp0N2c6GJOCRbHlwdZHJGT9HS+fvsKWi/DsYQl5M9gxH93AuP4oriObZwmk5y0Bg0g2TJRkeats61HebNLVN6tpmTX2zLC1fkWeym26brLBbF+/43uJnf9v99fSEGFsWDSGkkgmzbl789MW/HEauN1WvwGDDMMPJPEZMkGGBXqbQ1LdoGts0ja2apjZts1CeWYRw/H/PIJNIfC6RzyHZcIg2HBKfNLz0vQAAIABJREFUS+SxiTw2kWeNfy4hR0MNRiRQXB0orv+77Z5OJNU0tGgaWjWNbdqmNk1jW+eH+3tPoVJIAu7f72oukcci8blELovIY8M8yYPD+DlKSX/WP3Tt3PmBbB6bBNdQWz6SgEcS8FBkgOGhXqnm/EuDrpvmpsYm+6ux+vzN7ClTl8wYjRAikKgUTKPU6BFCgeOW3Ty7ylS9AiZHYNKpfu5UP/fOJbhWp21p17a0a1vbta0d2tYOrVCkKq9VqjVdntuRf2twO2t6kKOhj8hlEbksWqBX5xK9Uq1tEWpb2rUtHdq2Dm1bh1YoVhZV4tqut0Al0KlELovAZhK5LCKLQWAziCwmkc0gsBgEBo3AohOZdBiZ2n/Gz9H1OyPmLRxmY2fcfgJzQaBRiKa7lMpkhR2R6rEjuXB9XtK5lMK6+no5Yjg7OwfGTR0f5miqLoGhCSMRDYPWuyzXyxTaDomuXaxrF+tEUm2HhNRcbJIemhDkyBwRaBSKmyPFrevvSCeS6trFWpFU1y7WiSS6DqlOLNWJpJqG1s6hqA9rjUpg0AhMGoFOI9CpGINGoFEJNApGoxJoVAKdilHJGIV8byHF8H8KlIP3gxwBS2Li8/yOoYlLQhNN2wdgpghMOoVJR/fd4oLVVoYO7zZhl0wFcmQZDOf2HnphP67T66VynUSml8h0ErleptDLFDqZQi9T6OVKvVyplym1QrFeoUR6/GENPADDCHQqRiRiVDJGJmFkEkYhYyQiRiHLbuUY9ccyG5AjYBmG3ACOS4tnf1Ej7u4+gDqd7vTp00qlsstyww1n9H9fdgSAlYMcWRiMSDCUfb1uqVeqcaWq81+9UoUr1bhGo1eo9UoVrtHiarVeqUZanV6pwrU6XK3BNVq9XIm3S3CdDldr1LXNg/ATmQXIETBHQ66wa8vLSisRdrc2KSlp9uzZ3a2trq4emE4BYGYgR1aLQKMgGqU/t02w+Q/VVIO+hxrIETBHQ66wm59RM7/7tYmJicePH3/wE9L+/fuPHj26YsWKAe0bAOYCcgRA/0GOgDkaEoVd3+/NRyQSZ82a9eDy3Nzco0ePNjY2Mhjdzgil0Wh+/vlnb29vbGBuY4XjeHFxcUBAALRvqvaPHTs2EC2bC8gRtG+U9iFHkCNov//tmzBHFnKvWAKBgBCaNGnSAHQTmBkicfDu3j0UQI7AQIAcQY5A/5kkRxZyr9hly5ZptVqtVtvDNoWFhcePHx82bJizs3P/+v5w9fX1d+7cgfZN2/6iRYtiYmIGov2hCXIE7Q9E+5AjyBG03//2TZYj3ERGcalBqw49uDxp/TAqd+xA7PHgwYMIoYMHDw5E49C+xbc/NEGOoH3zan9oghxB++bVfs9MNkdloVzj0t29+eR5g98fAMwR5AiA/oMcAUtissJuXbzjjcXP/nb6Rqv03iVFKpkw9cLB55/4y2HkOlP1CgDzAjkCoP8gR8CSwL1iATBjkCMA+g9yBCwJ3CsWADMGOQKg/yBHwJLAvWIBMHuQIwD6D3IELIPJxtgNPjqd3vkvtA/tg8dj7r9HaN+07QMDc/89Qvumbb8XJrkW1yS0Wu25c+e0Wi20D+2Dx2buv0do37TtAwNz/z1C+6Ztv2cYjuOmqSgBAAAAAIBRWdFXsQAAAAAAlg0KOwAAAAAACwGFHQAAAACAhYDCDgAAAADAQkBhBwAAAABgIaCwAwAAAACwEFDYAQAAAABYCCjsAAAAAAAsBBR2AAAAAAAWAgo7AAAAAAALYV2FnbQ6ecWUOGc+w849cP5bP7Ro9AOxl5b0/6PbTDBigzpVzZvzJrkLmF7hI9//I9eILd/P6N3uNNAve3PqvtlxYXwGzcUndNXG/QPySwX3gRz1AHIE+ghy1APIUb+Y5A61JqHXimfZMbi+M37csefHjW+4UIne83cadxcKYf2dpMNzXFk03njjtap/I8qWZjPyqx/+u+6V8RhGfD+l0XiN4/hAdfuegX7ZNbJcXzrJY+aa7b/t+mj1M0QMm/1zoRHbB11AjroDOQJ9BznqDuSo/6yosGvJWoYQ+qq8w/Aw4/NoDCNWKrVG3MV6T66hXDbiO1JS+x1CaFVGs+HhO24cfuA3xmrcYCC63WmgX/bKPycghHJkGsPDtS5sns+3xmocPAhy1B3IEeg7yFF3IEf9Z0VfxWo63BYsWLDUjW14SGaQEEJkDDPiLtZmVLS0tByb5m7ENhuTDyOE3gvmGx7Oe9pDVLnFuGd3B6LbnQb6ZReEfXH27PkwBknSWp9z+/JVscp+TJSxGgcPghx1B3IE+g5y1B3IkREMfi05FJSe2exOJblN+WUgGr88x8uIHzVuvxWGEemdDwt/HokQqlfpjNV+J+N2+6EG7mVXiW4Y3s80m8l3Vcb81At6ADl6EOQIPCrI0YMgR/1BMkEtOVikFWlpNVLD/xPGjTOcnFS1ZX348subD93yn/bqpT+XG739gYChrp8ntDg+YHsbEEZ82R+KzAg6ceLP1rs5X7/1RcL8XRUDsAurBTkaOiBH5gtyNHRYfo4Gv5YcNGnvRXT+mAodjuN4w7V/+zDIHO/E747e1g9A+wbG/ahRuicBIVT390eiO2+HEyn2A/ERYOA+IRn3Ze+iZN+v23+71vkw45MojECR6oy+H+sFOXokkCPwUJCjRwI56g9LLuy6UEsz3aik0MX/ahqA88b3M+47UlL7H4TQGwVthodf+vBs/DcYq/H7DVCQBvplv7rIj8wI6kxO8opAItlOBcejAQM56hnkCPQF5KhnkKP+sOSvYrso3/vKXZV2URDht+++7Vy4cu2bXKIxx6saHcvl1dcjPt82aUnIv1coCvd9XCF599oyU3fqEQz0yx698UvqvmdHLfzg9Zlhkppbn+8ujVpzhjKkf6XmDXJkEpAjCwM5MglrydFgV5Kmc3a864M/foXC+GeRjf5RQ6uoXDMn0ZVH9wiJe//3HCO2fL8B+oQ0CC97yYnvEsJ82VSqi0/oii/3yuD7o4EEOeoZ5Aj0BeSoZ5Cj/sBwcxv2CAAAAAAAHsqK5rEDAAAAALBsUNgBAAAAAFgIKOwAAAAAACwEFHYAAAAAABYCCjsAAAAAAAsBhR0AAAAAgIWAwg4AAAAAwEJAYQcAAAAAYCGgsAMAAAAAsBBQ2AEAAAAAWAgo7AAAAAAALAQUdgAAAAAAFgIKOwAAAAAACwGFHQAAAACAhYDCDgAAAADAQkBhBwAAAABgIaCwAwAAAACwEFDYAQAAAABYCCjsAAAAAAAsBBR2AAAAAAAWAgq7QaJXN2IYFv1Zpqk78miERc9hGDbtSr2pOwIAQpAjAIwBcmTZoLAbuuhEwrgD5cZ97qO2SWFFzZgxYzif2s/+AGAqkCMA+g9yZEZIpu4AMDG1qKpa6ejnQHvoWpbr2ydPvj3IXQLA7ECOAOg/yJFRwBk702u8um1GbIANg8J39Jjz0pciHY4QcqaSlHr8yjO+HtMuIoQUTakvz0pw5dNtXQOWf7xDoUcIIVnjDgzD9iT/MmVkGIdhEzlx6S2R+sHndrp/ueG5mzY+JxD4PPVVTnfduLdZrbS7NgEYIiBHAPQf5MgS4GBQ6FQNCKGoTzO6LNfIi12oRK8nX/1x557vN34sIBOHrc/CcTwrPY1CwKLXH8suFunUjWN5NMdRT33x3c4fv3nHh04KXPQHjuPShu0IIY7n/IsZxUWpF560pbuMPdTluffv6/7lhucynSduPfBXWqWku24YNvvmrqS7NgEYTJAjAPoPcmTZoLAbJN0FSS3N3Lp1a45UjevUtSVZY3lUrzmXDatoBGzs/jIcx0t/S8QItHO30zMzMzMzM499HIkRaLUqneFd/sztJsP25ye5sZxf6fLcLjqX33tuSmPP3egMUg9tAjBoIEcA9B/kyLLBGDsTI9H9WU3fLY//tqS8ge/hr1JoqQ9sU3/2Lq5XThkec//CXJl6DEIIoSgnumEJRsQede8RLoy+dwOAIQtyBED/QY4sAxR2Jla8fcaS9TlHk5LGDw9lkwkzBYyCB7axjbMlHhIJFU0cIoYQ6ig4cypbPtWGJmtECCECeuT8dCJhWN+7AcCQBTkCoP8gR5YBCrtB1Zbx5/bt6Z0PHROeDqATkF5dWVKYVHvnxuX9p4QKQdn5pLKYRF8OCcNabl6+6MoZt2JX8PthUU+++tEzCdqWsm3rPpdM/23hsz3tqPO5E0fZPXR5vM8/tid2043hrN7bBGCQQY4A6D/IkcUy9XfB1sIwpqGL0buK9VrJ58smO/JoNi7+T7y8Mfn394cHBK74swrH8R0rZzjQaaELknEcF5ddeH78MEcOVeDiu+i9HyRaPf7PAQc4jl+Y6t45puH+596vc3mX53bXjfs3665NAAYN5AiA/oMcWTYMx3GjFYnApFTC4r27Cpa/8aSpOwKAGYMcAdB/kCMTgsIOAAAAAMBCwATFAAAAAAAWAgo7AAAAAAALAYUdAAAAAICFgMIOAAAAAMBCQGEHAAAAAGAhoLADAAAAALAQUNgBAAAAAFgIKOwAAAAAACwEFHYAAAAAABYCCjsAAAAAAAsBhR0AAAAAgIWAwg4AAAAAwEJAYQcAAAAAYCGgsAMAAAAAsBBQ2AEAAAAAWAgo7AAAAAAALAQUdgAAAAAAFgIKOwAAAAAACwGFHQAAAACAhYDCDgAAAADAQkBhBwAAAABgIaCwMz6NUqnR6q1z7wAYC7yTAeg/OB5ZISjsjElac3bZzOEMBoNCJpKZNv5hwxas+aZQqHpwyzMvBGAYtqNR1rnkYw8udh+ug8eIsVNe3fCbRIcbfe+PyptOxjBs8rm7D11b9dcEDMMozOD+7wgA1Id3Mq6T7vl0aWywF5PG9Y+IW/X1Qbn+Xkz6nyOEEEL6mwc2PT93Wqi3I53rEDFi7OubDogerQUATMy0Oep17z0fVkC/4MBY9MrptvQHX2EyI+B0s9ywiUYhqS1N++njBUQMQwhtb5B2Pvsjd85Df0Fukz/TGWnvj82LRkIITTpb89C1lX+ORwiRGUH93AsAON6nd/LmKa5d1nrN3WFY1d8c4TiO6759PuLBFjjes/KkmoH4iQEwPtPmqA977/mw0h9Hg20RQvaRJ4zesrmAM3ZGI63ferpVgRDymrn6v38cv5F8YefXb/LJBI28+MVnjhu2CRfwXf1iV31xQIc//HMPy+mlEydOnDhxYtfWzU9HChBCd8+vW3qu1ih7B2Do6/WdrGg99Oa5WoTQ0xsPF5YVHPzXHIRQ5ZHlW+v/d/77sXOEECre/tQbe7IRQizXhA++3Lx75y8frZxFwDBxxYmZzx0agJ8YAOMzbY7geGRipq4sLUd72auGl/SsUNm5MG1dFEKIyk0wPFw4YeyoUaPiRwQZtnzwjJ2N74+dS/Tajidt6Qghns8nnQuLz/wwfdxwVz7dxtk3YeqCw+nNfd87juM3dn88Pi7Clkl18g6Zu+bfdxXaXlvGH/LRSn/i65eHB7kxbT2nPPNh6sFxCM7YASPp9Z3cmDoDIUSm+/995kDnQCEihCadqcH7nSMc143lUhFCNP7UWuX/0nHu9VCEEIHEadPoNLICQw8/rBQZ1uZtGYEQovNnGB4a1j6Z37T9zbkObGqlUquRl216fV6wtzONwvIMiFj60c91qnvd1+vkez5dFhfuy6LzQocnvrX1klFfTmClTJujvhyPDIeViaeLv3t5XpArj+fkM/+9bfL7zgd213jPAXzFmdVZ3pBoXsZ5Nc0NFHZGo5Zm8MkEhFDU0o/+TMqUafU4jutUopaWltZW4f1bKtpO9aWww3E8Y12U4XAi1elxHL/5r9ld6nKMQH3taGUf935iTXyXp9tFv63R4z23jD9Q2B19adj9W9LsaFDYAWPp9Z0srtyzbt26L7/aa9hep2llEQkIobnpTXi/cyRvPWJYMv5g+f0taGS5hw4dOnToUIOqr4VdwKpow38qFKq1MXZd9ugy8Uscx3G95t3RTl1WxSz7feBeXmAlTJujvhyPDIcVbrDt/S1M+k+eYW0PjfccwG+fmBTEIBsOSQmJ8wb2VR6qoLAzprztb9hTiIb3HJFqEx43YeXb60/erOqyWd8Lu7qrUw1b3hKr1NJMLomAEHKf9U5KTmn+7QuLwgUIIQo7Vq7T97p3legqlYAhhEa9/t/skrLzBzYbYrwyranXlu8v7BRtfxkGCIY9v/7K7fTjuz6xIREQFHbAePqYIxzHcZ1860vhCCESzb1CocX7naPOMw0b74q7614fCzsi1WXVJxt/+eWnhrodhiVfXMxsaqq+8ucXhof7m+WNt15CCJGo7vuTMjskTVeObSRhGELo1/v+MgDweEyYo77s3XBYoXKGbzt24cqJPbMdmQghtssaHMd7brzXAMIYOyjsjEzRVHjgl69XPPtEVMD/xqVOXnPsH9v0ubCrvzbNsGWqWNVw80mEEEYgF8vvjeAW1/xoWPt9nbTXvdclzUAIEcm27YZzdDh++uO3Vq9e/dWpu722fH9hV7J7DEKIRPMWdrYz3wcKO2BcfcmRWlzwfwkuCCECkfXZ+VrDwn7mqL3sFcP/N9dKuutbHwu74ZtyDA9lTbsNS1guIU8vf2Pb/tNnrmcWFhY2q3XJT/sY0jT2b4bj2fDNucZ4FYG1M1WO+rJ3w2Fl5M+FhoeG04GGEPXcOBR2vYLCzmgUTWW5ubl5+SWdS9qrsv+7bjpCCMMIf9x3aWrfC7vMz6PR36e+DRUVhRXZuVarujeIdUWJsNe9F/48EiFE5Y55sOc9t4z/s7BLXRuKEGI6LuvcuHjnaCjsgLH0MUdt2Qfj7OkIISovfGdKY+fG/cyRvOWg4f8z/nmxnlqavW/fvn379pUptH0s7ObktnQ+fdtr0wwnyA0wAmXMgnUdWv3xKHv0ML7PXTHOqwmslWlz1Je9dxnhc3+Iem4cCrtewVWxRnP37NKwsLCwsPAihdawhOcRvuStLxFCOK4/0SJ/1AZxneRfPxQhhDgea5kEjOUrQAhp5PllSp1hA0XzScN/ghnkXvfO9GIhhDSyvM7puEpPHd2/f//ZLGHPLXfpFTeYixBSia52TmhUc7npUX80ALrTlxw1p272jXnmVrPCY8LLd6ruLI1z6KHBR8oR3XbuSA4VIXRl2Yf3T9mVv23ls88++9xzi5T6/y2U6O7NvCqvfUi6MQJm+I9G1Drr/Z0F+VlHf92yYt4kZxYZ16uvHfhs4clqXggXIcTz3tzl73Lp7wmP/MIBcB/T5qifR8M+HpJ6DqBVM0k5aZFkTXsIGIYQso15ZsfRMzdv3zyyZ9uaOX4IIYxATRGrOrfs4Ywdy3n1mTNnzpw588f27xcOuzfg+vkzNTiOqyVphg/9Xk99nF5UXZyZtCRSgBCisCKlOn2ve1cITxnGxo14fVthVfXV4z/bkYkIoeeS63puGf/nRytZ015Dr6JXbErJyjn7+5e2ZCKCM3bASHp9J+s17ZEsCkKIbjvur9NnOqW1KfF+5wjH8fwfphu2F0TM/ebHnUcP/fHNuy9wSASEkF3MehzH9doOw3BV9yfeO3Hlxu8/rg9hktFDroptNTw0nE4gM0Mv55S2S0S15am+dBJCaPim3KY7LyOECCTe77eqNVpVTcHF4d7uLi4u791pfvirA0DfmDZHfTka9nDGrufGew2g4YydIHifaV76IQAKO2M68vqoh1bPUz6+fP9mPRR2D3Kb9GnnBeBXP5/WZS1GoK45UtnHvf+xLLzLKvthbyj1vbfcJYG/Lgy5f0sCBS6eAMbU8zu5Of2Fh66dmlyHGyNHuF7z1YKH3EaFbjf80t9fYH0/3uX+VUw7Guq+sFOJUw1H0PsRKU5Hm+W4Xr12eNdvY50SXlfpB+u1BpbLtDnq9XjUQ2HXa+M9B/DKM74IIQwjufvFD/SLPDRBYWdkhRd2LZg02t/DkUqiu3gFjp22ZN+V0i7b9KWw49i7Dxsz6ZX1u8Taf/yNLzj53dSEWBc+nevoPWbKP2ab68PedRd+fmtMTLANnerkHbrgre/r7pupq4eWu85jp9fs/XBpbIAL3cZt3BOvXTy2wMfHJyB0Sv9eOQD+p4d3cs7Gf8y20/MB6fFyhOs1l3evXzBror+rgMqxC4kZtWLd9ob7wqKW5r351GgnHs3OK3T+a1uzdzzp4+MTErPcsNaw687CDsdxcUXyO4un+Hs6M0hkvpNH/Izlh1Pv7VGvFW9757mYIE8amenmG77q821tGijrgHGYNkc9H496Lux6brznACpaL8yK9qaTiAybEGO+muYDw7u5BQIAAAAAADAvcPEEAAAAAICFgMIOAAAAAMBCQGEHAAAAAGAhoLADAAAAALAQUNgBAAAAAFgIKOwAAAAAACwEFHYAAAAAABYCCjsAAAAAAAsBhR0AAAAAgIWAwg4AAAAAwEJAYQcAAAAAYCGgsAMAAAAAsBBQ2AEAAAAAWAgo7AAAAAAALAQUdgAAAAAAFoJk6g4Yh0wmO3/+vFarNXVHgInZ2dmNGzfO1L0wV5AjYAA56g/IETAwWY5wi7BhwwYTvHZgSMrIyDD1+9FcQY5AJ8jRY4McgU4myZGFnLFTKBQIoS1btjg7O5u6L8BkTp8+vWvXLrlcbuqOmCvIEUCQo36DHAFk0hxZSGFnMHXq1ICAAFP3AphMfX29qbtgCSBHVg5yZBSQIytnwhyZWWGn0+lOnz6tVCq7LM/Pz0cIaTQaU3QKADMDOQKg/yBHYGgys8IuKSlp9uzZ3a3dvn37li1bBrM/AJgjyBEA/ddzjr576Y0v5i3BiASMQsZIRIxKwYgEAp2GCAQCjYpRSBiJRGBQMTIJo5AJdBpGJROoFIxKJtBpg/lTAMtjZoVdYmLi8ePHH/yEtHnz5tTUVA8PD5P0CgDzAjkC99PheKta2aJStqmVbWpVCouEQuE7xN71nCMXJlfb2Irr9Lhag2t1j9QygU7FaFQCjUKg0wh0KoFBIzBoBCb93r9MOpFJJ7AYRDYDo1KM9wMBC2FmhR2RSJw1a9aDyw8cOJCamkogwLR8APQOcmRtlDpdrUJWr5TdVcialIpahaxZpWhQyptUimaVokX1z9LEhoJeft5EPTUnPeeIN320y5o1nQtxlRrX6fUKFdLp9Eo1rtHiGq1eocTVGlyj1ctVuEqtV2twpUqvVN17qFBq2zr0ChWu7vZbXYxMIrAYRC6LyGYSOUwil0XkMIk8NpHLJvLYRDYTYQPys4OhzMwKOwAMcIRqFbIKmbhCJqmUSarkkiq5JN+Zjj58zdRdA8BkVHpdhUxSLhNXyMSVMkm1XFojl95VyJpVigc35lOoDlR6MNvG3pZuT6XZUmkCCk1AoV47ffbnjzeh4+MGvfuWDKNSMIQIjMf5mhXX6vQyhV6u1MuVeplCJ5PrZQq9RK6TKvRSuU4q14mkmrpmXNN15jyMRCTyOCQ+h8jnkAQ8koBLEvBI9nwih2mMnwkMUVDYATMg1WoKJB1Fko5CSUeJpKNUKi6TiRW6f/wVs6XQGDpcWFljqk4CMMjqlfJ8cXuxIRdSUalUdFch0+N45wYkjOBMZ/izuJPsXVzoTBc6w43OcqTRXWhMBxqdSiA+tNkWpQ4JOwbrhwC9w0hEIpdF5LJ63kwvU+jEMp1YquuQ6DokOpFUKxRrhSJ1bZO+pPofDVIpZDsbkj2fbM8nOQrIjgKyoy1GhnrAQsAvEgw5ehwvl4mzRG1ZHW25YmGeuL1KJuk8WJEwgieTNc7WyZfF8WFyvJkcLybbi8Fmkkj/+c9/Xv/jT7TqLVP2HoCBIddpc0XCbJEwS9SWJxbmidrbNarOtWwS2Y/FHcG392NxvRhsbybbi8l2pTNJGHyxbi0Mw+/ITrYPrtIrVNq2Dl2bSNvaoWlp17a0a1va5ZlFqPNjAAEjCXgUF3uyiz3ZxZ7iYk+y5Q1q74HxQGEHhoQauTRF2HynvSWtvSWjo1WivTemhEIgBLFtnnXzDeXYBLB5QWyeL5NDhkFgwApocX22SHhL2JzW3pLe3logadf9fRgWUGjhXH4wxyaUYxPA4gawea50+HINdItAp1JcHZCrw/0Lca1O29SmaRZqGlo1Da2ahhZ5TinKKr73FAaN4u5IcXeiejpTPJ17PV8Ihg6LKuzkaQWy1Fyqjxt81Bj6dDieJWq71tp4rbUhRdjcoLw3PTeHTIm1sYvm2UZyBRE8fhCbB6ccgPUQadTX2xqvtzXdaGtMb2+V/z3ewJPBnuPsGc2zjeDyI7gCKONA/2EkouH8HIq6twTX6jQNLZraZnVtk7qmUVVRpyyqMqwi8TkUL1eqjyvN143sbIcwuChj6BpChZ1O2SLU29gxHr9Lqqq6tt9OIoSINhyavwfN34MW6EnksY3XR9AvehzPEQsvN9dfaqm71tpoOC1HwgjhXP5Tzp5xfIdhNnb+bC78weiP/ucIDDKZVnultSGppf5yS32WqM0wSI5LpoyxdYzj24/g2w+3sRNQYG6zQWWdOcJIRIqbI8XN8d7nBj2uaWpTVdWpK+tVlXXyjEJ5egFCiMCk03zdqP4etADPh37zC0zLhO9a3YnN7/x0/LYgdOKWf7+9c+UTX+273KEjj3juoxO/fmBLepyTNNwZY2wnzVKW3VWV1shSc2WpuQghspMtLcibHuJN9XXHSA8fLAwGVItKeb659mzT3fNNdYar86gEYhzffqyd02iBYzzfnkUim7qP5sv4OQKDI1csPNtYe6659npro0qvQwjZUWlznb3G2Dom2DqGcfgEOCkyeCBHD0PAyE62ZCdbFB+BENLLlaqKWlXZXWVpjTy3TJ5dghAi8tj0IG9asDctyItAp5q6xwAhExZ2mZsmPvFuysjEsTX7vwq4sVNSyvzom5/tddXffPTZZOexGRvHPEabBDqNERPMiAlGCOnEMmVxlbKoSllYIbmgXPA3AAAgAElEQVR8W3L5NoFGoQV60cN86WF+BCbd2D8Q6KpQ0nG8ofpEQ/UtYbMOxzGEInmCpR7+E+xdRgkcGETr+ig8QAYiR2DgaPT6pJb6E401JxtqquQShBCDSJpg7zzZ3nW8vXMohw+lnElAjvqCwKDRQ33pob4IIb1SpSq7qyyqUhZUSFOypSnZGJFA9XWnh/rQI/xJAhgNZUq9H1xXvv/t8uVL43xtjLvjFz+/GfnJjevrYhXNxxgOTyXsKf1kkS9CaDThYszHr6GNmf1sn8hhMoeFMIeFIIQ09S2K/HJFXpk8p0SeVYwIBJqfOyMygB4VQGTDUBUjyxa1Ha6rPFJXWSjpQAhxyJSnnL1mOLpNcXB1pDFM3TuTMaMc4Tq9cTsJVHrduabaI3WVJxpqDJey+jA5r/uGznB0H2Pr2N20I+BBZpQjy0agUTuLPK1QrCyoUOSVKYurlMVV7UcuUdwcGZEBjOhAkj3f1D21Rr0Xdud+eG/HxreCxjy5bNnyJc9OtaUY56R0qUI7YqQjQohqMwohxA/hGpbzY2y0yptG2UUnsrMd2dmOMylOL1Mocsvk2cXKwkplcRU6dJ7m78GICWZEBcI55H4qk4r31Zbtu1tuqOccaYyXvYPnOHmMs3OmwEWsZpUj0cmrQocARmwIzd8dhkj3hw7Hk1rq99WWH62r7NCoEUIxPNu5LuFznD2D2HBK43GYUY6sB4nPYY2OZI2OxDVaZVGlPKtEkVvaceJKx4krFDdHRmwQMyaYaMMxdTetSO+FXVV78+Ujv+/etfvDZTPfW+U0a+ELy5cvmzHCp587fidM8M2rH5/btrzhwqcIobT39ypOr6Xhkl8/zOZ4repn490hMOnMuDBmXBiu1ihyS2Xphcr8cmVRVfvB8/Rwf+aIUHqQNyLAkewRiDTqA7UVu6pLUoRNCCEHKv0Vn5CnXbxGCxxhhND9zChHBAZdejNbejObaMNhDg9hjggjOwj62U9rUyBu311TuremtF4pRwjF2tg94+o918XLkwHXcvWLGeXICmFkEj3Mjx7mh/R6ZXG1LL1AkVXScSyp489kWoAHc0QYIzIAo8CI6oGH95m8MX/zyxMNz7IPHvvxzxf1fX/yA2QNx0fY0xFCBBLn04M/OlKIFK6jPZtMJNv9UNT+qK3NnTsXIbRly5ZHfaJOrpTezG76997q1f+qXrWh9oPvO05c0bR2PGo7VuhqS8OiO5fpf+5ER7Yx/9q5+E7S2ca7Wn1/3hT9tWXLFoTQ9evXTdiHXplFjtQNrR0nrtR9/GP1qg3VqzY0bvpNmpKjV2v60VOrINVodlYVxyX9iY5sQ0e2eZ/d92lBeonEzP6eQI5MdTyyPHqNVp5d0rLtSM1rG6tXbbj7xua2fWdU1Q2m7tdgMGGO+jSAXd5QcPjAgf3795+9XUpmuU5/+hkvdc6/V08+lrwzd9+SxysoGY6zbtTUZNzKEwSP8Lajvx4ZvuuPI+Uq2xlLX5nix328Nh8DgU5lxocz48O1QpEsNU+Wki06c0N09iYtyIudEE0P9YWvoroQadS7a0p+qSwqELdjCI22dVzqETDPxYsNV7b2xoxyRHYUcGcmcGeMUZbdld3KkWcUte052X74InNEKCshGk7gPahQ0vFjef7eu2UijZpJIi318H/Bw3+MrRP8+TA6M8oRwEhEergfPdxPL1PI0wulKdnSa5nSa5kUN0dWQjRzWAjcx2wg9P6aPjUu4sTVXD2Rm/DE/G3vbHt6dgKXhCGEVo4eFf7a2wg9ZpAQQkSq7bCx4wz/5/qNXrNudK9P0el0p0+fViqVXZbX1tYihPT6xx/0TeJzudNGcaeOVBZVSa9nynNKlQUVJAGPlRDNGhUJI/AQQkWSjh/K83+rKZVoNQIKba1v2ItegYEwVKhvzDJHGEbzc6f5udvMmyi7nS+9nilJTpNcSaMFerHHxdJDfOBjjx7HTzTW/FCef6m5DkcoiidY6Rm40M2XQ6aYumuWySxzBBAiMOmshGhWQrT6bpP0Rpb8Tp7w99Mdfyax4iNYY2NIfBiBZ0y9F3bV5KCvdnzxzPzpLsx/bOw0+q2f/2v8S0ovLZ79RY04Ofn/27vvuKrr/Q/gn7P3ZG/Zew9BFAQXLnKXZVpqQ62f1m2Pa7kaN61rZWlZmplhjsTcAxyoyN5DhgiyORzO3t/fH3S5XhVBOIczeD8f93Ef8j2cz/cd8IL3d30+mQ99NSMjIzU1tb/31tTUDHf3OBzV353q764ViiVXCiRZhcKjF0WnrjLiQllJUaP2Ee5LnS1fVBefaL2DIRTBtX7VM/ApZ08qAR7lewxmnSM8jcpKjGQlRiprGsWXcuVF1YqKepKdFSs5hjE2aHQec8u0mr0N1V/WlN6S9JDx+KdcPF/1DIzj2w38TjAMZp0jgBAiu9jxn5rGnTNRml0quZQnOn9DdPEmPdyPPTmG7Opg7OosxMC/kcPdmOFzp/WlSNr64+sbGnbu2MgLmrsySP8FdZUW5lYL+ns1KSkpPT39wSOkrVu3Zmdne3l56asMApfFmZ3Anh4vyysXX7gpzsgRX8pjRPqzp8SSnGz1tRcTp8OwP1saPq0qzOnuIOBw853c13kFx1vBn66hsIwcUbxcKF4uWqFYfClPcrVAcOCU8PgldlI0MzECTxstSyMIVMpvasu+ri3rVCmsyNT3/cLXeAQ4jOKpfEaSZeQI4KkUVmIkKyFSUVknunBTll8uyyun+rixp8ZR/d2NXZ3Ze1Rj98033yCEdu/e3ePuX875+1qkpGnfjz/c2rljo4EKWpR/Z1H/rxIIhNmzZz+4PS0tLTs7G6/vaTVwRAJjbDBjbLCi6rboXLY0p0yaW0YL9OJMjyePcdTvvkyKBtP93lj3SXVhuaibTiCu8Qh4zTvYkwFny4fC8nJE4LK4T0zkpIyTXC8WX7wpPH5JdO4GMyGCPSkGz7Tk/qZNKd96q/j7ugqxRu3BYH0UEPmcqw+DOBpPWI48y8sRQDhE9feg+nuomztEF7JlOWXt3zSQXR3YKePoIT5otN/oMXSP+pW0bt263n8cXv/20f9sxOGIUU/v0m8RmEYu1pDZVNO9tEf1HUP1HaNqbBWduS4rrJKX1tACPTkzxltee6fFsN8aazZWFtyS9HBI5Pd8w9Z5BdtQRsvJGEOw1BzhKGTWxChWQoQ0p0x07obo7HVxZi4rMZI9ORbPtLSVXdqV8s+ri7+rK5dpNUFs3ju+YU86exBx8Jd75FhqjgBCiORoY/XsLM7MBPGFbMm1os5dh8lOtpyZE2jQ3g3Joxo7jUaDEGIymVtr2l6y1//tC1Vnf/1ix/enrpW1dvboEGJZOfrHTntl7dtLJvvofV96QXaxt145V93aJTqdJc0tl5fV0oK8OKmJZIu4OKvDsIN36z6qyKsS9/BIlA0Bka96BnHhHvBhs/Ac4fGMscGMmCBZUXXPiSuiczfEl/NZE6PYU8ZaxsVZgUr5WXXRt3VlUo0mlGP1kX/EE45j4G/NyLPwHAGEiHw2b+EUdkq8+NwN8ZX8jl2HyS52nNmJtMDhzlM42vTb2O3Zs4fCiV881/v8+fPodsmN2//zamxs7DB3XP3b2sAlX3vGTV+48lU7Po+CKYXCrqLr55dODcj/vWrbItP9RpLsrayeS2WnxPecvCrLr5CX1dIj/bmzEog2el7lZiSdbmt8ryynQNjFIZE/8o9c5xXEgZZOH0ZLjnA4epgvPdRHVlDVc/KK6Mw1ydUC9pRY1sQo8320QqrR/Lu29F/VRUK1KoTDX+8fORdaOiMZLTkCCBFYdO68ZNaUsaJzNySX8zt2HKR4uXBTJ1I8nY1dmtno93fu888/z/f5afFc77i4uAdfxTBsmDtevnqnz6qD5d8uuG975paYlBdXbFuUOczxDY1kb2W9/AnVtLie9Euy3HJ5QSVzQgRn+nizuwiVJ+x8syQ7o6OZRiC+5RP6tk8onwxzu+jN6MoRDkeP8KOH+UpzSntOXBH+mSHOzOXOTmCMDTaviVG0GPZzQ9U/y/NaFDJPBvvbsPinnD1hJRUjGl05AggRWAzevEns5JieU1nS60Vt2/bRQry5c5JgEs3B6LexO3r0KJkZgRAqKDDI+scVMnXErJgHtwfN8tV8dMoQezQEspOtzaqFytom4dGL4sxcaXYJe2ocKynaLM5SNMql75fl7G+swSH0whi/9f4RTjT9X+AY5UZjjvA4xthgemSA5GpBz6mrXftOiDNyuXOTqX5jjFPPYzrd1vhWyc0SkcCOQvs2LP6FMX4kuAve2EZjjgBCBC6LvziFPXmsMP2SrKBCXlrLjA/jzppgFg9pqXEIMYxTZ7/9h7OzM0LtubntBtrx+jj7d5Yu/mXv5zMSIq2ZVISQUioovHb+oxeP2Y3bbKCdGgjF09nuH0tlhZXCY5nCY5mSrELu3GR6mK+x6+qXTKv5vLro8+piuVYz3c7lX8FjA9lmfB3ZlI3aHOGIBNbEKMbYYNHZ6+KMnPavD9BCvHnzJpnyHQtV4p7XS66fbG2kE4jv+4W/7RMK66mYiFGbI4AQItrwrFfMUdZHC49elFzJl+WWc2bEMxOjcAQTPeLSYdiehuqNjnT06TtGKaDfxi46OvoRbxv+qe81Z68VTUtZNnM8QghPpJBxaoVahxDym7j82mkzXHQZh+jhfrRgb/GlXNGprM4fjlB93HgLp5AcbYxd2f3SmureLLnRKJcGsnnbgmOn2sGNCwY0ynOEp1G4T0xkTogQ/nlRll+hKK9jTYxmT4/HU03rDk6RWrWhsmB7balGp3vGxevToBhnOHttSkZ5jgBCiOLuZPf6s7KCSuHRi92HL0iuFvIWTKYGeBi7rvtd62pbW3w9t7uDhWEo7S8UnjzyNfTb2OXk5Bh0xwSK2+7Mis2lGWeuV9xtbpYhuqOjo19sSnKwvUH3a1A4IoE9aSxzbLDw+CXJtaKWT35iTYzizBhvIiuSlYu61xRlZXa08MmU7aHjVnn4w3wNhgY5QggR+Wzr5XOUiVHdh86Jzt+Q5pTy5k2iRwUYuy6EEMIQ2n+n5q3S7BaFLJpn8+/QOFg9wgRBjkAvergfLchLfOFmz5lr7d+m0UN9uPMnE61MYj3fdqX87dKbexuqSXj8G94h1pnZ71y9aZRK+m3sSktLe59CunHjhuF2bx+UtCwoyXDjGwWeSecvns4cH96ddlZ88aYst4w7bxIjOtCIJUk06g2V+V/VlGox7CV3/82BUVZkS5iKwvRBjvpQPJ3t33pOklUkTM/s/PkYNauQ99Q0494KXSrqXlOYdbmzxYZC3R2R8JybDzwhYZogR6APjkRkp4xjxAZ3H74gy6+QV9Rzpo1jTR6LIxpt6kEthn1fX/FBWY5QrZpm57w9dJwPk/Pviwb8WX00oz0Va/HILvZ2/1gqvVEsPJbRtSddeqOY/+Q0oi1/5Cs51tLwamFWo1waxbPZERYfzTO5q8MWDHL0P3A45vgwerivMP2SJKuwdctu9uRYdsq4kX/YSKbVbKjI31ZTosOw1R4BmwKjeCSTOK0OHgpyBO5D4LKsV8xRjA/vPnhGePySNKeU/1QKxdt15CspEHa9VHAlp7vDlc7cHZk4z3HMyNdwH6M9FTsq4BAjLoQW6iM8liHJKmrZsps9NY49NW7EDiwa5dL/K7r2Z/NtLom8Iyz+JXd/OCExwiBHD8IzaPzFKcy4EMHvp3tOZ0nzyvlPTaP6jdwCkafaGtcUZtVLxZFc650REyK51iO2azA0kCPwUFRfN/v3VorPZ/eczmr7937G2BDevGQ8Y4QmHZNo1B+W535dW4bH4d70CVnvF2kiCwz2W8ScOXN6/xEWFoYQaq0vq6gVuASEeDmaxMVsM4KnU/mLpzPGBgsOnO45cUWWX8F/ejrFw7CPLOgw7Lv6indLb4o16qecPb8MibWHRcqNAXLUH/IYR/u3nhNn5gr/utL+9e+MscG8+ZMM/Ru5Q6lYV3z9t8YaNon879C4NR6BBDjUMQeQI9AfHAHPnhZHj/LvTjsrvVEsL63hLZg8Avc+nWprXFVwtUEmiePb7YwYH8w2wuW4/gx877xWUb9mZqCDR1DylAQfZ17C0n8KNHDe+7FRPJzt31nOnZ2o6RS2bftVkHZGp1AZaF8VYmHC5eOvFGZZkamn4lMOxCRDV2d0kKOHwONZyTEOH7xAC/SUZpc0b9glzSkz3N5+uXPL/9wfvzXWpDq4lU1e8H+eQdDVmR3IEXgoohXXZvUiq+dScTjUtSe9Y8dBjUBkoH11KBXP5GTMyDrdrVbtCIu/mjjbpLo69Oi1YnulPTtp10Xc5p//nBzs0Fxy/h+r1yfQYkp3zhqB4iwMjoBnp4yjR/h1/XZKcjlfUVrDXzxdv09razDd59XFGyryNZhurVfQpoAoJkzEZRogR/0h8tk2qxfJcsu7D53r2pMuy6vgPzWNwGXpcReNculL+VdOtTXaU+kHx05a6GRyUySAQYIcgUdgRAfSAjy6j1yQZpcoN//AfSKJOSEC6fXwLa2p7tWirA6lItXB7duweNOcF2ngxu6N9DsRWwreey4YIYQiY7xF6WFvv4qMFCStVnvy5EmFQnHf9qamJoSQTqczRlGPh2jLt1v7jORqgfDPjPZv0xixwbz5k/F0PTyjWtTTtTzvcr6wM5DN2x2RMJZvO/wxgb5Ajh6NHhVA9Xfv/uOcNKespaaROy+ZOS50+MNiCO2qr3ir9KZIrVrm5vNlSCw8JGHWIEfg0fAMmtWzsxhRgYLfTgnSzkjzyq2WzNTLvOgtCtnqwqw/m2/bUmhpMZMWOZvu8eHAjZ01Cc/0+u/RM9OdicMLDVnSo2RkZKSmpvb3ak1NzUgWM3Q4xJwQTgvyFBw4Lb1Roqio5z89nRbkNeTx1DrdlqrCzVUFCKEP/MI/8Aun4I324Dd4KMjRgPAMmtVzqfSoAMGB04L9J2UFlVbPzBjOqbsGmWRl/uXz7Xdd6cy0mOQUOxc9VguMAnIEBoPq7+7wwUrhsUzx5fyWLbu5qYmsiVHDWbH61zs1a4uvCVTKp128/h0aZ23a84UN3Njt3TJ/wuq1Zz22T/Czba+4vObFG8lvnRmByh4qKSkpPT39wSOkrVu3Zmdne3kNvTcaeQQe22b1IumN4u5DFzq++4MxNpi3cDKe9tg/LsU9gmW5mYU9XaEcqz1RiWEcWCPZFEGOBokW5OXwwQvCIxck14taNv3AnT+JGffYp+56T9S9WZIt0ahfdvf/PHgsLA5mGSBHYJBwFDJv0VR6hH/XvhPdh87LCquGduquVSF7ueDqsZYGByr9WNzUVAc3Q1SrX/02drj/7W2nhaT3/ds7/RRaH2/AovpHIBBmz5794Pa0tLTs7Gy8Ga7VzYgNofq5Cw6clmaXKKpuWz0zY/B33Wkw3adVRRsr8zGE/ukf8YFvOKxWbmogR0OAp1H4z8ygh/t17T8p+PWkvKCK/8wMAoc5yLc3yqUr8i6da7/rRmceiZ0y2dbJoNWCEQA5AkND8XJxeH+F8Fim+FJey5bd3DlJrITIwd91d6Cx9pWiLIFK+YyL1/bQcXyyedzI0W9j99133/X3EokRZJhiRikCl2WzaqHkepHw8IX2HWnMcWHceZMGXEyzQixclpuZ090RxObtjZoYAXNxmSTI0ZBRAzwcPnih+9A56Y2Slk0/8BZNHcwUBj83VL9WfF2kVq0c47ctJBZO1FkGyBEYMhyZxFs4hRbmK9h3ovvgWXlRNX/JTCKf/eh3dSgVqwuvHrpbb0ehHY2dMscEph0evH4bu5dffvmh2+Udx344AveE6h8zLpTq6y7Yf0KSVaiovG21dBbF6+G3BOkw7Kua0vfLc9Q63ds+oR8HRMIddSYLcjQceBrF6tlZ9FBfwYFTXXvS5YVV/MUpeObD5+5pU8pfyL98vOWOE41xICZ5OtxRZ0EgR2CYqN6u9u+tEB69KMkqaN3yI2/BZEZsSH+ffKyl4aX8K21K+QIn9x1h420oJn1H3YMGvscO0wh3ffF5wW1B74eSxhNHc+L+76UEAxc2GhH5bNtXFkuu5Hcfvdj21X52cgxndsJ9qy3dlomfy710qbPFh8nZE5UIC5abC8jRkNFCvB08nQVpZ2R5FcraJv7T02kh3vd9zuG79S8XXO1UKZ5x8fo6bBw8+mqpIEdgyPBUMn9xCj3Mt+vXE137TsiKqvlPTyew/me+kh61al3x9T0N1Xwy5bfo5MUunsaqdjgGbuxOPBe96kCjtyOxtoPjPwaVVjUv3bdpBCobpXCImRBB9Xfv+uUv0YVseXmt1dLZZFf73hd/vF35evENiUb9qmfgp0ExdIJJrF4CBgNyNBx4Bs16+RxZqK8g7UzHzkOM2BDewsl4KgUhJFSrXinM2t9YY0OhHho7eb7TyC1NBkYe5AgMU+8Ds90Hz0lvlrbUNfEXT6eH+fa+dLGj+fm8S3dkkul2Lj9GJjia7cT+A9/d+eGxO/G7C4sK91M4iSWVdw8u9c7OvDUClY1mRBue3WtLuE8kaTq6277Y23PyaqtMMuvamRfyr/DIlHPjZ2wPHQddnXmBHA0fPdLf4f2VtEBP6Y3i1s27FdUN59rvBp8/tL+xJtXBrWTyAujqLB7kCAwfnka1Wjbb+oV5COE6fzjStfe4VCJ5rfj65CsnBCrlzvAJJ+JTzLerQ4Np7O4qtdwQPpU3Vdd9XK7DJr0bV3fgDUOUkpmZWSIy1Cpb5gePY0+NtX9nOcnR5rfc7MATB0603lnq6l08af4keMrPDEGO9ILAYdqsWsRfPF2iULx8On3a1ZMijXp3RMKxuKl2lBFa+RsYEeQI6As9zNfhg5W0YO/rFZXh6b99VVMab2VfNGn+i+5+5r7U4MCN3WIHRsHbn+cL8QlMze4Gsei2EMPUhiglKSnpnQqBIUY2X1Jr9hvJY1YHsXE63a5y6dcCKgee8jNPkCO9waGyAMdZyQ57nalju9XnypVL8AM84AYsBuQI6BHGpO1I9Jg3ltdAxr1bIz3aTnUnmdlzEg818OW8Dw5uOJz4jzevvLJ5beR4f7d1qh73Jw8Of8dhYWEPbrz67OQwOhEhVFhYOPxdmLtz7XeX511qkktTHdy+sfIilJ8VHstQVNYP5lFtYGogR3qh1uk2VOZ/WlVExOO+CIpZcVsmLr7S9sUv7JR4Tso4BDOHWTrIEdCXSrFwaW5mTndHKMdqj3ekQ+MVWWauuqLeauks8hhHY1c3LAM3djZj197uWlyv4njNPnPI6ZtSqePaV+YPf8dP+GIbDhaT2aFzp/v1bikqKmK6eflZWUK/PEwyreatkuwddeUsEnl3RMLyMb4IIey95d1HL0qu9j6qPYURG2zsMsFjgBwNX6moe1luZr6wM4Jr/UvUxEA2D/kgRqBn197jPSeuyEtqrJbNJtnDyiuWDHIEhk+HYdtry94ry1HptO/6hn3kH0nG49E6V9HFmz3HL7du3ceZGseeMR5HMNcDxUHdgE9k2LLayzLzBEEzXp7jyNHLjj9OK0pIeHXeuh3dti8e+nIVi4BLS0sL2/T972Pt9TK++bouaFuWe+mWpCfJxvGnyIQx9L8XRsRRyPynUughPl2/nuja95esuJq/OOW+R7WBKYMcDZkWw7bdKvmwPFeLYfctskJysrV767mek1dE5260fvoTNzWRlRQ9nEUhgYmDHIHhuC0TP593KbOjxZvJ2XvvlGE4HHvSWFqAZ9fe4z2ns+RlNVZLZ5McbYxa7BAN3JBqFfVrZgY6eAQlT0nwceYlLP2nQIPpZd+T1nxde/OA7NBbHtGLs5plehnTrCl12ndKb064dLxJLv0yJO78+Bl9XV2f3un46VEB8qLqlk0/ygoqjVIqeFyQoyG7JelJuHz8rdJsDwbr2sTUj/0j71s6D0ckcFMn2r3+LIHH7j58oe2r/ZpOoy0MDwwKcgSGDENoV31lyPnDlzpaXvEMLJw078GJYEkO1nZvLuNMj1fd7Wj97GfR2etIp58fsJE0cGOX9uykXRcVm3/+Mzs3+8hPm+4e+iRhzQl97d46fFFGbcly16KJnqN9WZg8YWfkxaOfVRdFcq3zk+eu8wrC93PWAU+nWj//hPWKuQhhnT8e7fz5mE4qH+FqweOCHA0BhtDXtWVhF47cELS/5hWclzw3mtfvATTF3cnh3eWsxEhlbWPLlt2SKwXI/H4hgwFAjsDQ3JVLZ2SdfqngCo9MOTt+xtf9TxmGI+A5sxLs31hKtOYKj2W2bdunaTezx2gGvhT7RvqdiC0F7z0XjBBCkTHeovSwt19FO2fprQKa+2d/liVuW7XlSFkAc4AFUi2SSqfbVFnwSVUhHoc2BUS97RtKxA3ccNMj/CjeLoLfTslyy5W37vCfSnlwOn5gOiBHj6teKl6Rfzmjo9mDwfo5MjHB2mHAt+DIJN6iqbRQX8GvJwS/n5YVVfGfngFPGlkSyBEYgr0N1euKrwvVqufdfL4MieOQBv7Okt0c7N9Z3nP8sujizZZPfuKmJrImRpnLPR4DN3bWJDzT678XBJnuTBxe75c58DNe3znj9YE/T6vVnjx5UqFQ3Le9qakJIaTTmd+igfnCzufzLhX3CMI4VnujJoZw+IN/L4HFsHlpgfRmafcf5zp2HmLEBPEWTsHT4W5fUwQ5GjwMoe/qyt8uvSnVqNd4BHwaFMN8nFl+qL5u9u/3LgpZ2Lr5R+78Scy4UGQev5DBACBH4LE0K2Qv5l850XrHkUrfF500y9518O/FkYjcecm0MJ+ufSe6D52XFVRaLZlJtH2Mv9HGMnBjt3fL/Amr15712D7Bz7a94vKaF28kv3XGcAVdWJq68Y4oMzPzoa9mZGSkpqb2996amhpDlWUASp12U2XBZ9VFCKGP/SPf9Q0jDWmyBkZMENV3jOC3U9KbpXHLf+EAACAASURBVIqq2/wnp9FCffRdLBguyNEg1UpFK/MvZ3a0uDNY6XFTk2yGMu8AnkrhL55OD/cT7D8p2H9SllfBf3o60Uo/N9oDI4IcgUHCENrTUP168XWhWrXU1fur0LihLSFN8XB2eG+FMP2SOCOn5ZOfuLMSWEnRCG/SR4r9Nna4/z3lOC0kve/f3umn0Pp4AxXUVVqYW93v9eykpKT09PQHj5C2bt2anZ3t5eVloKr07oagfUX+5XJRdzjX6ufIxFDOsOZoIHCYNqsWSm+Wdh8637HrMD0ygL9oCp5pxiuiWAzI0eBpMWx7bekHZblyrWa1R8Bnj3mi7kFUP3f791cKj1yUXCts2fwj94mJrIQIc7mYAu4FOQKPpUEmebHgytm2piGcqHsQjkTkzZ9ED/Pt+vVE95ELsoJK/jMzSA7W+qpW7/pt7L777rv+XiIxDHhj6aL8O4v6f5VAIMyePfvB7WlpadnZ2XhzmJ5UqtF8WJ67vbaUiMNvCoh6yyd0aCfqHsSICaL6uXennZHllSuq6nnzJzNi4BZgI4McDVKpqPuF/Ms3BO1eTPaPEQmJg7ijbjDwVAr/6en0SH/B/lPdB8/K8sr5z8wg2cFcd2YGcgQGSYdh39aVv1eWI9Wol4/x3Rocyx3EHXWDQfF0dnhvRc9fV0QXs1s//Yk9bRx7ahyOSNDL4PrVb2P38ssv37dF1ClkWXMNcbSLaeRiDZlNNcUvkH6dbmtcVZB1WyaO49vtjkzwZ3H1Oz6BzbB+YZ4sv7L74NmuvcelN8v4i1PgCpQRQY4GpNRpN1cWflZdqMWw172DNwZE9fe02pBRfcc4fLBSeCxTfCmvdctuU/6NDB4KcgQGo+/4cAyddSR2yhR9r6uOIxG5c5Po4b5d+0/2nLgiy6/gPzOD4m5yq7cP4pACU+3buMLZisax4dF4js9v2KfS0yQCVWd/fWHOeGdbHonM4NJJHBvn2Nkrfj1frZ/RTUy7Ur4kJ2N61ukuleLr0HFXE2frvavrQ4/wc/jwBUZciKKyrmXTD6Lz2Qhu4zU6yNHDXOpsCbtwZGNlfgCLd2PiE1uDY/Xe1fXCkUm8hVPs/vEs0Zbfc+JK66c/KWubDLEjYFiQI/Awcq3mw/LciItHcro7XvcOLp28QO9dXR/yGEf7d5ZzZidoOrrbtu7rPnhWJ1caaF9DM/Dv0NzPpz+3sXDZG/8c72ffeevaF5uen0ELOP9m5DB3XP3b2sAlX3vGTV+48lU7Po+CKYXCrqLr55dODcj/vWrbIs9hjm86dBj24+2qd0pvdquVsx1cvw0b70Iz+HIReAbNaslMRnSg4PczwqMXZTdLeYtTTPDAYvSAHN2nU6V4syR7b0M1jUD8NCjmH97Bg5nlZ5go7k727ywXnbsuOn2t7ct9zLhQ7pwkPINm6P0CfYEcgQedbWtaXZhVKxWFc612hU+I6n+2S33BEfCclHh6uJ/gt1PiS3mywire/Mn0SH9D73ewsIFEs8gRH+f2fZj/SRSZFTPguwYUz6H4r/7jwe0Zm6MpnMTHHW3+/PkIoa+++mr4helXfndnXMYxdHiXy8n9R+7Wj3wBOpVa+NflO//3WcOaT7r2n9RKZCNfw4j56quvEEJXr141diEPATnqo9XpdtZVWB3/BR3eNf3qqTqJyKC7eyh1u6Bt+4GG1Vsa3/pKfK0Q0418CaYLctTHlHMEMAxrkkmezD6PDu9iHft5261itU470hXoMMm1osa3vmxYvaXt6wPqtq6+V4yYo4EPkavkGpsJ/10vz36CrUZeNfyGskKmdpoV8+D2oFm+Glnp8Mc3um61ck1hVnTG0d4zw+VTFs51HDPyZeBIRM7MCfbvraD6uEqyCps/3inJKkQYTMk/0iBHvXK6O2Izj71UcIWCxx8cO+lkfIo74/5180YA0YZn++pTVs+l4gh4wa8n27b+ompsHfkywOOCHIFeap3u8+oiv3N/pDXVzXUcUz5l4WteI3HW/344xIgLcfzwJUZciKKyvmXzj8L0S5hKPdJl/K+BvwqrPDgFb3/TqtQihHSqtm/fyON43H8f6xCsj7PPWrr4l5NZnZK/nxVXSgXZ5w4++8Qxu3Hrhz++EWkxbFd9pe/ZgzvqyuOt7PMnzd0aHDvMiRuGiWRnZft/T1svfwJHJAh+O9X6+V5lHdxgNKIgR21K+Qv5V2IzjxX2dL3hHVI5ddFCJw/jlsSIDnT454uspGhlQ0vr53sEB07rJLBIqEmDHAGE0Om2xpALh98uvelApZ+MTzkSO8XZ8Dc4PQKeSbNaMtPu9WdJ9taiM9eaN+yS5ZUbcUnDge+xe//sNwf8lrla7fZw4wsa6rq1dnsq3h/+jtecvVY0LWXZzPEIITyRQsapFWodQshv4vJrp1cPf3xjyexoea34emFPlyOVvj86abGLl+nMmkWPDKAGeolOZ4kzctq27WNEB3GfmEjgGuF8ySg0mnOk0um215ZurCwQqVXJNo5fh44LYPOMXdTf8FQKb8Fk5rhQwcGzkqsFsrwKzox4ZmIUjgBzVZii0ZwjgBCqEvf8o+TGidY7DCJxU0DUGz4hFLypPL9M8XC2f/t58ZX8nhNXOn86Jm4uM1YlAzd2LLenq5sCv/0urfxWu+3iFxa9vCbMWg+LVhEobrszKzaXZpy5XnG3uVmG6I6Ojn6xKcnB9gO/2SRVS3reKb15tPk2lUB4zzfsXd8w456leyg8lcydk8QcF9p9+IL0ZqmssIqdHMOeGoujwKqIhjU6c4QhdPhu/btlN2skIg8Ga09kolFuSBgQydHGbt0zsvxK4Z8Xuw9fEF8p4M5JosMKLqZndOYIIIQ6VYqNFQXf1ZdrdLpnXLw+DYox7lm6h8PjWImRjKgA4V+XNd9eN1YVAzR2amnhhxt/n/rOx69/sMUQu7cPSloWlGSIkUdSh1LxcUXertuVGp1ugZP750FjjXLb0OARbfk2qxYqKuq6j1zsOZ0luVbImTmBERcKZykMZHTm6FpX25ul2de62jgk8ieB0eu8gqkEUzm2fih6hB8t2Et88abo7PXOXYcpXi68ucnkMUNZ0wwYwujMEVBotdtrSz+pKhSqVbF8220hsXF8O2MX9Sh4Bo3/5DR2dR66ctwoBQzQ2GE6+bbPP6+ZvTY5Xj8TwVsYkVq1raZk260SsUY9zsrui+CxJv4Ddy+qv4fDu+6SG8U9f10WHDgtunCTOyuBHuEPy6Xr3WjLUYlI8H5ZzvGWOyQ8fo1HwHr/SBuKHk6rjAAcicieNo4xLqznxBVJVmHrF3tpIT7c2YmmvHzQ6DHacgQ0mO7nhuoNFflNcqkng70zfMJCZw9z+QNFYBvthOIAjR2ZFffLW1NXzH9u93fr/B14fedzYmNjDV2ZiZNpNTvqyj+rKupUKfxY3M2B0fNM8hrTAPA45rhQRlSA+GKO6PyNzp/+JJ+7wZk5nhbsbezKLMroyVG1pGdDRf6BploMwxY6eWwKjPJhmt/CJwQWnf/UNFZSVE/6JVlRlbzkFiMmiDM9nmhtKrcGjk6jJ0dAh2FpTXUfVeRVS3psKbSvQuJWeQSQYZW2wRn4HrvFn51BCK2cd/bejdgoni9DptV8V1f+r+riNqXcjc78PDhxqas3wZxXFseRSeyUccwJ4aKz18WX8zu+P0R2c+DMnEALhGk59cbic1QjEW2szN/fWKPFsBQ7l82BURFc8z7LRbKzsn5hnqqhRZieKb1RIr1ZxhgbxEmJJ1obas0YMCCLzxHobek2VuZXiIUcEnlDQORrXsEmeMO6KRu4sSsoKBiBOsyCSK3aUVf+VU1pm1LuQmN8Gxa/coyfxRxD4Bk07txk1qSxorPXJVcLOnYcJLvYs1PG0UN9kDm3rSbCgnNUKur+tKowralOg+km2Tp97B8Zb2U2NyQMiOzmYPvqYmVNY89fl6XXi6XZpYyoAPbUOLg4axQWnCOg1ul+a6z5rLqoQixkk8gf+IW/5hXMJ1OMXZf5eVRj111xdu/RK61aXtKC56f5j+prEK0K2fbash115T1qlRuduSMsfvkYX9N5ylqPCGwGb8Fk9pRY0bkbkqzCzh+OkBys2ZPG0qMDYdH0obHgHF3ravu8uii9pQFDaKqd8we+4ROsLfMpQoqXi+26ZxS37ohOXZXeLJXmlNFDfdhTYuHRihFjwTkCUo3m54aqL24VN8gkHBL5Q7+IdV5B0NINWb+NXVvWeq/ETRKtDiH0r4/Xv3e+euNE49+vqtVqT548qVAo7tve1NSEENIZYKn7UlH3lzUl++/UKHVafxb33yFxT7t4kSzlLF1/CBwmb8FkTso40cUcyeX8rl9PCI9fYk2MYsaHwcKaj8Uic6TFsKPNt7fdKrkuaMPjcHMcx7zrGxZt+PUZjY7q7Ur1flp1u7nnzDVZUbWssIri6cyeHEsL9oKz2gZlkTkCCKEWhezr2rKd9RUCldKWQtsSGL3aI4BDgum3hqXfxu6tBVvxLs8WXdnmgmt+M3H81gWrNnb+OZKVPVRGRkZqamp/r9bU1OhrR1oMO97S8G1d+YX2uxhCE6ztX/cKTnVww4+mX994Jp2bmsieGifNKhRn5giPZfacymJEB7ImRpEcLf+vuF5YWI4EKuXu21U76spvy8RUAuFFd7/XvIL9WKPrnjPyGEeblxaoWzrFF29Kb5Z27DxEtOaxEiIYcSF4unk8/Gt2LCxHACF0XdD2TW35obt1Kp3Oh8nZHBi9zNWbRhj49jAwoH6/iGntsqjv3w1x5iPEf3t9yE/L/hrJsvqTlJSUnp7+4BHS1q1bs7Ozvby8hr+LVoXs54bqnfUVDTIJCY9/0tnzde/g0XA2oj94Kpk1KYY5MUpeUCnOzJVkFUqyCileLszx4fQwXxwJcvgoFpOjG4L2XfUVvzfVybUaByr9Y//Ilz38bSmj9/QtycGa/8wMTmqi5FKe5Gph95ELwr8uM6ICmOPDyW7GP5lkYSwmR0CiUf/eVPtdXUW+sBMhlGTjuM4raJa966g6aWJo/f5VVuowiu3fV7iptlQM045USY9CIBBmz5794Pa0tLTs7Gz8MK6QajHsdFvjj7erTrTeUet0DlT6ev+Il9z9Haj0YdRrOXAEPD0qgB4VoGpoEV/Kk+VXdNU0djNojLHBzNhgkpOtsQs0Ueaeoy6V4rfG2h/qK0tEAoRQvJXdK56B8x3dLf5uhEEisBicWQnslHhZQaXkUp7kWpHkWhHZ2Y4ZH0aP9If7FvTF3HMEEELZgvafGqoONNaKNWomkbTKI2CNR0CgyawuaEngdAsqEQn2Ntz6rbGmRSHD43BTbZ1fcPebbe8Kf7oeiuzmYLV0Fm/+JGl2ieRqofjiTfHFm2QXO0ZsCD3Sn8AyvTVewONT6rSn25r2NlSfaL2j0ul4JMqrnoEvuvsHwW/hh8ERCYzoQEZ0oOpuu+RqgSynTJB2pvvweVqwNyM2mOrvAWu6gFGrUS7df+fWL3duVYiFCKFons0L7n5POXuyYAYTg3lUY1e+7bUlfzAQQrKWUoTQkiVL+l769ddfDV2Zod2S9KQ11aU11ZaKuhFC3kzOhoDIZa4+rnSmsUszA3gGjZUcw0qOUdY1SbNLZHkV3X+c6z58nurrzogKoIV642lws9HfzCxHPh4H+OSPT+zvVisJONxkW6elrt5zHcfAvS+DQXay5T85jTc3WVZYJb1RIiuskhVU4hk0ergfPSqA6umC8HC9aYjMLEejXodS8cfdut+barO62nQYZkuhrfUKes7NJ4xjZezSLF+/v6ydnJxQbU5mbe9HeCcnp8zMzBEqypDKRN1HmuuP3L1d2NOFELKhUFd5BCxx8RpnQTNvjSSKhzPFw5m3YIq85JY0p0xRXqeoqMMdIFB9x9DCfOkh3njmqL6WbX45emJqNoMYzmC+6xz2tIunkwkus23ycGQSIyaIEROk7RZJc8pluWWSqwWSqwUEFp0W6kMP86P4uME5vMdifjkare7KpUebbx9tvn2ps0WLYXQCcYGT+zMuXtPtXOAi2Ijpt7HrfWDbMqh0usudLX+13vmr5U6tVIQQsiZTl4/xXeTkMcnWkYiDn7bhwpGI9Ah/eoS/TqaQFVbJC6sUVbflZbWCAzjKGCdasDct2Gt0Tuhqfjm6kPWum/+WefOMXYclIPDY7Kmx7Kmx6pZOWX6FrKBScrVQcrUQT6NQ/T1owV60AE88E+7DG5j55Wg0wRDKF3b+1XLnr9Y7ed0dGEI0AjHVwW2Bk3uqgxssGjHyLPnySrWk51z73TNtjRkdLRKNGiHkSmeu8QiY5+SeaO1g1ouAmSw8ncocF8ocF6qTK+QlNfKSW4ryemVdk/BYBoHHpvm7U/09qD5u8MfMdOWX2C2FBZr0jORgzZk5gTNzgrqtS15YLS+5JSuolOVXIByO7GpP8/eg+ruT3Z3gNB4wIy0K2fn2u2fams61321XyhFCVmTqM65eTziMmW7nwiBacndh4kziS49p5GINmU3Vw8IGtyQ9VzpbMztbLnY035VLEUIkPD6Ob5di5zzT3jWEwx/+LsBg4GnU3qtRmEarvHVHXl6nKK/tfWYQ4XBkJ1uKjxvV25Xi6QxPDuqLHnMEDIRkZ0WaFseeFqcVyxSlNfLyWkVVQ8/prJ7TWTgyieLpQvVxo3g5k10dYKEXY4EcPUKLQna1qzWzoyWjo7n3YQgcQqEcq+fdfGY5uMbx7eCMiSkwZmNXdfbXL3Z8f+paWWtnjw4hlpWjf+y0V9a+vWSyz1CGWzDzn070dWcPIoRwCAWweXMdx0y2dUq2cYSnb4wIRyRQ/d2p/u5o/iSNoEdReVtZ3aCout37OC3CIZK9NcXDmeLuRB7jSLK3ghn8H5eecwRGBIFFZ8SFMOJCkA5TNjQrqm4rqxqUNXcUFXUIIRyJSB7jSPFwprg7ksc4EVij+kbVkQE5eigNpisTdd8QtF8XtGd1tdZIRL3bXWiMZW4+k2wcp9g62cOkYCbGaI1d9W9rA5d87Rk3feHKV+34PAqmFAq7iq6fXzo1IP/3qm2LPB97RDdntlb3nHfIeGu7BGsHu1E8darJIvI5vRdqEULq1i5lTaOytlFZ09g76TFCCE+lkF3syG4OZBd7kpMtyc4KniJ8NP3nCIwwPI7i7kRxd0Ip8Zhao7zdrKxpVNY0qm7fVd660/spRD6H7GpPdnUgu9qRnOwIbHiiRc8gR33UOl2FWFjY05XX3Zkn7Cjs6ZJqNL0veTM5z7n5JFg7TLCy92KyjVsneASjNXbLV+/0WXWw/NsF923P3BKT8uKKbYsyH3vEr354Y+u2tU/G6aU8YGgkeyuSvRVzfBhCSNsjUd5uVtXdVTU0qxrbFP/5e4YjEUmONmRHW6KDFdnRlmjHJ/I4CDq9e+g/R8B4cCQi1duV6u2KEEI6TN3SoaxvVt6+q2pokRXfkhVW9X4agcUgOdmSHG1IDtZkRxuiHR9mFxqmUZsjHYbdlkkqxN1lou4yUXeJSFAm6lb9Z5VbPpkyjm83lm87lm87lmdrQ4EfM/NgtMauQqaOmBXz4PagWb6aj04NZUQtrLhsrggcJj3Uhx7qgxBCGKZuF6ib2lRNbarGdnVzu6Shpe8zcWQSyc6KaMsj2fCJNjyiDY9oxSFwWKO229N/joCJwONITrYkJ9vegx9MpVY1tamb2lV321RN7cq6JkVlfd/nElgMkr0V0fY/obDmEq25eCrFeNWbmdGQIx2GNcml9TJxjURUIxXVSHqqJT1V4h6l7r/LeLjSmVNtnUO5VmEcq0iutTuDZcSCwZAZrbFbH2f/ztLFv+z9fEZCpDWTihBSSgWF185/9OIxu3GbjVUVMD4cjmRnRbKzokcG9G7QSeXqlk51S6e6tVPd1qVpE8jy2xD23yc3cSQikc8h8NmyvAojFW00kKNRAkcm9c4Z+ffHGNJ0CdUtHeqWLnVbl7q1U3W3ve9Udy88g0a04hB5bAKfQ+SzCRwWgccicNkENgOezLiPJeWoW61slssa5ZIWhfyOTNIgE9+RSxtk4jsySd+pOIQQAYcbQ2cl2zj6s7l+LG4QmxfA4nFIZCNWDvTFaI3dmrPXiqalLJs5HiGEJ1LIOLVCrUMI+U1cfu30amNVBUwQnkGjeLlQvFz6tmAaraajW9Mu0HQKNV1CTadQI+hR1jYp6+8asU6jgByNUjjUe1qOFuzdt00nlavbBZqO7r5caAU9sqZ2pLv/agaeSSewGQQOk8Bi4Fl0ApNBYNHxTBqeQcMzaJhSPbL/McZnLjmSazVdKqVApexSKdqU8k6lolOlaFcqWhSydqW8RSFrUcgU2vsX0mWTyK40xjQ7Z3c624PB8mKyvRgcdwaLDDMGWyijNXYEitvuzIrNpRlnrlfcbW6WIbqjo6NfbEpysL2xSgLmAkckkBysH5zxmPs5Qlf/MkpJxgI5An3wDNrfz2HcS4dpe8SabpFWKNYKxZpusU4s1XSLdGKZqr5Zp1A+OI6w+NoIVWwyRj5HMq1GqdMKVSqZViPXaoRqlUSjlmg0Eq26R60SqlUitaqn938aVbdKKVApu9UquVbz0NFIeLwNmWpPpQeyePZUuhON7kRjOFLprnSmC43JhfNwo4yR57GzD0paFpRk3BqAxcBRRum8NpAj0C88jsBjE3gPf4YRU2u0YplOJNFK5TqJTCeRa6VyiqQBXR3hKk2CPnP0xNQ9VpQzWafVmE6q0ah0WolWrdbphGqVBsNEatUgh6ESCBwimUemjGGwwkkUPpnCJ1OsyBQ+mWpLodpSaNZkqi2FBo81gHuZxATF97qwNHXjHVF/6wBqtdqTJ08qFIr7tvcuOKN74IoDAKMT5AgMBo5EJPLZiP8/bR+9vhD9YqyKTMvQc5QQXkgn1Ha1EnF4JpFIwuNZRDKTgHNnsIk4HJtIphEIVAKBS6LQCAQ6gcglUZhEIoNIYhKIXDKFQySzSSQOiUzBw92Q4LGZXGPXVVqYWy3o79WMjIzU1NT+Xm1oaDBMUQCYGcgRAMM39BxlZ69du/arr74yVGUA9M/kGrtF+XcW9f9qUlJSenr6g0dIv//++5EjR1auXGnQ2gAwF5AjAIYPcgTMkUk0doNfm49AIMyePfvB7SUlJUeOHGltbaXT+13bRK1Wf//99x4eHjjDLFqFYVhVVZWvry+Mb6zxjx49aoiRzQXkCMbXy/iQI8gRjD/88Y2YIwtZKxaPxyOEpkyZYoAygZkhEEbXXSmQI2AIkCPIERg+o+TIQtaKXb58uUaj0Wge/ih4r4qKivT09OjoaEdHx+HV/nDNzc05OTkwvnHHX7JkSWRkpCHGN02QIxjfEONDjiBHMP7wxzdajjAjiedQ/Ff/8eD2jM3RFE6iIfZ48OBBhNDBgwcNMTiMb/HjmybIEYxvXuObJsgRjG9e4z+a0SaerpCpnfpbm09WOvL1AGCOIEcADB/kCFgSozV26+Pss5Yu/uVkVqfk70eKlFJB9rmDzz5xzG7cemNVBYB5gRwBMHyQI2BJYK1YAMwY5AiA4YMcAUsCa8UCYMYgRwAMH+QIWBJYKxYAswc5AmD4IEfAMhjtHruRR6PR+v4fxofxwdCY+/cRxjfu+KCXuX8fYXzjjj8AozyLaxQajebMmTMajQbGh/HBkJn79xHGN+74oJe5fx9hfOOO/2g4DMOM01ECAAAAAAC9GkWXYgEAAAAALBs0dgAAAAAAFgIaOwAAAAAACwGNHQAAAACAhYDGDgAAAADAQkBjBwAAAABgIaCxAwAAAACwENDYAQAAAABYCGjsAAAAAAAsBDR2AAAAAAAWYnQ1dpKGzJXTYh35dBtXv0VvfNOh1hliLx15L9F4k/Q4oFZ55x8LprhaMdxDxr37W4keR76X3svuY+gve3v2gdTYYD6d6uQZtPqz3w3yTQX3gBw9AuQIDBLk6BEgR8NilBVqjUKnEc22oXO8Zn67e9+3n73uRCF4LPpJv7uQC5pzMg7NcWZSucn6G1X3erg1lTfu029+WP9KMg5HePd6q/4GxzBDlf03Q3/Z1dISLxrRbdbaH3/Z88Gapwg4XOr3FXocH9wHctQfyBEYPMhRfyBHwzeKGruOwuUIoU9rhb0f5m+IwOEI9QqNHnexeQynt13W40+kuGk7Qmh1fnvvh2+5sPl+/9LX4L0MUXYfQ3/Z6/+chBAqlqp7P3zNicX13KavwcGDIEf9gRyBwYMc9QdyNHyj6FKsWujy5JNPPu/C6v2QRCcihEg4nB538Vp+XUdHx9HprnocszXzEELonQB+74cLFrr11H+l37O7hii7j6G/7FbBG0+fPhtMJ4o7m4tvXrwsUtpOCNfX4OBBkKP+QI7A4EGO+gM50oOR7yVNwa1TW10pRJdpOw0x+MU57no81Lj5RjCOQOv7sOL7cQihZqVWX+P30W/ZD2W4L7uyJ6v355nKm9qo1OdRL3gEyNGDIEfgcUGOHgQ5Gg6iEXrJkSKpy829I+n9d8LEib0nJ5Vdhe+vWrX1jxs+01+98OcKvY9vCDh0//GEBsMMtjeD0OOX/aFIdP/jx//sbCz+/I2NCYv21BlgF6MW5Mh0QI7MF+TIdFh+jka+lxwxue+E9v1nyrUYhmEtV770pJPYHknbj9zUGWD8Xvo91Li1LwEhdPc/h0Q5b4YQyLaGOAQw3BGSfr/s96k+8POPv1zp+zD/n+E4PFmi1ft+Ri/I0WOBHIGHghw9FsjRcFhyY3cflaTAhUIMWvpJmwHOG99Lvz+R4qZ/I4ReL+/q/XCTJ5fns0Vfg9/LQEEy9Jf98hJvEt2/LzmZK/0IJBsl/D0yGMjRo0GOwGBAjh4NcjQclnwp9j61v77SqNQs8cf/sn1b38YXXvsHh6DP+1X1jun06rrQDbumLAv8cqW84sCHdeK3ryw3dlGPwdBf9ojPNlEOLI5/5r115B9tuQAABMpJREFUs4LFd25s2HsrfO0pskl/S80b5MgoIEcWBnJkFKMlRyPdSRrP6WTnB//z6+T6P4us90MNjbx+7ZwkZy7NLTD23f3Fehz5XgY6QhqBL3v18e0JwV4sCsXJM2jlpl+lcP3IkCBHjwY5AoMBOXo0yNFw4DBzu+0RAAAAAAA81Ciaxw4AAAAAwLJBYwcAAAAAYCGgsQMAAAAAsBDQ2AEAAAAAWAho7AAAAAAALAQ0dgAAAAAAFgIaOwAAAAAACwGNHQAAAACAhYDGDgAAAADAQkBjBwAAAABgIaCxAwAAAACwENDYAQAAAABYCGjsAAAAAAAsBDR2AAAAAAAWAho7AAAAAAALAY0dAAAAAICFgMYOAAAAAMBCQGMHAAAAAGAhoLEDAAAAALAQ0NgBAAAAAFgIaOxGiE7VisPhIj4uMHYhj0dQ+TQOh5t+qdnYhQCAEOQIAH2AHFk2aOxMF42An5hWq9/3Pu6YZGb4zJkzY/iUYdYDgLFAjgAYPsiRGSEauwBgZKqe2w0Ke2876kNfZTq/+ddfb45wSQCYHcgRAMMHOdILOGNnfK2Xd82M8uXRyXx7tzkvb+rRYgghRwpRocMuPeXlNv08Qkjelr1qdoIzn2bt7Lviw91yHUIISVt343C4fZk7p40LZtN5YZOfv9GjevC9fe7d3vveLz572srKc96nxf2V8fenNUn6GxMAEwE5AmD4IEeWAAMjQqtsQQiFf5R/33a1rMqJQnCf++q3P+37+rMPrUiE6M2FGIYV5uWS8biIzUeLqnq0qtZELtU+ft7G7T99+6+3PGlEvyW/YRgmafkRIcQes+h8flVl9rm51jSnxD/ue++9+7p3e+97GY6Tv0s7llsv7q+M3k/7V6O4vzEBGEmQIwCGD3Jk2aCxGyH9BUklKfjuu++KJSpMq2qqLkzkUtznXOx9iYrHJf5eg2HYrV+ScHjqmZt5BQUFBQUFRz8Mw+GpTUpt70/5Uzfbej//7BQXpuMr9733Pn3b/37v9dZHl9EXpEeMCcCIgRwBMHyQI8sG99gZGZHmw2zbviJuW3VtC9/NRynXUB74nObTjZhOMS0m8t6NJVLVBIQQQuEOtN4tOALucfce6kQffBkAmCzIEQDDBzmyDNDYGVnVjzOXbS4+kpGRHBPEIuFnWdHLH/gc61hrwh89Ankbm4BDCAnLT50okqXwqNJWhBDCo8fOTx8iDjf4MgAwWZAjAIYPcmQZoLEbUV35f/74Y17fh/YJC31peKRT1VdXZDTlZF38/YRAblVzNqMmMsmLTcThOq5dPO/MnrhyT8C7weFzX/3gqQRNR82u9RvEM355ZvGjdtT33snxNg/dHuf5P59P6KeMGObAYwIwwiBHAAwf5MhiGfta8GjRe0/DfcbvqdJpxBuWT7XnUnlOPk+s+ixz/7sxvn4r/7yNYdjuF2ba0ahBT2ZiGCaqOfdscrQ9m2Ll5LXknW/EGh32vzccYBh2LsW1756Ge997r77t9723vzLu/bT+xgRgxECOABg+yJFlw2EYprcmERiVUlD1657yFa/PNXYhAJgxyBEAwwc5MiJo7AAAAAAALARMUAwAAAAAYCGgsQMAAAAAsBDQ2AEAAAAAWAho7AAAAAAALMT/AzH7YpcE/u9aAAAAAElFTkSuQmCC" }, "execution_count": 10, "metadata": { }, "output_type": "execute_result" }, { "data": { "image/png": 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" }, "execution_count": 10, "metadata": { }, "output_type": "execute_result" }, { "data": { "image/png": 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" }, "execution_count": 10, "metadata": { }, "output_type": "execute_result" } ], "source": [ "## visualizations\n", "plot(m, type = \"profile\")\n", "plot(m, type = \"regions\")\n", "plot(m, type = \"curves\")\n", "plot(m, type = \"information\")\n", "plot(m, type = \"piplot\")" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ ] } ], "metadata": { "kernelspec": { "display_name": "R (R-Project)", "language": "r", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }